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
6,701
H36114
H
301.6
310.9
1,419
50.2
51
0
0
0
0
0
0
6,702
L53881
L
301.6
310.9
1,623
34.1
56
0
0
0
0
0
0
6,703
M21562
M
301.6
310.8
1,664
32
58
0
0
0
0
0
0
6,704
M21563
M
301.5
310.7
1,744
28.2
61
0
0
0
0
0
0
6,705
M21564
M
301.5
310.7
1,510
36
64
0
0
0
0
0
0
6,706
M21565
M
301.5
310.6
1,382
58.1
67
0
0
0
0
0
0
6,707
L53886
L
301.4
310.6
1,381
46.1
70
0
0
0
0
0
0
6,708
L53887
L
301.3
310.6
1,556
39
72
0
0
0
0
0
0
6,709
M21568
M
301.4
310.6
1,464
37.4
74
0
0
0
0
0
0
6,710
L53889
L
301.4
310.6
1,481
37.6
77
0
0
0
0
0
0
6,711
L53890
L
301.5
310.7
1,323
49.7
79
0
0
0
0
0
0
6,712
L53891
L
301.5
310.7
1,426
46.1
81
0
0
0
0
0
0
6,713
H36126
H
301.4
310.7
1,516
36.4
83
0
0
0
0
0
0
6,714
L53893
L
301.3
310.6
1,416
45.2
88
0
0
0
0
0
0
6,715
L53894
L
301.3
310.6
1,440
53.8
90
0
0
0
0
0
0
6,716
L53895
L
301.3
310.6
1,576
30.4
92
0
0
0
0
0
0
6,717
L53896
L
301.3
310.6
1,387
53.6
94
0
0
0
0
0
0
6,718
M21577
M
301.4
310.6
1,464
48.6
96
0
0
0
0
0
0
6,719
L53898
L
301.4
310.6
2,137
18
99
0
0
0
0
0
0
6,720
M21579
M
301.4
310.6
1,431
40.6
101
0
0
0
0
0
0
6,721
L53900
L
301.3
310.6
1,458
48
104
0
0
0
0
0
0
6,722
L53901
L
301.4
310.7
1,280
61
106
0
0
0
0
0
0
6,723
L53902
L
301.4
310.7
1,657
28.7
108
0
0
0
0
0
0
6,724
M21583
M
301.4
310.6
1,565
36.1
110
0
0
0
0
0
0
6,725
L53904
L
301.3
310.6
1,560
36.8
113
0
0
0
0
0
0
6,726
M21585
M
301.5
310.7
1,359
47.1
115
0
0
0
0
0
0
6,727
L53906
L
301.5
310.8
1,500
41
118
0
0
0
0
0
0
6,728
L53907
L
301.5
310.8
1,785
25.5
120
0
0
0
0
0
0
6,729
L53908
L
301.5
310.9
1,891
23.2
122
0
0
0
0
0
0
6,730
H36143
H
301.5
310.9
1,524
40.4
124
0
0
0
0
0
0
6,731
M21590
M
301.6
311
1,431
42.3
129
0
0
0
0
0
0
6,732
L53911
L
301.6
310.9
1,385
51.2
132
0
0
0
0
0
0
6,733
L53912
L
301.7
311
1,503
44.8
134
0
0
0
0
0
0
6,734
M21593
M
301.7
311
1,311
46.8
136
0
0
0
0
0
0
6,735
M21594
M
301.6
310.9
1,575
40.1
139
0
0
0
0
0
0
6,736
L53915
L
301.6
311
1,485
40.1
142
0
0
0
0
0
0
6,737
L53916
L
301.7
311
1,527
42.2
144
0
0
0
0
0
0
6,738
M21597
M
301.7
311
1,537
33.5
146
0
0
0
0
0
0
6,739
H36152
H
301.8
311.1
1,463
50.1
149
0
0
0
0
0
0
6,740
L53919
L
301.7
311.2
1,482
43.6
154
0
0
0
0
0
0
6,741
L53920
L
301.8
311.2
1,417
55.9
156
0
0
0
0
0
0
6,742
M21601
M
301.7
311.1
1,506
39.5
158
0
0
0
0
0
0
6,743
H36156
H
301.7
311.2
1,639
30
161
0
0
0
0
0
0
6,744
L53923
L
301.7
311.2
1,418
38
166
0
0
0
0
0
0
6,745
M21604
M
301.7
311
1,298
58.1
168
0
0
0
0
0
0
6,746
M21605
M
301.8
311.1
1,395
44.6
171
0
0
0
0
0
0
6,747
M21606
M
301.7
311.1
1,578
40.5
174
0
0
0
0
0
0
6,748
M21607
M
301.8
311.1
1,597
29.8
177
0
0
0
0
0
0
6,749
H36162
H
301.7
311
2,016
19.3
180
0
0
0
0
0
0
6,750
L53929
L
301.7
