Germany: LK Kusel (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 14:47:36 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Kusel")
print(f'Population of country="Germany", subregion="LK Kusel": {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 Kusel": 69949 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	29776	19	141	0
2023-03-03	29757	12	141	0
2023-03-01	29745	16	141	0
2023-02-28	29729	14	141	0
2023-02-27	29715	54	141	0
2023-02-24	29661	18	141	0
2023-02-23	29643	22	141	0
2023-02-22	29621	15	141	0
2023-02-21	29606	37	141	0
2023-02-17	29569	15	141	0
2023-02-16	29554	19	141	0
2023-02-15	29535	28	141	0
2023-02-14	29507	16	141	0
2023-02-13	29491	28	141	0
2023-02-10	29463	11	141	0
2023-02-09	29452	9	141	0
2023-02-08	29443	17	141	0
2023-02-07	29426	23	141	0
2023-02-06	29403	27	141	0
2023-02-03	29376	7	141	0
2023-02-02	29369	15	141	0
2023-02-01	29354	9	141	0
2023-01-31	29345	14	141	0
2023-01-30	29331	24	141	0
2023-01-27	29307	5	141	0
2023-01-26	29302	10	141	0
2023-01-25	29292	5	141	0
2023-01-24	29287	8	141	0
2023-01-23	29279	9	141	0
2023-01-20	29270	1	141	0
2023-01-19	29269	6	141	0
2023-01-18	29263	2	141	0
2023-01-17	29261	18	141	0
2023-01-16	29243	4	141	0
2023-01-13	29239	7	141	0
2023-01-12	29232	10	141	0
2023-01-11	29222	7	141	0
2023-01-10	29215	14	141	0
2023-01-09	29201	17	141	0
2023-01-06	29184	8	141	0
2023-01-05	29176	18	141	0
2023-01-04	29158	18	141	0
2023-01-03	29140	61	141	0
2022-12-30	29079	13	141	0
2022-12-29	29066	19	141	0
2022-12-28	29047	12	141	0
2022-12-27	29035	30	141	0
2022-12-23	29005	32	141	0
2022-12-22	28973	14	141	0
2022-12-21	28959	27	141	0
2022-12-20	28932	35	141	0
2022-12-19	28897	34	141	1
2022-12-16	28863	11	140	0
2022-12-15	28852	13	140	0
2022-12-14	28839	24	140	0
2022-12-13	28815	27	140	0
2022-12-12	28788	24	140	1
2022-12-09	28764	19	139	0
2022-12-08	28745	17	139	0
2022-12-07	28728	13	139	0
2022-12-06	28715	18	139	0
2022-12-05	28697	27	139	0
2022-12-02	28670	13	139	0
2022-12-01	28657	18	139	0
2022-11-30	28639	12	139	0
2022-11-29	28627	18	139	0
2022-11-28	28609	29	139	0
2022-11-25	28580	12	139	0
2022-11-24	28568	18	139	0
2022-11-23	28550	28	139	0
2022-11-22	28522	36	139	0
2022-11-21	28486	31	139	0
2022-11-18	28455	29	139	0
2022-11-17	28426	18	139	0
2022-11-16	28408	23	139	0
2022-11-15	28385	28	139	0
2022-11-14	28357	48	139	1
2022-11-11	28309	14	138	1
2022-11-10	28295	23	137	0
2022-11-09	28272	13	137	0
2022-11-08	28259	30	137	0
2022-11-07	28229	59	137	0
2022-11-04	28170	13	137	0
2022-11-03	28157	37	137	1
2022-11-02	28120	54	136	0
2022-10-31	28066	47	136	0
2022-10-28	28019	21	136	0
2022-10-27	27998	60	136	1
2022-10-26	27938	68	135	1
2022-10-25	27870	101	134	0
2022-10-24	27769	98	134	0
2022-10-21	27671	29	134	1
2022-10-20	27642	104	133	1
2022-10-19	27538	109	132	0
2022-10-18	27429	143	132	0
2022-10-17	27286	158	132	1
2022-10-14	27128	108	131	0
2022-10-13	27020	149	131	2
2022-10-12	26871	207	129	1
2022-10-11	26664	257	128	0
2022-10-10	26407	190	128	1
2022-10-07	26217	129	127	0
2022-10-06	26088	329	127	1
2022-10-05	25759	191	126	2
2022-10-04	25568	137	124	0
2022-09-30	25431	75	124	0
2022-09-29	25356	95	124	0
2022-09-28	25261	116	124	1
