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
3,501
H32914
H
301.9
311
1,871
26
132
0
0
0
0
0
0
3,502
H32915
H
301.9
311
1,291
63.6
137
0
0
0
0
0
0
3,503
M18362
M
301.8
310.9
1,346
44.6
142
0
0
0
0
0
0
3,504
L50683
L
301.7
310.8
1,493
47.6
145
0
0
0
0
0
0
3,505
M18364
M
301.7
310.8
1,524
41.3
147
0
0
0
0
0
0
3,506
L50685
L
301.6
310.8
1,726
26.7
150
0
0
0
0
0
0
3,507
H32920
H
301.6
310.8
1,435
47.2
152
0
0
0
0
0
0
3,508
M18367
M
301.7
310.8
1,502
34.4
157
0
0
0
0
0
0
3,509
L50688
L
301.7
310.9
1,608
33
160
0
0
0
0
0
0
3,510
L50689
L
301.8
311
1,771
27.2
162
0
0
0
0
0
0
3,511
L50690
L
301.7
311
1,474
42.6
164
0
0
0
0
0
0
3,512
L50691
L
301.8
311
1,322
53
166
0
0
0
0
0
0
3,513
M18372
M
301.8
311
1,393
49.5
168
0
0
0
0
0
0
3,514
M18373
M
301.9
311.1
1,417
52.5
171
0
0
0
0
0
0
3,515
H32928
H
301.9
311
1,430
49.8
174
0
0
0
0
0
0
3,516
M18375
M
301.9
311.1
1,605
40
179
0
0
0
0
0
0
3,517
L50696
L
302
311.1
1,402
47.8
182
0
0
0
0
0
0
3,518
L50697
L
302
311
1,550
35.2
184
0
0
0
0
0
0
3,519
L50698
L
301.9
311
1,376
44.9
186
0
0
0
0
0
0
3,520
M18379
M
301.9
310.9
1,569
32.5
188
0
0
0
0
0
0
3,521
L50700
L
301.9
311
1,669
32.2
191
0
0
0
0
0
0
3,522
L50701
L
301.9
311
1,541
38.9
193
0
0
0
0
0
0
3,523
L50702
L
301.8
311
1,651
32.5
195
0
0
0
0
0
0
3,524
L50703
L
301.8
310.9
1,521
39.3
197
0
0
0
0
0
0
3,525
M18384
M
301.8
310.8
1,365
48.2
199
0
0
0
0
0
0
3,526
L50705
L
301.8
310.9
1,609
31.7
202
0
0
0
0
0
0
3,527
H32940
H
301.8
310.8
1,470
37.6
204
0
0
0
0
0
0
3,528
M18387
M
301.9
310.9
1,573
38.9
209
0
0
0
0
0
0
3,529
L50708
L
302
310.9
1,378
53.1
212
1
0
0
0
1
0
3,530
L50709
L
301.9
310.9
1,567
39
214
1
1
0
0
0
0
3,531
M18390
M
301.9
310.9
1,441
43.7
0
0
0
0
0
0
0
3,532
M18391
M
301.9
310.9
1,641
33.2
3
0
0
0
0
0
0
3,533
L50712
L
301.9
310.9
1,486
40.3
6
0
0
0
0
0
0
3,534
L50713
L
302
311
1,563
36.2
8
0
0
0
0
0
0
3,535
M18394
M
302
311.1
1,769
26
10
0
0
0
0
0
0
3,536
H32949
H
301.9
311
1,672
29.9
13
0
0
0
0
0
0
3,537
L50716
L
302
311
1,632
34.2
18
0
0
0
0
0
0
3,538
M18397
M
302
311
1,980
21.5
20
0
0
0
0
0
0
3,539
L50718
L
302
311.1
1,635
36
23
0
0
0
0
0
0
3,540
L50719
L
302
311
1,686
32.5
25
0
0
0
0
0
0
3,541
L50720
L
301.9
310.9
1,574
31.4
27
0
0
0
0
0
0
3,542
L50721
L
301.8
310.8
1,546
43.4
29
0
0
0
0
0
0
3,543
L50722
L
301.8
310.9
1,899
24.7
31
0
0
0
0
0
0
3,544
L50723
L
301.8
310.9
1,449
36.5
33
0
0
0
0
0
0
3,545
M18404
M
301.9
310.9
1,483
37
35
0
0
0
0
0
0
3,546
L50725
L
301.8
310.8
1,576
38.6
38
0
0
0
0
0
0
3,547
M18406
M
301.9
310.9
1,317
51.9
40
0
0
0
0
0
0
3,548
M18407
M
301.9
311
1,467
48.1
43
0
0
0
0
0
0
3,549
L50728
L
301.9
310.9
1,616
34.5
46
0
0
0
0
0
0
3,550
M18409
M
301.8
310.9
1,299
60.4
48
0
0
0
0
0
0
