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
5,201
L52380
L
303.8
312.8
1,416
58.7
156
0
0
0
0
0
0
5,202
M20061
M
303.7
312.7
1,396
47.3
158
0
0
0
0
0
0
5,203
L52382
L
303.7
312.7
1,335
51.1
161
0
0
0
0
0
0
5,204
M20063
M
303.7
312.6
1,671
30.5
163
0
0
0
0
0
0
5,205
L52384
L
303.7
312.7
1,989
22.4
166
0
0
0
0
0
0
5,206
L52385
L
303.7
312.7
1,468
43.3
168
0
0
0
0
0
0
5,207
H34620
H
303.7
312.6
1,711
27.6
170
0
0
0
0
0
0
5,208
M20067
M
303.8
312.7
1,488
41.3
175
0
0
0
0
0
0
5,209
L52388
L
303.8
312.7
1,664
29.3
178
0
0
0
0
0
0
5,210
M20069
M
303.8
312.7
1,507
38.5
180
0
0
0
0
0
0
5,211
L52390
L
303.7
312.6
1,466
42.5
183
0
0
0
0
0
0
5,212
L52391
L
303.7
312.5
1,433
53.6
185
0
0
0
0
0
0
5,213
L52392
L
303.7
312.5
1,397
45.7
187
0
0
0
0
0
0
5,214
M20073
M
303.7
312.6
1,429
43.3
189
0
0
0
0
0
0
5,215
L52394
L
303.7
312.7
1,572
37.2
192
0
0
0
0
0
0
5,216
M20075
M
303.7
312.7
1,532
42.7
194
0
0
0
0
0
0
5,217
M20076
M
303.7
312.7
1,316
51.8
197
0
0
0
0
0
0
5,218
M20077
M
303.8
312.8
1,420
47.9
200
0
0
0
0
0
0
5,219
L52398
L
303.8
312.9
1,589
37.2
203
0
0
0
0
0
0
5,220
L52399
L
303.8
313
1,365
59.9
205
1
0
0
0
1
0
5,221
L52400
L
303.8
313
1,633
32.9
207
0
0
0
0
0
0
5,222
L52401
L
303.9
313
1,626
31.4
209
0
0
0
0
0
0
5,223
L52402
L
303.9
313.1
1,665
29.6
0
0
0
0
0
0
0
5,224
M20083
M
303.9
313.2
1,350
47.2
2
0
0
0
0
0
0
5,225
L52404
L
303.9
313.2
1,590
31.9
5
0
0
0
0
0
0
5,226
M20085
M
304
313.2
1,437
53.9
7
0
0
0
0
0
0
5,227
L52406
L
303.9
313
1,403
48.3
10
0
0
0
0
0
0
5,228
L52407
L
303.9
313.1
1,440
41.1
12
0
0
0
0
0
0
5,229
M20088
M
303.9
313.1
1,343
61.4
14
0
0
0
0
0
0
5,230
H34643
H
303.9
313.1
1,790
26.7
17
0
0
0
0
0
0
5,231
M20090
M
303.8
313.1
2,117
18.6
22
0
0
0
0
0
0
5,232
L52411
L
303.8
313.1
1,458
42.2
25
0
0
0
0
0
0
5,233
L52412
L
303.6
312.9
1,381
57.8
27
0
0
0
0
0
0
5,234
L52413
L
303.6
312.9
1,450
45.3
29
0
0
0
0
0
0
5,235
L52414
L
303.7
312.9
1,461
50.1
31
0
0
0
0
0
0
5,236
M20095
M
303.7
312.9
1,511
41
33
0
0
0
0
0
0
5,237
L52416
L
303.8
313.1
1,394
45.4
36
0
0
0
0
0
0
5,238
L52417
L
303.8
313
1,499
42.3
38
0
0
0
0
0
0
5,239
L52418
L
303.7
313
1,457
44.1
40
0
0
0
0
0
0
5,240
L52419
L
303.7
313
1,753
29
42
0
0
0
0
0
0
5,241
L52420
L
303.7
313
1,694
28
44
0
0
0
0
0
0
5,242
L52421
L
303.7
313.1
1,683
28.4
46
0
0
0
0
0
0
5,243
L52422
L
303.7
313.1
1,496
47.4
48
0
0
0
0
0
0
5,244
L52423
L
303.7
313.1
1,721
34.8
50
0
0
0
0
0
0
5,245
L52424
L
303.6
313
1,593
31.6
52
0
0
0
0
0
0
5,246
L52425
L
303.6
313
1,575
38.3
54
0
0
0
0
0
0
5,247
L52426
L
303.5
313
1,465
41
56
0
0
0
0
0
0
5,248
L52427
L
303.6
313.1
1,405
38.3
58
0
0
0
0
0
0
5,249
M20108
M
303.5
313
1,902
21.6
60
0
0
0
0
0
0
5,250
M20109
M
303.4
312.9
1,422
39.9
