Germany: SK Ansbach (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 11:51:22 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Ansbach")
print(f'Population of country="Germany", subregion="SK Ansbach": {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 Ansbach": 41662 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	21971	1	73	0
2023-03-03	21970	3	73	0
2023-03-02	21967	4	73	0
2023-03-01	21963	28	73	1
2023-02-28	21935	13	72	0
2023-02-27	21922	13	72	0
2023-02-25	21909	5	72	0
2023-02-24	21904	1	72	1
2023-02-23	21903	11	71	0
2023-02-22	21892	15	71	0
2023-02-21	21877	8	71	0
2023-02-20	21869	19	71	0
2023-02-17	21850	20	71	0
2023-02-16	21830	6	71	0
2023-02-15	21824	12	71	0
2023-02-14	21812	13	71	0
2023-02-13	21799	18	71	0
2023-02-11	21781	6	71	0
2023-02-10	21775	4	71	0
2023-02-09	21771	13	71	0
2023-02-08	21758	13	71	0
2023-02-07	21745	8	71	0
2023-02-06	21737	15	71	0
2023-02-04	21722	1	71	0
2023-02-03	21721	6	71	0
2023-02-02	21715	4	71	0
2023-01-31	21711	1	71	0
2023-01-30	21710	8	71	0
2023-01-28	21702	1	71	0
2023-01-27	21701	5	71	0
2023-01-26	21696	10	71	0
2023-01-25	21686	18	71	0
2023-01-24	21668	2	71	0
2023-01-23	21666	9	71	0
2023-01-20	21657	7	71	0
2023-01-19	21650	9	71	0
2023-01-18	21641	6	71	0
2023-01-17	21635	8	71	0
2023-01-16	21627	9	71	0
2023-01-14	21618	1	71	0
2023-01-13	21617	5	71	0
2023-01-12	21612	6	71	0
2023-01-11	21606	6	71	0
2023-01-10	21600	7	71	0
2023-01-09	21593	24	71	0
2023-01-05	21569	6	71	0
2023-01-04	21563	12	71	0
2023-01-03	21551	14	71	0
2023-01-02	21537	16	71	0
2022-12-30	21521	23	71	0
2022-12-29	21498	13	71	0
2022-12-28	21485	28	71	0
2022-12-27	21457	12	71	0
2022-12-23	21445	7	71	0
2022-12-22	21438	19	71	0
2022-12-21	21419	13	71	0
2022-12-20	21406	23	71	0
2022-12-19	21383	23	71	0
2022-12-17	21360	1	71	0
2022-12-16	21359	10	71	0
2022-12-15	21349	17	71	0
2022-12-14	21332	16	71	0
2022-12-13	21316	11	71	0
2022-12-12	21305	18	71	0
2022-12-10	21287	2	71	0
2022-12-09	21285	18	71	0
2022-12-08	21267	8	71	0
2022-12-07	21259	13	71	0
2022-12-06	21246	8	71	0
2022-12-05	21238	29	71	0
2022-12-03	21209	2	71	0
2022-12-02	21207	2	71	0
2022-12-01	21205	14	71	0
2022-11-30	21191	21	71	0
2022-11-29	21170	8	71	0
2022-11-28	21162	22	71	0
2022-11-26	21140	1	71	0
2022-11-25	21139	14	71	0
2022-11-24	21125	15	71	0
2022-11-23	21110	14	71	0
2022-11-22	21096	20	71	0
2022-11-21	21076	22	71	0
2022-11-19	21054	3	71	0
2022-11-18	21051	8	71	0
2022-11-17	21043	7	71	0
2022-11-16	21036	15	71	0
2022-11-15	21021	19	71	0
2022-11-14	21002	39	71	0
2022-11-12	20963	15	71	0
2022-11-11	20948	17	71	0
2022-11-10	20931	14	71	0
2022-11-09	20917	24	71	0
2022-11-08	20893	27	71	0
2022-11-07	20866	30	71	0
2022-11-05	20836	6	71	0
2022-11-04	20830	19	71	0
2022-11-03	20811	43	71	0
2022-11-02	20768	57	71	0
2022-10-31	20711	62	71	1
