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LucasThil
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nasa_turbofan_degradation_FD001

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train · 20.6k rows

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unit_number int64 1 100	time_cycles int64 1 362	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 1.57k 1.62k	s_4 float64 1.38k 1.44k	s_5 float64 14.6 14.6	s_6 float64 21.6 21.6	s_7 float64 550 556	s_8 float64 2.39k 2.39k	s_9 float64 9.02k 9.24k	s_10 float64 1.3 1.3	s_11 float64 46.9 48.5	s_12 float64 519 523	s_13 float64 2.39k 2.39k	s_14 float64 8.1k 8.29k	s_15 float64 8.32 8.58	s_16 float64 0.03 0.03	s_17 int64 388 400	s_18 int64 2.39k 2.39k	s_19 float64 100 100	s_20 float64 38.1 39.4	s_21 float64 22.9 23.6	RUL int64 0 361
1	1	-0.0007	-0.0004	100	518.67	641.82	1,589.7	1,400.6	14.62	21.61	554.36	2,388.06	9,046.19	1.3	47.47	521.66	2,388.02	8,138.62	8.4195	0.03	392	2,388	100	39.06	23.419	191
1	2	0.0019	-0.0003	100	518.67	642.15	1,591.82	1,403.14	14.62	21.61	553.75	2,388.04	9,044.07	1.3	47.49	522.28	2,388.07	8,131.49	8.4318	0.03	392	2,388	100	39	23.4236	190
1	3	-0.0043	0.0003	100	518.67	642.35	1,587.99	1,404.2	14.62	21.61	554.26	2,388.08	9,052.94	1.3	47.27	522.42	2,388.03	8,133.23	8.4178	0.03	390	2,388	100	38.95	23.3442	189
1	4	0.0007	0	100	518.67	642.35	1,582.79	1,401.87	14.62	21.61	554.45	2,388.11	9,049.48	1.3	47.13	522.86	2,388.08	8,133.83	8.3682	0.03	392	2,388	100	38.88	23.3739	188
1	5	-0.0019	-0.0002	100	518.67	642.37	1,582.85	1,406.22	14.62	21.61	554	2,388.06	9,055.15	1.3	47.28	522.19	2,388.04	8,133.8	8.4294	0.03	393	2,388	100	38.9	23.4044	187
1	6	-0.0043	-0.0001	100	518.67	642.1	1,584.47	1,398.37	14.62	21.61	554.67	2,388.02	9,049.68	1.3	47.16	521.68	2,388.03	8,132.85	8.4108	0.03	391	2,388	100	38.98	23.3669	186
1	7	0.001	0.0001	100	518.67	642.48	1,592.32	1,397.77	14.62	21.61	554.34	2,388.02	9,059.13	1.3	47.36	522.32	2,388.03	8,132.32	8.3974	0.03	392	2,388	100	39.1	23.3774	185
1	8	-0.0034	0.0003	100	518.67	642.56	1,582.96	1,400.97	14.62	21.61	553.85	2,388	9,040.8	1.3	47.24	522.47	2,388.03	8,131.07	8.4076	0.03	391	2,388	100	38.97	23.3106	184
1	9	0.0008	0.0001	100	518.67	642.12	1,590.98	1,394.8	14.62	21.61	553.69	2,388.05	9,046.46	1.3	47.29	521.79	2,388.05	8,125.69	8.3728	0.03	392	2,388	100	39.05	23.4066	183
1	10	-0.0033	0.0001	100	518.67	641.71	1,591.24	1,400.46	14.62	21.61	553.59	2,388.05	9,051.7	1.3	47.03	521.79	2,388.06	8,129.38	8.4286	0.03	393	2,388	100	38.95	23.4694	182
1	11	0.0018	-0.0003	100	518.67	642.28	1,581.75	1,400.64	14.62	21.61	554.54	2,388.05	9,049.61	1.3	47.15	521.4	2,388.01	8,140.58	8.434	0.03	392	2,388	100	38.94	23.4787	181
