Datasets:
penikmatrumput
/
nasa-cmapss-rul

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unit_number
int64
1
260
time_in_cycles
int64
1
543
op_setting_1
float64
-0.01
42
op_setting_2
float64
-0
0.84
op_setting_3
float64
60
100
sensor_1
float64
445
519
sensor_2
float64
535
645
sensor_3
float64
1.24k
1.62k
sensor_4
float64
1.02k
1.44k
sensor_5
float64
3.91
14.6
sensor_6
float64
5.67
21.6
sensor_7
float64
136
571
sensor_8
float64
1.91k
2.39k
sensor_9
float64
7.98k
9.24k
sensor_10
float64
0.93
1.32
sensor_11
float64
36
48.5
sensor_12
float64
128
537
sensor_13
float64
2.03k
2.39k
sensor_14
float64
7.85k
8.29k
sensor_15
float64
8.16
11.1
sensor_16
float64
0.02
0.03
sensor_17
int64
302
400
sensor_18
int64
1.92k
2.39k
sensor_19
float64
84.9
100
sensor_20
float64
10.2
39.9
sensor_21
float64
6.01
24
RUL
int64
0
542
249
197
0.0003
0
100
518.67
642.79
1,589.06
1,402.86
14.62
21.57
557.34
2,388.1
9,072.45
1.3
47.38
524.9
2,388.05
8,151.4
8.3151
0.03
392
2,388
100
39.12
23.386
58
249
198
0.0015
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100
518.67
642.2
1,581.18
1,405.46
14.62
21.57
556.47
2,388.1
9,067.33
1.3
47.32
525.3
2,388.06
8,145.34
8.3353
0.03
393
2,388
100
39.24
23.3084
57
249
199
34.9985
0.8401
100
449.44
555.05
1,365.33
1,126.25
5.48
7.97
194.82
2,223.08
8,355.08
1.03
41.63
183.6
2,388.25
8,079.78
9.2714
0.02
332
2,223
100
15.03
9.0609
56
249
200
35.0044
0.84
100
449.44
554.53
1,364.27
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7.96
194.55
2,223.11
8,357.69
1.03
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2,388.24
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0.02
333
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100
15.03
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249
201
42.0039
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549.06
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329
2,212
100
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6.4394
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249
202
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100
28.94
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249
203
42.0046
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445
549.05
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331
2,212
100
10.82
6.4544
52
249
204
42.0054
0.8409
100
445
549.54
1,350
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130.93
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331
2,212
100
10.51
6.3145
51
249
205
0.0027
0
100
518.67
642.34
1,596.77
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14.62
21.57
557.85
2,388.13
9,077.93
1.3
47.42
525.28
2,388.15
8,158.11
8.3079
0.03
393
2,388
100
39.23
23.4552
50
249
206
35.0005
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100
449.44
555.76
1,369.08
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196.41
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184.23
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333
2,223
100
14.89
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49
249
207
10.003
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100
489.05
604.48
1,495.95
1,308.1
10.52
15.46
397.6
2,319
8,794.59
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45.44
374.41
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8,140.37
8.5239
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369
2,319
100
28.85
17.2719
48
249
208
42.0056
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100
445
549.43
1,353.57
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3.91
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2,212.22
8,337.04
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42.08
131.19
2,388.24
8,103.02
9.276
0.02
331
2,212
100
10.73
6.4354
47
249
209
25.0064
0.62
60
462.54
536.59
1,264.48
1,040.71
7.05
9
176.62
1,915.54
8,015.22
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36.73
165.48
2,028.43
7,885.58
10.7904
0.02
308
1,915
84.93
14.36
8.6853
46
249
210
25.0068
0.62
60
462.54
536.94
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9
176.34
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36.5
165.11
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306
1,915
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8.722
45
249
211
42.0065
0.8417
100
445
549.73
1,353.28
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139.2
2,212.2
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1.03
42.09
131.26
2,388.25
8,099.95
9.2438
0.02
329
2,212
100
10.56
6.3264
44
249
212
20.005
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100
491.19
607.25
1,480.78
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13.6
336.62
2,324.08
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44.37
316.74
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8,077.36
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366