2022-10-29	20649	2	70	0
2022-10-28	20647	20	70	0
2022-10-27	20627	30	70	0
2022-10-26	20597	47	70	0
2022-10-25	20550	32	70	0
2022-10-24	20518	33	70	0
2022-10-22	20485	18	70	0
2022-10-21	20467	33	70	0
2022-10-20	20434	49	70	0
2022-10-19	20385	62	70	0
2022-10-18	20323	83	70	0
2022-10-17	20240	83	70	0
2022-10-15	20157	44	70	0
2022-10-14	20113	88	70	0
2022-10-13	20025	135	70	0
2022-10-12	19890	57	70	0
2022-10-11	19833	136	70	1
2022-10-10	19697	119	69	0
2022-10-09	19578	1	69	0
2022-10-08	19577	39	69	0
2022-10-07	19538	93	69	1
2022-10-06	19445	111	68	0
2022-10-05	19334	78	68	0
2022-10-04	19256	86	68	0
2022-10-03	19170	29	68	1
2022-10-01	19141	8	67	0
2022-09-30	19133	83	67	0
2022-09-29	19050	42	67	0
2022-09-28	19008	39	67	0
2022-09-27	18969	29	67	0
2022-09-26	18940	52	67	0
2022-09-24	18888	9	67	0
2022-09-23	18879	29	67	0
2022-09-22	18850	24	67	0
2022-09-21	18826	58	67	1
2022-09-20	18768	5	66	0
2022-09-19	18763	42	66	0
2022-09-17	18721	3	66	0
2022-09-16	18718	20	66	0
2022-09-15	18698	29	66	0
2022-09-14	18669	13	66	0
2022-09-13	18656	23	66	0
2022-09-12	18633	15	66	0
2022-09-10	18618	7	66	0
2022-09-09	18611	12	66	0
2022-09-08	18599	7	66	0
2022-09-07	18592	14	66	0
2022-09-06	18578	22	66	0
2022-09-05	18556	11	66	0
2022-09-03	18545	16	66	0
2022-09-02	18529	9	66	0
2022-09-01	18520	9	66	0
2022-08-31	18511	40	66	0
2022-08-30	18471	16	66	0
2022-08-29	18455	23	66	0
2022-08-27	18432	1	66	0
2022-08-26	18431	4	66	0
2022-08-25	18427	20	66	0
2022-08-24	18407	22	66	0
2022-08-23	18385	26	66	0
2022-08-22	18359	20	66	0
2022-08-21	18339	1	66	0
2022-08-20	18338	24	66	0
2022-08-19	18314	17	66	0
2022-08-18	18297	17	66	0
2022-08-17	18280	39	66	0
2022-08-16	18241	25	66	0
2022-08-15	18216	42	66	0
2022-08-12	18174	7	66	0
2022-08-11	18167	32	66	0
2022-08-10	18135	46	66	0
2022-08-09	18089	44	66	0
2022-08-08	18045	44	66	0
2022-08-05	18001	36	66	0
2022-08-04	17965	55	66	0
2022-08-03	17910	40	66	0
2022-08-02	17870	12	66	0
2022-08-01	17858	59	66	0
2022-07-31	17799	2	66	0
2022-07-30	17797	10	66	0
2022-07-29	17787	28	66	0
2022-07-28	17759	65	66	0
2022-07-27	17694	73	66	0
2022-07-26	17621	72	66	0
2022-07-25	17549	117	66	0
2022-07-23	17432	30	66	0
2022-07-22	17402	84	66	0
2022-07-21	17318	71	66	0
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2021-10-21	2219	6	47	0
2021-10-20	2213	9	47	0
2021-10-19	2204	5	47	0
2021-10-17	2199	2	47	0
2021-10-16	2197	7	47	0
2021-10-15	2190	5	47	0
2021-10-14	2185	4	47	0
2021-10-13	2181	7	47	0
2021-10-12	2174	5	47	0
2021-10-11	2169	2	47	0
2021-10-10	2167	7	47	0
2021-10-09	2160	12	47	0
2021-10-08	2148	1	47	0
2021-10-07	2147	7	47	0
2021-10-06	2140	7	47	0
2021-10-05	2133	6	47	0
2021-10-04	2127	3	47	0
2021-10-02	2124	4	47	0
2021-10-01	2120	1	47	0
2021-09-30	2119	4	47	0
2021-09-29	2115	3	47	0
