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
3,601
L50780
L
301.7
310.5
1,523
34.7
181
0
0
0
0
0
0
3,602
L50781
L
301.7
310.5
1,377
43.1
183
0
0
0
0
0
0
3,603
M18462
M
301.7
310.6
1,417
45.2
185
0
0
0
0
0
0
3,604
L50783
L
301.7
310.7
1,542
40
188
0
0
0
0
0
0
3,605
L50784
L
301.8
310.8
1,557
33.3
190
0
0
0
0
0
0
3,606
L50785
L
301.7
310.7
1,641
31.9
192
0
0
0
0
0
0
3,607
L50786
L
301.7
310.7
1,318
55
194
0
0
0
0
0
0
3,608
L50787
L
301.6
310.7
1,638
33.8
196
0
0
0
0
0
0
3,609
M18468
M
301.7
310.8
1,954
21.6
198
0
0
0
0
0
0
3,610
M18469
M
301.7
310.9
1,644
32.5
201
0
0
0
0
0
0
3,611
M18470
M
301.7
310.8
1,594
32.4
204
0
0
0
0
0
0
3,612
L50791
L
301.7
310.9
1,405
46.4
207
1
1
0
0
0
1
3,613
L50792
L
301.7
310.8
1,622
37.8
0
0
0
0
0
0
0
3,614
L50793
L
301.7
310.9
1,557
39.4
2
0
0
0
0
0
0
3,615
L50794
L
301.8
311
1,606
33.3
4
0
0
0
0
0
0
3,616
M18475
M
301.8
311.1
1,647
31.6
6
0
0
0
0
0
0
3,617
M18476
M
301.8
311.1
1,413
42.2
9
0
0
0
0
0
0
3,618
L50797
L
301.8
311
1,529
41.6
12
0
0
0
0
0
0
3,619
L50798
L
301.9
311.1
1,448
46.3
14
0
0
0
0
0
0
3,620
L50799
L
301.9
311.2
1,435
44.2
16
0
0
0
0
0
0
3,621
H33034
H
301.9
311.2
1,474
41.8
18
0
0
0
0
0
0
3,622
L50801
L
301.9
311.2
1,657
29.1
23
0
0
0
0
0
0
3,623
L50802
L
302
311.3
1,509
39.9
25
0
0
0
0
0
0
3,624
M18483
M
302
311.3
1,530
36.4
27
0
0
0
0
0
0
3,625
M18484
M
302
311.4
1,587
35.9
30
0
0
0
0
0
0
3,626
M18485
M
302.1
311.4
1,467
43.4
33
0
0
0
0
0
0
3,627
M18486
M
302.2
311.5
1,360
53
36
0
0
0
0
0
0
3,628
L50807
L
302.2
311.5
1,588
30.6
39
0
0
0
0
0
0
3,629
L50808
L
302.2
311.4
1,609
32.1
41
0
0
0
0
0
0
3,630
L50809
L
302.1
311.3
1,415
44.1
43
0
0
0
0
0
0
3,631
L50810
L
302
311.2
1,845
27.3
45
0
0
0
0
0
0
3,632
M18491
M
302.1
311.4
1,419
36.2
47
0
0
0
0
0
0
3,633
L50812
L
302.1
311.3
1,634
30.6
50
0
0
0
0
0
0
3,634
M18493
M
302.2
311.3
1,521
40.6
52
0
0
0
0
0
0
3,635
L50814
L
302.2
311.4
1,499
37.7
55
0
0
0
0
0
0
3,636
M18495
M
302.1
311.2
1,616
35.1
57
0
0
0
0
0
0
3,637
L50816
L
302.2
311.4
1,449
46.5
60
0
0
0
0
0
0
3,638
M18497
M
302.2
311.4
1,626
31.6
62
0
0
0
0
0
0
3,639
M18498
M
302.3
311.5
1,445
44.8
65
0
0
0
0
0
0
3,640
L50819
L
302.4
311.6
1,622
35
68
0
0
0
0
0
0
3,641
H33054
H
302.4
311.6
1,544
39.1
70
0
0
0
0
0
0
3,642
L50821
L
302.3
311.6
1,488
41.8
75
0
0
0
0
0
0
3,643
L50822
L
302.3
311.6
1,309
57.6
77
0
0
0
0
0
0
3,644
L50823
L
302.3
311.6
1,784
26.4
79
0
0
0
0
0
0
3,645
L50824
L
302.2
311.5
1,548
32.4
81
0
0
0
0
0
0
3,646
L50825
L
302.2
311.5
1,413
43.5
83
0
0
0
0
0
0
3,647
M18506
M
302.2
311.5
1,863
25.7
85
0
0
0
0
0
0
3,648
L50827
L
302.2
311.5
1,427
43.8
88
0
0
0
0
0
0
3,649
M18508
M
302.2
311.5
1,443
47
90
0
0
0
0
0
0
3,650
L50829
L
302.2
311.5
1,481
40.4
93
0