2,324
100
24.75
14.7397
43
249
213
19.9996
0.7001
100
491.19
607.12
1,483.92
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13.6
337.48
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8,735.29
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44.47
317.45
2,388.26
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9.0859
0.02
365
2,324
100
24.66
14.6882
42
249
214
35.0016
0.84
100
449.44
555.31
1,367.08
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7.97
196.52
2,223.2
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184.58
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0.02
335
2,223
100
14.82
9.1506
41
249
215
25.0013
0.62
60
462.54
536.8
1,255.98
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9
176.97
1,915.53
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36.64
166.03
2,028.5
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310
1,915
84.93
14.45
8.585
40
249
216
0.0005
0.001
100
518.67
642.57
1,593.48
1,408.81
14.62
21.57
559.56
2,388.19
9,073.52
1.31
47.52
527.41
2,388.18
8,157.08
8.3176
0.03
392
2,388
100
39.16
23.4776
39
249
217
0.0022
0.001
100
518.67
642.48
1,593.66
1,408.58
14.62
21.57
560.09
2,388.18
9,075.43
1.3
47.58
527.5
2,388.19
8,157.93
8.3315
0.03
393
2,388
100
39.25
23.585
38
249
218
35.0058
0.8413
100
449.44
554.92
1,376.01
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5.48
7.96
196.63
2,223.21
8,364.94
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41.74
184.23
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8,084.9
9.2141
0.02
334
2,223
100
14.97
8.9471
37
249
219
10.004
0.2514
100
489.05
604.78
1,499.96
1,311.71
10.52
15.46
398.28
2,319.03
8,804.76
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45.54
376.05
2,388.33
8,149.88
8.5655
0.03
372
2,319
100
28.73
17.2108
36
249
220
35.001
0.84
100
449.44
554.81
1,362.33
1,131.33
5.48
7.97
196.44
2,223.24
8,368.35
1.03
41.91
185.2
2,388.32
8,086.44
9.2112
0.02
333
2,223
100
14.96
9.0117
35
249
221
34.9981
0.84
100
449.44
555.59
1,360.27
1,127.38
5.48
7.96
195.65
2,223.28
8,377.04
1.03
41.83
184.59
2,388.38
8,084.56
9.2077
0.02
336
2,223
100
15.05
8.9608
34
249
222
20.0029
0.7
100
491.19
607.25
1,485.51
1,254.13
9.35
13.6
337.94
2,324.23
8,750.65
1.08
44.27
318.52
2,388.35
8,085.52
9.0951
0.02
365
2,324
100
24.8
14.7251
33
249
223
42.0024
0.8407
100
445
549.5
1,341.63
1,121.35
3.91
5.69
140.01
2,212.26
8,335.13
1.03
42.29
132.03
2,388.39
8,110.39
9.2274
0.02
331
2,212
100
10.67
6.3673
32
249
224
35.0053
0.84
100
449.44
555.5
1,369.43
1,131.9
5.48
7.97
196.53
2,223.32
8,373.31
1.03
42.13
185.09
2,388.41
8,091.87
9.1552
0.02
333
2,223
100
15
8.9784
31
249
225
20.0065
0.7001
100
491.19
607.21
1,484.98
1,257.59
9.35
13.6
339.03
2,324.24
8,751.47
1.08
44.58
319.02
2,388.43
8,085.09
9.0641
0.02
367
2,324
100
24.93
14.7784
30
249
226
10.0065
0.2512
100
489.05
605.24
1,506.68
1,311.09
10.52
15.46
398.83
2,319.17
8,811.45
1.26
45.51
376.33
2,388.43
8,153.65
8.5117
0.03
369
2,319
100
28.99
17.3784
29
249
227
10.0058
0.252
100
489.05
604.51
1,500.69
1,309.67
10.52
15.46
398.95
2,319.16
8,809.99
1.27
45.76
376.35
2,388.33
8,155.98
8.4905
0.03
373
2,319
100
28.86
17.4102
28
249
228
20
0.7
100
491.19
607.71
1,490.15
1,249.13
9.35
13.6
338.53
2,324.23
8,754.76
1.08
44.52
318.93
2,388.39
8,091.27
9.0762
0.02
367
2,324
100
25
14.8493
27
249
229
10.0028
0.25
100
489.05
605.16
1,508.88
1,309.89
10.52
15.46
400.08
2,319.15
8,810.18
1.27
45.7
376.91
2,388.47
8,151.67
8.5184
0.03
371
2,319
100
28.77
17.3346
26
249
230
10.0065
0.25
100
489.05
605.27
1,508.27
1,316.45
10.52
15.46
400.59
2,319.21
8,816.79
1.27
45.56
377.2
2,388.43
8,163.28
8.5283
0.03
370
2,319
100
28.77
17.4216
25
249
231
20.0028
0.7
100
491.19
607.36
1,481.66
1,251.73
9.35
13.59
338.62
2,324.28
8,751.9
1.08
44.56
318.97
2,388.42
8,085.18
9.0518
0.02
365
2,324
100
24.77
14.8058
24
249
232
42.0079
0.84
100
445
549.62
1,351.29
1,133.04
3.91
5.69
141.26
2,212.3
8,353.37
1.04
42.23
132.92
2,388.46
8,123.32
9.1717
0.02
331
2,212
100
10.64
6.4741
23
249
233
35.0042
0.84
100
449.44
555.31
1,367.81
1,139.78
5.48
7.97
196.73
2,223.4
8,390.43
1.04
42.29
185.83
2,388.53
8,107.01
9.1695
0.02
336
2,223
100
15.16
9.0471
22
249
234
41.9981
0.8407
100
445
549.79
1,354.77
1,135.11
3.91
5.69
141.52
2,212.34
8,354.81
1.04
42.43
132.94
2,388.49
8,117.41
9.1923
0.02
332
2,212
100
10.81
6.4973
21
249
235
42.0071
0.84
100
445
549.32
1,358.66
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5.69
140.95
2,212.28
8,360.85
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42.25
133.08
2,388.46
8,121.27
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0.02
332
2,212
100
10.78
6.3638
20
249
236
41.9986
0.841
100
445
549.43
1,354.63
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3.91
5.69
141.54
2,212.36
8,368.07
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42.36
132.89
