Germany: LK Birkenfeld (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 14:40:11 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Birkenfeld")
print(f'Population of country="Germany", subregion="LK Birkenfeld": {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 Birkenfeld": 80849 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-03	35667	5	175	0
2023-03-02	35662	5	175	0
2023-03-01	35657	17	175	0
2023-02-28	35640	37	175	0
2023-02-27	35603	43	175	0
2023-02-24	35560	17	175	0
2023-02-23	35543	25	175	0
2023-02-22	35518	16	175	1
2023-02-21	35502	11	174	0
2023-02-20	35491	22	174	0
2023-02-17	35469	17	174	0
2023-02-16	35452	30	174	0
2023-02-15	35422	23	174	0
2023-02-14	35399	43	174	0
2023-02-13	35356	5	174	0
2023-02-10	35351	1	174	0
2023-02-07	35350	1	174	0
2023-02-06	35349	6	174	0
2023-02-03	35343	6	174	0
2023-01-27	35337	6	174	0
2023-01-26	35331	10	174	0
2023-01-25	35321	3	174	0
2023-01-24	35318	20	174	0
2023-01-23	35298	11	174	0
2023-01-20	35287	7	174	0
2023-01-19	35280	8	174	0
2023-01-18	35272	8	174	0
2023-01-17	35264	13	174	0
2023-01-16	35251	16	174	0
2023-01-13	35235	7	174	0
2023-01-12	35228	9	174	0
2023-01-11	35219	6	174	0
2023-01-10	35213	21	174	0
2023-01-09	35192	18	174	0
2023-01-06	35174	13	174	0
2023-01-05	35161	6	174	0
2023-01-04	35155	25	174	1
2023-01-03	35130	35	173	0
2023-01-02	35095	45	173	0
2022-12-30	35050	15	173	0
2022-12-29	35035	38	173	0
2022-12-28	34997	47	173	1
2022-12-27	34950	29	172	0
2022-12-23	34921	20	172	0
2022-12-22	34901	35	172	0
2022-12-21	34866	45	172	0
2022-12-20	34821	44	172	0
2022-12-19	34777	55	172	0
2022-12-16	34722	17	172	0
2022-12-15	34705	33	172	2
2022-12-14	34672	18	170	0
2022-12-13	34654	36	170	0
2022-12-12	34618	54	170	0
2022-12-09	34564	17	170	0
2022-12-08	34547	17	170	0
2022-12-07	34530	31	170	0
2022-12-06	34499	39	170	0
2022-12-05	34460	34	170	0
2022-12-02	34426	17	170	0
2022-12-01	34409	23	170	0
2022-11-30	34386	24	170	0
2022-11-29	34362	23	170	0
2022-11-28	34339	42	170	0
2022-11-25	34297	8	170	0
2022-11-24	34289	26	170	0
2022-11-23	34263	23	170	0
2022-11-22	34240	27	170	0
2022-11-21	34213	45	170	0
2022-11-18	34168	25	170	0
2022-11-17	34143	32	170	0
2022-11-16	34111	26	170	0
2022-11-15	34085	49	170	1
2022-11-14	34036	45	169	0
2022-11-11	33991	35	169	0
2022-11-10	33956	21	169	0
2022-11-09	33935	32	169	1
2022-11-08	33903	59	168	0
2022-11-07	33844	47	168	0
2022-11-04	33797	44	168	0
2022-11-03	33753	55	168	0
2022-11-02	33698	53	168	0
2022-10-31	33645	79	168	0
2022-10-28	33566	42	168	0
2022-10-27	33524	46	168	0
2022-10-26	33478	53	168	0
2022-10-25	33425	86	168	0
2022-10-24	33339	159	168	1
2022-10-21	33180	78	167	0
