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
601
L47780
L
297.8
309.7
1,547
37.3
25
0
0
0
0
0
0
602
L47781
L
297.9
309.7
2,194
16.8
27
0
0
0
0
0
0
603
L47782
L
297.9
309.8
2,000
21.3
29
0
0
0
0
0
0
604
L47783
L
297.9
309.8
1,336
71.6
31
1
0
0
1
0
0
605
L47784
L
297.9
309.9
1,542
33.8
33
0
0
0
0
0
0
606
M15465
M
297.9
309.8
1,693
29.9
35
0
0
0
0
0
0
607
L47786
L
297.9
309.8
1,461
50.5
38
0
0
0
0
0
0
608
M15467
M
298
309.9
1,565
33.9
40
0
0
0
0
0
0
609
L47788
L
298
309.9
1,403
47.7
43
0
0
0
0
0
0
610
L47789
L
298.1
309.9
1,629
32.5
45
0
0
0
0
0
0
611
L47790
L
298.1
310
1,534
33.7
47
0
0
0
0
0
0
612
L47791
L
298.1
310
1,553
40.9
49
0
0
0
0
0
0
613
L47792
L
298.1
309.9
1,563
32.8
51
0
0
0
0
0
0
614
L47793
L
298.1
309.9
1,634
30
53
0
0
0
0
0
0
615
M15474
M
298
309.9
1,445
45.2
55
0
0
0
0
0
0
616
L47795
L
298.1
309.9
1,642
30.4
58
0
0
0
0
0
0
617
H30030
H
298.1
309.9
1,686
29.1
60
0
0
0
0
0
0
618
M15477
M
298.1
310
1,393
43.1
65
0
0
0
0
0
0
619
H30032
H
298.2
310
1,433
44.2
68
0
0
0
0
0
0
620
L47799
L
298.3
310
1,507
44.7
73
0
0
0
0
0
0
621
M15480
M
298.3
310.1
1,389
49.6
75
0
0
0
0
0
0
622
L47801
L
298.3
310.1
1,408
45.3
78
0
0
0
0
0
0
623
M15482
M
298.4
310.2
1,725
32
80
0
0
0
0
0
0
624
L47803
L
298.4
310.1
1,926
23.7
83
0
0
0
0
0
0
625
H30038
H
298.3
310.1
1,509
37.6
85
0
0
0
0
0
0
626
L47805
L
298.3
310.1
1,545
36.3
90
0
0
0
0
0
0
627
L47806
L
298.4
310.1
1,533
35.2
92
0
0
0
0
0
0
628
L47807
L
298.4
310.1
1,455
42.2
94
0
0
0
0
0
0
629
M15488
M
298.4
310.1
1,335
57.8
96
0
0
0
0
0
0
630
L47809
L
298.3
310.1
1,523
45.9
99
0
0
0
0
0
0
631
L47810
L
298.3
310
1,460
47.6
101
0
0
0
0
0
0
632
L47811
L
298.4
310
1,554
37.3
103
0
0
0
0
0
0
633
H30046
H
298.3
310
1,419
47.1
105
0
0
0
0
0
0
634
L47813
L
298.3
310
1,442
43.9
110
0
0
0
0
0
0
635
L47814
L
298.3
309.9
1,507
41.6
112
0
0
0
0
0
0
636
L47815
L
298.3
310
1,858
23.9
114
0
0
0
0
0
0
637
L47816
L
298.3
309.9
1,463
43.9
116
0
0
0
0
0
0
638
L47817
L
298.2
309.7
1,585
37.4
118
0
0
0
0
0
0
639
L47818
L
298
309.6
1,536
37.3
120
0
0
0
0
0
0
640
L47819
L
298
309.6
1,403
51.3
122
0
0
0
0
0
0
641
M15500
M
297.9
309.6
1,515
38.8
124
0
0
0
0
0
0
642
L47821
L
297.9
309.5
1,390
47.9
127
0
0
0
0
0
0
643
M15502
M
297.8
309.4
1,226
58.7
129
0
0
0
0
0
0
644
M15503
M
297.8
309.4
1,495
36.5
132
0
0
0
0
0
0
645
H30058
H
297.7
309.4
1,608
30.2
135
0
0
0
0
0
0
646
L47825
L
297.7
309.4
1,392
44.1
140
0
0
0
0
0
0
647
M15506
M
297.7
309.4
1,461
43.7
142
0
0
0
0
0
0
648
L47827
L
297.7
309.3
1,559
36.9
145
0
0
0
0
0
0
649
H30062
H
297.7
309.3
1,400
48.9
147
0
0
0
0
0
0
650
M15509
M
297.7
309.2
