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
9,601
M24460
M
298.9
310
1,561
45.3
58
0
0
0
0
0
0
9,602
L56781
L
298.9
310.1
2,109
18
61
0
0
0
0
0
0
9,603
L56782
L
298.9
310.2
1,705
32.5
63
0
0
0
0
0
0
9,604
M24463
M
298.9
310.1
1,549
40.2
65
0
0
0
0
0
0
9,605
H39018
H
299
310.2
1,637
38
68
0
0
0
0
0
0
9,606
M24465
M
298.9
310.1
1,484
37.9
73
0
0
0
0
0
0
9,607
L56786
L
298.9
310.1
1,401
44.4
76
0
0
0
0
0
0
9,608
L56787
L
298.9
310.1
1,571
36.8
78
0
0
0
0
0
0
9,609
M24468
M
298.9
310.1
1,513
41.5
80
0
0
0
0
0
0
9,610
L56789
L
299
310.1
1,470
40.3
83
0
0
0
0
0
0
9,611
L56790
L
299
310.1
1,505
41.3
85
0
0
0
0
0
0
9,612
L56791
L
299
310.2
1,432
42.2
87
0
0
0
0
0
0
9,613
M24472
M
299
310.2
1,625
31.8
89
0
0
0
0
0
0
9,614
L56793
L
299
310.2
1,377
62.5
92
1
0
0
1
0
0
9,615
M24474
M
299.1
310.3
1,441
43.9
94
0
0
0
0
0
0
9,616
M24475
M
299
310.2
1,564
39.9
97
0
0
0
0
0
0
9,617
L56796
L
298.9
310.1
1,580
37.3
100
0
0
0
0
0
0
9,618
L56797
L
299
310.2
1,516
35.3
102
0
0
0
0
0
0
9,619
L56798
L
299
310.1
1,447
42.8
104
0
0
0
0
0
0
9,620
M24479
M
298.9
310
1,323
52.9
106
0
0
0
0
0
0
9,621
L56800
L
298.9
310
1,470
45.9
109
0
0
0
0
0
0
9,622
M24481
M
299
310
2,049
19.5
111
0
0
0
0
0
0
9,623
L56802
L
298.9
310
1,794
27.2
114
0
0
0
0
0
0
9,624
L56803
L
298.9
310.1
1,356
47.8
116
0
0
0
0
0
0
9,625
H39038
H
299
310.1
1,555
38.6
118
0
0
0
0
0
0
9,626
M24485
M
299
310.1
1,487
47.5
123
0
0
0
0
0
0
9,627
M24486
M
299
310
1,341
58.9
126
0
0
0
0
0
0
9,628
M24487
M
298.9
310
1,487
36.6
129
0
0
0
0
0
0
9,629
H39042
H
299
310
1,569
34.3
132
0
0
0
0
0
0
9,630
H39043
H
299
310.1
2,053
19.7
137
0
0
0
0
0
0
9,631
L56810
L
299
310.1
1,583
35.8
142
0
0
0
0
0
0
9,632
L56811
L
299
310
1,672
33.2
144
0
0
0
0
0
0
9,633
M24492
M
299
310
1,337
57.4
146
0
0
0
0
0
0
9,634
H39047
H
299.1
310.1
1,421
41.2
149
0
0
0
0
0
0
9,635
L56814
L
299.1
310.2
1,425
52.7
154
0
0
0
0
0
0
9,636
L56815
L
299.2
310.2
1,609
33.2
156
0
0
0
0
0
0
9,637
L56816
L
299.2
310.3
1,507
41.3
158
0
0
0
0
0
0
9,638
L56817
L
299.2
310.3
1,463
38.9
160
0
0
0
0
0
0
9,639
H39052
H
299.3
310.4
1,393
44.9
162
0
0
0
0
0
0
9,640
L56819
L
299.3
310.4
1,725
26.8
167
0
0
0
0
0
0
9,641
L56820
L
299.4
310.5
1,514
36.1
169
0
0
0
0
0
0
9,642
L56821
L
299.3
310.4
1,365
53.9
171
0
0
0
0
0
0
9,643
L56822
L
299.4
310.5
1,372
46.3
173
0
0
0
0
0
0
9,644
L56823
L
299.4
310.4
1,509
40.6
175
0
0
0
0
0
0
9,645
L56824
L
299.3
310.4
1,629
32.6
177
0
0
0
0
0
0
9,646
L56825
L
299.4
310.5
1,749
28.1
179
0
0
0
0
0
0
9,647
L56826
L
299.4
310.4
1,582
31.7
181
0
0
0
0
0
0
9,648
L56827
L
299.2
310.2
1,458
47
183
0
0
0
0
0
0
9,649
L56828
L
299.1
310.1
1,416
41.2
185
0
0
0
0
0
0
9,650
H39063
