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
4,501
L51680
L
302.6
310.4
1,638
36.2
84
0
0
0
0
0
0
4,502
L51681
L
302.5
310.2
1,307
54
86
1
0
1
0
0
0
4,503
L51682
L
302.4
310.2
1,642
28.3
88
0
0
0
0
0
0
4,504
M19363
M
302.5
310.2
1,751
30.5
90
0
0
0
0
0
0
4,505
L51684
L
302.4
310.1
1,645
31.6
93
0
0
0
0
0
0
4,506
L51685
L
302.4
310.1
1,426
46.8
95
0
0
0
0
0
0
4,507
M19366
M
302.4
310.1
1,520
36.6
97
0
0
0
0
0
0
4,508
L51687
L
302.4
310.1
1,709
31.8
100
0
0
0
0
0
0
4,509
L51688
L
302.4
310
1,426
46.6
102
0
0
0
0
0
0
4,510
L51689
L
302.4
310.1
1,429
43.7
104
0
0
0
0
0
0
4,511
L51690
L
302.4
310.2
1,346
62.4
106
1
0
1
0
0
0
4,512
L51691
L
302.5
310.2
1,454
43
108
0
0
0
0
0
0
4,513
M19372
M
302.5
310.3
1,411
49.5
110
0
0
0
0
0
0
4,514
L51693
L
302.4
310.3
1,900
24.4
113
0
0
0
0
0
0
4,515
L51694
L
302.4
310.3
1,479
36.2
115
0
0
0
0
0
0
4,516
L51695
L
302.5
310.4
1,415
48.2
117
0
0
0
0
0
0
4,517
L51696
L
302.5
310.3
1,539
39
119
0
0
0
0
0
0
4,518
L51697
L
302.4
310.3
1,520
31.6
121
0
0
0
0
0
0
4,519
L51698
L
302.4
310.3
1,480
45.8
123
0
0
0
0
0
0
4,520
L51699
L
302.4
310.4
1,666
29.7
125
0
0
0
0
0
0
4,521
L51700
L
302.4
310.4
1,456
47.6
127
0
0
0
0
0
0
4,522
L51701
L
302.4
310.4
1,865
23.9
129
0
0
0
0
0
0
4,523
M19382
M
302.5
310.5
1,918
21.6
131
0
0
0
0
0
0
4,524
L51703
L
302.5
310.4
1,488
48.4
134
0
0
0
0
0
0
4,525
M19384
M
302.5
310.5
1,527
38.8
136
0
0
0
0
0
0
4,526
M19385
M
302.4
310.4
1,463
42.2
139
0
0
0
0
0
0
4,527
L51706
L
302.4
310.4
1,521
38.5
142
0
0
0
0
0
0
4,528
M19387
M
302.4
310.5
1,372
45.7
144
1
0
1
0
0
0
4,529
L51708
L
302.5
310.5
1,507
39.5
147
0
0
0
0
0
0
4,530
M19389
M
302.4
310.4
1,586
34.3
149
0
0
0
0
0
0
4,531
L51710
L
302.5
310.4
1,487
42
152
0
0
0
0
0
0
4,532
L51711
L
302.5
310.5
1,520
41.2
154
0
0
0
0
0
0
4,533
H33946
H
302.5
310.4
1,422
41.9
156
0
0
0
0
0
0
4,534
M19393
M
302.4
310.3
1,375
52.5
161
1
0
1
0
0
0
4,535
L51714
L
302.4
310.2
1,633
28
164
0
0
0
0
0
0
4,536
L51715
L
302.4
310.2
1,503
36.2
166
0
0
0
0
0
0
4,537
L51716
L
302.4
310.2
1,351
45.1
168
1
0
1
0
0
0
4,538
L51717
L
302.3
310.2
1,548
35.3
170
0
0
0
0
0
0
4,539
L51718
L
302.4
310.3
1,923
23.3
172
0
0
0
0
0
0
4,540
L51719
L
302.5
310.3
1,592
32.6
174
0
0
0
0
0
0
4,541
M19400
M
302.5
310.4
1,580
35.6
176
0
0
0
0
0
0
4,542
L51721
L
302.5
310.4
1,427
46.8
179
0
0
0
0
0
0
4,543
M19402
M
302.5
310.4
1,581
32.7
181
0
0
0
0
0
0
4,544
M19403
M
302.6
310.5
1,542
39.9
184
0
0
0
0
0
0
4,545
L51724
L
302.5
310.4
1,349
55.1
187
1
0
1
0
0
0
4,546
L51725
L
302.5
310.5
1,463
43
189
0
0
0
0
0
0
4,547
M19406
M
302.5
310.4
1,429
43.2
191
0
0
0
0
0
0
4,548
M19407
M
302.5
310.4
1,451
53.6
194
0
0
0
0
0
0
4,549
L51728
L
302.6
310.5
1,511
37.2
197
0
0