1,732
28.8
152
0
0
0
0
0
0
651
L47830
L
297.6
309.2
1,611
33.1
155
0
0
0
0
0
0
652
L47831
L
297.6
309.1
1,503
38.9
157
0
0
0
0
0
0
653
L47832
L
297.7
309.2
1,391
44.5
159
0
0
0
0
0
0
654
L47833
L
297.8
309.3
2,015
20.1
161
0
0
0
0
0
0
655
L47834
L
297.8
309.2
1,683
30.9
163
0
0
0
0
0
0
656
L47835
L
297.7
309.1
1,435
38.8
165
0
0
0
0
0
0
657
M15516
M
297.7
309.1
1,732
28.1
167
0
0
0
0
0
0
658
L47837
L
297.7
309.2
1,365
58.6
170
0
0
0
0
0
0
659
L47838
L
297.7
309.1
1,562
36.8
172
0
0
0
0
0
0
660
L47839
L
297.6
309.1
1,449
49.1
174
0
0
0
0
0
0
661
M15520
M
297.7
309.2
1,700
27.4
176
0
0
0
0
0
0
662
M15521
M
297.6
309
1,427
45.6
179
0
0
0
0
0
0
663
M15522
M
297.6
308.9
1,479
38.1
182
0
0
0
0
0
0
664
L47843
L
297.5
308.9
1,469
44
185
0
0
0
0
0
0
665
L47844
L
297.5
308.9
1,390
47.4
187
0
0
0
0
0
0
666
L47845
L
297.5
308.9
1,729
28.1
189
0
0
0
0
0
0
667
L47846
L
297.5
309
1,470
43.5
191
0
0
0
0
0
0
668
L47847
L
297.5
308.9
1,459
48.5
193
0
0
0
0
0
0
669
L47848
L
297.5
308.9
1,738
24
195
0
0
0
0
0
0
670
H30083
H
297.5
308.9
1,471
37.7
197
0
0
0
0
0
0
671
L47850
L
297.6
309
1,822
25.4
202
0
0
0
0
0
0
672
L47851
L
297.5
308.9
1,554
34.8
204
0
0
0
0
0
0
673
M15532
M
297.6
308.9
1,433
43.2
206
0
0
0
0
0
0
674
L47853
L
297.6
308.9
1,449
47.7
209
0
0
0
0
0
0
675
L47854
L
297.8
309
1,456
41.2
0
0
0
0
0
0
0
676
M15535
M
297.8
309.1
1,424
45.5
2
0
0
0
0
0
0
677
H30090
H
297.9
309.2
1,577
34.7
5
0
0
0
0
0
0
678
L47857
L
297.9
309.2
1,478
39.7
10
0
0
0
0
0
0
679
M15538
M
297.8
309.2
1,295
61.2
12
0
0
0
0
0
0
680
L47859
L
297.8
309.2
1,372
47.3
15
0
0
0
0
0
0
681
M15540
M
297.8
309.1
1,432
42.6
17
0
0
0
0
0
0
682
M15541
M
297.7
309
1,656
33.2
20
0
0
0
0
0
0
683
H30096
H
297.8
309
1,410
48.8
23
0
0
0
0
0
0
684
L47863
L
297.7
309
1,874
24.4
28
0
0
0
0
0
0
685
L47864
L
297.7
309
1,538
43.2
30
0
0
0
0
0
0
686
M15545
M
297.7
309
1,636
29.7
32
0
0
0
0
0
0
687
M15546
M
297.7
309
1,504
40.4
35
0
0
0
0
0
0
688
M15547
M
297.7
309
1,531
42.4
38
0
0
0
0
0
0
689
H30102
H
297.6
309
1,735
26.4
41
0
0
0
0
0
0
690
H30103
H
297.6
309
1,354
55.6
46
0
0
0
0
0
0
691
H30104
H
297.6
309
1,413
40.2
51
0
0
0
0
0
0
692
L47871
L
297.7
309.1
1,563
39.3
56
0
0
0
0
0
0
693
L47872
L
297.7
309.1
1,479
42.1
58
0
0
0
0
0
0
694
L47873
L
297.7
309.1
1,477
38.3
60
0
0
0
0
0
0
695
L47874
L
297.6
309.1
1,394
50
62
0
0
0
0
0
0
696
L47875
L
297.6
309
1,487
45.4
64
0
0
0
0
0
0
697
M15556
M
297.6
309
1,815
25.3
66
0
0
0
0
0
0
698
M15557
M
297.6
308.8
1,453
39.7
69
0
0
0
0
0
0
699
L47878
L
297.6
308.8
1,539
40.2
72
0
0
0
0
0
0
700
H30113
H
297.5
308.7
1,416
39.2
74
0
0
0
0
0
0