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
7,601
M22460
M
300.4
311
1,595
35.4
15
0
0
0
0
0
0
7,602
L54781
L
300.4
311.2
1,351
62
18
0
0
0
0
0
0
7,603
L54782
L
300.4
311.2
1,705
28.7
20
0
0
0
0
0
0
7,604
L54783
L
300.4
311.2
1,406
43.6
22
0
0
0
0
0
0
7,605
L54784
L
300.4
311.3
1,639
34.6
24
0
0
0
0
0
0
7,606
H37019
H
300.4
311.3
2,026
20.3
26
0
0
0
0
0
0
7,607
M22466
M
300.4
311.3
1,350
56.5
31
0
0
0
0
0
0
7,608
M22467
M
300.5
311.3
1,468
41.1
34
0
0
0
0
0
0
7,609
L54788
L
300.5
311.4
1,642
27.1
37
0
0
0
0
0
0
7,610
L54789
L
300.5
311.3
1,490
41.8
39
0
0
0
0
0
0
7,611
M22470
M
300.5
311.3
1,507
43.4
41
0
0
0
0
0
0
7,612
L54791
L
300.5
311.4
1,611
32.7
44
0
0
0
0
0
0
7,613
M22472
M
300.5
311.4
1,743
27.6
46
0
0
0
0
0
0
7,614
L54793
L
300.5
311.3
1,475
46.3
49
0
0
0
0
0
0
7,615
L54794
L
300.5
311.4
1,432
47.5
51
0
0
0
0
0
0
7,616
L54795
L
300.5
311.4
1,442
47
53
0
0
0
0
0
0
7,617
M22476
M
300.6
311.4
1,468
40.4
55
0
0
0
0
0
0
7,618
L54797
L
300.5
311.4
1,556
45.3
58
0
0
0
0
0
0
7,619
M22478
M
300.5
311.4
1,312
51.4
60
0
0
0
0
0
0
7,620
L54799
L
300.6
311.5
1,459
47
63
0
0
0
0
0
0
7,621
L54800
L
300.5
311.5
1,651
36.9
65
0
0
0
0
0
0
7,622
L54801
L
300.5
311.5
1,490
38.4
67
0
0
0
0
0
0
7,623
M22482
M
300.6
311.6
1,473
31.5
69
0
0
0
0
0
0
7,624
L54803
L
300.6
311.7
1,734
29.9
72
0
0
0
0
0
0
7,625
L54804
L
300.6
311.7
1,507
45.5
74
0
0
0
0
0
0
7,626
L54805
L
300.6
311.7
1,556
34.9
76
0
0
0
0
0
0
7,627
H37040
H
300.5
311.6
1,351
53.5
78
0
0
0
0
0
0
7,628
L54807
L
300.5
311.7
1,445
44.8
83
0
0
0
0
0
0
7,629
L54808
L
300.5
311.7
1,619
32.7
85
0
0
0
0
0
0
7,630
M22489
M
300.5
311.7
1,269
64
87
0
0
0
0
0
0
7,631
L54810
L
300.5
311.6
1,534
37.7
90
0
0
0
0
0
0
7,632
L54811
L
300.5
311.6
1,444
49.3
92
0
0
0
0
0
0
7,633
L54812
L
300.5
311.6
1,744
26.8
94
0
0
0
0
0
0
7,634
L54813
L
300.4
311.5
1,441
44.6
96
0
0
0
0
0
0
7,635
M22494
M
300.3
311.3
1,506
40.7
98
0
0
0
0
0
0
7,636
L54815
L
300.3
311.4
1,526
38.5
101
0
0
0
0
0
0
7,637
L54816
L
300.4
311.5
1,704
29.7
103
0
0
0
0
0
0
7,638
H37051
H
300.4
311.4
1,445
52.4
105
0
0
0
0
0
0
7,639
L54818
L
300.5
311.5
1,661
35.9
110
0
0
0
0
0
0
7,640
L54819
L
300.5
311.4
1,466
41.8
112
0
0
0
0
0
0
7,641
L54820
L
300.4
311.3
1,608
35.1
114
0
0
0
0
0
0
7,642
M22501
M
300.4
311.4
1,352
57.3
116
0
0
0
0
0
0
7,643
M22502
M
300.4
311.4
1,604
31.7
119
0
0
0
0
0
0
7,644
H37057
H
300.4
311.4
1,427
50.7
122
0
0
0
0
0
0
7,645
L54824
L
300.4
311.4
1,424
44.6
127
0
0
0
0
0
0
7,646
L54825
L
300.4
311.4
1,662
29.3
129
0
0
0
0
0
0
7,647
L54826
L
300.4
311.4
1,936
23.9
131
0
0
0
0
0
0
7,648
L54827
L
300.4
311.4
1,728
31.7
133
0
0
0
0
0
0
7,649
L54828
L
300.4
311.4
1,552
28.8
135
0
0
0
0
0
0
7,650
H37063
H
300.4
311.5
1,662
29
