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
2,501
L49680
L
299.1
308.9
1,617
32.3
223
0
0
0
0
0
0
2,502
M17361
M
299.1
308.9
1,476
42.7
225
0
0
0
0
0
0
2,503
L49682
L
299.2
309
1,515
48.9
228
1
0
0
0
1
0
2,504
L49683
L
299.2
309
1,408
47.2
0
0
0
0
0
0
0
2,505
L49684
L
299.2
309.1
1,468
45.6
2
0
0
0
0
0
0
2,506
L49685
L
299.2
309.1
1,387
48.7
4
0
0
0
0
0
0
2,507
M17366
M
299.2
309.1
1,503
34.7
6
0
0
0
0
0
0
2,508
H31921
H
299.2
309.1
1,410
47.1
9
0
0
0
0
0
0
2,509
L49688
L
299
308.9
1,615
30.6
14
0
0
0
0
0
0
2,510
L49689
L
299
308.9
1,511
35.9
16
0
0
0
0
0
0
2,511
L49690
L
299.1
309
1,405
53.8
18
0
0
0
0
0
0
2,512
M17371
M
299
308.9
1,526
41.1
20
0
0
0
0
0
0
2,513
L49692
L
298.9
308.8
1,530
38.3
23
0
0
0
0
0
0
2,514
L49693
L
299
308.7
1,583
32.5
25
0
0
0
0
0
0
2,515
L49694
L
298.9
308.6
2,069
18.7
27
0
0
0
0
0
0
2,516
L49695
L
298.8
308.5
1,490
35
29
0
0
0
0
0
0
2,517
L49696
L
298.8
308.5
1,736
29
31
0
0
0
0
0
0
2,518
L49697
L
298.8
308.5
1,395
44.4
33
0
0
0
0
0
0
2,519
M17378
M
298.9
308.6
1,425
49.6
35
0
0
0
0
0
0
2,520
L49699
L
298.8
308.6
1,631
32.4
38
0
0
0
0
0
0
2,521
L49700
L
298.8
308.6
1,535
41.2
40
0
0
0
0
0
0
2,522
L49701
L
298.8
308.6
1,584
34.4
42
0
0
0
0
0
0
2,523
M17382
M
298.8
308.7
1,543
38.2
44
0
0
0
0
0
0
2,524
L49703
L
298.8
308.7
1,635
35.2
47
0
0
0
0
0
0
2,525
M17384
M
298.8
308.7
1,446
45.5
49
0
0
0
0
0
0
2,526
M17385
M
298.8
308.6
1,598
35.1
52
0
0
0
0
0
0
2,527
L49706
L
298.8
308.6
1,501
35
55
0
0
0
0
0
0
2,528
L49707
L
298.8
308.5
1,450
50.8
57
0
0
0
0
0
0
2,529
L49708
L
298.8
308.6
1,730
25.9
59
0
0
0
0
0
0
2,530
M17389
M
298.8
308.6
1,571
33.7
61
0
0
0
0
0
0
2,531
L49710
L
298.9
308.7
1,438
51.7
64
0
0
0
0
0
0
2,532
M17391
M
298.8
308.5
1,510
38.7
66
0
0
0
0
0
0
2,533
L49712
L
298.9
308.7
1,389
44.9
69
0
0
0
0
0
0
2,534
L49713
L
298.8
308.7
1,490
33.6
71
0
0
0
0
0
0
2,535
L49714
L
298.9
308.7
1,729
26.6
73
0
0
0
0
0
0
2,536
L49715
L
299
308.8
1,495
38.4
75
0
0
0
0
0
0
2,537
L49716
L
298.9
308.8
1,281
53.9
77
0
0
0
0
0
0
2,538
H31951
H
298.9
308.7
1,353
48.1
79
0
0
0
0
0
0
2,539
L49718
L
299.1
308.8
1,429
50.1
84
0
0
0
0
0
0
2,540
L49719
L
299.1
308.8
1,413
42.1
86
0
0
0
0
0
0
2,541
L49720
L
299.1
308.8
1,502
38.3
88
0
0
0
0
0
0
2,542
H31955
H
299.1
308.8
1,553
32.6
90
0
0
0
0
0
0
2,543
H31956
H
299.2
308.9
1,712
26.4
95
0
0
0
0
0
0
2,544
L49723
L
299.3
309
1,786
23.5
100
0
0
0
0
0
0
2,545
L49724
L
299.2
309
1,951
21.4
102
0
0
0
0
0
0
2,546
M17405
M
299.2
309
1,541
36.3
104
0
0
0
0
0
0
2,547
L49726
L
299.2
309.1
1,605
34.3
107
0
0
0
0
0
0
2,548
L49727
L
299.2
309.1
1,578
38.1
109
0
0
0
0
0
0
2,549
M17408
M
299.3
309.2
1,440
37.5
111
0
0
0
0
0
0
2,550
L49729
L
299.4
309.2
1,489
42.3
