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
1,601
M16460
M
297.8
307.8
1,543
43.7
8
0
0
0
0
0
0
1,602
L48781
L
297.8
307.8
1,597
38.2
11
0
0
0
0
0
0
1,603
H31016
H
297.8
307.9
1,600
33.5
13
0
0
0
0
0
0
1,604
M16463
M
297.8
307.8
1,622
32.1
18
0
0
0
0
0
0
1,605
L48784
L
297.8
307.8
1,452
39.8
21
0
0
0
0
0
0
1,606
L48785
L
297.8
307.8
1,396
42.5
23
0
0
0
0
0
0
1,607
L48786
L
297.8
307.7
1,505
39.7
25
0
0
0
0
0
0
1,608
L48787
L
297.8
307.8
1,412
48.3
27
0
0
0
0
0
0
1,609
L48788
L
297.8
307.7
1,393
38
29
0
0
0
0
0
0
1,610
L48789
L
297.7
307.7
1,581
34.9
31
0
0
0
0
0
0
1,611
L48790
L
297.8
307.8
1,573
37.9
33
0
0
0
0
0
0
1,612
M16471
M
297.8
307.9
1,726
27.3
35
0
0
0
0
0
0
1,613
M16472
M
297.9
307.9
1,540
39.8
38
0
0
0
0
0
0
1,614
L48793
L
297.9
308
1,296
62.9
41
0
0
0
0
0
0
1,615
M16474
M
297.8
307.9
1,802
25.8
43
0
0
0
0
0
0
1,616
L48795
L
297.8
307.9
1,447
48.6
46
0
0
0
0
0
0
1,617
H31030
H
297.8
307.8
1,662
30.7
48
0
0
0
0
0
0
1,618
L48797
L
297.8
307.8
1,563
34.3
53
0
0
0
0
0
0
1,619
L48798
L
297.9
307.8
1,286
59.5
55
0
0
0
0
0
0
1,620
L48799
L
297.9
307.7
1,590
34.6
57
0
0
0
0
0
0
1,621
L48800
L
297.9
307.7
1,492
43.7
59
0
0
0
0
0
0
1,622
L48801
L
297.7
307.6
1,844
21.9
61
0
0
0
0
0
0
1,623
H31036
H
297.7
307.6
1,538
38.3
63
0
0
0
0
0
0
1,624
L48803
L
297.7
307.6
1,921
22.9
68
0
0
0
0
0
0
1,625
M16484
M
297.8
307.8
1,310
57.9
70
0
0
0
0
0
0
1,626
L48805
L
297.9
307.8
1,365
46.9
73
0
0
0
0
0
0
1,627
M16486
M
297.9
307.8
1,303
59.3
75
0
0
0
0
0
0
1,628
L48807
L
297.9
307.8
1,499
37.5
78
0
0
0
0
0
0
1,629
L48808
L
297.9
307.8
1,451
38.2
80
0
0
0
0
0
0
1,630
M16489
M
297.9
307.9
1,336
54.4
82
0
0
0
0
0
0
1,631
L48810
L
297.9
307.9
1,412
44.5
85
0
0
0
0
0
0
1,632
L48811
L
298
308
1,433
39.2
87
0
0
0
0
0
0
1,633
L48812
L
297.9
307.9
1,426
43.6
89
0
0
0
0
0
0
1,634
L48813
L
297.9
307.9
1,476
45.2
91
0
0
0
0
0
0
1,635
H31048
H
297.9
307.9
1,406
58.5
93
0
0
0
0
0
0
1,636
L48815
L
297.8
307.8
1,383
56.5
98
0
0
0
0
0
0
1,637
L48816
L
297.9
307.8
1,505
37.3
100
0
0
0
0
0
0
1,638
L48817
L
297.9
307.8
1,665
33.9
102
0
0
0
0
0
0
1,639
L48818
L
297.9
307.8
1,397
45
104
0
0
0
0
0
0
1,640
M16499
M
297.9
307.8
1,450
43.5
106
0
0
0
0
0
0
1,641
L48820
L
298
307.8
1,567
36.4
109
0
0
0
0
0
0
1,642
M16501
M
298
308
1,555
37
111
0
0
0
0
0
0
1,643
H31056
H
298
307.8
1,588
35.4
114
0
0
0
0
0
0
1,644
L48823
L
298
307.8
1,453
37.7
119
0
0
0
0
0
0
1,645
L48824
L
298
307.8
1,622
33.3
121
0
0
0
0
0
0
1,646
L48825
L
297.9
307.8
1,538
38.5
123
0
0
0
0
0
0
1,647
M16506
M
297.9
307.7
1,527
42.8
125
0
0
0
0
0
0
1,648
L48827
L
297.8
307.8
1,761
28.9
128
0
0
0
0
0
0
1,649
L48828
L
297.9
307.8
1,373
50.2
130
0
0
0
0
0
0
1,650
H31063
H
298
