UDI
int64
Product ID
string
Type
string
Air temperature [K]
float64
Process temperature [K]
float64
Rotational speed [rpm]
int64
Torque [Nm]
float64
Tool wear [min]
int64
Machine failure
int64
TWF
int64
HDF
int64
PWF
int64
OSF
int64
RNF
int64
501
M15360
M
297.5
309.2
1,804
27.4
215
0
0
0
0
0
0
502
M15361
M
297.6
309.3
1,464
46.2
218
0
0
0
0
0
0
503
L47682
L
297.6
309.2
1,390
43.3
221
0
0
0
0
0
0
504
M15363
M
297.6
309.2
1,442
48.1
0
0
0
0
0
0
0
505
M15364
M
297.6
309.3
1,529
41.9
3
0
0
0
0
0
0
506
L47685
L
297.6
309.3
1,610
35
6
0
0
0
0
0
0
507
L47686
L
297.6
309.3
1,543
34.3
8
0
0
0
0
0
0
508
H29921
H
297.8
309.4
1,445
48.2
10
0
0
0
0
0
0
509
L47688
L
297.7
309.3
1,893
24.6
15
0
0
0
0
0
0
510
M15369
M
297.6
309.3
1,415
41.3
17
0
0
0
0
0
0
511
L47690
L
297.5
309.3
1,564
37.5
20
0
0
0
0
0
0
512
L47691
L
297.5
309.3
1,479
39.4
22
0
0
0
0
0
0
513
L47692
L
297.5
309.2
1,426
44.8
24
0
0
0
0
0
0
514
L47693
L
297.4
309.2
1,428
38.8
26
0
0
0
0
0
0
515
L47694
L
297.4
309.2
1,620
33.2
28
0
0
0
0
0
0
516
L47695
L
297.5
309.2
1,715
28
30
0
0
0
0
0
0
517
L47696
L
297.5
309.3
1,732
29.9
32
0
0
0
0
0
0
518
M15377
M
297.5
309.4
1,391
58.2
34
0
0
0
0
0
0
519
L47698
L
297.6
309.5
1,924
20.6
37
0
0
0
0
0
0
520
M15379
M
297.7
309.5
2,027
19.8
39
0
0
0
0
0
0
521
L47700
L
297.6
309.5
1,617
36.2
42
0
0
0
0
0
0
522
L47701
L
297.5
309.4
1,497
35.8
44
0
0
0
0
0
0
523
M15382
M
297.5
309.5
1,448
43.7
46
0
0
0
0
0
0
524
L47703
L
297.4
309.4
1,401
45.9
49
0
0
0
0
0
0
525
L47704
L
297.4
309.4
1,620
35.4
51
0
0
0
0
0
0
526
L47705
L
297.4
309.4
1,466
45.5
53
0
0
0
0
0
0
527
L47706
L
297.6
309.5
1,373
50.6
55
0
0
0
0
0
0
528
M15387
M
297.6
309.6
1,592
35.8
57
0
0
0
0
0
0
529
M15388
M
297.5
309.5
1,553
42.4
60
0
0
0
0
0
0
530
L47709
L
297.6
309.5
1,569
36.2
63
0
0
0
0
0
0
531
M15390
M
297.6
309.5
1,709
32.2
65
0
0
0
0
0
0
532
L47711
L
297.6
309.5
1,549
34.9
68
0
0
0
0
0
0
533
L47712
L
297.5
309.4
1,443
45.4
70
0
0
0
0
0
0
534
L47713
L
297.5
309.3
1,675
29.8
72
0
0
0
0
0
0
535
L47714
L
297.5
309.3
1,623
33.4
74
0
0
0
0
0
0
536
H29949
H
297.4
309.3
1,365
52.4
76
0
0
0
0
0
0
537
L47716
L
297.4
309.3
1,759
24.8
81
0
0
0
0
0
0
538
H29951
H
297.4
309.3
1,516
43
83
0
0
0
0
0
0
539
M15398
M
297.4
309.3
1,499
36.8
88
0
0
0
0
0
0
540
M15399
M
297.4
309.3
1,775
25.8
91
0
0
0
0
0
0
541
L47720
L
297.4
309.4
1,473
45.5
94
0
0
0
0
0
0
542
L47721
L
297.4
309.4
1,296
52.3
96
0
0
0
0
0
0
543
L47722
L
297.5
309.4
1,803
24.7
98
0
0
0
0
0
0
544
H29957
H
297.5
309.3
1,563
36.1
100
0
0
0
0
0
0
545
M15404
M
297.5
309.4
1,831
26.6
105
0
0
0
0
0
0
546
L47725
L
297.6
309.4
1,958
22.1
108
0
0
0
0
0
0
547
L47726
L
297.5
309.4
1,809
24.3
110
0
0
0
0
0
0
548
M15407
M
297.5
309.4
1,482
39.3
112
0
0
0
