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
247
92
42.0012
0.8407
100
445
548.9
1,344.18
1,111.98
3.91
5.69
137.02
2,211.93
8,307.36
1.01
41.64
129.62
2,387.96
8,074.31
9.4003
0.02
329
2,212
100
10.7
6.3703
119
247
93
0.0011
0
100
518.67
642.47
1,575.96
1,402.34
14.62
21.57
550.74
2,387.76
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47.18
518.89
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8,120.27
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0.03
390
2,388
100
38.95
23.2787
118
247
94
25.0042
0.6217
60
462.54
535.91
1,249.02
1,038.75
7.05
9
174.22
1,915.26
7,995.44
0.94
36.39
163.37
2,028.13
7,864.09
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0.02
303
1,915
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14.15
8.5723
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247
95
35
0.8412
100
449.44
554.85
1,357.12
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5.48
7.97
193.74
2,222.72
8,332.2
1.02
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98
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100
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100
24.48
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247
99
42.0023
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100
445
549.36
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330
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100
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247
100
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328
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100
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247
101
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549.17
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329
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100
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247
102
42.0035
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445
549
1,345.78
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100
10.5
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103
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100
24.6
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104
0.0029
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391
2,388
100
39.18
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247
105
42.007
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445
549.06
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247
106
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100
489.05
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44.98
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2,319
100
28.73
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107
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445
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326
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247
108
25.0063
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174.46
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102
247
110
24.9984
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462.54
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173.98
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305
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247
111
35.0059
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449.44
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247
112
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247
113
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247
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39.2
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247
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491.19
606.51
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333.05
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43.94
313.07
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364
2,324
100
24.68
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247
116
42.0064
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445
549.35
1,348.04
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329
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247
117
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445
549.19
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329
2,212
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10.57
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247
118
9.998
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489.05
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371.17
