Germany: SK Schwabach (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 11:51:05 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Schwabach")
print(f'Population of country="Germany", subregion="SK Schwabach": {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 Schwabach": 41146 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	21334	10	149	1
2023-03-03	21324	8	148	0
2023-03-02	21316	12	148	0
2023-03-01	21304	18	148	0
2023-02-28	21286	12	148	0
2023-02-27	21274	30	148	0
2023-02-24	21244	12	148	0
2023-02-23	21232	8	148	0
2023-02-22	21224	9	148	0
2023-02-21	21215	31	148	0
2023-02-20	21184	9	148	0
2023-02-19	21175	1	148	0
2023-02-17	21174	9	148	0
2023-02-16	21165	10	148	0
2023-02-15	21155	15	148	1
2023-02-14	21140	18	147	0
2023-02-13	21122	14	147	0
2023-02-10	21108	11	147	0
2023-02-09	21097	15	147	0
2023-02-08	21082	7	147	0
2023-02-07	21075	11	147	0
2023-02-06	21064	17	147	0
2023-02-03	21047	5	147	0
2023-02-02	21042	7	147	0
2023-02-01	21035	13	147	0
2023-01-31	21022	19	147	0
2023-01-30	21003	17	147	0
2023-01-27	20986	5	147	0
2023-01-26	20981	8	147	0
2023-01-25	20973	13	147	0
2023-01-24	20960	7	147	0
2023-01-23	20953	8	147	0
2023-01-20	20945	6	147	0
2023-01-19	20939	6	147	0
2023-01-18	20933	4	147	0
2023-01-17	20929	10	147	0
2023-01-16	20919	10	147	0
2023-01-13	20909	4	147	0
2023-01-12	20905	4	147	0
2023-01-11	20901	7	147	1
2023-01-10	20894	20	146	0
2023-01-09	20874	12	146	0
2023-01-05	20862	7	146	0
2023-01-04	20855	7	146	0
2023-01-03	20848	11	146	0
2023-01-02	20837	17	146	0
2022-12-30	20820	18	146	1
2022-12-29	20802	16	145	1
2022-12-28	20786	12	144	0
2022-12-27	20774	23	144	0
2022-12-23	20751	10	144	0
2022-12-22	20741	11	144	1
2022-12-21	20730	13	143	1
2022-12-20	20717	17	142	0
2022-12-19	20700	17	142	0
2022-12-16	20683	8	142	0
2022-12-15	20675	17	142	0
2022-12-14	20658	12	142	0
2022-12-13	20646	12	142	0
2022-12-12	20634	22	142	0
2022-12-09	20612	9	142	0
2022-12-08	20603	7	142	0
2022-12-07	20596	8	142	0
2022-12-06	20588	28	142	0
2022-12-05	20560	14	142	0
2022-12-02	20546	11	142	0
2022-12-01	20535	17	142	0
2022-11-30	20518	21	142	0
2022-11-29	20497	17	142	0
2022-11-28	20480	15	142	0
2022-11-25	20465	10	142	0
2022-11-24	20455	15	142	0
2022-11-23	20440	16	142	0
2022-11-22	20424	14	142	0
2022-11-21	20410	23	142	0
2022-11-18	20387	9	142	0
2022-11-17	20378	13	142	0
2022-11-16	20365	15	142	0
2022-11-15	20350	20	142	0
2022-11-14	20330	21	142	0
2022-11-11	20309	9	142	0
2022-11-10	20300	14	142	0
2022-11-09	20286	19	142	0
2022-11-08	20267	25	142	0
2022-11-07	20242	11	142	0
2022-11-04	20231	13	142	0
2022-11-03	20218	18	142	0
2022-11-02	20200	29	142	0
2022-10-31	20171	43	142	0
2022-10-28	20128	30	142	1
2022-10-27	20098	23	141	0
