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
5,101
M19960
M
304.2
313.5
1,437
47.2
102
0
0
0
0
0
0
5,102
M19961
M
304.1
313.4
1,518
42.4
105
0
0
0
0
0
0
5,103
M19962
M
304.1
313.5
1,587
33.6
108
0
0
0
0
0
0
5,104
L52283
L
304.1
313.4
1,399
43.7
111
0
0
0
0
0
0
5,105
L52284
L
304.1
313.5
1,469
44.6
113
0
0
0
0
0
0
5,106
L52285
L
304.1
313.4
1,374
56.6
115
0
0
0
0
0
0
5,107
L52286
L
304
313.3
1,519
36.7
117
0
0
0
0
0
0
5,108
L52287
L
303.9
313.2
1,540
44.4
119
0
0
0
0
0
0
5,109
L52288
L
303.9
313.3
1,394
51.6
121
0
0
0
0
0
0
5,110
M19969
M
304
313.4
1,389
45.8
123
0
0
0
0
0
0
5,111
M19970
M
304
313.5
1,732
26.2
126
0
0
0
0
0
0
5,112
L52291
L
304.1
313.6
1,556
37.4
129
0
0
0
0
0
0
5,113
M19972
M
304.1
313.6
1,441
43.7
131
0
0
0
0
0
0
5,114
L52293
L
304.1
313.6
1,382
46.7
134
0
0
0
0
0
0
5,115
M19974
M
304.2
313.8
1,481
44.9
136
0
0
0
0
0
0
5,116
M19975
M
304.2
313.7
2,113
18.4
139
0
0
0
0
0
0
5,117
L52296
L
304.2
313.8
1,401
53.9
142
0
0
0
0
0
0
5,118
L52297
L
304.1
313.6
1,611
31.4
144
0
0
0
0
0
0
5,119
M19978
M
304.2
313.6
1,512
33.4
146
0
0
0
0
0
0
5,120
L52299
L
304.2
313.6
1,411
46
149
0
0
0
0
0
0
5,121
M19980
M
304.2
313.6
1,424
43.7
151
0
0
0
0
0
0
5,122
L52301
L
304.2
313.6
1,469
40
154
0
0
0
0
0
0
5,123
H34536
H
304.2
313.5
1,684
29.8
156
0
0
0
0
0
0
5,124
M19983
M
304.2
313.5
1,532
41.3
161
0
0
0
0
0
0
5,125
M19984
M
304.2
313.5
1,557
37.3
164
0
0
0
0
0
0
5,126
M19985
M
304.3
313.5
1,416
48.1
167
0
0
0
0
0
0
5,127
L52306
L
304.3
313.5
1,802
25.4
170
0
0
0
0
0
0
5,128
M19987
M
304.3
313.5
2,245
15.1
172
0
0
0
0
0
0
5,129
L52308
L
304.2
313.4
1,434
42.5
175
0
0
0
0
0
0
5,130
M19989
M
304.1
313.3
1,725
28.3
177
0
0
0
0
0
0
5,131
L52310
L
304.2
313.3
1,668
35.7
180
0
0
0
0
0
0
5,132
L52311
L
304.1
313.3
1,452
43.9
182
0
0
0
0
0
0
5,133
L52312
L
304.1
313.3
1,415
50
184
0
0
0
0
0
0
5,134
L52313
L
304.1
313.2
1,824
25.8
186
0
0
0
0
0
0
5,135
L52314
L
304.1
313.3
1,438
45.5
188
0
0
0
0
0
0
5,136
L52315
L
304.1
313.3
1,883
24.5
190
0
0
0
0
0
0
5,137
L52316
L
304.2
313.4
1,735
28.9
192
0
0
0
0
0
0
5,138
L52317
L
304.3
313.5
1,464
36.7
194
0
0
0
0
0
0
5,139
M19998
M
304.3
313.6
1,489
40.3
196
0
0
0
0
0
0
5,140
M19999
M
304.4
313.6
1,510
38.9
199
0
0
0
0
0
0
5,141
M20000
M
304.3
313.6
1,585
32.1
202
0
0
0
0
0
0
5,142
L52321
L
304.4
313.7
1,509
35
205
1
1
0
0
0
0
5,143
L52322
L
304.4
313.6
1,568
39.1
0
0
0
0
0
0
0
5,144
M20003
M
304.3
313.5
1,525
42
2
0
0
0
0
0
0
5,145
L52324
L
304.4
313.7
1,607
33.5
5
0
0
0
0
0
0
5,146
L52325
L
304.5
313.7
1,670
32.9
7
0
0
0
0
0
0
5,147
L52326
L
304.4
313.6
1,585
38.9
9
0
0
0
0
0
0
5,148
L52327
L
304.4
313.6
1,569
38.4
11
0
0
0
0
0
0
5,149
L52328
L
304.4
313.6
1,507
43.1
13
0
0
0
0
0
0
