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
6,101
M20960
M
300.8
310.7
1,886
21.1
44
0
0
0
0
0
0
6,102
L53281
L
300.7
310.6
1,616
29.6
47
0
0
0
0
0
0
6,103
L53282
L
300.7
310.7
1,442
43.2
49
0
0
0
0
0
0
6,104
L53283
L
300.8
310.8
1,407
45.1
51
0
0
0
0
0
0
6,105
M20964
M
300.8
310.8
1,461
41.3
53
0
0
0
0
0
0
6,106
M20965
M
300.8
310.9
1,522
46.2
56
0
0
0
0
0
0
6,107
L53286
L
300.9
311
1,432
48.1
59
0
0
0
0
0
0
6,108
L53287
L
300.9
311
1,438
49
61
0
0
0
0
0
0
6,109
M20968
M
300.8
310.9
1,678
28.1
63
0
0
0
0
0
0
6,110
M20969
M
300.8
310.9
1,514
38.7
66
0
0
0
0
0
0
6,111
L53290
L
300.7
310.8
1,534
41.3
69
0
0
0
0
0
0
6,112
M20971
M
300.7
310.8
1,486
41.2
71
0
0
0
0
0
0
6,113
L53292
L
300.7
310.8
1,925
22
74
0
0
0
0
0
0
6,114
M20973
M
300.7
310.8
1,724
30
76
0
0
0
0
0
0
6,115
M20974
M
300.8
310.8
1,549
35.5
79
0
0
0
0
0
0
6,116
L53295
L
300.8
310.9
1,457
47.7
82
0
0
0
0
0
0
6,117
L53296
L
300.8
310.9
1,453
43.9
84
0
0
0
0
0
0
6,118
L53297
L
300.8
311
1,578
44.4
86
0
0
0
0
0
0
6,119
M20978
M
300.9
311.1
1,325
61.4
88
0
0
0
0
0
0
6,120
L53299
L
300.9
311.1
1,471
39.3
91
0
0
0
0
0
0
6,121
M20980
M
300.9
311.2
1,472
40
93
0
0
0
0
0
0
6,122
L53301
L
300.9
311.1
1,457
37.4
96
0
0
0
0
0
0
6,123
L53302
L
301
311
1,402
55.3
98
0
0
0
0
0
0
6,124
L53303
L
300.9
310.9
1,477
41.5
100
0
0
0
0
0
0
6,125
M20984
M
300.9
310.9
1,727
30.1
102
0
0
0
0
0
0
6,126
L53305
L
300.9
310.9
1,995
20.2
105
0
0
0
0
0
0
6,127
L53306
L
300.9
310.9
1,370
52.5
107
0
0
0
0
0
0
6,128
L53307
L
300.9
310.9
1,228
66.4
109
0
0
0
0
0
0
6,129
L53308
L
300.9
311
1,499
38
111
0
0
0
0
0
0
6,130
M20989
M
301
311
1,508
46.9
113
0
0
0
0
0
0
6,131
L53310
L
301
310.9
1,473
44.2
116
0
0
0
0
0
0
6,132
H35545
H
301
311
1,640
37.6
118
0
0
0
0
0
0
6,133
L53312
L
301.1
311.1
1,429
42.5
123
0
0
0
0
0
0
6,134
L53313
L
301.1
311.1
1,470
40.9
125
0
0
0
0
0
0
6,135
L53314
L
301
311
1,581
37
127
0
0
0
0
0
0
6,136
L53315
L
301
310.9
1,740
28.9
129
0
0
0
0
0
0
6,137
H35550
H
300.9
310.8
1,390
40.6
131
0
0
0
0
0
0
6,138
M20997
M
300.9
310.8
1,988
19.7
136
0
0
0
0
0
0
6,139
M20998
M
300.8
310.7
1,452
43
139
0
0
0
0
0
0
6,140
L53319
L
300.8
310.7
1,586
33.4
142
0
0
0
0
0
0
6,141
L53320
L
300.8
310.7
1,589
34.3
144
0
0
0
0
0
0
6,142
L53321
L
300.8
310.8
1,486
45.7
146
0
0
0
0
0
0
6,143
L53322
L
300.9
310.9
1,755
27.9
148
0
0
0
0
0
0
6,144
M21003
M
301
310.9
1,575
34.6
150
0
0
0
0
0
0
6,145
M21004
M
301.1
311.1
1,615
37.7
153
0
0
0
0
0
0
6,146
M21005
M
301.1
311.1
1,436
41.8
156
0
0
0
0
0
0
6,147
M21006
M
301.1
311.1
1,470
40.6
159
0
0
0
0
0
0
6,148
M21007
M
301.1
311.1
2,089
19.8
162
0
0
0
0
0
0
6,149
L53328
L
301.1
311.2
1,564
37
165
0
0
0
0
0
0
6,150
M21009
