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
4,201
L51380
L
302.5
311.1
1,571
34.2
201
0
0
0
0
0
0
4,202
L51381
L
302.4
311
2,211
15.4
203
0
0
0
0
0
0
4,203
L51382
L
302.4
311
1,555
40.6
205
0
0
0
0
0
0
4,204
M19063
M
302.3
310.9
1,558
31.9
207
0
0
0
0
0
0
4,205
M19064
M
302.3
310.9
1,523
43.2
210
0
0
0
0
0
0
4,206
L51385
L
302.3
310.8
1,723
26.3
213
0
0
0
0
0
0
4,207
M19066
M
302.3
310.8
1,721
28.4
215
0
0
0
0
0
0
4,208
M19067
M
302.3
310.9
1,710
30.4
218
1
1
0
0
0
0
4,209
M19068
M
302.3
310.9
1,627
32.3
0
0
0
0
0
0
0
4,210
M19069
M
302.2
310.8
1,422
47
3
0
0
0
0
0
0
4,211
L51390
L
302.1
310.8
1,565
35.3
6
0
0
0
0
0
0
4,212
L51391
L
302.1
310.7
1,314
52.8
8
1
0
1
0
0
0
4,213
M19072
M
302
310.6
1,392
60.5
10
0
0
0
0
0
0
4,214
L51393
L
302.1
310.7
1,465
40.7
13
0
0
0
0
0
0
4,215
L51394
L
301.9
310.6
1,573
36.6
15
0
0
0
0
0
0
4,216
M19075
M
302
310.7
2,157
17.8
17
0
0
0
0
0
0
4,217
L51396
L
301.9
310.7
1,370
50.3
20
0
0
0
0
0
0
4,218
L51397
L
301.9
310.6
1,462
38.8
22
0
0
0
0
0
0
4,219
M19078
M
302
310.6
1,479
40.5
24
0
0
0
0
0
0
4,220
L51399
L
301.9
310.7
1,717
26.8
27
0
0
0
0
0
0
4,221
M19080
M
301.9
310.6
1,260
65.9
29
0
0
0
0
0
0
4,222
L51401
L
301.9
310.6
1,467
39.3
32
0
0
0
0
0
0
4,223
M19082
M
302
310.6
1,535
38.6
34
0
0
0
0
0
0
4,224
L51403
L
302
310.7
1,657
31.9
37
0
0
0
0
0
0
4,225
L51404
L
302
310.7
1,698
28.1
39
0
0
0
0
0
0
4,226
L51405
L
302.1
310.7
1,359
49.3
41
1
0
1
0
0
0
4,227
L51406
L
302.1
310.8
1,596
37.1
43
0
0
0
0
0
0
4,228
L51407
L
302.2
310.8
1,383
46.9
45
0
0
0
0
0
0
4,229
L51408
L
302.2
310.8
2,203
16.6
47
0
0
0
0
0
0
4,230
M19089
M
302.2
310.8
1,408
46.8
49
0
0
0
0
0
0
4,231
L51410
L
302.2
310.8
1,673
32.9
52
0
0
0
0
0
0
4,232
L51411
L
302.2
310.8
1,340
47.8
54
0
0
0
0
0
0
4,233
L51412
L
302.2
310.9
1,452
42.3
56
0
0
0
0
0
0
4,234
M19093
M
302.2
310.9
1,302
53.4
58
0
0
0
0
0
0
4,235
H33648
H
302.2
310.9
1,522
35.9
61
0
0
0
0
0
0
4,236
L51415
L
302.2
310.8
1,438
41.4
66
0
0
0
0
0
0
4,237
L51416
L
302.2
310.9
1,604
40.5
68
0
0
0
0
0
0
4,238
L51417
L
302.2
311
1,832
23.2
70
0
0
0
0
0
0
4,239
M19098
M
302.3
311
1,521
34.8
72
0
0
0
0
0
0
4,240
L51419
L
302.3
311
1,446
37.6
75
0
0
0
0
0
0
4,241
L51420
L
302.4
311.1
1,905
20.9
77
0
0
0
0
0
0
4,242
L51421
L
302.4
311
1,475
47.9
79
0
0
0
0
0
0
4,243
L51422
L
302.4
311
1,462
48.5
81
0
0
0
0
0
0
4,244
M19103
M
302.4
310.9
1,435
42.3
83
0
0
0
0
0
0
4,245
L51424
L
302.4
310.9
1,469
39.6
86
0
0
0
0
0
0
4,246
M19105
M
302.6
311.1
1,520
43
88
0
0
0
0
0
0
4,247
L51426
L
302.6
311
1,537
35.5
91
0
0
0
0
0
0
4,248
L51427
L
302.6
311
1,369
60
93
1
0
1
0
0
0
4,249
L51428
L
302.6
311
1,506
37.2
95
0
0
0
0
0
0
4,250
L51429
L
302.5
310.9
1,330