5,150
L52329
L
304.3
313.5
1,452
41.5
15
0
0
0
0
0
0
5,151
L52330
L
304.3
313.5
1,590
29.8
17
0
0
0
0
0
0
5,152
L52331
L
304.3
313.6
1,409
56
19
0
0
0
0
0
0
5,153
L52332
L
304.3
313.5
2,643
12.7
21
0
0
0
0
0
0
5,154
L52333
L
304.2
313.4
1,644
31.7
23
0
0
0
0
0
0
5,155
L52334
L
304.2
313.4
1,568
37.6
25
0
0
0
0
0
0
5,156
H34569
H
304.2
313.3
1,625
37.3
27
0
0
0
0
0
0
5,157
L52336
L
304.2
313.4
1,482
41.4
32
0
0
0
0
0
0
5,158
H34571
H
304.1
313.3
1,397
49.6
34
0
0
0
0
0
0
5,159
L52338
L
304.1
313.3
1,459
50.3
39
0
0
0
0
0
0
5,160
L52339
L
304.2
313.4
1,490
44
41
0
0
0
0
0
0
5,161
L52340
L
304.1
313.2
1,434
50.1
43
0
0
0
0
0
0
5,162
M20021
M
304.1
313.2
2,028
18.9
45
0
0
0
0
0
0
5,163
L52342
L
304.2
313.3
1,464
45.9
48
0
0
0
0
0
0
5,164
M20023
M
304.2
313.4
1,713
23.5
50
0
0
0
0
0
0
5,165
M20024
M
304.3
313.4
1,624
32.1
53
0
0
0
0
0
0
5,166
L52345
L
304.2
313.4
1,421
43.4
56
0
0
0
0
0
0
5,167
H34580
H
304.2
313.5
1,546
41.4
58
0
0
0
0
0
0
5,168
L52347
L
304.2
313.4
1,639
32.7
63
0
0
0
0
0
0
5,169
H34582
H
304.1
313.4
1,696
29.6
65
0
0
0
0
0
0
5,170
L52349
L
304.1
313.3
1,470
39.9
70
0
0
0
0
0
0
5,171
M20030
M
304.1
313.3
1,480
38.4
72
0
0
0
0
0
0
5,172
M20031
M
304.2
313.4
1,329
54.5
75
0
0
0
0
0
0
5,173
L52352
L
304.2
313.4
1,740
28.2
78
0
0
0
0
0
0
5,174
M20033
M
304.2
313.5
1,739
28.1
80
0
0
0
0
0
0
5,175
M20034
M
304.2
313.5
1,390
47.8
83
0
0
0
0
0
0
5,176
L52355
L
304.2
313.4
1,740
23.7
86
0
0
0
0
0
0
5,177
M20036
M
304
313.3
1,844
27.1
88
0
0
0
0
0
0
5,178
H34591
H
304
313.1
1,388
53.2
91
0
0
0
0
0
0
5,179
H34592
H
304
313.2
1,517
43.1
96
0
0
0
0
0
0
5,180
M20039
M
304
313.1
1,450
42.8
101
0
0
0
0
0
0
5,181
L52360
L
304
313.2
1,584
38.7
104
0
0
0
0
0
0
5,182
L52361
L
304
313.1
1,720
28.7
106
0
0
0
0
0
0
5,183
L52362
L
303.9
313.1
1,586
31.9
108
0
0
0
0
0
0
5,184
M20043
M
303.9
313
1,901
22.5
110
0
0
0
0
0
0
5,185
L52364
L
304
313
1,397
42.4
113
0
0
0
0
0
0
5,186
L52365
L
304
313
2,012
21.1
115
0
0
0
0
0
0
5,187
L52366
L
304
313
2,354
15
117
0
0
0
0
0
0
5,188
L52367
L
304
313.1
1,648
35.7
119
0
0
0
0
0
0
5,189
L52368
L
304
313.2
1,632
30.6
121
0
0
0
0
0
0
5,190
M20049
M
304.1
313.2
1,427
46.9
123
0
0
0
0
0
0
5,191
L52370
L
304.1
313.2
1,452
48
126
0
0
0
0
0
0
5,192
L52371
L
304
313.2
1,416
46
128
0
0
0
0
0
0
5,193
L52372
L
303.9
313.1
1,310
62.9
130
0
0
0
0
0
0
5,194
H34607
H
304
313.1
1,408
39.8
132
0
0
0
0
0
0
5,195
M20054
M
303.9
313.1
1,668
34.4
137
0
0
0
0
0
0
5,196
L52375
L
303.9
313
1,551
36.8
140
0
0
0
0
0
0
5,197
H34610
H
303.9
313
1,517
36
142
0
0
0
0
0
0
5,198
H34611
H
303.8
312.9
1,570
35.8
147
0
0
0
0
0
0
5,199
L52378
L
303.8
312.8
1,428
53.3
152
0
0
0
0
0
0
5,200
L52379
L
303.8
312.8
1,503
40
154
0
0
0
0
0
0