1	12	0.0016	0.0002	100	518.67	642.06	1,583.41	1,400.15	14.62	21.61	554.52	2,388.09	9,049.37	1.3	47.18	521.8	2,388.02	8,134.25	8.3938	0.03	391	2,388	100	39.06	23.366	180
1	13	-0.0019	0.0004	100	518.67	643.07	1,582.19	1,400.83	14.62	21.61	553.44	2,388.12	9,046.82	1.3	47.38	521.85	2,388.08	8,128.1	8.4152	0.03	393	2,388	100	38.93	23.2757	179
1	14	0.0009	-0	100	518.67	642.35	1,592.95	1,399.16	14.62	21.61	554.48	2,388.09	9,047.37	1.3	47.44	521.67	2,388	8,134.43	8.3964	0.03	393	2,388	100	39.18	23.3826	178
1	15	-0.0018	-0.0003	100	518.67	642.43	1,583.82	1,402.13	14.62	21.61	553.64	2,388.11	9,052.22	1.3	47.3	522.5	2,388.08	8,127.56	8.4199	0.03	391	2,388	100	38.99	23.35	177
1	16	0.0006	0.0005	100	518.67	642.13	1,587.98	1,404.5	14.62	21.61	553.94	2,388.05	9,049.34	1.3	47.24	521.49	2,388.07	8,136.11	8.3936	0.03	392	2,388	100	38.97	23.455	176
1	17	0.0002	0.0002	100	518.67	642.58	1,584.96	1,399.95	14.62	21.61	553.8	2,388.06	9,054.92	1.3	47.12	521.89	2,388.04	8,137.27	8.4542	0.03	392	2,388	100	38.81	23.3319	175
1	18	-0.0031	-0.0001	100	518.67	642.62	1,591.04	1,396.12	14.62	21.61	554.2	2,388.05	9,049.55	1.3	47.21	521.76	2,388.07	8,132.73	8.4028	0.03	392	2,388	100	38.89	23.3987	174
1	19	0.0032	-0.0003	100	518.67	641.79	1,587.56	1,400.35	14.62	21.61	554.18	2,388.04	9,053.99	1.3	47.4	521.89	2,388.03	8,129.13	8.4321	0.03	391	2,388	100	38.8	23.3464	173
1	20	-0.0037	0.0001	100	518.67	643.04	1,581.11	1,405.23	14.62	21.61	554.81	2,388.05	9,045.9	1.3	47.22	522.07	2,388.02	8,129.71	8.421	0.03	392	2,388	100	39.03	23.422	172
1	21	-0.0012	0.0001	100	518.67	642.37	1,586.07	1,398.13	14.62	21.61	554.08	2,388.11	9,048.15	1.3	47.15	522.42	2,388.08	8,134.02	8.4049	0.03	392	2,388	100	39.09	23.3101	171
1	22	0.0002	0	100	518.67	642.77	1,592.93	1,400.57	14.62	21.61	553.63	2,388.04	9,061.21	1.3	47.24	522	2,388.03	8,130.41	8.4034	0.03	392	2,388	100	38.92	23.3792	170
1	23	0.0034	-0.0003	100	518.67	642.14	1,588.19	1,394.75	14.62	21.61	553.98	2,388.05	9,046.28	1.3	47.25	521.52	2,388.05	8,127.9	8.424	0.03	392	2,388	100	38.94	23.4562	169
1	24	-0.001	0.0003	100	518.67	642.38	1,590.83	1,398.81	14.62	21.61	553.49	2,388.12	9,043.76	1.3	47.44	522.13	2,388.03	8,133.88	8.3891	0.03	392	2,388	100	39	23.3696	168
1	25	0.0023	-0.0004	100	518.67	642.77	1,594.1	1,399.39	14.62	21.61	554	2,388.02	9,054.16	1.3	47.36	522.56	2,388.02	8,136.61	8.3917	0.03	393	2,388	100	38.95	23.4288	167
1	26	0	0.0002	100	518.67	642.16	1,589.08	1,396.07	14.62	21.61	554.11	2,388.07	9,047.11	1.3	47.26	522.28	2,388.06	8,131.15	8.426	0.03	394	2,388	100	38.86	23.4149	166