2022-10-20	33102	115	167	0
2022-10-19	32987	123	167	0
2022-10-18	32864	106	167	0
2022-10-17	32758	268	167	0
2022-10-14	32490	118	167	0
2022-10-13	32372	66	167	0
2022-10-12	32306	151	167	0
2022-10-11	32155	195	167	0
2022-10-10	31960	228	167	0
2022-10-07	31732	147	167	0
2022-10-06	31585	144	167	0
2022-10-05	31441	230	167	0
2022-10-04	31211	266	167	0
2022-09-30	30945	97	167	0
2022-09-29	30848	86	167	0
2022-09-28	30762	114	167	0
2022-09-27	30648	135	167	0
2022-09-26	30513	153	167	0
2022-09-23	30360	71	167	0
2022-09-22	30289	76	167	1
2022-09-21	30213	125	166	0
2022-09-20	30088	115	166	0
2022-09-19	29973	110	166	0
2022-09-16	29863	76	166	0
2022-09-15	29787	61	166	0
2022-09-14	29726	70	166	0
2022-09-13	29656	57	166	0
2022-09-12	29599	82	166	0
2022-09-09	29517	23	166	0
2022-09-08	29494	33	166	0
2022-09-07	29461	29	166	0
2022-09-06	29432	42	166	0
2022-09-05	29390	50	166	0
2022-09-02	29340	29	166	0
2022-09-01	29311	30	166	0
2022-08-31	29281	38	166	0
2022-08-30	29243	34	166	0
2022-08-29	29209	65	166	0
2022-08-26	29144	16	166	0
2022-08-25	29128	53	166	0
2022-08-24	29075	40	166	0
2022-08-23	29035	59	166	0
2022-08-22	28976	73	166	0
2022-08-19	28903	45	166	0
2022-08-18	28858	41	166	0
2022-08-17	28817	69	166	0
2022-08-16	28748	65	166	0
2022-08-15	28683	88	166	0
2022-08-12	28595	32	166	1
2022-08-11	28563	53	165	0
2022-08-10	28510	38	165	0
2022-08-09	28472	66	165	0
2022-08-08	28406	112	165	1
2022-08-05	28294	37	164	0
2022-08-04	28257	63	164	0
2022-08-03	28194	71	164	0
2022-08-02	28123	81	164	0
2022-08-01	28042	133	164	0
2022-07-29	27909	70	164	0
2022-07-28	27839	111	164	1
2022-07-27	27728	130	163	0
2022-07-26	27598	131	163	0
2022-07-25	27467	165	163	0
2022-07-22	27302	86	163	0
2022-07-21	27216	149	163	0
2022-07-20	27067	135	163	0
2022-07-19	26932	196	163	1
2022-07-18	26736	239	162	1
2022-07-15	26497	149	161	1
2022-07-14	26348	125	160	0
2022-07-13	26223	146	160	0
2022-07-12	26077	185	160	0
2022-07-11	25892	169	160	0
2022-07-08	25723	73	160	0
2022-07-07	25650	99	160	0
2022-07-06	25551	149	160	0
2022-07-05	25402	107	160	0
2022-07-04	25295	134	160	0
2022-07-01	25161	57	160	0
2022-06-30	25104	78	160	0
2022-06-29	25026	143	160	0
2022-06-28	24883	116	160	0
2022-06-27	24767	144	160	0
2022-06-24	24623	88	160	1
2022-06-23	24535	82	159	0
2022-06-22	24453	98	159	0
2022-06-21	24355	122	159	0
2022-06-20	24233	147	159	1
2022-06-18	24086	1	158	0
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2021-08-25	3583	13	92	0
2021-08-24	3570	7	92	0
2021-08-23	3563	5	92	0
2021-08-22	3558	6	92	0
2021-08-21	3552	3	92	0
2021-08-20	3549	4	92	0
2021-08-19	3545	3	92	0
2021-08-18	3542	9	92	0
2021-08-17	3533	7	92	0
