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LucasThil
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nasa_turbofan_degradation_FD003

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train · 24.7k rows

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unit_number int64 1 100	time_cycles int64 1 525	setting_1 float64 -0.01 0.01	setting_2 float64 -0 0	setting_3 float64 100 100	s_1 float64 519 519	s_2 float64 641 645	s_3 float64 1.56k 1.62k	s_4 float64 1.38k 1.44k	s_5 float64 14.6 14.6	s_6 float64 21.5 21.6	s_7 float64 550 570	s_8 float64 2.39k 2.39k	s_9 float64 9.02k 9.23k	s_10 float64 1.29 1.32	s_11 float64 46.7 48.4	s_12 float64 518 537	s_13 float64 2.39k 2.39k	s_14 float64 8.1k 8.29k	s_15 float64 8.16 8.57	s_16 float64 0.03 0.03	s_17 int64 388 399	s_18 int64 2.39k 2.39k	s_19 float64 100 100	s_20 float64 38.2 39.9	s_21 float64 22.9 24	RUL int64 0 524
1	1	-0.0005	0.0004	100	518.67	642.36	1,583.23	1,396.84	14.62	21.61	553.97	2,387.96	9,062.17	1.3	47.3	522.31	2,388.01	8,145.32	8.4246	0.03	391	2,388	100	39.11	23.3537	258
1	2	0.0008	-0.0003	100	518.67	642.5	1,584.69	1,396.89	14.62	21.61	554.55	2,388	9,061.78	1.3	47.23	522.42	2,388.03	8,152.85	8.4403	0.03	392	2,388	100	38.99	23.4491	257
1	3	-0.0014	-0.0002	100	518.67	642.18	1,582.35	1,405.61	14.62	21.61	554.43	2,388.03	9,070.23	1.3	47.22	522.03	2,388	8,150.17	8.3901	0.03	391	2,388	100	38.85	23.3669	256
1	4	-0.002	0.0001	100	518.67	642.92	1,585.61	1,392.27	14.62	21.61	555.21	2,388	9,064.57	1.3	47.24	522.49	2,388.08	8,146.56	8.3878	0.03	392	2,388	100	38.96	23.2951	255
1	5	0.0016	0	100	518.67	641.68	1,588.63	1,397.65	14.62	21.61	554.74	2,388.04	9,076.14	1.3	47.15	522.58	2,388.03	8,147.8	8.3869	0.03	392	2,388	100	39.14	23.4583	254
1	6	0.0011	-0.0005	100	518.67	642.24	1,584.09	1,400.01	14.62	21.61	554.75	2,388	9,074.98	1.3	47.07	522.42	2,388.02	8,144.92	8.4152	0.03	393	2,388	100	38.92	23.4281	253
1	7	-0.0038	0.0002	100	518.67	642.58	1,585.61	1,401.09	14.62	21.61	554.58	2,388.04	9,074.65	1.3	47.38	522.46	2,388.02	8,147.05	8.3842	0.03	391	2,388	100	38.84	23.4087	252
1	8	-0.0007	-0.0005	100	518.67	642.32	1,588.32	1,397.08	14.62	21.6	554.85	2,388.06	9,063.54	1.3	47.31	522.1	2,387.97	8,157.34	8.419	0.03	391	2,388	100	39.05	23.459	251
1	9	-0.0026	0	100	518.67	641.64	1,587.81	1,406.51	14.62	21.61	554.13	2,388.04	9,067.2	1.3	47.31	521.83	2,388.01	8,147.2	8.4091	0.03	392	2,388	100	38.99	23.4693	250
