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
4,401
L51580
L
302.3
310.1
1,353
50.9
36
1
0
1
0
0
0
4,402
H33815
H
302.2
310
1,468
43.6
38
0
0
0
0
0
0
4,403
H33816
H
302.3
310.2
1,506
33.8
43
0
0
0
0
0
0
4,404
L51583
L
302.3
310.1
1,388
49.9
48
0
0
0
0
0
0
4,405
M19264
M
302.4
310.2
1,485
45.9
50
0
0
0
0
0
0
4,406
L51585
L
302.4
310.2
1,331
45.5
53
1
0
1
0
0
0
4,407
L51586
L
302.5
310.3
1,326
58.5
55
1
0
1
0
0
0
4,408
L51587
L
302.3
310.2
1,394
55.4
57
0
0
0
0
0
0
4,409
L51588
L
302.4
310.1
2,009
18.9
59
0
0
0
0
0
0
4,410
M19269
M
302.4
310.1
1,358
54.6
61
1
0
1
0
0
0
4,411
L51590
L
302.5
310.2
1,586
32.2
64
0
0
0
0
0
0
4,412
L51591
L
302.5
310.3
1,688
31.6
66
0
0
0
0
0
0
4,413
L51592
L
302.6
310.5
1,450
43.2
68
0
0
0
0
0
0
4,414
M19273
M
302.7
310.5
1,398
47.3
70
0
0
0
0
0
0
4,415
L51594
L
302.7
310.5
1,520
39.3
73
0
0
0
0
0
0
4,416
L51595
L
302.6
310.4
1,514
42.7
75
0
0
0
0
0
0
4,417
M19276
M
302.6
310.4
1,532
36.1
77
0
0
0
0
0
0
4,418
L51597
L
302.6
310.4
1,365
66.8
80
1
0
1
1
0
0
4,419
L51598
L
302.6
310.3
1,642
33.2
82
0
0
0
0
0
0
4,420
M19279
M
302.6
310.2
2,676
10.8
84
1
0
0
1
0
0
4,421
H33834
H
302.6
310.2
1,873
21.3
87
0
0
0
0
0
0
4,422
L51601
L
302.6
310.2
1,325
62.4
92
1
0
1
0
0
0
4,423
M19282
M
302.6
310.2
2,157
17.2
94
0
0
0
0
0
0
4,424
M19283
M
302.6
310.2
1,563
39
97
0
0
0
0
0
0
4,425
M19284
M
302.6
310.2
1,631
31
100
0
0
0
0
0
0
4,426
L51605
L
302.5
310.2
1,547
36.9
103
0
0
0
0
0
0
4,427
L51606
L
302.6
310.3
1,479
40.4
105
0
0
0
0
0
0
4,428
M19287
M
302.4
310.1
1,379
48.9
107
1
0
1
0
0
0
4,429
L51608
L
302.4
310.1
1,906
21.2
110
0
0
0
0
0
0
4,430
M19289
M
302.3
310.1
1,731
33.4
112
0
0
0
0
0
0
4,431
H33844
H
302.3
310.1
1,688
30.4
115
0
0
0
0
0
0
4,432
H33845
H
302.3
310.2
1,443
54.6
120
0
0
0
0
0
0
4,433
L51612
L
302.4
310.2
1,445
46.4
125
0
0
0
0
0
0
4,434
H33847
H
302.4
310.2
1,435
44.9
127
0
0
0
0
0
0
4,435
L51614
L
302.4
310.1
1,556
32.9
132
0
0
0
0
0
0
4,436
L51615
L
302.3
310.1
1,321
52.7
134
1
0
1
0
0
0
4,437
M19296
M
302.4
310.1
1,577
35.8
136
0
0
0
0
0
0
4,438
L51617
L
302.4
310.2
1,578
31.2
139
0
0
0
0
0
0
4,439
L51618
L
302.4
310.1
1,418
52.3
141
0
0
0
0
0
0
4,440
M19299
M
302.4
310.2
1,392
55.8
143
0
0
0
0
0
0
4,441
L51620
L
302.5
310.3
1,446
44
146
0
0
0
0
0
0
4,442
L51621
L
302.5
310.2
1,329
50.6
148
1
0
1
0
0
0
4,443
L51622
L
302.5
310.2
1,563
34.8
150
0
0
0
0
0
0
4,444
L51623
L
302.5
310.3
1,405
57.4
152
0
0
0
0
0
0
4,445
L51624
L
302.4
310.2
2,224
16
154
0
0
0
0
0
0
4,446
L51625
L
302.5
310.2
1,716
29.9
156
0
0
0
0
0
0
4,447
L51626
L
302.5
310.3
1,584
35.5
158
0
0
0
0
0
0
4,448
M19307
M
302.5
310.3
1,488
41.8
160
0
0
0
0
0
0
4,449
L51628
L
302.4
310.3
1,374
51.2
163
1
0
1
0
0
0
4,450
M19309
M
302.4
