Germany: LK Vulkaneifel (Rheinland-Pfalz)

• 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 14:56:23 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Vulkaneifel")
print(f'Population of country="Germany", subregion="LK Vulkaneifel": {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 Vulkaneifel": 60882 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	30621	15	99	0
2023-03-03	30606	11	99	0
2023-03-02	30595	19	99	0
2023-03-01	30576	35	99	0
2023-02-28	30541	28	99	0
2023-02-27	30513	101	99	0
2023-02-24	30412	50	99	0
2023-02-23	30362	53	99	0
2023-02-22	30309	87	99	0
2023-02-17	30222	25	99	0
2023-02-16	30197	33	99	0
2023-02-15	30164	23	99	0
2023-02-14	30141	37	99	0
2023-02-13	30104	25	99	0
2023-02-10	30079	29	99	0
2023-02-09	30050	25	99	0
2023-02-08	30025	19	99	0
2023-02-07	30006	28	99	0
2023-02-06	29978	27	99	1
2023-02-03	29951	21	98	0
2023-02-02	29930	13	98	0
2023-02-01	29917	15	98	0
2023-01-31	29902	16	98	0
2023-01-30	29886	18	98	0
2023-01-27	29868	4	98	0
2023-01-26	29864	7	98	0
2023-01-25	29857	11	98	0
2023-01-24	29846	14	98	0
2023-01-23	29832	14	98	0
2023-01-20	29818	9	98	0
2023-01-19	29809	10	98	0
2023-01-18	29799	13	98	0
2023-01-17	29786	13	98	0
2023-01-16	29773	14	98	0
2023-01-13	29759	10	98	0
2023-01-12	29749	13	98	0
2023-01-11	29736	24	98	0
2023-01-10	29712	25	98	0
2023-01-09	29687	22	98	0
2023-01-06	29665	20	98	0
2023-01-05	29645	19	98	0
2023-01-04	29626	13	98	0
2023-01-03	29613	22	98	0
2023-01-02	29591	18	98	0
2022-12-30	29573	16	98	1
2022-12-29	29557	27	97	0
2022-12-28	29530	24	97	0
2022-12-27	29506	49	97	0
2022-12-23	29457	23	97	0
2022-12-22	29434	36	97	0
2022-12-21	29398	43	97	0
2022-12-20	29355	28	97	0
2022-12-19	29327	55	97	0
2022-12-16	29272	21	97	0
2022-12-15	29251	21	97	0
2022-12-14	29230	28	97	0
2022-12-13	29202	35	97	0
2022-12-12	29167	27	97	0
2022-12-09	29140	25	97	0
2022-12-08	29115	20	97	0
2022-12-07	29095	21	97	0
2022-12-06	29074	22	97	0
2022-12-05	29052	32	97	1
2022-12-02	29020	13	96	0
2022-12-01	29007	7	96	0
2022-11-30	29000	25	96	0
2022-11-29	28975	22	96	0
2022-11-28	28953	32	96	0
2022-11-25	28921	27	96	0
2022-11-24	28894	14	96	0
2022-11-23	28880	34	96	0
2022-11-22	28846	36	96	0
2022-11-21	28810	58	96	0
2022-11-18	28752	21	96	0
2022-11-17	28731	30	96	0
2022-11-16	28701	43	96	0
2022-11-15	28658	19	96	0
2022-11-14	28639	65	96	0
2022-11-11	28574	27	96	0
2022-11-10	28547	27	96	0
2022-11-09	28520	42	96	0
2022-11-08	28478	44	96	0
2022-11-07	28434	44	96	0
2022-11-04	28390	30	96	0
2022-11-03	28360	54	96	0
2022-11-02	28306	61	96	0
2022-10-31	28245	56	96	0
2022-10-28	28189	43	96	0
2022-10-27	28146	44	96	0
2022-10-26	28102	63	96	0
2022-10-25	28039	76	96	0
2022-10-24	27963	88	96	0
2022-10-21	27875	60	96	0
2022-10-20	27815	68	96	0
2022-10-19	27747	127	96	0
2022-10-18	27620	122	96	0
2022-10-17	27498	150	96	0
2022-10-14	27348	82	96	0
2022-10-13	27266	96	96	0
2022-10-12	27170	189	96	0
2022-10-11	26981	102	96	0