2,388.51
8,126.21
9.1413
0.02
334
2,212
100
10.54
6.4883
19
249
237
25.0012
0.62
60
462.54
537.06
1,259.23
1,049.33
7.05
9
178.44
1,915.72
8,032.08
0.94
36.92
167.07
2,028.67
7,892.18
10.694
0.02
310
1,915
84.93
14.58
8.7604
18
249
238
0.0019
0.0015
100
518.67
642.58
1,594.27
1,415.7
14.62
21.57
563.12
2,388.31
9,099.35
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47.83
530.36
2,388.32
8,174.36
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0.03
394
2,388
100
39.3
23.6008
17
249
239
42.0058
0.84
100
445
549.77
1,356.17
1,127.37
3.91
5.69
140.99
2,212.4
8,360.85
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42.56
133.17
2,388.52
8,125.19
9.1618
0.02
333
2,212
100
10.87
6.4236
16
249
240
0.0016
0
100
518.67
643.04
1,599.26
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21.57
564.26
2,388.37
9,111.88
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47.76
532.21
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8.2255
0.03
393
2,388
100
39.52
23.5747
15
249
241
20.0022
0.7003
100
491.19
607.48
1,491.67
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13.6
340.48
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44.83
320.91
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367
2,324
100
24.75
14.9042
14
249
242
9.998
0.25
100
489.05
605.18
1,504.41
1,319.18
10.52
15.46
401.8
2,319.39
8,826.98
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45.81
379.01
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8,164.13
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0.03
371
2,319
100
28.97
17.3846
13
249
243
35.0048
0.84
100
449.44
555.96
1,371.87
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198.66
2,223.5
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42.39
186.8
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0.02
336
2,223
100
14.88
9.0603
12
249
244
41.999
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100
445
549.17
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334
2,212
100
10.64
6.4689
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249
245
42.0009
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100
445
549.68
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141.01
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133.32
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334
2,212
100
10.65
6.47
10
249
246
42.0049
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100
445
549.66
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335
2,212
100
10.74
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249
247
41.9997
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100
445
549.79
1,359.28
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142.28
2,212.45
8,375.36
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42.61
134.15
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8,133.74
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334
2,212
100
10.71
6.4422
8
249
248
20.0016
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100
491.19
607.49
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1,265.2
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13.6
341.74
2,324.63
8,780.12
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44.83
322.01
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8,106.6
9.0165
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368
2,324
100
24.89
14.9015
7
249
249
42.0046
0.8405
100
445
549.34
1,365.59
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333
2,212
100
10.88
6.453
6
249
250
25
0.62
60
462.54
537.34
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9
179.15
1,915.84
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37.21
167.63
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307
1,915
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5
249
251
9.9998
0.25
100
489.05
605.33
1,516.36
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404.59
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380.16
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372
2,319
100
29.11
17.5234
4
249
252
0.0028
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100
518.67
643.42
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567.59
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535.02
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8.2221
0.03
396
2,388
100
39.38
23.7151
3
249
253
0.0029
0
100
518.67
643.68
1,607.72
1,430.56
14.62
21.57
569.04
2,388.51
9,126.53
1.31
48.24
535.41
2,388.48
8,193.94
8.2525
0.03
395
2,388
100
39.78
23.827
2
249
254
35.0046
0.84
100
449.44
555.77
1,381.29
1,148.18
5.48
7.96
199.93
2,223.78
8,403.64
1.05
42.53
187.92
2,388.83
8,125.64
9.0515
0.02
337
2,223
100
15.26
9.0774
1
249
255
42.003
0.84
100
445
549.85
1,369.75
1,147.45
3.91
5.69
142.47
2,212.52
8,391.31
1.05
42.6
134.32
2,388.66
8,144.33
9.1207
0.02
333
2,212
100
10.66
6.4341
0