63
0
0
0
0
0
0
5,251
L52430
L
303.5
312.9
1,332
52.9
66
0
0
0
0
0
0
5,252
M20111
M
303.4
312.9
1,307
54.3
68
0
0
0
0
0
0
5,253
L52432
L
303.5
313
1,322
59.5
71
0
0
0
0
0
0
5,254
L52433
L
303.5
313
1,547
40.3
73
0
0
0
0
0
0
5,255
L52434
L
303.5
313.1
1,897
23.6
75
0
0
0
0
0
0
5,256
M20115
M
303.5
313
1,403
51.9
77
0
0
0
0
0
0
5,257
L52436
L
303.5
313
1,393
51.6
80
0
0
0
0
0
0
5,258
L52437
L
303.5
313
1,482
38.5
82
0
0
0
0
0
0
5,259
M20118
M
303.5
312.9
1,572
44.7
84
0
0
0
0
0
0
5,260
L52439
L
303.5
312.9
1,544
36.9
87
0
0
0
0
0
0
5,261
M20120
M
303.5
313
1,492
46.1
89
0
0
0
0
0
0
5,262
L52441
L
303.4
312.8
1,513
35.8
92
0
0
0
0
0
0
5,263
L52442
L
303.4
312.8
1,449
43.9
94
0
0
0
0
0
0
5,264
L52443
L
303.5
312.8
1,877
22.3
96
0
0
0
0
0
0
5,265
L52444
L
303.4
312.8
1,376
53.4
98
0
0
0
0
0
0
5,266
M20125
M
303.5
312.9
1,883
23.3
100
0
0
0
0
0
0
5,267
M20126
M
303.4
312.8
1,518
38.7
103
0
0
0
0
0
0
5,268
M20127
M
303.5
312.9
1,438
42.8
106
0
0
0
0
0
0
5,269
L52448
L
303.4
312.9
1,389
54.1
109
0
0
0
0
0
0
5,270
L52449
L
303.5
312.9
1,504
44.8
111
0
0
0
0
0
0
5,271
L52450
L
303.5
312.9
1,275
64.4
113
0
0
0
0
0
0
5,272
L52451
L
303.6
313
1,534
39.7
115
0
0
0
0
0
0
5,273
M20132
M
303.6
313
1,396
38.2
117
0
0
0
0
0
0
5,274
L52453
L
303.6
313.1
1,395
44.1
120
0
0
0
0
0
0
5,275
L52454
L
303.6
313
1,617
30.9
122
0
0
0
0
0
0
5,276
L52455
L
303.7
313.1
1,423
41.2
124
0
0
0
0
0
0
5,277
L52456
L
303.5
313
1,606
34
126
0
0
0
0
0
0
5,278
L52457
L
303.5
312.9
1,501
44
128
0
0
0
0
0
0
5,279
M20138
M
303.5
312.9
1,618
30.4
130
0
0
0
0
0
0
5,280
L52459
L
303.6
313
1,522
35.8
133
0
0
0
0
0
0
5,281
L52460
L
303.6
312.9
1,480
41.4
135
0
0
0
0
0
0
5,282
M20141
M
303.7
313
1,469
39.9
137
0
0
0
0
0
0
5,283
H34696
H
303.8
313.2
1,381
52.4
140
0
0
0
0
0
0
5,284
L52463
L
303.8
313.2
1,525
41.9
145
0
0
0
0
0
0
5,285
M20144
M
303.8
313.2
1,732
29.6
147
0
0
0
0
0
0
5,286
L52465
L
303.8
313.1
1,523
39.8
150
0
0
0
0
0
0
5,287
L52466
L
303.8
313.1
1,422
42.4
152
0
0
0
0
0
0
5,288
H34701
H
303.8
313.2
1,506
46.9
154
0
0
0
0
0
0
5,289
L52468
L
303.8
313.2
1,531
39.4
159
0
0
0
0
0
0
5,290
M20149
M
303.9
313.3
1,507
34.3
161
0
0
0
0
0
0
5,291
L52470
L
303.9
313.3
1,526
40.7
164
0
0
0
0
0
0
5,292
L52471
L
303.8
313.3
1,406
52.1
166
0
0
0
0
0
0
5,293
M20152
M
303.9
313.3
1,567
35
168
0
0
0
0
0
0
5,294
M20153
M
303.9
313.4
1,464
49.1
171
0
0
0
0
0
0
5,295
L52474
L
303.9
313.4
1,442
48.5
174
0
0
0
0
0
0
5,296
L52475
L
303.8
313.2
1,336
47.8
176
0
0
0
0
0
0
5,297
H34710
H
303.8
313.2
1,379
50.2
178
0
0
0
0
0
0
5,298
L52477
L
303.7
313.1
1,406
48.6
183
0
0
0
0
0
0
5,299
M20158
M
303.7
313.1
2,130
18.1
185
0
0
0
0
0
0
5,300
L52479
L
303.7
313.1
1,355
49.1
188
0
0
0
0
0
0