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
9,101
L56280
L
297.3
308.2
1,446
53.5
7
0
0
0
0
0
0
9,102
H38515
H
297.3
308.2
1,653
31.4
9
0
0
0
0
0
0
9,103
L56282
L
297.3
308.3
1,494
38.2
14
0
0
0
0
0
0
9,104
L56283
L
297.3
308.2
1,490
41
16
0
0
0
0
0
0
9,105
M23964
M
297.4
308.3
1,550
47.8
18
0
0
0
0
0
0
9,106
M23965
M
297.3
308.2
1,677
34.9
21
0
0
0
0
0
0
9,107
L56286
L
297.4
308.3
1,854
21.8
24
0
0
0
0
0
0
9,108
M23967
M
297.5
308.5
1,662
30.3
26
0
0
0
0
0
0
9,109
M23968
M
297.5
308.6
1,440
38.8
29
0
0
0
0
0
0
9,110
L56289
L
297.5
308.6
1,513
39.7
32
0
0
0
0
0
0
9,111
M23970
M
297.6
308.6
1,389
49
34
0
0
0
0
0
0
9,112
L56291
L
297.6
308.6
1,351
51
37
0
0
0
0
0
0
9,113
M23972
M
297.6
308.6
1,482
38.3
39
0
0
0
0
0
0
9,114
L56293
L
297.6
308.6
1,744
28.5
42
0
0
0
0
0
0
9,115
L56294
L
297.6
308.7
1,476
39
44
0
0
0
0
0
0
9,116
M23975
M
297.6
308.6
1,444
48.2
46
0
0
0
0
0
0
9,117
H38530
H
297.6
308.7
1,659
32.1
49
0
0
0
0
0
0
9,118
M23977
M
297.6
308.7
1,475
46.6
54
0
0
0
0
0
0
9,119
L56298
L
297.6
308.6
1,526
42.1
57
0
0
0
0
0
0
9,120
M23979
M
297.4
308.4
1,675
29.5
59
0
0
0
0
0
0
9,121
L56300
L
297.4
308.4
1,525
38.7
62
0
0
0
0
0
0
9,122
L56301
L
297.3
308.3
1,396
45.9
64
0
0
0
0
0
0
9,123
L56302
L
297.4
308.4
1,580
41.2
66
0
0
0
0
0
0
9,124
L56303
L
297.4
308.5
1,462
42.8
68
0
0
0
0
0
0
9,125
L56304
L
297.4
308.4
1,426
50.4
70
0
0
0
0
0
0
9,126
L56305
L
297.4
308.5
1,569
34.2
72
0
0
0
0
0
0
9,127
L56306
L
297.4
308.5
1,477
40.7
74
0
0
0
0
0
0
9,128
L56307
L
297.4
308.5
1,761
27.2
76
0
0
0
0
0
0
9,129
M23988
M
297.5
308.6
1,486
45.9
78
0
0
0
0
0
0
9,130
L56309
L
297.6
308.6
1,664
30.1
81
0
0
0
0
0
0
9,131
L56310
L
297.6
308.6
1,576
32.7
83
0
0
0
0
0
0
9,132
H38545
H
297.6
308.6
1,463
46.7
85
0
0
0
0
0
0
9,133
M23992
M
297.6
308.6
1,585
42
90
0
0
0
0
0
0
9,134
L56313
L
297.7
308.7
1,479
45.7
93
0
0
0
0
0
0
9,135
L56314
L
297.7
308.7
1,449
40.2
95
0
0
0
0
0
0
9,136
H38549
H
297.7
308.8
1,404
50.3
97
0
0
0
0
0
0
9,137
L56316
L
297.7
308.7
1,694
29.1
102
0
0
0
0
0
0
9,138
L56317
L
297.7
308.7
1,731
28.4
104
0
0
0
0
0
0
9,139
L56318
L
297.6
308.6
1,522
37
106
0
0
0
0
0
0
9,140
L56319
L
297.5
308.5
1,536
36.9
108
0
0
0
0
0
0
9,141
L56320
L
297.5
308.5
1,373
39.9
110
0
0
0
0
0
0
9,142
L56321
L
297.5
308.5
1,597
36.4
112
0
0
0
0
0
0
9,143
L56322
L
297.6
308.5
1,678
34.2
114
0
0
0
0
0
0
9,144
L56323
L
297.6
308.5
1,452
42.6
116
0
0
0
0
0
0
9,145
M24004
M
297.5
308.5
1,447
41.6
118
0
0
0
0
0
0
9,146
L56325
L
297.6
308.5
1,574
37.1
121
0
0
0
0
0
0
9,147
L56326
L
297.6
308.6
1,528
40
123
0
0
0
0
0
0
9,148
L56327
L
297.7
308.7
1,688
27.2
125
0
0
0
0
0
0
9,149
L56328
L
297.6
308.6
1,393
40.4
127
0
0
0
0
0
0
9,150
M24009
M