2022-10-26	20075	43	141	0
2022-10-25	20032	58	141	0
2022-10-24	19974	76	141	0
2022-10-22	19898	1	141	0
2022-10-21	19897	38	141	0
2022-10-20	19859	46	141	0
2022-10-19	19813	66	141	0
2022-10-18	19747	86	141	1
2022-10-17	19661	92	140	0
2022-10-16	19569	1	140	0
2022-10-14	19568	40	140	0
2022-10-13	19528	83	140	0
2022-10-12	19445	58	140	0
2022-10-11	19387	87	140	0
2022-10-10	19300	95	140	0
2022-10-07	19205	76	140	0
2022-10-06	19129	86	140	0
2022-10-05	19043	119	140	0
2022-10-04	18924	128	140	0
2022-09-30	18796	73	140	0
2022-09-29	18723	25	140	0
2022-09-28	18698	54	140	0
2022-09-27	18644	82	140	0
2022-09-26	18562	55	140	0
2022-09-23	18507	33	140	0
2022-09-22	18474	33	140	0
2022-09-21	18441	11	140	0
2022-09-20	18430	33	140	0
2022-09-19	18397	32	140	0
2022-09-16	18365	19	140	0
2022-09-15	18346	17	140	0
2022-09-14	18329	13	140	0
2022-09-13	18316	13	140	0
2022-09-12	18303	16	140	0
2022-09-09	18287	12	140	0
2022-09-08	18275	10	140	0
2022-09-07	18265	19	140	0
2022-09-06	18246	24	140	0
2022-09-05	18222	25	140	0
2022-09-02	18197	16	140	0
2022-09-01	18181	10	140	0
2022-08-31	18171	13	140	0
2022-08-30	18158	23	140	0
2022-08-29	18135	23	140	0
2022-08-26	18112	10	140	0
2022-08-25	18102	7	140	0
2022-08-24	18095	12	140	0
2022-08-23	18083	25	140	0
2022-08-22	18058	23	140	0
2022-08-19	18035	20	140	0
2022-08-18	18015	19	140	0
2022-08-17	17996	21	140	0
2022-08-16	17975	35	140	0
2022-08-15	17940	33	140	0
2022-08-14	17907	1	140	0
2022-08-13	17906	2	140	0
2022-08-12	17904	14	140	0
2022-08-11	17890	28	140	0
2022-08-10	17862	19	140	1
2022-08-09	17843	53	139	0
2022-08-08	17790	53	139	0
2022-08-05	17737	30	139	0
2022-08-04	17707	30	139	0
2022-08-03	17677	127	139	0
2022-08-02	17550	67	139	1
2022-08-01	17483	61	138	0
2022-07-30	17422	2	138	0
2022-07-29	17420	24	138	0
2022-07-28	17396	61	138	0
2022-07-27	17335	48	138	0
2022-07-26	17287	196	138	0
2022-07-25	17091	71	138	0
2022-07-22	17020	51	138	0
2022-07-21	16969	41	138	0
2022-07-20	16928	69	138	0
2022-07-19	16859	131	138	0
2022-07-18	16728	115	138	0
2022-07-16	16613	2	138	0
2022-07-15	16611	57	138	0
2022-07-14	16554	66	138	0
2022-07-13	16488	71	138	0
2022-07-12	16417	111	138	0
2022-07-11	16306	103	138	0
2022-07-08	16203	53	138	0
2022-07-07	16150	60	138	0
2022-07-06	16090	60	138	0
2022-07-05	16030	106	138	0
2022-07-04	15924	82	138	0
2022-07-02	15842	1	138	0
2022-07-01	15841	78	138	0
2022-06-30	15763	61	138	0
2022-06-29	15702	87	138	0
2022-06-28	15615	89	138	0
2022-06-27	15526	41	138	0
2022-06-25	15485	25	138	0
2022-06-24	15460	57	138	0
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2022-06-11	14924	17	138	0
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2021-09-23	2396	6	108	0
2021-09-22	2390	7	108	0
