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
9,501
L56680
L
299.2
310.2
1,697
30.6
12
0
0
0
0
0
0
9,502
L56681
L
299.3
310.3
1,396
47.4
14
0
0
0
0
0
0
9,503
L56682
L
299.3
310.2
1,495
49.2
16
0
0
0
0
0
0
9,504
M24363
M
299.2
310.3
1,551
44.8
18
0
0
0
0
0
0
9,505
L56684
L
299.2
310.3
1,440
47
21
0
0
0
0
0
0
9,506
L56685
L
299.2
310.3
1,429
40.1
23
0
0
0
0
0
0
9,507
H38920
H
299.3
310.4
1,548
41.6
25
0
0
0
0
0
0
9,508
L56687
L
299.3
310.5
1,505
38.8
30
0
0
0
0
0
0
9,509
L56688
L
299.2
310.4
1,611
36.4
32
0
0
0
0
0
0
9,510
M24369
M
299.2
310.4
1,502
39.8
34
0
0
0
0
0
0
9,511
M24370
M
299.2
310.4
1,504
43.3
37
0
0
0
0
0
0
9,512
L56691
L
299.1
310.3
1,449
40.7
40
0
0
0
0
0
0
9,513
L56692
L
299
310.2
1,575
37.8
42
0
0
0
0
0
0
9,514
M24373
M
299
310.2
1,598
33.4
44
0
0
0
0
0
0
9,515
L56694
L
299
310.1
1,416
45.9
47
0
0
0
0
0
0
9,516
L56695
L
299
310.2
1,682
28.8
49
0
0
0
0
0
0
9,517
L56696
L
298.9
310.1
1,341
54.5
51
0
0
0
0
0
0
9,518
L56697
L
298.9
310.1
1,523
39.1
53
0
0
0
0
0
0
9,519
L56698
L
299
310.1
1,580
41.9
55
0
0
0
0
0
0
9,520
L56699
L
299
310.1
1,531
36
57
0
0
0
0
0
0
9,521
L56700
L
299
310.1
1,375
48.9
59
0
0
0
0
0
0
9,522
M24381
M
298.9
310.1
1,484
40.4
61
0
0
0
0
0
0
9,523
M24382
M
299
310.2
1,657
32.3
64
0
0
0
0
0
0
9,524
L56703
L
299
310.2
1,494
40.6
67
0
0
0
0
0
0
9,525
H38938
H
299
310.3
1,658
27.6
69
0
0
0
0
0
0
9,526
L56705
L
299.1
310.3
1,411
42.1
74
0
0
0
0
0
0
9,527
M24386
M
299.2
310.4
1,395
55.4
76
0
0
0
0
0
0
9,528
L56707
L
299.1
310.4
1,550
43.9
79
0
0
0
0
0
0
9,529
M24388
M
299.1
310.3
1,233
59
81
0
0
0
0
0
0
9,530
L56709
L
299.1
310.3
1,459
46.7
84
0
0
0
0
0
0
9,531
H38944
H
299.1
310.4
1,405
53.6
86
0
0
0
0
0
0
9,532
L56711
L
299.2
310.5
1,458
44.1
91
0
0
0
0
0
0
9,533
L56712
L
299.2
310.5
1,384
48.7
93
0
0
0
0
0
0
9,534
L56713
L
299.2
310.5
1,705
29.5
95
0
0
0
0
0
0
9,535
L56714
L
299.3
310.6
1,443
45.7
97
0
0
0
0
0
0
9,536
M24395
M
299.3
310.6
1,609
31.4
99
0
0
0
0
0
0
9,537
L56716
L
299.3
310.5
1,818
26
102
0
0
0
0
0
0
9,538
M24397
M
299.3
310.6
1,457
42.1
104
0
0
0
0
0
0
9,539
L56718
L
299.3
310.6
1,480
45.1
107
0
0
0
0
0
0
9,540
L56719
L
299.4
310.8
1,424
47.7
109
0
0
0
0
0
0
9,541
M24400
M
299.4
310.8
1,628
40.2
111
0
0
0
0
0
0
9,542
M24401
M
299.5
310.8
1,754
31.3
114
0
0
0
0
0
0
9,543
L56722
L
299.6
310.9
1,716
28.5
117
0
0
0
0
0
0
9,544
M24403
M
299.5
310.9
1,378
48.7
119
0
0
0
0
0
0
9,545
L56724
L
299.6
311
1,708
31
122
0
0
0
0
0
0
9,546
L56725
L
299.6
311
1,430
38.3
124
0
0
0
0
0
0
9,547
M24406
M
299.7
311.2
1,560
43.9
126
0
0
0
0
0
0
9,548
L56727
L
299.6
311.1
1,679
30.7
129
0
0
0
0
0
0
9,549
L56728
L
299.6
311.1
1,521
37.2
131
0
0
0
0
0
0
9,550
M24409
M
299.6
311.1
1,649
33.8
