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
1,501
M16360
M
298
308.7
2,101
17.4
198
0
0
0
0
0
0
1,502
M16361
M
298
308.7
1,436
48.2
201
0
0
0
0
0
0
1,503
L48682
L
298
308.7
1,462
48.2
204
0
0
0
0
0
0
1,504
L48683
L
298
308.7
1,771
26.2
206
0
0
0
0
0
0
1,505
L48684
L
298
308.7
1,506
47
208
0
0
0
0
0
0
1,506
L48685
L
298
308.7
1,626
36.7
210
0
0
0
0
0
0
1,507
L48686
L
298
308.8
1,610
33.7
212
0
0
0
0
0
0
1,508
M16367
M
298
308.6
1,376
55.7
214
0
0
0
0
0
0
1,509
M16368
M
298
308.6
1,507
37.3
217
0
0
0
0
0
0
1,510
L48689
L
298
308.5
1,429
37.7
220
1
1
0
0
0
0
1,511
M16370
M
298.1
308.7
1,547
38.9
0
0
0
0
0
0
0
1,512
L48691
L
298.1
308.7
1,642
30.3
3
0
0
0
0
0
0
1,513
H30926
H
298
308.7
1,503
36.3
5
0
0
0
0
0
0
1,514
L48693
L
298.1
308.7
1,568
32.9
10
0
0
0
0
0
0
1,515
M16374
M
298.1
308.8
1,628
37.6
12
0
0
0
0
0
0
1,516
M16375
M
298.2
308.9
1,614
35.5
15
0
0
0
0
0
0
1,517
L48696
L
298.2
308.9
1,278
54
18
0
0
0
0
0
0
1,518
M16377
M
298.2
308.9
1,408
38.8
20
0
0
0
0
0
0
1,519
H30932
H
298.2
309
1,371
55.7
23
0
0
0
0
0
0
1,520
M16379
M
298.2
308.9
1,512
38.5
28
0
0
0
0
0
0
1,521
L48700
L
298.3
309.1
1,472
40.1
31
0
0
0
0
0
0
1,522
M16381
M
298.2
308.9
1,585
34.3
33
0
0
0
0
0
0
1,523
H30936
H
298.2
309
1,562
37.7
36
0
0
0
0
0
0
1,524
L48703
L
298.3
309
1,519
36.9
41
0
0
0
0
0
0
1,525
L48704
L
298.2
309
1,601
35.8
43
0
0
0
0
0
0
1,526
L48705
L
298.2
309
2,449
13.8
45
0
0
0
0
0
0
1,527
L48706
L
298.1
309
1,787
27.6
47
0
0
0
0
0
0
1,528
H30941
H
298.1
309.1
1,425
44.5
49
0
0
0
0
0
0
1,529
L48708
L
298.1
309
1,559
34
54
0
0
0
0
0
0
1,530
L48709
L
298.1
309
1,557
36
56
0
0
0
0
0
0
1,531
L48710
L
298.1
309
1,497
40.5
58
0
0
0
0
0
0
1,532
H30945
H
298.1
309
1,438
41.4
60
0
0
0
0
0
0
1,533
M16392
M
298.1
308.9
1,417
39.2
65
0
0
0
0
0
0
1,534
M16393
M
298
308.9
1,339
51.4
68
0
0
0
0
0
0
1,535
L48714
L
298
308.8
1,757
29.1
71
0
0
0
0
0
0
1,536
L48715
L
298
308.8
1,581
36.1
73
0
0
0
0
0
0
1,537
M16396
M
298.2
308.9
1,326
54.4
75
0
0
0
0
0
0
1,538
M16397
M
298.4
309.1
1,467
39.6
78
0
0
0
0
0
0
1,539
L48718
L
298.4
309.1
1,798
29.6
81
0
0
0
0
0
0
1,540
M16399
M
298.5
309.2
1,449
46.4
83
0
0
0
0
0
0
1,541
M16400
M
298.4
309.1
1,525
39.3
86
0
0
0
0
0
0
1,542
L48721
L
298.4
309
2,304
15.1
89
0
0
0
0
0
0
1,543
L48722
L
298.3
308.9
1,379
54.7
91
0
0
0
0
0
0
1,544
L48723
L
298.4
308.9
1,628
34.9
93
0
0
0
0
0
0
1,545
L48724
L
298.4
309
1,474
52.7
95
0
0
0
0
0
0
1,546
M16405
M
298.4
309
1,544
38.8
97
0
0
0
0
0
0
1,547
L48726
L
298.4
308.9
1,391
48.4
100
0
0
0
0
0
0
1,548
L48727
L
298.3
308.9
1,348
55.5
102
0
0
0
0
0
0
1,549
M16408
M
298.3
308.8
1,349
52.1
104
0
0
0
0
0
0
1,550
L48729
L
298.4
308.9
1,706
29.5
107
0
0
0
0
0
0