2022-09-27	25145	133	123	0
2022-09-26	25012	175	123	0
2022-09-23	24837	54	123	0
2022-09-22	24783	102	123	0
2022-09-21	24681	95	123	0
2022-09-20	24586	100	123	0
2022-09-19	24486	97	123	1
2022-09-16	24389	43	122	0
2022-09-15	24346	56	122	0
2022-09-14	24290	63	122	0
2022-09-13	24227	77	122	1
2022-09-12	24150	93	121	0
2022-09-09	24057	38	121	0
2022-09-08	24019	62	121	0
2022-09-07	23957	54	121	0
2022-09-06	23903	25	121	0
2022-09-05	23878	11	121	0
2022-09-02	23867	18	121	0
2022-09-01	23849	21	121	0
2022-08-31	23828	41	121	0
2022-08-30	23787	28	121	0
2022-08-29	23759	56	121	0
2022-08-26	23703	22	121	0
2022-08-25	23681	25	121	0
2022-08-24	23656	27	121	0
2022-08-23	23629	42	121	1
2022-08-22	23587	67	120	0
2022-08-19	23520	20	120	0
2022-08-18	23500	26	120	0
2022-08-17	23474	47	120	0
2022-08-16	23427	68	120	0
2022-08-15	23359	83	120	1
2022-08-12	23276	17	119	0
2022-08-11	23259	38	119	0
2022-08-10	23221	35	119	1
2022-08-09	23186	52	118	0
2022-08-08	23134	86	118	1
2022-08-05	23048	21	117	0
2022-08-04	23027	67	117	0
2022-08-03	22960	65	117	0
2022-08-02	22895	75	117	1
2022-08-01	22820	118	116	0
2022-07-29	22702	36	116	0
2022-07-28	22666	76	116	0
2022-07-27	22590	74	116	0
2022-07-26	22516	141	116	0
2022-07-25	22375	219	116	0
2022-07-22	22156	59	116	0
2022-07-21	22097	117	116	1
2022-07-20	21980	91	115	0
2022-07-19	21889	163	115	0
2022-07-18	21726	207	115	0
2022-07-15	21519	56	115	1
2022-07-14	21463	121	114	0
2022-07-13	21342	122	114	0
2022-07-12	21220	100	114	0
2022-07-11	21120	127	114	1
2022-07-08	20993	44	113	0
2022-07-07	20949	84	113	0
2022-07-06	20865	92	113	0
2022-07-05	20773	98	113	0
2022-07-04	20675	110	113	0
2022-07-01	20565	24	113	0
2022-06-30	20541	111	113	0
2022-06-29	20430	75	113	0
2022-06-28	20355	147	113	0
2022-06-27	20208	135	113	0
2022-06-24	20073	40	113	0
2022-06-23	20033	81	113	0
2022-06-22	19952	115	113	0
2022-06-21	19837	106	113	0
2022-06-20	19731	144	113	2
2022-06-17	19587	61	111	0
2022-06-15	19526	74	111	0
2022-06-14	19452	64	111	1
2022-06-13	19388	100	110	0
2022-06-10	19288	30	110	0
2022-06-09	19258	68	110	0
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2022-05-09	18292	147	109	1
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2022-04-21	16964	127	108	0
2022-04-20	16837	172	108	0
2022-04-19	16665	351	108	0
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2022-03-27	13391	1	104	0
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2022-03-25	13289	351	104	0
2022-03-24	12938	716	104	2
2022-03-23	12222	455	102	1
2022-03-22	11767	491	101	1
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2021-12-30	3887	27	81	0
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2021-12-16	3672	30	80	0
2021-12-15	3642	40	80	1
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2021-11-27	3101	12	77	0
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2021-11-20	2915	19	77	1
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2021-10-22	2541	3	71	0
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2021-07-26	2235	1	69	0
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2021-06-08	2221	1	69	0
2021-06-07	2220	1	69	0
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2021-05-27	2191	5	69	0