2022-10-10	26879	189	96	0
2022-10-07	26690	137	96	0
2022-10-06	26553	174	96	0
2022-10-05	26379	111	96	0
2022-10-04	26268	198	96	0
2022-09-30	26070	107	96	0
2022-09-29	25963	56	96	0
2022-09-28	25907	100	96	0
2022-09-27	25807	100	96	0
2022-09-26	25707	100	96	0
2022-09-23	25607	63	96	0
2022-09-22	25544	70	96	0
2022-09-21	25474	25	96	0
2022-09-20	25449	80	96	0
2022-09-19	25369	53	96	0
2022-09-16	25316	35	96	0
2022-09-15	25281	36	96	0
2022-09-14	25245	65	96	0
2022-09-13	25180	32	96	0
2022-09-12	25148	41	96	0
2022-09-09	25107	24	96	1
2022-09-08	25083	40	95	0
2022-09-07	25043	37	95	0
2022-09-06	25006	28	95	0
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2022-09-01	24905	41	95	0
2022-08-31	24864	42	95	0
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2022-08-26	24744	23	95	0
2022-08-25	24721	30	95	0
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2022-08-12	24348	44	95	0
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2022-08-02	24010	53	95	0
2022-08-01	23957	99	95	0
2022-07-29	23858	56	95	1
2022-07-28	23802	28	94	0
2022-07-27	23774	80	94	0
2022-07-26	23694	164	94	0
2022-07-25	23530	95	94	0
2022-07-22	23435	62	94	1
2022-07-21	23373	95	93	1
2022-07-20	23278	192	92	0
2022-07-19	23086	93	92	0
2022-07-18	22993	133	92	0
2022-07-15	22860	147	92	0
2022-07-14	22713	73	92	0
2022-07-13	22640	168	92	1
2022-07-12	22472	125	91	1
2022-07-11	22347	197	90	1
2022-07-08	22150	51	89	0
2022-07-07	22099	154	89	0
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2021-08-06	2107	1	61	0
2021-08-05	2106	4	61	0
2021-08-04	2102	3	61	0
2021-08-03	2099	1	61	0
2021-08-02	2098	3	61	0
2021-07-30	2095	1	61	0
2021-07-28	2094	2	61	0
2021-07-27	2092	5	61	0
2021-07-23	2087	2	61	0
2021-07-22	2085	2	61	0
2021-07-08	2083	2	61	0
2021-06-27	2081	2	61	0
2021-06-25	2079	1	61	0
2021-06-22	2078	1	61	0
2021-06-21	2077	1	61	0
2021-06-20	2076	1	61	0
2021-06-17	2075	1	61	0
2021-06-13	2074	4	61	0
2021-06-11	2070	3	61	0
2021-06-10	2067	3	61	0
2021-06-09	2064	9	61	0
2021-06-08	2055	2	61	0
2021-06-07	2053	2	61	0
2021-06-06	2051	5	61	0
2021-06-04	2046	6	61	0
2021-06-03	2040	1	61	0
2021-06-02	2039	14	61	0
2021-06-01	2025	3	61	0
2021-05-30	2022	3	61	0
2021-05-29	2019	6	61	0
2021-05-28	2013	4	61	0
2021-05-27	2009	5	61	0
2021-05-26	2004	2	61	0
2021-05-24	2002	2	61	0
2021-05-23	2000	5	61	0
2021-05-22	1995	2	61	0
2021-05-21	1993	8	61	0
2021-05-20	1985	5	61	0
2021-05-19	1980	11	61	0
2021-05-18	1969	4	61	0
2021-05-17	1965	2	61	0
2021-05-16	1963	14	61	0
2021-05-15	1949	2	61	0
2021-05-14	1947	4	61	0
2021-05-13	1943	13	61	0
2021-05-12	1930	15	61	0
2021-05-11	1915	5	61	0
2021-05-10	1910	3	61	0
2021-05-09	1907	1	61	0
2021-05-08	1906	1	61	0
2021-05-07	1905	8	61	0
2021-05-06	1897	2	61	0
2021-05-05	1895	6	61	0
2021-05-04	1889	1	61	0
2021-05-03	1888	2	61	1
2021-05-02	1886	2	60	0
2021-05-01	1884	5	60	0
2021-04-30	1879	5	60	0
2021-04-29	1874	4	60	0
2021-04-28	1870	5	60	0
2021-04-27	1865	5	60	0
2021-04-26	1860	9	60	0
