Germany: LK Kaiserslautern (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 15:04:20 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Kaiserslautern")
print(f'Population of country="Germany", subregion="LK Kaiserslautern": {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 Kaiserslautern": 106853 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	58735	16	221	0
2023-03-03	58719	8	221	0
2023-03-02	58711	17	221	0
2023-03-01	58694	44	221	1
2023-02-28	58650	49	220	0
2023-02-27	58601	92	220	1
2023-02-24	58509	37	219	0
2023-02-23	58472	45	219	0
2023-02-22	58427	66	219	0
2023-02-21	58361	43	219	0
2023-02-20	58318	46	219	0
2023-02-17	58272	27	219	0
2023-02-16	58245	45	219	0
2023-02-15	58200	28	219	0
2023-02-14	58172	24	219	0
2023-02-13	58148	31	219	1
2023-02-10	58117	31	218	0
2023-02-09	58086	48	218	0
2023-02-08	58038	39	218	0
2023-02-07	57999	22	218	0
2023-02-06	57977	35	218	0
2023-02-03	57942	17	218	0
2023-02-02	57925	22	218	0
2023-02-01	57903	38	218	0
2023-01-31	57865	46	218	0
2023-01-30	57819	26	218	0
2023-01-27	57793	29	218	1
2023-01-26	57764	31	217	0
2023-01-25	57733	21	217	0
2023-01-24	57712	19	217	0
2023-01-23	57693	41	217	1
2023-01-20	57652	17	216	0
2023-01-19	57635	21	216	0
2023-01-18	57614	27	216	0
2023-01-17	57587	18	216	0
2023-01-16	57569	41	216	0
2023-01-13	57528	30	216	0
2023-01-12	57498	17	216	0
2023-01-11	57481	23	216	0
2023-01-10	57458	32	216	1
2023-01-09	57426	42	215	0
2023-01-06	57384	14	215	1
2023-01-05	57370	45	214	0
2023-01-04	57325	39	214	0
2023-01-03	57286	128	214	1
2023-01-02	57158	278	213	2
2022-12-23	56880	64	211	0
2022-12-22	56816	52	211	0
2022-12-21	56764	49	211	0
2022-12-20	56715	45	211	0
2022-12-19	56670	68	211	1
2022-12-16	56602	40	210	0
2022-12-15	56562	68	210	1
2022-12-14	56494	69	209	0
2022-12-13	56425	39	209	0
2022-12-12	56386	47	209	1
2022-12-09	56339	20	208	0
2022-12-08	56319	30	208	1
2022-12-07	56289	36	207	0
2022-12-06	56253	55	207	0
2022-12-05	56198	41	207	0
2022-12-02	56157	20	207	0
2022-12-01	56137	30	207	0
2022-11-30	56107	28	207	0
2022-11-29	56079	37	207	0
2022-11-28	56042	47	207	0
2022-11-25	55995	18	207	1
2022-11-24	55977	29	206	0
2022-11-23	55948	37	206	0
2022-11-22	55911	67	206	0
2022-11-21	55844	68	206	0
2022-11-18	55776	31	206	0
2022-11-17	55745	46	206	0
2022-11-16	55699	60	206	0
2022-11-15	55639	106	206	0
2022-11-14	55533	78	206	0
2022-11-10	55455	55	206	0
2022-11-09	55400	40	206	0
2022-11-08	55360	74	206	0
2022-11-07	55286	75	206	1
2022-11-04	55211	30	205	0
2022-11-03	55181	92	205	1
2022-11-02	55089	128	204	0
2022-10-31	54961	80	204	0
2022-10-28	54881	65	204	0
2022-10-27	54816	100	204	0
2022-10-26	54716	139	204	0
2022-10-25	54577	148	204	0
2022-10-24	54429	224	204	0
2022-10-21	54205	119	204	0
2022-10-20	54086	144	204	1
2022-10-19	53942	215	203	1
2022-10-18	53727	251	202	2
2022-10-17	53476	321	200	1
2022-10-14	53155	189	199	1
2022-10-13	52966	259	198	0
2022-10-12	52707	441	198	2
2022-10-11	52266	187	196	2
2022-10-10	52079	521	194	0
2022-10-07	51558	275	194	0
2022-10-06	51283	326	194	1
2022-10-05	50957	421	193	0
2022-10-04	50536	358	193	3
2022-09-30	50178	182	190	1
2022-09-29	49996	214	189	0
2022-09-28	49782	221	189	0
2022-09-27	49561	242	189	1
