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
7,501
L54680
L
300.2
311.8
1,410
51.4
189
0
0
0
0
0
0
7,502
L54681
L
300.2
311.7
1,640
30.8
191
0
0
0
0
0
0
7,503
H36916
H
300.3
311.7
1,655
29.9
193
0
0
0
0
0
0
7,504
M22363
M
300.3
311.7
1,646
28.9
198
0
0
0
0
0
0
7,505
L54684
L
300.4
311.8
1,589
42
201
0
0
0
0
0
0
7,506
L54685
L
300.5
311.9
1,546
39.4
203
0
0
0
0
0
0
7,507
L54686
L
300.5
311.9
1,511
41.8
205
0
0
0
0
0
0
7,508
L54687
L
300.5
311.9
1,750
28.3
207
0
0
0
0
0
0
7,509
M22368
M
300.5
311.9
1,730
27.5
209
0
0
0
0
0
0
7,510
L54689
L
300.6
311.9
1,372
60.1
212
1
0
0
0
1
0
7,511
L54690
L
300.5
311.8
1,524
38.9
214
1
1
0
0
0
0
7,512
L54691
L
300.4
311.8
1,601
36.1
0
0
0
0
0
0
0
7,513
M22372
M
300.5
311.8
1,636
34.4
2
0
0
0
0
0
0
7,514
L54693
L
300.4
311.8
2,261
14.9
5
0
0
0
0
0
0
7,515
L54694
L
300.4
311.8
1,636
32.3
7
0
0
0
0
0
0
7,516
M22375
M
300.4
311.9
1,335
58.3
9
0
0
0
0
0
0
7,517
M22376
M
300.3
311.7
1,236
57.5
12
0
0
0
0
0
0
7,518
L54697
L
300.3
311.7
1,445
47.3
15
0
0
0
0
0
0
7,519
L54698
L
300.2
311.5
1,500
40.8
17
0
0
0
0
0
0
7,520
L54699
L
300.2
311.6
1,999
21
19
0
0
0
0
0
0
7,521
L54700
L
300.2
311.6
1,529
35.5
21
0
0
0
0
0
0
7,522
M22381
M
300.2
311.6
1,467
40.7
23
0
0
0
0
0
0
7,523
L54702
L
300.1
311.5
1,334
54
26
0
0
0
0
0
0
7,524
M22383
M
300.1
311.5
1,343
46.2
28
0
0
0
0
0
0
7,525
L54704
L
300.2
311.5
1,639
31.1
31
0
0
0
0
0
0
7,526
H36939
H
300.1
311.5
1,383
49.1
33
0
0
0
0
0
0
7,527
L54706
L
300.1
311.4
1,660
31.4
38
0
0
0
0
0
0
7,528
L54707
L
300.1
311.3
1,470
45.2
40
0
0
0
0
0
0
7,529
M22388
M
300.1
311.3
1,748
26.6
42
0
0
0
0
0
0
7,530
L54709
L
300.1
311.4
1,467
35.7
45
0
0
0
0
0
0
7,531
M22390
M
300.1
311.4
1,617
39.3
47
0
0
0
0
0
0
7,532
H36945
H
300.1
311.4
1,377
56.7
50
0
0
0
0
0
0
7,533
M22392
M
300
311.3
1,629
32.1
55
0
0
0
0
0
0
7,534
L54713
L
300
311.2
1,504
37.9
58
0
0
0
0
0
0
7,535
L54714
L
300
311.2
1,418
47.3
60
0
0
0
0
0
0
7,536
L54715
L
300
311.2
1,629
31.7
62
0
0
0
0
0
0
7,537
L54716
L
300.1
311.3
2,579
12.5
64
1
0
0
1
0
0
7,538
L54717
L
300.1
311.3
1,305
64.7
66
0
0
0
0
0
0
7,539
M22398
M
300.2
311.4
1,450
38.5
68
0
0
0
0
0
0
7,540
L54719
L
300.2
311.3
1,487
36.9
71
0
0
0
0
0
0
7,541
M22400
M
300.2
311.3
1,587
31.2
73
0
0
0
0
0
0
7,542
M22401
M
300.3
311.5
1,528
40.9
76
0
0
0
0
0
0
7,543
M22402
M
300.4
311.6
1,401
49.9
79
0
0
0
0
0
0
7,544
L54723
L
300.3
311.5
1,446
45
82
0
0
0
0
0
0
7,545
L54724
L
300.2
311.4
1,425
44.2
84
0
0
0
0
0
0
7,546
L54725
L
300.2
311.4
1,891
22.6
86
0
0
0
0
0
0
7,547
H36960
H
300.2
311.5
1,454
42.8
88
0
0
0
0
0
0
7,548
L54727
L
300.1
311.4
1,430
40.9
93
0
0
0
0
0
0
7,549
L54728
L
300.2
311.4
1,495
43.6
95
0
0
0
0
0
0
7,550
L54729
L
300.3
311.4
1,544
41.6