0
0
0
0
0
3,651
L50830
L
302.1
311.4
1,446
39.7
95
0
0
0
0
0
0
3,652
L50831
L
302.1
311.5
1,444
44.9
97
0
0
0
0
0
0
3,653
M18512
M
302.1
311.5
1,341
50.8
99
0
0
0
0
0
0
3,654
L50833
L
302.1
311.4
1,518
37.4
102
0
0
0
0
0
0
3,655
L50834
L
302.1
311.4
1,603
35.9
104
0
0
0
0
0
0
3,656
L50835
L
302.1
311.4
1,686
30.9
106
0
0
0
0
0
0
3,657
M18516
M
302.1
311.5
1,383
53.6
108
0
0
0
0
0
0
3,658
L50837
L
302.1
311.5
1,477
45.4
111
0
0
0
0
0
0
3,659
M18518
M
302.2
311.5
1,449
44.5
113
0
0
0
0
0
0
3,660
M18519
M
302.2
311.5
1,734
25
116
0
0
0
0
0
0
3,661
L50840
L
302.3
311.6
1,398
49.1
119
0
0
0
0
0
0
3,662
M18521
M
302.3
311.7
1,639
36.6
121
0
0
0
0
0
0
3,663
M18522
M
302.3
311.7
1,517
37.6
124
0
0
0
0
0
0
3,664
M18523
M
302.3
311.7
1,442
41.7
127
0
0
0
0
0
0
3,665
M18524
M
302.3
311.7
1,685
30.8
130
0
0
0
0
0
0
3,666
M18525
M
302.4
311.8
1,358
50.6
133
0
0
0
0
0
0
3,667
M18526
M
302.3
311.6
1,608
39.9
136
0
0
0
0
0
0
3,668
L50847
L
302.3
311.6
1,665
34.3
139
0
0
0
0
0
0
3,669
L50848
L
302.3
311.7
1,510
38.7
141
0
0
0
0
0
0
3,670
L50849
L
302.4
311.8
1,465
40.2
143
0
0
0
0
0
0
3,671
L50850
L
302.3
311.7
1,701
27.5
145
0
0
0
0
0
0
3,672
M18531
M
302.3
311.7
1,486
39.6
147
0
0
0
0
0
0
3,673
L50852
L
302.3
311.6
1,658
32.3
150
0
0
0
0
0
0
3,674
H33087
H
302.3
311.7
1,449
44.5
152
0
0
0
0
0
0
3,675
L50854
L
302.2
311.5
1,346
52.4
157
0
0
0
0
0
0
3,676
M18535
M
302.1
311.5
1,866
23.1
159
0
0
0
0
0
0
3,677
M18536
M
302.2
311.5
1,562
38
162
0
0
0
0
0
0
3,678
M18537
M
302.3
311.7
1,368
53.6
165
0
0
0
0
0
0
3,679
L50858
L
302.2
311.5
1,567
33.1
168
0
0
0
0
0
0
3,680
L50859
L
302.2
311.5
1,725
34
170
0
0
0
0
0
0
3,681
L50860
L
302.2
311.5
1,744
31.2
172
0
0
0
0
0
0
3,682
M18541
M
302.1
311.3
1,453
45.1
174
0
0
0
0
0
0
3,683
L50862
L
302.1
311.2
1,550
34.8
177
0
0
0
0
0
0
3,684
M18543
M
302
311.2
1,558
39.1
179
0
0
0
0
0
0
3,685
L50864
L
302
311.2
1,270
65.3
182
1
0
0
0
1
0
3,686
M18545
M
301.9
311.1
1,380
51.6
184
0
0
0
0
0
0
3,687
L50866
L
302
311.1
1,406
50.5
187
0
0
0
0
0
0
3,688
M18547
M
302
311.2
1,625
30.7
189
0
0
0
0
0
0
3,689
L50868
L
302
311.2
1,420
45.8
192
0
0
0
0
0
0
3,690
L50869
L
302.1
311.4
1,889
22.7
194
0
0
0
0
0
0
3,691
L50870
L
302.1
311.3
1,477
43.6
196
0
0
0
0
0
0
3,692
L50871
L
302.1
311.2
1,460
46.9
198
0
0
0
0
0
0
3,693
L50872
L
302.1
311.3
1,758
24.4
200
0
0
0
0
0
0
3,694
L50873
L
302.1
311.3
1,521
31.5
202
0
0
0
0
0
0
3,695
M18554
M
302.1
311.3
1,511
45
204
0
0
0
0
0
0
3,696
L50875
L
302.2
311.3
1,530
37.3
207
1
1
0
0
0
0
3,697
L50876
L
302.1
311.2
1,454
46.8
0
0
0
0
0
0
0
3,698
L50877
L
302.2
311.2
1,928
23.1
2
0
0
0
0
0
0
3,699
H33112
H
302.2
311.3
1,758
26.4
4
0
0
0
0
0
0
3,700
L50879
L
302.2
311.2
1,649
33.2
9
0
0
0
0
0
0