56.9
97
1
0
1
0
0
0
4,251
L51430
L
302.6
311
1,660
38
99
0
0
0
0
0
0
4,252
H33665
H
302.5
310.9
1,356
55.5
101
1
0
1
0
0
0
4,253
H33666
H
302.6
311
1,438
51
106
0
0
0
0
0
0
4,254
M19113
M
302.6
311
1,329
48.6
111
1
0
1
0
0
0
4,255
L51434
L
302.6
311
1,284
68
114
1
0
1
1
0
0
4,256
M19115
M
302.5
311
1,387
52.1
116
0
0
0
0
0
0
4,257
M19116
M
302.6
311
1,591
33.9
119
0
0
0
0
0
0
4,258
M19117
M
302.6
311
1,589
39
122
0
0
0
0
0
0
4,259
M19118
M
302.7
311.1
1,297
60.7
125
1
0
1
0
0
0
4,260
L51439
L
302.7
311.2
1,545
35.1
128
0
0
0
0
0
0
4,261
H33674
H
302.7
311.1
1,418
43.4
130
0
0
0
0
0
0
4,262
L51441
L
302.7
311.1
1,730
28.1
135
0
0
0
0
0
0
4,263
L51442
L
302.6
311
2,001
20.7
137
0
0
0
0
0
0
4,264
L51443
L
302.6
311
1,620
36.2
139
0
0
0
0
0
0
4,265
M19124
M
302.6
311
1,542
39.7
141
0
0
0
0
0
0
4,266
L51445
L
302.6
311
1,424
38
144
0
0
0
0
0
0
4,267
L51446
L
302.7
311.1
1,440
39.5
146
0
0
0
0
0
0
4,268
L51447
L
302.6
311
1,520
42.8
148
0
0
0
0
0
0
4,269
L51448
L
302.7
311
1,694
29.8
150
0
0
0
0
0
0
4,270
L51449
L
302.6
311
1,610
39.2
152
0
0
0
0
0
0
4,271
L51450
L
302.6
310.9
1,331
52
154
1
0
1
0
0
0
4,272
L51451
L
302.6
310.8
1,470
41.2
156
0
0
0
0
0
0
4,273
L51452
L
302.5
310.8
1,577
36.9
158
0
0
0
0
0
0
4,274
L51453
L
302.6
310.8
1,486
36.4
160
0
0
0
0
0
0
4,275
L51454
L
302.4
310.6
1,445
40.3
162
0
0
0
0
0
0
4,276
M19135
M
302.4
310.5
1,500
36.7
164
0
0
0
0
0
0
4,277
M19136
M
302.2
310.4
1,456
47.5
167
0
0
0
0
0
0
4,278
L51457
L
302.2
310.4
1,743
28.1
170
0
0
0
0
0
0
4,279
L51458
L
302
310.1
1,409
50.4
172
0
0
0
0
0
0
4,280
L51459
L
302
310.1
1,361
45.4
174
1
0
1
0
0
0
4,281
L51460
L
302.1
310.1
1,753
28.9
176
0
0
0
0
0
0
4,282
L51461
L
302
310
1,832
22.9
178
0
0
0
0
0
0
4,283
L51462
L
301.9
309.9
1,374
48.5
180
1
0
1
0
0
0
4,284
M19143
M
301.8
309.9
1,334
61
182
1
0
1
0
0
0
4,285
L51464
L
301.8
310
1,493
40.3
185
0
0
0
0
0
0
4,286
L51465
L
301.7
309.9
1,317
49
187
1
0
1
0
0
0
4,287
M19146
M
301.7
309.9
1,434
47.9
189
0
0
0
0
0
0
4,288
M19147
M
301.7
309.9
1,457
39.2
192
0
0
0
0
0
0
4,289
M19148
M
301.7
310
1,391
50.6
195
0
0
0
0
0
0
4,290
M19149
M
301.8
310
1,781
23.9
198
0
0
0
0
0
0
4,291
L51470
L
301.8
310
1,642
32.6
201
0
0
0
0
0
0
4,292
L51471
L
301.8
310
2,032
19
203
0
0
0
0
0
0
4,293
M19152
M
301.8
310.1
2,372
13.9
205
1
0
0
1
0
0
4,294
L51473
L
301.8
310
1,393
44.9
208
0
0
0
0
0
0
4,295
M19154
M
301.7
310.1
1,743
27.3
210
0
0
0
0
0
0
4,296
L51475
L
301.8
310.2
1,457
40.4
213
0
0
0
0
0
0
4,297
L51476
L
301.8
310.2
2,825
5.8
215
1
0
0
1
0
0
4,298
M19157
M
301.8
310.2
1,609
34.2
217
0
0
0
0
0
0
4,299
M19158
M
301.8
310.2
1,437
42.3
0
0
0
0
0
0
0
4,300
L51479
L
301.7
310.1
1,402
50.1
3
0
0
0
0
0
0