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
8,501
L55680
L
298.3
309.5
1,711
30.3
148
0
0
0
0
0
0
8,502
L55681
L
298.4
309.7
1,581
34.6
150
0
0
0
0
0
0
8,503
H37916
H
298.6
309.8
1,279
55.9
152
0
0
0
0
0
0
8,504
L55683
L
298.5
309.8
1,468
40.9
157
0
0
0
0
0
0
8,505
L55684
L
298.4
309.7
1,419
41.3
159
0
0
0
0
0
0
8,506
L55685
L
298.4
309.7
1,530
38.6
161
0
0
0
0
0
0
8,507
L55686
L
298.4
309.6
1,710
27.3
163
1
0
0
0
0
0
8,508
L55687
L
298.4
309.7
1,518
39.8
165
0
0
0
0
0
0
8,509
M23368
M
298.4
309.7
1,679
33.3
167
0
0
0
0
0
0
8,510
M23369
M
298.4
309.7
1,870
22.5
170
0
0
0
0
0
0
8,511
L55690
L
298.3
309.7
1,484
44.3
173
0
0
0
0
0
0
8,512
L55691
L
298.4
309.7
1,457
44.2
175
0
0
0
0
0
0
8,513
H37926
H
298.3
309.6
1,546
36.2
177
0
0
0
0
0
0
8,514
M23373
M
298.2
309.5
1,478
36.5
182
0
0
0
0
0
0
8,515
L55694
L
298.2
309.4
1,447
47.1
185
0
0
0
0
0
0
8,516
L55695
L
298.2
309.4
1,443
45.4
187
0
0
0
0
0
0
8,517
L55696
L
298.3
309.6
1,527
30.9
189
0
0
0
0
0
0
8,518
M23377
M
298.3
309.6
1,469
54.8
191
0
0
0
0
0
0
8,519
M23378
M
298.3
309.6
1,681
27.1
194
0
0
0
0
0
0
8,520
L55699
L
298.3
309.6
1,420
44.1
197
0
0
0
0
0
0
8,521
M23380
M
298.3
309.5
1,543
49.9
199
0
0
0
0
0
0
8,522
L55701
L
298.4
309.5
1,376
50.4
202
0
0
0
0
0
0
8,523
H37936
H
298.3
309.4
1,631
29.8
0
0
0
0
0
0
0
8,524
H37937
H
298.3
309.3
1,529
41.7
5
0
0
0
0
0
0
8,525
L55704
L
298.3
309.4
1,468
46.2
10
0
0
0
0
0
0
8,526
L55705
L
298.3
309.4
1,378
52.3
12
0
0
0
0
0
0
8,527
L55706
L
298.3
309.3
1,401
51.9
14
0
0
0
0
0
0
8,528
L55707
L
298.4
309.3
1,531
37.4
16
0
0
0
0
0
0
8,529
L55708
L
298.4
309.3
1,512
35.8
18
0
0
0
0
0
0
8,530
M23389
M
298.5
309.4
1,522
47.4
20
0
0
0
0
0
0
8,531
M23390
M
298.5
309.3
1,615
31.8
23
0
0
0
0
0
0
8,532
L55711
L
298.6
309.3
1,449
46.5
26
0
0
0
0
0
0
8,533
L55712
L
298.6
309.4
1,315
55.5
28
0
0
0
0
0
0
8,534
M23393
M
298.6
309.4
1,465
41.1
30
0
0
0
0
0
0
8,535
M23394
M
298.6
309.5
1,404
43.3
33
0
0
0
0
0
0
8,536
L55715
L
298.6
309.5
1,547
44.8
36
0
0
0
0
0
0
8,537
M23396
M
298.6
309.5
1,426
45.4
38
0
0
0
0
0
0
8,538
L55717
L
298.6
309.5
1,730
30.2
41
0
0
0
0
0
0
8,539
L55718
L
298.5
309.4
1,548
37.7
43
0
0
0
0
0
0
8,540
L55719
L
298.5
309.4
1,517
40.2
45
0
0
0
0
0
0
8,541
L55720
L
298.6
309.5
1,687
29.3
47
0
0
0
0
0
0
8,542
L55721
L
298.5
309.5
1,738
25.2
49
0
0
0
0
0
0
8,543
H37956
H
298.4
309.4
1,512
35.3
51
0
0
0
0
0
0
8,544
M23403
M
298.5
309.4
1,365
48.7
56
0
0
0
0
0
0
8,545
H37958
H
298.5
309.4
2,011
21
59
0
0
0
0
0
0
8,546
L55725
L
298.4
309.3
1,806
27.6
64
0
0
0
0
0
0
8,547
L55726
L
298.4
309.3
1,716
28.4
66
0
0
0
0
0
0
8,548
M23407
M
298.4
309.4
1,666
24.3
68
0
0
0
0
0
0
8,549
L55728
L
298.5
309.4
1,578
36.3
71
0
0
0
0
0
0
8,550
L55729
