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
3,101
L50280
L
299.8
309.1
1,578
42.1
191
0
0
0
0
0
0
3,102
H32515
H
299.8
309
1,467
37.3
193
0
0
0
0
0
0
3,103
L50282
L
299.9
309.1
1,412
48.3
198
0
0
0
0
0
0
3,104
L50283
L
299.8
309.1
1,668
30.3
200
0
0
0
0
0
0
3,105
M17964
M
299.8
309.2
1,678
29.8
202
0
0
0
0
0
0
3,106
L50285
L
299.8
309.1
1,612
35.4
205
0
0
0
0
0
0
3,107
L50286
L
299.8
309.1
1,485
39.9
207
0
0
0
0
0
0
3,108
M17967
M
299.8
309.1
1,456
39.4
209
0
0
0
0
0
0
3,109
L50288
L
299.8
309.2
1,504
38.7
212
0
0
0
0
0
0
3,110
L50289
L
299.9
309.2
1,491
44.3
214
0
0
0
0
0
0
3,111
H32524
H
299.9
309.2
1,525
33.2
0
0
0
0
0
0
0
3,112
L50291
L
300
309.2
1,759
27.9
5
0
0
0
0
0
0
3,113
M17972
M
299.8
309.1
1,355
56.7
7
0
0
0
0
0
0
3,114
M17973
M
299.9
309.1
1,345
56.8
10
0
0
0
0
0
0
3,115
M17974
M
299.9
309.2
1,683
30.5
13
0
0
0
0
0
0
3,116
L50295
L
299.9
309.2
1,658
34.8
16
0
0
0
0
0
0
3,117
L50296
L
300
309.2
1,566
34.4
18
0
0
0
0
0
0
3,118
M17977
M
300.1
309.3
1,469
43.9
20
0
0
0
0
0
0
3,119
M17978
M
300.2
309.5
1,458
46.9
23
0
0
0
0
0
0
3,120
L50299
L
300.1
309.4
1,858
23.6
26
0
0
0
0
0
0
3,121
H32534
H
300.1
309.4
1,563
40.8
28
0
0
0
0
0
0
3,122
L50301
L
300.1
309.4
2,141
17.9
33
0
0
0
0
0
0
3,123
L50302
L
300
309.3
1,473
46
35
0
0
0
0
0
0
3,124
H32537
H
300
309.4
1,498
38.5
37
0
0
0
0
0
0
3,125
L50304
L
300.1
309.4
1,568
39.7
42
0
0
0
0
0
0
3,126
L50305
L
300.1
309.4
1,694
27.4
44
0
0
0
0
0
0
3,127
L50306
L
300
309.4
1,499
35.7
46
0
0
0
0
0
0
3,128
L50307
L
300
309.5
1,717
28.3
48
0
0
0
0
0
0
3,129
M17988
M
300.1
309.5
1,462
42.8
50
0
0
0
0
0
0
3,130
L50309
L
300.1
309.6
1,642
34.5
53
0
0
0
0
0
0
3,131
L50310
L
300.1
309.6
1,760
25.4
55
0
0
0
0
0
0
3,132
L50311
L
300.1
309.5
1,660
32.7
57
0
0
0
0
0
0
3,133
L50312
L
300.1
309.5
1,557
40.6
59
0
0
0
0
0
0
3,134
H32547
H
300.2
309.6
1,442
49.2
61
0
0
0
0
0
0
3,135
L50314
L
300.2
309.6
1,359
51.5
66
0
0
0
0
0
0
3,136
L50315
L
300.4
309.8
1,342
52.5
68
0
0
0
0
0
0
3,137
L50316
L
300.4
309.9
1,435
54.8
70
0
0
0
0
0
0
3,138
L50317
L
300.4
309.9
1,567
36.5
72
0
0
0
0
0
0
3,139
L50318
L
300.4
309.9
1,376
43.5
74
0
0
0
0
0
0
3,140
H32553
H
300.4
309.9
1,513
38.7
76
0
0
0
0
0
0
3,141
H32554
H
300.4
309.9
2,563
12.8
81
1
0
0
1
0
0
3,142
L50321
L
300.5
310
1,521
45.1
86
0
0
0
0
0
0
3,143
L50322
L
300.6
310
1,658
34.7
88
0
0
0
0
0
0
3,144
H32557
H
300.6
310
1,419
42.4
90
0
0
0
0
0
0
3,145
M18004
M
300.6
310
1,478
36.3
95
0
0
0
0
0
0
3,146
M18005
M
300.5
310
1,415
43.5
98
0
0
0
0
0
0
3,147
M18006
M
300.5
309.9
1,780
26.5
101
0
0
0
0
0
0
3,148
M18007
M
300.4
309.7
1,440
42.8
104
0
0
0
0
0
0
3,149
H32562
H
300.4
309.8
1,448
39.7
107
0
0
0
0
0
0
3,150
H32563
H
300.4
309.7
1,500
35.2
