Germany: LK Bernkastel-Wittlich (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 14:40:32 CEST

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

overview(country="Germany", subregion="LK Bernkastel-Wittlich", weeks=5);

overview(country="Germany", subregion="LK Bernkastel-Wittlich");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Bernkastel-Wittlich")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Bernkastel-Wittlich")
print(f'Population of country="Germany", subregion="LK Bernkastel-Wittlich": {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 Bernkastel-Wittlich": 113194 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	42467	13	162	0
2023-03-03	42454	18	162	0
2023-03-02	42436	29	162	0
2023-03-01	42407	19	162	0
2023-02-28	42388	49	162	0
2023-02-27	42339	81	162	0
2023-02-24	42258	38	162	0
2023-02-23	42220	27	162	0
2023-02-22	42193	27	162	0
2023-02-21	42166	47	162	1
2023-02-17	42119	16	161	0
2023-02-16	42103	18	161	1
2023-02-15	42085	28	160	0
2023-02-14	42057	30	160	0
2023-02-13	42027	32	160	3
2023-02-10	41995	12	157	0
2023-02-09	41983	17	157	1
2023-02-08	41966	22	156	1
2023-02-07	41944	15	155	0
2023-02-06	41929	14	155	1
2023-02-03	41915	14	154	0
2023-02-02	41901	9	154	0
2023-02-01	41892	10	154	0
2023-01-31	41882	17	154	0
2023-01-30	41865	18	154	0
2023-01-27	41847	5	154	0
2023-01-26	41842	10	154	0
2023-01-25	41832	13	154	0
2023-01-24	41819	13	154	0
2023-01-23	41806	10	154	0
2023-01-20	41796	10	154	0
2023-01-19	41786	3	154	0
2023-01-18	41783	12	154	0
2023-01-17	41771	8	154	0
2023-01-16	41763	19	154	0
2023-01-13	41744	9	154	0
2023-01-12	41735	9	154	1
2023-01-11	41726	6	153	0
2023-01-10	41720	7	153	0
2023-01-09	41713	19	153	0
2023-01-06	41694	16	153	0
2023-01-05	41678	13	153	1
2023-01-04	41665	31	152	0
2023-01-03	41634	20	152	0
2023-01-02	41614	31	152	1
2022-12-30	41583	19	151	0
2022-12-29	41564	26	151	0
2022-12-28	41538	31	151	0
2022-12-27	41507	61	151	0
2022-12-23	41446	16	151	0
2022-12-22	41430	29	151	0
2022-12-21	41401	36	151	1
2022-12-20	41365	48	150	1
2022-12-19	41317	57	149	4
2022-12-16	41260	24	145	0
2022-12-15	41236	29	145	0
2022-12-14	41207	38	145	0
2022-12-13	41169	29	145	0
2022-12-12	41140	34	145	0
2022-12-09	41106	32	145	1
2022-12-08	41074	24	144	0
2022-12-07	41050	34	144	0
2022-12-06	41016	32	144	0
2022-12-05	40984	54	144	0
2022-12-02	40930	17	144	0
2022-12-01	40913	29	144	0
2022-11-30	40884	28	144	0
2022-11-29	40856	36	144	0
2022-11-28	40820	58	144	0
2022-11-25	40762	25	144	0
2022-11-24	40737	14	144	0
2022-11-23	40723	40	144	0
2022-11-22	40683	50	144	0
2022-11-21	40633	77	144	1
2022-11-18	40556	40	143	0
2022-11-17	40516	13	143	1
2022-11-16	40503	41	142	0
2022-11-15	40462	42	142	0
2022-11-14	40420	58	142	0
2022-11-11	40362	25	142	0
2022-11-10	40337	30	142	0
