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
5,501
L52680
L
302.7
312.1
1,601
35.2
31
0
0
0
0
0
0
5,502
L52681
L
302.7
312.1
1,543
37.5
33
0
0
0
0
0
0
5,503
L52682
L
302.6
312.1
1,439
52.3
35
0
0
0
0
0
0
5,504
H34917
H
302.6
312
1,657
29.3
37
0
0
0
0
0
0
5,505
L52684
L
302.8
312.2
1,458
51
42
0
0
0
0
0
0
5,506
L52685
L
302.8
312.2
1,746
27.4
44
0
0
0
0
0
0
5,507
L52686
L
302.9
312.2
1,677
30.5
46
0
0
0
0
0
0
5,508
L52687
L
302.8
312.1
1,520
39.9
48
0
0
0
0
0
0
5,509
L52688
L
302.9
312.2
1,367
55.1
50
0
0
0
0
0
0
5,510
L52689
L
302.8
312.2
1,509
36.5
52
0
0
0
0
0
1
5,511
L52690
L
302.8
312.1
1,418
51.4
54
0
0
0
0
0
0
5,512
L52691
L
302.8
312.1
1,958
20.3
56
0
0
0
0
0
0
5,513
L52692
L
302.8
312.2
1,682
30.9
58
0
0
0
0
0
0
5,514
M20373
M
302.8
312.2
1,452
50.3
60
0
0
0
0
0
0
5,515
L52694
L
302.7
312
1,828
24
63
0
0
0
0
0
0
5,516
H34929
H
302.7
312
1,484
41.5
65
0
0
0
0
0
0
5,517
L52696
L
302.6
312
1,674
32.2
70
0
0
0
0
0
0
5,518
L52697
L
302.6
311.9
1,448
49.5
72
0
0
0
0
0
0
5,519
M20378
M
302.5
311.8
2,023
19.1
74
0
0
0
0
0
0
5,520
L52699
L
302.5
311.9
1,452
47.4
77
0
0
0
0
0
0
5,521
M20380
M
302.6
312
1,496
45
79
0
0
0
0
0
0
5,522
L52701
L
302.6
311.9
1,397
46.9
82
0
0
0
0
0
0
5,523
L52702
L
302.6
311.9
1,453
39.1
84
0
0
0
0
0
0
5,524
M20383
M
302.5
311.9
1,524
34.8
86
0
0
0
0
0
0
5,525
L52704
L
302.6
311.9
1,633
30.9
89
0
0
0
0
0
0
5,526
M20385
M
302.6
312
1,363
45.7
91
0
0
0
0
0
0
5,527
L52706
L
302.5
311.9
1,520
44.9
94
0
0
0
0
0
0
5,528
M20387
M
302.5
311.9
1,532
38.8
96
0
0
0
0
0
0
5,529
L52708
L
302.4
311.8
1,384
50.9
99
0
0
0
0
0
0
5,530
M20389
M
302.4
311.8
1,539
39.9
101
0
0
0
0
0
0
5,531
M20390
M
302.3
311.8
1,355
50.1
104
0
0
0
0
0
0
5,532
M20391
M
302.3
311.7
1,504
37.3
107
0
0
0
0
0
0
5,533
L52712
L
302.4
311.8
1,476
46.6
110
0
0
0
0
0
0
5,534
L52713
L
302.4
311.7
1,721
26.9
112
0
0
0
0
0
0
5,535
M20394
M
302.3
311.7
1,494
37.1
114
0
0
0
0
0
0
5,536
L52715
L
302.3
311.7
1,465
43.5
117
0
0
0
0
0
0
5,537
M20396
M
302.3
311.8
1,363
54
119
1
0
0
0
0
0
5,538
L52717
L
302.4
311.8
1,648
30
122
0
0
0
0
0
0
5,539
M20398
M
302.3
311.8
1,879
23
124
0
0
0
0
0
0
5,540
H34953
H
302.3
311.7
1,482
39
127
0
0
0
0
0
0
5,541
L52720
L
302.4
311.8
1,493
38.4
132
0
0
0
0
0
0
5,542
L52721
L
302.4
311.8
1,433
42.2
134
0
0
0
0
0
0
5,543
L52722
L
302.3
311.7
1,400
41.6
136
0
0
0
0
0
0
5,544
L52723
L
302.4
311.8
1,255
59
138
0
0
0
0
0
0
5,545
L52724
L
302.2
311.7
1,471
45.6
140
0
0
0
0
0
0
5,546
H34959
H
302.2
311.6
1,357
44.2
142
0
0
0
0
0
0
5,547
L52726
L
302.3
311.7
1,453
41.2
147
0
0
0
0
0
0
5,548
M20407
M
302.3
311.7
1,540
28.9
149
0
0
0
0
0
0
5,549
L52728
L
302.3
311.8
1,605
35.2
152
0
0
0
0
0
0
5,550
H34963