1	10	0.0019	-0.0002	100	518.67	642.42	1,587.39	1,402.25	14.62	21.61	554.78	2,387.99	9,070.04	1.3	47.35	521.96	2,387.99	8,152.86	8.3987	0.03	391	2,388	100	38.94	23.4781	249
1	11	0.0026	-0.0002	100	518.67	642.28	1,582.38	1,391.88	14.62	21.61	554.3	2,388.01	9,068.24	1.3	47.35	522.23	2,388.03	8,144.53	8.4235	0.03	392	2,388	100	38.97	23.4127	248
1	12	-0.0036	-0.0004	100	518.67	641.88	1,583.24	1,397.74	14.62	21.6	554.35	2,388.04	9,075.26	1.3	47.26	522.13	2,387.98	8,149.04	8.359	0.03	392	2,388	100	39.09	23.366	247
1	13	-0.0011	0.0001	100	518.67	641.92	1,589.68	1,395.55	14.62	21.61	554.52	2,387.98	9,066.53	1.3	47.14	522.06	2,388.02	8,151.88	8.3821	0.03	391	2,388	100	39.04	23.4273	246
1	14	0.0009	0.0001	100	518.67	642.66	1,587.29	1,400.9	14.62	21.61	555.17	2,388.02	9,067.34	1.3	47.28	522.54	2,387.97	8,148.13	8.4277	0.03	390	2,388	100	39.03	23.386	245
1	15	-0.005	0.0004	100	518.67	642.34	1,580.8	1,396.5	14.62	21.61	553.96	2,387.95	9,069.89	1.3	47.29	522.72	2,388	8,150.63	8.4007	0.03	390	2,388	100	39.02	23.4556	244
1	16	0.0024	0.0003	100	518.67	641.68	1,587.32	1,395.49	14.62	21.6	553.82	2,388.02	9,071.14	1.3	47.14	522.28	2,387.98	8,147.5	8.4197	0.03	391	2,388	100	38.96	23.3717	243
1	17	-0.0019	0.0001	100	518.67	641.9	1,591.12	1,395.08	14.62	21.61	555.06	2,388	9,060.74	1.3	47	521.98	2,387.93	8,154.66	8.3761	0.03	393	2,388	100	39.04	23.3718	242
1	18	-0.0036	0.0002	100	518.67	642.39	1,578.96	1,402.24	14.62	21.61	554.21	2,387.97	9,075.87	1.3	47.2	522.2	2,388.01	8,151.19	8.4205	0.03	392	2,388	100	39.12	23.5448	241
1	19	-0.001	-0	100	518.67	642.3	1,584.04	1,398.85	14.62	21.61	554.59	2,387.98	9,074.41	1.3	47.16	522.04	2,387.98	8,154.65	8.3727	0.03	391	2,388	100	39.01	23.408	240
1	20	-0.0028	0.0004	100	518.67	642.26	1,579.65	1,395.59	14.62	21.61	554.49	2,387.97	9,071.28	1.3	47.16	523.02	2,388.03	8,146.24	8.4252	0.03	391	2,388	100	38.87	23.4903	239
1	21	0.0001	-0.0002	100	518.67	642.62	1,590.18	1,398.01	14.62	21.61	554	2,387.99	9,074.66	1.3	47.26	522.77	2,388.01	8,148.33	8.422	0.03	391	2,388	100	38.92	23.5088	238
1	22	0.0011	0.0004	100	518.67	642.13	1,586.21	1,397.07	14.62	21.61	554.51	2,387.98	9,075.72	1.3	47.32	522.68	2,388.03	8,152.3	8.4134	0.03	392	2,388	100	39.02	23.3533	237
1	23	-0.0057	-0.0001	100	518.67	642.05	1,586.03	1,394.01	14.62	21.61	554.36	2,387.99	9,068.45	1.3	47.17	521.82	2,388.03	8,153.47	8.3946	0.03	391	2,388	100	39.06	23.4476	236
1	24	0.0057	0.0002	100	518.67	642.02	1,585.13	1,394.81	14.62	21.61	554.39	2,387.96	9,072.51	1.3	47.41	522.59	2,388.02	8,154.84	8.4162	0.03	391	2,388	100	39.07	23.4648	235