1	27	-0.0012	-0.0004	100	518.67	642.44	1,590.47	1,401.84	14.62	21.61	554.07	2,388.02	9,047.96	1.3	47.37	522	2,388.13	8,134.6	8.4046	0.03	393	2,388	100	38.99	23.4472	165
1	28	-0.0024	0.0005	100	518.67	642.35	1,582.84	1,399.13	14.62	21.61	554.68	2,388.12	9,049.84	1.3	47.41	522.57	2,388.08	8,127.3	8.4323	0.03	390	2,388	100	39.01	23.2841	164
1	29	0.0012	-0.0001	100	518.67	641.91	1,584.83	1,400.99	14.62	21.61	554.25	2,388.05	9,050.47	1.3	47.24	522.41	2,388.06	8,133.06	8.4189	0.03	393	2,388	100	38.93	23.3597	163
1	30	-0.0022	0	100	518.67	642.2	1,593.52	1,396.08	14.62	21.61	554.37	2,388.07	9,045.62	1.3	47.4	522.19	2,388	8,137.86	8.4065	0.03	390	2,388	100	39.05	23.411	162
1	31	0.0014	0.0005	100	518.67	642.02	1,584.18	1,396.9	14.62	21.61	554.13	2,388.08	9,058.78	1.3	47.41	521.95	2,388.06	8,125.28	8.4104	0.03	392	2,388	100	38.94	23.3353	161
1	32	0.0005	-0.0003	100	518.67	642.33	1,591.38	1,400.36	14.62	21.61	554.96	2,388.04	9,050.97	1.3	47.25	521.92	2,388.07	8,129.7	8.4148	0.03	392	2,388	100	39.02	23.4999	160
1	33	-0.0042	-0.0004	100	518.67	642.71	1,588.4	1,402.43	14.62	21.61	554.61	2,388.04	9,047.13	1.3	47.28	521.91	2,388.08	8,134.42	8.3753	0.03	392	2,388	100	38.83	23.3506	159
1	34	0.0015	-0.0001	100	518.67	642.54	1,581.47	1,400.48	14.62	21.61	554.3	2,388.03	9,046.46	1.3	47.47	521.7	2,388.09	8,126.61	8.4349	0.03	392	2,388	100	38.81	23.3092	158
1	35	0.0003	0.0002	100	518.67	642.44	1,590	1,403	14.62	21.61	554.3	2,388.04	9,045.76	1.3	47.31	521.75	2,388.01	8,140.17	8.443	0.03	391	2,388	100	39.13	23.4164	157
1	36	-0.0004	-0.0002	100	518.67	642.54	1,581.72	1,405.54	14.62	21.61	554.53	2,388.01	9,044.56	1.3	47.25	522.32	2,388.04	8,132.48	8.4246	0.03	392	2,388	100	38.86	23.4308	156
1	37	-0.0004	-0	100	518.67	641.99	1,579.11	1,398.9	14.62	21.61	554.63	2,388.07	9,055.44	1.3	47.29	522.29	2,388.04	8,131.95	8.4142	0.03	392	2,388	100	38.99	23.4352	155
1	38	-0.0018	-0.0002	100	518.67	641.93	1,589.6	1,399.5	14.62	21.61	554.7	2,388.08	9,055.27	1.3	47.27	522.42	2,388.08	8,136.61	8.4158	0.03	392	2,388	100	39.06	23.4768	154
1	39	-0.003	-0.0001	100	518.67	642.01	1,583.21	1,400.69	14.62	21.61	553.97	2,388.02	9,051.76	1.3	47.12	522.23	2,388.05	8,131.81	8.414	0.03	392	2,388	100	38.7	23.3699	153
1	40	-0	-0.0004	100	518.67	642.24	1,582.08	1,401.77	14.62	21.61	554.57	2,388.06	9,052.98	1.3	47.33	521.84	2,388.01	8,131.03	8.3784	0.03	392	2,388	100	38.84	23.3769	152
1	41	0.0033	0.0004	100	518.67	642.4	1,591.31	1,403.21	14.62	21.61	553.72	2,388.06	9,048.99	1.3	47.09	522.07	2,388.03	8,138.08	8.437	0.03	392	2,388	100	39.13	23.4444	151