2021-09-21	2383	15	108	0
2021-09-20	2368	4	108	0
2021-09-19	2364	2	108	0
2021-09-18	2362	7	108	0
2021-09-17	2355	7	108	0
2021-09-16	2348	7	108	0
2021-09-15	2341	9	108	0
2021-09-14	2332	2	108	0
2021-09-13	2330	5	108	0
2021-09-11	2325	2	108	0
2021-09-10	2323	8	108	0
2021-09-09	2315	9	108	0
2021-09-08	2306	11	108	0
2021-09-07	2295	6	108	0
2021-09-05	2289	9	108	0
2021-09-04	2280	3	108	0
2021-09-03	2277	10	108	0
2021-09-02	2267	9	108	0
2021-09-01	2258	4	108	2
2021-08-31	2254	20	106	0
2021-08-29	2234	4	106	0
2021-08-28	2230	5	106	0
2021-08-27	2225	10	106	1
2021-08-26	2215	5	105	0
2021-08-25	2210	5	105	0
2021-08-24	2205	8	105	0
2021-08-23	2197	2	105	0
2021-08-22	2195	4	105	0
2021-08-21	2191	1	105	0
2021-08-20	2190	5	105	0
2021-08-19	2185	2	105	0
2021-08-18	2183	2	105	0
2021-08-17	2181	1	105	0
2021-08-15	2180	2	105	0
2021-08-14	2178	1	105	0
2021-08-13	2177	3	105	0
2021-08-12	2174	1	105	0
2021-08-11	2173	1	105	0
2021-08-10	2172	2	105	0
2021-08-08	2170	2	105	0
2021-08-07	2168	1	105	0
2021-08-06	2167	1	105	0
2021-08-05	2166	2	105	0
2021-07-17	2164	3	105	0
2021-07-14	2161	1	105	0
2021-07-09	2160	1	105	0
2021-07-07	2159	1	105	0
2021-07-01	2158	1	105	0
2021-06-26	2157	1	105	0
2021-06-24	2156	1	105	0
2021-06-18	2155	1	105	0
2021-06-10	2154	1	105	0
2021-06-09	2153	1	105	0
2021-06-08	2152	2	105	0
2021-06-06	2150	1	105	0
2021-06-05	2149	3	105	0
2021-06-04	2146	1	105	0
2021-06-03	2145	3	105	0
2021-06-01	2142	2	105	0
2021-05-31	2140	4	105	0
2021-05-30	2136	2	105	0
2021-05-28	2134	4	105	0
2021-05-27	2130	3	105	0
2021-05-25	2127	1	105	0
2021-05-21	2126	1	105	1
2021-05-20	2125	3	104	0
2021-05-19	2122	5	104	0
2021-05-18	2117	4	104	0
2021-05-16	2113	6	104	0
2021-05-15	2107	3	104	0
2021-05-13	2104	2	104	0
2021-05-12	2102	4	104	0
2021-05-11	2098	7	104	0
2021-05-10	2091	2	104	0
2021-05-09	2089	2	104	0
2021-05-08	2087	5	104	0
2021-05-07	2082	1	104	0
2021-05-06	2081	7	104	0
2021-05-05	2074	7	104	0
2021-05-04	2067	3	104	0
2021-05-03	2064	1	104	0
2021-05-02	2063	4	104	0
2021-05-01	2059	5	104	0
2021-04-30	2054	3	104	0
2021-04-29	2051	2	104	0
2021-04-28	2049	10	104	0
2021-04-27	2039	10	104	0
2021-04-26	2029	4	104	0
2021-04-25	2025	5	104	0
2021-04-24	2020	5	104	0
2021-04-23	2015	7	104	0
2021-04-22	2008	14	104	0
2021-04-21	1994	13	104	0
2021-04-20	1981	11	104	0
2021-04-19	1970	9	104	1
2021-04-18	1961	5	103	0
2021-04-17	1956	9	103	0
2021-04-16	1947	13	103	0
2021-04-15	1934	10	103	0
2021-04-14	1924	9	103	0
2021-04-13	1915	19	103	0
2021-04-12	1896	3	103	0
2021-04-11	1893	12	103	0
2021-04-10	1881	8	103	0
2021-04-09	1873	9	103	0
2021-04-08	1864	7	103	0
2021-04-07	1857	13	103	0
2021-04-06	1844	11	103	0
2021-04-05	1833	5	103	0
2021-04-04	1828	4	103	0
2021-04-03	1824	7	103	0