1	25	-0.0009	-0.0004	100	518.67	641.93	1,586.82	1,406.62	14.62	21.61	553.81	2,387.99	9,076.1	1.3	47.31	522.08	2,388.04	8,154.5	8.3952	0.03	391	2,388	100	38.85	23.3842	234
1	26	0.0009	-0.0001	100	518.67	642.37	1,585.26	1,398.77	14.62	21.6	554.79	2,387.98	9,065.37	1.3	47.28	522.06	2,388.02	8,150.15	8.3937	0.03	392	2,388	100	38.93	23.3681	233
1	27	0.0005	-0.0001	100	518.67	642.12	1,582.77	1,400.16	14.62	21.61	554.18	2,387.98	9,065.21	1.3	47.33	522.08	2,388.03	8,148.77	8.4132	0.03	390	2,388	100	39.06	23.3763	232
1	28	-0.0006	0.0004	100	518.67	643.01	1,578.4	1,400.24	14.62	21.61	554.66	2,387.99	9,055.81	1.3	47.17	522.19	2,388.04	8,149.12	8.4243	0.03	391	2,388	100	39.02	23.4666	231
1	29	-0.0012	-0.0001	100	518.67	642.04	1,587.5	1,393.05	14.62	21.61	554.1	2,387.97	9,068.18	1.3	47.22	521.81	2,388.01	8,153.95	8.4001	0.03	393	2,388	100	39.04	23.4538	230
1	30	-0.0016	-0.0004	100	518.67	642.53	1,586.99	1,396.67	14.62	21.6	554.78	2,388.03	9,068.92	1.3	47.34	522.45	2,387.97	8,149.55	8.4513	0.03	392	2,388	100	39.12	23.4103	229
1	31	-0.0004	0.0001	100	518.67	642.32	1,586.13	1,397.47	14.62	21.61	553.71	2,387.95	9,063.81	1.3	47.24	522.35	2,388.01	8,150.74	8.3766	0.03	390	2,388	100	39.2	23.4302	228
1	32	0.0018	-0.0005	100	518.67	642.11	1,587.7	1,392.44	14.62	21.61	555.28	2,388.03	9,066.15	1.3	47.17	522.72	2,387.96	8,151.57	8.4155	0.03	391	2,388	100	39.02	23.3631	227
1	33	0.0026	-0.0003	100	518.67	642.49	1,579.54	1,399.94	14.62	21.61	554.2	2,388	9,059.84	1.3	47.27	521.95	2,388	8,154.7	8.4126	0.03	392	2,388	100	39.16	23.4065	226
1	34	-0.0024	-0.0002	100	518.67	642.21	1,586.42	1,403.41	14.62	21.61	554.28	2,387.96	9,068.03	1.3	47.47	522.03	2,388.02	8,146.6	8.4218	0.03	391	2,388	100	39.02	23.4787	225
1	35	-0.0055	0.0003	100	518.67	641.8	1,590.74	1,396.33	14.62	21.61	553.75	2,388.03	9,069.69	1.3	47.55	522.09	2,388.02	8,148.97	8.4268	0.03	392	2,388	100	38.9	23.2894	224
1	36	0.0012	-0.0004	100	518.67	642.45	1,581.86	1,395.89	14.62	21.61	554.85	2,388.02	9,067.31	1.3	47.32	522.22	2,388.03	8,146.41	8.4141	0.03	393	2,388	100	38.91	23.5297	223
1	37	-0.004	-0.0001	100	518.67	642.06	1,588.99	1,396.98	14.62	21.61	554.82	2,387.95	9,073.55	1.3	47.33	522.58	2,388.02	8,151.59	8.3305	0.03	393	2,388	100	39.03	23.4539	222
1	38	0.004	-0.0004	100	518.67	642.49	1,588.71	1,401.57	14.62	21.61	555.03	2,388.01	9,071.77	1.3	47.3	522.62	2,387.98	8,148.72	8.3718	0.03	392	2,388	100	38.83	23.4252	221
