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
8,201
L55380
L
299.3
310.8
1,426
42.4
0
0
0
0
0
0
0
8,202
M23061
M
299.3
310.9
1,826
25.1
2
0
0
0
0
0
0
8,203
L55382
L
299.3
310.9
1,669
32.4
5
0
0
0
0
0
0
8,204
M23063
M
299.4
310.9
1,473
40.1
7
0
0
0
0
0
0
8,205
L55384
L
299.4
310.9
1,751
27.8
10
0
0
0
0
0
0
8,206
M23065
M
299.4
310.9
1,446
47.3
12
0
0
0
0
0
0
8,207
L55386
L
299.3
310.8
1,483
43.5
15
0
0
0
0
0
0
8,208
L55387
L
299.2
310.7
1,535
42.6
17
0
0
0
0
0
0
8,209
L55388
L
299.2
310.7
1,477
44
19
0
0
0
0
0
0
8,210
L55389
L
299.3
310.8
1,391
46.9
21
0
0
0
0
0
0
8,211
H37624
H
299.2
310.7
1,636
29.4
23
0
0
0
0
0
0
8,212
L55391
L
299.2
310.6
1,675
33.3
28
0
0
0
0
0
0
8,213
H37626
H
299.2
310.5
1,329
48.9
30
0
0
0
0
0
0
8,214
M23073
M
299.2
310.5
1,548
33.5
35
0
0
0
0
0
0
8,215
L55394
L
299.2
310.5
1,391
45.8
38
0
0
0
0
0
0
8,216
L55395
L
299.1
310.5
1,437
43.1
40
0
0
0
0
0
0
8,217
L55396
L
299.2
310.6
1,370
61.9
42
0
0
0
0
0
0
8,218
L55397
L
299.1
310.6
1,577
37.1
44
0
0
0
0
0
0
8,219
L55398
L
299.1
310.5
1,485
37.8
46
0
0
0
0
0
0
8,220
L55399
L
299
310.4
1,504
34.3
48
0
0
0
0
0
0
8,221
M23080
M
298.9
310.3
1,551
35.2
50
0
0
0
0
0
0
8,222
M23081
M
299.1
310.5
1,428
43
53
0
0
0
0
0
0
8,223
L55402
L
299
310.5
1,755
27.9
56
0
0
0
0
0
0
8,224
L55403
L
299.1
310.5
1,329
54.9
58
0
0
0
0
0
0
8,225
L55404
L
299.1
310.5
1,496
35.2
60
0
0
0
0
0
0
8,226
L55405
L
299.1
310.5
1,532
36.6
62
0
0
0
0
0
0
8,227
L55406
L
299.1
310.5
1,389
61.4
64
0
0
0
0
0
0
8,228
M23087
M
299.1
310.4
1,524
51.4
66
0
0
0
0
0
0
8,229
M23088
M
299.1
310.4
1,422
49.3
69
0
0
0
0
0
0
8,230
L55409
L
299.1
310.5
1,739
27.4
72
0
0
0
0
0
0
8,231
L55410
L
299.1
310.5
1,736
26.9
74
0
0
0
0
0
0
8,232
L55411
L
299.1
310.5
1,419
48.8
76
0
0
0
0
0
0
8,233
L55412
L
299.1
310.6
1,326
49.7
78
0
0
0
0
0
0
8,234
M23093
M
299.1
310.6
1,449
43.2
80
0
0
0
0
0
0
8,235
L55414
L
299.2
310.6
1,534
39.7
83
0
0
0
0
0
0
8,236
M23095
M
299.2
310.6
1,443
50.9
85
0
0
0
0
0
0
8,237
L55416
L
299.2
310.6
1,498
41.1
88
0
0
0
0
0
0
8,238
L55417
L
299.1
310.6
1,796
26
90
0
0
0
0
0
0
8,239
L55418
L
299.1
310.4
1,519
45.3
92
0
0
0
0
0
0
8,240
L55419
L
299
310.4
1,339
49.6
94
0
0
0
0
0
0
8,241
L55420
L
299
310.4
1,483
41.5
96
0
0
0
0
0
0
8,242
M23101
M
298.9
310.2
2,099
20
98
0
0
0
0
0
0
8,243
M23102
M
299
310.3
1,689
29.7
101
0
0
0
0
0
0
8,244
H37657
H
299.1
310.4
1,369
54.5
104
0
0
0
0
0
0
8,245
L55424
L
299
310.4
1,512
38.8
109
0
0
0
0
0
0
8,246
M23105
M
299
310.3
1,303
68.6
111
1
0
0
1
0
0
8,247
L55426
L
299
310.3
1,552
39.9
114
0
0
0
0
0
0
8,248
L55427
L
299
310.4
1,713
28
116
0
0
0
0
0
0
8,249
L55428
L
298.9
310.3
1,456
44.1
118
0
0
0
0
0
0
8,250
L55429
L
299
310.4
1,524
39.8
