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
3,201
M18060
M
300.1
309.2
1,454
44.4
19
0
0
0
0
0
0
3,202
L50381
L
300.2
309.1
1,479
47
22
0
0
0
0
0
0
3,203
L50382
L
300.2
309.2
1,430
43.4
24
0
0
0
0
0
0
3,204
M18063
M
300.1
309.1
1,533
38
26
0
0
0
0
0
0
3,205
L50384
L
300.1
309
1,404
54.8
29
0
0
0
0
0
0
3,206
M18065
M
300.1
308.9
1,548
38.4
31
0
0
0
0
0
0
3,207
M18066
M
300.1
309
1,612
33
34
0
0
0
0
0
0
3,208
M18067
M
300.2
309
1,642
31.2
37
0
0
0
0
0
0
3,209
M18068
M
300.2
309.1
1,406
42.2
40
0
0
0
0
0
0
3,210
L50389
L
300.3
309.2
1,587
31.4
43
0
0
0
0
0
0
3,211
M18070
M
300.3
309.2
1,364
47.6
45
0
0
0
0
0
0
3,212
L50391
L
300.3
309.2
1,462
51.4
48
0
0
0
0
0
0
3,213
L50392
L
300.3
309.2
1,649
32.4
50
0
0
0
0
0
0
3,214
L50393
L
300.4
309.2
1,752
29
52
0
0
0
0
0
0
3,215
H32628
H
300.4
309.3
1,396
51.2
54
0
0
0
0
0
0
3,216
M18075
M
300.5
309.4
2,179
16.3
59
0
0
0
0
0
0
3,217
L50396
L
300.5
309.5
1,653
27.6
62
0
0
0
0
0
0
3,218
L50397
L
300.6
309.5
2,025
21.4
64
0
0
0
0
0
0
3,219
L50398
L
300.6
309.6
1,426
53.6
66
0
0
0
0
0
0
3,220
M18079
M
300.6
309.6
1,503
38.4
68
0
0
0
0
0
0
3,221
M18080
M
300.7
309.6
1,525
36.5
71
0
0
0
0
0
0
3,222
L50401
L
300.6
309.6
1,423
49.1
74
0
0
0
0
0
0
3,223
M18082
M
300.7
309.7
1,435
44.7
76
0
0
0
0
0
0
3,224
H32637
H
300.6
309.5
1,495
36.5
79
0
0
0
0
0
0
3,225
M18084
M
300.6
309.5
1,557
33.8
84
0
0
0
0
0
0
3,226
L50405
L
300.6
309.4
1,474
40.7
87
0
0
0
0
0
0
3,227
L50406
L
300.5
309.3
1,465
46
89
0
0
0
0
0
0
3,228
M18087
M
300.5
309.3
1,589
34.9
91
0
0
0
0
0
0
3,229
L50408
L
300.5
309.3
1,475
46.8
94
0
0
0
0
0
0
3,230
L50409
L
300.6
309.4
1,442
43.2
96
0
0
0
0
0
0
3,231
L50410
L
300.6
309.4
1,556
36
98
0
0
0
0
0
0
3,232
L50411
L
300.7
309.3
1,425
45.3
100
0
0
0
0
0
0
3,233
L50412
L
300.7
309.3
1,580
38.3
102
0
0
0
0
0
0
3,234
H32647
H
300.8
309.4
1,474
40.7
104
0
0
0
0
0
0
3,235
L50414
L
300.8
309.4
1,489
38.4
109
0
0
0
0
0
0
3,236
L50415
L
300.8
309.4
1,946
20.5
111
0
0
0
0
0
0
3,237
M18096
M
300.8
309.4
1,342
62.4
113
1
0
1
0
0
0
3,238
M18097
M
300.9
309.5
1,758
26.8
116
0
0
0
0
0
0
3,239
M18098
M
300.9
309.4
1,724
25.6
119
0
0
0
0
0
0
3,240
L50419
L
301
309.5
1,430
48.5
122
0
0
0
0
0
0
3,241
L50420
L
300.9
309.5
1,612
35.2
124
0
0
0
0
0
0
3,242
H32655
H
300.9
309.5
1,469
43.4
126
0
0
0
0
0
0
3,243
L50422
L
300.9
309.6
1,384
42.4
131
0
0
0
0
0
0
3,244
L50423
L
301
309.6
1,724
28.1
133
0
0
0
0
0
0
3,245
M18104
M
301
309.6
1,397
48
135
0
0
0
0
0
0
3,246
M18105
M
301
309.6
1,588
32.7
138
0
0
0
0
0
0
3,247
L50426
L
301
309.7
1,468
42
141
0
0
0
0
0
0
3,248
M18107
M
301
309.8
1,594
31.1
143
0
0
0
0
0
0
3,249
M18108
M
301
309.7
1,511
39.3
146
0
0
0
0
0
0
3,250
L50429
L
301.1
309.8
