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
2,101
M16960
M
299.3
309.3
1,471
46
42
0
0
0
0
0
0
2,102
L49281
L
299.3
309.3
1,528
37.8
45
0
0
0
0
0
0
2,103
L49282
L
299.3
309.3
1,325
62
47
0
0
0
0
0
0
2,104
M16963
M
299.3
309.1
1,376
46.7
49
0
0
0
0
0
0
2,105
M16964
M
299.3
309.1
1,600
35.3
52
0
0
0
0
0
0
2,106
L49285
L
299.3
309.1
1,495
44
55
0
0
0
0
0
0
2,107
L49286
L
299.4
309.1
1,645
28.6
57
0
0
0
0
0
0
2,108
M16967
M
299.4
309.1
1,417
47.3
59
0
0
0
0
0
0
2,109
H31522
H
299.4
309
1,415
51.7
62
0
0
0
0
0
0
2,110
M16969
M
299.3
309
1,496
43.4
67
0
0
0
0
0
0
2,111
H31524
H
299.3
309
1,508
35
70
0
0
0
0
0
0
2,112
L49291
L
299.4
309
1,436
47.9
75
0
0
0
0
0
0
2,113
L49292
L
299.5
309.1
1,852
22.6
77
0
0
0
0
0
0
2,114
L49293
L
299.5
309.1
1,863
22.5
79
0
0
0
0
0
0
2,115
H31528
H
299.4
309.1
1,373
44.1
81
0
0
0
0
0
0
2,116
L49295
L
299.4
309
1,404
47.3
86
0
0
0
0
0
0
2,117
M16976
M
299.4
309
1,381
44.9
88
0
0
0
0
0
0
2,118
H31531
H
299.4
308.9
1,762
29.3
91
0
0
0
0
0
0
2,119
H31532
H
299.3
308.9
1,429
43
96
0
0
0
0
0
0
2,120
M16979
M
299.3
308.9
1,858
24.7
101
0
0
0
0
0
0
2,121
H31534
H
299.2
308.8
1,908
21.3
104
0
0
0
0
0
0
2,122
M16981
M
299.2
308.8
1,503
37.4
109
0
0
0
0
0
0
2,123
M16982
M
299.2
308.8
1,523
38.9
112
0
0
0
0
0
0
2,124
L49303
L
299.3
309
1,491
38.4
115
0
0
0
0
0
0
2,125
L49304
L
299.2
308.9
1,430
39.1
117
0
0
0
0
0
0
2,126
L49305
L
299.3
308.9
1,258
69.4
119
1
0
0
1
0
0
2,127
L49306
L
299.3
309
1,449
46.5
121
0
0
0
0
0
0
2,128
H31541
H
299.3
309
1,425
40.6
123
0
0
0
0
0
0
2,129
L49308
L
299.4
309
1,800
24.3
128
0
0
0
0
0
0
2,130
H31543
H
299.4
309
1,607
33.7
130
0
0
0
0
0
0
2,131
L49310
L
299.4
309
1,391
58.2
135
0
0
0
0
0
0
2,132
L49311
L
299.4
309.1
1,432
45.4
137
0
0
0
0
0
0
2,133
L49312
L
299.4
309
1,660
28.4
139
0
0
0
0
0
0
2,134
H31547
H
299.3
309
1,732
29.7
141
0
0
0
0
0
0
2,135
L49314
L
299.3
309
1,473
46.3
146
0
0
0
0
0
0
2,136
L49315
L
299.3
309
1,511
47.8
148
0
0
0
0
0
0
2,137
L49316
L
299.2
308.9
1,588
41.5
150
0
0
0
0
0
0
2,138
L49317
L
299.3
308.9
1,623
31.1
152
0
0
0
0
0
0
2,139
L49318
L
299.3
309
1,734
30.6
154
0
0
0
0
0
0
2,140
L49319
L
299.3
309
1,415
47.6
156
0
0
0
0
0
0
2,141
L49320
L
299.3
309
1,419
46.6
158
0
0
0
0
0
0
2,142
M17001
M
299.3
308.9
1,577
34.9
160
0
0
0
0
0
0
2,143
L49322
L
299.3
308.9
1,376
60.3
163
0
0
0
0
0
0
2,144
M17003
M
299.3
308.8
1,442
49
165
0
0
0
0
0
0
2,145
L49324
L
299.4
308.9
1,451
40.5
168
0
0
0
0
0
0
2,146
L49325
L
299.3
308.8
1,550
45.8
170
0
0
0
0
0
0
2,147
L49326
L
299.3
308.8
1,647
32.9
172
0
0
0
0
0
0
2,148
L49327
L
299.4
308.9
1,550
33.7
174
0
0
0
0
0
0
2,149
L49328
L
299.4
308.9
1,583
34.1
176
0
0
0
0
0
0
2,150
L49329
L
299.4
309
1,613