2022-11-09	40307	46	142	0
2022-11-08	40261	36	142	0
2022-11-07	40225	51	142	0
2022-11-04	40174	36	142	1
2022-11-03	40138	51	141	0
2022-11-02	40087	62	141	0
2022-10-31	40025	83	141	0
2022-10-28	39942	41	141	0
2022-10-27	39901	48	141	0
2022-10-26	39853	50	141	0
2022-10-25	39803	83	141	0
2022-10-24	39720	156	141	0
2022-10-21	39564	88	141	0
2022-10-20	39476	85	141	0
2022-10-19	39391	119	141	0
2022-10-18	39272	143	141	3
2022-10-17	39129	208	138	0
2022-10-14	38921	124	138	0
2022-10-13	38797	122	138	0
2022-10-12	38675	317	138	0
2022-10-11	38358	140	138	1
2022-10-10	38218	313	137	0
2022-10-07	37905	190	137	1
2022-10-06	37715	277	136	1
2022-10-05	37438	227	135	0
2022-10-04	37211	277	135	1
2022-09-30	36934	126	134	0
2022-09-29	36808	119	134	1
2022-09-28	36689	146	133	2
2022-09-27	36543	187	131	1
2022-09-26	36356	163	130	2
2022-09-23	36193	115	128	0
2022-09-22	36078	88	128	0
2022-09-21	35990	91	128	1
2022-09-20	35899	99	127	0
2022-09-19	35800	113	127	0
2022-09-16	35687	54	127	0
2022-09-15	35633	57	127	0
2022-09-14	35576	86	127	2
2022-09-13	35490	83	125	0
2022-09-12	35407	96	125	1
2022-09-09	35311	44	124	0
2022-09-08	35267	41	124	0
2022-09-07	35226	33	124	0
2022-09-06	35193	73	124	0
2022-09-05	35120	81	124	0
2022-09-02	35039	48	124	0
2022-09-01	34991	32	124	0
2022-08-31	34959	48	124	0
2022-08-30	34911	72	124	0
2022-08-29	34839	102	124	0
2022-08-26	34737	32	124	0
2022-08-25	34705	30	124	0
2022-08-24	34675	49	124	0
2022-08-23	34626	37	124	0
2022-08-22	34589	59	124	0
2022-08-19	34530	41	124	0
2022-08-18	34489	47	124	0
2022-08-17	34442	48	124	0
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2022-08-12	34236	56	124	0
2022-08-11	34180	60	124	0
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2022-08-09	34036	84	124	1
2022-08-08	33952	92	123	0
2022-08-05	33860	53	123	0
2022-08-04	33807	58	123	0
2022-08-03	33749	117	123	0
2022-08-02	33632	74	123	0
2022-08-01	33558	141	123	1
2022-07-29	33417	58	122	0
2022-07-28	33359	115	122	1
2022-07-27	33244	160	121	0
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2022-07-22	32764	106	120	0
2022-07-21	32658	74	120	0
2022-07-20	32584	104	120	0
2022-07-19	32480	129	120	1
2022-07-18	32351	147	119	0
2022-07-15	32204	91	119	0
2022-07-14	32113	90	119	0
2022-07-13	32023	154	119	1
2022-07-12	31869	122	118	0
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2022-07-08	31507	89	118	0
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2022-07-04	30942	217	118	1
2022-07-01	30725	95	117	0
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2022-06-29	30536	124	117	0
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2021-07-29	3094	2	62	0
2021-07-28	3092	2	62	0
2021-07-27	3090	4	62	0
2021-07-26	3086	3	62	0
2021-07-25	3083	6	62	0
2021-07-23	3077	2	62	0