114
0
0
0
0
0
0
2,551
L49730
L
299.4
309.3
1,366
48.4
116
0
0
0
0
0
0
2,552
L49731
L
299.3
309.2
1,541
37.2
118
0
0
0
0
0
0
2,553
H31966
H
299.3
309.1
1,552
40.7
120
0
0
0
0
0
0
2,554
L49733
L
299.3
309.1
1,473
40.3
125
0
0
0
0
0
0
2,555
L49734
L
299.3
309.1
1,531
37.9
127
0
0
0
0
0
0
2,556
L49735
L
299.3
309.2
1,511
37.2
129
0
0
0
0
0
0
2,557
M17416
M
299.3
309.1
1,449
47.9
131
0
0
0
0
0
0
2,558
M17417
M
299.4
309.1
1,440
50
134
0
0
0
0
0
0
2,559
M17418
M
299.2
309
1,881
23.9
137
0
0
0
0
0
0
2,560
L49739
L
299.3
309
1,447
50.4
140
0
0
0
0
0
1
2,561
M17420
M
299.4
309.1
1,326
62
142
0
0
0
0
0
0
2,562
L49741
L
299.4
309.2
1,607
31.7
145
0
0
0
0
0
0
2,563
L49742
L
299.3
309.1
1,551
39.1
147
0
0
0
0
0
0
2,564
L49743
L
299.3
309.1
1,496
37.2
149
0
0
0
0
0
0
2,565
L49744
L
299.3
309.1
1,493
38
151
0
0
0
0
0
0
2,566
L49745
L
299.4
309.1
1,304
50.5
153
0
0
0
0
0
0
2,567
M17426
M
299.3
309
1,420
41.6
155
0
0
0
0
0
0
2,568
L49747
L
299.4
309.1
1,766
24.6
158
0
0
0
0
0
0
2,569
L49748
L
299.6
309.2
1,450
43.1
160
0
0
0
0
0
0
2,570
H31983
H
299.5
309.2
1,872
22.6
162
0
0
0
0
0
0
2,571
L49750
L
299.6
309.2
1,713
26.5
167
0
0
0
0
0
0
2,572
M17431
M
299.5
309.2
1,497
40.9
169
0
0
0
0
0
0
2,573
M17432
M
299.4
309.1
1,352
44.7
172
0
0
0
0
0
0
2,574
L49753
L
299.5
309.2
1,499
41.5
175
0
0
0
0
0
0
2,575
L49754
L
299.5
309.3
1,972
19.3
177
0
0
0
0
0
0
2,576
L49755
L
299.5
309.3
1,422
49.2
179
0
0
0
0
0
0
2,577
L49756
L
299.5
309.3
1,523
41.5
181
0
0
0
0
0
0
2,578
L49757
L
299.5
309.4
1,563
41.5
183
0
0
0
0
0
0
2,579
L49758
L
299.4
309.3
1,391
46.6
185
0
0
0
0
0
0
2,580
L49759
L
299.3
309.1
1,795
24.7
187
0
0
0
0
0
0
2,581
L49760
L
299.3
309.1
1,293
53.7
189
0
0
0
0
0
0
2,582
L49761
L
299.2
309.1
1,345
60.7
191
1
0
0
0
1
0
2,583
L49762
L
299.2
309
1,615
33.7
193
0
0
0
0
0
0
2,584
L49763
L
299.2
308.9
1,342
50.8
195
0
0
0
0
0
0
2,585
L49764
L
299.1
308.8
1,502
46.7
197
0
0
0
0
0
0
2,586
M17445
M
299
308.7
1,620
35.4
199
0
0
0
0
0
0
2,587
L49766
L
299
308.7
1,537
42.8
202
0
0
0
0
0
0
2,588
L49767
L
299
308.7
2,248
16.8
204
0
0
0
0
0
0
2,589
L49768
L
299
308.7
1,706
28.6
206
0
0
0
0
0
0
2,590
L49769
L
299
308.7
2,250
16.6
208
0
0
0
0
0
0
2,591
L49770
L
299
308.7
1,396
48.6
0
0
0
0
0
0
0
2,592
L49771
L
298.9
308.6
1,522
46.4
2
0
0
0
0
0
0
2,593
L49772
L
298.9
308.6
1,539
45.4
4
0
0
0
0
0
0
2,594
H32007
H
298.9
308.5
1,415
54
6
0
0
0
0
0
0
2,595
L49774
L
298.8
308.5
1,446
37
11
0
0
0
0
0
0
2,596
M17455
M
298.8
308.6
1,486
41.1
13
0
0
0
0
0
0
2,597
L49776
L
299
308.7
1,426
38.6
16
0
0
0
0
0
0
2,598
L49777
L
299
308.7
1,449
38.9
18
0
0
0
0
0
0
2,599
L49778
L
299.1
308.8
1,320
67.5
20
1
0
0
1
0
0
2,600
M17459
M
299.2
308.9
1,447
39.6
22
0
0
0
0
0
0