2022-09-26	49319	229	188	0
2022-09-23	49090	108	188	0
2022-09-22	48982	150	188	0
2022-09-21	48832	139	188	0
2022-09-20	48693	191	188	0
2022-09-19	48502	177	188	1
2022-09-16	48325	49	187	0
2022-09-15	48276	119	187	0
2022-09-14	48157	118	187	0
2022-09-13	48039	136	187	1
2022-09-12	47903	126	186	0
2022-09-09	47777	36	186	1
2022-09-08	47741	91	185	0
2022-09-07	47650	57	185	0
2022-09-06	47593	99	185	0
2022-09-05	47494	72	185	0
2022-09-02	47422	52	185	0
2022-09-01	47370	39	185	0
2022-08-31	47331	55	185	0
2022-08-30	47276	77	185	0
2022-08-29	47199	104	185	0
2022-08-26	47095	42	185	0
2022-08-25	47053	54	185	1
2022-08-24	46999	55	184	0
2022-08-23	46944	118	184	0
2022-08-22	46826	88	184	0
2022-08-19	46738	71	184	0
2022-08-18	46667	109	184	2
2022-08-17	46558	108	182	1
2022-08-16	46450	91	181	1
2022-08-15	46359	111	180	0
2022-08-12	46248	64	180	0
2022-08-11	46184	132	180	0
2022-08-10	46052	99	180	0
2022-08-09	45953	141	180	0
2022-08-08	45812	175	180	2
2022-08-05	45637	97	178	0
2022-08-04	45540	141	178	0
2022-08-03	45399	183	178	0
2022-08-02	45216	125	178	0
2022-08-01	45091	226	178	1
2022-07-29	44865	173	177	0
2022-07-28	44692	252	177	0
2022-07-27	44440	120	177	0
2022-07-26	44320	287	177	1
2022-07-25	44033	307	176	1
2022-07-22	43726	171	175	0
2022-07-21	43555	241	175	0
2022-07-20	43314	236	175	1
2022-07-19	43078	208	174	3
2022-07-18	42870	406	171	0
2022-07-15	42464	152	171	0
2022-07-14	42312	260	171	1
2022-07-13	42052	239	170	0
2022-07-12	41813	204	170	0
2022-07-11	41609	345	170	1
2022-07-08	41264	201	169	1
2022-07-07	41063	158	168	1
2022-07-06	40905	185	167	0
2022-07-05	40720	177	167	1
2022-07-04	40543	144	166	1
2022-07-01	40399	166	165	0
2022-06-30	40233	140	165	0
2022-06-29	40093	199	165	0
2022-06-28	39894	175	165	1
2022-06-27	39719	168	164	0
2022-06-24	39551	140	164	0
2022-06-23	39411	181	164	0
2022-06-22	39230	156	164	0
2022-06-21	39074	129	164	0
2022-06-20	38945	194	164	0
2022-06-17	38751	127	164	0
2022-06-15	38624	155	164	0
2022-06-14	38469	153	164	1
2022-06-13	38316	175	163	2
2022-06-10	38141	68	161	0
2022-06-09	38073	166	161	0
2022-06-08	37907	142	161	0
2022-06-07	37765	176	161	1
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2022-05-24	37089	83	160	0
2022-05-23	37006	75	160	0
2022-05-20	36931	51	160	0
2022-05-19	36880	63	160	0
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2022-04-23	33333	1	155	0
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2022-04-21	33090	284	155	1
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2022-04-08	30378	297	153	0
2022-04-07	30081	276	153	0
2022-04-06	29805	510	153	1
2022-04-05	29295	562	152	1
2022-04-04	28733	492	151	0
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2022-03-23	24391	679	146	3
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2022-03-21	23180	461	143	1
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2022-03-07	19108	354	137	5
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2021-12-21	7353	41	107	1
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2021-12-14	7002	107	104	2
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2021-12-01	6184	89	96	0
2021-11-30	6095	92	96	0
2021-11-29	6003	121	96	3
2021-11-26	5882	58	93	0