H
302.3
311.9
1,374
52.4
154
0
0
0
0
0
0
5,551
M20410
M
302.3
311.9
1,508
42.3
159
0
0
0
0
0
0
5,552
H34965
H
302.4
311.9
1,366
47.3
162
0
0
0
0
0
0
5,553
H34966
H
302.5
312
1,579
35.7
167
0
0
0
0
0
0
5,554
L52733
L
302.5
311.9
1,306
59.7
172
0
0
0
0
0
1
5,555
M20414
M
302.5
312
1,521
40.2
174
0
0
0
0
0
0
5,556
L52735
L
302.5
312
1,411
44.2
177
0
0
0
0
0
0
5,557
H34970
H
302.5
312
1,357
42
179
0
0
0
0
0
0
5,558
M20417
M
302.5
312
1,436
43.5
184
0
0
0
0
0
0
5,559
L52738
L
302.5
311.9
1,553
40.1
187
0
0
0
0
0
0
5,560
M20419
M
302.5
312
1,451
43.2
189
0
0
0
0
0
0
5,561
L52740
L
302.4
311.9
1,541
37.9
192
0
0
0
0
0
0
5,562
M20421
M
302.3
311.7
1,341
46.3
194
0
0
0
0
0
0
5,563
L52742
L
302.3
311.7
1,648
32.1
197
0
0
0
0
0
0
5,564
M20423
M
302.3
311.7
1,640
31.5
199
0
0
0
0
0
0
5,565
L52744
L
302.4
311.8
1,416
46.1
202
0
0
0
0
0
0
5,566
L52745
L
302.4
311.9
1,671
29.9
204
0
0
0
0
0
0
5,567
L52746
L
302.4
312
1,457
45.5
206
0
0
0
0
0
0
5,568
M20427
M
302.5
312
1,445
54.8
0
0
0
0
0
0
0
5,569
L52748
L
302.5
312.1
1,534
38.6
3
0
0
0
0
0
0
5,570
L52749
L
302.4
312
1,508
36.9
5
0
0
0
0
0
0
5,571
M20430
M
302.4
312.1
1,492
47.7
7
0
0
0
0
0
0
5,572
L52751
L
302.4
312
1,562
37.9
10
0
0
0
0
0
0
5,573
L52752
L
302.4
312
1,545
36.4
12
0
0
0
0
0
0
5,574
L52753
L
302.5
312.2
1,738
25.3
14
0
0
0
0
0
0
5,575
L52754
L
302.4
312
1,305
49.1
16
0
0
0
0
0
0
5,576
H34989
H
302.4
312
1,477
39.7
18
0
0
0
0
0
0
5,577
H34990
H
302.4
312
1,457
43.4
23
0
0
0
0
0
0
5,578
L52757
L
302.4
312.1
1,455
40.4
28
0
0
0
0
0
0
5,579
L52758
L
302.5
312.2
1,574
38.7
30
0
0
0
0
0
0
5,580
L52759
L
302.6
312.2
1,695
27.1
32
0
0
0
0
0
0
5,581
M20440
M
302.6
312.2
1,458
38.8
34
0
0
0
0
0
0
5,582
M20441
M
302.5
312.1
1,454
47.6
37
0
0
0
0
0
0
5,583
L52762
L
302.5
312
2,052
18.9
40
0
0
0
0
0
0
5,584
L52763
L
302.5
312
1,673
29.9
42
0
0
0
0
0
0
5,585
L52764
L
302.4
311.9
1,578
29.9
44
0
0
0
0
0
0
5,586
M20445
M
302.5
312
1,642
29.1
46
0
0
0
0
0
0
5,587
M20446
M
302.4
311.8
1,557
31.5
49
0
0
0
0
0
0
5,588
L52767
L
302.5
311.9
1,481
42.9
52
0
0
0
0
0
0
5,589
M20448
M
302.5
311.8
1,566
37.6
54
0
0
0
0
0
0
5,590
M20449
M
302.5
311.9
1,298
57.5
57
0
0
0
0
0
0
5,591
M20450
M
302.5
311.9
1,340
59.4
60
0
0
0
0
0
0
5,592
L52771
L
302.5
312
1,574
33.8
63
0
0
0
0
0
0
5,593
L52772
L
302.5
311.9
1,437
46.7
65
0
0
0
0
0
0
5,594
L52773
L
302.6
311.9
1,354
48
67
0
0
0
0
0
0
5,595
L52774
L
302.6
311.9
1,598
35.5
69
0
0
0
0
0
0
5,596
M20455
M
302.7
312
1,944
21.4
71
0
0
0
0
0
0
5,597
M20456
M
302.7
312
1,538
36.7
74
0
0
0
0
0
0
5,598
L52777
L
302.7
312
1,501
37
77
0
0
0
0
0
0
5,599
L52778
L
302.8
312.1
1,441
52.1
79
0
0
0
0
0
0
5,600
M20459
M
302.7
312
1,652
31
81
0
0
0
0
0
0