Germany: SK Baden-Baden (Baden-Württemberg)

• 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 10:19:09 CEST

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

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

overview(country="Germany", subregion="SK Baden-Baden");

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Baden-Baden")
print(f'Population of country="Germany", subregion="SK Baden-Baden": {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 Baden-Baden": 55527 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	23922	7	136	0
2023-03-03	23915	5	136	0
2023-03-02	23910	6	136	0
2023-03-01	23904	8	136	0
2023-02-28	23896	6	136	0
2023-02-27	23890	33	136	0
2023-02-24	23857	8	136	0
2023-02-23	23849	12	136	0
2023-02-22	23837	14	136	0
2023-02-21	23823	18	136	0
2023-02-20	23805	22	136	0
2023-02-17	23783	13	136	0
2023-02-16	23770	8	136	0
2023-02-15	23762	14	136	0
2023-02-14	23748	18	136	0
2023-02-13	23730	29	136	0
2023-02-10	23701	8	136	0
2023-02-09	23693	4	136	0
2023-02-08	23689	6	136	0
2023-02-07	23683	16	136	0
2023-02-06	23667	9	136	0
2023-02-03	23658	8	136	0
2023-02-02	23650	8	136	0
2023-02-01	23642	10	136	0
2023-01-31	23632	10	136	0
2023-01-30	23622	12	136	0
2023-01-27	23610	5	136	0
2023-01-26	23605	6	136	0
2023-01-25	23599	4	136	0
2023-01-24	23595	13	136	0
2023-01-23	23582	7	136	0
2023-01-20	23575	8	136	0
2023-01-19	23567	6	136	0
2023-01-18	23561	11	136	1
2023-01-17	23550	13	135	0
2023-01-16	23537	11	135	1
2023-01-13	23526	9	134	0
2023-01-12	23517	6	134	0
2023-01-11	23511	9	134	0
2023-01-10	23502	11	134	0
2023-01-09	23491	18	134	1
2023-01-05	23473	4	133	0
2023-01-04	23469	10	133	0
2023-01-03	23459	19	133	0
2023-01-02	23440	17	133	0
2022-12-30	23423	15	133	1
2022-12-29	23408	22	132	0
2022-12-28	23386	47	132	1
2022-12-27	23339	47	131	1
2022-12-23	23292	20	130	0
2022-12-22	23272	29	130	2
2022-12-21	23243	29	128	0
2022-12-20	23214	29	128	1
2022-12-19	23185	32	127	3
2022-12-16	23153	18	124	0
2022-12-15	23135	16	124	0
2022-12-14	23119	16	124	0
2022-12-13	23103	21	124	0
2022-12-12	23082	23	124	0
2022-12-09	23059	17	124	0
2022-12-08	23042	15	124	0
2022-12-07	23027	18	124	0
2022-12-06	23009	15	124	0
2022-12-05	22994	25	124	0
2022-12-02	22969	14	124	0
2022-12-01	22955	14	124	0
2022-11-30	22941	10	124	0
2022-11-29	22931	17	124	0
2022-11-28	22914	26	124	0
2022-11-25	22888	5	124	0
2022-11-24	22883	6	124	0
2022-11-23	22877	15	124	0
2022-11-22	22862	19	124	0
2022-11-21	22843	22	124	0
2022-11-18	22821	13	124	1
2022-11-17	22808	15	123	0
2022-11-16	22793	10	123	1
2022-11-15	22783	21	122	0
2022-11-14	22762	24	122	0