133
0
0
0
0
0
0
9,551
M24410
M
299.5
311
1,451
43.3
136
0
0
0
0
0
0
9,552
L56731
L
299.4
310.8
1,391
48.9
139
0
0
0
0
0
0
9,553
M24412
M
299.3
310.8
1,523
40.9
141
0
0
0
0
0
0
9,554
L56733
L
299.3
310.7
1,495
39.2
144
0
0
0
0
0
0
9,555
M24414
M
299.3
310.7
1,440
45.5
146
0
0
0
0
0
0
9,556
H38969
H
299.4
310.8
1,585
31.4
149
0
0
0
0
0
0
9,557
L56736
L
299.5
310.8
1,374
48.3
154
0
0
0
0
0
0
9,558
M24417
M
299.5
310.8
1,507
40.2
156
0
0
0
0
0
0
9,559
M24418
M
299.5
310.9
1,577
34.6
159
0
0
0
0
0
0
9,560
L56739
L
299.5
310.9
1,496
38.5
162
0
0
0
0
0
0
9,561
L56740
L
299.6
310.9
1,487
42.5
164
0
0
0
0
0
0
9,562
L56741
L
299.6
310.9
1,853
26.3
166
0
0
0
0
0
0
9,563
M24422
M
299.7
311
1,435
50.1
168
0
0
0
0
0
0
9,564
M24423
M
299.8
311.1
1,763
25.5
171
0
0
0
0
0
0
9,565
L56744
L
299.8
311.1
1,820
24.9
174
0
0
0
0
0
0
9,566
M24425
M
299.8
311.1
1,498
38.1
176
0
0
0
0
0
0
9,567
L56746
L
299.8
311.1
1,603
35.1
179
0
0
0
0
0
0
9,568
L56747
L
299.8
311.1
1,412
42.5
181
0
0
0
0
0
0
9,569
L56748
L
299.8
311.1
1,588
38
183
0
0
0
0
0
0
9,570
M24429
M
299.8
311
1,948
20
185
0
0
0
0
0
0
9,571
L56750
L
299.7
310.9
1,384
48.2
188
0
0
0
0
0
0
9,572
L56751
L
299.7
310.8
1,589
36
190
0
0
0
0
0
0
9,573
M24432
M
299.7
310.8
1,405
47.6
192
0
0
0
0
0
0
9,574
L56753
L
299.7
310.9
1,491
40.1
195
0
0
0
0
0
0
9,575
H38988
H
299.7
310.8
1,418
46.6
197
0
0
0
0
0
0
9,576
M24435
M
299.6
310.8
1,603
35.4
202
0
0
0
0
0
0
9,577
L56756
L
299.6
310.7
1,922
23.3
205
1
1
0
0
0
0
9,578
M24437
M
299.5
310.7
1,364
49.5
0
0
0
0
0
0
0
9,579
L56758
L
299.4
310.7
1,551
41.2
3
0
0
0
0
0
0
9,580
L56759
L
299.5
310.7
1,589
33.5
5
0
0
0
0
0
0
9,581
M24440
M
299.5
310.7
1,423
56.5
7
0
0
0
0
0
0
9,582
L56761
L
299.4
310.6
1,418
53.1
10
0
0
0
0
0
0
9,583
M24442
M
299.3
310.5
1,404
47.5
12
0
0
0
0
0
0
9,584
L56763
L
299.3
310.5
1,281
59.8
15
0
0
0
0
0
0
9,585
L56764
L
299.3
310.5
1,529
41.3
17
0
0
0
0
0
0
9,586
M24445
M
299.3
310.5
1,563
42.1
19
0
0
0
0
0
0
9,587
L56766
L
299.4
310.6
1,348
54.5
22
0
0
0
0
0
0
9,588
M24447
M
299.3
310.5
1,462
40.5
24
0
0
0
0
0
0
9,589
H39002
H
299.3
310.4
1,510
45.5
27
0
0
0
0
0
0
9,590
L56769
L
299.2
310.4
1,472
43.3
32
0
0
0
0
0
0
9,591
M24450
M
299.2
310.4
1,325
52
34
0
0
0
0
0
0
9,592
L56771
L
299.2
310.4
1,570
37.3
37
0
0
0
0
0
0
9,593
L56772
L
299.2
310.4
1,379
46.8
39
0
0
0
0
0
0
9,594
L56773
L
299.1
310.2
1,352
52.8
41
0
0
0
0
0
0
9,595
L56774
L
299.1
310.3
1,727
28.7
43
0
0
0
0
0
0
9,596
H39009
H
299
310.1
1,432
50
45
0
0
0
0
0
0
9,597
L56776
L
298.9
310.1
1,466
43.4
50
0
0
0
0
0
0
9,598
L56777
L
298.9
310.1
1,510
38
52
0
0
0
0
0
0
9,599
L56778
L
299
310.2
1,490
41.1
54
0
0
0
0
0
0
9,600
L56779
L
299
310.1
1,463
37.4
56
0
0
0
0
0
0