1	39	0.0065	-0	100	518.67	641.6	1,578.79	1,400.48	14.62	21.61	554.31	2,388.02	9,074.51	1.3	47.19	522.26	2,387.99	8,155.39	8.4005	0.03	392	2,388	100	38.91	23.3543	220
1	40	0.0007	-0.0002	100	518.67	642.22	1,583.9	1,395.26	14.62	21.61	554.51	2,387.96	9,069.77	1.3	47.24	522.47	2,388.02	8,150.31	8.3948	0.03	394	2,388	100	38.94	23.4083	219
1	41	-0.0014	-0.0002	100	518.67	641.96	1,582.54	1,400.72	14.62	21.6	554.61	2,387.97	9,072.56	1.3	47.32	522.45	2,387.97	8,151.32	8.3559	0.03	392	2,388	100	39.07	23.3239	218
1	42	0.0018	-0.0002	100	518.67	642.06	1,584.71	1,403.21	14.62	21.61	554.31	2,388	9,071.68	1.3	47.26	522.2	2,387.97	8,148.7	8.4148	0.03	392	2,388	100	38.86	23.4382	217
1	43	0.0009	0.0004	100	518.67	642.71	1,581.49	1,399.38	14.62	21.61	553.96	2,387.96	9,072.52	1.3	47.1	522.42	2,387.98	8,144.75	8.4327	0.03	392	2,388	100	39.14	23.4357	216
1	44	0.002	0.0001	100	518.67	642.69	1,585.54	1,407.66	14.62	21.61	552.85	2,387.99	9,068.1	1.3	47.26	522.78	2,387.94	8,149.9	8.4334	0.03	389	2,388	100	39.17	23.3515	215
1	45	0.0019	0.0001	100	518.67	642.56	1,584.23	1,407.95	14.62	21.61	554.23	2,387.96	9,066.98	1.3	47.17	522.56	2,387.98	8,153.01	8.4343	0.03	391	2,388	100	39.01	23.3131	214
1	46	-0.0037	0.0003	100	518.67	642.02	1,582.9	1,400.5	14.62	21.61	554.61	2,388.06	9,071.26	1.3	47.21	522.04	2,388.04	8,145.17	8.4268	0.03	392	2,388	100	38.88	23.5009	213
1	47	-0.0019	0.0003	100	518.67	642.6	1,592.1	1,398.26	14.62	21.61	554.11	2,388.01	9,073.71	1.3	47.28	522.03	2,387.97	8,150.46	8.3755	0.03	392	2,388	100	39.14	23.269	212
1	48	0.0003	0	100	518.67	642.44	1,583.27	1,399.17	14.62	21.61	554.16	2,388.02	9,066.97	1.3	47.27	522.29	2,388.04	8,150.94	8.3998	0.03	394	2,388	100	39.02	23.3188	211
1	49	0.003	-0.0004	100	518.67	642.37	1,586.75	1,393.83	14.62	21.61	553.91	2,388.04	9,076.18	1.3	47.28	521.94	2,388.01	8,149.51	8.3804	0.03	390	2,388	100	38.92	23.3822	210
1	50	-0.0008	0.0004	100	518.67	642.41	1,590.26	1,398.51	14.62	21.61	554.27	2,387.98	9,068.53	1.3	47.08	522.01	2,388.04	8,148.25	8.4073	0.03	392	2,388	100	38.97	23.3748	209
1	51	-0.0012	-0	100	518.67	642.2	1,587.71	1,390.26	14.62	21.61	554.71	2,387.99	9,067.59	1.3	47.21	522.4	2,387.98	8,153	8.3567	0.03	391	2,388	100	38.9	23.4784	208
1	52	0.0002	0.0003	100	518.67	642.61	1,583.3	1,403.78	14.62	21.61	554.09	2,387.97	9,063.21	1.3	47.24	521.69	2,387.93	8,150.07	8.3914	0.03	391	2,388	100	38.97	23.3179	207
1	53	0.0006	-0.0002	100	518.67	642.45	1,583.03	1,400.06	14.62	21.61	553.12	2,388.03	9,064.82	1.3	47.34	522.4	2,388.04	8,150.1	8.411	0.03	391	2,388	100	38.91	23.439	206