2021-05-26	2186	5	69	0
2021-05-25	2181	5	69	0
2021-05-22	2176	7	69	0
2021-05-21	2169	3	69	0
2021-05-20	2166	10	69	0
2021-05-19	2156	4	69	0
2021-05-18	2152	2	69	0
2021-05-17	2150	4	69	0
2021-05-16	2146	1	69	0
2021-05-15	2145	6	69	0
2021-05-14	2139	3	69	0
2021-05-13	2136	18	69	0
2021-05-12	2118	17	69	0
2021-05-11	2101	2	69	0
2021-05-10	2099	5	69	0
2021-05-09	2094	10	69	0
2021-05-08	2084	9	69	0
2021-05-07	2075	4	69	0
2021-05-06	2071	22	69	2
2021-05-05	2049	15	67	0
2021-05-04	2034	7	67	0
2021-05-03	2027	6	67	0
2021-05-02	2021	14	67	0
2021-05-01	2007	7	67	0
2021-04-30	2000	12	67	0
2021-04-29	1988	20	67	1
2021-04-28	1968	19	66	0
2021-04-27	1949	7	66	0
2021-04-26	1942	8	66	0
2021-04-25	1934	8	66	0
2021-04-24	1926	14	66	0
2021-04-23	1912	16	66	0
2021-04-22	1896	14	66	2
2021-04-21	1882	16	64	0
2021-04-20	1866	7	64	0
2021-04-19	1859	11	64	0
2021-04-18	1848	1	64	0
2021-04-17	1847	12	64	0
2021-04-16	1835	5	64	0
2021-04-15	1830	8	64	0
2021-04-14	1822	6	64	0
2021-04-13	1816	11	64	0
2021-04-12	1805	3	64	0
2021-04-11	1802	6	64	0
2021-04-10	1796	9	64	0
2021-04-09	1787	8	64	0
2021-04-08	1779	8	64	0
2021-04-07	1771	10	64	0
2021-04-06	1761	2	64	0
2021-04-05	1759	7	64	0
2021-04-04	1752	4	64	0
2021-04-03	1748	5	64	1
2021-04-02	1743	10	63	0
2021-04-01	1733	10	63	0
2021-03-31	1723	10	63	1
2021-03-30	1713	7	62	0
2021-03-29	1706	3	62	0
2021-03-28	1703	5	62	0
2021-03-27	1698	7	62	0
2021-03-26	1691	7	62	0
2021-03-25	1684	6	62	0
2021-03-24	1678	9	62	1
2021-03-23	1669	7	61	0
2021-03-21	1662	2	61	0
2021-03-20	1660	19	61	0
2021-03-19	1641	2	61	0
2021-03-18	1639	5	61	1
2021-03-17	1634	7	60	0
2021-03-16	1627	5	60	1
2021-03-15	1622	3	59	0
2021-03-14	1619	6	59	0
2021-03-13	1613	5	59	0
2021-03-12	1608	1	59	0
2021-03-10	1607	4	59	0
2021-03-09	1603	1	59	0
2021-03-08	1602	1	59	0
2021-03-06	1601	1	59	0
2021-03-05	1600	3	59	0
2021-03-04	1597	3	59	0
2021-03-03	1594	1	59	0
2021-03-02	1593	1	59	0
2021-02-27	1592	3	59	0
2021-02-26	1589	3	59	0
2021-02-25	1586	2	59	0
2021-02-24	1584	3	59	0
2021-02-23	1581	1	59	0
2021-02-21	1580	2	59	0
2021-02-20	1578	3	59	0
2021-02-19	1575	3	59	0
2021-02-17	1572	6	59	0
2021-02-16	1566	1	59	0
2021-02-15	1565	2	59	0
2021-02-14	1563	2	59	0
2021-02-13	1561	1	59	0
2021-02-11	1560	2	59	0
2021-02-10	1558	7	59	0
2021-02-09	1551	3	59	0
2021-02-08	1548	1	59	0
2021-02-07	1547	1	59	0
2021-02-06	1546	6	59	0
2021-02-04	1540	14	59	0
2021-02-03	1526	4	59	0
2021-02-02	1522	5	59	0
2021-02-01	1517	5	59	0
2021-01-31	1512	3	59	0
2021-01-30	1509	7	59	0
2021-01-29	1502	1	59	0
2021-01-28	1501	4	59	0
2021-01-27	1497	6	59	0
2021-01-26	1491	5	59	0
2021-01-25	1486	3	59	1
2021-01-24	1483	4	58	0
2021-01-23	1479	9	58	1
2021-01-22	1470	1	57	0
2021-01-21	1469	12	57	0
2021-01-20	1457	9	57	0
2021-01-19	1448	8	57	0
2021-01-18	1440	3	57	0
2021-01-17	1437	2	57	0
2021-01-16	1435	6	57	1
2021-01-15	1429	4	56	1
2021-01-14	1425	6	55	0
2021-01-13	1419	15	55	2
2021-01-12	1404	7	53	0
2021-01-11	1397	8	53	0
2021-01-10	1389	1	53	0
2021-01-09	1388	16	53	0
2021-01-08	1372	6	53	0
2021-01-07	1366	29	53	1
2021-01-06	1337	25	52	2
2021-01-05	1312	9	50	1
2021-01-04	1303	8	49	1
2021-01-02	1295	9	48	0
2020-12-31	1286	17	48	1