2021-04-25	1851	7	60	0
2021-04-24	1844	3	60	0
2021-04-23	1841	12	60	0
2021-04-22	1829	10	60	0
2021-04-21	1819	13	60	0
2021-04-20	1806	12	60	2
2021-04-19	1794	4	58	0
2021-04-18	1790	11	58	0
2021-04-17	1779	9	58	0
2021-04-16	1770	9	58	0
2021-04-15	1761	9	58	0
2021-04-14	1752	7	58	0
2021-04-13	1745	8	58	0
2021-04-12	1737	15	58	0
2021-04-11	1722	11	58	0
2021-04-10	1711	13	58	0
2021-04-09	1698	17	58	0
2021-04-08	1681	10	58	0
2021-04-07	1671	4	58	0
2021-04-06	1667	2	58	0
2021-04-05	1665	3	58	0
2021-04-04	1662	9	58	0
2021-04-03	1653	1	58	0
2021-04-02	1652	9	58	0
2021-04-01	1643	9	58	0
2021-03-31	1634	22	58	0
2021-03-30	1612	5	58	1
2021-03-29	1607	11	57	0
2021-03-28	1596	19	57	0
2021-03-27	1577	17	57	0
2021-03-26	1560	13	57	0
2021-03-25	1547	7	57	0
2021-03-24	1540	9	57	0
2021-03-23	1531	9	57	0
2021-03-22	1522	2	57	0
2021-03-21	1520	16	57	0
2021-03-20	1504	4	57	0
2021-03-19	1500	13	57	0
2021-03-18	1487	5	57	0
2021-03-17	1482	9	57	0
2021-03-16	1473	4	57	0
2021-03-15	1469	1	57	0
2021-03-13	1468	1	57	0
2021-03-12	1467	1	57	0
2021-03-11	1466	4	57	0
2021-03-10	1462	2	57	0
2021-03-09	1460	4	57	0
2021-03-08	1456	3	57	0
2021-03-07	1453	11	57	0
2021-03-06	1442	1	57	0
2021-03-05	1441	5	57	0
2021-03-04	1436	2	57	0
2021-03-03	1434	7	57	0
2021-03-02	1427	1	57	0
2021-03-01	1426	5	57	0
2021-02-28	1421	2	57	0
2021-02-27	1419	4	57	0
2021-02-26	1415	5	57	0
2021-02-25	1410	4	57	0
2021-02-24	1406	8	57	0
2021-02-23	1398	12	57	0
2021-02-22	1386	4	57	0
2021-02-21	1382	10	57	0
2021-02-20	1372	3	57	0
2021-02-19	1369	9	57	0
2021-02-18	1360	12	57	0
2021-02-17	1348	5	57	1
2021-02-16	1343	3	56	0
2021-02-15	1340	4	56	0
2021-02-14	1336	3	56	0
2021-02-13	1333	5	56	0
2021-02-12	1328	7	56	0
2021-02-11	1321	8	56	1
2021-02-10	1313	14	55	0
2021-02-09	1299	7	55	0
2021-02-08	1292	6	55	0
2021-02-07	1286	9	55	0
2021-02-06	1277	1	55	0
2021-02-05	1276	9	55	1
2021-02-04	1267	12	54	3
2021-02-03	1255	10	51	0
2021-02-02	1245	7	51	1
2021-02-01	1238	8	50	1
2021-01-31	1230	10	49	1
2021-01-30	1220	2	48	0
2021-01-28	1218	13	48	3
2021-01-27	1205	8	45	0
2021-01-26	1197	8	45	0
2021-01-25	1189	7	45	1
2021-01-24	1182	7	44	0
2021-01-23	1175	4	44	0
2021-01-22	1171	4	44	1
2021-01-21	1167	4	43	1
2021-01-20	1163	5	42	0
2021-01-19	1158	6	42	0
2021-01-18	1152	4	42	0
2021-01-17	1148	1	42	0
2021-01-16	1147	8	42	0
2021-01-15	1139	16	42	1
2021-01-14	1123	7	41	2
2021-01-13	1116	9	39	0
2021-01-12	1107	10	39	1
2021-01-11	1097	4	38	0
2021-01-10	1093	7	38	1
2021-01-09	1086	5	37	0
2021-01-08	1081	7	37	0
2021-01-07	1074	9	37	0
2021-01-06	1065	10	37	0
2021-01-05	1055	6	37	0
2021-01-04	1049	3	37	1
2021-01-03	1046	2	36	0
2021-01-02	1044	6	36	0
2021-01-01	1038	4	36	0
2020-12-31	1034	8	36	0
2020-12-30	1026	8	36	0
2020-12-29	1018	6	36	1
2020-12-28	1012	10	35	0
2020-12-27	1002	8	35	0
2020-12-26	994	4	35	0
2020-12-25	990	6	35	0
2020-12-24	984	17	35	0
2020-12-23	967	22	35	0
2020-12-22	945	16	35	0
2020-12-21	929	19	35	0