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2021-11-09	5225	38	91	2
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2021-05-14	3728	14	82	0
2021-05-12	3714	35	82	0
2021-05-11	3679	19	82	0
2021-05-10	3660	8	82	0
2021-05-08	3652	39	82	0
2021-05-07	3613	9	82	0
2021-05-06	3604	19	82	0
2021-05-05	3585	25	82	0
2021-05-04	3560	10	82	0
2021-05-03	3550	22	82	0
2021-05-01	3528	20	82	0
2021-04-30	3508	22	82	0
2021-04-29	3486	28	82	0
2021-04-28	3458	48	82	0
2021-04-27	3410	22	82	0
2021-04-26	3388	22	82	0
2021-04-24	3366	20	82	0
2021-04-23	3346	27	82	2
2021-04-22	3319	22	80	1
2021-04-21	3297	19	79	1
2021-04-20	3278	20	78	0
2021-04-19	3258	11	78	0
2021-04-17	3247	31	78	0
2021-04-16	3216	24	78	0
2021-04-15	3192	28	78	1
2021-04-14	3164	31	77	0
2021-04-13	3133	27	77	0
2021-04-12	3106	29	77	0
2021-04-10	3077	15	77	1
2021-04-09	3062	9	76	0
2021-04-08	3053	34	76	0
2021-04-07	3019	22	76	0
2021-04-06	2997	11	76	1
2021-04-05	2986	9	75	2
2021-04-03	2977	27	73	0
2021-04-01	2950	18	73	0
2021-03-31	2932	15	73	0
2021-03-30	2917	11	73	1
2021-03-29	2906	9	72	0
2021-03-27	2897	12	72	0
2021-03-26	2885	20	72	0
2021-03-25	2865	9	72	0
2021-03-24	2856	18	72	1
2021-03-23	2838	12	71	1
2021-03-22	2826	20	70	1
2021-03-20	2806	8	69	0
2021-03-19	2798	11	69	0
2021-03-18	2787	3	69	0
2021-03-17	2784	10	69	0
2021-03-16	2774	10	69	0
2021-03-15	2764	1	69	0
2021-03-13	2763	3	69	0
2021-03-12	2760	3	69	0
2021-03-11	2757	5	69	0
2021-03-10	2752	4	69	0
2021-03-08	2748	1	69	0
2021-03-06	2747	6	69	0
2021-03-05	2741	3	69	0
2021-03-04	2738	7	69	0
2021-03-03	2731	4	69	0
2021-03-01	2727	1	69	0
2021-02-27	2726	5	69	0
2021-02-26	2721	2	69	0
2021-02-25	2719	5	69	0
2021-02-24	2714	6	69	0
2021-02-23	2708	3	69	1
2021-02-22	2705	11	68	0
2021-02-20	2694	6	68	0
2021-02-19	2688	2	68	0
2021-02-18	2686	4	68	0
2021-02-17	2682	7	68	0
2021-02-15	2675	2	68	1
2021-02-12	2673	10	67	0
2021-02-11	2663	3	67	0
2021-02-10	2660	3	67	0
2021-02-09	2657	3	67	0
2021-02-08	2654	16	67	0
2021-02-06	2638	10	67	0
2021-02-05	2628	12	67	0
2021-02-04	2616	26	67	0
2021-02-03	2590	15	67	0
2021-02-02	2575	29	67	4
2021-02-01	2546	16	63	1
2021-01-30	2530	17	62	2
2021-01-29	2513	23	60	2
2021-01-28	2490	15	58	3
2021-01-27	2475	16	55	0
2021-01-26	2459	15	55	0
2021-01-25	2444	12	55	0
2021-01-23	2432	21	55	0
2021-01-22	2411	12	55	0
2021-01-21	2399	29	55	0
2021-01-20	2370	19	55	0
2021-01-19	2351	12	55	0
2021-01-18	2339	24	55	0
2021-01-16	2315	8	55	0
2021-01-15	2307	17	55	3
2021-01-14	2290	27	52	0
2021-01-13	2263	18	52	0
2021-01-12	2245	11	52	1
2021-01-11	2234	39	51	0
2021-01-09	2195	19	51	1
2021-01-08	2176	26	50	0
2021-01-07	2150	36	50	1
2021-01-06	2114	29	49	0
2021-01-05	2085	42	49	1
2021-01-04	2043	38	48	1
2020-12-31	2005	29	47	0
2020-12-30	1976	30	47	1
2020-12-29	1946	37	46	3
2020-12-28	1909	16	43	0
2020-12-24	1893	35	43	1
2020-12-23	1858	20	42	0
2020-12-22	1838	31	42	0
2020-12-21	1807	30	42	0
2020-12-19	1777	15	42	0
2020-12-18	1762	16	42	0
2020-12-17	1746	46	42	0
2020-12-16	1700	15	42	1
2020-12-15	1685	13	41	2
2020-12-14	1672	28	39	1
2020-12-12	1644	20	38	0
2020-12-11	1624	20	38	1
2020-12-10	1604	37	37	0
2020-12-09	1567	20	37	1
2020-12-08	1547	12	36	0
2020-12-07	1535	28	36	1