2021-08-16	3526	9	92	0
2021-08-15	3517	1	92	0
2021-08-14	3516	10	92	0
2021-08-13	3506	8	92	0
2021-08-12	3498	3	92	0
2021-08-11	3495	13	92	0
2021-08-10	3482	2	92	0
2021-08-09	3480	5	92	0
2021-08-08	3475	1	92	0
2021-08-07	3474	3	92	0
2021-08-06	3471	3	92	0
2021-08-05	3468	1	92	0
2021-08-04	3467	3	92	0
2021-08-03	3464	1	92	0
2021-07-31	3463	1	92	0
2021-07-30	3462	4	92	0
2021-07-29	3458	2	92	0
2021-07-28	3456	1	92	0
2021-07-27	3455	3	92	0
2021-07-25	3452	1	92	0
2021-07-24	3451	3	92	0
2021-07-23	3448	3	92	0
2021-07-22	3445	8	92	0
2021-07-21	3437	5	92	0
2021-07-20	3432	9	92	0
2021-07-18	3423	3	92	0
2021-07-17	3420	11	92	0
2021-07-16	3409	6	92	0
2021-07-15	3403	1	92	0
2021-07-14	3402	22	92	0
2021-07-13	3380	6	92	0
2021-07-12	3374	6	92	0
2021-07-11	3368	1	92	0
2021-07-01	3367	1	92	0
2021-06-28	3366	1	92	0
2021-06-22	3365	1	92	0
2021-06-21	3364	1	92	0
2021-06-18	3363	2	92	0
2021-06-17	3361	4	92	0
2021-06-16	3357	2	92	0
2021-06-15	3355	4	92	0
2021-06-14	3351	1	92	0
2021-06-12	3350	2	92	0
2021-06-11	3348	1	92	0
2021-06-10	3347	2	92	0
2021-06-09	3345	5	92	0
2021-06-07	3340	2	92	0
2021-06-06	3338	1	92	0
2021-06-05	3337	1	92	0
2021-06-04	3336	1	92	0
2021-06-03	3335	1	92	0
2021-06-02	3334	2	92	0
2021-06-01	3332	1	92	0
2021-05-31	3331	3	92	0
2021-05-29	3328	2	92	0
2021-05-28	3326	5	92	0
2021-05-27	3321	9	92	0
2021-05-26	3312	3	92	0
2021-05-24	3309	2	92	0
2021-05-23	3307	7	92	0
2021-05-22	3300	5	92	0
2021-05-21	3295	8	92	0
2021-05-20	3287	8	92	0
2021-05-19	3279	25	92	0
2021-05-18	3254	18	92	0
2021-05-17	3236	7	92	0
2021-05-16	3229	9	92	0
2021-05-15	3220	31	92	0
2021-05-14	3189	1	92	0
2021-05-13	3188	15	92	0
2021-05-12	3173	7	92	0
2021-05-11	3166	14	92	0
2021-05-10	3152	1	92	0
2021-05-09	3151	14	92	0
2021-05-08	3137	18	92	0
2021-05-07	3119	22	92	1
2021-05-06	3097	17	91	1
2021-05-05	3080	28	90	1
2021-05-04	3052	8	89	0
2021-05-02	3044	30	89	0
2021-05-01	3014	18	89	0
2021-04-30	2996	12	89	0
2021-04-29	2984	25	89	1
2021-04-28	2959	28	88	0
2021-04-27	2931	19	88	0
2021-04-26	2912	5	88	0
2021-04-25	2907	13	88	0
2021-04-24	2894	30	88	0
2021-04-23	2864	21	88	0
2021-04-22	2843	18	88	0
2021-04-21	2825	37	88	3
2021-04-20	2788	17	85	0
2021-04-19	2771	8	85	0
2021-04-18	2763	10	85	0
2021-04-17	2753	14	85	0
2021-04-16	2739	23	85	0
2021-04-15	2716	17	85	0
2021-04-14	2699	20	85	0
2021-04-13	2679	14	85	0
2021-04-12	2665	2	85	0
2021-04-11	2663	35	85	0
2021-04-10	2628	20	85	0
2021-04-09	2608	8	85	0
2021-04-08	2600	15	85	0
2021-04-07	2585	10	85	1
2021-04-06	2575	9	84	1
2021-04-05	2566	9	83	0
2021-04-04	2557	3	83	0
2021-04-03	2554	10	83	0
2021-04-02	2544	9	83	0
2021-04-01	2535	22	83	0
2021-03-31	2513	22	83	0
