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
2,201
L49380
L
299.8
309.1
1,546
35.6
93
0
0
0
0
0
0
2,202
L49381
L
299.8
309
1,567
36.1
95
0
0
0
0
0
0
2,203
M17062
M
299.9
309.2
1,548
35.7
97
0
0
0
0
0
0
2,204
L49383
L
299.8
309
1,614
30.8
100
0
0
0
0
0
0
2,205
M17064
M
299.7
309.1
1,352
46.1
102
0
0
0
0
0
0
2,206
L49385
L
299.9
309.2
1,624
34.6
105
0
0
0
0
0
0
2,207
L49386
L
299.9
309.2
1,436
52
107
0
0
0
0
0
0
2,208
L49387
L
299.8
309.2
1,591
37.5
109
0
0
0
0
0
0
2,209
H31622
H
299.8
309.2
1,435
42.6
111
0
0
0
0
0
0
2,210
L49389
L
299.8
309.3
1,386
49.4
116
0
0
0
0
0
0
2,211
L49390
L
299.7
309.2
1,401
54.1
118
0
0
0
0
0
0
2,212
M17071
M
299.6
309
1,245
64
120
0
0
0
0
0
0
2,213
L49392
L
299.7
309.1
1,475
40
123
0
0
0
0
0
0
2,214
L49393
L
299.7
309.1
1,473
39.4
125
0
0
0
0
0
0
2,215
H31628
H
299.7
309.2
1,355
44.8
127
0
0
0
0
0
0
2,216
H31629
H
299.7
309.2
1,468
49.6
132
0
0
0
0
0
0
2,217
L49396
L
299.7
309.2
1,645
30.8
137
0
0
0
0
0
0
2,218
L49397
L
299.7
309.1
1,347
55.3
139
0
0
0
0
0
0
2,219
L49398
L
299.7
309.1
1,713
33.5
141
0
0
0
0
0
0
2,220
M17079
M
299.6
309.1
1,435
48.4
143
0
0
0
0
0
0
2,221
M17080
M
299.6
309
1,736
26.1
146
0
0
0
0
0
0
2,222
L49401
L
299.6
309
1,372
60.4
149
0
0
0
0
0
0
2,223
L49402
L
299.7
309
1,605
33
151
0
0
0
0
0
0
2,224
L49403
L
299.6
309
1,413
48.5
153
0
0
0
0
0
0
2,225
M17084
M
299.7
309
1,645
31.9
155
0
0
0
0
0
0
2,226
M17085
M
299.7
309
1,465
49
158
0
0
0
0
0
0
2,227
M17086
M
299.6
308.9
1,685
27.8
161
0
0
0
0
0
0
2,228
L49407
L
299.5
308.8
1,965
20.4
164
0
0
0
0
0
0
2,229
H31642
H
299.4
308.6
1,542
41.8
166
0
0
0
0
0
0
2,230
L49409
L
299.4
308.7
1,681
30.8
171
0
0
0
0
0
0
2,231
L49410
L
299.5
308.7
1,446
45.7
173
0
0
0
0
0
0
2,232
L49411
L
299.4
308.6
1,415
56.4
175
0
0
0
0
0
0
2,233
L49412
L
299.5
308.6
1,672
30.5
177
0
0
0
0
0
0
2,234
L49413
L
299.5
308.7
2,549
13
179
1
0
0
1
0
0
2,235
L49414
L
299.4
308.6
1,492
40.5
181
0
0
0
0
0
0
2,236
M17095
M
299.4
308.6
1,455
42.7
183
0
0
0
0
0
0
2,237
M17096
M
299.3
308.5
1,422
43.1
186
0
0
0
0
0
0
2,238
L49417
L
299.3
308.6
1,403
50.6
189
0
0
0
0
0
0
2,239
L49418
L
299.3
308.6
1,474
49.6
191
0
0
0
0
0
0
2,240
L49419
L
299.2
308.6
1,381
50
193
0
0
0
0
0
0
2,241
L49420
L
299.2
308.5
1,457
44.7
195
0
0
0
0
0
0
2,242
L49421
L
299.2
308.4
1,711
28.9
197
0
0
0
0
0
0
2,243
L49422
L
299.2
308.4
1,667
29
199
0
0
0
0
0
0
2,244
L49423
L
299.2
308.4
1,465
35
201
0
0
0
0
0
0
2,245
M17104
M
299.3
308.4
1,542
37.5
203
1
1
0
0
0
0
2,246
M17105
M
299.3
308.4
1,438
42.3
0
0
0
0
0
0
0
2,247
L49426
L
299.3
308.4
1,406
47.4
3
0
0
0
0
0
0
2,248
M17107
M
299.2
308.4
1,396
48.5
5
0
0
0
0
0
0
2,249
M17108
M
299.3
308.5
1,304
60.6
8
0
0
0
0
0
0
2,250
L49429
L
299.2
308.5
