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
9,201
M24060
M
297.9
308.8
1,602
32.1
59
0
0
0
0
0
0
9,202
L56381
L
297.8
308.7
1,404
44.2
62
0
0
0
0
0
0
9,203
L56382
L
297.8
308.8
1,548
36.9
64
0
0
0
0
0
0
9,204
L56383
L
297.8
308.8
1,559
35.2
66
0
0
0
0
0
0
9,205
L56384
L
297.8
308.8
1,621
36.1
68
0
0
0
0
0
0
9,206
L56385
L
297.8
308.8
1,579
32.9
70
0
0
0
0
0
0
9,207
M24066
M
297.9
308.9
1,547
44
72
0
0
0
0
0
0
9,208
L56387
L
297.9
308.8
1,386
48.6
75
0
0
0
0
0
0
9,209
L56388
L
298
308.9
1,406
40.9
77
0
0
0
0
0
0
9,210
M24069
M
298
309
1,393
55.9
79
0
0
0
0
0
0
9,211
M24070
M
297.9
309
2,456
13.9
82
0
0
0
0
0
0
9,212
M24071
M
298
309
1,409
49.1
85
0
0
0
0
0
0
9,213
L56392
L
298
308.9
1,390
53.9
88
0
0
0
0
0
0
9,214
L56393
L
298
309
1,679
32.4
90
0
0
0
0
0
0
9,215
L56394
L
298
308.9
1,508
37.1
92
0
0
0
0
0
0
9,216
L56395
L
297.9
308.8
1,681
31.7
94
0
0
0
0
0
0
9,217
H38630
H
297.7
308.8
1,469
43.7
96
0
0
0
0
0
0
9,218
L56397
L
297.8
308.8
1,421
49.6
101
0
0
0
0
0
0
9,219
L56398
L
297.7
308.8
1,354
50.2
103
0
0
0
0
0
0
9,220
M24079
M
297.7
308.8
1,350
57
105
0
0
0
0
0
0
9,221
L56400
L
297.8
308.9
1,282
58.1
108
0
0
0
0
0
0
9,222
M24081
M
297.8
309
1,675
30
110
0
0
0
0
0
0
9,223
M24082
M
297.9
309
1,525
38.5
113
0
0
0
0
0
0
9,224
L56403
L
297.9
309
1,382
43.9
116
0
0
0
0
0
0
9,225
L56404
L
297.9
309
1,450
46.8
118
0
0
0
0
0
0
9,226
L56405
L
298
309.1
1,820
23.6
120
0
0
0
0
0
0
9,227
L56406
L
298
309.1
1,822
23.5
122
0
0
0
0
0
0
9,228
L56407
L
298
309.1
1,473
44.3
124
0
0
0
0
0
0
9,229
M24088
M
298.1
309.1
1,572
37.5
126
0
0
0
0
0
0
9,230
M24089
M
298.1
309
2,042
17.8
129
0
0
0
0
0
0
9,231
L56410
L
298.2
309.2
1,922
22.6
132
0
0
0
0
0
0
9,232
L56411
L
298.2
309.1
1,539
36.5
134
0
0
0
0
0
0
9,233
L56412
L
298.2
309.1
1,350
52
136
0
0
0
0
0
0
9,234
L56413
L
298.3
309.1
1,403
45.1
138
0
0
0
0
0
0
9,235
L56414
L
298.3
309.1
1,904
20.3
140
0
0
0
0
0
0
9,236
M24095
M
298.2
308.9
1,592
35.2
142
0
0
0
0
0
0
9,237
L56416
L
298.1
308.7
1,556
31.6
145
0
0
0
0
0
0
9,238
M24097
M
298.1
308.8
1,811
25.4
147
0
0
0
0
0
0
9,239
M24098
M
298.2
308.8
1,456
41.2
150
0
0
0
0
0
0
9,240
H38653
H
298.2
308.8
1,436
51.9
153
0
0
0
0
0
0
9,241
M24100
M
298.1
308.7
1,362
49.6
158
0
0
0
0
0
0
9,242
L56421
L
298.1
308.7
1,683
29.1
161
0
0
0
0
0
0
9,243
M24102
M
298.2
308.7
1,269
60.9
163
0
0
0
0
0
0
9,244
L56423
L
298.3
308.8
1,454
49
166
0
0
0
0
0
0
9,245
L56424
L
298.3
308.8
1,767
27.3
168
0
0
0
0
0
0
9,246
L56425
L
298.3
308.9
1,708
27.3
170
0
0
0
0
0
0
9,247
L56426
L
298.3
308.9
1,862
27
172
0
0
0
0
0
0
9,248
L56427
L
298.3
308.9
1,695
30.7
174
0
0
0
0
0
0
9,249
M24108
M
298.3
309.1
1,488
40.6
176
0
0
0
0
0
0
9,250
L56429
L
