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
4,101
L51280
L
302
310.4
1,895
23.2
161
0
0
0
0
0
0
4,102
L51281
L
301.9
310.4
1,884
23.4
163
0
0
0
0
0
0
4,103
L51282
L
302
310.4
1,450
46.6
165
0
0
0
0
0
0
4,104
L51283
L
302
310.4
1,448
43.4
167
0
0
0
0
0
0
4,105
L51284
L
302.1
310.5
1,389
49.6
169
0
0
0
0
0
0
4,106
L51285
L
302
310.6
1,583
35.2
171
0
0
0
0
0
0
4,107
L51286
L
301.9
310.5
1,425
51.1
173
0
0
0
0
0
0
4,108
L51287
L
302
310.5
1,809
27.1
175
0
0
0
0
0
0
4,109
L51288
L
301.9
310.5
1,892
21.8
177
0
0
0
0
0
0
4,110
M18969
M
301.9
310.6
1,475
47.8
179
0
0
0
0
0
0
4,111
L51290
L
302
310.6
1,361
46.7
182
0
0
0
0
0
0
4,112
M18971
M
302
310.6
1,563
41
184
0
0
0
0
0
0
4,113
H33526
H
301.9
310.5
1,472
39.7
187
0
0
0
0
0
0
4,114
L51293
L
302
310.6
1,325
55.3
192
0
0
0
0
0
0
4,115
L51294
L
302
310.6
1,358
53.1
194
0
0
0
0
0
0
4,116
H33529
H
302
310.6
1,346
54.7
196
0
0
0
0
0
0
4,117
M18976
M
302
310.5
1,381
58.4
201
0
0
0
0
0
0
4,118
L51297
L
301.9
310.5
1,340
55.7
204
1
0
0
0
1
0
4,119
L51298
L
302
310.6
1,366
47.7
206
0
0
0
0
0
0
4,120
L51299
L
302.1
310.7
1,325
45.1
208
1
0
1
0
0
0
4,121
M18980
M
302.1
310.7
1,376
46.3
210
1
0
1
0
0
0
4,122
M18981
M
302.1
310.7
1,364
47.8
213
1
0
1
0
0
0
4,123
L51302
L
302.2
310.6
1,462
43.6
0
0
0
0
0
0
0
4,124
M18983
M
302.1
310.6
1,517
38.9
2
0
0
0
0
0
0
4,125
L51304
L
302.1
310.6
1,385
53.6
5
0
0
0
0
0
0
4,126
L51305
L
302.1
310.6
1,439
40
7
0
0
0
0
0
0
4,127
M18986
M
302
310.6
1,623
34.3
9
0
0
0
0
0
0
4,128
H33541
H
302
310.6
1,438
43.2
12
0
0
0
0
0
0
4,129
L51308
L
301.9
310.4
1,708
24.8
17
0
0
0
0
0
0
4,130
M18989
M
301.8
310.3
1,666
32.7
19
0
0
0
0
0
0
4,131
L51310
L
301.9
310.4
1,286
62.8
22
1
0
1
0
0
0
4,132
L51311
L
301.9
310.3
1,485
46.3
24
0
0
0
0
0
0
4,133
M18992
M
301.8
310.3
1,409
52.5
26
0
0
0
0
0
0
4,134
L51313
L
301.8
310.3
1,765
27.3
29
0
0
0
0
0
0
4,135
L51314
L
301.8
310.3
1,688
28.8
31
0
0
0
0
0
0
4,136
M18995
M
301.7
310.3
1,787
26.7
33
0
0
0
0
0
0
4,137
L51316
L
301.7
310.1
1,487
48
36
0
0
0
0
0
0
4,138
L51317
L
301.7
310.1
1,384
50.5
38
0
0
0
0
0
0
4,139
L51318
L
301.7
310.2
1,311
57.4
40
1
0
1
0
0
0
4,140
H33553
H
301.7
310.2
1,620
30.8
42
0
0
0
0
0
0
4,141
L51320
L
301.7
310.2
1,331
61.2
47
1
0
1
0
0
0
4,142
H33555
H
301.7
310.1
1,462
38.3
49
0
0
0
0
0
0
4,143
L51322
L
301.7
310.1
1,424
50.2
54
0
0
0
0
0
0
4,144
L51323
L
301.7
310.1
1,500
39.6
56
0
0
0
0
0
0
4,145
L51324
L
301.8
310.1
1,738
28
58
0
0
0
0
0
0
4,146
M19005
M
301.8
310.3
1,465
46.5
60
0
0
0
0
0
0
4,147
L51326
L
301.8
310.3
1,482
41.4
63
0
0
0
0
0
0
4,148
L51327
L
301.9
310.3
1,398
44
65
0
0
0
0
0
0
4,149
L51328
L
301.9
310.3
1,972
21.3
67
0
0
0
0
0
0
4,150
L51329
L
301.9
310.4
1,603
