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
2,601
L49780
L
299.3
309
1,422
47.3
25
0
0
0
0
0
0
2,602
L49781
L
299.3
309.1
1,399
52.1
27
0
0
0
0
0
0
2,603
L49782
L
299.4
309.2
1,427
41.5
29
0
0
0
0
0
0
2,604
M17463
M
299.3
309.2
1,334
46.3
31
0
0
0
0
0
0
2,605
M17464
M
299.3
309.1
1,385
45.6
34
0
0
0
0
0
0
2,606
L49785
L
299.4
309.2
1,552
37.4
37
0
0
0
0
0
0
2,607
H32020
H
299.4
309.3
1,534
37.5
39
0
0
0
0
0
0
2,608
L49787
L
299.4
309.3
1,448
48.6
44
0
0
0
0
0
0
2,609
L49788
L
299.5
309.3
1,409
44.7
46
0
0
0
0
0
0
2,610
L49789
L
299.4
309.2
1,621
34.5
48
0
0
0
0
0
0
2,611
H32024
H
299.4
309.1
1,547
40.9
50
0
0
0
0
0
0
2,612
L49791
L
299.4
309.1
1,957
22.1
55
0
0
0
0
0
0
2,613
L49792
L
299.4
309.1
2,421
14.2
57
0
0
0
0
0
0
2,614
M17473
M
299.3
309.1
1,571
38.3
59
0
0
0
0
0
0
2,615
L49794
L
299.3
309.1
1,634
36.8
62
0
0
0
0
0
0
2,616
L49795
L
299.3
309
1,516
38.7
64
0
0
0
0
0
0
2,617
L49796
L
299.4
309.1
1,207
66.5
66
0
0
0
0
0
0
2,618
L49797
L
299.4
309.1
1,670
35.9
68
0
0
0
0
0
0
2,619
M17478
M
299.4
309.1
1,461
48.6
70
0
0
0
0
0
0
2,620
L49799
L
299.4
309.2
1,569
40.8
73
0
0
0
0
0
0
2,621
L49800
L
299.4
309.2
1,556
35.7
75
0
0
0
0
0
0
2,622
M17481
M
299.5
309.3
1,506
41.5
77
0
0
0
0
0
0
2,623
M17482
M
299.6
309.4
1,642
30.3
80
0
0
0
0
0
0
2,624
M17483
M
299.6
309.4
1,283
62.1
83
0
0
0
0
0
0
2,625
H32038
H
299.7
309.5
1,375
46.8
86
0
0
0
0
0
0
2,626
L49805
L
299.7
309.4
1,399
39.9
91
0
0
0
0
0
0
2,627
L49806
L
299.7
309.4
1,650
29.8
93
0
0
0
0
0
0
2,628
M17487
M
299.8
309.6
1,346
53.2
95
0
0
0
0
0
0
2,629
H32042
H
299.9
309.6
1,410
51.2
98
0
0
0
0
0
0
2,630
L49809
L
300
309.7
1,586
37.8
103
0
0
0
0
0
0
2,631
L49810
L
300
309.8
1,372
39.6
105
0
0
0
0
0
0
2,632
H32045
H
300
309.7
1,529
42.4
107
0
0
0
0
0
0
2,633
M17492
M
300
309.7
1,652
28.6
112
0
0
0
0
0
0
2,634
L49813
L
300.1
309.8
1,532
39.8
115
0
0
0
0
0
0
2,635
L49814
L
300
309.7
1,554
32
117
0
0
0
0
0
0
2,636
H32049
H
299.9
309.6
1,462
51
119
0
0
0
0
0
0
2,637
L49816
L
299.9
309.6
1,254
61.3
124
0
0
0
0
0
0
2,638
L49817
L
299.9
309.6
1,294
49.7
126
0
0
0
0
0
0
2,639
L49818
L
299.8
309.5
1,739
27.5
128
0
0
0
0
0
0
2,640
M17499
M
299.8
309.4
1,412
47.8
130
0
0
0
0
0
0
2,641
M17500
M
299.9
309.5
1,372
56.2
133
0
0
0
0
0
0
2,642
H32055
H
299.8
309.5
1,420
46.7
136
0
0
0
0
0
0
2,643
L49822
L
299.8
309.5
1,542
40.3
141
0
0
0
0
0
0
2,644
M17503
M
299.8
309.4
1,401
48.1
143
0
0
0
0
0
0
2,645
L49824
L
299.8
309.4
1,510
42.5
146
0
0
0
0
0
0
2,646
H32059
H
299.9
309.5
1,547
38.5
148
0
0
0
0
0
0
2,647
M17506
M
299.8
309.5
1,453
43.2
153
0
0
0
0
0
0
2,648
L49827
L
299.8
309.4
1,408
45.6
156
0
0
0
0
0
0
2,649
L49828
L
299.8
309.4
1,436
51.6
158
0
0
0
0
0
0
2,650
M17509
M
299.9