2021-03-30	2491	11	83	0
2021-03-29	2480	4	83	0
2021-03-28	2476	10	83	0
2021-03-27	2466	37	83	0
2021-03-26	2429	15	83	0
2021-03-25	2414	18	83	0
2021-03-24	2396	20	83	0
2021-03-23	2376	19	83	0
2021-03-21	2357	1	83	0
2021-03-20	2356	14	83	0
2021-03-19	2342	10	83	0
2021-03-18	2332	10	83	0
2021-03-17	2322	16	83	0
2021-03-16	2306	10	83	0
2021-03-15	2296	3	83	0
2021-03-14	2293	2	83	0
2021-03-13	2291	5	83	0
2021-03-12	2286	6	83	0
2021-03-11	2280	7	83	0
2021-03-10	2273	12	83	0
2021-03-09	2261	4	83	0
2021-03-07	2257	5	83	0
2021-03-06	2252	4	83	0
2021-03-05	2248	8	83	0
2021-03-04	2240	8	83	0
2021-03-03	2232	14	83	0
2021-03-02	2218	1	83	0
2021-03-01	2217	2	83	0
2021-02-28	2215	10	83	0
2021-02-27	2205	1	83	0
2021-02-26	2204	12	83	0
2021-02-25	2192	8	83	1
2021-02-24	2184	15	82	0
2021-02-23	2169	18	82	0
2021-02-22	2151	6	82	0
2021-02-21	2145	3	82	0
2021-02-20	2142	30	82	0
2021-02-19	2112	14	82	1
2021-02-18	2098	14	81	0
2021-02-17	2084	10	81	0
2021-02-16	2074	13	81	0
2021-02-15	2061	5	81	0
2021-02-14	2056	12	81	0
2021-02-13	2044	5	81	0
2021-02-12	2039	23	81	0
2021-02-11	2016	14	81	0
2021-02-10	2002	13	81	0
2021-02-09	1989	2	81	0
2021-02-08	1987	14	81	0
2021-02-07	1973	4	81	0
2021-02-06	1969	6	81	0
2021-02-05	1963	7	81	0
2021-02-04	1956	15	81	2
2021-02-03	1941	17	79	0
2021-02-02	1924	17	79	0
2021-02-01	1907	2	79	0
2021-01-31	1905	19	79	1
2021-01-30	1886	18	78	1
2021-01-29	1868	7	77	0
2021-01-28	1861	15	77	1
2021-01-27	1846	12	76	0
2021-01-26	1834	33	76	1
2021-01-25	1801	8	75	0
2021-01-24	1793	17	75	0
2021-01-23	1776	29	75	0
2021-01-22	1747	24	75	0
2021-01-21	1723	48	75	7
2021-01-20	1675	43	68	4
2021-01-19	1632	22	64	2
2021-01-18	1610	13	62	0
2021-01-17	1597	22	62	1
2021-01-16	1575	27	61	1
2021-01-15	1548	26	60	1
2021-01-14	1522	13	59	1
2021-01-13	1509	19	58	0
2021-01-12	1490	13	58	0
2021-01-11	1477	13	58	0
2021-01-10	1464	9	58	1
2021-01-09	1455	17	57	1
2021-01-08	1438	26	56	0
2021-01-07	1412	13	56	0
2021-01-06	1399	9	56	0
2021-01-05	1390	17	56	1
2021-01-04	1373	15	55	3
2021-01-03	1358	10	52	0
2021-01-02	1348	9	52	2
2021-01-01	1339	5	50	0
2020-12-31	1334	3	50	1
2020-12-30	1331	6	49	0
2020-12-29	1325	25	49	1
2020-12-28	1300	3	48	0
2020-12-27	1297	2	48	0
2020-12-26	1295	3	48	0
2020-12-25	1292	6	48	0
2020-12-24	1286	5	48	0
2020-12-23	1281	10	48	0
2020-12-22	1271	9	48	0
2020-12-21	1262	15	48	0
2020-12-20	1247	8	48	1
2020-12-19	1239	10	47	1
2020-12-18	1229	25	46	0
2020-12-17	1204	25	46	0
2020-12-16	1179	29	46	0
2020-12-15	1150	7	46	0
2020-12-14	1143	5	46	0
2020-12-13	1138	14	46	0
2020-12-12	1124	18	46	2
2020-12-11	1106	24	44	0
2020-12-10	1082	24	44	0
2020-12-09	1058	9	44	0
2020-12-08	1049	11	44	0