120
0
0
0
0
0
0
8,251
M23110
M
299
310.4
1,394
45.2
122
0
0
0
0
0
0
8,252
L55431
L
299
310.4
1,981
21.2
125
0
0
0
0
0
0
8,253
L55432
L
299
310.4
1,565
36.1
127
0
0
0
0
0
0
8,254
L55433
L
299.1
310.4
1,657
31
129
0
0
0
0
0
0
8,255
M23114
M
299
310.4
1,625
37.1
131
0
0
0
0
0
0
8,256
L55435
L
299
310.4
1,606
31.1
134
0
0
0
0
0
0
8,257
H37670
H
299
310.5
1,336
56.8
136
0
0
0
0
0
0
8,258
M23117
M
299
310.6
1,587
34.2
141
0
0
0
0
0
0
8,259
L55438
L
299.1
310.6
1,602
39.7
144
0
0
0
0
0
0
8,260
L55439
L
299.1
310.5
1,471
38.4
146
0
0
0
0
0
0
8,261
H37674
H
299.1
310.6
1,332
48
148
0
0
0
0
0
0
8,262
H37675
H
299.2
310.6
1,434
48.4
153
0
0
0
0
0
0
8,263
L55442
L
299.1
310.6
1,921
23.9
158
0
0
0
0
0
0
8,264
H37677
H
299.2
310.6
1,704
30.6
160
0
0
0
0
0
0
8,265
M23124
M
299.1
310.6
1,397
49.5
165
0
0
0
0
0
0
8,266
H37679
H
299.1
310.6
1,791
28
168
0
0
0
0
0
0
8,267
L55446
L
299.1
310.6
1,818
24.1
173
0
0
0
0
0
0
8,268
L55447
L
299.2
310.7
1,540
36.3
175
0
0
0
0
0
0
8,269
M23128
M
299.2
310.8
1,502
39.8
177
0
0
0
0
0
0
8,270
H37683
H
299.2
310.8
1,761
30.4
180
0
0
0
0
0
0
8,271
M23130
M
299.1
310.8
1,517
38.4
185
0
0
0
0
0
0
8,272
L55451
L
299.1
310.7
1,309
51.1
188
0
0
0
0
0
0
8,273
L55452
L
298.9
310.6
1,363
52.6
190
0
0
0
0
0
0
8,274
M23133
M
299
310.6
1,787
22.2
192
0
0
0
0
0
0
8,275
L55454
L
298.9
310.5
1,640
29.2
195
0
0
0
0
0
0
8,276
M23135
M
298.9
310.6
1,720
25.3
197
0
0
0
0
0
0
8,277
L55456
L
298.8
310.5
1,384
52.8
200
0
0
0
0
0
0
8,278
H37691
H
298.8
310.5
1,294
55.8
202
0
0
0
0
0
0
8,279
L55458
L
298.8
310.5
1,464
46.4
207
0
0
0
0
0
0
8,280
L55459
L
298.8
310.6
1,803
25.4
209
0
0
0
0
0
0
8,281
L55460
L
298.8
310.6
1,602
39.1
211
0
0
0
0
0
0
8,282
H37695
H
298.9
310.6
1,519
38.8
213
0
0
0
0
0
0
8,283
M23142
M
298.9
310.7
1,638
33.6
218
0
0
0
0
0
0
8,284
H37697
H
298.9
310.6
1,615
33
221
0
0
0
0
0
0
8,285
L55464
L
298.8
310.6
1,651
33.3
0
0
0
0
0
0
0
8,286
L55465
L
298.9
310.6
1,387
52.7
2
0
0
0
0
0
0
8,287
M23146
M
298.8
310.5
1,678
32.8
4
0
0
0
0
0
0
8,288
L55467
L
298.9
310.6
1,585
38.1
7
0
0
0
0
0
0
8,289
M23148
M
298.8
310.6
1,640
33.8
9
0
0
0
0
0
0
8,290
L55469
L
298.9
310.6
1,406
43.8
12
0
0
0
0
0
0
8,291
M23150
M
298.9
310.6
1,679
35.8
14
0
0
0
0
0
0
8,292
L55471
L
298.9
310.5
1,717
26.9
17
0
0
0
0
0
0
8,293
H37706
H
298.9
310.5
1,429
39.9
19
0
0
0
0
0
0
8,294
M23153
M
298.9
310.4
1,533
44.4
24
0
0
0
0
0
0
8,295
M23154
M
298.9
310.5
1,525
38.5
27
0
0
0
0
0
0
8,296
L55475
L
298.9
310.4
1,739
26.3
30
0
0
0
0
0
0
8,297
L55476
L
298.9
310.3
1,436
39
32
0
0
0
0
0
0
8,298
M23157
M
298.8
310.2
1,595
33.1
34
0
0
0
0
0
0
8,299
H37712
H
298.7
310.1
1,435
45.6
37
0
0
0
0
0
0
8,300
L55479
L
298.7
310
1,637
31.8
42
0
0
0
0
0
0