2021-04-02	1817	7	103	1
2021-04-01	1810	9	102	0
2021-03-31	1801	21	102	0
2021-03-30	1780	9	102	0
2021-03-29	1771	6	102	0
2021-03-28	1765	3	102	0
2021-03-27	1762	6	102	0
2021-03-26	1756	8	102	0
2021-03-25	1748	14	102	0
2021-03-24	1734	8	102	0
2021-03-23	1726	9	102	1
2021-03-22	1717	3	101	0
2021-03-21	1714	4	101	0
2021-03-20	1710	7	101	0
2021-03-19	1703	5	101	0
2021-03-18	1698	4	101	0
2021-03-17	1694	10	101	0
2021-03-16	1684	6	101	0
2021-03-15	1678	1	101	0
2021-03-14	1677	8	101	0
2021-03-13	1669	6	101	0
2021-03-12	1663	4	101	0
2021-03-11	1659	9	101	0
2021-03-10	1650	4	101	0
2021-03-09	1646	7	101	0
2021-03-06	1639	4	101	0
2021-03-05	1635	4	101	0
2021-03-04	1631	3	101	0
2021-03-03	1628	2	101	0
2021-03-02	1626	12	101	0
2021-03-01	1614	1	101	0
2021-02-28	1613	1	101	0
2021-02-27	1612	6	101	0
2021-02-26	1606	1	101	0
2021-02-25	1605	2	101	0
2021-02-24	1603	10	101	0
2021-02-23	1593	2	101	0
2021-02-22	1591	1	101	0
2021-02-21	1590	3	101	0
2021-02-20	1587	6	101	0
2021-02-19	1581	5	101	0
2021-02-18	1576	5	101	1
2021-02-17	1571	6	100	0
2021-02-16	1565	5	100	0
2021-02-14	1560	3	100	0
2021-02-13	1557	2	100	0
2021-02-12	1555	7	100	0
2021-02-11	1548	3	100	0
2021-02-10	1545	3	100	0
2021-02-09	1542	5	100	0
2021-02-07	1537	5	100	1
2021-02-06	1532	4	99	0
2021-02-05	1528	5	99	0
2021-02-04	1523	1	99	0
2021-02-03	1522	2	99	0
2021-02-02	1520	5	99	0
2021-02-01	1515	3	99	0
2021-01-31	1512	1	99	0
2021-01-30	1511	7	99	0
2021-01-29	1504	4	99	0
2021-01-28	1500	5	99	1
2021-01-27	1495	6	98	1
2021-01-26	1489	6	97	1
2021-01-24	1483	7	96	0
2021-01-23	1476	2	96	0
2021-01-22	1474	6	96	1
2021-01-21	1468	5	95	0
2021-01-20	1463	11	95	0
2021-01-19	1452	7	95	0
2021-01-18	1445	4	95	0
2021-01-17	1441	4	95	0
2021-01-16	1437	6	95	0
2021-01-15	1431	11	95	0
2021-01-14	1420	5	95	0
2021-01-13	1415	20	95	1
2021-01-12	1395	23	94	2
2021-01-11	1372	12	92	0
2021-01-10	1360	9	92	0
2021-01-09	1351	10	92	1
2021-01-08	1341	22	91	0
2021-01-07	1319	10	91	1
2021-01-06	1309	14	90	2
2021-01-05	1295	17	88	0
2021-01-04	1278	10	88	0
2021-01-03	1268	16	88	2
2021-01-02	1252	17	86	2
2021-01-01	1235	12	84	2
2020-12-31	1223	9	82	1
2020-12-30	1214	10	81	1
2020-12-29	1204	12	80	1
2020-12-28	1192	10	79	0
2020-12-27	1182	24	79	1
2020-12-26	1158	3	78	0
2020-12-25	1155	20	78	7
2020-12-24	1135	19	71	0
2020-12-23	1116	27	71	12
2020-12-22	1089	24	59	3
2020-12-21	1065	19	56	1
2020-12-20	1046	22	55	3
2020-12-19	1024	10	52	0
2020-12-18	1014	22	52	0
2020-12-17	992	25	52	1
2020-12-16	967	49	51	5
2020-12-15	918	31	46	0
2020-12-14	887	21	46	2
2020-12-13	866	27	44	5
2020-12-12	839	19	39	4
2020-12-11	820	13	35	0
2020-12-10	807	29	35	0
2020-12-09	778	34	35	0
2020-12-08	744	18	35	1
2020-12-07	726	19	34	0