2020-12-07	1038	4	44	0
2020-12-06	1034	4	44	0
2020-12-05	1030	6	44	0
2020-12-04	1024	19	44	0
2020-12-03	1005	15	44	0
2020-12-02	990	23	44	0
2020-12-01	967	20	44	0
2020-11-30	947	30	44	1
2020-11-29	917	10	43	0
2020-11-28	907	8	43	0
2020-11-27	899	10	43	1
2020-11-26	889	19	42	0
2020-11-25	870	7	42	1
2020-11-24	863	29	41	3
2020-11-23	834	6	38	0
2020-11-22	828	10	38	0
2020-11-21	818	18	38	0
2020-11-20	800	10	38	0
2020-11-19	790	17	38	1
2020-11-18	773	20	37	1
2020-11-17	753	10	36	1
2020-11-16	743	27	35	1
2020-11-15	716	31	34	3
2020-11-14	685	18	31	2
2020-11-13	667	10	29	2
2020-11-12	657	44	27	3
2020-11-11	613	5	24	0
2020-11-10	608	8	24	1
2020-11-09	600	11	23	2
2020-11-08	589	9	21	0
2020-11-07	580	18	21	1
2020-11-06	562	14	20	0
2020-11-05	548	30	20	1
2020-11-04	518	11	19	0
2020-11-03	507	23	19	4
2020-11-02	484	8	15	1
2020-11-01	476	22	14	1
2020-10-31	454	13	13	0
2020-10-30	441	9	13	0
2020-10-29	432	42	13	2
2020-10-28	390	35	11	1
2020-10-27	355	13	10	0
2020-10-26	342	12	10	0
2020-10-25	330	16	10	0
2020-10-24	314	10	10	0
2020-10-23	304	17	10	0
2020-10-22	287	13	10	1
2020-10-21	274	14	9	1
2020-10-20	260	24	8	2
2020-10-19	236	2	6	0
2020-10-18	234	4	6	1
2020-10-17	230	8	5	0
2020-10-16	222	27	5	1
2020-10-15	195	52	4	0
2020-10-14	143	2	4	0
2020-10-12	141	2	4	0
2020-10-10	139	2	4	0
2020-10-09	137	1	4	0
2020-10-08	136	4	4	0
2020-10-07	132	3	4	0
2020-10-03	129	1	4	0
2020-10-02	128	2	4	0
2020-10-01	126	1	4	0
2020-09-30	125	1	4	0
2020-09-23	124	1	4	0
2020-09-18	123	1	4	0
2020-09-16	122	1	4	0
2020-09-14	121	1	4	0
2020-09-11	120	1	4	0
2020-09-01	119	2	4	0
2020-08-27	117	3	4	0
2020-08-24	114	1	4	0
2020-08-22	113	8	4	0
2020-08-21	105	2	4	0
2020-08-19	103	2	4	0
2020-08-18	101	1	4	0
2020-08-17	100	2	4	0
2020-08-13	98	4	4	0
2020-08-08	94	1	4	1
2020-07-20	93	1	3	0
2020-07-13	92	1	3	0
2020-07-06	91	1	3	0
2020-06-02	90	1	3	1
2020-05-25	89	1	2	0
2020-05-19	88	1	2	0
2020-05-18	87	2	2	0
2020-05-14	85	1	2	0
2020-05-02	84	1	2	0
2020-04-28	83	1	2	0
2020-04-27	82	1	2	0
2020-04-23	81	2	2	0
2020-04-22	79	1	2	0
2020-04-20	78	1	2	0
2020-04-19	77	2	2	0
2020-04-18	75	1	2	0
2020-04-17	74	1	2	0
2020-04-16	73	2	2	0
2020-04-14	71	2	2	0
2020-04-12	69	2	2	0
2020-04-10	67	4	2	0
2020-04-09	63	7	2	1
2020-04-07	56	4	1	0
2020-04-06	52	1	1	0
2020-04-04	51	3	1	0
2020-04-03	48	5	1	0
2020-04-02	43	1	1	0
2020-04-01	42	8	1	0
2020-03-30	34	1	1	0
2020-03-29	33	1	1	0
2020-03-28	32	2	1	0
2020-03-27	30	6	1	0
2020-03-26	24	5	1	0
2020-03-25	19	2	1	0
2020-03-24	17	1	1	0
2020-03-23	16	6	1	0
2020-03-22	10	2	1	0
2020-03-20	8	3	1	0
2020-03-19	5	1	1	1
2020-03-18	4	2	0	0
2020-03-17	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: 0:03:02.501074