0
0
0
549
L47728
L
297.4
309.3
1,332
53.2
115
0
0
0
0
0
0
550
L47729
L
297.4
309.2
1,437
40.4
117
0
0
0
0
0
0
551
L47730
L
297.4
309.2
1,698
29.4
119
0
0
0
0
0
0
552
L47731
L
297.4
309.2
1,274
54.3
121
0
0
0
0
0
0
553
M15412
M
297.4
309.3
1,622
35
123
0
0
0
0
0
0
554
M15413
M
297.4
309.3
1,564
36
126
0
0
0
0
0
0
555
H29968
H
297.5
309.4
1,368
45.3
129
0
0
0
0
0
0
556
M15415
M
297.4
309.4
1,539
42.2
134
0
0
0
0
0
0
557
L47736
L
297.5
309.4
1,357
50.1
137
0
0
0
0
0
0
558
M15417
M
297.5
309.4
1,433
48.3
139
0
0
0
0
0
0
559
L47738
L
297.5
309.4
1,650
34.6
142
0
0
0
0
0
0
560
L47739
L
297.5
309.4
1,503
40.6
144
0
0
0
0
0
0
561
L47740
L
297.5
309.4
1,318
58.2
146
0
0
0
0
0
0
562
M15421
M
297.5
309.4
1,678
34.4
148
0
0
0
0
0
0
563
L47742
L
297.6
309.5
1,574
30.9
151
0
0
0
0
0
0
564
L47743
L
297.7
309.6
1,529
35.2
153
0
0
0
0
0
0
565
H29978
H
297.6
309.6
1,669
32.1
155
0
0
0
0
0
0
566
H29979
H
297.7
309.7
1,570
35.8
160
0
0
0
0
0
0
567
M15426
M
297.6
309.7
1,541
33.7
165
0
0
0
0
0
0
568
M15427
M
297.7
309.7
1,680
30.2
168
0
0
0
0
0
0
569
L47748
L
297.8
309.7
1,935
22.1
171
0
0
0
0
0
0
570
M15429
M
297.7
309.6
1,596
35.2
173
0
0
0
0
0
0
571
L47750
L
297.7
309.7
1,498
41
176
0
0
0
0
0
0
572
M15431
M
297.8
309.8
1,676
29
178
0
0
0
0
0
0
573
L47752
L
297.8
309.9
1,351
49
181
0
0
0
0
0
0
574
L47753
L
297.9
309.9
1,472
45
183
0
0
0
0
0
0
575
M15434
M
297.9
310
1,439
41.7
185
0
0
0
0
0
0
576
M15435
M
297.9
309.9
1,410
55.4
188
0
0
0
0
0
0
577
H29990
H
297.7
309.7
1,440
51.1
191
0
0
0
0
0
0
578
L47757
L
297.7
309.7
1,591
37.7
196
0
0
0
0
0
0
579
L47758
L
297.8
309.8
1,533
36.8
198
0
0
0
0
0
0
580
M15439
M
297.8
309.7
1,700
31.3
200
0
0
0
0
0
0
581
M15440
M
297.8
309.8
1,798
25.5
203
0
0
0
0
0
0
582
L47761
L
297.8
309.7
1,394
42.9
206
0
0
0
0
0
0
583
L47762
L
297.8
309.7
1,341
49.2
208
0
0
0
0
0
0
584
H29997
H
297.7
309.6
1,697
32.2
210
0
0
0
0
0
0
585
H29998
H
297.6
309.6
1,419
48.2
215
0
0
0
0
0
0
586
L47765
L
297.6
309.5
2,001
20.5
220
0
0
0
0
0
0
587
L47766
L
297.6
309.6
1,501
49.8
222
1
0
0
0
1
0
588
H30001
H
297.6
309.5
1,623
33.1
224
0
0
0
0
0
0
589
L47768
L
297.6
309.4
1,628
33.4
229
0
0
0
0
0
0
590
L47769
L
297.6
309.4
1,491
40.2
231
0
0
0
0
0
0
591
L47770
L
297.5
309.4
1,517
36.7
233
0
0
0
0
0
0
592
H30005
H
297.5
309.3
1,525
41.7
235
0
0
0
0
0
0
593
H30006
H
297.5
309.5
1,668
27.9
240
0
0
0
0
0
0
594
L47773
L
297.5
309.6
1,312
50.7
0
0
0
0
0
0
0
595
H30008
H
297.6
309.6
1,278
50.4
2
0
0
0
0
0
0
596
M15455
M
297.6
309.6
1,330
53.1
7
0
0
0
0
0
0
597
M15456
M
297.6
309.6
1,530
37.3
10
0
0
0
0
0
0
598
H30011
H
297.6
309.6
1,428
46.6
13
0
0
0
0
0
0
599
L47778
L
297.7
309.6
1,480
47.9
18
0
0
0
0
0
0
600
H30013
H
297.7
309.7
1,616
31.1
20
0
0
0
0
0
0