309.5
1,582
38.2
160
0
0
0
0
0
0
2,651
L49830
L
299.9
309.6
1,280
59.3
163
0
0
0
0
0
0
2,652
L49831
L
299.9
309.5
2,008
20.4
165
0
0
0
0
0
0
2,653
L49832
L
299.9
309.5
1,772
23.5
167
0
0
0
0
0
0
2,654
L49833
L
299.9
309.5
1,779
26.1
169
0
0
0
0
0
0
2,655
L49834
L
299.9
309.5
1,567
35.5
171
0
0
0
0
0
0
2,656
M17515
M
299.8
309.4
1,751
27
173
0
0
0
0
0
0
2,657
L49836
L
299.9
309.5
1,349
51.3
176
0
0
0
0
0
0
2,658
M17517
M
300
309.5
1,425
40.8
178
0
0
0
0
0
0
2,659
L49838
L
300
309.4
1,395
44.5
181
0
0
0
0
0
0
2,660
H32073
H
299.8
309.3
1,595
32.1
183
0
0
0
0
0
0
2,661
L49840
L
299.8
309.3
1,291
56.4
188
0
0
0
0
0
0
2,662
M17521
M
299.9
309.4
1,509
42.8
190
0
0
0
0
0
0
2,663
M17522
M
299.9
309.4
1,483
38.1
193
0
0
0
0
0
0
2,664
L49843
L
299.9
309.3
1,620
31.1
196
0
0
0
0
0
0
2,665
M17524
M
299.9
309.4
1,487
42.2
198
0
0
0
0
0
0
2,666
L49845
L
299.8
309.4
2,256
15.9
201
0
0
0
0
0
0
2,667
H32080
H
299.7
309.2
1,691
27.7
203
0
0
0
0
0
0
2,668
M17527
M
299.8
309.3
1,663
35.2
208
0
0
0
0
0
0
2,669
M17528
M
299.8
309.3
1,640
31.1
211
0
0
0
0
0
0
2,670
H32083
H
299.7
309.3
1,494
37.8
214
0
0
0
0
0
0
2,671
L49850
L
299.8
309.4
1,467
46.2
219
0
0
0
0
0
0
2,672
M17531
M
299.7
309.3
1,399
41.9
221
1
1
0
0
0
0
2,673
L49852
L
299.7
309.3
1,445
42.6
0
0
0
0
0
0
0
2,674
L49853
L
299.8
309.4
1,480
40.9
2
0
0
0
0
0
0
2,675
L49854
L
299.7
309.3
1,546
37.2
4
0
0
0
0
0
0
2,676
L49855
L
299.7
309.3
1,574
35.8
6
0
0
0
0
0
0
2,677
L49856
L
299.7
309.3
1,592
34.2
8
0
0
0
0
0
0
2,678
L49857
L
299.8
309.5
1,495
39.6
10
0
0
0
0
0
0
2,679
L49858
L
299.8
309.6
1,447
43.1
12
0
0
0
0
0
0
2,680
L49859
L
299.8
309.5
1,476
44.4
14
0
0
0
0
0
0
2,681
L49860
L
299.8
309.5
1,641
27.1
16
0
0
0
0
0
0
2,682
L49861
L
299.8
309.5
1,545
32.2
18
0
0
0
0
0
0
2,683
M17542
M
299.9
309.6
1,364
44.4
20
0
0
0
0
0
0
2,684
L49863
L
299.8
309.5
1,590
28.5
23
0
0
0
0
0
0
2,685
L49864
L
299.8
309.4
1,460
37.4
25
0
0
0
0
0
0
2,686
L49865
L
299.8
309.4
1,609
32.5
27
0
0
0
0
0
0
2,687
L49866
L
299.8
309.4
1,633
27.5
29
0
0
0
0
0
0
2,688
L49867
L
299.9
309.4
1,348
52.8
31
0
0
0
0
0
0
2,689
L49868
L
299.9
309.4
1,322
53.9
33
0
0
0
0
0
0
2,690
L49869
L
300
309.5
1,641
30.1
35
0
0
0
0
0
0
2,691
L49870
L
300
309.5
1,728
26
37
0
0
0
0
0
0
2,692
L49871
L
300
309.6
1,431
47.7
39
0
0
0
0
0
0
2,693
L49872
L
300.1
309.7
1,641
30.4
41
0
0
0
0
0
0
2,694
M17553
M
300.1
309.6
1,622
36.1
43
0
0
0
0
0
0
2,695
M17554
M
300.1
309.6
1,625
38
46
0
0
0
0
0
0
2,696
L49875
L
300
309.5
1,869
22.7
49
0
0
0
0
0
0
2,697
L49876
L
300
309.6
1,452
46
51
0
0
0
0
0
0
2,698
L49877
L
300
309.6
1,618
28.7
53
0
0
0
0
0
0
2,699
L49878
L
300
309.4
2,010
20
55
0
0
0
0
0
0
2,700
L49879
L
299.9
309.4
1,363
60.9
57
0
0
0
0
0
0