311
1,585
35.9
185
0
0
0
0
0
0
6,751
M21610
M
301.7
311
1,505
44
187
0
0
0
0
0
0
6,752
M21611
M
301.7
311
1,505
37.1
190
0
0
0
0
0
0
6,753
L53932
L
301.6
310.9
1,706
29.5
193
0
0
0
0
0
0
6,754
L53933
L
301.6
310.9
1,385
50.7
195
0
0
0
0
0
0
6,755
L53934
L
301.8
311.1
1,495
36.9
197
0
0
0
0
0
0
6,756
M21615
M
301.8
311.1
1,663
31.6
199
0
0
0
0
0
0
6,757
L53936
L
301.8
311.2
1,840
26.6
202
0
0
0
0
0
0
6,758
L53937
L
301.8
311.2
1,822
26.2
204
0
0
0
0
0
0
6,759
L53938
L
301.7
311.1
1,644
32.8
206
0
0
0
0
0
0
6,760
L53939
L
301.7
311
1,441
44.3
208
1
1
0
0
0
0
6,761
L53940
L
301.5
310.9
1,451
40.6
0
0
0
0
0
0
0
6,762
L53941
L
301.5
310.9
1,400
50.8
2
0
0
0
0
0
0
6,763
L53942
L
301.4
310.8
1,362
53.2
4
0
0
0
0
0
0
6,764
M21623
M
301.4
310.8
1,782
26.5
6
0
0
0
0
0
0
6,765
L53944
L
301.4
310.9
1,536
38.3
9
0
0
0
0
0
0
6,766
L53945
L
301.5
310.9
1,580
32.3
11
0
0
0
0
0
0
6,767
M21626
M
301.4
311
1,427
43.2
13
0
0
0
0
0
0
6,768
L53947
L
301.3
310.9
1,509
41.7
16
0
0
0
0
0
0
6,769
H36182
H
301.3
310.8
1,434
39.5
18
0
0
0
0
0
0
6,770
L53949
L
301.2
310.8
1,392
52.6
23
0
0
0
0
0
0
6,771
M21630
M
301.3
310.8
1,509
40.1
25
0
0
0
0
0
0
6,772
M21631
M
301.2
310.7
1,962
22.5
28
0
0
0
0
0
0
6,773
L53952
L
301.3
310.7
1,536
39.3
31
0
0
0
0
0
0
6,774
L53953
L
301.3
310.8
1,381
47.9
33
0
0
0
0
0
0
6,775
H36188
H
301.2
310.7
1,747
27.3
35
0
0
0
0
0
0
6,776
L53955
L
301.2
310.6
1,670
30
40
0
0
0
0
0
0
6,777
L53956
L
301.3
310.6
1,451
47.5
42
0
0
0
0
0
0
6,778
L53957
L
301.2
310.7
1,951
21.3
44
0
0
0
0
0
0
6,779
M21638
M
301.3
310.7
1,819
25.5
46
0
0
0
0
0
0
6,780
M21639
M
301.3
310.8
1,372
54.2
49
0
0
0
0
0
0
6,781
L53960
L
301.3
310.8
1,560
38.5
52
0
0
0
0
0
0
6,782
M21641
M
301.3
310.8
1,494
35.3
54
0
0
0
0
0
0
6,783
L53962
L
301.3
310.8
1,531
53.4
57
0
0
0
0
0
0
6,784
L53963
L
301.3
310.8
1,450
46.9
59
0
0
0
0
0
0
6,785
M21644
M
301.3
310.7
1,391
52.5
61
0
0
0
0
0
0
6,786
L53965
L
301.2
310.6
1,389
45.3
64
0
0
0
0
0
0
6,787
L53966
L
301.2
310.6
1,409
50.9
66
0
0
0
0
0
0
6,788
H36201
H
301.1
310.6
1,388
58.5
68
0
0
0
0
0
0
6,789
M21648
M
301.1
310.6
1,410
43.9
73
0
0
0
0
0
0
6,790
M21649
M
301.1
310.5
1,646
30.7
76
0
0
0
0
0
0
6,791
M21650
M
301.1
310.7
2,219
16.7
79
0
0
0
0
0
0
6,792
L53971
L
301.2
310.7
1,551
41.2
82
0
0
0
0
0
0
6,793
L53972
L
301.2
310.6
1,811
24
84
0
0
0
0
0
0
6,794
L53973
L
301.3
310.7
1,608
31.4
86
0
0
0
0
0
0
6,795
L53974
L
301.3
310.8
1,428
55.2
88
0
0
0
0
0
0
6,796
L53975
L
301.4
310.8
1,477
50.4
90
0
0
0
0
0
0
6,797
M21656
M
301.3
310.7
1,300
58.3
92
0
0
0
0
0
0
6,798
M21657
M
301.2
310.7
1,615
34.9
95
0
0
0
0
0
0
6,799
L53978
L
301.2
310.7
1,676
32.4
98
0
0
0
0
0
0
6,800
M21659
M
301.1
310.7
2,636
12.2
100
1
0
0
1
0
0