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
1,701
M16560
M
298
307.6
1,844
23.8
44
0
0
0
0
0
0
1,702
L48881
L
298
307.7
1,479
42.5
47
0
0
0
0
0
0
1,703
L48882
L
298
307.7
1,430
47.3
49
0
0
0
0
0
0
1,704
M16563
M
298.1
307.8
1,636
36.7
51
0
0
0
0
0
0
1,705
M16564
M
298.1
307.8
1,503
44.7
54
0
0
0
0
0
0
1,706
M16565
M
298.1
307.8
1,608
32.6
57
0
0
0
0
0
0
1,707
L48886
L
298.2
307.8
1,521
42.9
60
0
0
0
0
0
0
1,708
L48887
L
298.2
307.8
1,439
41.6
62
0
0
0
0
0
0
1,709
L48888
L
298.2
307.8
1,627
31.5
64
0
0
0
0
0
0
1,710
L48889
L
298.2
307.8
1,749
26.1
66
0
0
0
0
0
0
1,711
L48890
L
298.2
307.8
1,530
35.9
68
0
0
0
0
0
0
1,712
L48891
L
298.2
307.8
1,355
51.3
70
0
0
0
0
0
0
1,713
L48892
L
298.3
307.9
1,551
33.8
72
0
0
0
0
0
0
1,714
L48893
L
298.2
307.8
1,515
46.7
74
0
0
0
0
0
0
1,715
L48894
L
298.2
307.8
1,388
48.6
76
0
0
0
0
0
0
1,716
L48895
L
298.2
307.8
1,585
34.6
78
0
0
0
0
0
0
1,717
L48896
L
298.1
307.7
1,523
37.7
80
0
0
0
0
0
0
1,718
L48897
L
298.2
307.6
1,369
54.5
82
0
0
0
0
0
0
1,719
M16578
M
298.2
307.7
1,681
31
84
0
0
0
0
0
0
1,720
L48899
L
298.2
307.7
1,503
38.3
87
0
0
0
0
0
0
1,721
L48900
L
298.2
307.7
1,459
44.5
89
0
0
0
0
0
0
1,722
L48901
L
298.2
307.7
1,688
32.4
91
0
0
0
0
0
0
1,723
M16582
M
298.2
307.7
1,952
21.6
93
0
0
0
0
0
0
1,724
L48903
L
298.2
307.8
2,029
19.9
96
0
0
0
0
0
0
1,725
M16584
M
298.3
307.8
1,457
52.5
98
0
0
0
0
0
0
1,726
M16585
M
298.3
307.8
1,392
50.4
101
0
0
0
0
0
0
1,727
L48906
L
298.3
307.8
1,906
22.1
104
0
0
0
0
0
0
1,728
M16587
M
298.3
307.7
1,602
33.4
106
0
0
0
0
0
0
1,729
L48908
L
298.3
307.7
1,465
49.4
109
0
0
0
0
0
0
1,730
M16589
M
298.3
307.7
1,439
43.8
111
0
0
0
0
0
0
1,731
M16590
M
298.3
307.8
1,330
55.4
114
0
0
0
0
0
0
1,732
M16591
M
298.3
307.9
1,485
42
117
0
0
0
0
0
0
1,733
H31146
H
298.4
307.9
1,700
28.2
120
0
0
0
0
0
0
1,734
L48913
L
298.4
308
1,515
42.8
125
0
0
0
0
0
0
1,735
M16594
M
298.5
308.1
1,501
39.2
127
0
0
0
0
0
0
1,736
L48915
L
298.4
308
1,380
47.6
130
0
0
0
0
0
0
1,737
L48916
L
298.4
307.9
1,544
35.9
132
0
0
0
0
0
0
1,738
L48917
L
298.4
307.9
1,743
27.3
134
0
0
0
0
0
0
1,739
H31152
H
298.4
307.9
1,948
21.4
136
0
0
0
0
0
0
1,740
H31153
H
298.5
307.9
1,260
54.2
141
0
0
0
0
0
0
1,741
M16600
M
298.5
307.9
1,640
33.1
146
0
0
0
0
0
0
1,742
M16601
M
298.5
308
1,363
49.2
149
0
0
0
0
0
0
1,743
L48922
L
298.5
308
1,379
49.6
152
0
0
0
0
0
0
1,744
M16603
M
298.5
308
1,713
25.8
154
0
0
0
0
0
0
1,745
M16604
M
298.5
308
1,461
51.9
157
0
0
0
0
0
0
1,746
L48925
L
298.5
308
1,624
29.8
160
0
0
0
0
0
0
1,747
L48926
L
298.4
308
1,526
41.1
162
0
0
0
0
0
0
1,748
L48927
L
298.4
307.9
2,381
14.2
164
0
0
0
0
0
0
1,749
H31162
H
298.4
307.7
1,626
31.1
166
0
0
0
0
0
1
1,750