1	42	0.0005	-0.0004	100	518.67	642.12	1,584.66	1,401.38	14.62	21.61	553.94	2,388.08	9,057.06	1.3	47.49	522.23	2,388.05	8,130.88	8.4137	0.03	392	2,388	100	39	23.375	150
1	43	-0.0027	0.0005	100	518.67	642.24	1,591.52	1,406.05	14.62	21.61	553.68	2,388.03	9,057.88	1.3	47.32	522.74	2,388.09	8,127.22	8.4068	0.03	392	2,388	100	38.99	23.3148	149
1	44	-0.0001	0.0002	100	518.67	641.93	1,586.94	1,401.2	14.62	21.61	554.15	2,388.04	9,046.87	1.3	47.45	522.3	2,388	8,131.45	8.4201	0.03	392	2,388	100	39.06	23.4753	148
1	45	-0.0013	-0	100	518.67	642.53	1,582.42	1,399.16	14.62	21.61	553.83	2,388.08	9,060.32	1.3	47.45	521.73	2,388.05	8,128.31	8.4099	0.03	393	2,388	100	38.79	23.3943	147
1	46	0.0003	0.0001	100	518.67	642.43	1,588.29	1,401.27	14.62	21.61	553.76	2,388.06	9,060.38	1.3	47.2	522.02	2,388.08	8,128.71	8.3977	0.03	393	2,388	100	38.93	23.3745	146
1	47	0	0.0005	100	518.67	642.21	1,580.32	1,402.89	14.62	21.61	554.38	2,388.06	9,052.04	1.3	47.22	521.84	2,388.05	8,126.21	8.3973	0.03	392	2,388	100	38.99	23.4873	145
1	48	0.0019	0.0001	100	518.67	641.89	1,588.51	1,399.16	14.62	21.61	554.02	2,388.08	9,045.26	1.3	47.4	521.91	2,388.06	8,129.99	8.4376	0.03	392	2,388	100	38.94	23.365	144
1	49	-0.0014	0.0005	100	518.67	642.23	1,584.35	1,397.76	14.62	21.61	554.23	2,388.07	9,050.64	1.3	47.22	521.37	2,388.04	8,135.48	8.4151	0.03	392	2,388	100	39.06	23.4498	143
1	50	-0.0032	-0.0001	100	518.67	642.77	1,588.49	1,403.62	14.62	21.61	553.92	2,388.06	9,048.6	1.3	47.47	522.33	2,388.09	8,127.3	8.4116	0.03	392	2,388	100	38.85	23.4106	142
1	51	-0.001	0.0003	100	518.67	642.81	1,585.54	1,400.42	14.62	21.61	553.73	2,388.02	9,047.09	1.3	47.12	521.91	2,388.05	8,134.36	8.4504	0.03	393	2,388	100	38.94	23.3651	141
1	52	0.0018	-0.0001	100	518.67	642.76	1,583.77	1,395.57	14.62	21.61	553.04	2,388.04	9,056.01	1.3	47.07	522.1	2,388.07	8,132.82	8.4539	0.03	391	2,388	100	39	23.3388	140
1	53	0.0021	-0.0001	100	518.67	642.61	1,579.82	1,402.26	14.62	21.61	554.16	2,388.05	9,051.15	1.3	47.29	521.96	2,388.06	8,134.38	8.4418	0.03	392	2,388	100	38.9	23.3775	139
1	54	-0.0002	0.0005	100	518.67	642.42	1,592.59	1,401.2	14.62	21.61	553.95	2,388.04	9,056.29	1.3	47.38	522.44	2,388.06	8,129.95	8.4189	0.03	392	2,388	100	38.96	23.2348	138
1	55	0.0009	-0	100	518.67	642.41	1,584.95	1,401.58	14.62	21.61	554.45	2,388.04	9,048.94	1.3	47.4	522.11	2,388.02	8,134.1	8.4071	0.03	392	2,388	100	39.06	23.3567	137
1	56	0.0007	-0.0002	100	518.67	642.49	1,586.33	1,400.76	14.62	21.61	553.98	2,388.01	9,042.42	1.3	47.26	522.48	2,388.04	8,135.4	8.4022	0.03	391	2,388	100	38.68	23.3408	136
1	57	-0.0033	0	100	518.67	642.13	1,583.67	1,402.79	14.62	21.61	553.42	2,388.05	9,050.8	1.3	47.29	521.62	2,388.08	8,135.48	8.4263	0.03	392	2,388	100	38.84	23.3567	135