1	54	0.0007	-0.0004	100	518.67	642.48	1,584.68	1,406.3	14.62	21.61	554.8	2,388.03	9,068.35	1.3	47.22	522.28	2,388.04	8,145.58	8.4074	0.03	392	2,388	100	38.99	23.4086	205
1	55	0.0002	0.0004	100	518.67	642.25	1,587.23	1,401.26	14.62	21.61	554.56	2,388.01	9,066.05	1.3	47.12	522.42	2,388.02	8,150.6	8.4106	0.03	391	2,388	100	38.93	23.4395	204
1	56	0.0008	0	100	518.67	642.79	1,585.25	1,396.05	14.62	21.6	554.24	2,388.01	9,067.08	1.3	47.07	522.67	2,388.03	8,148.37	8.4308	0.03	394	2,388	100	38.96	23.4014	203
1	57	-0.0024	-0.0003	100	518.67	642.47	1,586.13	1,396.03	14.62	21.61	554.29	2,387.97	9,074.48	1.3	47.11	522.14	2,387.99	8,148.7	8.3816	0.03	391	2,388	100	39	23.4644	202
1	58	-0.0043	-0.0001	100	518.67	641.98	1,587.55	1,402.61	14.62	21.61	553.84	2,387.98	9,068.44	1.3	47.17	521.89	2,388.05	8,148.44	8.4089	0.03	393	2,388	100	39.2	23.353	201
1	59	0.0002	-0	100	518.67	642.01	1,589.14	1,405.41	14.62	21.61	554.48	2,387.96	9,066.73	1.3	47.24	522.84	2,388.01	8,151.41	8.4339	0.03	393	2,388	100	38.98	23.4888	200
1	60	-0.0001	-0.0003	100	518.67	642.52	1,578.91	1,406.32	14.62	21.61	554.16	2,388.03	9,069.03	1.3	47.31	522.32	2,387.98	8,148.29	8.3837	0.03	392	2,388	100	38.99	23.3179	199
1	61	0.003	-0.0004	100	518.67	641.97	1,584.13	1,400.11	14.62	21.61	554.09	2,388.01	9,075.7	1.3	47.23	522.28	2,387.98	8,152.04	8.3578	0.03	391	2,388	100	39.19	23.4228	198
1	62	0.0031	-0.0004	100	518.67	642.47	1,593.91	1,397.99	14.62	21.61	554.15	2,388.04	9,067.62	1.3	47.25	522.33	2,388.02	8,150.95	8.4285	0.03	390	2,388	100	38.91	23.3841	197
1	63	0.0008	-0.0002	100	518.67	641.82	1,583.91	1,403.75	14.62	21.61	554.73	2,388.01	9,065.3	1.3	47.32	522.76	2,388.04	8,151.24	8.3982	0.03	391	2,388	100	38.98	23.4328	196
1	64	-0.0006	0.0002	100	518.67	642.49	1,589.38	1,399.53	14.62	21.61	554.89	2,388	9,072.87	1.3	47.34	522.81	2,387.98	8,146.73	8.4168	0.03	391	2,388	100	38.92	23.3717	195
1	65	-0.0035	-0.0003	100	518.67	642.15	1,589.05	1,391.23	14.62	21.61	554.01	2,387.96	9,068	1.3	47.31	522.59	2,387.97	8,153.43	8.398	0.03	391	2,388	100	39.07	23.4992	194
1	66	0	-0.0002	100	518.67	642.16	1,586.02	1,397.9	14.62	21.61	554.5	2,387.97	9,072.46	1.3	47.36	521.68	2,387.99	8,147.89	8.4487	0.03	391	2,388	100	39.03	23.2868	193
1	67	0.0005	0	100	518.67	642.01	1,585.57	1,399.69	14.62	21.61	554.3	2,388.03	9,072.09	1.3	47.36	521.77	2,388.03	8,152.11	8.4355	0.03	391	2,388	100	38.79	23.2883	192