2021-07-22	3075	1	62	0
2021-07-21	3074	2	62	0
2021-07-20	3072	6	62	0
2021-07-19	3066	1	62	0
2021-07-16	3065	1	62	0
2021-07-15	3064	1	62	0
2021-07-14	3063	1	62	0
2021-07-13	3062	3	62	0
2021-07-11	3059	2	62	0
2021-07-10	3057	2	62	0
2021-07-09	3055	4	62	0
2021-07-08	3051	4	62	0
2021-07-07	3047	2	62	0
2021-07-06	3045	12	62	0
2021-07-02	3033	4	62	0
2021-06-29	3029	3	62	0
2021-06-24	3026	2	62	0
2021-06-22	3024	1	62	0
2021-06-20	3023	1	62	0
2021-06-16	3022	1	62	0
2021-06-12	3021	2	62	0
2021-06-11	3019	1	62	0
2021-06-09	3018	2	62	0
2021-06-08	3016	3	62	0
2021-06-07	3013	1	62	0
2021-06-05	3012	1	62	0
2021-06-04	3011	1	62	0
2021-06-02	3010	8	62	1
2021-06-01	3002	7	61	0
2021-05-31	2995	7	61	0
2021-05-30	2988	1	61	0
2021-05-29	2987	1	61	0
2021-05-28	2986	6	61	0
2021-05-27	2980	13	61	0
2021-05-26	2967	7	61	0
2021-05-25	2960	3	61	0
2021-05-24	2957	1	61	0
2021-05-22	2956	9	61	0
2021-05-21	2947	2	61	0
2021-05-20	2945	10	61	0
2021-05-19	2935	1	61	0
2021-05-18	2934	22	61	0
2021-05-17	2912	6	61	0
2021-05-16	2906	9	61	0
2021-05-15	2897	14	61	0
2021-05-14	2883	14	61	0
2021-05-13	2869	9	61	0
2021-05-12	2860	9	61	0
2021-05-11	2851	2	61	0
2021-05-10	2849	3	61	0
2021-05-09	2846	7	61	0
2021-05-08	2839	11	61	0
2021-05-07	2828	15	61	0
2021-05-06	2813	10	61	0
2021-05-05	2803	30	61	0
2021-05-04	2773	3	61	0
2021-05-03	2770	8	61	0
2021-05-02	2762	9	61	0
2021-05-01	2753	19	61	0
2021-04-30	2734	16	61	0
2021-04-29	2718	15	61	0
2021-04-28	2703	48	61	0
2021-04-27	2655	17	61	0
2021-04-26	2638	3	61	0
2021-04-25	2635	13	61	0
2021-04-24	2622	30	61	0
2021-04-23	2592	25	61	0
2021-04-22	2567	27	61	0
2021-04-21	2540	21	61	0
2021-04-20	2519	39	61	0
2021-04-18	2480	18	61	0
2021-04-17	2462	17	61	0
2021-04-16	2445	26	61	0
2021-04-15	2419	16	61	0
2021-04-14	2403	17	61	1
2021-04-13	2386	31	60	0
2021-04-12	2355	1	60	0
2021-04-11	2354	13	60	0
2021-04-10	2341	16	60	0
2021-04-09	2325	21	60	1
2021-04-08	2304	10	59	0
2021-04-07	2294	24	59	0
2021-04-05	2270	8	59	1
2021-04-04	2262	8	58	0
2021-04-03	2254	7	58	0
2021-04-02	2247	12	58	0
2021-04-01	2235	8	58	0
2021-03-31	2227	6	58	0
2021-03-30	2221	3	58	0
2021-03-29	2218	1	58	0
2021-03-28	2217	1	58	0
2021-03-27	2216	4	58	0
2021-03-26	2212	4	58	0
2021-03-25	2208	5	58	0
2021-03-24	2203	13	58	0
2021-03-21	2190	7	58	0
2021-03-20	2183	4	58	0
2021-03-19	2179	4	58	0
2021-03-18	2175	7	58	0
2021-03-17	2168	9	58	0
2021-03-16	2159	16	58	1
2021-03-14	2143	4	57	0
2021-03-13	2139	12	57	0
2021-03-12	2127	12	57	0
2021-03-11	2115	5	57	0
2021-03-10	2110	13	57	0
2021-03-09	2097	9	57	0
2021-03-07	2088	3	57	0
2021-03-06	2085	5	57	0
2021-03-05	2080	2	57	0
2021-03-04	2078	6	57	0
2021-03-03	2072	3	57	0
2021-03-02	2069	2	57	0
2021-02-27	2067	2	57	0
2021-02-26	2065	2	57	0
2021-02-25	2063	3	57	0
2021-02-24	2060	7	57	0