1,442
46.5
11
0
0
0
0
0
0
2,251
M17110
M
299.2
308.4
1,396
48.7
13
0
0
0
0
0
0
2,252
H31665
H
299.1
308.3
1,424
43.4
16
0
0
0
0
0
0
2,253
H31666
H
299.1
308.3
1,451
42.8
21
0
0
0
0
0
0
2,254
L49433
L
299.2
308.4
1,386
54.1
26
0
0
0
0
0
0
2,255
L49434
L
299.1
308.3
1,325
46.9
28
0
0
0
0
0
0
2,256
L49435
L
299.1
308.3
1,559
33.7
30
0
0
0
0
0
0
2,257
L49436
L
299.1
308.3
1,489
38.1
32
0
0
0
0
0
0
2,258
L49437
L
299.1
308.3
1,892
25.2
34
0
0
0
0
0
0
2,259
L49438
L
299.1
308.2
1,319
60.3
36
0
0
0
0
0
0
2,260
L49439
L
299.1
308.3
1,431
52.3
38
0
0
0
0
0
0
2,261
H31674
H
299.1
308.3
1,521
36.5
40
0
0
0
0
0
0
2,262
M17121
M
299.1
308.2
1,435
45.2
45
0
0
0
0
0
0
2,263
L49442
L
299.1
308.3
1,533
42.4
48
0
0
0
0
0
0
2,264
M17123
M
299.2
308.4
1,529
43
50
0
0
0
0
0
0
2,265
M17124
M
299.2
308.4
1,415
43.5
53
0
0
0
0
0
0
2,266
M17125
M
299.2
308.4
1,330
51.2
56
0
0
0
0
0
0
2,267
L49446
L
299.2
308.5
1,381
60.6
59
0
0
0
0
0
0
2,268
L49447
L
299.2
308.5
1,370
52.4
61
0
0
0
0
0
0
2,269
L49448
L
299.2
308.5
1,438
46.6
63
0
0
0
0
0
0
2,270
L49449
L
299.3
308.6
1,314
48.2
65
0
0
0
0
0
0
2,271
L49450
L
299.3
308.6
1,437
48.1
67
0
0
0
0
0
0
2,272
L49451
L
299.2
308.5
1,821
26.1
69
0
0
0
0
0
0
2,273
M17132
M
299.3
308.6
1,448
52.1
71
0
0
0
0
0
0
2,274
L49453
L
299.3
308.5
1,589
32.7
74
0
0
0
0
0
0
2,275
L49454
L
299.3
308.6
1,520
33.7
76
0
0
0
0
0
0
2,276
L49455
L
299.3
308.6
1,605
37
78
0
0
0
0
0
0
2,277
L49456
L
299.3
308.7
1,393
54.2
80
0
0
0
0
0
0
2,278
H31691
H
299.3
308.7
1,408
44.4
82
0
0
0
0
0
0
2,279
M17138
M
299.3
308.7
1,459
35.6
87
0
0
0
0
0
0
2,280
L49459
L
299.4
308.7
1,525
39
90
0
0
0
0
0
0
2,281
L49460
L
299.4
308.8
1,390
57
92
0
0
0
0
0
0
2,282
L49461
L
299.3
308.7
1,536
38.9
94
0
0
0
0
0
0
2,283
L49462
L
299.4
308.7
1,459
47.6
96
0
0
0
0
0
0
2,284
L49463
L
299.2
308.5
1,387
51.1
98
0
0
0
0
0
0
2,285
L49464
L
299.2
308.5
1,378
53.4
100
0
0
0
0
0
0
2,286
L49465
L
299.4
308.7
1,381
56.7
102
0
0
0
0
0
0
2,287
M17146
M
299.4
308.7
1,289
60.5
104
0
0
0
0
0
0
2,288
L49467
L
299.4
308.6
1,746
26.8
107
0
0
0
0
0
0
2,289
M17148
M
299.4
308.6
1,541
39.1
109
0
0
0
0
0
0
2,290
L49469
L
299.4
308.7
1,504
37.8
112
0
0
0
0
0
0
2,291
M17150
M
299.5
308.7
1,321
51.9
114
0
0
0
0
0
0
2,292
M17151
M
299.5
308.8
1,886
20.9
117
0
0
0
0
0
0
2,293
L49472
L
299.6
308.9
1,422
53.2
120
0
0
0
0
0
0
2,294
L49473
L
299.5
308.9
1,520
38.3
122
0
0
0
0
0
0
2,295
L49474
L
299.4
308.8
1,627
32.6
124
0
0
0
0
0
0
2,296
L49475
L
299.4
308.7
1,512
37.2
126
0
0
0
0
0
0
2,297
L49476
L
299.4
308.7
1,553
42.7
128
0
0
0
0
0
0
2,298
L49477
L
299.3
308.7
1,802
26
130
0
0
0
0
0
0
2,299
L49478
L
299.3
308.6
1,482
37.6
132
0
0
0
0
0
0
2,300
L49479
L
299.4
308.7
1,446
62.9
134
1
0
0
1
0
0