2020-12-06	707	14	34	0
2020-12-05	693	13	34	0
2020-12-04	680	16	34	0
2020-12-03	664	16	34	0
2020-12-02	648	16	34	0
2020-12-01	632	25	34	1
2020-11-30	607	22	33	1
2020-11-29	585	7	32	0
2020-11-28	578	5	32	0
2020-11-27	573	17	32	2
2020-11-26	556	72	30	18
2020-11-25	484	18	12	2
2020-11-24	466	10	10	0
2020-11-23	456	8	10	0
2020-11-22	448	7	10	0
2020-11-21	441	3	10	0
2020-11-20	438	7	10	1
2020-11-19	431	13	9	0
2020-11-18	418	9	9	1
2020-11-17	409	23	8	2
2020-11-16	386	3	6	0
2020-11-15	383	4	6	0
2020-11-14	379	9	6	0
2020-11-13	370	13	6	0
2020-11-12	357	10	6	0
2020-11-11	347	13	6	0
2020-11-10	334	20	6	2
2020-11-09	314	17	4	0
2020-11-08	297	4	4	0
2020-11-07	293	6	4	1
2020-11-06	287	18	3	0
2020-11-05	269	11	3	0
2020-11-04	258	7	3	0
2020-11-03	251	5	3	0
2020-11-02	246	13	3	1
2020-11-01	233	2	2	0
2020-10-31	231	14	2	0
2020-10-30	217	4	2	0
2020-10-29	213	13	2	0
2020-10-28	200	8	2	0
2020-10-27	192	9	2	0
2020-10-26	183	6	2	0
2020-10-25	177	3	2	0
2020-10-24	174	4	2	0
2020-10-23	170	2	2	0
2020-10-22	168	2	2	0
2020-10-21	166	3	2	0
2020-10-20	163	2	2	0
2020-10-19	161	5	2	0
2020-10-18	156	3	2	0
2020-10-16	153	3	2	0
2020-10-15	150	4	2	0
2020-10-14	146	4	2	0
2020-10-13	142	2	2	0
2020-10-12	140	4	2	0
2020-10-11	136	2	2	0
2020-10-10	134	3	2	0
2020-10-08	131	1	2	0
2020-10-06	130	5	2	0
2020-10-02	125	1	2	0
2020-10-01	124	1	2	0
2020-09-30	123	1	2	0
2020-09-27	122	1	2	0
2020-09-26	121	1	2	0
2020-09-25	120	1	2	0
2020-09-24	119	1	2	0
2020-09-21	118	1	2	0
2020-09-18	117	3	2	0
2020-09-17	114	1	2	0
2020-09-09	113	2	2	0
2020-09-08	111	3	2	0
2020-09-07	108	1	2	0
2020-09-06	107	2	2	0
2020-09-03	105	1	2	0
2020-09-01	104	3	2	0
2020-08-28	101	4	2	0
2020-08-27	97	1	2	0
2020-08-24	96	1	2	0
2020-08-23	95	1	2	0
2020-08-16	94	1	2	0
2020-08-02	93	1	2	0
2020-07-30	92	2	2	0
2020-07-29	90	1	2	0
2020-07-27	89	1	2	0
2020-07-23	88	1	2	0
2020-07-11	87	3	2	0
2020-07-09	84	2	2	0
2020-07-04	82	1	2	0
2020-06-22	81	1	2	0
2020-05-31	80	1	2	0
2020-05-05	79	1	2	0
2020-04-30	78	1	2	0
2020-04-28	77	2	2	0
2020-04-22	75	1	2	0
2020-04-21	74	1	2	0
2020-04-19	73	1	2	0
2020-04-17	72	1	2	0
2020-04-16	71	1	2	0
2020-04-15	70	1	2	0
2020-04-12	69	2	2	0
2020-04-11	67	2	2	1
2020-04-09	65	1	1	0
2020-04-08	64	4	1	0
2020-04-07	60	3	1	0
2020-04-06	57	2	1	0
2020-04-05	55	1	1	0
2020-04-04	54	5	1	1
2020-04-03	49	2	0	0
2020-04-02	47	2	0	0
2020-04-01	45	1	0	0
2020-03-31	44	1	0	0
2020-03-30	43	2	0	0
2020-03-29	41	10	0	0
2020-03-28	31	7	0	0
2020-03-27	24	3	0	0
2020-03-26	21	1	0	0
2020-03-25	20	4	0	0
2020-03-24	16	3	0	0
2020-03-23	13	1	0	0
2020-03-20	12	1	0	0
2020-03-19	11	4	0	0
2020-03-18	7	1	0	0
2020-03-17	6	2	0	0
2020-03-15	4	1	0	0
2020-03-12	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: 0:03:03.877270