1,551
L48730
L
298.4
308.9
1,638
32.4
109
0
0
0
0
0
0
1,552
L48731
L
298.4
308.8
1,458
40.1
111
0
0
0
0
0
0
1,553
L48732
L
298.5
308.9
1,781
27.8
113
0
0
0
0
0
0
1,554
L48733
L
298.5
308.8
1,332
59.1
115
0
0
0
0
0
0
1,555
M16414
M
298.4
308.7
1,584
31.7
117
0
0
0
0
0
0
1,556
L48735
L
298.4
308.6
1,491
42
120
0
0
0
0
0
0
1,557
H30970
H
298.4
308.5
1,398
47.1
122
0
0
0
0
0
0
1,558
L48737
L
298.3
308.4
1,585
30.6
127
0
0
0
0
0
0
1,559
M16418
M
298.2
308.3
1,476
43.5
129
0
0
0
0
0
0
1,560
L48739
L
298.2
308.3
1,458
41.8
132
0
0
0
0
0
0
1,561
M16420
M
298.2
308.4
1,510
39.9
134
0
0
0
0
0
0
1,562
L48741
L
298.2
308.4
1,388
53.8
137
0
0
0
0
0
0
1,563
L48742
L
298.2
308.3
2,216
16.8
139
0
0
0
0
0
0
1,564
L48743
L
298.2
308.3
1,402
51
141
0
0
0
0
0
0
1,565
M16424
M
298
308.2
2,090
19
143
0
0
0
0
0
0
1,566
L48745
L
298
308.2
1,459
42.1
146
0
0
0
0
0
0
1,567
M16426
M
298
308.1
1,403
44.8
148
0
0
0
0
0
0
1,568
L48747
L
298.1
308.2
1,521
39.3
151
0
0
0
0
0
0
1,569
L48748
L
298.2
308.2
1,407
47.1
153
0
0
0
0
0
0
1,570
M16429
M
298.1
308.2
1,654
35.3
155
0
0
0
0
0
0
1,571
L48750
L
298.2
308.4
1,452
43.5
158
0
0
0
0
0
0
1,572
L48751
L
298.3
308.4
1,528
37.3
160
0
0
0
0
0
0
1,573
L48752
L
298.2
308.3
1,230
59.6
162
0
0
0
0
0
0
1,574
L48753
L
298.2
308.2
1,466
42.4
164
0
0
0
0
0
0
1,575
L48754
L
298.2
308.2
1,478
50.1
166
0
0
0
0
0
0
1,576
L48755
L
298.2
308.3
2,057
18
168
0
0
0
0
0
0
1,577
L48756
L
298.3
308.4
1,490
41.7
170
0
0
0
0
0
0
1,578
L48757
L
298.3
308.4
1,484
43.4
172
0
0
0
0
0
0
1,579
L48758
L
298.3
308.4
1,593
37
174
0
0
0
0
0
0
1,580
L48759
L
298.3
308.3
1,444
43.8
176
0
0
0
0
0
0
1,581
M16440
M
298.3
308.4
1,444
47.5
178
0
0
0
0
0
0
1,582
M16441
M
298.2
308.3
1,560
33
181
0
0
0
0
0
0
1,583
H30996
H
298.1
308.3
1,530
42
184
0
0
0
0
0
0
1,584
L48763
L
298.2
308.4
1,310
61
189
1
0
0
0
1
0
1,585
M16444
M
298.2
308.3
1,639
33.3
191
0
0
0
0
0
0
1,586
L48765
L
298.2
308.3
1,400
48.7
194
0
0
0
0
0
0
1,587
M16446
M
298.3
308.4
1,486
44.2
196
0
0
0
0
0
0
1,588
M16447
M
298.2
308.3
1,448
43.3
199
0
0
0
0
0
0
1,589
L48768
L
298.2
308.3
1,688
32
202
0
0
0
0
0
0
1,590
M16449
M
298.1
308.3
1,453
41.5
204
0
0
0
0
0
0
1,591
L48770
L
298.2
308.4
1,497
37.7
207
0
0
0
0
0
0
1,592
L48771
L
298.2
308.4
1,355
49.4
209
0
0
0
0
0
0
1,593
L48772
L
298.1
308.4
1,592
38.2
211
0
0
0
0
0
0
1,594
L48773
L
298
308.3
1,544
34.7
213
0
0
0
0
0
0
1,595
M16454
M
298
308.2
1,373
51.2
215
0
0
0
0
0
0
1,596
L48775
L
298
308.2
1,365
52.9
218
1
0
0
0
1
0
1,597
L48776
L
298
308.1
1,877
24.3
0
0
0
0
0
0
0
1,598
L48777
L
297.9
308.1
1,531
40.8
2
0
0
0
0
0
0
1,599
L48778
L
297.9
308
1,501
36.7
4
0
0
0
0
0
0
1,600
L48779
L
297.9
308
1,490
46.2
6
0
0
0
0
0
0