L48929
L
298.3
307.7
1,576
33.8
171
0
0
0
0
0
0
1,751
M16610
M
298.4
307.8
1,617
31.6
173
0
0
0
0
0
0
1,752
L48931
L
298.3
307.6
1,942
20.6
176
0
0
0
0
0
0
1,753
L48932
L
298.2
307.6
1,492
37.2
178
0
0
0
0
0
0
1,754
L48933
L
298.2
307.5
1,470
51.3
180
0
0
0
0
0
0
1,755
M16614
M
298
307.4
1,463
46.5
182
0
0
0
0
0
0
1,756
L48935
L
298
307.3
1,424
46.5
185
0
0
0
0
0
0
1,757
M16616
M
298.1
307.4
1,363
60.1
187
0
0
0
0
0
0
1,758
M16617
M
298.1
307.4
1,335
56.2
190
0
0
0
0
0
0
1,759
L48938
L
298.1
307.4
1,608
33.9
193
0
0
0
0
0
0
1,760
H31173
H
298
307.4
1,606
35.2
195
0
0
0
0
0
0
1,761
L48940
L
298.1
307.5
1,684
33.1
200
0
0
0
0
0
0
1,762
L48941
L
298.1
307.6
1,950
20.3
202
0
0
0
0
0
0
1,763
H31176
H
298.2
307.6
1,460
48.6
204
0
0
0
0
0
0
1,764
L48943
L
298.2
307.6
1,511
31
209
1
1
0
0
0
0
1,765
H31178
H
298.2
307.6
1,318
55.7
0
0
0
0
0
0
0
1,766
L48945
L
298.2
307.6
1,368
51.8
5
0
0
0
0
0
0
1,767
M16626
M
298.3
307.7
1,717
27.1
7
0
0
0
0
0
0
1,768
M16627
M
298.3
307.7
1,520
41.4
10
0
0
0
0
0
0
1,769
M16628
M
298.3
307.8
1,485
42
13
0
0
0
0
0
0
1,770
L48949
L
298.4
307.9
1,981
23.2
16
0
0
0
0
0
0
1,771
H31184
H
298.4
307.9
1,605
31
18
0
0
0
0
0
0
1,772
L48951
L
298.4
307.9
1,446
45.3
23
0
0
0
0
0
0
1,773
L48952
L
298.4
308
1,508
47.9
25
0
0
0
0
0
0
1,774
L48953
L
298.5
308
1,384
59.5
27
0
0
0
0
0
0
1,775
M16634
M
298.5
308
1,519
37.3
29
0
0
0
0
0
0
1,776
L48955
L
298.5
308
1,404
48.1
32
0
0
0
0
0
0
1,777
L48956
L
298.5
308.1
1,564
31.1
34
0
0
0
0
0
0
1,778
H31191
H
298.6
308.2
1,555
36.8
36
0
0
0
0
0
0
1,779
L48958
L
298.6
308.2
1,325
54
41
0
0
0
0
0
0
1,780
M16639
M
298.6
308.2
1,488
44
43
0
0
0
0
0
0
1,781
L48960
L
298.5
308.2
1,595
32.3
46
0
0
0
0
0
0
1,782
L48961
L
298.5
308.1
1,662
28.6
48
0
0
0
0
0
0
1,783
L48962
L
298.4
308
1,571
37.4
50
0
0
0
0
0
0
1,784
H31197
H
298.3
308
1,553
41
52
0
0
0
0
0
0
1,785
L48964
L
298.3
308
2,886
3.8
57
1
0
0
1
0
0
1,786
L48965
L
298.2
308
1,538
38.2
59
0
0
0
0
0
0
1,787
L48966
L
298.4
308.2
1,618
33
61
0
0
0
0
0
0
1,788
L48967
L
298.4
308.2
1,364
45.9
63
0
0
0
0
0
0
1,789
L48968
L
298.3
308
1,442
47.3
65
0
0
0
0
0
0
1,790
L48969
L
298.2
307.9
1,313
67.3
67
1
0
0
1
0
0
1,791
L48970
L
298.2
307.9
1,847
23.6
69
0
0
0
0
0
0
1,792
L48971
L
298.1
307.8
1,524
40.8
71
0
0
0
0
0
0
1,793
M16652
M
298.1
307.7
1,445
48
73
0
0
0
0
0
0
1,794
L48973
L
298.1
307.8
1,761
28.2
76
0
0
0
0
0
0
1,795
M16654
M
298.1
307.8
1,514
43.5
78
0
0
0
0
0
0
1,796
M16655
M
298.1
307.7
1,498
38.3
81
0
0
0
0
0
0
1,797
H31210
H
298.1
307.6
1,542
37.1
84
0
0
0
0
0
0
1,798
M16657
M
298
307.6
1,508
41.8
89
0
0
0
0
0
0
1,799
M16658
M
298
307.5
1,431
52.9
92
0
0
0
0
0
0
1,800
M16659
M
298
307.5
1,427
45.1
95
0
0
0
0
0
0