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
7,701
M22560
M
300.7
311.6
1,348
62.5
36
0
0
0
0
0
0
7,702
H37115
H
300.8
311.7
1,468
38.7
39
0
0
0
0
0
0
7,703
M22562
M
300.7
311.7
1,701
30.8
44
0
0
0
0
0
0
7,704
H37117
H
300.7
311.7
1,864
23.6
47
0
0
0
0
0
0
7,705
M22564
M
300.6
311.6
1,630
31.8
52
0
0
0
0
0
0
7,706
L54885
L
300.5
311.5
1,316
49.7
55
0
0
0
0
0
0
7,707
L54886
L
300.5
311.5
1,708
31.2
57
0
0
0
0
0
0
7,708
H37121
H
300.5
311.4
1,679
27.5
59
0
0
0
0
0
0
7,709
L54888
L
300.5
311.4
1,709
32.3
64
0
0
0
0
0
0
7,710
L54889
L
300.5
311.4
1,445
41.5
66
0
0
0
0
0
0
7,711
M22570
M
300.5
311.4
1,390
51.9
68
0
0
0
0
0
0
7,712
L54891
L
300.4
311.4
1,309
55.5
71
0
0
0
0
0
0
7,713
L54892
L
300.5
311.5
1,499
37.6
73
0
0
0
0
0
0
7,714
M22573
M
300.5
311.4
2,072
18.8
75
0
0
0
0
0
0
7,715
L54894
L
300.5
311.5
1,487
43
78
0
0
0
0
0
0
7,716
L54895
L
300.5
311.5
1,302
49.6
80
0
0
0
0
0
0
7,717
M22576
M
300.5
311.5
1,378
48.2
82
0
0
0
0
0
0
7,718
L54897
L
300.5
311.6
1,365
53
85
0
0
0
0
0
0
7,719
H37132
H
300.6
311.7
1,427
44.6
87
0
0
0
0
0
0
7,720
H37133
H
300.6
311.7
1,535
33.3
92
0
0
0
0
0
0
7,721
H37134
H
300.5
311.6
1,476
41.7
97
0
0
0
0
0
0
7,722
L54901
L
300.5
311.6
1,425
42.4
102
0
0
0
0
0
0
7,723
L54902
L
300.5
311.7
1,409
54.7
104
0
0
0
0
0
0
7,724
L54903
L
300.5
311.6
1,730
30.2
106
0
0
0
0
0
0
7,725
M22584
M
300.5
311.6
1,454
41.4
108
0
0
0
0
0
0
7,726
L54905
L
300.6
311.7
1,744
26.9
111
0
0
0
0
0
0
7,727
M22586
M
300.8
311.9
1,761
29
113
0
0
0
0
0
0
7,728
M22587
M
300.7
311.9
1,657
30.9
116
0
0
0
0
0
0
7,729
L54908
L
300.7
311.8
1,420
47
119
0
0
0
0
0
0
7,730
H37143
H
300.7
311.9
1,329
59.2
121
0
0
0
0
0
0
7,731
L54910
L
300.6
311.9
1,472
44.2
126
0
0
0
0
0
0
7,732
L54911
L
300.6
312
1,566
30.1
128
0
0
0
0
0
0
7,733
L54912
L
300.6
312
1,430
42.7
130
0
0
0
0
0
0
7,734
L54913
L
300.6
312
1,481
40.9
132
0
0
0
0
0
0
7,735
L54914
L
300.6
312
1,670
29.4
134
0
0
0
0
0
0
7,736
L54915
L
300.6
312
1,406
55.1
136
0
0
0
0
0
0
7,737
H37150
H
300.6
312.1
1,354
46.9
138
0
0
0
0
0
0
7,738
M22597
M
300.5
312
1,985
19.3
143
0
0
0
0
0
0
7,739
M22598
M
300.5
312
1,263
60.8
146
0
0
0
0
0
0
7,740
L54919
L
300.5
311.9
1,576
31.1
149
0
0
0
0
0
0
7,741
L54920
L
300.5
312
1,453
45.1
151
0
0
0
0
0
0
7,742
L54921
L
300.5
312
1,478
39
153
0
0
0
0
0
0
7,743
M22602
M
300.5
311.9
1,323
57.9
155
0
0
0
0
0
0
7,744
L54923
L
300.5
311.9
1,710
28.4
158
0
0
0
0
0
0
7,745
L54924
L
300.4
311.7
1,314
59.5
160
0
0
0
0
0
0
7,746
L54925
L
300.4
311.7
1,460
39.6
162
0
0
0
0
0
0
7,747
M22606
M
300.4
311.7
1,508
45.4
164
0
0
0
0
0
0
7,748
M22607
M
300.5
311.8
1,331
55.3
167
0
0
0
0
0
0
7,749
L54928
L
300.4
311.7
1,515
47.4
170
0
0
0
0
0
0
7,750
L54929
L
300.4
