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
1,101
H30514
H
296.8
307.5
1,695
30
33
0
0
0
0
0
0
1,102
H30515
H
296.7
307.5
1,607
33.6
38
0
0
0
0
0
0
1,103
L48282
L
296.8
307.5
1,347
54.8
43
0
0
0
0
0
0
1,104
M15963
M
296.7
307.4
1,540
38.7
45
0
0
0
0
0
0
1,105
L48284
L
296.6
307.4
1,389
42.7
48
0
0
0
0
0
0
1,106
M15965
M
296.6
307.5
1,734
27
50
0
0
0
0
0
0
1,107
L48286
L
296.7
307.6
1,540
38.6
53
0
0
0
0
0
0
1,108
M15967
M
296.7
307.5
1,515
42.1
55
0
0
0
0
0
0
1,109
L48288
L
296.6
307.4
1,504
45.8
58
0
0
0
0
0
0
1,110
L48289
L
296.6
307.5
1,557
35.1
60
0
0
0
0
0
0
1,111
L48290
L
296.5
307.4
1,292
52.5
62
0
0
0
0
0
0
1,112
H30525
H
296.5
307.4
1,432
49.2
64
0
0
0
0
0
0
1,113
M15972
M
296.5
307.4
1,350
55.6
69
0
0
0
0
0
0
1,114
M15973
M
296.6
307.4
1,790
25.8
72
0
0
0
0
0
0
1,115
H30528
H
296.4
307.3
1,540
37.4
75
0
0
0
0
0
0
1,116
M15975
M
296.4
307.3
2,077
19.1
80
0
0
0
0
0
0
1,117
L48296
L
296.4
307.3
1,487
37.5
83
0
0
0
0
0
0
1,118
L48297
L
296.5
307.4
1,523
40.7
85
0
0
0
0
0
0
1,119
L48298
L
296.5
307.5
1,443
41.8
87
0
0
0
0
0
0
1,120
L48299
L
296.5
307.5
1,340
59.1
89
0
0
0
0
0
0
1,121
H30534
H
296.6
307.7
1,654
31
91
0
0
0
0
0
0
1,122
L48301
L
296.6
307.6
1,459
40.2
96
0
0
0
0
0
0
1,123
L48302
L
296.5
307.6
1,541
38.5
98
0
0
0
0
0
0
1,124
H30537
H
296.6
307.7
1,386
62.3
100
1
0
0
1
0
0
1,125
M15984
M
296.7
307.8
1,258
69
105
1
0
0
1
0
0
1,126
M15985
M
296.7
307.8
1,375
51.4
108
0
0
0
0
0
0
1,127
L48306
L
296.8
307.9
1,706
30.8
111
0
0
0
0
0
0
1,128
M15987
M
296.7
307.8
1,672
32.4
113
0
0
0
0
0
0
1,129
M15988
M
296.8
307.9
1,843
25.2
116
0
0
0
0
0
0
1,130
L48309
L
296.7
307.9
1,690
29.6
119
0
0
0
0
0
0
1,131
L48310
L
296.8
307.9
1,413
46.5
121
0
0
0
0
0
0
1,132
L48311
L
296.8
307.9
1,489
33.4
123
0
0
0
0
0
0
1,133
L48312
L
296.8
307.9
1,271
61.4
125
0
0
0
0
0
0
1,134
M15993
M
296.8
307.9
1,418
47.9
127
0
0
0
0
0
0
1,135
M15994
M
296.9
307.8
1,426
50.7
130
0
0
0
0
0
0
1,136
L48315
L
296.9
307.9
1,535
39.2
133
0
0
0
0
0
0
1,137
L48316
L
296.9
307.8
1,557
38.1
135
0
0
0
0
0
0
1,138
L48317
L
296.9
307.8
1,653
29.7
137
0
0
0
0
0
0
1,139
L48318
L
296.9
307.9
1,435
41.6
139
0
0
0
0
0
0
1,140
M15999
M
297
307.9
1,569
33.3
141
0
0
0
0
0
0
1,141
M16000
M
296.9
307.9
1,385
44.8
144
0
0
0
0
0
0
1,142
L48321
L
297
307.9
1,635
31.6
147
0
0
0
0
0
0
1,143
L48322
L
296.9
307.9
1,423
43.9
149
0
0
0
0
0
0
1,144
L48323
L
297
307.9
1,479
39.2
151
0
0
0
0
0
0
1,145
L48324
L
297
307.9
1,296
69.1
153
1
0
0
1
0
0
1,146
L48325
L
297
307.8
1,553
33.3
155
0
0
0
0
0
0
1,147
L48326
L
297
307.9
1,529
42.2
157
0
0
0
0
0
0
1,148
M16007
M
297.1
308
1,690
25.6
159
0
0
0
0
0
0
1,149
L48328
L
297.1
308
1,348
58
162
0
0
0
0
0
0
1,150
L48329
L