H
299.1
310
1,657
33.1
187
0
0
0
0
0
0
9,651
M24510
M
299.1
310
1,437
41.1
192
0
0
0
0
0
0
9,652
M24511
M
299.1
310
1,580
36
195
0
0
0
0
0
0
9,653
M24512
M
299
310
1,488
46.3
198
0
0
0
0
0
0
9,654
L56833
L
299
309.9
1,373
55.7
201
1
0
0
0
1
0
9,655
L56834
L
299.1
310
1,367
56.3
203
1
0
0
0
1
0
9,656
H39069
H
299.1
310
1,431
49.5
205
0
0
0
0
0
0
9,657
L56836
L
299
310.1
1,623
33
210
0
0
0
0
0
0
9,658
L56837
L
299
310
1,484
39.6
212
0
0
0
0
0
0
9,659
L56838
L
299
309.9
1,548
34.5
214
0
0
0
0
0
0
9,660
L56839
L
298.9
309.8
1,287
61.9
216
1
0
0
0
1
0
9,661
M24520
M
298.9
309.8
1,392
43.1
218
0
0
0
0
0
0
9,662
H39075
H
299
310
1,458
44.9
221
0
0
0
0
0
0
9,663
M24522
M
299.1
310.1
1,570
30.9
226
0
0
0
0
0
0
9,664
L56843
L
299.1
310.1
1,435
48.8
229
1
0
0
0
1
0
9,665
L56844
L
299.1
310.2
1,317
54.8
231
1
0
0
0
1
0
9,666
L56845
L
299.2
310.3
1,610
33.3
233
0
0
0
0
0
0
9,667
M24526
M
299.1
310.3
1,838
24
235
0
0
0
0
0
0
9,668
L56847
L
299.2
310.3
1,352
48.9
238
1
0
0
0
1
0
9,669
L56848
L
299.1
310.3
1,619
35.2
240
0
0
0
0
0
0
9,670
L56849
L
299.1
310.3
1,619
31.1
242
0
0
0
0
0
0
9,671
L56850
L
299
310.2
1,690
30.7
244
0
0
0
0
0
0
9,672
L56851
L
299
310.2
1,412
44.1
246
0
0
0
0
0
0
9,673
H39086
H
299
310.2
1,744
31.5
0
0
0
0
0
0
0
9,674
M24533
M
299
310.1
1,593
35.4
5
0
0
0
0
0
0
9,675
L56854
L
299.1
310.2
1,695
29.6
8
0
0
0
0
0
0
9,676
M24535
M
299
310.2
1,298
57.2
10
0
0
0
0
0
0
9,677
L56856
L
299
310.1
1,886
21.2
13
0
0
0
0
0
0
9,678
L56857
L
299
310.1
2,033
19.3
15
0
0
0
0
0
0
9,679
M24538
M
299.1
310.2
1,711
28.1
17
0
0
0
0
0
0
9,680
L56859
L
299.1
310.2
1,598
33.4
20
0
0
0
0
0
0
9,681
L56860
L
299.1
310.1
1,894
24.2
22
0
0
0
0
0
0
9,682
M24541
M
299.1
310.1
1,412
44.4
24
0
0
0
0
0
0
9,683
L56862
L
299.1
310
1,394
46.6
27
0
0
0
0
0
0
9,684
M24543
M
299
310
1,338
56.4
29
0
0
0
0
0
0
9,685
H39098
H
298.9
309.9
1,376
51
32
0
0
0
0
0
0
9,686
L56865
L
299
310
1,360
48.1
37
0
0
0
0
0
0
9,687
L56866
L
299.1
310.1
1,486
40.7
39
0
0
0
0
0
0
9,688
M24547
M
299.1
310.1
1,649
31.6
41
0
0
0
0
0
0
9,689
L56868
L
299.1
310.1
1,367
45.6
44
0
0
0
0
0
0
9,690
L56869
L
299
310.1
1,362
59.5
46
0
0
0
0
0
0
9,691
M24550
M
298.9
310
1,520
35.6
48
0
0
0
0
0
0
9,692
L56871
L
299
310
1,582
31.9
51
0
0
0
0
0
0
9,693
M24552
M
299
310
1,667
30
53
0
0
0
0
0
0
9,694
L56873
L
298.9
310
1,693
28.8
56
0
0
0
0
0
0
9,695
L56874
L
298.9
310
1,559
33.4
58
0
0
0
0
0
0
9,696
L56875
L
298.9
309.9
1,592
32
60
0
0
0
0
0
0
9,697
L56876
L
298.9
309.9
1,404
39.8
62
0
0
0
0
0
0
9,698
M24557
M
298.8
309.8
1,413
45.5
64
0
0
0
0
0
0
9,699
L56878
L
298.8
309.8
1,663
28.2
67
0
0
0
0
0
0
9,700
L56879
L
298.8
309.8
1,508
36.3
69
0
0
0
0
0
0