3,551
M18410
M
301.9
311
1,432
41.5
51
0
0
0
0
0
0
3,552
L50731
L
301.9
310.9
1,799
24.2
54
0
0
0
0
0
0
3,553
M18412
M
301.8
310.9
1,358
52.3
56
0
0
0
0
0
0
3,554
M18413
M
301.8
310.8
1,618
37.8
59
0
0
0
0
0
0
3,555
L50734
L
301.9
310.8
1,525
43.2
62
0
0
0
0
0
0
3,556
L50735
L
301.8
310.7
1,551
37.7
64
0
0
0
0
0
0
3,557
L50736
L
301.9
310.8
1,735
31.5
66
0
0
0
0
0
0
3,558
M18417
M
301.8
310.7
1,309
43.3
68
0
0
0
0
0
0
3,559
L50738
L
301.7
310.6
1,743
26.2
71
0
0
0
0
0
0
3,560
M18419
M
301.7
310.7
1,659
29.9
73
0
0
0
0
0
0
3,561
L50740
L
301.8
310.7
1,680
32.4
76
0
0
0
0
0
0
3,562
L50741
L
301.7
310.6
1,486
38.5
78
0
0
0
0
0
0
3,563
L50742
L
301.7
310.6
1,471
43.8
80
0
0
0
0
0
0
3,564
M18423
M
301.8
310.7
1,465
35.8
82
0
0
0
0
0
0
3,565
M18424
M
301.7
310.6
1,492
42.2
85
0
0
0
0
0
0
3,566
M18425
M
301.8
310.7
1,420
52
88
0
0
0
0
0
0
3,567
L50746
L
301.8
310.6
1,295
62.3
91
0
0
0
0
0
0
3,568
L50747
L
301.8
310.5
1,548
34.1
93
0
0
0
0
0
0
3,569
L50748
L
301.8
310.6
1,372
54.7
95
0
0
0
0
0
0
3,570
M18429
M
301.8
310.6
1,552
35.9
97
0
0
0
0
0
0
3,571
H32984
H
301.8
310.6
1,441
46.3
100
0
0
0
0
0
0
3,572
M18431
M
301.7
310.6
1,691
27.7
105
0
0
0
0
0
0
3,573
L50752
L
301.8
310.6
1,451
50.7
108
0
0
0
0
0
0
3,574
L50753
L
301.8
310.6
1,452
48.4
110
0
0
0
0
0
0
3,575
L50754
L
301.7
310.6
1,406
46
112
0
0
0
0
0
0
3,576
L50755
L
301.7
310.5
1,567
39.1
114
0
0
0
0
0
0
3,577
L50756
L
301.6
310.4
1,599
41.7
116
0
0
0
0
0
0
3,578
M18437
M
301.6
310.4
1,455
39
118
0
0
0
0
0
0
3,579
M18438
M
301.7
310.5
1,625
35.9
121
0
0
0
0
0
0
3,580
L50759
L
301.8
310.6
2,672
11.8
124
1
0
0
1
0
0
3,581
L50760
L
301.8
310.6
1,650
31.9
126
0
0
0
0
0
0
3,582
M18441
M
301.8
310.6
1,459
40.2
128
0
0
0
0
0
0
3,583
L50762
L
301.8
310.6
1,395
50.5
131
0
0
0
0
0
0
3,584
L50763
L
301.8
310.7
1,751
29.3
133
0
0
0
0
0
0
3,585
L50764
L
301.8
310.6
1,192
68.9
135
0
0
0
0
0
0
3,586
L50765
L
301.9
310.7
1,947
25
137
0
0
0
0
0
0
3,587
L50766
L
301.8
310.5
1,593
34.9
139
0
0
0
0
0
0
3,588
H33001
H
301.8
310.5
1,478
38.6
141
0
0
0
0
0
0
3,589
M18448
M
301.7
310.6
1,505
44.5
146
0
0
0
0
0
0
3,590
L50769
L
301.7
310.5
2,465
13.7
149
0
0
0
0
0
0
3,591
L50770
L
301.8
310.6
1,403
46.8
151
0
0
0
0
0
0
3,592
M18451
M
301.7
310.5
1,458
41.4
153
0
0
0
0
0
0
3,593
H33006
H
301.6
310.4
1,369
45.4
156
0
0
0
0
0
0
3,594
M18453
M
301.6
310.4
1,377
44.9
161
0
0
0
0
0
0
3,595
M18454
M
301.6
310.4
1,452
45.7
164
0
0
0
0
0
0
3,596
L50775
L
301.6
310.4
1,517
41.1
167
0
0
0
0
0
0
3,597
L50776
L
301.7
310.5
1,354
50
169
0
0
0
0
0
0
3,598
M18457
M
301.7
310.5
1,724
33
171
0
0
0
0
0
0
3,599
L50778
L
301.7
310.5
1,399
53.2
174
0
0
0
0
0
0
3,600
H33013
H
301.7
310.5
1,388
50.5
176
0
0
0
0
0
0