1	58	-0.0014	0.0001	100	518.67	641.9	1,590.46	1,397.99	14.62	21.61	554.14	2,388.09	9,050.33	1.3	47.26	522.21	2,388.04	8,132.08	8.4319	0.03	390	2,388	100	38.93	23.2893	134
1	59	-0.0006	0.0002	100	518.67	642.33	1,596.72	1,403.51	14.62	21.61	554.62	2,388.07	9,050.06	1.3	47.26	521.32	2,388.02	8,128.81	8.4476	0.03	392	2,388	100	38.92	23.4444	133
1	60	-0.001	-0.0002	100	518.67	642.34	1,582.75	1,403.07	14.62	21.61	554	2,388.06	9,051.69	1.3	47.41	522.49	2,388.03	8,132.89	8.3878	0.03	393	2,388	100	38.89	23.387	132
1	61	0.0004	0.0005	100	518.67	642.1	1,583.55	1,405.52	14.62	21.61	554.09	2,388.11	9,050.58	1.3	47.31	522.34	2,388.09	8,131.66	8.4264	0.03	391	2,388	100	38.89	23.3638	131
1	62	0.0004	0.0001	100	518.67	642.17	1,581.59	1,399.54	14.62	21.61	554.45	2,388.1	9,053.62	1.3	47.28	522.19	2,388.1	8,132.28	8.4071	0.03	391	2,388	100	39.03	23.2707	130
1	63	0.0015	0.0002	100	518.67	642.6	1,592.14	1,395.38	14.62	21.61	553.48	2,388.06	9,049.96	1.3	47.51	521.56	2,388.01	8,130.73	8.4357	0.03	394	2,388	100	38.77	23.3436	129
1	64	0.0017	0.0002	100	518.67	642.23	1,584.51	1,400.11	14.62	21.61	553.88	2,388.1	9,043.67	1.3	47.45	521.82	2,388.04	8,128.15	8.4066	0.03	391	2,388	100	38.93	23.384	128
1	65	-0	0.0005	100	518.67	642.28	1,584.72	1,403.24	14.62	21.61	553.97	2,388.03	9,044.01	1.3	47.56	521.54	2,388.13	8,132.94	8.4406	0.03	392	2,388	100	38.9	23.3752	127
1	66	-0.0007	-0.0004	100	518.67	642.5	1,588.5	1,399.52	14.62	21.61	554	2,388.06	9,059.45	1.3	47.14	521.76	2,388.05	8,128.32	8.3911	0.03	391	2,388	100	38.95	23.3152	126
1	67	0.0016	-0.0004	100	518.67	642.33	1,590.22	1,403.02	14.62	21.61	554.31	2,388.1	9,050.24	1.3	47.39	522.64	2,388.08	8,134.07	8.3925	0.03	393	2,388	100	38.97	23.291	125
1	68	-0.0018	0	100	518.67	642.51	1,582.06	1,404.42	14.62	21.61	554.04	2,388.1	9,051.78	1.3	47.36	521.72	2,388.07	8,132.39	8.4242	0.03	392	2,388	100	38.95	23.3174	124
1	69	-0.0022	0.0005	100	518.67	642.44	1,590.7	1,401.24	14.62	21.61	554.65	2,388.07	9,050.59	1.3	47.41	522.22	2,388.1	8,129.13	8.4292	0.03	392	2,388	100	39	23.3742	123
1	70	-0.0005	0.0002	100	518.67	642.22	1,584.02	1,402.78	14.62	21.61	554.01	2,388.11	9,053.43	1.3	47.41	521.93	2,388.12	8,130.36	8.4279	0.03	392	2,388	100	38.86	23.4513	122
1	71	0.0016	-0.0003	100	518.67	642.21	1,580.41	1,403.09	14.62	21.61	554.06	2,388.03	9,046.09	1.3	47.3	521.72	2,388.09	8,134.28	8.423	0.03	391	2,388	100	38.8	23.3881	121
1	72	-0.0017	0.0001	100	518.67	642.41	1,579.25	1,406.81	14.62	21.61	553.76	2,388.07	9,054.42	1.3	47.27	521.97	2,388.09	8,133.95	8.3951	0.03	391	2,388	100	38.84	23.3085	120