137
0
0
0
0
0
0
7,651
L54830
L
300.3
311.4
1,343
57.7
142
0
0
0
0
0
0
7,652
M22511
M
300.4
311.5
1,476
32.6
144
0
0
0
0
0
0
7,653
L54832
L
300.3
311.4
1,346
51.1
147
0
0
0
0
0
0
7,654
L54833
L
300.4
311.5
1,492
44.6
149
0
0
0
0
0
0
7,655
M22514
M
300.3
311.5
1,540
41.5
151
0
0
0
0
0
0
7,656
L54835
L
300.4
311.5
1,596
32.5
154
0
0
0
0
0
0
7,657
L54836
L
300.5
311.6
1,541
47.8
156
0
0
0
0
0
0
7,658
L54837
L
300.5
311.6
1,661
30
158
0
0
0
0
0
0
7,659
M22518
M
300.4
311.6
1,359
55.4
160
0
0
0
0
0
0
7,660
L54839
L
300.5
311.6
1,528
42.4
163
0
0
0
0
0
0
7,661
M22520
M
300.5
311.6
1,246
52.9
165
0
0
0
0
0
0
7,662
L54841
L
300.5
311.6
1,575
32.5
168
0
0
0
0
0
0
7,663
M22522
M
300.5
311.6
1,658
30.4
170
0
0
0
0
0
0
7,664
L54843
L
300.5
311.6
1,385
54.8
173
0
0
0
0
0
0
7,665
H37078
H
300.5
311.7
1,454
50.3
175
0
0
0
0
0
0
7,666
L54845
L
300.5
311.6
1,497
40.5
180
0
0
0
0
0
0
7,667
M22526
M
300.6
311.7
1,424
50.8
182
0
0
0
0
0
0
7,668
L54847
L
300.6
311.7
1,528
43.9
185
0
0
0
0
0
0
7,669
L54848
L
300.6
311.8
1,539
37
187
0
0
0
0
0
0
7,670
L54849
L
300.7
311.8
1,336
58.4
189
1
0
0
0
1
0
7,671
L54850
L
300.5
311.6
1,525
37.6
191
0
0
0
0
0
0
7,672
M22531
M
300.5
311.6
1,456
51.1
193
0
0
0
0
0
0
7,673
M22532
M
300.5
311.7
2,141
17.2
196
0
0
0
0
0
0
7,674
M22533
M
300.5
311.6
1,476
39.1
199
0
0
0
0
0
0
7,675
L54854
L
300.5
311.6
1,509
47.2
202
0
0
0
0
0
0
7,676
L54855
L
300.5
311.6
1,447
45.4
204
0
0
0
0
0
0
7,677
L54856
L
300.6
311.7
1,448
49.1
206
0
0
0
0
0
0
7,678
L54857
L
300.6
311.7
1,428
52.6
208
0
0
0
0
0
0
7,679
M22538
M
300.6
311.7
1,389
52.1
210
0
0
0
0
0
0
7,680
L54859
L
300.7
311.7
1,635
32.4
213
0
0
0
0
0
0
7,681
L54860
L
300.7
311.7
1,395
43.7
215
0
0
0
0
0
0
7,682
L54861
L
300.7
311.8
1,443
43.7
217
0
0
0
0
0
0
7,683
M22542
M
300.7
311.7
1,412
49.1
219
0
0
0
0
0
0
7,684
L54863
L
300.7
311.7
1,524
43.5
222
0
0
0
0
0
0
7,685
M22544
M
300.7
311.8
1,407
42.4
224
0
0
0
0
0
0
7,686
L54865
L
300.8
311.7
1,397
43.5
227
0
0
0
0
0
0
7,687
M22546
M
300.7
311.7
1,504
36.9
229
0
0
0
0
0
0
7,688
M22547
M
300.7
311.7
2,097
18.9
232
1
1
0
0
0
0
7,689
L54868
L
300.6
311.7
1,553
39.8
0
0
0
0
0
0
0
7,690
L54869
L
300.6
311.7
1,432
39.2
2
0
0
0
0
0
0
7,691
M22550
M
300.5
311.6
1,577
36.5
4
0
0
0
0
0
0
7,692
M22551
M
300.5
311.5
1,370
56.1
7
0
0
0
0
0
0
7,693
H37106
H
300.5
311.6
1,506
36.2
10
0
0
0
0
0
0
7,694
L54873
L
300.6
311.6
1,964
21.4
15
0
0
0
0
0
0
7,695
H37108
H
300.6
311.7
1,500
36.7
17
0
0
0
0
0
0
7,696
L54875
L
300.6
311.7
1,488
47.7
22
0
0
0
0
0
0
7,697
H37110
H
300.6
311.5
1,282
60.2
24
0
0
0
0
0
0
7,698
L54877
L
300.5
311.4
1,400
45.1
29
0
0
0
0
0
0
7,699
L54878
L
300.6
311.5
1,419
38.6
31
0
0
0
0
0
0
7,700
M22559
M
300.7
311.5
1,441
40.6
33
0
0
0
0
0
0