1,493
38.9
149
0
0
0
0
0
0
3,251
H32664
H
301.2
309.8
1,709
27
151
0
0
0
0
0
0
3,252
L50431
L
301.1
309.6
1,501
36.1
156
0
0
0
0
0
0
3,253
L50432
L
301.1
309.7
1,668
30.8
158
0
0
0
0
0
0
3,254
L50433
L
301.1
309.6
1,502
48.9
160
0
0
0
0
0
0
3,255
M18114
M
301
309.7
1,288
58.4
162
0
0
0
0
0
0
3,256
L50435
L
301
309.7
1,491
42.9
165
0
0
0
0
0
0
3,257
L50436
L
301.1
309.8
1,519
39.6
167
0
0
0
0
0
0
3,258
L50437
L
301.2
309.9
1,984
19.7
169
0
0
0
0
0
0
3,259
L50438
L
301.2
309.9
1,643
32.9
171
0
0
0
0
0
0
3,260
M18119
M
301.2
310
1,625
31.6
173
0
0
0
0
0
0
3,261
M18120
M
301.3
310
2,068
17.8
176
0
0
0
0
0
0
3,262
H32675
H
301.3
310.1
1,469
39.7
179
0
0
0
0
0
0
3,263
L50442
L
301.3
310.1
1,558
36.3
184
0
0
0
0
0
0
3,264
L50443
L
301.3
310
1,344
54.8
186
0
0
0
0
0
0
3,265
H32678
H
301.3
310.1
1,455
44.1
188
0
0
0
0
0
0
3,266
L50445
L
301.3
310.1
1,355
53.6
193
0
0
0
0
0
0
3,267
L50446
L
301.3
310.1
1,269
56.8
195
1
0
0
0
1
0
3,268
L50447
L
301.3
310
1,550
41.5
197
0
0
0
0
0
0
3,269
M18128
M
301.3
310.1
1,525
37.8
199
0
0
0
0
0
0
3,270
M18129
M
301.3
310
1,696
32.4
202
0
0
0
0
0
0
3,271
L50450
L
301.4
310.1
1,937
21.8
205
0
0
0
0
0
0
3,272
M18131
M
301.4
310
1,689
32.1
207
0
0
0
0
0
0
3,273
M18132
M
301.3
310
1,593
30.8
210
0
0
0
0
0
0
3,274
M18133
M
301.3
309.9
1,565
36
213
0
0
0
0
0
0
3,275
L50454
L
301.3
310
1,665
31.4
0
0
0
0
0
0
0
3,276
H32689
H
301.3
310
1,532
36.3
2
0
0
0
0
0
0
3,277
L50456
L
301.3
310
1,438
40.9
7
0
0
0
0
0
0
3,278
L50457
L
301.3
310.1
1,531
41.6
9
0
0
0
0
0
0
3,279
L50458
L
301.3
310
1,506
40.8
11
0
0
0
0
0
0
3,280
L50459
L
301.2
309.9
1,382
52.4
13
0
0
0
0
0
0
3,281
M18140
M
301.2
309.9
1,456
50.8
15
0
0
0
0
0
0
3,282
M18141
M
301.2
310
1,445
45.6
18
0
0
0
0
0
0
3,283
L50462
L
301.2
309.9
1,515
40.9
21
0
0
0
0
0
0
3,284
L50463
L
301.2
309.9
1,449
45.5
23
0
0
0
0
0
0
3,285
H32698
H
301.2
309.9
1,362
50.7
25
0
0
0
0
0
0
3,286
L50465
L
301.2
309.9
1,687
29.7
30
0
0
0
0
0
0
3,287
L50466
L
301.2
310
1,618
37.6
32
0
0
0
0
0
0
3,288
M18147
M
301.2
310.1
1,558
32.6
34
0
0
0
0
0
0
3,289
L50468
L
301.3
310.1
1,662
31
37
0
0
0
0
0
0
3,290
M18149
M
301.2
310.1
1,295
56.6
39
0
0
0
0
0
0
3,291
L50470
L
301.2
310.2
1,385
42.3
42
0
0
0
0
0
0
3,292
M18151
M
301.2
310.1
1,479
45.5
44
0
0
0
0
0
0
3,293
L50472
L
301.3
310.3
1,400
44.3
47
0
0
0
0
0
0
3,294
M18153
M
301.2
310.3
1,357
54.5
49
0
0
0
0
0
0
3,295
L50474
L
301.1
310.2
1,657
34.1
52
0
0
0
0
0
0
3,296
L50475
L
301.1
310.2
1,496
43.4
54
0
0
0
0
0
0
3,297
M18156
M
301.2
310.3
1,379
43.2
56
0
0
0
0
0
0
3,298
L50477
L
301.2
310.3
1,548
38.6
59
0
0
0
0
0
0
3,299
L50478
L
301.2
310.3
1,499
38.1
61
0
0
0
0
0
0
3,300
L50479
L
301.3
310.5
1,390
45.8
63
0
0
0
0
0
0