1	68	0.0006	-0.0005	100	518.67	642.07	1,580.92	1,401.99	14.62	21.61	554.2	2,388.04	9,072.69	1.3	47.35	521.81	2,387.95	8,142.59	8.4185	0.03	391	2,388	100	38.97	23.4363	191
1	69	0.0002	0.0001	100	518.67	642.88	1,589.68	1,399.78	14.62	21.61	553.99	2,388.05	9,068.54	1.3	47.11	522.55	2,388.05	8,153.08	8.4486	0.03	392	2,388	100	39.07	23.3217	190
1	70	-0.002	-0.0005	100	518.67	642.34	1,591.65	1,401.42	14.62	21.61	554.43	2,388.02	9,071.32	1.3	47.26	522.22	2,388.05	8,148.04	8.4294	0.03	393	2,388	100	39.14	23.3813	189
1	71	0.0032	0.0004	100	518.67	642.58	1,583.72	1,397.76	14.62	21.61	553.97	2,388.03	9,073.21	1.3	47.19	522.21	2,387.98	8,145.76	8.4168	0.03	391	2,388	100	39.13	23.4798	188
1	72	0.0012	0.0002	100	518.67	641.91	1,582.17	1,402.51	14.62	21.61	554.38	2,388.02	9,076.78	1.3	47.26	522.23	2,388.06	8,144.3	8.4528	0.03	392	2,388	100	39.04	23.3875	187
1	73	-0.0004	-0.0004	100	518.67	642.02	1,586.87	1,397.72	14.62	21.61	554.42	2,388.04	9,073.4	1.3	47.34	522.23	2,388.03	8,148.12	8.4825	0.03	393	2,388	100	39.05	23.3951	186
1	74	-0.0004	-0.0001	100	518.67	641.86	1,583.99	1,399.91	14.62	21.61	554.14	2,388.01	9,065.14	1.3	47.22	522.22	2,388.01	8,151.44	8.428	0.03	393	2,388	100	39.02	23.3814	185
1	75	-0.001	0.0004	100	518.67	642.22	1,587.16	1,396.3	14.62	21.61	553.64	2,388	9,064.8	1.3	47.19	522.32	2,387.98	8,150.37	8.3836	0.03	393	2,388	100	39.02	23.4318	184
1	76	0.0017	-0	100	518.67	642.85	1,586.17	1,400.01	14.62	21.61	554.37	2,387.98	9,068.07	1.3	47.15	522.64	2,388.02	8,155.63	8.4061	0.03	392	2,388	100	38.77	23.3529	183
1	77	-0.0072	-0.0001	100	518.67	642.02	1,581.99	1,399.58	14.62	21.61	554.14	2,388	9,070.8	1.3	47.29	521.91	2,388.08	8,148.31	8.3727	0.03	391	2,388	100	38.96	23.3415	182
1	78	-0	0.0001	100	518.67	642.86	1,578.35	1,400.19	14.62	21.61	554.23	2,388.01	9,074.23	1.3	47.22	522.15	2,388.09	8,153.43	8.4288	0.03	391	2,388	100	38.88	23.4148	181
1	79	0.0008	0.0003	100	518.67	642.03	1,583.5	1,400.42	14.62	21.61	553.98	2,388.02	9,070.53	1.3	47.08	522.01	2,388.03	8,150.68	8.3895	0.03	391	2,388	100	38.99	23.4047	180
1	80	0.0028	0.0003	100	518.67	641.53	1,586.62	1,393.1	14.62	21.61	554.63	2,388.01	9,067.76	1.3	47.22	521.93	2,387.98	8,153	8.408	0.03	393	2,388	100	38.85	23.458	179
1	81	0.0021	0	100	518.67	642.13	1,581.98	1,402.49	14.62	21.61	553.72	2,388.02	9,070.82	1.3	47.02	522.32	2,388.06	8,153.66	8.4433	0.03	394	2,388	100	38.94	23.4212	178
1	82	-0.0018	-0.0005	100	518.67	642.55	1,587.08	1,402.42	14.62	21.61	554.5	2,388.02	9,064.56	1.3	47.19	522.19	2,388.05	8,151.48	8.4196	0.03	393	2,388	100	39.12	23.3853	177