2020-12-30	1269	13	47	0
2020-12-29	1256	6	47	0
2020-12-28	1250	7	47	0
2020-12-26	1243	1	47	0
2020-12-24	1242	5	47	0
2020-12-23	1237	27	47	0
2020-12-22	1210	5	47	0
2020-12-21	1205	3	47	0
2020-12-20	1202	3	47	0
2020-12-19	1199	8	47	0
2020-12-18	1191	11	47	0
2020-12-17	1180	17	47	1
2020-12-16	1163	19	46	2
2020-12-15	1144	2	44	0
2020-12-14	1142	6	44	0
2020-12-13	1136	4	44	0
2020-12-12	1132	11	44	0
2020-12-11	1121	12	44	0
2020-12-10	1109	92	44	0
2020-12-09	1017	16	44	0
2020-12-08	1001	15	44	3
2020-12-07	986	3	41	0
2020-12-06	983	6	41	0
2020-12-05	977	17	41	1
2020-12-04	960	20	40	0
2020-12-03	940	14	40	0
2020-12-02	926	23	40	0
2020-12-01	903	8	40	0
2020-11-30	895	4	40	0
2020-11-29	891	7	40	0
2020-11-28	884	13	40	0
2020-11-27	871	18	40	1
2020-11-26	853	36	39	0
2020-11-25	817	17	39	0
2020-11-24	800	16	39	1
2020-11-23	784	10	38	2
2020-11-22	774	13	36	0
2020-11-21	761	23	36	1
2020-11-20	738	17	35	0
2020-11-19	721	30	35	3
2020-11-18	691	16	32	0
2020-11-17	675	11	32	1
2020-11-16	664	14	31	3
2020-11-15	650	27	28	5
2020-11-14	623	23	23	4
2020-11-13	600	29	19	2
2020-11-12	571	25	17	0
2020-11-11	546	37	17	2
2020-11-10	509	18	15	2
2020-11-09	491	6	13	0
2020-11-08	485	45	13	1
2020-11-07	440	29	12	0
2020-11-06	411	33	12	2
2020-11-05	378	41	10	2
2020-11-04	337	22	8	0
2020-11-03	315	28	8	3
2020-11-02	287	6	5	0
2020-11-01	281	8	5	0
2020-10-31	273	31	5	0
2020-10-30	242	9	5	1
2020-10-29	233	15	4	0
2020-10-28	218	19	4	1
2020-10-27	199	6	3	1
2020-10-26	193	3	2	0
2020-10-25	190	6	2	1
2020-10-24	184	3	1	0
2020-10-23	181	4	1	0
2020-10-22	177	8	1	0
2020-10-21	169	11	1	0
2020-10-20	158	8	1	0
2020-10-18	150	3	1	0
2020-10-16	147	3	1	0
2020-10-14	144	1	1	0
2020-10-13	143	1	1	0
2020-10-10	142	1	1	0
2020-10-09	141	1	1	0
2020-10-08	140	1	1	0
2020-10-06	139	2	1	0
2020-10-05	137	1	1	0
2020-09-28	136	1	1	0
2020-09-26	135	1	1	0
2020-09-24	134	1	1	0
2020-09-19	133	1	1	0
2020-09-18	132	1	1	0
2020-09-17	131	1	1	0
2020-09-11	130	2	1	0
2020-09-09	128	1	1	0
2020-08-29	127	1	1	0
2020-08-27	126	1	1	0
2020-08-26	125	2	1	0
2020-08-25	123	1	1	0
2020-08-21	122	1	1	0
2020-08-20	121	2	1	0
2020-08-19	119	1	1	0
2020-08-18	118	2	1	0
2020-08-16	116	1	1	0
2020-08-08	115	1	1	0
2020-08-05	114	6	1	0
2020-08-04	108	3	1	0
2020-08-01	105	3	1	0
2020-07-29	102	1	1	0
2020-07-28	101	2	1	0
2020-07-22	99	1	1	0
2020-07-16	98	1	1	0
2020-07-14	97	1	1	0
2020-06-30	96	4	1	0
2020-06-29	92	1	1	0
2020-05-18	91	1	1	0
2020-05-11	90	1	1	0
2020-05-06	89	1	1	0
2020-05-04	88	1	1	0
2020-04-23	87	1	1	0
2020-04-22	86	1	1	0
2020-04-20	85	1	1	1
2020-04-16	84	2	0	0
2020-04-15	82	1	0	0
2020-04-13	81	1	0	0
2020-04-12	80	3	0	0
2020-04-11	77	1	0	0
2020-04-10	76	4	0	0
2020-04-09	72	3	0	0
2020-04-08	69	2	0	0
2020-04-07	67	3	0	0
2020-04-04	64	4	0	0
2020-04-03	60	3	0	0
2020-04-02	57	4	0	0
2020-04-01	53	4	0	0
2020-03-31	49	3	0	0
2020-03-30	46	1	0	0
2020-03-29	45	1	0	0
2020-03-28	44	8	0	0
2020-03-27	36	3	0	0
2020-03-26	33	1	0	0
2020-03-25	32	1	0	0
2020-03-24	31	5	0	0
2020-03-23	26	2	0	0
2020-03-22	24	3	0	0
2020-03-21	21	2	0	0
2020-03-20	19	1	0	0
2020-03-18	18	3	0	0
2020-03-17	15	1	0	0
2020-03-15	14	1	0	0
2020-03-13	13	12	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: 0:04:38.503282