2021-09-28	2112	4	47	0
2021-09-26	2108	2	47	0
2021-09-25	2106	3	47	0
2021-09-24	2103	8	47	0
2021-09-23	2095	7	47	0
2021-09-22	2088	7	47	0
2021-09-21	2081	1	47	0
2021-09-20	2080	14	47	0
2021-09-18	2066	10	47	1
2021-09-17	2056	2	46	0
2021-09-16	2054	5	46	0
2021-09-15	2049	7	46	0
2021-09-14	2042	1	46	0
2021-09-13	2041	3	46	0
2021-09-12	2038	6	46	0
2021-09-11	2032	9	46	0
2021-09-10	2023	1	46	0
2021-09-09	2022	8	46	0
2021-09-08	2014	5	46	0
2021-09-07	2009	16	46	0
2021-09-05	1993	5	46	0
2021-09-04	1988	6	46	0
2021-09-03	1982	4	46	0
2021-09-02	1978	11	46	0
2021-09-01	1967	8	46	0
2021-08-31	1959	10	46	0
2021-08-30	1949	3	46	0
2021-08-29	1946	8	46	0
2021-08-28	1938	6	46	0
2021-08-26	1932	4	46	0
2021-08-25	1928	10	46	0
2021-08-24	1918	3	46	0
2021-08-23	1915	1	46	0
2021-08-22	1914	6	46	0
2021-08-20	1908	1	46	0
2021-08-18	1907	6	46	0
2021-08-17	1901	2	46	0
2021-08-15	1899	3	46	0
2021-08-14	1896	4	46	0
2021-08-13	1892	1	46	0
2021-08-12	1891	5	46	0
2021-08-10	1886	2	46	0
2021-08-02	1884	2	46	0
2021-07-29	1882	2	46	0
2021-07-22	1880	1	46	0
2021-07-21	1879	1	46	0
2021-07-17	1878	1	46	0
2021-07-15	1877	1	46	0
2021-07-08	1876	1	46	0
2021-07-07	1875	1	46	0
2021-07-02	1874	1	46	0
2021-07-01	1873	2	46	0
2021-06-30	1871	1	46	0
2021-06-26	1870	4	46	0
2021-06-23	1866	6	46	0
2021-06-16	1860	1	46	0
2021-06-15	1859	3	46	0
2021-06-14	1856	2	46	0
2021-06-11	1854	2	46	0
2021-06-09	1852	1	46	0
2021-06-08	1851	15	46	0
2021-06-06	1836	2	46	0
2021-06-04	1834	2	46	0
2021-06-03	1832	3	46	0
2021-06-02	1829	1	46	0
2021-05-29	1828	1	46	0
2021-05-28	1827	1	46	0
2021-05-27	1826	1	46	0
2021-05-26	1825	3	46	0
2021-05-25	1822	6	46	0
2021-05-24	1816	3	46	0
2021-05-23	1813	1	46	0
2021-05-22	1812	1	46	0
2021-05-21	1811	4	46	0
2021-05-20	1807	4	46	0
2021-05-19	1803	4	46	0
2021-05-18	1799	2	46	0
2021-05-17	1797	2	46	0
2021-05-16	1795	3	46	0
2021-05-15	1792	3	46	0
2021-05-14	1789	8	46	0
2021-05-13	1781	5	46	0
2021-05-12	1776	8	46	0
2021-05-11	1768	3	46	0
2021-05-10	1765	4	46	0
2021-05-09	1761	5	46	0
2021-05-08	1756	5	46	0
2021-05-07	1751	3	46	0
2021-05-06	1748	8	46	0
2021-05-05	1740	20	46	0
2021-05-04	1720	4	46	0
2021-05-03	1716	4	46	0
2021-05-02	1712	1	46	0
2021-05-01	1711	10	46	0
2021-04-30	1701	5	46	0
2021-04-29	1696	6	46	0
2021-04-28	1690	17	46	0
2021-04-27	1673	15	46	0
2021-04-26	1658	2	46	0
2021-04-25	1656	8	46	0
2021-04-24	1648	1	46	0
2021-04-23	1647	20	46	0
2021-04-22	1627	9	46	0
2021-04-21	1618	25	46	0
2021-04-20	1593	19	46	0
2021-04-19	1574	2	46	0
2021-04-18	1572	5	46	0
2021-04-17	1567	9	46	0
2021-04-16	1558	16	46	0
2021-04-15	1542	18	46	0
2021-04-14	1524	16	46	0
2021-04-13	1508	9	46	0
2021-04-12	1499	3	46	0
2021-04-11	1496	3	46	0
2021-04-10	1493	6	46	0
2021-04-09	1487	12	46	1
2021-04-08	1475	15	45	0
2021-04-07	1460	8	45	0
2021-04-06	1452	1	45	0