297.5
308.6
1,429
50.5
129
0
0
0
0
0
0
9,151
M24010
M
297.5
308.6
1,347
57
132
0
0
0
0
0
0
9,152
L56331
L
297.6
308.6
1,553
40.5
135
0
0
0
0
0
0
9,153
L56332
L
297.5
308.6
1,260
53.6
137
0
0
0
0
0
0
9,154
L56333
L
297.5
308.6
1,546
33.8
139
0
0
0
0
0
0
9,155
L56334
L
297.5
308.6
1,596
36
141
0
0
0
0
0
0
9,156
L56335
L
297.5
308.5
1,340
57.4
143
0
0
0
0
0
0
9,157
M24016
M
297.5
308.4
1,369
54.8
145
0
0
0
0
0
0
9,158
L56337
L
297.5
308.5
1,462
52.3
148
0
0
0
0
0
0
9,159
H38572
H
297.4
308.4
1,487
46.2
150
0
0
0
0
0
0
9,160
M24019
M
297.5
308.6
1,510
35.5
155
0
0
0
0
0
0
9,161
H38574
H
297.5
308.5
1,671
28
158
0
0
0
0
0
0
9,162
M24021
M
297.5
308.5
1,612
30
163
0
0
0
0
0
0
9,163
M24022
M
297.6
308.6
1,509
39.7
166
0
0
0
0
0
0
9,164
L56343
L
297.6
308.6
1,415
47.3
169
0
0
0
0
0
0
9,165
L56344
L
297.6
308.6
2,384
14.4
171
0
0
0
0
0
0
9,166
L56345
L
297.6
308.6
1,326
62.4
173
0
0
0
0
0
0
9,167
M24026
M
297.6
308.6
1,390
53.4
175
0
0
0
0
0
0
9,168
M24027
M
297.6
308.7
1,392
41.2
178
0
0
0
0
0
0
9,169
H38582
H
297.6
308.8
1,385
44.4
181
0
0
0
0
0
0
9,170
L56349
L
297.7
308.8
1,896
24.5
186
0
0
0
0
0
0
9,171
L56350
L
297.7
308.7
1,474
46.8
188
0
0
0
0
0
0
9,172
M24031
M
297.7
308.8
1,388
45.6
190
0
0
0
0
0
0
9,173
L56352
L
297.7
308.9
1,715
27.2
193
0
0
0
0
0
0
9,174
H38587
H
297.8
308.9
1,650
32.2
195
0
0
0
0
0
0
9,175
L56354
L
297.8
308.9
1,871
25.6
200
1
1
0
0
0
0
9,176
L56355
L
297.8
309
1,403
64.2
0
1
0
0
1
0
0
9,177
L56356
L
297.8
308.9
1,518
40.4
2
0
0
0
0
0
0
9,178
L56357
L
297.9
309.1
1,504
43
4
0
0
0
0
0
0
9,179
L56358
L
297.8
309
1,340
56.9
6
0
0
0
0
0
0
9,180
H38593
H
297.9
309.1
1,435
44.7
8
0
0
0
0
0
0
9,181
L56360
L
297.9
309.1
1,507
36.9
13
0
0
0
0
0
0
9,182
L56361
L
297.9
309.1
1,521
36.1
15
0
0
0
0
0
0
9,183
M24042
M
297.8
309
1,576
45
17
0
0
0
0
0
0
9,184
L56363
L
297.9
309.1
1,543
36.6
20
0
0
0
0
0
0
9,185
L56364
L
298
309.2
1,665
36.6
22
0
0
0
0
0
0
9,186
L56365
L
297.9
309.1
1,442
50.3
24
0
0
0
0
0
0
9,187
L56366
L
297.9
309
1,629
29
26
0
0
0
0
0
0
9,188
L56367
L
297.9
309
1,379
47.3
28
0
0
0
0
0
0
9,189
L56368
L
297.9
309
1,502
40.2
30
0
0
0
0
0
0
9,190
L56369
L
297.9
309.1
1,595
32
32
0
0
0
0
0
0
9,191
M24050
M
298
309
1,439
38.5
34
0
0
0
0
0
0
9,192
M24051
M
297.9
309
1,970
21.6
37
0
0
0
0
0
0
9,193
L56372
L
297.9
309
1,562
35.8
40
0
0
0
0
0
0
9,194
M24053
M
297.9
309
1,530
40.9
42
0
0
0
0
0
0
9,195
L56374
L
297.9
308.9
1,393
40.6
45
0
0
0
0
0
0
9,196
L56375
L
297.9
309
1,532
37.6
47
0
0
0
0
0
0
9,197
L56376
L
298
308.9
1,607
37.7
49
0
0
0
0
0
0
9,198
M24057
M
297.9
308.8
1,469
49
51
0
0
0
0
0
0
9,199
M24058
M
297.9
308.8
1,538
37.6
54
0
0
0
0
0
0
9,200
L56379
L
297.9
308.8
1,613
31.4
57
0
0
0
0
0
0