2022-11-11	22738	20	122	0
2022-11-10	22718	19	122	0
2022-11-09	22699	33	122	1
2022-11-08	22666	36	121	1
2022-11-07	22630	41	120	0
2022-11-04	22589	18	120	1
2022-11-03	22571	29	119	0
2022-11-02	22542	27	119	0
2022-10-31	22515	44	119	1
2022-10-28	22471	34	118	0
2022-10-27	22437	42	118	0
2022-10-26	22395	42	118	1
2022-10-25	22353	51	117	0
2022-10-24	22302	62	117	1
2022-10-21	22240	45	116	0
2022-10-20	22195	40	116	0
2022-10-19	22155	71	116	1
2022-10-18	22084	122	115	0
2022-10-17	21962	85	115	0
2022-10-14	21877	56	115	1
2022-10-13	21821	55	114	1
2022-10-12	21766	86	113	1
2022-10-11	21680	108	112	0
2022-10-10	21572	115	112	0
2022-10-07	21457	72	112	0
2022-10-06	21385	91	112	0
2022-10-05	21294	113	112	1
2022-10-04	21181	105	111	0
2022-09-30	21076	49	111	0
2022-09-29	21027	43	111	0
2022-09-28	20984	65	111	0
2022-09-27	20919	65	111	0
2022-09-26	20854	62	111	0
2022-09-23	20792	34	111	0
2022-09-22	20758	23	111	0
2022-09-21	20735	34	111	0
2022-09-20	20701	30	111	0
2022-09-19	20671	37	111	0
2022-09-16	20634	16	111	0
2022-09-15	20618	13	111	0
2022-09-14	20605	20	111	0
2022-09-13	20585	28	111	0
2022-09-12	20557	28	111	1
2022-09-09	20529	15	110	0
2022-09-08	20514	15	110	0
2022-09-07	20499	15	110	0
2022-09-06	20484	27	110	0
2022-09-05	20457	24	110	0
2022-09-02	20433	21	110	0
2022-09-01	20412	14	110	0
2022-08-31	20398	20	110	0
2022-08-30	20378	37	110	0
2022-08-29	20341	40	110	0
2022-08-26	20301	15	110	0
2022-08-25	20286	27	110	0
2022-08-24	20259	18	110	0
2022-08-23	20241	35	110	0
2022-08-22	20206	28	110	0
2022-08-19	20178	18	110	0
2022-08-18	20160	24	110	0
2022-08-17	20136	33	110	0
2022-08-16	20103	45	110	1
2022-08-15	20058	37	109	0
2022-08-12	20021	30	109	0
2022-08-11	19991	27	109	1
2022-08-10	19964	35	108	0
2022-08-09	19929	53	108	0
2022-08-08	19876	40	108	0
2022-08-05	19836	37	108	0
2022-08-04	19799	37	108	0
2022-08-03	19762	40	108	0
2022-08-02	19722	71	108	0
2022-08-01	19651	67	108	0
2022-07-29	19584	45	108	0
2022-07-28	19539	44	108	0
2022-07-27	19495	55	108	0
2022-07-26	19440	106	108	0
2022-07-25	19334	125	108	0
2022-07-22	19209	65	108	0
2022-07-21	19144	55	108	0
2022-07-20	19089	98	108	0
2022-07-19	18991	147	108	0
2022-07-18	18844	141	108	1
2022-07-15	18703	95	107	0
2022-07-14	18608	93	107	1
2022-07-13	18515	118	106	0
2022-07-12	18397	170	106	0
2022-07-11	18227	119	106	0
2022-07-08	18108	94	106	0
2022-07-07	18014	76	106	0
2022-07-06	17938	75	106	0
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2022-07-04	17745	101	106	0
2022-07-01	17644	57	106	0
2022-06-30	17587	57	106	0
2022-06-29	17530	73	106	0