2020-12-05	1507	25	35	0
2020-12-04	1482	19	35	0
2020-12-03	1463	39	35	0
2020-12-02	1424	26	35	3
2020-12-01	1398	14	32	1
2020-11-30	1384	46	31	0
2020-11-28	1338	20	31	0
2020-11-27	1318	26	31	0
2020-11-26	1292	36	31	0
2020-11-25	1256	18	31	1
2020-11-24	1238	19	30	3
2020-11-23	1219	42	27	0
2020-11-21	1177	17	27	0
2020-11-20	1160	40	27	1
2020-11-19	1120	30	26	3
2020-11-18	1090	38	23	0
2020-11-17	1052	16	23	0
2020-11-16	1036	26	23	1
2020-11-15	1010	19	22	2
2020-11-14	991	41	20	8
2020-11-13	950	63	12	0
2020-11-12	887	55	12	5
2020-11-11	832	35	7	0
2020-11-10	797	16	7	0
2020-11-09	781	34	7	0
2020-11-08	747	41	7	1
2020-11-07	706	12	6	0
2020-11-06	694	65	6	2
2020-11-05	629	22	4	0
2020-11-04	607	37	4	0
2020-11-03	570	28	4	0
2020-11-02	542	8	4	0
2020-11-01	534	34	4	1
2020-10-31	500	15	3	0
2020-10-30	485	31	3	1
2020-10-29	454	33	2	0
2020-10-28	421	21	2	0
2020-10-27	400	16	2	0
2020-10-26	384	1	2	0
2020-10-25	383	14	2	0
2020-10-24	369	9	2	0
2020-10-23	360	16	2	0
2020-10-22	344	10	2	0
2020-10-21	334	5	2	0
2020-10-20	329	3	2	0
2020-10-19	326	1	2	0
2020-10-18	325	1	2	0
2020-10-16	324	9	2	0
2020-10-15	315	6	2	0
2020-10-14	309	6	2	0
2020-10-13	303	2	2	1
2020-10-12	301	6	1	0
2020-10-11	295	1	1	0
2020-10-10	294	2	1	0
2020-10-09	292	5	1	0
2020-10-08	287	15	1	0
2020-10-07	272	18	1	0
2020-10-05	254	5	1	0
2020-10-04	249	13	1	0
2020-10-03	236	1	1	0
2020-10-02	235	5	1	0
2020-10-01	230	3	1	0
2020-09-30	227	5	1	0
2020-09-29	222	2	1	0
2020-09-28	220	3	1	0
2020-09-25	217	2	1	0
2020-09-23	215	3	1	0
2020-09-22	212	3	1	0
2020-09-21	209	2	1	0
2020-09-18	207	2	1	0
2020-09-17	205	2	1	0
2020-09-16	203	6	1	0
2020-09-14	197	2	1	0
2020-09-11	195	2	1	0
2020-09-08	193	8	1	0
2020-09-07	185	4	1	0
2020-09-04	181	2	1	0
2020-09-02	179	1	1	0
2020-09-01	178	3	1	0
2020-08-31	175	1	1	0
2020-08-28	174	7	1	0
2020-08-27	167	1	1	0
2020-08-26	166	4	1	0
2020-08-25	162	2	1	0
2020-08-24	160	5	1	0
2020-08-21	155	5	1	0
2020-08-19	150	4	1	0
2020-08-18	146	3	1	0
2020-08-17	143	3	1	0
2020-08-13	140	2	1	0
2020-08-12	138	1	1	0
2020-08-11	137	1	1	0
2020-08-10	136	3	1	0
2020-08-08	133	1	1	0
2020-08-05	132	4	1	0
2020-08-03	128	5	1	0
2020-07-29	123	1	1	0
2020-07-28	122	2	1	0
2020-07-24	120	1	1	0
2020-07-21	119	1	1	0
2020-07-20	118	4	1	0
2020-07-17	114	2	1	0
2020-07-14	112	3	1	0
2020-06-30	109	1	1	0
2020-06-29	108	1	1	0
2020-06-25	107	2	1	0
2020-06-23	105	1	1	0
2020-06-05	104	2	1	0
2020-05-20	102	1	1	0
2020-05-13	101	1	1	0
2020-05-12	100	1	1	0
2020-05-08	99	1	1	0
2020-05-07	98	1	1	0
2020-04-24	97	1	1	0
2020-04-22	96	1	1	0
2020-04-17	95	1	1	0
2020-04-16	94	2	1	0
2020-04-15	92	2	1	0
2020-04-14	90	1	1	0
2020-04-13	89	2	1	0
2020-04-11	87	1	1	0
2020-04-10	86	3	1	0
2020-04-09	83	3	1	0
2020-04-08	80	6	1	0
2020-04-07	74	3	1	0
2020-04-06	71	1	1	0
2020-04-05	70	3	1	0
2020-04-04	67	2	1	0
2020-04-03	65	1	1	0
2020-04-02	64	1	1	0
2020-04-01	63	3	1	0
2020-03-31	60	6	1	0
2020-03-28	54	4	1	0
2020-03-27	50	3	1	0
2020-03-26	47	4	1	0
2020-03-25	43	4	1	0
2020-03-24	39	8	1	0
2020-03-22	31	9	1	0
2020-03-21	22	8	1	1
2020-03-20	14	2	0	0
2020-03-18	12	1	0	0
2020-03-16	11	3	0	0
2020-03-15	8	2	0	0
2020-03-13	6	1	0	0
2020-03-12	5	2	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: 0:03:02.916682