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
6,601
M21460
M
301.5
310.6
1,424
47
26
0
0
0
0
0
0
6,602
M21461
M
301.5
310.7
1,347
47.9
29
0
0
0
0
0
0
6,603
L53782
L
301.5
310.6
1,374
46.7
32
0
0
0
0
0
0
6,604
M21463
M
301.5
310.6
1,403
47.4
34
0
0
0
0
0
0
6,605
M21464
M
301.5
310.6
1,573
37.4
37
0
0
0
0
0
0
6,606
M21465
M
301.6
310.6
1,691
30.1
40
0
0
0
0
0
0
6,607
H36020
H
301.5
310.5
1,538
44.3
43
0
0
0
0
0
0
6,608
L53787
L
301.5
310.5
1,556
39.1
48
0
0
0
0
0
0
6,609
M21468
M
301.5
310.4
1,593
36.8
50
0
0
0
0
0
0
6,610
L53789
L
301.5
310.4
1,474
39.9
53
0
0
0
0
0
0
6,611
L53790
L
301.5
310.4
1,543
34
55
0
0
0
0
0
0
6,612
H36025
H
301.5
310.5
1,587
33.8
57
0
0
0
0
0
0
6,613
L53792
L
301.6
310.6
1,222
70
62
0
0
0
0
0
0
6,614
L53793
L
301.7
310.6
1,513
41.1
64
0
0
0
0
0
0
6,615
L53794
L
301.7
310.6
1,660
28.7
66
0
0
0
0
0
0
6,616
L53795
L
301.7
310.6
1,545
42.1
68
0
0
0
0
0
0
6,617
M21476
M
301.7
310.6
1,380
45.8
70
0
0
0
0
0
0
6,618
L53797
L
301.6
310.6
1,321
60.8
73
0
0
0
0
0
0
6,619
M21478
M
301.6
310.6
1,309
65.8
75
1
0
0
1
0
0
6,620
M21479
M
301.7
310.7
1,627
31.3
78
0
0
0
0
0
0
6,621
M21480
M
301.6
310.7
1,791
23.8
81
0
0
0
0
0
0
6,622
M21481
M
301.7
310.7
1,861
21.8
84
0
0
0
0
0
0
6,623
L53802
L
301.7
310.7
1,493
51.1
87
0
0
0
0
0
0
6,624
M21483
M
301.7
310.7
1,442
41.1
89
0
0
0
0
0
0
6,625
L53804
L
301.7
310.7
1,532
39.8
92
0
0
0
0
0
0
6,626
M21485
M
301.6
310.7
1,421
44.4
94
0
0
0
0
0
0
6,627
L53806
L
301.6
310.6
1,613
42.5
97
0
0
0
0
0
0
6,628
M21487
M
301.7
310.6
1,876
22.1
99
0
0
0
0
0
0
6,629
L53808
L
301.6
310.5
1,593
34.5
102
0
0
0
0
0
0
6,630
L53809
L
301.6
310.5
1,397
49.4
104
0
0
0
0
0
0
6,631
M21490
M
301.6
310.5
1,414
49.3
106
0
0
0
0
0
0
6,632
M21491
M
301.5
310.4
1,378
55.3
109
0
0
0
0
0
0
6,633
L53812
L
301.4
310.4
1,301
51.2
112
0
0
0
0
0
0
6,634
M21493
M
301.5
310.5
1,737
29.3
114
0
0
0
0
0
0
6,635
L53814
L
301.5
310.5
1,396
44.5
117
0
0
0
0
0
0
6,636
L53815
L
301.5
310.5
1,534
39.3
119
0
0
0
0
0
0
6,637
M21496
M
301.5
310.5
1,774
25.5
121
0
0
0
0
0
0
6,638
H36051
H
301.5
310.5
1,453
48
124
0
0
0
0
0
0
6,639
L53818
L
301.5
310.5
1,453
44.2
129
0
0
0
0
0
0
6,640
L53819
L
301.4
310.5
1,380
48.4
131
0
0
0
0
0
0
6,641
L53820
L
301.4
310.4
1,334
43.2
133
0
0
0
0
0
0
6,642
L53821
L
301.5
310.5
1,702
28.7
135
0
0
0
0
0
0
6,643
L53822
L
301.6
310.6
1,431
37.5
137
0
0
0
0
0
0
6,644
M21503
M
301.5
310.5
1,308
60.5
139
0
0
0
0
0
0
6,645
L53824
L
301.5
310.6
1,565
43.9
142
0
0
0
0
0
0
6,646
M21505
M
301.5
310.4
1,486
39.6
144
0
0
0
0
0
0
6,647
L53826
L
301.5
310.5
1,479
34.2
147
0
0
0
0
0
0
6,648
L53827
L
301.5
310.5
1,927
22.4
149
0
0
0
0
0
0
6,649
L53828
L
301.5
310.4
1,488
41.1
151
0
0
0
0
0
0
6,650
M21509
M
301.5