M
301
311.1
1,420
47.4
167
0
0
0
0
0
0
6,151
L53330
L
301.1
311.1
1,711
29.1
170
0
0
0
0
0
0
6,152
L53331
L
301.1
311.2
1,555
35.3
172
0
0
0
0
0
0
6,153
M21012
M
301.1
311.1
1,592
35.7
174
0
0
0
0
0
0
6,154
L53333
L
301
311.1
1,236
64.4
177
1
0
0
0
1
0
6,155
M21014
M
301
310.9
1,765
24.2
179
0
0
0
0
0
0
6,156
L53335
L
301
311
1,634
31.2
182
0
0
0
0
0
0
6,157
L53336
L
301.1
311.1
1,508
41.5
184
0
0
0
0
0
0
6,158
L53337
L
301.1
311.2
1,774
29.6
186
0
0
0
0
0
0
6,159
L53338
L
301.1
311
1,677
29.1
188
0
0
0
0
0
0
6,160
L53339
L
301
311
1,399
58
190
1
0
0
0
1
0
6,161
L53340
L
301
310.9
1,570
34
192
0
0
0
0
0
0
6,162
L53341
L
301
310.9
1,479
44.3
194
0
0
0
0
0
0
6,163
L53342
L
301
310.8
1,558
34.9
196
0
0
0
0
0
0
6,164
L53343
L
300.8
310.7
1,358
48.1
198
0
0
0
0
0
0
6,165
H35578
H
300.9
310.7
1,656
30.7
200
0
0
0
0
0
0
6,166
L53345
L
300.9
310.7
1,523
35.8
205
0
0
0
0
0
0
6,167
H35580
H
300.9
310.7
1,403
40.6
207
0
0
0
0
0
0
6,168
M21027
M
300.9
310.7
1,362
51.6
212
0
0
0
0
0
0
6,169
M21028
M
300.7
310.6
1,778
27.1
215
0
0
0
0
0
0
6,170
L53349
L
300.7
310.5
1,448
38.2
218
0
0
0
0
0
0
6,171
H35584
H
300.8
310.5
1,559
40.1
220
0
0
0
0
0
0
6,172
L53351
L
300.8
310.6
1,416
42.2
225
0
0
0
0
0
0
6,173
L53352
L
300.8
310.6
1,577
37.9
227
1
1
0
0
0
0
6,174
L53353
L
300.8
310.7
1,633
27.8
0
0
0
0
0
0
0
6,175
L53354
L
300.9
310.7
1,573
31.2
2
0
0
0
0
0
0
6,176
L53355
L
300.9
310.8
1,517
44.3
4
0
0
0
0
0
0
6,177
L53356
L
301
310.9
1,515
37.3
6
0
0
0
0
0
0
6,178
L53357
L
301
310.8
1,527
45.3
8
0
0
0
0
0
0
6,179
L53358
L
301.1
310.9
1,282
67.9
10
1
0
0
1
0
0
6,180
M21039
M
301.1
310.9
1,396
45.1
12
0
0
0
0
0
0
6,181
L53360
L
301
310.9
1,492
44.6
15
0
0
0
0
0
0
6,182
L53361
L
301
310.8
1,975
19.7
17
0
0
0
0
0
0
6,183
L53362
L
301
310.8
1,475
35.3
19
0
0
0
0
0
0
6,184
H35597
H
301
310.9
1,495
37.3
21
0
0
0
0
0
0
6,185
L53364
L
301
311
1,553
35.8
26
0
0
0
0
0
0
6,186
L53365
L
301.1
311
1,918
21.7
28
0
0
0
0
0
0
6,187
M21046
M
301.1
311
1,413
46.6
30
0
0
0
0
0
0
6,188
L53367
L
301
311
1,437
56
33
0
0
0
0
0
0
6,189
L53368
L
301
310.9
1,450
45.9
35
0
0
0
0
0
0
6,190
M21049
M
301
310.9
1,910
21.9
37
0
0
0
0
0
0
6,191
L53370
L
300.9
310.9
1,749
26.4
40
0
0
0
0
0
0
6,192
H35605
H
301
310.9
1,916
22
42
0
0
0
0
0
0
6,193
L53372
L
301
310.9
1,428
45.3
47
0
0
0
0
0
0
6,194
L53373
L
301
310.9
1,578
38.4
49
0
0
0
0
0
0
6,195
L53374
L
300.9
310.8
1,571
39.9
51
0
0
0
0
0
0
6,196
L53375
L
300.9
310.8
1,729
30.2
53
0
0
0
0
0
0
6,197
L53376
L
300.9
310.8
1,701
30.4
55
0
0
0
0
0
0
6,198
L53377
L
300.9
310.8
1,493
45.8
57
0
0
0
0
0
0
6,199
M21058
M
301
310.9
1,554
32.7
59
0
0
0
0
0
0
6,200
L53379
L
300.9
310.9
1,497
43.2
62
0
0
0
0
0
0