L
298.3
309.3
1,558
37.2
73
0
0
0
0
0
0
8,551
L55730
L
298.3
309.2
1,456
45.5
75
0
0
0
0
0
0
8,552
M23411
M
298.2
309.1
1,457
49
77
0
0
0
0
0
0
8,553
L55732
L
298.2
309.1
1,467
44.5
80
0
0
0
0
0
0
8,554
M23413
M
298.1
309
1,661
38.2
82
0
0
0
0
0
0
8,555
L55734
L
298.1
309
1,592
33.9
85
0
0
0
0
0
0
8,556
L55735
L
298.2
309
1,596
37.2
87
0
0
0
0
0
0
8,557
L55736
L
298.2
309
1,489
40.6
89
0
0
0
0
0
0
8,558
L55737
L
298.3
309
1,471
48.3
91
0
0
0
0
0
0
8,559
M23418
M
298.3
309
1,505
41.3
93
0
0
0
0
0
0
8,560
L55739
L
298.3
309
1,519
40
96
0
0
0
0
0
0
8,561
L55740
L
298.3
309
1,408
45.4
98
0
0
0
0
0
0
8,562
L55741
L
298.2
308.9
1,332
44.4
100
0
0
0
0
0
0
8,563
L55742
L
298.1
308.9
1,351
52.4
102
0
0
0
0
0
0
8,564
L55743
L
298
308.9
1,500
36.7
104
0
0
0
0
0
0
8,565
M23424
M
298
308.7
1,614
30.7
106
0
0
0
0
0
0
8,566
L55745
L
298
308.8
1,489
36.5
109
0
0
0
0
0
0
8,567
M23426
M
297.9
308.7
1,751
26.6
111
0
0
0
0
0
0
8,568
L55747
L
298
308.7
1,511
45.8
114
0
0
0
0
0
0
8,569
L55748
L
297.9
308.6
1,691
29.6
116
0
0
0
0
0
0
8,570
L55749
L
297.9
308.6
1,757
27.5
118
0
0
0
0
0
0
8,571
H37984
H
297.9
308.7
1,545
35.9
120
0
0
0
0
0
0
8,572
L55751
L
297.9
308.6
2,262
15.7
125
0
0
0
0
0
0
8,573
M23432
M
297.7
308.5
1,559
35.2
127
0
0
0
0
0
0
8,574
L55753
L
297.6
308.4
1,626
32.4
130
0
0
0
0
0
0
8,575
L55754
L
297.6
308.3
1,424
53.9
132
0
0
0
0
0
0
8,576
M23435
M
297.6
308.3
1,648
29.1
134
0
0
0
0
0
0
8,577
L55756
L
297.6
308.3
1,523
39.5
137
0
0
0
0
0
0
8,578
L55757
L
297.6
308.3
1,502
43.2
139
0
0
0
0
0
0
8,579
L55758
L
297.5
308.2
1,489
40.7
141
0
0
0
0
0
0
8,580
M23439
M
297.4
308.1
1,620
31.2
143
0
0
0
0
0
0
8,581
L55760
L
297.5
308.1
1,631
30.6
146
0
0
0
0
0
0
8,582
M23441
M
297.5
308
1,429
45.8
148
0
0
0
0
0
0
8,583
M23442
M
297.5
308.1
1,334
72
151
1
0
0
1
0
0
8,584
L55763
L
297.4
308
1,423
38
154
0
0
0
0
0
0
8,585
L55764
L
297.4
307.9
1,390
47.7
156
0
0
0
0
0
0
8,586
M23445
M
297.4
307.9
1,338
48.5
158
0
0
0
0
0
0
8,587
H38000
H
297.3
307.9
1,461
37.5
161
0
0
0
0
0
0
8,588
M23447
M
297.4
307.9
1,627
34.3
166
0
0
0
0
0
0
8,589
L55768
L
297.3
307.8
1,385
44.4
169
0
0
0
0
0
0
8,590
M23449
M
297.3
307.8
1,538
48
171
0
0
0
0
0
0
8,591
L55770
L
297.4
307.9
1,557
35.5
174
0
0
0
0
0
0
8,592
L55771
L
297.4
307.9
1,606
33.4
176
0
0
0
0
0
0
8,593
M23452
M
297.5
308
1,430
44.5
178
0
0
0
0
0
0
8,594
M23453
M
297.4
308
1,601
34.6
181
0
0
0
0
0
0
8,595
L55774
L
297.4
308
1,356
51.9
184
0
0
0
0
0
0
8,596
M23455
M
297.5
308.2
1,624
30.9
186
0
0
0
0
0
0
8,597
L55776
L
297.5
308.2
1,327
56.5
189
0
0
0
0
0
0
8,598
L55777
L
297.6
308.3
1,410
47
191
0
0
0
0
0
0
8,599
L55778
L
297.6
308.3
1,478
42.3
193
0
0
0
0
0
0
8,600
L55779
L
297.6
308.4
1,460
40.3
195
0
0
0
0
0
0