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366
2,319
100
28.92
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247
119
0.0026
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100
518.67
642.25
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552.89
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2,388
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38.93
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35.0054
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332.76
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312.95
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247
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0.0014
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100
518.67
642.06
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2,388
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38.96
23.3879
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247
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0.0001
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518.67
642.14
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553.32
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392
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247
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10.0056
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42.0017
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247
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42.002
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548.95
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362
2,324
100
24.5
14.6808
64
247
148
20.0072
0.7
100
491.19
606.98
1,477.94
1,241.34
9.35
13.59
333.82
2,323.82
8,720.13
1.07
44.08
314.18
2,387.91
8,061.58
9.189
0.02
364
2,324
100
24.51
14.7033
63
247
149
35.0014
0.84
100
449.44
555.13
1,353.5
1,119.34
5.48
7.97
194.18
2,222.9
8,342.32
1.02
41.73
182.94
2,388
8,065.64
9.2985
0.02
332
2,223
100
14.87
8.9159
62
247
150
0.0004
0
100
518.67
642.14
1,583.2
1,402.18
14.62
21.57
555.21
2,387.95
9,059.48
1.3
47.26
522.2
2,388.04
8,142.44
8.3946
0.03
392
2,388
100
39.06
23.4313
61
247
151
0.0011
0
100
518.67
642.37
1,582.91
1,400.04
14.62
21.57
554.42
2,387.99
9,059.29
1.3
47.32
522.77
2,388.02
8,142.52
8.3678
0.03
392
2,388
100
39.01
23.4902
60
247
152
42.0067
0.84
100
445
549.43
1,348.42
1,119.01
3.91
5.69
139.07
2,212.1
8,315.02
1.02
41.4
130.83
2,388.11
8,087.03
9.3295
0.02
329
2,212
100
10.53
6.4111
59
247
153
24.9985
0.6208
60
462.54
536.56
1,256.76
1,045.1
7.05
9
175.88
1,915.36
8,003.57
0.94
36.38
164.6
2,028.24
7,876.03
10.8281
0.02
306
1,915
84.93
14.32
8.6333
58
247
154
10.0079
0.25
100
489.05
604.09
1,495.95
1,290.25
10.52
15.45
395.3
2,318.79
8,775.92
1.26
45.23
372.04
2,387.94
8,130.65
8.5897
0.03
367
2,319
100
28.62
17.2118
57
247
155
20.0032
0.7012
100
491.19
607.32
1,480.26
1,248.27
9.35
13.6
334.91
2,323.88
8,729.96
1.07
44.06
314.35
2,387.95
8,063.75
9.1533
0.02
365
2,324
100
24.58
14.6887
56
247
156
42.0053
0.8407
100
445
549.24
1,351.45
1,115.19
3.91
5.69
138.53
2,212.03
8,330.83
1.02
41.8
130.52
2,388.14
8,090.42
9.3137
0.02
329
2,212
100
10.57
6.3104
55
247
157
10.003
0.2502
100
489.05
604.27
1,503.2
1,299.03
10.52
15.46
396.32
2,318.92
8,787
1.26
45.32
372.64
2,388.08
8,138.22
8.5549
0.03
368
2,319
100
28.72
17.2445
54
247
158
0.001
0
100
518.67
641.97
1,584.64
1,408.18
14.62
21.57
556.03
2,388.05
9,057.66
1.3
47.31
523.39
2,387.98
8,143.12
8.3312
0.03
394
2,388
100
39.03
23.4973
53
247
159
35.0016
0.84
100
449.44
555.05
1,363.46
1,127.31
5.48
7.97
195.1
2,222.96
8,345.53
1.02
41.73
182.95
2,388.08
8,070.58
9.2425
0.02
333
2,223
100
14.83
8.9261
52
247
160
20.0025
0.7008
100
491.19
607.19
1,482.3
1,243.22
9.35
13.6
335.41
2,323.94
8,727.84
1.08
44.25
315.45
2,388.03
8,065.64
9.1447
0.02
364
2,324
100
24.7
14.7647
51
247
161
10.0048
0.2507
100
489.05
604.81
1,498.65
1,297.76
10.52
15.46
396.17
2,318.87
8,789.22
1.26
45.19
372.89
2,388.03
8,136.59
8.5899
0.03
370
2,319
100
28.76
17.1417
50
247
162
25.0029
0.62
60
462.54
536.6
1,262.87
1,043.94
7.05
9
176.11
1,915.42
8,007.44
0.94
36.6
164.08
2,028.38
7,878.93
10.8344
0.02
304
1,915
84.93
14.33
8.6046
49
247
163
42.0056
0.8404
100
445
548.83
1,349.77
1,122.53
3.91
5.69
139.34
2,212.08
8,328.35
1.02
41.77
130.74
2,388.18
8,090.57
9.2683
0.02
330
2,212
100
10.83
6.284
48
247
164
20.0042
0.7
100
491.19
607.36
1,470.73
1,239.48
9.35
13.6
335.19
2,323.87
8,726.48
1.08
44.01
315.31
2,388
8,065.81
9.1768
0.02
363
2,324
100
24.48
14.7385
47
247
165
0.002
0
100
518.67