2021-02-23	2053	16	57	0
2021-02-21	2037	10	57	0
2021-02-20	2027	14	57	0
2021-02-19	2013	19	57	0
2021-02-18	1994	14	57	0
2021-02-17	1980	12	57	0
2021-02-16	1968	4	57	0
2021-02-15	1964	2	57	0
2021-02-14	1962	2	57	0
2021-02-13	1960	1	57	0
2021-02-12	1959	4	57	0
2021-02-11	1955	5	57	0
2021-02-10	1950	4	57	0
2021-02-09	1946	9	57	0
2021-02-08	1937	2	57	0
2021-02-07	1935	6	57	0
2021-02-06	1929	5	57	1
2021-02-05	1924	7	56	0
2021-02-04	1917	5	56	0
2021-02-03	1912	5	56	0
2021-02-02	1907	5	56	0
2021-01-31	1902	1	56	0
2021-01-30	1901	3	56	1
2021-01-29	1898	7	55	0
2021-01-28	1891	8	55	0
2021-01-27	1883	5	55	0
2021-01-26	1878	30	55	0
2021-01-24	1848	7	55	0
2021-01-23	1841	17	55	0
2021-01-22	1824	9	55	0
2021-01-21	1815	4	55	0
2021-01-20	1811	11	55	0
2021-01-19	1800	14	55	0
2021-01-18	1786	2	55	1
2021-01-17	1784	3	54	0
2021-01-16	1781	11	54	1
2021-01-15	1770	15	53	0
2021-01-14	1755	23	53	0
2021-01-13	1732	10	53	0
2021-01-12	1722	33	53	3
2021-01-10	1689	6	50	0
2021-01-09	1683	11	50	1
2021-01-08	1672	23	49	2
2021-01-07	1649	15	47	1
2021-01-06	1634	17	46	2
2021-01-05	1617	40	44	5
2021-01-04	1577	3	39	1
2021-01-03	1574	10	38	0
2021-01-02	1564	3	38	0
2021-01-01	1561	4	38	1
2020-12-31	1557	15	37	0
2020-12-30	1542	15	37	1
2020-12-29	1527	34	36	0
2020-12-28	1493	4	36	0
2020-12-27	1489	12	36	0
2020-12-26	1477	1	36	0
2020-12-25	1476	4	36	0
2020-12-24	1472	12	36	2
2020-12-23	1460	15	34	0
2020-12-22	1445	30	34	0
2020-12-21	1415	2	34	0
2020-12-20	1413	8	34	1
2020-12-19	1405	18	33	2
2020-12-18	1387	15	31	0
2020-12-17	1372	26	31	0
2020-12-16	1346	17	31	1
2020-12-15	1329	40	30	0
2020-12-14	1289	1	30	0
2020-12-13	1288	11	30	0
2020-12-12	1277	28	30	0
2020-12-11	1249	34	30	1
2020-12-10	1215	23	29	2
2020-12-09	1192	11	27	1
2020-12-08	1181	36	26	2
2020-12-07	1145	2	24	0
2020-12-06	1143	5	24	1
2020-12-05	1138	18	23	1
2020-12-04	1120	10	22	0
2020-12-03	1110	14	22	0
2020-12-02	1096	7	22	0
2020-12-01	1089	6	22	0
2020-11-30	1083	2	22	0
2020-11-28	1081	8	22	0
2020-11-27	1073	10	22	0
2020-11-26	1063	15	22	1
2020-11-25	1048	3	21	0
2020-11-24	1045	19	21	0
2020-11-23	1026	4	21	0
2020-11-22	1022	6	21	1
2020-11-21	1016	11	20	0
2020-11-20	1005	15	20	0
2020-11-19	990	9	20	0
2020-11-18	981	30	20	0
2020-11-17	951	8	20	0
2020-11-16	943	16	20	2
2020-11-15	927	12	18	0
2020-11-14	915	20	18	0
2020-11-13	895	17	18	0
2020-11-12	878	17	18	0
2020-11-11	861	19	18	0
2020-11-10	842	34	18	0
2020-11-09	808	3	18	0
2020-11-08	805	14	18	0
2020-11-07	791	25	18	0
2020-11-06	766	20	18	0
2020-11-05	746	27	18	0
2020-11-04	719	14	18	0
2020-11-03	705	41	18	0
2020-11-02	664	2	18	0
2020-11-01	662	27	18	1
2020-10-31	635	6	17	1
2020-10-30	629	22	16	1
2020-10-29	607	39	15	1
2020-10-28	568	27	14	0
2020-10-27	541	26	14	1
2020-10-26	515	8	13	1
2020-10-25	507	24	12	1
2020-10-24	483	13	11	0