310.3
1,378
54.3
165
1
0
1
0
0
0
4,451
L51630
L
302.5
310.3
1,551
37.3
168
0
0
0
0
0
0
4,452
L51631
L
302.5
310.3
1,549
40.9
170
0
0
0
0
0
0
4,453
M19312
M
302.5
310.3
1,447
39.2
172
0
0
0
0
0
0
4,454
L51633
L
302.4
310.2
1,400
53.7
175
0
0
0
0
0
0
4,455
L51634
L
302.4
310.1
1,401
48.8
177
0
0
0
0
0
0
4,456
H33869
H
302.4
310.1
1,597
28.9
179
0
0
0
0
0
0
4,457
L51636
L
302.3
310.1
1,487
46
184
0
0
0
0
0
0
4,458
M19317
M
302.5
310.3
1,710
27.3
186
0
0
0
0
0
0
4,459
L51638
L
302.6
310.4
1,478
47.7
189
0
0
0
0
0
0
4,460
L51639
L
302.6
310.4
1,743
26.3
191
0
0
0
0
0
0
4,461
L51640
L
302.6
310.5
1,596
32.8
193
0
0
0
0
0
0
4,462
L51641
L
302.7
310.5
1,642
30.8
195
0
0
0
0
0
0
4,463
L51642
L
302.7
310.5
1,263
67.8
197
1
0
1
0
1
0
4,464
L51643
L
302.8
310.6
2,016
19.9
199
0
0
0
0
0
0
4,465
L51644
L
302.8
310.6
1,671
30.5
201
0
0
0
0
0
0
4,466
L51645
L
302.8
310.6
1,404
43.2
203
0
0
0
0
0
0
4,467
L51646
L
302.8
310.6
1,470
41.1
205
0
0
0
0
0
0
4,468
L51647
L
302.8
310.6
1,617
37.9
207
0
0
0
0
0
0
4,469
L51648
L
302.7
310.5
1,725
29
209
0
0
0
0
0
0
4,470
L51649
L
302.7
310.5
1,446
40.9
211
1
1
0
0
0
0
4,471
L51650
L
302.7
310.6
1,564
34.3
0
0
0
0
0
0
0
4,472
L51651
L
302.8
310.6
1,670
29.1
2
0
0
0
0
0
0
4,473
L51652
L
302.7
310.6
1,501
48.7
4
0
0
0
0
0
0
4,474
L51653
L
302.7
310.5
1,551
35.9
6
0
0
0
0
0
0
4,475
L51654
L
302.7
310.5
1,563
35
8
0
0
0
0
0
0
4,476
L51655
L
302.7
310.5
1,351
41.8
10
1
0
1
0
0
0
4,477
L51656
L
302.6
310.4
1,415
52.1
12
0
0
0
0
0
0
4,478
L51657
L
302.6
310.3
1,647
34.2
14
0
0
0
0
0
0
4,479
L51658
L
302.5
310.2
1,477
41.6
16
0
0
0
0
0
0
4,480
L51659
L
302.6
310.2
1,923
21.5
18
0
0
0
0
0
0
4,481
H33894
H
302.7
310.4
1,305
55.2
20
1
0
1
0
0
0
4,482
M19341
M
302.6
310.4
1,544
35.1
25
0
0
0
0
0
0
4,483
H33896
H
302.7
310.5
1,568
36.9
28
0
0
0
0
0
0
4,484
L51663
L
302.7
310.4
1,489
42.7
33
0
0
0
0
0
0
4,485
M19344
M
302.6
310.4
1,451
43.1
35
0
0
0
0
0
0
4,486
L51665
L
302.7
310.4
1,542
35.7
38
0
0
0
0
0
0
4,487
M19346
M
302.6
310.5
1,965
20.2
40
0
0
0
0
0
0
4,488
L51667
L
302.5
310.5
1,436
36.5
43
0
0
0
0
0
0
4,489
M19348
M
302.5
310.4
1,509
37.6
45
0
0
0
0
0
0
4,490
L51669
L
302.5
310.4
1,487
40.2
48
0
0
0
0
0
0
4,491
L51670
L
302.5
310.4
1,967
20.3
50
0
0
0
0
0
0
4,492
H33905
H
302.6
310.4
1,409
53.3
52
0
0
0
0
0
0
4,493
M19352
M
302.6
310.5
1,420
56.4
57
0
0
0
0
0
0
4,494
L51673
L
302.7
310.5
1,511
37.7
60
0
0
0
0
0
0
4,495
H33908
H
302.6
310.4
1,649
30.1
62
0
0
0
0
0
0
4,496
L51675
L
302.6
310.4
1,359
57.2
67
1
0
1
0
0
0
4,497
M19356
M
302.5
310.4
1,605
36
69
0
0
0
0
0
0
4,498
L51677
L
302.5
310.3
1,523
36
72
0
0
0
0
0
0
4,499
H33912
H
302.6
310.4
1,614
36
74
0
0
0
0
0
0
4,500
H33913
H
302.6
310.3
1,721
27.4
79
0
0
0
0
0
0