1	83	-0.0053	-0.0004	100	518.67	641.85	1,587.23	1,401.86	14.62	21.61	555.2	2,388.01	9,063.6	1.3	47.25	521.93	2,388.04	8,152.49	8.3843	0.03	393	2,388	100	39	23.3097	176
1	84	0.0035	0.0001	100	518.67	641.94	1,585.55	1,398.99	14.62	21.61	554.75	2,388.03	9,066.72	1.3	47.27	521.97	2,388.07	8,153.01	8.3854	0.03	390	2,388	100	38.98	23.3584	175
1	85	0.0003	-0.0004	100	518.67	642.57	1,587.23	1,399.21	14.62	21.61	553.87	2,388.02	9,070.36	1.3	47.43	522.11	2,388.04	8,149.97	8.4385	0.03	395	2,388	100	38.96	23.4284	174
1	86	-0.0012	0.0003	100	518.67	642.07	1,590.38	1,403.18	14.62	21.61	554.77	2,388.02	9,065.76	1.3	47.34	522.02	2,387.96	8,145.53	8.4299	0.03	393	2,388	100	38.88	23.4409	173
1	87	-0.004	0.0001	100	518.67	642.27	1,584.76	1,399.41	14.62	21.61	553.7	2,388.05	9,066.48	1.3	47.46	521.75	2,388.05	8,155.21	8.4388	0.03	392	2,388	100	39.02	23.4712	172
1	88	0.0006	0.0004	100	518.67	641.46	1,587.88	1,396.91	14.62	21.61	553.85	2,387.99	9,067.25	1.3	47.23	522.05	2,388.01	8,145.17	8.4211	0.03	392	2,388	100	39.08	23.3099	171
1	89	0.0001	-0.0002	100	518.67	642.67	1,593.73	1,406.77	14.62	21.61	555.48	2,388.06	9,069.17	1.3	47.18	522.79	2,388.02	8,149.34	8.4099	0.03	392	2,388	100	38.88	23.4671	170
1	90	-0.0011	-0.0002	100	518.67	642.33	1,581.98	1,398.82	14.62	21.61	554.22	2,388.03	9,077.2	1.3	47.34	522.08	2,387.99	8,153.72	8.3848	0.03	392	2,388	100	39.03	23.3154	169
1	91	-0.002	-0.0004	100	518.67	642.58	1,592.53	1,406.11	14.62	21.61	554.64	2,388.02	9,063.78	1.3	47.37	522.34	2,388.05	8,144.94	8.3901	0.03	394	2,388	100	38.92	23.3784	168
1	92	0.0016	-0.0004	100	518.67	641.88	1,587.25	1,398.36	14.62	21.61	553.74	2,388	9,076.64	1.3	47.32	522.04	2,387.98	8,140.49	8.3986	0.03	393	2,388	100	38.92	23.3472	167
1	93	0.0019	-0.0001	100	518.67	642.59	1,581.57	1,403.57	14.62	21.61	554.65	2,388.05	9,074.6	1.3	47.43	522.15	2,388	8,152.64	8.3652	0.03	392	2,388	100	38.95	23.3151	166
1	94	0.0029	0.0002	100	518.67	642.7	1,585.22	1,394.97	14.62	21.6	554.19	2,387.97	9,071.37	1.3	47.09	522.4	2,388.02	8,151.88	8.3962	0.03	392	2,388	100	38.9	23.247	165
1	95	0.0027	-0.0001	100	518.67	642.8	1,577.32	1,406	14.62	21.61	554.29	2,388.02	9,067.45	1.3	47.31	522.18	2,388.02	8,150.69	8.4321	0.03	392	2,388	100	38.93	23.3817	164
1	96	-0.0028	0.0003	100	518.67	642.12	1,587.08	1,398.42	14.62	21.61	553.97	2,388.04	9,066.45	1.3	47.36	522.14	2,388.05	8,152.69	8.4205	0.03	393	2,388	100	38.78	23.4411	163