2022-06-28	17457	75	106	0
2022-06-27	17382	104	106	1
2022-06-24	17278	54	105	0
2022-06-23	17224	49	105	1
2022-06-22	17175	65	104	0
2022-06-21	17110	81	104	0
2022-06-20	17029	62	104	0
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2021-07-30	2141	2	65	0
2021-07-29	2139	6	65	0
2021-07-27	2133	5	65	0
2021-07-24	2128	1	65	0
2021-07-23	2127	4	65	0
2021-07-22	2123	2	65	0
2021-07-20	2121	6	65	0
2021-07-17	2115	3	65	0
2021-07-14	2112	1	65	0
2021-07-13	2111	3	65	0
2021-07-10	2108	2	65	0
2021-07-08	2106	1	65	0
2021-07-07	2105	1	65	0
2021-07-06	2104	2	65	0
2021-07-05	2102	1	65	0
2021-07-03	2101	3	65	0
2021-07-02	2098	3	65	0
2021-06-30	2095	1	65	0
2021-06-29	2094	3	65	1
2021-06-28	2091	1	64	0
2021-06-26	2090	3	64	0
2021-06-25	2087	4	64	0
2021-06-23	2083	2	64	0
2021-06-22	2081	4	64	0
2021-06-19	2077	1	64	0
2021-06-18	2076	3	64	0
2021-06-16	2073	2	64	0
2021-06-15	2071	6	64	0
2021-06-14	2065	1	64	0
2021-06-10	2064	1	64	0
2021-06-09	2063	2	64	0
2021-06-08	2061	2	64	0
2021-06-05	2059	2	64	0
2021-06-03	2057	1	64	0
2021-06-02	2056	3	64	0
2021-06-01	2053	4	64	0
2021-05-30	2049	1	64	0
2021-05-29	2048	12	64	0
2021-05-28	2036	8	64	0
2021-05-27	2028	4	64	0
2021-05-26	2024	17	64	1
2021-05-22	2007	7	63	0
2021-05-21	2000	5	63	0
2021-05-20	1995	5	63	0
2021-05-19	1990	5	63	0
2021-05-18	1985	4	63	0
2021-05-15	1981	8	63	0
2021-05-14	1973	2	63	0
2021-05-13	1971	8	63	1
2021-05-12	1963	12	62	0
2021-05-11	1951	7	62	0
2021-05-10	1944	2	62	0
2021-05-08	1942	8	62	1
2021-05-07	1934	6	61	0
2021-05-06	1928	15	61	0
2021-05-05	1913	13	61	1
2021-05-04	1900	27	60	0
2021-05-01	1873	5	60	0
2021-04-30	1868	8	60	0
2021-04-29	1860	12	60	0
2021-04-28	1848	21	60	0
2021-04-27	1827	20	60	0
2021-04-26	1807	1	60	0
2021-04-24	1806	17	60	0
2021-04-23	1789	17	60	1
2021-04-22	1772	14	59	0
2021-04-21	1758	15	59	1
2021-04-20	1743	37	58	0
2021-04-19	1706	6	58	0
2021-04-18	1700	1	58	0
2021-04-17	1699	12	58	0
2021-04-16	1687	18	58	0
2021-04-15	1669	9	58	0
2021-04-14	1660	13	58	0
2021-04-13	1647	13	58	1
2021-04-12	1634	3	57	0
2021-04-10	1631	17	57	1
2021-04-09	1614	9	56	1
2021-04-08	1605	12	55	0
2021-04-07	1593	33	55	1
2021-04-06	1560	1	54	0
2021-04-04	1559	3	54	0
2021-04-03	1556	2	54	0
2021-04-02	1554	15	54	0
2021-04-01	1539	20	54	1
2021-03-31	1519	12	53	0
2021-03-30	1507	21	53	1
2021-03-29	1486	7	52	1
2021-03-28	1479	9	51	1
2021-03-27	1470	4	50	0
2021-03-26	1466	17	50	0
2021-03-25	1449	17	50	0
2021-03-24	1432	16	50	0
2021-03-23	1416	18	50	1
2021-03-22	1398	1	49	0
2021-03-21	1397	1	49	0
2021-03-20	1396	10	49	0
2021-03-19	1386	16	49	0
2021-03-18	1370	12	49	0
2021-03-17	1358	7	49	0