2020-10-23	470	13	11	0
2020-10-22	457	20	11	1
2020-10-21	437	49	10	2
2020-10-20	388	21	8	4
2020-10-19	367	1	4	0
2020-10-18	366	22	4	1
2020-10-17	344	4	3	0
2020-10-16	340	4	3	1
2020-10-15	336	15	2	0
2020-10-14	321	14	2	0
2020-10-13	307	3	2	0
2020-10-12	304	4	2	0
2020-10-11	300	7	2	0
2020-10-09	293	1	2	0
2020-10-08	292	2	2	0
2020-10-07	290	3	2	0
2020-10-06	287	5	2	0
2020-10-05	282	1	2	0
2020-10-04	281	6	2	0
2020-10-03	275	3	2	0
2020-10-02	272	1	2	0
2020-10-01	271	4	2	0
2020-09-30	267	2	2	0
2020-09-29	265	5	2	0
2020-09-28	260	3	2	0
2020-09-26	257	1	2	0
2020-09-24	256	1	2	0
2020-09-23	255	3	2	0
2020-09-22	252	2	2	0
2020-09-21	250	5	2	0
2020-09-17	245	1	2	0
2020-09-16	244	1	2	0
2020-09-15	243	2	2	0
2020-09-13	241	1	2	0
2020-09-10	240	1	2	0
2020-09-09	239	2	2	0
2020-09-08	237	1	2	0
2020-09-04	236	1	2	0
2020-09-02	235	2	2	0
2020-08-29	233	1	2	0
2020-08-25	232	2	2	0
2020-08-24	230	2	2	0
2020-08-22	228	2	2	0
2020-08-20	226	2	2	0
2020-08-19	224	4	2	0
2020-08-18	220	2	2	0
2020-08-16	218	1	2	0
2020-08-15	217	3	2	0
2020-08-08	214	3	2	0
2020-08-07	211	1	2	0
2020-08-06	210	1	2	0
2020-07-31	209	1	2	0
2020-07-30	208	1	2	0
2020-07-29	207	3	2	0
2020-07-28	204	1	2	0
2020-07-25	203	6	2	0
2020-07-24	197	1	2	0
2020-07-23	196	3	2	0
2020-07-22	193	6	2	0
2020-07-19	187	2	2	0
2020-07-17	185	1	2	0
2020-07-16	184	2	2	0
2020-07-11	182	1	2	0
2020-07-08	181	3	2	0
2020-07-04	178	1	2	0
2020-07-01	177	1	2	0
2020-06-28	176	1	2	0
2020-06-26	175	2	2	0
2020-06-23	173	2	2	0
2020-06-19	171	3	2	0
2020-06-17	168	1	2	0
2020-06-14	167	1	2	0
2020-06-07	166	1	2	0
2020-06-06	165	1	2	0
2020-06-04	164	2	2	0
2020-06-01	162	1	2	0
2020-05-29	161	3	2	0
2020-05-27	158	4	2	0
2020-05-20	154	1	2	0
2020-05-17	153	1	2	0
2020-05-16	152	1	2	0
2020-05-14	151	4	2	0
2020-05-13	147	2	2	0
2020-05-12	145	1	2	0
2020-05-11	144	1	2	0
2020-05-10	143	3	2	0
2020-05-07	140	6	2	0
2020-05-06	134	1	2	0
2020-05-02	133	2	2	0
2020-04-30	131	1	2	0
2020-04-29	130	2	2	0
2020-04-25	128	1	2	0
2020-04-23	127	3	2	0
2020-04-22	124	1	2	0
2020-04-20	123	1	2	0
2020-04-17	122	3	2	0
2020-04-16	119	2	2	0
2020-04-15	117	1	2	0
2020-04-14	116	1	2	0
2020-04-13	115	3	2	0
2020-04-11	112	1	2	0
2020-04-10	111	3	2	0
2020-04-09	108	9	2	0
2020-04-08	99	4	2	0
2020-04-07	95	7	2	0
2020-04-06	88	2	2	0
2020-04-05	86	5	2	0
2020-04-04	81	2	2	1
2020-04-03	79	4	1	0
2020-04-02	75	7	1	0
2020-03-31	68	5	1	1
2020-03-30	63	6	0	0
2020-03-29	57	7	0	0
2020-03-28	50	3	0	0
2020-03-27	47	8	0	0
2020-03-26	39	6	0	0
2020-03-25	33	3	0	0
2020-03-24	30	6	0	0
2020-03-23	24	1	0	0
2020-03-22	23	2	0	0
2020-03-21	21	3	0	0
2020-03-20	18	3	0	0
2020-03-19	15	6	0	0
2020-03-18	9	2	0	0
2020-03-17	7	1	0	0
2020-03-16	6	1	0	0
2020-03-12	5	1	0	0
2020-03-11	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: 0:02:26.591651