297.2
308.1
1,446
38.5
164
0
0
0
0
0
0
1,151
L48330
L
297.1
307.9
1,456
50
166
0
0
0
0
0
0
1,152
L48331
L
297
307.9
1,350
47.7
168
0
0
0
0
0
0
1,153
L48332
L
297.1
307.9
1,507
38.3
170
0
0
0
0
0
0
1,154
H30567
H
297
307.9
1,448
45.6
172
0
0
0
0
0
0
1,155
L48334
L
296.9
307.9
1,626
29.9
177
0
0
0
0
0
0
1,156
H30569
H
297
307.9
1,846
27.3
179
0
0
0
0
0
0
1,157
H30570
H
297
307.8
1,404
40.7
184
0
0
0
0
0
0
1,158
L48337
L
297
307.8
1,583
37.2
189
0
0
0
0
0
0
1,159
L48338
L
297
307.9
1,436
47.7
191
0
0
0
0
0
0
1,160
L48339
L
297
307.8
1,609
35.6
193
0
0
0
0
0
0
1,161
H30574
H
297
307.7
1,834
23.8
195
0
0
0
0
0
0
1,162
L48341
L
297
307.8
1,316
61.2
200
1
0
0
0
1
0
1,163
L48342
L
296.9
307.8
1,400
57.1
202
1
0
0
0
1
0
1,164
L48343
L
296.9
307.9
1,367
47.1
204
0
0
0
0
0
0
1,165
L48344
L
297.1
308.1
1,754
30.3
206
0
0
0
0
0
0
1,166
L48345
L
297.1
308.1
1,487
34.6
208
0
0
0
0
0
0
1,167
M16026
M
297.1
308.1
1,506
37.7
210
0
0
0
0
0
0
1,168
L48347
L
297
308.1
1,362
52.5
213
1
0
0
0
1
0
1,169
L48348
L
297.1
308.1
1,584
36.8
215
0
0
0
0
0
0
1,170
L48349
L
297
308.1
1,355
43.7
217
0
0
0
0
0
0
1,171
M16030
M
297.1
308.1
1,823
24.3
219
0
0
0
0
0
0
1,172
H30585
H
297
308.1
1,517
41.4
222
0
0
0
0
0
0
1,173
L48352
L
297.1
308.1
1,446
36.6
227
0
0
0
0
0
0
1,174
H30587
H
297.1
308
1,559
38.8
229
0
0
0
0
0
0
1,175
M16034
M
297.1
308.1
1,352
44.4
0
0
0
0
0
0
0
1,176
M16035
M
297.2
308.3
1,578
37.8
3
0
0
0
0
0
0
1,177
M16036
M
297.2
308.3
1,429
42
6
0
0
0
0
0
0
1,178
M16037
M
297.2
308.3
1,604
39.4
9
0
0
0
0
0
0
1,179
L48358
L
297.3
308.5
1,398
60.4
12
0
0
0
0
0
0
1,180
L48359
L
297.3
308.4
1,441
43.4
14
0
0
0
0
0
0
1,181
H30594
H
297.3
308.4
1,531
35.6
16
0
0
0
0
0
0
1,182
L48361
L
297.2
308.3
1,379
52.1
21
0
0
0
0
0
0
1,183
L48362
L
297.3
308.3
1,410
48.1
23
0
0
0
0
0
0
1,184
L48363
L
297.3
308.4
1,513
40.5
25
0
0
0
0
0
0
1,185
L48364
L
297.3
308.5
1,497
47.5
27
0
0
0
0
0
0
1,186
L48365
L
297.3
308.4
1,491
46.5
29
0
0
0
0
0
0
1,187
L48366
L
297.3
308.4
1,417
47.8
31
0
0
0
0
0
0
1,188
M16047
M
297.4
308.6
1,522
38
33
0
0
0
0
0
0
1,189
L48368
L
297.3
308.4
1,339
52.1
36
0
0
0
0
0
0
1,190
M16049
M
297.2
308.3
1,794
27.5
38
0
0
0
0
0
0
1,191
L48370
L
297.2
308.4
1,460
42.1
41
0
0
0
0
0
0
1,192
M16051
M
297.2
308.3
1,776
28
43
0
0
0
0
0
0
1,193
M16052
M
297.2
308.3
1,431
43.7
46
0
0
0
0
0
0
1,194
L48373
L
297.1
308.2
1,347
50.8
49
0
0
0
0
0
0
1,195
M16054
M
297
308.1
1,507
43.1
51
0
0
0
0
0
0
1,196
M16055
M
297
308
1,408
47.9
54
0
0
0
0
0
0
1,197
M16056
M
297
307.9
1,493
34.7
57
0
0
0
0
0
0
1,198
M16057
M
296.9
307.9
1,441
47.6
60
0
0
0
0
0
0
1,199
H30612
H
296.9
307.9
1,557
36.5
63
0
0
0
0
0
0
1,200
M16059
M
296.9
307.9
1,979
20.4
68
0
0
0
0
0
0