2021-04-05	1451	3	45	0
2021-04-04	1448	3	45	0
2021-04-03	1445	6	45	0
2021-04-02	1439	8	45	0
2021-04-01	1431	2	45	0
2021-03-31	1429	8	45	0
2021-03-30	1421	10	45	0
2021-03-27	1411	8	45	0
2021-03-26	1403	2	45	0
2021-03-25	1401	9	45	0
2021-03-24	1392	1	45	0
2021-03-23	1391	3	45	0
2021-03-22	1388	2	45	0
2021-03-21	1386	1	45	0
2021-03-20	1385	3	45	0
2021-03-19	1382	2	45	0
2021-03-18	1380	6	45	1
2021-03-17	1374	3	44	0
2021-03-16	1371	2	44	0
2021-03-15	1369	7	44	1
2021-03-14	1362	3	43	0
2021-03-13	1359	4	43	0
2021-03-12	1355	5	43	0
2021-03-11	1350	10	43	0
2021-03-10	1340	13	43	0
2021-03-09	1327	4	43	1
2021-03-08	1323	1	42	0
2021-03-07	1322	1	42	0
2021-03-06	1321	6	42	0
2021-03-05	1315	12	42	0
2021-03-04	1303	6	42	0
2021-03-03	1297	10	42	0
2021-03-02	1287	2	42	0
2021-03-01	1285	2	42	0
2021-02-28	1283	3	42	0
2021-02-27	1280	3	42	0
2021-02-26	1277	3	42	0
2021-02-25	1274	3	42	0
2021-02-24	1271	3	42	0
2021-02-23	1268	5	42	1
2021-02-22	1263	2	41	0
2021-02-20	1261	4	41	0
2021-02-19	1257	1	41	0
2021-02-17	1256	3	41	0
2021-02-16	1253	3	41	0
2021-02-15	1250	2	41	0
2021-02-14	1248	1	41	0
2021-02-13	1247	2	41	0
2021-02-12	1245	7	41	0
2021-02-11	1238	3	41	0
2021-02-10	1235	8	41	0
2021-02-09	1227	6	41	1
2021-02-08	1221	6	40	1
2021-02-07	1215	2	39	0
2021-02-06	1213	3	39	0
2021-02-05	1210	6	39	1
2021-02-04	1204	12	38	3
2021-02-03	1192	15	35	1
2021-02-02	1177	6	34	0
2021-01-31	1171	7	34	0
2021-01-30	1164	40	34	0
2021-01-29	1124	5	34	0
2021-01-28	1119	13	34	1
2021-01-27	1106	14	33	0
2021-01-26	1092	7	33	0
2021-01-25	1085	11	33	1
2021-01-24	1074	20	32	1
2021-01-22	1054	16	31	0
2021-01-21	1038	6	31	0
2021-01-20	1032	20	31	2
2021-01-19	1012	5	29	0
2021-01-18	1007	7	29	1
2021-01-17	1000	29	28	0
2021-01-16	971	8	28	0
2021-01-15	963	51	28	4
2021-01-14	912	8	24	0
2021-01-13	904	10	24	0
2021-01-12	894	19	24	1
2021-01-11	875	9	23	0
2021-01-10	866	12	23	1
2021-01-09	854	14	22	0
2021-01-08	840	13	22	1
2021-01-07	827	24	21	0
2021-01-06	803	24	21	3
2021-01-05	779	17	18	1
2021-01-04	762	10	17	0
2021-01-03	752	4	17	0
2021-01-02	748	2	17	0
2021-01-01	746	3	17	0
2020-12-31	743	3	17	0
2020-12-30	740	9	17	0
2020-12-29	731	9	17	0
2020-12-28	722	3	17	1
2020-12-27	719	1	16	0
2020-12-26	718	2	16	0
2020-12-25	716	8	16	0
2020-12-24	708	11	16	0
2020-12-23	697	6	16	0
2020-12-22	691	5	16	0
2020-12-21	686	6	16	0
2020-12-20	680	8	16	1
2020-12-19	672	4	15	0
2020-12-18	668	6	15	1
2020-12-17	662	8	14	1
2020-12-16	654	9	13	0
2020-12-15	645	11	13	0
2020-12-14	634	4	13	0
2020-12-13	630	8	13	0
2020-12-12	622	1	13	0
2020-12-11	621	13	13	0
2020-12-10	608	6	13	0
2020-12-09	602	11	13	0
2020-12-08	591	2	13	0
2020-12-07	589	5	13	0
2020-12-06	584	17	13	0
2020-12-05	567	6	13	0
2020-12-04	561	8	13	0
2020-12-03	553	2	13	0
2020-12-02	551	7	13	0
2020-12-01	544	2	13	0