1	97	0.0007	-0.0004	100	518.67	642.22	1,584.55	1,388.13	14.62	21.61	554.57	2,388.07	9,066.66	1.3	47.45	522.43	2,388.05	8,145.15	8.4114	0.03	392	2,388	100	38.85	23.363	162
1	98	-0.0009	0.0003	100	518.67	642.17	1,583.35	1,402.22	14.62	21.61	553.88	2,388.1	9,069.55	1.3	47.34	522.14	2,388.02	8,152.62	8.4121	0.03	393	2,388	100	39.08	23.4234	161
1	99	0.0012	0.0003	100	518.67	642.83	1,584.77	1,402.31	14.62	21.61	554	2,388.04	9,070.04	1.3	47.22	522.13	2,388.08	8,153.16	8.4409	0.03	393	2,388	100	38.93	23.3767	160
1	100	0.0011	0	100	518.67	642.11	1,582.26	1,402.79	14.62	21.61	553.71	2,388.01	9,065.77	1.3	47.52	521.92	2,387.99	8,151.54	8.4052	0.03	392	2,388	100	39.09	23.382	159

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CMAPSS Jet Engine Simulated Data FD003 - NASA

This dataset contains simulated data from the CMAPSS (Commercial Modular Aero-Propulsion System Simulation) Jet Engine by NASA, FD003.

Train trjectories: 100 Test trajectories: 100 Conditions: ONE (Sea Level) Fault Modes: TWO (HPC Degradation, Fan Degradation)

Sensor Descriptions

Sensor ID	Description	Units
s_1	Total temperature at fan inlet	◦R
s_2	Total temperature at LPC outlet	◦R
s_3	Total temperature at HPC outlet	◦R
s_4	Total temperature at LPT outlet	◦R
s_5	Pressure at fan inlet	psia
s_6	Total pressure in bypass-duct	psia
s_7	Total pressure at HPC outlet	psia
s_8	Physical fan speed	rpm
s_9	Physical core speed	rpm
s_10	Engine pressure ratio (P50/P2)	-
s_11	Static pressure at HPC outlet	psia
s_12	Ratio of fuel flow to Ps30	pps/psia
s_13	Corrected fan speed	rpm
s_14	Corrected core speed	rpm
s_15	Bypass Ratio	-
s_16	Burner fuel-air ratio	-
s_17	Bleed Enthalpy	-
s_18	Demanded fan speed	rpm
s_19	Demanded corrected fan speed	rpm
s_20	HPT coolant bleed	lbm/s
s_21	LPT coolant bleed	lbm/s

Units Explanation

◦R: Rankine scale
HPT: High Pressure Temperature
LPT: Low Pressure Temperature
HPC: High Pressure Chamber
LPC: Low Pressure Chamber
rpm: rotation per minute
psia: pound per square inch
pps: pulse per second
lbm: pound mass

Source

CMAPSS Jet Engine Simulated Data

Citation

@article{Saxena2008DamagePM,
  title={Damage propagation modeling for aircraft engine run-to-failure simulation},
  author={Abhinav Saxena and Kai Goebel and Donald C. Simon and Neil H. W. Eklund},
  journal={2008 International Conference on Prognostics and Health Management},
  year={2008},
  pages={1-9},
  url={https://api.semanticscholar.org/CorpusID:206508104}
}

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