97
0
0
0
0
0
0
7,551
M22410
M
300.3
311.4
1,554
34.3
99
0
0
0
0
0
0
7,552
M22411
M
300.2
311.3
1,491
37.3
102
0
0
0
0
0
0
7,553
L54732
L
300.3
311.3
1,525
40.7
105
0
0
0
0
0
0
7,554
L54733
L
300.3
311.3
1,505
39.6
107
0
0
0
0
0
0
7,555
M22414
M
300.3
311.4
1,371
50.2
109
0
0
0
0
0
0
7,556
L54735
L
300.3
311.3
1,332
60.5
112
0
0
0
0
0
0
7,557
L54736
L
300.3
311.4
1,471
37
114
0
0
0
0
0
0
7,558
M22417
M
300.4
311.5
1,750
27.3
116
0
0
0
0
0
0
7,559
M22418
M
300.3
311.4
1,386
48.1
119
0
0
0
0
0
0
7,560
M22419
M
300.4
311.4
1,355
56.2
122
0
0
0
0
0
0
7,561
M22420
M
300.3
311.3
1,377
53.8
125
0
0
0
0
0
0
7,562
L54741
L
300.3
311.1
1,388
49.4
128
0
0
0
0
0
0
7,563
M22422
M
300.3
311.1
1,350
58.7
130
0
0
0
0
0
0
7,564
M22423
M
300.4
311.2
1,831
23.4
133
0
0
0
0
0
0
7,565
M22424
M
300.3
311.2
1,381
65.2
136
1
0
0
1
0
0
7,566
M22425
M
300.3
311.2
1,783
25.6
139
0
0
0
0
0
0
7,567
L54746
L
300.3
311
1,613
34.7
142
0
0
0
0
0
0
7,568
M22427
M
300.2
311
2,370
14.7
144
0
0
0
0
0
0
7,569
L54748
L
300.2
311
1,627
33.7
147
0
0
0
0
0
0
7,570
L54749
L
300.2
311
1,255
71.8
149
1
0
0
1
0
0
7,571
H36984
H
300.2
311
1,777
27.5
151
0
0
0
0
0
0
7,572
L54751
L
300.3
311.1
1,606
30.9
156
0
0
0
0
0
0
7,573
L54752
L
300.3
311.1
1,676
28.6
158
0
0
0
0
0
0
7,574
L54753
L
300.3
311.1
1,605
37.1
160
0
0
0
0
0
0
7,575
L54754
L
300.4
311.1
1,487
37.4
162
0
0
0
0
0
0
7,576
L54755
L
300.4
311.2
1,471
46.5
164
0
0
0
0
0
0
7,577
M22436
M
300.3
311.1
1,477
44.2
166
0
0
0
0
0
0
7,578
L54757
L
300.4
311.2
1,530
32
169
0
0
0
0
0
0
7,579
L54758
L
300.4
311.2
1,673
28.9
171
0
0
0
0
0
0
7,580
L54759
L
300.4
311.2
1,436
56.8
173
0
0
0
0
0
0
7,581
L54760
L
300.4
311.3
1,495
51.2
175
0
0
0
0
0
0
7,582
M22441
M
300.4
311.2
1,366
56.1
177
0
0
0
0
0
0
7,583
H36996
H
300.4
311.2
1,489
45.3
180
0
0
0
0
0
0
7,584
L54763
L
300.3
311.1
1,480
46.6
185
0
0
0
0
0
0
7,585
L54764
L
300.4
311.2
1,472
37.3
187
0
0
0
0
0
0
7,586
L54765
L
300.4
311.1
1,397
50.8
189
0
0
0
0
0
0
7,587
L54766
L
300.4
311.1
1,589
35.5
191
0
0
0
0
0
0
7,588
L54767
L
300.4
311.1
1,405
54.1
193
0
0
0
0
0
0
7,589
L54768
L
300.4
311.1
2,013
20.1
195
0
0
0
0
0
0
7,590
L54769
L
300.4
311
1,802
26
197
0
0
0
0
0
0
7,591
M22450
M
300.4
311
1,433
46.1
199
0
0
0
0
0
0
7,592
M22451
M
300.5
311.1
1,296
61.3
202
1
0
0
0
1
0
7,593
M22452
M
300.5
311.2
1,551
36.6
205
0
0
0
0
0
0
7,594
L54773
L
300.5
311.2
1,270
67.5
208
1
0
0
0
1
0
7,595
L54774
L
300.6
311.3
1,531
38.5
0
0
0
0
0
0
0
7,596
H37009
H
300.5
311.2
1,397
45.2
2
0
0
0
0
0
0
7,597
L54776
L
300.5
311.1
1,547
37.2
7
0
0
0
0
0
0
7,598
L54777
L
300.5
311
2,074
18.9
9
0
0
0
0
0
0
7,599
L54778
L
300.5
311.1
1,491
42.6
11
0
0
0
0
0
0
7,600
L54779
L
300.5
311
1,759
28.3
13
0
0
0
0
0
0