307.9
1,482
37.8
132
0
0
0
0
0
0
1,651
M16510
M
298
307.9
1,417
51
137
0
0
0
0
0
0
1,652
L48831
L
298
307.8
1,414
51.7
140
0
0
0
0
0
0
1,653
H31066
H
297.9
307.8
1,635
34
142
0
0
0
0
0
0
1,654
L48833
L
298
307.8
1,386
57.3
147
0
0
0
0
0
0
1,655
L48834
L
298.2
308.1
1,379
62.3
149
0
0
0
0
0
0
1,656
M16515
M
298.2
308
1,577
35.9
151
0
0
0
0
0
0
1,657
L48836
L
298.2
308.1
1,532
42.5
154
0
0
0
0
0
0
1,658
M16517
M
298.1
308
1,374
48.8
156
0
0
0
0
0
0
1,659
H31072
H
298.1
308
1,570
35.3
159
0
0
0
0
0
0
1,660
L48839
L
298.1
308
1,697
31
164
0
0
0
0
0
0
1,661
L48840
L
298.2
308
1,499
44.1
166
0
0
0
0
0
0
1,662
M16521
M
298.2
308
1,411
47.2
168
0
0
0
0
0
0
1,663
H31076
H
298.2
307.9
1,462
45.5
171
0
0
0
0
0
0
1,664
M16523
M
298.1
307.9
1,759
28.6
176
0
0
0
0
0
0
1,665
L48844
L
298.2
308
1,535
38
179
0
0
0
0
0
0
1,666
H31079
H
298.2
307.9
1,491
39.7
181
0
0
0
0
0
0
1,667
L48846
L
298.2
307.9
1,551
36
186
0
0
0
0
0
0
1,668
L48847
L
298.2
307.9
1,769
27.2
188
0
0
0
0
0
0
1,669
L48848
L
298.2
307.9
1,551
34.1
190
0
0
0
0
0
0
1,670
L48849
L
298.2
307.9
1,544
31.4
192
0
0
0
0
0
0
1,671
L48850
L
298.2
307.8
1,528
31.1
194
0
0
0
0
0
0
1,672
L48851
L
298.1
307.9
1,614
35.8
196
0
0
0
0
0
0
1,673
L48852
L
298.1
307.8
1,432
49.8
198
0
0
0
0
0
0
1,674
M16533
M
298.1
307.8
1,384
43.7
200
0
0
0
0
0
0
1,675
L48854
L
298.1
307.8
1,540
37.8
203
0
0
0
0
0
0
1,676
L48855
L
298
307.7
1,407
43.9
205
0
0
0
0
0
0
1,677
H31090
H
297.9
307.6
1,418
43
207
0
0
0
0
0
0
1,678
M16537
M
297.9
307.5
1,647
30.8
212
0
0
0
0
0
0
1,679
L48858
L
298
307.5
1,644
32.8
215
0
0
0
0
0
0
1,680
L48859
L
298
307.5
1,792
27.9
217
0
0
0
0
0
0
1,681
M16540
M
297.9
307.4
1,610
34.6
219
0
0
0
0
0
0
1,682
M16541
M
297.8
307.3
1,804
26
222
0
0
0
0
0
0
1,683
H31096
H
297.9
307.4
1,604
36.1
225
1
1
0
0
0
0
1,684
M16543
M
297.9
307.4
1,403
52.8
0
0
0
0
0
0
0
1,685
L48864
L
297.8
307.3
1,438
44.5
3
0
0
0
0
0
0
1,686
L48865
L
297.9
307.3
1,824
26.3
5
0
0
0
0
0
0
1,687
H31100
H
297.9
307.3
1,663
28.7
7
0
0
0
0
0
0
1,688
L48867
L
297.9
307.3
1,502
36.7
12
0
0
0
0
0
0
1,689
L48868
L
297.9
307.4
1,606
35.5
14
0
0
0
0
0
0
1,690
L48869
L
297.9
307.5
1,561
37.7
16
0
0
0
0
0
0
1,691
M16550
M
297.9
307.4
1,435
42.9
18
0
0
0
0
0
0
1,692
L48871
L
297.9
307.5
1,602
38.3
21
0
0
0
0
0
0
1,693
M16552
M
298.1
307.6
1,764
27.7
23
0
0
0
0
0
0
1,694
H31107
H
298
307.5
1,683
27.8
26
0
0
0
0
0
0
1,695
L48874
L
298
307.5
1,618
35.2
31
0
0
0
0
0
0
1,696
L48875
L
298
307.6
1,509
41.6
33
0
0
0
0
0
0
1,697
L48876
L
297.9
307.6
1,550
39
35
0
0
0
0
0
0
1,698
M16557
M
297.9
307.6
1,519
44
37
0
0
0
0
0
0
1,699
L48878
L
297.9
307.6
1,481
38
40
0
0
0
0
0
0
1,700
L48879
L
298.1
307.7
1,289
48.3
42
0
0
0
0
0
0