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
8,601
L55780
L
297.5
308.3
1,435
40.3
197
0
0
0
0
0
0
8,602
H38015
H
297.4
308.2
1,359
46.9
199
0
0
0
0
0
0
8,603
L55782
L
297.4
308.1
1,729
31.7
204
0
0
0
0
0
0
8,604
H38017
H
297.3
308
1,384
49.1
206
0
0
0
0
0
0
8,605
L55784
L
297.4
308.2
1,297
52.1
211
0
0
0
0
0
0
8,606
L55785
L
297.5
308.4
1,633
33.3
213
0
0
0
0
0
0
8,607
M23466
M
297.5
308.4
1,505
37.2
215
0
0
0
0
0
0
8,608
L55787
L
297.5
308.4
1,433
50
218
0
0
0
0
0
0
8,609
L55788
L
297.4
308.4
1,369
50.6
220
1
0
0
0
1
0
8,610
L55789
L
297.4
308.3
1,475
40.5
222
1
1
0
0
0
0
8,611
L55790
L
297.4
308.3
1,561
38.3
0
0
0
0
0
0
0
8,612
L55791
L
297.4
308.3
1,472
45.5
2
0
0
0
0
0
0
8,613
L55792
L
297.5
308.4
1,441
44.5
4
0
0
0
0
0
0
8,614
M23473
M
297.5
308.5
1,401
50.5
6
0
0
0
0
0
0
8,615
L55794
L
297.5
308.5
1,691
33.1
9
0
0
0
0
0
0
8,616
L55795
L
297.6
308.6
1,382
47.1
11
0
0
0
0
0
0
8,617
L55796
L
297.6
308.6
1,355
46.4
13
0
0
0
0
0
0
8,618
L55797
L
297.6
308.6
1,529
45.3
15
0
0
0
0
0
0
8,619
L55798
L
297.7
308.7
1,829
24.9
17
0
0
0
0
0
0
8,620
H38033
H
297.6
308.6
1,480
39.8
19
0
0
0
0
0
0
8,621
L55800
L
297.6
308.5
1,475
42.4
24
0
0
0
0
0
0
8,622
M23481
M
297.6
308.5
1,431
52.6
26
0
0
0
0
0
0
8,623
L55802
L
297.5
308.3
1,437
42.3
29
0
0
0
0
0
0
8,624
M23483
M
297.5
308.3
1,476
45.6
31
0
0
0
0
0
0
8,625
H38038
H
297.5
308.4
1,490
39.7
34
0
0
0
0
0
0
8,626
L55805
L
297.4
308.3
1,632
33.5
39
0
0
0
0
0
0
8,627
L55806
L
297.4
308.2
1,402
49.7
41
0
0
0
0
0
0
8,628
L55807
L
297.4
308.3
1,347
45.8
43
0
0
0
0
0
0
8,629
L55808
L
297.5
308.4
1,747
31
45
0
0
0
0
0
0
8,630
H38043
H
297.5
308.5
1,557
39.1
47
0
0
0
0
0
0
8,631
L55810
L
297.4
308.4
1,371
57.4
52
0
0
0
0
0
0
8,632
H38045
H
297.3
308.3
1,506
37
54
0
0
0
0
0
0
8,633
L55812
L
297.3
308.3
1,590
35.5
59
0
0
0
0
0
0
8,634
L55813
L
297.4
308.3
1,336
53.7
61
0
0
0
0
0
0
8,635
L55814
L
297.3
308.3
1,411
43.2
63
0
0
0
0
0
0
8,636
L55815
L
297.4
308.3
1,704
27.3
65
0
0
0
0
0
0
8,637
L55816
L
297.5
308.4
1,723
27.3
67
0
0
0
0
0
0
8,638
L55817
L
297.5
308.5
1,459
39.7
69
0
0
0
0
0
0
8,639
L55818
L
297.6
308.5
1,572
35.9
71
0
0
0
0
0
0
8,640
L55819
L
297.5
308.4
1,384
56
73
0
0
0
0
0
0
8,641
L55820
L
297.6
308.6
1,383
47.5
75
0
0
0
0
0
0
8,642
M23501
M
297.6
308.5
1,360
48.6
77
0
0
0
0
0
0
8,643
M23502
M
297.5
308.4
1,596
36.6
80
0
0
0
0
0
0
8,644
L55823
L
297.5
308.5
1,448
54.3
83
0
0
0
0
0
0
8,645
M23504
M
297.6
308.5
1,443
38.2
85
0
0
0
0
0
0
8,646
M23505
M
297.6
308.6
1,492
35.5
88
0
0
0
0
0
0
8,647
L55826
L
297.5
308.6
1,497
43.9
91
0
0
0
0
0
0
8,648
L55827
L
297.5
308.5
1,530
38.5
93
0
0
0
0
0
0
8,649
M23508
M
297.4
308.4
1,478
46.2
95
0
0
0
0
0
0
8,650
L55829
L
297.4
308.4
1,328
61.8
98