1	73	-0.0012	-0.0002	100	518.67	642.29	1,592.04	1,397.93	14.62	21.61	553.88	2,388.03	9,049.64	1.3	47.29	522.04	2,388.1	8,129.85	8.404	0.03	391	2,388	100	39.03	23.3975	119
1	74	0.0027	0.0001	100	518.67	642.96	1,584.65	1,401.48	14.62	21.61	554.03	2,388.07	9,045.85	1.3	47.58	522.25	2,387.97	8,132.67	8.4135	0.03	392	2,388	100	38.8	23.382	118
1	75	0.0009	-0.0004	100	518.67	641.96	1,582.32	1,394.82	14.62	21.61	553.6	2,388.07	9,042.32	1.3	47.22	521.77	2,388.11	8,130.13	8.4621	0.03	392	2,388	100	38.89	23.3521	117
1	76	-0.0015	0.0002	100	518.67	642.21	1,589.21	1,398.94	14.62	21.61	553.66	2,388.02	9,056.55	1.3	47.44	521.58	2,388.03	8,136.44	8.3996	0.03	390	2,388	100	39.02	23.4428	116
1	77	0.0022	0.0004	100	518.67	642.55	1,586.3	1,400.97	14.62	21.61	554.61	2,388.06	9,046.44	1.3	47.41	521.6	2,388.08	8,135.25	8.453	0.03	393	2,388	100	38.99	23.275	115
1	78	0.004	0.0002	100	518.67	641.99	1,580.76	1,404.1	14.62	21.61	553.47	2,388.08	9,042.37	1.3	47.4	522.28	2,388.16	8,133.91	8.3793	0.03	392	2,388	100	38.88	23.3486	114
1	79	0.0022	-0.0002	100	518.67	642.12	1,582.46	1,403.93	14.62	21.61	553.77	2,388.04	9,047.86	1.3	47.35	521.85	2,388.13	8,135.4	8.4132	0.03	394	2,388	100	38.9	23.3121	113
1	80	-0.0002	-0.0004	100	518.67	641.94	1,591.96	1,393.58	14.62	21.61	553.91	2,388.06	9,043.67	1.3	47.64	521.52	2,388.1	8,134.66	8.4235	0.03	392	2,388	100	38.89	23.3613	112
1	81	-0.0018	-0.0004	100	518.67	642.73	1,584.82	1,402.04	14.62	21.61	553.88	2,388.1	9,045.31	1.3	47.43	521.66	2,388.05	8,128.87	8.4247	0.03	392	2,388	100	38.77	23.373	111
1	82	-0.0012	0.0001	100	518.67	642.04	1,589.07	1,399.17	14.62	21.61	554.18	2,388.1	9,048.22	1.3	47.25	521.95	2,388.03	8,134.04	8.3986	0.03	393	2,388	100	38.89	23.2713	110
1	83	0.0004	0.0005	100	518.67	642.66	1,588.05	1,406.38	14.62	21.61	553.49	2,388.08	9,049.08	1.3	47.22	521.93	2,388.05	8,131.32	8.4128	0.03	391	2,388	100	38.8	23.3274	109
1	84	0.0005	0.0002	100	518.67	642.64	1,585.52	1,406.6	14.62	21.61	553.91	2,388.05	9,050.47	1.3	47.38	521.54	2,388.06	8,131.54	8.4139	0.03	392	2,388	100	38.73	23.2653	108
1	85	0.0025	0.0003	100	518.67	642.28	1,590.12	1,405.96	14.62	21.61	554.4	2,388.01	9,056.08	1.3	47.36	522.3	2,388.05	8,135.31	8.4499	0.03	392	2,388	100	39.01	23.284	107
1	86	-0.0012	0.0004	100	518.67	641.84	1,588.8	1,403.56	14.62	21.61	553.69	2,388.1	9,047.26	1.3	47.38	521.82	2,388.09	8,130.06	8.4173	0.03	394	2,388	100	38.94	23.3945	106
1	87	0	-0.0004	100	518.67	642.33	1,586.69	1,413.1	14.62	21.61	554.1	2,388.14	9,050.52	1.3	47.34	521.43	2,388.06	8,130.41	8.4326	0.03	391	2,388	100	38.88	23.3402	105