37.6
69
0
0
0
0
0
0
4,151
L51330
L
301.9
310.4
1,610
34.8
71
0
0
0
0
0
0
4,152
M19011
M
301.9
310.4
1,373
48
73
1
0
1
0
0
0
4,153
M19012
M
302
310.5
1,425
44.7
76
0
0
0
0
0
0
4,154
M19013
M
302
310.4
1,212
55.6
79
1
0
1
0
0
0
4,155
M19014
M
302
310.4
1,828
26.3
82
0
0
0
0
0
0
4,156
L51335
L
302
310.5
1,370
44.4
85
1
0
1
0
0
0
4,157
M19016
M
302
310.5
1,823
25.1
87
0
0
0
0
0
0
4,158
L51337
L
302
310.5
1,263
60.6
90
1
0
1
0
0
0
4,159
L51338
L
301.9
310.4
1,889
21.5
92
0
0
0
0
0
0
4,160
M19019
M
302
310.5
1,639
32.9
94
0
0
0
0
0
0
4,161
M19020
M
302
310.4
1,608
33.1
97
0
0
0
0
0
0
4,162
H33575
H
301.9
310.3
1,653
32.4
100
0
0
0
0
0
0
4,163
L51342
L
302
310.4
1,591
29.8
105
0
0
0
0
0
0
4,164
L51343
L
302.1
310.5
1,696
30.9
107
0
0
0
0
0
0
4,165
L51344
L
302.2
310.6
1,346
47.5
109
1
0
1
0
0
0
4,166
M19025
M
302.2
310.5
1,507
40.4
111
0
0
0
0
0
0
4,167
H33580
H
302.3
310.6
1,525
48.7
114
0
0
0
0
0
0
4,168
M19027
M
302.3
310.7
1,559
33.9
119
0
0
0
0
0
0
4,169
L51348
L
302.2
310.6
1,632
30.5
122
0
0
0
0
0
0
4,170
L51349
L
302.1
310.5
1,559
36
124
0
0
0
0
0
0
4,171
M19030
M
302.2
310.6
1,355
51.5
126
1
0
1
0
0
0
4,172
M19031
M
302.2
310.5
1,832
23.7
129
0
0
0
0
0
0
4,173
L51352
L
302.2
310.6
1,386
50
132
0
0
0
0
0
0
4,174
M19033
M
302.2
310.6
1,346
49.2
134
1
0
1
0
0
0
4,175
L51354
L
302.3
310.7
1,499
37.8
137
0
0
0
0
0
0
4,176
L51355
L
302.3
310.7
1,612
33.4
139
0
0
0
0
0
0
4,177
M19036
M
302.3
310.7
1,544
39.7
141
0
0
0
0
0
0
4,178
L51357
L
302.5
310.9
1,477
39.2
144
0
0
0
0
0
0
4,179
L51358
L
302.5
310.9
1,624
34.4
146
0
0
0
0
0
0
4,180
L51359
L
302.4
310.9
1,349
46.1
148
1
0
1
0
0
0
4,181
L51360
L
302.4
310.8
1,686
28.8
150
0
0
0
0
0
0
4,182
M19041
M
302.4
310.7
1,521
40.4
152
0
0
0
0
0
0
4,183
L51362
L
302.4
310.7
1,362
54.8
155
1
0
1
0
0
0
4,184
L51363
L
302.3
310.7
1,402
50.9
157
0
0
0
0
0
0
4,185
L51364
L
302.2
310.6
1,334
53.2
159
1
0
1
0
0
0
4,186
L51365
L
302.2
310.6
1,348
48.4
161
1
0
1
0
0
0
4,187
M19046
M
302.2
310.6
1,570
34.6
163
0
0
0
0
0
0
4,188
M19047
M
302.2
310.7
1,601
33
166
0
0
0
0
0
0
4,189
M19048
M
302.3
310.8
1,611
31.8
169
0
0
0
0
0
0
4,190
L51369
L
302.4
310.9
1,560
31.8
172
0
0
0
0
0
0
4,191
H33604
H
302.4
310.9
1,444
40.7
174
0
0
0
0
0
0
4,192
L51371
L
302.4
311
1,317
59.4
179
0
0
0
0
0
0
4,193
M19052
M
302.5
311
1,463
43.1
181
0
0
0
0
0
0
4,194
L51373
L
302.4
311.1
1,634
34.2
184
0
0
0
0
0
0
4,195
L51374
L
302.4
311
1,423
46.2
186
0
0
0
0
0
0
4,196
L51375
L
302.5
311
1,548
38.4
188
0
0
0
0
0
0
4,197
M19056
M
302.5
311
1,563
35.6
190
0
0
0
0
0
0
4,198
L51377
L
302.4
311
1,573
36.5
193
0
0
0
0
0
0
4,199
M19058
M
302.4
311.1
1,432
44.5
195
0
0
0
0
0
0
4,200
M19059
M
302.5
311.1
1,638
32
198
0
0
0
0
0
0