112
0
0
0
0
0
0
3,151
L50330
L
300.4
309.8
1,513
32.9
117
0
0
0
0
0
0
3,152
L50331
L
300.5
309.8
1,428
43.8
119
0
0
0
0
0
0
3,153
M18012
M
300.5
309.8
1,473
42.3
121
0
0
0
0
0
0
3,154
M18013
M
300.5
309.9
1,483
49.3
124
0
0
0
0
0
0
3,155
L50334
L
300.4
309.7
1,534
42.5
127
0
0
0
0
0
0
3,156
L50335
L
300.5
309.8
1,367
54
129
0
0
0
0
0
0
3,157
L50336
L
300.4
309.7
1,467
36.9
131
0
0
0
0
0
0
3,158
M18017
M
300.4
309.7
1,488
42.2
133
0
0
0
0
0
0
3,159
L50338
L
300.4
309.7
1,679
30.1
136
0
0
0
0
0
0
3,160
H32573
H
300.4
309.8
1,409
47.5
138
0
0
0
0
0
0
3,161
M18020
M
300.4
309.7
1,367
51.2
143
0
0
0
0
0
0
3,162
L50341
L
300.4
309.8
1,314
63.1
146
0
0
0
0
0
0
3,163
L50342
L
300.5
309.9
1,480
40
148
0
0
0
0
0
0
3,164
L50343
L
300.4
309.8
1,549
38.9
150
0
0
0
0
0
0
3,165
L50344
L
300.4
309.7
1,685
31.3
152
0
0
0
0
0
0
3,166
L50345
L
300.4
309.6
1,536
34.5
154
0
0
0
0
0
0
3,167
M18026
M
300.4
309.7
1,539
37.7
156
0
0
0
0
0
0
3,168
L50347
L
300.4
309.7
1,384
45.1
159
0
0
0
0
0
0
3,169
M18028
M
300.4
309.6
1,614
30.3
161
0
0
0
0
0
0
3,170
M18029
M
300.4
309.6
1,675
35.5
164
0
0
0
0
0
0
3,171
M18030
M
300.4
309.7
1,685
32.3
167
0
0
0
0
0
0
3,172
L50351
L
300.4
309.6
1,386
56.9
170
0
0
0
0
0
0
3,173
M18032
M
300.3
309.6
1,488
41.3
172
0
0
0
0
0
0
3,174
L50353
L
300.3
309.6
1,624
32.6
175
0
0
0
0
0
0
3,175
L50354
L
300.3
309.6
1,600
34.6
177
0
0
0
0
0
0
3,176
L50355
L
300.3
309.6
1,468
44.7
179
0
0
0
0
0
0
3,177
L50356
L
300.3
309.6
1,435
45.4
181
0
0
0
0
0
0
3,178
M18037
M
300.2
309.5
1,564
33.4
183
0
0
0
0
0
0
3,179
M18038
M
300.2
309.4
1,329
53.6
186
0
0
0
0
0
0
3,180
L50359
L
300.1
309.3
1,570
36.8
189
0
0
0
0
0
0
3,181
M18040
M
300.2
309.4
1,433
48.8
191
0
0
0
0
0
0
3,182
L50361
L
300.2
309.4
1,527
37
194
0
0
0
0
0
0
3,183
M18042
M
300.1
309.3
1,443
50.3
196
0
0
0
0
0
0
3,184
L50363
L
300.1
309.3
1,616
32
199
0
0
0
0
0
0
3,185
L50364
L
300.1
309.3
1,654
31
201
0
0
0
0
0
0
3,186
L50365
L
300.1
309.3
1,685
27.1
203
0
0
0
0
0
0
3,187
M18046
M
300.2
309.4
1,456
48.8
205
0
0
0
0
0
0
3,188
M18047
M
300.2
309.4
1,752
27.8
208
0
0
0
0
0
0
3,189
M18048
M
300.1
309.2
1,438
51
211
0
0
0
0
0
0
3,190
L50369
L
300.1
309.1
1,551
33.7
214
0
0
0
0
0
0
3,191
L50370
L
300.1
309.2
1,599
30.1
216
0
0
0
0
0
0
3,192
M18051
M
300.1
309.2
1,732
33.7
218
0
0
0
0
0
0
3,193
M18052
M
300.1
309.2
1,418
39.8
221
0
0
0
0
0
0
3,194
L50373
L
300
309.1
1,401
44.5
0
0
0
0
0
0
0
3,195
L50374
L
300
309
1,454
51.7
2
0
0
0
0
0
0
3,196
M18055
M
300
309.2
1,635
32.4
4
0
0
0
0
0
0
3,197
L50376
L
300
309.1
1,489
40.3
7
0
0
0
0
0
0
3,198
L50377
L
300
309.1
1,465
40.6
9
0
0
0
0
0
0
3,199
M18058
M
300
309.1
1,463
45.7
11
0
0
0
0
0
0
3,200
H32613
H
300.1
309.1
1,560
35.4
14
0
0
0
0
0
0