32.2
178
0
0
0
0
0
0
2,151
H31564
H
299.3
308.8
1,636
35.5
180
0
0
0
0
0
0
2,152
M17011
M
299.3
308.7
1,289
51.5
185
0
0
0
0
0
0
2,153
M17012
M
299.3
308.8
1,648
28.4
188
0
0
0
0
0
0
2,154
H31567
H
299.3
308.8
1,397
45.4
191
0
0
0
0
0
0
2,155
M17014
M
299.3
308.9
1,767
24.8
196
0
0
0
0
0
0
2,156
L49335
L
299.3
308.8
1,341
47.7
199
0
0
0
0
0
0
2,157
M17016
M
299.4
308.9
1,457
41.5
201
0
0
0
0
0
0
2,158
M17017
M
299.4
309
1,939
19.8
204
0
0
0
0
0
0
2,159
M17018
M
299.5
309
1,399
49.7
207
0
0
0
0
0
0
2,160
M17019
M
299.5
309
1,602
31.3
210
0
0
0
0
0
0
2,161
L49340
L
299.4
309
1,507
41
213
0
0
0
0
0
0
2,162
L49341
L
299.4
309.1
1,464
40.5
215
0
0
0
0
0
0
2,163
L49342
L
299.5
309.1
1,336
42.1
217
0
0
0
0
0
0
2,164
L49343
L
299.6
309.2
1,422
39.8
219
0
0
0
0
0
0
2,165
L49344
L
299.6
309.2
1,540
36.7
221
0
0
0
0
0
0
2,166
L49345
L
299.5
309.1
1,476
47.8
223
0
0
0
0
0
0
2,167
M17026
M
299.6
309.2
1,867
23.4
225
1
1
0
0
0
0
2,168
H31581
H
299.6
309.1
1,588
41.3
0
0
0
0
0
0
0
2,169
M17028
M
299.5
309.1
1,420
49.5
5
0
0
0
0
0
0
2,170
L49349
L
299.5
309.1
1,415
49.2
8
0
0
0
0
0
0
2,171
M17030
M
299.4
309.1
1,500
43.3
10
0
0
0
0
0
0
2,172
L49351
L
299.5
309.1
1,502
44.6
13
0
0
0
0
0
0
2,173
L49352
L
299.5
309.2
1,816
23
15
0
0
0
0
0
0
2,174
M17033
M
299.5
309.2
1,495
41.6
17
0
0
0
0
0
0
2,175
L49354
L
299.6
309.2
1,572
33.4
20
0
0
0
0
0
0
2,176
M17035
M
299.5
309.2
1,590
35.9
22
0
0
0
0
0
0
2,177
M17036
M
299.6
309.3
1,387
48.3
25
0
0
0
0
0
0
2,178
M17037
M
299.6
309.2
1,393
47.7
28
0
0
0
0
0
0
2,179
L49358
L
299.6
309.2
1,602
37.3
31
0
0
0
0
0
0
2,180
L49359
L
299.6
309.2
1,601
33.3
33
0
0
0
0
0
0
2,181
H31594
H
299.6
309.2
1,597
36.3
35
0
0
0
0
0
0
2,182
H31595
H
299.5
309.1
1,548
44.3
40
0
0
0
0
0
0
2,183
M17042
M
299.5
309.2
1,314
61.8
45
0
0
0
0
0
0
2,184
M17043
M
299.6
309.3
1,577
39.8
48
0
0
0
0
0
0
2,185
L49364
L
299.8
309.4
1,475
43.4
51
0
0
0
0
0
0
2,186
L49365
L
299.8
309.4
1,630
32.4
53
0
0
0
0
0
0
2,187
L49366
L
299.7
309.4
1,445
42.9
55
0
0
0
0
0
0
2,188
M17047
M
299.8
309.4
1,439
47.4
57
0
0
0
0
0
0
2,189
L49368
L
299.7
309.3
1,420
44.1
60
0
0
0
0
0
0
2,190
H31603
H
299.7
309.2
1,554
41.6
62
0
0
0
0
0
0
2,191
M17050
M
299.6
309.1
1,471
44.3
67
0
0
0
0
0
0
2,192
L49371
L
299.6
309
1,648
33.6
70
0
0
0
0
0
0
2,193
L49372
L
299.6
309
1,472
48.8
72
0
0
0
0
0
0
2,194
M17053
M
299.5
308.9
1,448
42.9
74
0
0
0
0
0
0
2,195
M17054
M
299.6
308.9
1,568
35.3
77
0
0
0
0
0
0
2,196
L49375
L
299.6
308.9
1,613
30.8
80
0
0
0
0
0
0
2,197
M17056
M
299.7
308.9
1,551
35.4
82
0
0
0
0
0
0
2,198
L49377
L
299.7
309
1,412
49.2
85
0
0
0
0
0
0
2,199
M17058
M
299.7
308.9
1,478
41
87
0
0
0
0
0
0
2,200
M17059
M
299.8
309.1
1,268
58
90
0
0
0
0
0
0