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
1,201
M16060
M
296.9
308
1,430
55.9
71
0
0
0
0
0
0
1,202
L48381
L
296.9
308
1,658
41
74
0
0
0
0
0
0
1,203
M16062
M
297
308.1
1,355
51.4
76
0
0
0
0
0
0
1,204
H30617
H
297
308.1
1,410
47.6
79
0
0
0
0
0
0
1,205
L48384
L
296.9
308
1,521
34.5
84
0
0
0
0
0
0
1,206
L48385
L
296.8
308
1,371
54.5
86
0
0
0
0
0
0
1,207
H30620
H
296.9
308
1,318
53.5
88
0
0
0
0
0
0
1,208
M16067
M
297
308.1
1,573
34.9
93
0
0
0
0
0
0
1,209
L48388
L
297
308.1
1,489
44.1
96
0
0
0
0
0
0
1,210
H30623
H
297
308.1
2,540
13.3
98
0
0
0
0
0
0
1,211
L48390
L
297
308.1
1,537
39
103
0
0
0
0
0
0
1,212
H30625
H
296.9
308
1,416
46.9
105
0
0
0
0
0
0
1,213
L48392
L
296.9
307.9
1,359
56.5
110
0
0
0
0
0
0
1,214
M16073
M
296.8
307.8
1,551
38.9
112
0
0
0
0
0
0
1,215
M16074
M
296.8
307.8
1,694
33
115
0
0
0
0
0
0
1,216
L48395
L
296.8
307.9
1,709
28.4
118
0
0
0
0
0
0
1,217
L48396
L
296.9
308
1,514
41
120
0
0
0
0
0
0
1,218
L48397
L
297
308.1
1,455
43.5
122
0
0
0
0
0
0
1,219
M16078
M
297
308.2
1,702
30.7
124
0
0
0
0
0
0
1,220
M16079
M
296.9
308.1
1,357
41.8
127
0
0
0
0
0
0
1,221
L48400
L
297
308.2
1,577
29.4
130
0
0
0
0
0
0
1,222
M16081
M
297
308.3
1,399
46.4
132
0
0
0
0
0
1
1,223
L48402
L
297
308.3
1,399
59
135
0
0
0
0
0
0
1,224
L48403
L
297
308.3
1,492
48.1
137
0
0
0
0
0
0
1,225
L48404
L
297.1
308.3
1,763
25.7
139
0
0
0
0
0
0
1,226
H30639
H
297.1
308.3
1,492
41.5
141
0
0
0
0
0
0
1,227
L48406
L
297.1
308.4
1,488
42.5
146
0
0
0
0
0
0
1,228
L48407
L
297.1
308.4
1,422
42.1
148
0
0
0
0
0
0
1,229
M16088
M
297.1
308.4
1,583
38.2
150
0
0
0
0
0
0
1,230
L48409
L
297.1
308.4
1,304
53.5
153
0
0
0
0
0
0
1,231
M16090
M
297.1
308.4
1,880
23.5
155
0
0
0
0
0
0
1,232
M16091
M
297.2
308.5
1,604
40.7
158
0
0
0
0
0
0
1,233
L48412
L
297.2
308.6
1,500
37.1
161
0
0
0
0
0
0
1,234
M16093
M
297.2
308.5
1,364
55.6
163
0
0
0
0
0
0
1,235
H30648
H
297.2
308.5
2,440
14
166
0
0
0
0
0
0
1,236
H30649
H
297.1
308.4
1,654
31.4
171
0
0
0
0
0
0
1,237
H30650
H
297.1
308.4
1,359
46.6
176
0
0
0
0
0
0
1,238
M16097
M
297.1
308.4
1,502
37.3
181
0
0
0
0
0
0
1,239
M16098
M
297.1
308.4
1,615
32.6
184
0
0
0
0
0
0
1,240
H30653
H
297.2
308.5
1,482
39.3
187
0
0
0
0
0
0
1,241
L48420
L
297.2
308.6
1,636
31.3
192
0
0
0
0
0
0
1,242
M16101
M
297.1
308.5
1,621
32.4
194
0
0
0
0
0
0
1,243
L48422
L
297.1
308.4
1,468
44.4
197
0
0
0
0
0
0
1,244
M16103
M
297.1
308.4
1,432
53.4
199
0
0
0
0
0
0
1,245
L48424
L
297.1
308.4
1,726
28.4
202
0
0
0
0
0
0
1,246
M16105
M
297.1
308.4
1,588
33.4
204
0
0
0
0
0
0
1,247
H30660
H
297.2
308.5
1,653
33.3
207
0
0
0
0
0
0
1,248
L48427
L
297.2
308.5
1,513
42.9
212
0
0
0
0
0
0
1,249
L48428
L
297.2
308.6
1,489
40.2
214
0
0
0
0
0
0
1,250
L48429
L
297.3
308.7