2021-03-16	1351	22	49	0
2021-03-15	1329	2	49	0
2021-03-14	1327	2	49	0
2021-03-13	1325	4	49	0
2021-03-12	1321	10	49	0
2021-03-11	1311	4	49	0
2021-03-10	1307	8	49	0
2021-03-09	1299	6	49	0
2021-03-08	1293	2	49	0
2021-03-05	1291	2	49	0
2021-03-04	1289	7	49	1
2021-03-03	1282	8	48	0
2021-03-02	1274	5	48	0
2021-02-27	1269	4	48	1
2021-02-26	1265	3	47	0
2021-02-25	1262	4	47	0
2021-02-24	1258	10	47	0
2021-02-23	1248	13	47	0
2021-02-22	1235	2	47	0
2021-02-21	1233	1	47	1
2021-02-20	1232	3	46	0
2021-02-19	1229	4	46	0
2021-02-18	1225	5	46	0
2021-02-16	1220	2	46	0
2021-02-14	1218	1	46	0
2021-02-13	1217	5	46	0
2021-02-12	1212	4	46	0
2021-02-11	1208	3	46	0
2021-02-10	1205	4	46	0
2021-02-09	1201	5	46	0
2021-02-08	1196	1	46	0
2021-02-06	1195	1	46	0
2021-02-05	1194	4	46	0
2021-02-04	1190	2	46	0
2021-02-03	1188	2	46	0
2021-02-02	1186	7	46	0
2021-02-01	1179	1	46	0
2021-01-31	1178	2	46	0
2021-01-30	1176	4	46	0
2021-01-29	1172	1	46	0
2021-01-28	1171	5	46	0
2021-01-27	1166	1	46	0
2021-01-26	1165	3	46	0
2021-01-23	1162	1	46	0
2021-01-22	1161	3	46	0
2021-01-21	1158	8	46	0
2021-01-20	1150	3	46	0
2021-01-19	1147	7	46	0
2021-01-18	1140	6	46	0
2021-01-17	1134	6	46	0
2021-01-16	1128	3	46	0
2021-01-15	1125	5	46	0
2021-01-14	1120	4	46	0
2021-01-13	1116	8	46	1
2021-01-12	1108	15	45	0
2021-01-11	1093	11	45	0
2021-01-10	1082	1	45	0
2021-01-09	1081	4	45	0
2021-01-08	1077	10	45	3
2021-01-07	1067	4	42	0
2021-01-06	1063	11	42	0
2021-01-05	1052	12	42	0
2021-01-04	1040	7	42	0
2021-01-03	1033	5	42	0
2021-01-02	1028	6	42	0
2021-01-01	1022	3	42	0
2020-12-31	1019	20	42	1
2020-12-30	999	18	41	0
2020-12-29	981	17	41	0
2020-12-28	964	10	41	1
2020-12-27	954	6	40	1
2020-12-26	948	18	39	4
2020-12-25	930	1	35	0
2020-12-24	929	3	35	0
2020-12-23	926	7	35	0
2020-12-22	919	8	35	1
2020-12-21	911	9	34	0
2020-12-20	902	8	34	2
2020-12-19	894	6	32	0
2020-12-18	888	12	32	0
2020-12-17	876	22	32	1
2020-12-16	854	6	31	0
2020-12-15	848	10	31	0
2020-12-14	838	21	31	1
2020-12-13	817	13	30	0
2020-12-12	804	7	30	0
2020-12-11	797	14	30	0
2020-12-10	783	10	30	1
2020-12-09	773	22	29	0
2020-12-08	751	12	29	0
2020-12-07	739	20	29	2
2020-12-06	719	11	27	0
2020-12-05	708	1	27	0
2020-12-04	707	18	27	0
2020-12-03	689	3	27	0
2020-12-02	686	11	27	1
2020-12-01	675	8	26	1
2020-11-30	667	8	25	0
2020-11-29	659	5	25	0
2020-11-28	654	7	25	0
2020-11-27	647	6	25	0
2020-11-26	641	17	25	1
2020-11-25	624	13	24	0
2020-11-24	611	8	24	0
2020-11-23	603	5	24	0
2020-11-22	598	10	24	0
2020-11-21	588	11	24	0
2020-11-20	577	11	24	0
2020-11-19	566	19	24	0
2020-11-18	547	11	24	0
2020-11-17	536	19	24	0
