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
2,701
L49880
L
299.9
309.3
1,473
40.4
59
0
0
0
0
0
0
2,702
L49881
L
299.9
309.2
1,333
50.8
61
0
0
0
0
0
0
2,703
L49882
L
299.8
309.2
1,760
25.9
63
0
0
0
0
0
0
2,704
M17563
M
299.8
309.2
1,372
58.2
65
0
0
0
0
0
0
2,705
M17564
M
299.7
309.2
1,608
34.4
68
0
0
0
0
0
0
2,706
L49885
L
299.7
309.2
1,326
64.8
71
0
0
0
0
0
0
2,707
M17566
M
299.6
309.1
1,560
37.1
73
0
0
0
0
0
0
2,708
M17567
M
299.6
309
1,539
36.1
76
0
0
0
0
0
0
2,709
L49888
L
299.6
309.1
2,266
15.3
79
0
0
0
0
0
0
2,710
L49889
L
299.6
309.1
1,641
35.8
81
0
0
0
0
0
0
2,711
L49890
L
299.6
309.1
1,574
39.2
83
0
0
0
0
0
0
2,712
L49891
L
299.6
309.1
1,407
50.6
85
0
0
0
0
0
0
2,713
H32126
H
299.7
309.2
1,302
55.5
87
0
0
0
0
0
0
2,714
M17573
M
299.6
309.2
1,651
30.8
92
0
0
0
0
0
0
2,715
M17574
M
299.6
309.1
1,366
55.2
95
0
0
0
0
0
0
2,716
M17575
M
299.5
309
1,701
28.6
98
0
0
0
0
0
0
2,717
L49896
L
299.5
309
1,498
44.6
101
0
0
0
0
0
0
2,718
M17577
M
299.5
309.1
1,422
45.3
103
0
0
0
0
0
0
2,719
L49898
L
299.5
309.1
1,357
47.3
106
0
0
0
0
0
0
2,720
L49899
L
299.5
309.2
1,690
29.2
108
0
0
0
0
0
0
2,721
L49900
L
299.6
309.2
1,559
39.1
110
0
0
0
0
0
0
2,722
M17581
M
299.6
309.3
1,553
32.4
112
0
0
0
0
0
0
2,723
L49902
L
299.6
309.3
1,558
34.8
115
0
0
0
0
0
0
2,724
L49903
L
299.7
309.4
1,362
51.9
117
0
0
0
0
0
0
2,725
M17584
M
299.8
309.3
1,470
42.7
119
0
0
0
0
0
0
2,726
L49905
L
299.8
309.4
1,555
34.8
122
0
0
0
0
0
0
2,727
M17586
M
299.8
309.4
1,423
42.9
124
0
0
0
0
0
0
2,728
L49907
L
299.7
309.3
1,434
38.5
127
0
0
0
0
0
0
2,729
L49908
L
299.7
309.3
1,779
25.5
129
0
0
0
0
0
0
2,730
L49909
L
299.7
309.3
1,417
54.6
131
0
0
0
0
0
0
2,731
L49910
L
299.6
309.2
1,425
45.9
133
0
0
0
0
0
0
2,732
M17591
M
299.7
309.2
1,597
32.9
135
0
0
0
0
0
0
2,733
L49912
L
299.7
309.2
1,346
57.4
138
0
0
0
0
0
0
2,734
L49913
L
299.7
309.2
1,422
40.4
140
0
0
0
0
0
0
2,735
H32148
H
299.7
309.2
1,572
32.8
142
0
0
0
0
0
0
2,736
L49915
L
299.7
309.2
1,412
45.4
147
0
0
0
0
0
0
2,737
M17596
M
299.7
309.1
1,576
36.4
149
0
0
0
0
0
0
2,738
M17597
M
299.7
309.1
1,508
41.2
152
0
0
0
0
0
0
2,739
M17598
M
299.8
309.1
1,496
44.4
155
0
0
0
0
0
0
2,740
L49919
L
299.8
309.2
1,572
35.4
158
0
0
0
0
0
0
2,741
L49920
L
299.6
309
1,525
42.8
160
0
0
0
0
0
0
2,742
L49921
L
299.6
309
1,378
51.9
162
0
0
0
0
0
0
2,743
L49922
L
299.6
309.1
1,369
51.4
164
0
0
0
0
0
0
2,744
L49923
L
299.6
309.1
1,476
45.3
166
0
0
0
0
0
0
2,745
L49924
L
299.7
309.2
1,620
30
168
0
0
0
0
0
0
2,746
M17605
M
299.7
309.1
1,603
38.5
170
0
0
0
0
0
0
2,747
L49926
L
299.7
309.2
1,411
46.1
173
0
0
0
0
0
0
2,748
L49927
L
299.7
309.2
1,616
31.6
175
0
0
0
0
0
0
2,749
L49928
L
299.7
309.2
1,631
35.1
177
0
0
0
0
0
0
2,750
M17609
