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
6,501
M21360
M
300.9
310
1,416
46.6
201
0
0
0
0
0
0
6,502
M21361
M
300.9
310
1,600
36
204
0
0
0
0
0
0
6,503
L53682
L
300.9
310
2,595
13.7
207
0
0
0
0
0
0
6,504
M21363
M
300.9
309.9
1,465
42.9
209
0
0
0
0
0
0
6,505
M21364
M
301
310.1
1,681
27.4
212
0
0
0
0
0
0
6,506
L53685
L
301.1
310.1
1,457
39.6
215
0
0
0
0
0
0
6,507
H35920
H
301
310.1
1,454
44.1
217
0
0
0
0
0
0
6,508
L53687
L
301
310.1
1,558
32.6
0
0
0
0
0
0
0
6,509
H35922
H
301
310.1
1,756
30.7
2
0
0
0
0
0
0
6,510
L53689
L
301.1
310.1
1,564
36.8
7
0
0
0
0
0
0
6,511
L53690
L
301.1
310.2
1,455
55.3
9
0
0
0
0
0
0
6,512
M21371
M
301.2
310.1
2,280
15.7
11
0
0
0
0
0
0
6,513
M21372
M
301.1
310
1,433
48.1
14
0
0
0
0
0
0
6,514
L53693
L
301.1
310
1,513
38
17
0
0
0
0
0
0
6,515
L53694
L
301
309.9
1,507
41.8
19
0
0
0
0
0
0
6,516
L53695
L
301
310
1,480
43.5
21
0
0
0
0
0
0
6,517
H35930
H
301.1
310
1,470
40.1
23
0
0
0
0
0
0
6,518
L53697
L
301.1
310.1
1,540
36.6
28
0
0
0
0
0
0
6,519
H35932
H
301
310
1,212
67.9
30
0
0
0
0
0
0
6,520
L53699
L
301.1
310.1
1,417
46.9
35
0
0
0
0
0
0
6,521
M21380
M
301.2
310.1
1,666
34.9
37
0
0
0
0
0
0
6,522
L53701
L
301.1
310.1
1,666
27.2
40
0
0
0
0
0
0
6,523
L53702
L
301.1
310.1
1,489
45.8
42
0
0
0
0
0
0
6,524
M21383
M
301.1
310.2
1,850
27.7
44
0
0
0
0
0
0
6,525
L53704
L
301.1
310.4
1,874
24.8
47
0
0
0
0
0
0
6,526
L53705
L
301.1
310.4
1,312
73.6
49
1
0
0
1
0
0
6,527
L53706
L
301.2
310.4
1,515
38.4
51
0
0
0
0
0
0
6,528
L53707
L
301.2
310.4
1,516
44.4
53
0
0
0
0
0
0
6,529
L53708
L
301.2
310.5
1,546
40
55
0
0
0
0
0
0
6,530
L53709
L
301.3
310.6
1,481
40.9
57
0
0
0
0
0
0
6,531
H35944
H
301.3
310.6
1,605
32.5
59
0
0
0
0
0
0
6,532
H35945
H
301.2
310.7
1,656
26.2
64
0
0
0
0
0
0
6,533
H35946
H
301.2
310.6
1,352
52
69
0
0
0
0
0
0
6,534
L53713
L
301.3
310.7
1,504
47.2
74
0
0
0
0
0
0
6,535
L53714
L
301.3
310.6
1,436
44.2
76
0
0
0
0
0
0
6,536
H35949
H
301.2
310.5
1,505
43.6
78
0
0
0
0
0
0
6,537
L53716
L
301.3
310.5
1,406
47.1
83
0
0
0
0
0
0
6,538
M21397
M
301.3
310.5
1,481
39.7
85
0
0
0
0
0
0
6,539
L53718
L
301.4
310.7
1,487
44.6
88
0
0
0
0
0
0
6,540
L53719
L
301.4
310.7
1,436
54.1
90
0
0
0
0
0
0
6,541
M21400
M
301.4
310.7
1,368
63.7
92
1
0
0
1
0
0
6,542
L53721
L
301.4
310.7
1,509
38.3
95
0
0
0
0
0
0
6,543
L53722
L
301.4
310.8
1,543
36.9
97
0
0
0
0
0
0
6,544
L53723
L
301.4
310.8
1,698
29.6
99
0
0
0
0
0
0
6,545
M21404
M
301.4
310.7
1,470
46.5
101
0
0
0
0
0
0
6,546
M21405
M
301.4
310.8
1,738
30.3
104
0
0
0
0
0
0
6,547
M21406
M
301.4
310.8
1,530
39.9
107
0
0
0
0
0
0
6,548
L53727
L
301.4
310.8
1,740
29.2
110
0
0
0
0
0
0
6,549
L53728
L
301.4
310.8
1,770
24.1
112
0
0
0
0
0
0
6,550
H35963
H
301.3
310.6
1,527
44
114
0
0
0
0
0