642.21
1,588.09
1,407.26
14.62
21.57
557.52
2,388.04
9,059.41
1.3
47.22
524.84
2,388.04
8,143.43
8.3795
0.03
391
2,388
100
39.26
23.4926
46
247
166
41.9988
0.84
100
445
549.18
1,344.8
1,122.25
3.91
5.69
139.11
2,212.12
8,323.89
1.02
41.81
130.95
2,388.15
8,090.92
9.3062
0.02
330
2,212
100
10.73
6.4553
45
247
167
0.0005
0.0015
100
518.67
642.9
1,585.79
1,402.44
14.62
21.57
556.53
2,388.02
9,069.88
1.3
47.54
524.6
2,388.09
8,145.57
8.3575
0.03
394
2,388
100
39.11
23.467
44
247
168
25.0014
0.62
60
462.54
536.78
1,262.2
1,051.4
7.05
9
176.27
1,915.43
8,006.02
0.94
36.56
165
2,028.35
7,879.11
10.8199
0.02
307
1,915
84.93
14.37
8.6525
43
247
169
10.0071
0.25
100
489.05
605
1,505.96
1,302.36
10.52
15.45
396.06
2,318.91
8,785.05
1.26
45.28
372.78
2,388.1
8,140.6
8.5856
0.03
369
2,319
100
28.72
17.3324
42
247
170
25.0056
0.6215
60
462.54
536.73
1,262.44
1,045.28
7.05
9
176.3
1,915.45
8,011.62
0.94
36.59
165.3
2,028.34
7,876.94
10.7772
0.02
307
1,915
84.93
14.44
8.5577
41
247
171
0.0029
0.0005
100
518.67
642.64
1,585.96
1,402.34
14.62
21.58
557.5
2,388.07
9,064.84
1.3
47.53
525.38
2,388.09
8,150.17
8.3462
0.03
392
2,388
100
39.16
23.4778
40
247
172
25.0042
0.62
60
462.54
536.81
1,252.73
1,040.86
7.05
8.99
176.33
1,915.49
8,018.86
0.94
36.6
165.41
2,028.39
7,879.44
10.7626
0.02
307
1,915
84.93
14.28
8.6888
39
247
173
0.0025
0
100
518.67
642.59
1,584.12
1,405.75
14.62
21.57
558.1
2,388.14
9,075.77
1.3
47.49
526.35
2,388.18
8,146.6
8.343
0.03
393
2,388
100
39.25
23.4681
38
247
174
42.0034
0.8419
100
445
548.67
1,358.06
1,126.3
3.91
5.69
140.16
2,212.17
8,329.95
1.03
42.11
131.02
2,388.25
8,096.59
9.2505
0.02
330
2,212
100
10.69
6.4553
37
247
175
35.0046
0.84
100
449.44
555.54
1,366.77
1,121.46
5.48
7.97
194.9
2,223.18
8,362.55
1.03
41.92
183.54
2,388.18
8,073.37
9.2157
0.02
334
2,223
100
14.93
8.9774
36
247
176
35.0045
0.84
100
449.44
554.9
1,363.51
1,131.13
5.48
7.97
194.68
2,223.14
8,363.06
1.03
41.75
184.43
2,388.25
8,081.22
9.2052
0.02
334
2,223
100
15.15
9.0934
35
247
177
20.0032
0.7
100
491.19
606.98
1,488.26
1,254.6
9.35
13.6
336.05
2,324.07
8,742.5
1.08
44.37
317.28
2,388.18
8,076.83
9.1118
0.02
365
2,324
100
24.73
14.8156
34
247
178
34.9998
0.84
100
449.44
555.15
1,360.41
1,129.01
5.48
7.97
196.55
2,223.12
8,362.77
1.03
41.95
184.29
2,388.26
8,078.45
9.2217
0.02
333
2,223
100
14.97
8.9953
33
247
179
0.0001
0.0009
100
518.67
642.39
1,595.58
1,397.37
14.62
21.57
558.2
2,388.11
9,074.03
1.3
47.3
525.81
2,388.16
8,155.23
8.3039
0.03
393
2,388
100
39.21
23.5366
32
247
180
35.0039
0.84
100
449.44
555.5
1,370.44
1,127.48
5.48
7.97
195.81
2,223.19
8,365.2
1.03
42.07
184.12
2,388.29
8,080.8
9.2119
0.02
333
2,223
100
14.91
9.0574
31
247
181
20.007
0.7005
100
491.19
607.34
1,483.86
1,258.69
9.35
13.6
337.73
2,324.13
8,740.91
1.08
44.41
317.1
2,388.26
8,071.13
9.1015
0.02
365
2,324
100
24.72
14.7633
30
247
182
0.0008
0
100
518.67
642.56
1,584.34
1,406.07
14.62
21.57
559.63
2,388.22
9,079.82
1.31
47.54
527.39
2,388.14
8,155.38
8.3215
0.03
393
2,388
100
39.23
23.4326
29
247
183
20.0021
0.7013
100
491.19
606.69
1,486.19
1,247.7
9.35
13.6
338.38
2,324.17
8,738.13
1.08
44.48
317.53
2,388.28
8,076.82
9.1106
0.02
365
2,324
100
24.62
14.8852
28
247
184
34.9997
0.84
100
449.44
555.7
1,368.57
1,131.54
5.48
7.97
196.17
2,223.22
8,375.09
1.03
41.86
184.91
2,388.36
8,089.07
9.2231
0.02
333
2,223
100
15.05
9.0044
27
247
185
0.0012
0.0017
100
518.67
642.57
1,589.36
1,407.89
14.62
21.58
561.14
2,388.23
9,082.43
1.31
47.48
528.18
2,388.22
8,164.11
8.2978
0.03
394
2,388
100
39.25
23.4549
26
247
186
25.0073
0.6209
60
462.54
536.2
1,266.83
1,050.3
7.05
9
176.9
1,915.61
8,022.22
0.94
36.83
166.09
2,028.5
7,888.7
10.7397
0.02
307
1,915
84.93
14.36
8.6595
25
247
187
0.0002
0
100
518.67
642.14
1,591.1
1,409.9
14.62
21.58
560.85
2,388.25
9,082.59
1.31
47.6
528.78
2,388.22
8,162.11
8.3215
0.03
394
2,388
100
39.38
23.6485
24
247
188
34.9994
0.8414
100
449.44
555.86
1,371.33
1,126.46
5.48
7.97
196.85
2,223.3
8,375
1.03
41.95
185.74
2,388.38
8,090.46
9.1838
0.02
335
2,223
100
14.88
9.073
23
247
189
42.0014
0.84
100
445
549.19
1,359.06
1,132.29
3.91
5.69
139.88
2,212.2
8,343.81
1.03
42.18
131.77
2,388.32
8,113.73
9.2132
0.02
331
2,212
100
10.8
6.4105
22
247
190
41.998
0.84
100
445
549.22
1,356.69
1,127.12
3.91
5.69
140.51
2,212.23
8,353.7
1.03
42.34
132.25
2,388.42
8,115.45
9.1831
0.02
334
2,212
100
10.7
6.4402
21
247
191
20.0067
0.7
100
491.19
607.27
1,485.21
1,255.85
9.35
13.6
339.08
2,324.28
8,747.33
1.09
44.52
318.86
2,388.44
8,087.36
9.0821
0.02
365
2,324
100
24.83
14.9403
20