2020-11-16	517	7	24	0
2020-11-14	510	2	24	0
2020-11-13	508	8	24	0
2020-11-12	500	8	24	1
2020-11-11	492	13	23	0
2020-11-10	479	5	23	0
2020-11-09	474	2	23	0
2020-11-08	472	10	23	0
2020-11-07	462	5	23	0
2020-11-06	457	10	23	0
2020-11-05	447	21	23	1
2020-11-04	426	13	22	0
2020-11-03	413	6	22	0
2020-11-02	407	1	22	0
2020-10-31	406	17	22	0
2020-10-30	389	12	22	0
2020-10-29	377	6	22	0
2020-10-28	371	18	22	0
2020-10-27	353	8	22	0
2020-10-26	345	13	22	0
2020-10-25	332	3	22	1
2020-10-24	329	3	21	0
2020-10-23	326	7	21	0
2020-10-22	319	3	21	1
2020-10-21	316	12	20	0
2020-10-20	304	9	20	0
2020-10-19	295	3	20	0
2020-10-18	292	5	20	0
2020-10-17	287	7	20	0
2020-10-16	280	5	20	0
2020-10-15	275	5	20	0
2020-10-14	270	3	20	0
2020-10-13	267	8	20	0
2020-10-12	259	4	20	0
2020-10-11	255	6	20	0
2020-10-10	249	4	20	0
2020-10-09	245	4	20	0
2020-10-08	241	5	20	0
2020-10-07	236	2	20	0
2020-10-06	234	1	20	1
2020-10-05	233	1	19	0
2020-10-04	232	1	19	0
2020-09-30	231	1	19	0
2020-09-29	230	1	19	0
2020-09-26	229	1	19	0
2020-09-24	228	2	19	0
2020-09-22	226	3	19	0
2020-09-19	223	1	19	0
2020-09-18	222	1	19	0
2020-09-17	221	1	19	0
2020-09-13	220	1	19	0
2020-09-12	219	1	19	0
2020-09-11	218	1	19	0
2020-09-10	217	2	19	0
2020-09-09	215	5	19	0
2020-09-08	210	2	19	0
2020-09-07	208	1	19	0
2020-09-01	207	4	19	0
2020-08-27	203	4	19	0
2020-08-26	199	2	19	0
2020-08-22	197	1	19	0
2020-08-21	196	2	19	0
2020-08-20	194	2	19	0
2020-08-17	192	2	19	0
2020-08-14	190	1	19	0
2020-08-06	189	2	19	0
2020-07-03	187	2	19	0
2020-06-06	185	1	19	0
2020-05-13	184	1	19	0
2020-05-12	183	1	19	0
2020-05-01	182	2	19	0
2020-04-30	180	2	19	0
2020-04-29	178	1	19	0
2020-04-26	177	1	19	0
2020-04-25	176	1	19	0
2020-04-23	175	2	19	0
2020-04-22	173	5	19	0
2020-04-21	168	1	19	0
2020-04-20	167	1	19	0
2020-04-19	166	1	19	0
2020-04-18	165	1	19	0
2020-04-17	164	1	19	0
2020-04-16	163	9	19	1
2020-04-15	154	8	18	0
2020-04-13	146	1	18	1
2020-04-12	145	5	17	0
2020-04-11	140	1	17	1
2020-04-10	139	4	16	0
2020-04-09	135	6	16	2
2020-04-08	129	6	14	0
2020-04-07	123	11	14	5
2020-04-05	112	3	9	0
2020-04-04	109	1	9	1
2020-04-03	108	8	8	1
2020-04-02	100	9	7	1
2020-04-01	91	2	6	0
2020-03-31	89	9	6	1
2020-03-30	80	8	5	0
2020-03-29	72	4	5	0
2020-03-28	68	14	5	0
2020-03-27	54	11	5	0
2020-03-26	43	4	5	0
2020-03-25	39	2	5	1
2020-03-24	37	4	4	1
2020-03-22	33	8	3	0
2020-03-21	25	3	3	0
2020-03-20	22	3	3	0
2020-03-19	19	3	3	0
2020-03-18	16	3	3	0
2020-03-17	13	1	3	0
2020-03-16	12	7	3	3
2020-03-15	5	1	0	0
2020-03-13	4	1	0	0
2020-03-11	3	1	0	0
2020-03-10	2	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: 0:03:18.176739