1,467
36.8
216
0
0
0
0
0
0
1,251
L48430
L
297.3
308.7
1,549
36.1
218
0
0
0
0
0
0
1,252
M16111
M
297.4
308.8
1,359
48.7
220
0
0
0
0
0
0
1,253
L48432
L
297.5
308.8
1,533
41.5
223
0
0
0
0
0
0
1,254
L48433
L
297.5
308.8
1,309
57.3
0
0
0
0
0
0
0
1,255
H30668
H
297.5
308.8
1,430
49.4
2
0
0
0
0
0
0
1,256
H30669
H
297.5
308.9
1,419
50.7
7
0
0
0
0
0
0
1,257
M16116
M
297.5
308.9
1,535
37.7
12
0
0
0
0
0
0
1,258
L48437
L
297.5
308.9
1,466
43
15
0
0
0
0
0
0
1,259
L48438
L
297.5
308.9
1,427
50.4
17
0
0
0
0
0
0
1,260
M16119
M
297.5
308.9
1,280
48.5
19
0
0
0
0
0
0
1,261
L48440
L
297.6
309
1,528
33.8
22
0
0
0
0
0
0
1,262
H30675
H
297.6
309
1,885
25.2
24
0
0
0
0
0
0
1,263
H30676
H
297.8
309.2
1,648
33
29
0
0
0
0
0
0
1,264
L48443
L
297.8
309.2
1,400
56.9
34
0
0
0
0
0
0
1,265
M16124
M
297.8
309.3
2,243
15.7
36
0
0
0
0
0
0
1,266
L48445
L
297.9
309.4
1,558
35.7
39
0
0
0
0
0
0
1,267
L48446
L
298
309.6
1,633
34.8
41
0
0
0
0
0
0
1,268
M16127
M
298.1
309.6
1,549
38.7
43
0
0
0
0
0
0
1,269
L48448
L
298
309.5
1,496
45.8
46
0
0
0
0
0
0
1,270
L48449
L
298.1
309.5
1,467
41.8
48
0
0
0
0
0
0
1,271
M16130
M
298
309.4
1,276
65.9
50
0
0
0
0
0
0
1,272
H30685
H
298
309.4
1,490
40.5
53
0
0
0
0
0
0
1,273
H30686
H
298
309.4
1,562
38.1
58
0
0
0
0
0
0
1,274
L48453
L
298.1
309.4
1,397
48.2
63
0
0
0
0
0
0
1,275
H30688
H
298.1
309.5
1,530
40.2
65
0
0
0
0
0
0
1,276
M16135
M
298.1
309.4
1,362
47.6
70
0
0
0
0
0
0
1,277
M16136
M
298.2
309.4
1,693
34.4
73
0
0
0
0
0
0
1,278
M16137
M
298.2
309.4
1,408
46.5
76
0
0
0
0
0
0
1,279
L48458
L
298.2
309.4
1,398
52.9
79
0
0
0
0
0
0
1,280
M16139
M
298.3
309.6
1,531
40.1
81
0
0
0
0
0
0
1,281
H30694
H
298.3
309.5
1,521
37.1
84
0
0
0
0
0
0
1,282
H30695
H
298.3
309.5
1,427
54.3
89
0
0
0
0
0
0
1,283
L48462
L
298.3
309.4
1,546
36.1
94
0
0
0
0
0
0
1,284
L48463
L
298.3
309.4
1,356
45.4
96
0
0
0
0
0
0
1,285
L48464
L
298.4
309.5
2,153
15.3
98
1
0
0
1
0
0
1,286
M16145
M
298.5
309.6
1,492
41.7
100
0
0
0
0
0
0
1,287
L48466
L
298.5
309.6
1,582
40.3
103
0
0
0
0
0
0
1,288
L48467
L
298.5
309.6
1,419
41.5
105
0
0
0
0
0
0
1,289
M16148
M
298.5
309.6
1,441
48.2
107
0
0
0
0
0
0
1,290
M16149
M
298.6
309.7
1,635
32.2
110
0
0
0
0
0
0
1,291
L48470
L
298.6
309.7
1,429
45.8
113
0
0
0
0
0
0
1,292
M16151
M
298.6
309.7
1,675
28.4
115
0
0
0
0
0
0
1,293
M16152
M
298.7
309.7
1,868
23.8
118
0
0
0
0
0
0
1,294
H30707
H
298.7
309.8
1,582
33.4
121
0
0
0
0
0
0
1,295
L48474
L
298.8
309.9
1,486
40.3
126
0
0
0
0
0
0
1,296
L48475
L
298.7
309.8
1,402
54.3
128
0
0
0
0
0
0
1,297
L48476
L
298.7
309.9
1,621
34.1
130
0
0
0
0
0
0
1,298
L48477
L
298.8
309.9
1,428
42.4
132
0
0
0
0
0
0
1,299
M16158
M
298.7
309.8
1,343
53.6
134
0
0
0
0
0
0
1,300
M16159
M
298.7
309.9
1,458
40.2
137
0
0
0
0
0
0