2020-11-30	542	5	13	0
2020-11-29	537	6	13	0
2020-11-28	531	3	13	0
2020-11-27	528	4	13	0
2020-11-26	524	5	13	1
2020-11-25	519	4	12	0
2020-11-24	515	11	12	0
2020-11-23	504	11	12	0
2020-11-22	493	2	12	0
2020-11-21	491	5	12	0
2020-11-20	486	21	12	0
2020-11-19	465	5	12	0
2020-11-18	460	1	12	0
2020-11-17	459	12	12	0
2020-11-16	447	10	12	0
2020-11-15	437	2	12	0
2020-11-14	435	3	12	1
2020-11-13	432	5	11	0
2020-11-12	427	9	11	0
2020-11-11	418	6	11	0
2020-11-10	412	10	11	0
2020-11-09	402	13	11	0
2020-11-08	389	3	11	0
2020-11-07	386	7	11	0
2020-11-06	379	12	11	0
2020-11-05	367	13	11	0
2020-11-04	354	14	11	0
2020-11-03	340	7	11	0
2020-11-02	333	20	11	2
2020-11-01	313	7	9	0
2020-10-31	306	7	9	0
2020-10-30	299	15	9	0
2020-10-29	284	18	9	0
2020-10-28	266	12	9	0
2020-10-27	254	9	9	1
2020-10-26	245	2	8	0
2020-10-25	243	5	8	0
2020-10-24	238	3	8	0
2020-10-23	235	9	8	0
2020-10-21	226	3	8	0
2020-10-20	223	1	8	0
2020-10-18	222	1	8	0
2020-10-17	221	2	8	0
2020-10-16	219	1	8	0
2020-10-14	218	2	8	0
2020-10-12	216	4	8	0
2020-10-10	212	1	8	0
2020-10-09	211	4	8	0
2020-10-07	207	2	8	0
2020-10-03	205	2	8	0
2020-10-02	203	1	8	0
2020-10-01	202	1	8	0
2020-09-30	201	1	8	0
2020-09-29	200	1	8	0
2020-09-28	199	1	8	0
2020-09-25	198	4	8	0
2020-09-23	194	2	8	0
2020-09-20	192	3	8	0
2020-09-18	189	3	8	0
2020-09-17	186	1	8	0
2020-09-11	185	1	8	0
2020-09-10	184	1	8	0
2020-09-09	183	1	8	0
2020-09-07	182	4	8	0
2020-09-04	178	1	8	0
2020-09-03	177	1	8	0
2020-09-02	176	8	8	0
2020-09-01	168	1	8	0
2020-08-31	167	2	8	0
2020-08-28	165	2	8	0
2020-08-26	163	1	8	0
2020-08-19	162	3	8	0
2020-08-18	159	2	8	0
2020-08-17	157	1	8	0
2020-08-14	156	1	8	0
2020-08-11	155	2	8	0
2020-07-09	153	1	8	0
2020-07-03	152	1	8	0
2020-07-01	151	1	8	0
2020-06-19	150	1	8	0
2020-06-16	149	1	8	0
2020-06-15	148	4	8	0
2020-06-04	144	5	8	0
2020-05-22	139	1	8	0
2020-05-15	138	1	8	0
2020-05-13	137	1	8	0
2020-05-12	136	1	8	0
2020-05-09	135	1	8	0
2020-05-07	134	1	8	0
2020-05-03	133	1	8	0
2020-04-30	132	1	8	0
2020-04-29	131	1	8	0
2020-04-28	130	2	8	0
2020-04-27	128	2	8	0
2020-04-26	126	5	8	0
2020-04-25	121	4	8	0
2020-04-23	117	2	8	0
2020-04-22	115	4	8	0
2020-04-21	111	3	8	0
2020-04-20	108	4	8	0
2020-04-19	104	2	8	1
2020-04-18	102	1	7	0
2020-04-17	101	7	7	1
2020-04-16	94	3	6	0
2020-04-15	91	1	6	0
2020-04-14	90	2	6	0
2020-04-13	88	1	6	0
2020-04-11	87	1	6	0
2020-04-10	86	2	6	0
2020-04-09	84	6	6	1
2020-04-08	78	4	5	1
2020-04-07	74	8	4	0
2020-04-06	66	3	4	1
2020-04-05	63	9	3	0
2020-04-04	54	8	3	0
2020-04-03	46	3	3	1
2020-04-02	43	2	2	1
2020-04-01	41	9	1	0
2020-03-31	32	3	1	0
2020-03-30	29	1	1	0
2020-03-28	28	1	1	0
2020-03-27	27	3	1	0
2020-03-26	24	10	1	1
2020-03-25	14	4	0	0
2020-03-23	10	2	0	0
2020-03-20	8	4	0	0
2020-03-18	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: 0:02:55.899086