0
6,551
L53730
L
301.3
310.7
1,516
46
119
0
0
0
0
0
0
6,552
L53731
L
301.4
310.7
1,616
36.5
121
0
0
0
0
0
0
6,553
L53732
L
301.4
310.7
1,786
26.1
123
0
0
0
0
0
0
6,554
L53733
L
301.4
310.8
1,389
52.7
125
0
0
0
0
0
0
6,555
M21414
M
301.4
310.7
1,639
29.8
127
0
0
0
0
0
0
6,556
H35969
H
301.5
310.7
1,394
46.7
130
0
0
0
0
0
0
6,557
L53736
L
301.5
310.7
1,686
27.9
135
0
0
0
0
0
0
6,558
M21417
M
301.5
310.6
1,638
31.9
137
0
0
0
0
0
0
6,559
M21418
M
301.5
310.6
1,447
41.9
140
0
0
0
0
0
0
6,560
H35973
H
301.5
310.6
1,512
39
143
0
0
0
0
0
0
6,561
L53740
L
301.6
310.8
1,961
21.8
148
0
0
0
0
0
0
6,562
L53741
L
301.5
310.7
1,596
35.4
150
0
0
0
0
0
0
6,563
M21422
M
301.5
310.7
1,871
21.3
152
0
0
0
0
0
0
6,564
L53743
L
301.5
310.7
1,942
20.5
155
0
0
0
0
0
0
6,565
L53744
L
301.4
310.6
1,557
38.2
157
0
0
0
0
0
0
6,566
L53745
L
301.4
310.6
1,550
36.8
159
0
0
0
0
0
0
6,567
L53746
L
301.3
310.6
1,966
22.6
161
0
0
0
0
0
0
6,568
M21427
M
301.3
310.6
1,499
36.1
163
0
0
0
0
0
0
6,569
L53748
L
301.3
310.6
1,521
36.3
166
0
0
0
0
0
0
6,570
M21429
M
301.4
310.7
1,375
42
168
0
0
0
0
0
0
6,571
L53750
L
301.4
310.6
1,634
31.1
171
0
0
0
0
0
0
6,572
M21431
M
301.3
310.6
1,378
49.4
173
0
0
0
0
0
0
6,573
L53752
L
301.4
310.7
1,428
53.7
176
0
0
0
0
0
0
6,574
M21433
M
301.4
310.6
1,855
25.3
178
0
0
0
0
0
0
6,575
L53754
L
301.4
310.6
1,578
33
181
0
0
0
0
0
0
6,576
M21435
M
301.4
310.5
1,451
45.3
183
0
0
0
0
0
0
6,577
L53756
L
301.5
310.5
1,644
34.9
186
0
0
0
0
0
0
6,578
L53757
L
301.4
310.4
1,388
45.3
188
0
0
0
0
0
0
6,579
L53758
L
301.4
310.4
1,543
40.9
190
0
0
0
0
0
0
6,580
L53759
L
301.3
310.4
1,501
41.6
192
0
0
0
0
0
0
6,581
L53760
L
301.3
310.4
1,507
39.1
194
0
0
0
0
0
0
6,582
L53761
L
301.4
310.4
1,559
36
196
0
0
0
0
0
0
6,583
L53762
L
301.5
310.5
1,528
35.7
198
0
0
0
0
0
0
6,584
M21443
M
301.5
310.5
1,503
38.2
200
0
0
0
0
0
0
6,585
L53764
L
301.5
310.5
1,372
44
203
0
0
0
0
0
0
6,586
M21445
M
301.5
310.5
1,600
32.8
205
0
0
0
0
0
0
6,587
L53766
L
301.5
310.6
1,453
44
208
0
0
0
0
0
0
6,588
M21447
M
301.6
310.7
1,813
24.6
210
0
0
0
0
0
0
6,589
L53768
L
301.6
310.7
1,457
40.4
213
0
0
0
0
0
0
6,590
M21449
M
301.6
310.6
1,553
38.9
0
0
0
0
0
0
0
6,591
L53770
L
301.7
310.7
1,763
25.9
3
0
0
0
0
0
0
6,592
L53771
L
301.7
310.7
2,023
20.9
5
0
0
0
0
0
0
6,593
M21452
M
301.6
310.7
1,457
47.8
7
0
0
0
0
0
0
6,594
L53773
L
301.6
310.7
1,679
29.5
10
0
0
0
0
0
0
6,595
L53774
L
301.6
310.6
2,103
19.7
12
0
0
0
0
0
0
6,596
M21455
M
301.5
310.7
1,460
38.6
14
0
0
0
0
0
0
6,597
M21456
M
301.5
310.7
1,454
39.4
17
0
0
0
0
0
0
6,598
L53777
L
301.5
310.6
1,481
46.8
20
0
0
0
0
0
0
6,599
L53778
L
301.5
310.7
1,424
51.1
22
0
0
0
0
0
0
6,600
L53779
L
301.6
310.7
1,494
39.5
24
0
0
0
0
0
0