1	88	0.0029	0.0003	100	518.67	641.96	1,581.29	1,406.09	14.62	21.61	554.48	2,388.07	9,046.73	1.3	47.46	522.2	2,388.04	8,131.47	8.4586	0.03	392	2,388	100	38.9	23.3086	104
1	89	0.0008	-0.0001	100	518.67	642.24	1,584.73	1,402.22	14.62	21.61	553.91	2,388.05	9,055.24	1.3	47.46	521.55	2,388.08	8,135.15	8.4489	0.03	392	2,388	100	38.95	23.3288	103
1	90	0.0017	-0.0001	100	518.67	642.67	1,584.38	1,412.93	14.62	21.61	552.88	2,388.1	9,051.27	1.3	47.32	521.49	2,388.09	8,129.72	8.3961	0.03	391	2,388	100	38.98	23.4712	102
1	91	0.0025	-0.0004	100	518.67	641.98	1,584.84	1,404.76	14.62	21.61	553.54	2,388.04	9,050.72	1.3	47.32	521.55	2,388.1	8,134.4	8.3949	0.03	394	2,388	100	39.11	23.3842	101
1	92	0.001	-0.0002	100	518.67	642.89	1,590.03	1,400.77	14.62	21.61	553.81	2,388.14	9,048.36	1.3	47.45	521.91	2,388.05	8,131.39	8.3982	0.03	392	2,388	100	38.99	23.3522	100
1	93	0.0032	0.0002	100	518.67	642.85	1,593.74	1,408.48	14.62	21.61	554.07	2,388.07	9,047.87	1.3	47.46	521.43	2,388.08	8,133.15	8.421	0.03	392	2,388	100	38.86	23.2477	99
1	94	-0.0021	0.0002	100	518.67	642.45	1,583.27	1,404.94	14.62	21.61	553.86	2,388.15	9,045.83	1.3	47.48	521.61	2,388.07	8,132.4	8.4524	0.03	393	2,388	100	38.85	23.3758	98
1	95	0.0019	0.0003	100	518.67	642.86	1,577.6	1,410.1	14.62	21.61	553.91	2,388.02	9,048.85	1.3	47.38	521.92	2,388.02	8,131.63	8.4575	0.03	394	2,388	100	38.76	23.3269	97
1	96	-0.0034	0.0001	100	518.67	642.19	1,584.07	1,395.16	14.62	21.61	553.34	2,388.07	9,048.71	1.3	47.39	521.66	2,388.06	8,130.69	8.4311	0.03	392	2,388	100	38.88	23.3255	96
1	97	0.0035	-0.0003	100	518.67	642.07	1,595.77	1,407.81	14.62	21.61	553.4	2,388.09	9,046.1	1.3	47.46	521.67	2,388.06	8,128.74	8.4105	0.03	392	2,388	100	39.01	23.2963	95
1	98	0.0006	0.0004	100	518.67	642	1,591.11	1,404.56	14.62	21.61	552.75	2,388.06	9,045.49	1.3	47.37	522.31	2,388.06	8,127.89	8.4012	0.03	391	2,388	100	38.96	23.2554	94
1	99	-0.0005	-0	100	518.67	642.46	1,592.73	1,406.13	14.62	21.61	553.76	2,388.08	9,045.14	1.3	47.4	521.42	2,388.1	8,131.77	8.4481	0.03	393	2,388	100	38.82	23.2323	93
1	100	-0.0021	-0.0003	100	518.67	642.22	1,589.63	1,411.35	14.62	21.61	554.22	2,388.07	9,045.72	1.3	47.64	521.55	2,388.08	8,132.49	8.4241	0.03	392	2,388	100	38.93	23.409	92

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CMAPSS Jet Engine Simulated Data FD001 - NASA

This dataset contains simulated data from the CMAPSS (Commercial Modular Aero-Propulsion System Simulation) Jet Engine by NASA, FD001.

Train trjectories: 100 Test trajectories: 100 Conditions: ONE (Sea Level) Fault Modes: ONE (HPC 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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