310.4
1,350
54.9
153
0
0
0
0
0
0
6,651
L53830
L
301.6
310.4
1,561
35.3
156
0
0
0
0
0
0
6,652
M21511
M
301.5
310.4
1,276
55.6
158
0
0
0
0
0
0
6,653
H36066
H
301.5
310.4
1,580
35.7
161
0
0
0
0
0
0
6,654
M21513
M
301.4
310.3
1,610
29.1
166
0
0
0
0
0
0
6,655
L53834
L
301.4
310.3
2,203
16.6
169
0
0
0
0
0
0
6,656
L53835
L
301.4
310.3
1,639
32.7
171
0
0
0
0
0
0
6,657
M21516
M
301.4
310.4
1,553
44.7
173
0
0
0
0
0
0
6,658
L53837
L
301.4
310.3
1,374
47.6
176
0
0
0
0
0
0
6,659
L53838
L
301.4
310.4
1,430
50.9
178
0
0
0
0
0
0
6,660
L53839
L
301.3
310.3
1,626
31.3
180
0
0
0
0
0
0
6,661
H36074
H
301.4
310.5
1,421
43.8
182
0
0
0
0
0
0
6,662
M21521
M
301.3
310.4
1,501
39.8
187
0
0
0
0
0
0
6,663
M21522
M
301.3
310.4
2,093
18.7
190
0
0
0
0
0
0
6,664
L53843
L
301.3
310.4
1,504
47.2
193
0
0
0
0
0
0
6,665
L53844
L
301.3
310.4
1,538
38.4
195
0
0
0
0
0
0
6,666
L53845
L
301.3
310.4
1,440
41.5
197
0
0
0
0
0
0
6,667
L53846
L
301.3
310.4
1,414
51.4
199
0
0
0
0
0
0
6,668
H36081
H
301.4
310.5
1,536
39.9
201
0
0
0
0
0
0
6,669
L53848
L
301.4
310.5
1,476
39.2
206
0
0
0
0
0
0
6,670
L53849
L
301.4
310.5
1,571
33.9
208
0
0
0
0
0
0
6,671
L53850
L
301.5
310.6
1,998
20.2
210
0
0
0
0
0
0
6,672
L53851
L
301.5
310.6
1,357
42.1
212
0
0
0
0
0
0
6,673
L53852
L
301.6
310.7
1,424
50.5
214
0
0
0
0
0
0
6,674
L53853
L
301.6
310.7
1,380
51.8
216
1
0
0
0
1
0
6,675
L53854
L
301.5
310.7
1,618
35.5
218
0
0
0
0
0
0
6,676
L53855
L
301.5
310.6
1,579
28
220
0
0
0
0
0
0
6,677
L53856
L
301.5
310.7
1,423
44
222
0
0
0
0
0
0
6,678
L53857
L
301.5
310.7
1,435
38.5
224
0
0
0
0
0
0
6,679
M21538
M
301.5
310.7
1,336
65.6
0
1
0
0
1
0
0
6,680
L53859
L
301.6
310.8
1,392
42.4
3
0
0
0
0
0
0
6,681
L53860
L
301.5
310.8
1,417
49.7
5
0
0
0
0
0
0
6,682
L53861
L
301.4
310.7
1,425
45.1
7
0
0
0
0
0
0
6,683
L53862
L
301.5
310.8
1,512
38.9
9
0
0
0
0
0
0
6,684
L53863
L
301.5
310.9
1,318
50.6
11
0
0
0
0
0
0
6,685
L53864
L
301.6
310.9
1,538
40.4
13
0
0
0
0
0
0
6,686
L53865
L
301.6
310.9
1,532
43.6
15
0
0
0
0
0
0
6,687
L53866
L
301.7
311
1,715
24.8
17
0
0
0
0
0
0
6,688
L53867
L
301.7
311
1,700
28.7
19
0
0
0
0
0
0
6,689
L53868
L
301.7
311
1,548
40.3
21
0
0
0
0
0
0
6,690
L53869
L
301.7
311
1,546
43
23
0
0
0
0
0
0
6,691
L53870
L
301.7
311
1,343
49.2
25
0
0
0
0
0
0
6,692
M21551
M
301.7
311
1,510
47.8
27
0
0
0
0
0
0
6,693
M21552
M
301.8
311
1,839
23.6
30
0
0
0
0
0
0
6,694
M21553
M
301.8
311
1,756
26.7
33
0
0
0
0
0
0
6,695
M21554
M
301.7
310.9
1,300
62.7
36
0
0
0
0
0
0
6,696
M21555
M
301.7
311
1,311
55.8
39
0
0
0
0
0
0
6,697
L53876
L
301.7
310.9
1,636
31.3
42
0
0
0
0
0
0
6,698
L53877
L
301.6
310.9
1,643
34.1
44
0
0
0
0
0
0
6,699
L53878
L
301.6
310.8
1,418
44.7
46
0
0
0
0
0
0
6,700
M21559
M
301.7
310.8
1,516
40.4
48
0
0
0
0
0
0