0
0
0
0
0
0
8,651
H38064
H
297.4
308.3
1,771
27.4
100
0
0
0
0
0
0
8,652
M23511
M
297.4
308.4
1,564
35
105
0
0
0
0
0
0
8,653
H38066
H
297.3
308.3
1,461
41.5
108
0
0
0
0
0
0
8,654
M23513
M
297.4
308.3
1,335
57.9
113
0
0
0
0
0
0
8,655
M23514
M
297.4
308.4
1,441
46.8
116
0
0
0
0
0
0
8,656
L55835
L
297.3
308.3
1,268
60.6
119
0
0
0
0
0
0
8,657
M23516
M
297.3
308.3
1,697
27.4
121
0
0
0
0
0
0
8,658
L55837
L
297.4
308.4
1,421
46
124
0
0
0
0
0
0
8,659
L55838
L
297.4
308.5
1,496
36.4
126
0
0
0
0
0
0
8,660
L55839
L
297.5
308.5
1,375
55.6
128
0
0
0
0
0
0
8,661
L55840
L
297.4
308.5
1,295
52.1
130
0
0
0
0
0
0
8,662
L55841
L
297.4
308.5
1,643
33.8
132
0
0
0
0
0
0
8,663
L55842
L
297.5
308.6
1,514
36.9
134
0
0
0
0
0
0
8,664
L55843
L
297.5
308.6
1,671
29.4
136
0
0
0
0
0
0
8,665
H38078
H
297.5
308.6
1,355
58.9
138
0
0
0
0
0
0
8,666
L55845
L
297.6
308.7
1,365
50.6
143
0
0
0
0
0
0
8,667
L55846
L
297.5
308.7
1,407
42.5
145
0
0
0
0
0
0
8,668
M23527
M
297.5
308.8
1,455
46.1
147
0
0
0
0
0
0
8,669
L55848
L
297.5
308.8
1,502
45.9
150
0
0
0
0
0
0
8,670
M23529
M
297.5
308.8
1,471
52.3
152
0
0
0
0
0
0
8,671
L55850
L
297.5
308.9
1,581
30.4
155
0
0
0
0
0
0
8,672
L55851
L
297.5
308.8
1,530
37.8
157
0
0
0
0
0
0
8,673
L55852
L
297.5
308.8
1,312
50.3
159
0
0
0
0
0
0
8,674
L55853
L
297.4
308.6
1,494
42.6
161
0
0
0
0
0
0
8,675
M23534
M
297.4
308.6
1,528
29.1
163
0
0
0
0
0
0
8,676
H38089
H
297.3
308.6
1,688
29.4
166
0
0
0
0
0
0
8,677
M23536
M
297.3
308.5
1,520
42.4
171
0
0
0
0
0
0
8,678
M23537
M
297.3
308.5
1,664
28.9
174
0
0
0
0
0
0
8,679
L55858
L
297.3
308.5
1,514
44.5
177
0
0
0
0
0
0
8,680
L55859
L
297.3
308.5
1,456
54.2
179
0
0
0
0
0
0
8,681
L55860
L
297.2
308.5
1,494
39.6
181
0
0
0
0
0
0
8,682
L55861
L
297.2
308.4
1,605
30
183
0
0
0
0
0
0
8,683
M23542
M
297.2
308.5
1,353
46.5
185
0
0
0
0
0
0
8,684
L55863
L
297.2
308.5
1,447
47.9
188
0
0
0
0
0
0
8,685
L55864
L
297.2
308.5
1,588
40.4
190
0
0
0
0
0
0
8,686
H38099
H
297.2
308.5
1,524
41.4
192
0
0
0
0
0
0
8,687
M23546
M
297.2
308.5
1,611
31.6
197
0
0
0
0
0
0
8,688
M23547
M
297.2
308.5
1,604
34.9
200
0
0
0
0
0
0
8,689
L55868
L
297.1
308.5
1,483
46.9
203
0
0
0
0
0
0
8,690
L55869
L
297.1
308.4
1,543
39.6
205
0
0
0
0
0
0
8,691
L55870
L
297.1
308.5
1,323
44.4
207
1
1
0
0
0
0
8,692
L55871
L
297.1
308.5
1,555
36.2
0
0
0
0
0
0
0
8,693
L55872
L
297.1
308.4
1,583
31.9
2
0
0
0
0
0
0
8,694
M23553
M
297.2
308.5
1,584
40
4
0
0
0
0
0
0
8,695
L55874
L
297.2
308.5
1,766
25.8
7
0
0
0
0
0
0
8,696
M23555
M
297.2
308.6
1,498
44.4
9
0
0
0
0
0
0
8,697
L55876
L
297.2
308.6
1,413
49.8
12
0
0
0
0
0
0
8,698
L55877
L
297.3
308.6
1,505
33.5
14
0
0
0
0
0
0
8,699
H38112
H
297.3
308.7
1,438
46.2
16
0
0
0
0
0
0
8,700
M23559
M
297.3
308.7
1,655
34.1
21
0
0
0
0
0
0