0
0
0
0
4,550
L51729
L
302.6
310.6
1,549
37.5
199
0
0
0
0
0
0
4,551
M19410
M
302.5
310.5
1,507
40.2
201
0
0
0
0
0
0
4,552
M19411
M
302.6
310.5
1,524
33.7
204
0
0
0
0
0
0
4,553
M19412
M
302.7
310.5
1,880
22.7
207
0
0
0
0
0
0
4,554
L51733
L
302.6
310.5
1,461
45.4
0
0
0
0
0
0
0
4,555
L51734
L
302.6
310.5
1,748
28.2
2
0
0
0
0
0
0
4,556
L51735
L
302.7
310.6
1,690
26.7
4
0
0
0
0
0
0
4,557
M19416
M
302.7
310.6
1,349
51.2
6
1
0
1
0
0
0
4,558
L51737
L
302.7
310.6
1,686
26.3
9
0
0
0
0
0
0
4,559
L51738
L
302.7
310.7
1,369
47.5
11
1
0
1
0
0
0
4,560
L51739
L
302.7
310.7
1,433
43.7
13
0
0
0
0
0
0
4,561
L51740
L
302.7
310.7
1,597
41.9
15
0
0
0
0
0
0
4,562
L51741
L
302.9
310.8
1,610
32.2
17
0
0
0
0
0
0
4,563
L51742
L
302.7
310.7
1,398
57.7
19
0
0
0
0
0
0
4,564
L51743
L
302.7
310.7
1,977
20
21
0
0
0
0
0
0
4,565
L51744
L
302.8
310.8
1,516
39.5
23
0
0
0
0
0
0
4,566
H33979
H
302.7
310.8
1,275
55
25
1
0
1
0
0
0
4,567
L51746
L
302.8
310.8
1,402
50.5
30
0
0
0
0
0
0
4,568
M19427
M
302.8
310.8
1,451
44.7
32
0
0
0
0
0
0
4,569
M19428
M
302.7
310.8
1,555
36.1
35
0
0
0
0
0
0
4,570
L51749
L
302.8
310.9
1,636
35
38
0
0
0
0
0
0
4,571
L51750
L
302.8
310.9
1,312
52.2
40
1
0
1
0
0
0
4,572
L51751
L
302.8
310.9
1,708
29.8
42
0
0
0
0
0
0
4,573
M19432
M
302.9
311
1,556
36.5
44
0
0
0
0
0
0
4,574
H33987
H
302.8
311
1,436
43.5
47
0
0
0
0
0
0
4,575
M19434
M
302.9
311
1,402
40.7
52
0
0
0
0
0
0
4,576
M19435
M
302.9
311
1,437
49.9
55
0
0
0
0
0
0
4,577
M19436
M
302.9
311.1
1,926
21.8
58
0
0
0
0
0
0
4,578
L51757
L
303
311.2
1,800
23.7
61
0
0
0
0
0
0
4,579
L51758
L
303
311.2
1,641
32.6
63
0
0
0
0
0
0
4,580
L51759
L
303
311.2
1,374
48.2
65
1
0
1
0
0
0
4,581
L51760
L
303
311.2
1,494
37
67
0
0
0
0
0
0
4,582
L51761
L
303
311.2
1,601
32.9
69
0
0
0
0
0
0
4,583
L51762
L
302.9
311.2
1,634
36.9
71
0
0
0
0
0
0
4,584
M19443
M
302.9
311.2
1,467
37.7
73
0
0
0
0
0
0
4,585
L51764
L
302.8
311.1
1,550
32.3
76
0
0
0
0
0
0
4,586
L51765
L
302.8
311.1
1,563
32.2
78
0
0
0
0
0
0
4,587
L51766
L
302.7
310.9
1,395
48.3
80
0
0
0
0
0
0
4,588
M19447
M
302.8
311
1,507
33.4
82
0
0
0
0
0
0
4,589
L51768
L
302.8
311
1,564
38.5
85
0
0
0
0
0
0
4,590
L51769
L
302.8
311.1
1,721
30
87
0
0
0
0
0
0
4,591
L51770
L
302.8
311.1
1,456
36.1
89
0
0
0
0
0
0
4,592
H34005
H
302.9
311.2
2,102
17.8
91
0
0
0
0
0
0
4,593
L51772
L
302.9
311.1
1,555
33.9
96
0
0
0
0
0
0
4,594
L51773
L
303
311.2
1,409
41.9
98
0
0
0
0
0
0
4,595
M19454
M
303
311.2
1,387
41.4
100
0
0
0
0
0
0
4,596
M19455
M
303
311.2
1,460
43.9
103
0
0
0
0
0
0
4,597
L51776
L
303
311.2
1,361
47.6
106
1
0
1
0
0
0
4,598
M19457
M
303
311.1
1,490
43
108
0
0
0
0
0
0
4,599
L51778
L
303.1
311.2
1,399
49.2
111
0
0
0
0
0
0
4,600
L51779
L
303.1
311.1
1,420
55.8
113
0
0
0
0
0
0