311.6
1,674
33
172
0
0
0
0
0
0
7,751
L54930
L
300.4
311.7
1,444
51.2
174
0
0
0
0
0
0
7,752
M22611
M
300.4
311.7
1,398
42.6
176
0
0
0
0
0
0
7,753
M22612
M
300.4
311.7
1,832
24.2
179
0
0
0
0
0
0
7,754
M22613
M
300.5
311.8
1,591
42
182
0
0
0
0
0
0
7,755
M22614
M
300.4
311.7
1,478
39.9
185
0
0
0
0
0
0
7,756
M22615
M
300.4
311.8
1,362
47.6
188
0
0
0
0
0
0
7,757
L54936
L
300.5
311.8
1,368
57.9
191
1
0
0
0
1
0
7,758
M22617
M
300.3
311.7
1,723
28.3
193
0
0
0
0
0
0
7,759
L54938
L
300.4
311.8
1,689
30.8
196
0
0
0
0
0
0
7,760
L54939
L
300.4
311.8
1,272
59.2
198
1
0
0
0
1
0
7,761
M22620
M
300.4
311.7
1,511
33
200
0
0
0
0
0
0
7,762
H37175
H
300.4
311.6
1,715
30.8
203
0
0
0
0
0
0
7,763
M22622
M
300.3
311.5
1,400
43.8
0
0
0
0
0
0
0
7,764
L54943
L
300.4
311.6
1,200
76.6
3
1
0
0
1
0
0
7,765
M22624
M
300.4
311.7
1,555
38.7
5
0
0
0
0
0
0
7,766
H37179
H
300.3
311.6
1,427
56.2
8
0
0
0
0
0
0
7,767
L54946
L
300.3
311.4
1,318
52.7
13
0
0
0
0
0
0
7,768
H37181
H
300.2
311.4
1,319
54.6
15
0
0
0
0
0
0
7,769
M22628
M
300.2
311.4
1,960
20.9
20
0
0
0
0
0
0
7,770
L54949
L
300.3
311.5
1,552
38.9
23
0
0
0
0
0
0
7,771
L54950
L
300.3
311.5
1,548
32.2
25
0
0
0
0
0
0
7,772
L54951
L
300.3
311.6
1,709
29.5
27
0
0
0
0
0
0
7,773
H37186
H
300.3
311.5
1,464
41
29
0
0
0
0
0
0
7,774
L54953
L
300.3
311.4
1,759
24.8
34
0
0
0
0
0
0
7,775
L54954
L
300.3
311.5
1,634
31.9
36
0
0
0
0
0
0
7,776
L54955
L
300.3
311.5
1,663
33.6
38
0
0
0
0
0
0
7,777
M22636
M
300.3
311.5
1,445
47.3
40
0
0
0
0
0
0
7,778
L54957
L
300.3
311.5
1,695
25.6
43
0
0
0
0
0
0
7,779
L54958
L
300.4
311.6
1,517
39
45
0
0
0
0
0
0
7,780
L54959
L
300.5
311.7
1,811
26.8
47
0
0
0
0
0
0
7,781
L54960
L
300.4
311.6
1,815
23.5
49
0
0
0
0
0
0
7,782
L54961
L
300.4
311.7
1,513
40
51
0
0
0
0
0
0
7,783
M22642
M
300.4
311.6
1,518
36.4
53
0
0
0
0
0
0
7,784
L54963
L
300.3
311.5
1,667
28.8
56
0
0
0
0
0
0
7,785
L54964
L
300.3
311.5
1,403
60.1
58
0
0
0
0
0
0
7,786
L54965
L
300.2
311.5
1,383
42.1
60
0
0
0
0
0
0
7,787
L54966
L
300.3
311.5
1,466
46.2
62
0
0
0
0
0
0
7,788
L54967
L
300.3
311.5
1,378
47.5
64
0
0
0
0
0
0
7,789
M22648
M
300.2
311.5
1,547
40.9
66
0
0
0
0
0
0
7,790
L54969
L
300.2
311.5
1,495
38.5
69
0
0
0
0
0
0
7,791
L54970
L
300.1
311.4
1,729
29.3
71
0
0
0
0
0
0
7,792
L54971
L
300.1
311.4
1,418
47.7
73
0
0
0
0
0
0
7,793
H37206
H
300.1
311.4
1,485
40.4
75
0
0
0
0
0
0
7,794
L54973
L
300.1
311.5
1,434
40.8
80
0
0
0
0
0
0
7,795
M22654
M
300.2
311.6
1,415
55.8
82
0
0
0
0
0
0
7,796
H37209
H
300.1
311.6
1,674
29.6
85
0
0
0
0
0
0
7,797
L54976
L
300.1
311.5
1,454
52.4
90
0
0
0
0
0
0
7,798
L54977
L
300
311.4
1,476
39
92
0
0
0
0
0
0
7,799
L54978
L
300
311.5
1,812
28.3
94
0
0
0
0
0
0
7,800
L54979
L
300
311.4
1,374
41.9
96
0
0
0
0
0
0