M
299.7
309.2
1,685
28.9
179
1
0
0
0
0
0
2,751
H32164
H
299.7
309.2
1,456
40.6
182
0
0
0
0
0
0
2,752
L49931
L
299.7
309.1
1,417
50.1
187
0
0
0
0
0
0
2,753
M17612
M
299.7
309.1
1,851
24.7
189
0
0
0
0
0
0
2,754
L49933
L
299.7
309.1
1,715
27.8
192
0
0
0
0
0
0
2,755
H32168
H
299.6
309.1
1,630
32.3
194
0
0
0
0
0
0
2,756
L49935
L
299.7
309.2
1,478
38.8
199
0
0
0
0
0
0
2,757
L49936
L
299.7
309.2
1,781
29.6
201
0
0
0
0
0
0
2,758
L49937
L
299.8
309.2
1,439
36.1
203
0
0
0
0
0
0
2,759
M17618
M
299.7
309.2
1,412
45.3
205
0
0
0
0
0
0
2,760
L49939
L
299.7
309.1
1,483
41.1
208
0
0
0
0
0
0
2,761
L49940
L
299.8
309.2
1,400
42.6
210
0
0
0
0
0
0
2,762
L49941
L
299.8
309.3
1,299
65.1
212
1
0
0
0
1
0
2,763
L49942
L
299.8
309.2
1,479
44.4
214
0
0
0
0
0
0
2,764
L49943
L
299.8
309.2
1,491
47.5
216
0
0
0
0
0
0
2,765
M17624
M
299.9
309.3
1,389
52.8
0
0
0
0
0
0
0
2,766
M17625
M
299.9
309.4
1,399
54.8
3
0
0
0
0
0
0
2,767
M17626
M
299.9
309.4
1,889
26
6
0
0
0
0
0
0
2,768
L49947
L
300
309.5
1,925
21.9
9
0
0
0
0
0
0
2,769
L49948
L
300
309.5
1,675
30.2
11
0
0
0
0
0
0
2,770
M17629
M
300
309.6
1,477
38.1
13
0
0
0
0
0
0
2,771
L49950
L
300
309.6
1,364
45.9
16
0
0
0
0
0
0
2,772
L49951
L
299.9
309.5
1,451
39.4
18
0
0
0
0
0
0
2,773
L49952
L
299.9
309.4
1,467
41.2
20
0
0
0
0
0
0
2,774
L49953
L
299.9
309.4
1,858
22.5
22
0
0
0
0
0
0
2,775
L49954
L
300.1
309.4
1,559
39.7
24
0
0
0
0
0
0
2,776
L49955
L
300.1
309.4
1,560
47.7
26
0
0
0
0
0
0
2,777
L49956
L
300.1
309.4
1,453
47.6
28
0
0
0
0
0
0
2,778
L49957
L
300.1
309.4
1,464
41.7
30
0
0
0
0
0
0
2,779
L49958
L
300
309.4
1,308
50.2
32
0
0
0
0
0
0
2,780
L49959
L
300.1
309.5
1,353
50.9
34
0
0
0
0
0
0
2,781
M17640
M
300.2
309.6
1,556
35.8
36
0
0
0
0
0
0
2,782
L49961
L
300.2
309.5
2,183
17.8
39
0
0
0
0
0
0
2,783
M17642
M
300.2
309.6
1,491
41.8
41
0
0
0
0
0
0
2,784
M17643
M
300.2
309.6
1,528
35.1
44
0
0
0
0
0
0
2,785
L49964
L
300.2
309.6
1,430
52.7
47
0
0
0
0
0
0
2,786
L49965
L
300.2
309.5
1,495
32.6
49
0
0
0
0
0
0
2,787
M17646
M
300.2
309.5
1,630
28.3
51
0
0
0
0
0
0
2,788
M17647
M
300.3
309.6
1,524
38.4
54
0
0
0
0
0
0
2,789
L49968
L
300.3
309.6
1,326
52.4
57
0
0
0
0
0
0
2,790
H32203
H
300.3
309.5
1,438
44
59
0
0
0
0
0
0
2,791
L49970
L
300.4
309.6
1,356
45.9
64
0
0
0
0
0
0
2,792
H32205
H
300.4
309.6
1,416
43.3
66
0
0
0
0
0
0
2,793
L49972
L
300.4
309.7
1,584
32.6
71
0
0
0
0
0
0
2,794
L49973
L
300.3
309.6
1,597
31.8
73
0
0
0
0
0
0
2,795
L49974
L
300.4
309.6
1,553
43.9
75
0
0
0
0
0
0
2,796
M17655
M
300.3
309.5
1,405
49.4
77
0
0
0
0
0
0
2,797
L49976
L
300.2
309.5
1,539
35.3
80
0
0
0
0
0
0
2,798
M17657
M
300.3
309.6
1,398
53.7
82
0
0
0
0
0
0
2,799
L49978
L
300.3
309.6
1,568
39.6
85
0
0
0
0
0
0
2,800
L49979
L
300.3
309.6
1,404
44.6
87
0
0
0
0
0
0