298.3
309
1,657
32.2
179
0
0
0
0
0
0
9,251
H38664
H
298.3
309
1,823
25.9
181
0
0
0
0
0
0
9,252
M24111
M
298.2
309.1
1,651
28.8
186
0
0
0
0
0
0
9,253
M24112
M
298.1
309
1,533
36.1
189
0
0
0
0
0
0
9,254
M24113
M
298.2
309
1,508
40.5
192
0
0
0
0
0
0
9,255
L56434
L
298.3
309.1
1,616
31.1
195
0
0
0
0
0
0
9,256
L56435
L
298.2
309
1,651
31.5
197
0
0
0
0
0
0
9,257
L56436
L
298.2
309.1
1,569
35.2
199
0
0
0
0
0
0
9,258
M24117
M
298.3
309.1
1,296
58.7
201
0
0
0
0
0
0
9,259
H38672
H
298.3
309
1,379
43.2
0
0
0
0
0
0
0
9,260
M24119
M
298.2
309
1,694
28
5
0
0
0
0
0
0
9,261
L56440
L
298.2
309
1,377
57.8
8
0
0
0
0
0
0
9,262
H38675
H
298.3
309
1,470
38.4
10
0
0
0
0
0
0
9,263
M24122
M
298.3
309.1
1,404
47
15
0
0
0
0
0
0
9,264
L56443
L
298.3
309.1
1,593
40.1
18
0
0
0
0
0
0
9,265
M24124
M
298.3
309
1,526
36.9
20
0
0
0
0
0
0
9,266
M24125
M
298.3
308.9
1,390
49.7
23
0
0
0
0
0
0
9,267
L56446
L
298.2
308.9
1,737
25.5
26
0
0
0
0
0
0
9,268
L56447
L
298.2
308.8
1,362
57.3
28
0
0
0
0
0
0
9,269
L56448
L
298.2
308.8
1,666
31.5
30
0
0
0
0
0
0
9,270
L56449
L
298.2
308.8
1,354
60.9
32
0
0
0
0
0
0
9,271
L56450
L
298.2
308.8
1,302
60.4
34
0
0
0
0
0
0
9,272
L56451
L
298.2
308.7
1,991
20.5
36
0
0
0
0
0
0
9,273
L56452
L
298.2
308.6
1,353
54.1
38
0
0
0
0
0
0
9,274
H38687
H
298.2
308.7
1,520
35.7
40
0
0
0
0
0
0
9,275
L56454
L
298.2
308.7
1,428
54.9
45
0
0
0
0
0
0
9,276
L56455
L
298.2
308.7
1,605
29.4
47
0
0
0
0
0
0
9,277
L56456
L
298.1
308.7
1,691
30.3
49
0
0
0
0
0
0
9,278
L56457
L
298.2
308.7
1,447
48.4
51
0
0
0
0
0
0
9,279
H38692
H
298.2
308.8
1,606
39.9
53
0
0
0
0
0
0
9,280
M24139
M
298.2
308.8
1,645
28.2
58
0
0
0
0
0
0
9,281
H38694
H
298.2
308.8
1,470
43.3
61
0
0
0
0
0
0
9,282
L56461
L
298.2
308.9
1,336
45
66
0
0
0
0
0
0
9,283
M24142
M
298.2
308.9
1,414
44.3
68
0
0
0
0
0
0
9,284
M24143
M
298.3
309
1,802
27.5
71
0
0
0
0
0
0
9,285
L56464
L
298.2
308.9
1,683
31.7
74
0
0
0
0
0
0
9,286
M24145
M
298.2
309
1,410
47.6
76
0
0
0
0
0
0
9,287
L56466
L
298.2
308.9
1,605
32
79
0
0
0
0
0
0
9,288
L56467
L
298.2
308.9
1,709
28.1
81
0
0
0
0
0
0
9,289
L56468
L
298.2
308.9
1,444
53.1
83
0
0
0
0
0
0
9,290
L56469
L
298.2
308.9
1,367
45
85
0
0
0
0
0
0
9,291
L56470
L
298.2
309
1,418
44.2
87
0
0
0
0
0
0
9,292
L56471
L
298.2
309
1,353
57.8
89
0
0
0
0
0
0
9,293
L56472
L
298.2
309
1,643
34.1
91
0
0
0
0
0
0
9,294
L56473
L
298.3
309.1
1,437
38
93
0
0
0
0
0
0
9,295
L56474
L
298.1
309
1,437
36.2
95
0
0
0
0
0
0
9,296
M24155
M
298.2
309
1,413
47.9
97
0
0
0
0
0
0
9,297
H38710
H
298.2
309
1,524
39.1
100
0
0
0
0
0
0
9,298
M24157
M
298.1
308.9
1,479
43.4
105
0
0
0
0
0
0
9,299
L56478
L
298.1
308.9
1,313
50.6
108
0
0
0
0
0
0
9,300
M24159
M
298.1
308.9
1,335
50.4
110
0
0
0
0
0
0