2020-12-20	910	12	35	1
2020-12-19	898	21	34	1
2020-12-18	877	10	33	0
2020-12-17	867	15	33	1
2020-12-16	852	35	32	1
2020-12-15	817	11	31	1
2020-12-14	806	5	30	0
2020-12-13	801	7	30	0
2020-12-12	794	4	30	0
2020-12-11	790	36	30	5
2020-12-10	754	15	25	0
2020-12-09	739	30	25	1
2020-12-08	709	11	24	1
2020-12-07	698	10	23	0
2020-12-06	688	13	23	0
2020-12-05	675	11	23	0
2020-12-04	664	19	23	0
2020-12-03	645	12	23	1
2020-12-02	633	10	22	0
2020-12-01	623	5	22	0
2020-11-30	618	3	22	1
2020-11-29	615	3	21	0
2020-11-28	612	4	21	1
2020-11-27	608	15	20	2
2020-11-26	593	7	18	0
2020-11-25	586	8	18	0
2020-11-24	578	5	18	0
2020-11-23	573	1	18	0
2020-11-22	572	1	18	0
2020-11-21	571	10	18	0
2020-11-20	561	33	18	2
2020-11-19	528	12	16	0
2020-11-18	516	11	16	2
2020-11-17	505	5	14	0
2020-11-16	500	6	14	0
2020-11-15	494	9	14	1
2020-11-14	485	27	13	4
2020-11-13	458	16	9	0
2020-11-12	442	13	9	0
2020-11-11	429	36	9	1
2020-11-10	393	8	8	0
2020-11-09	385	6	8	0
2020-11-08	379	15	8	1
2020-11-07	364	12	7	0
2020-11-06	352	17	7	0
2020-11-05	335	5	7	0
2020-11-04	330	7	7	0
2020-11-03	323	3	7	0
2020-11-02	320	6	7	0
2020-11-01	314	4	7	0
2020-10-31	310	4	7	0
2020-10-30	306	8	7	0
2020-10-29	298	12	7	0
2020-10-28	286	4	7	0
2020-10-27	282	3	7	0
2020-10-26	279	10	7	0
2020-10-25	269	6	7	0
2020-10-24	263	4	7	0
2020-10-23	259	7	7	0
2020-10-22	252	17	7	0
2020-10-21	235	12	7	0
2020-10-20	223	2	7	0
2020-10-19	221	6	7	1
2020-10-18	215	9	6	0
2020-10-17	206	16	6	0
2020-10-16	190	1	6	0
2020-10-15	189	11	6	0
2020-10-14	178	6	6	0
2020-10-13	172	9	6	0
2020-10-12	163	6	6	0
2020-10-10	157	4	6	0
2020-10-09	153	4	6	0
2020-10-08	149	2	6	0
2020-10-05	147	1	6	0
2020-10-02	146	2	6	0
2020-09-30	144	1	6	0
2020-09-17	143	1	6	0
2020-09-11	142	1	6	0
2020-09-08	141	1	6	0
2020-09-05	140	1	6	0
2020-09-03	139	1	6	0
2020-09-01	138	3	6	0
2020-08-27	135	1	6	0
2020-08-26	134	1	6	0
2020-08-23	133	1	6	0
2020-08-21	132	1	6	0
2020-08-18	131	1	6	0
2020-08-13	130	1	6	0
2020-08-05	129	1	6	0
2020-08-04	128	1	6	0
2020-07-29	127	1	6	0
2020-07-24	126	1	6	0
2020-07-21	125	1	6	0
2020-07-09	124	1	6	0
2020-06-29	123	1	6	0
2020-06-25	122	2	6	0
2020-06-24	120	1	6	0
2020-06-17	119	1	6	1
2020-05-09	118	1	5	0
2020-05-07	117	1	5	0
2020-05-05	116	1	5	0
2020-05-01	115	4	5	0
2020-04-30	111	1	5	1
2020-04-29	110	1	4	0
2020-04-23	109	1	4	0
2020-04-21	108	2	4	2
2020-04-20	106	4	2	0
2020-04-17	102	1	2	0
2020-04-15	101	1	2	0
2020-04-13	100	5	2	1
2020-04-11	95	1	1	0
2020-04-10	94	4	1	0
2020-04-09	90	1	1	0
2020-04-08	89	3	1	0
2020-04-06	86	4	1	0
2020-04-04	82	17	1	0
2020-04-03	65	1	1	0
2020-04-02	64	5	1	0
2020-04-01	59	7	1	1
2020-03-31	52	1	0	0
2020-03-30	51	3	0	0
2020-03-29	48	3	0	0
2020-03-28	45	6	0	0
2020-03-27	39	4	0	0
2020-03-25	35	1	0	0
2020-03-24	34	2	0	0
2020-03-22	32	1	0	0
2020-03-20	31	6	0	0
2020-03-19	25	5	0	0
2020-03-18	20	4	0	0
2020-03-17	16	2	0	0
2020-03-16	14	9	0	0
2020-03-15	5	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: 0:03:18.773634