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
8,101
L55280
L
300.3
311.7
1,682
27.8
178
0
0
0
0
0
0
8,102
L55281
L
300.3
311.8
1,567
37.7
180
0
0
0
0
0
0
8,103
L55282
L
300.3
311.8
1,413
46
182
0
0
0
0
0
0
8,104
M22963
M
300.3
311.9
1,429
41.6
184
0
0
0
0
0
0
8,105
L55284
L
300.3
311.9
1,692
31.5
187
0
0
0
0
0
0
8,106
L55285
L
300.4
311.9
1,476
48.7
189
0
0
0
0
0
0
8,107
M22966
M
300.4
312
1,596
30.4
191
0
0
0
0
0
0
8,108
H37521
H
300.3
311.9
1,390
49
194
0
0
0
0
0
0
8,109
M22968
M
300.3
311.8
1,607
33.7
199
0
0
0
0
0
0
8,110
L55289
L
300.3
311.7
1,821
26.3
202
0
0
0
0
0
0
8,111
H37524
H
300.3
311.8
2,141
18.5
204
0
0
0
0
0
0
8,112
M22971
M
300.4
311.8
1,553
33.1
209
1
1
0
0
0
0
8,113
M22972
M
300.4
311.8
1,442
45.1
0
0
0
0
0
0
0
8,114
L55293
L
300.4
311.7
1,459
45.6
3
0
0
0
0
0
0
8,115
H37528
H
300.4
311.8
2,496
13.5
5
0
0
0
0
0
0
8,116
L55295
L
300.4
311.8
1,367
57.2
10
0
0
0
0
0
0
8,117
L55296
L
300.3
311.8
2,004
19.6
12
0
0
0
0
0
0
8,118
L55297
L
300.3
311.7
1,406
47.5
14
0
0
0
0
0
0
8,119
L55298
L
300.3
311.8
1,548
33
16
0
0
0
0
0
0
8,120
L55299
L
300.3
311.7
1,333
55.2
18
0
0
0
0
0
0
8,121
L55300
L
300.2
311.6
1,767
26.4
20
0
0
0
0
0
0
8,122
L55301
L
300.2
311.6
1,827
27
22
0
0
0
0
0
0
8,123
M22982
M
300.2
311.6
1,533
46.4
24
0
0
0
0
0
0
8,124
H37537
H
300.2
311.5
1,515
36.8
27
0
0
0
0
0
0
8,125
L55304
L
300.2
311.4
1,568
41
32
0
0
0
0
0
0
8,126
L55305
L
300.2
311.4
1,452
47.8
34
0
0
0
0
0
0
8,127
L55306
L
300.2
311.4
1,433
37.9
36
0
0
0
0
0
0
8,128
M22987
M
300.1
311.3
1,650
33.8
38
0
0
0
0
0
0
8,129
L55308
L
300.1
311.4
1,629
31.3
41
0
0
0
0
0
0
8,130
L55309
L
300
311.3
1,520
39.2
43
0
0
0
0
0
0
8,131
H37544
H
300
311.2
1,393
43.1
45
0
0
0
0
0
0
8,132
H37545
H
299.9
311.2
1,364
49.6
50
0
0
0
0
0
0
8,133
M22992
M
299.9
311.3
1,389
50
55
0
0
0
0
0
0
8,134
L55313
L
299.8
311.1
1,466
46.1
58
0
0
0
0
0
0
8,135
L55314
L
299.7
311.1
1,650
32.4
60
0
0
0
0
0
0
8,136
L55315
L
299.6
311
1,554
36.3
62
0
0
0
0
0
0
8,137
M22996
M
299.6
310.9
1,474
39.7
64
0
0
0
0
0
0
8,138
H37551
H
299.5
310.8
1,600
32.4
67
0
0
0
0
0
0
8,139
L55318
L
299.5
310.8
1,356
54.9
72
0
0
0
0
0
0
8,140
L55319
L
299.5
310.8
1,571
38.2
74
0
0
0
0
0
0
8,141
L55320
L
299.6
310.9
1,658
28
76
0
0
0
0
0
0
8,142
L55321
L
299.6
310.8
1,393
49.9
78
0
0
0
0
0
0
8,143
M23002
M
299.7
311
1,448
49.8
80
0
0
0
0
0
0
8,144
L55323
L
299.7
310.9
1,477
40.4
83
0
0
0
0
0
0
8,145
M23004
M
299.7
311
1,506
42.7
85
0
0
0
0
0
0
8,146
M23005
M
299.7
310.9
1,685
32.1
88
0
0
0
0
0
0
8,147
L55326
L
299.6
310.9
1,533
31.8
91
0
0
0
0
0
0
8,148
L55327
L
299.5
310.8
1,447
41
93
0
0
0
0
0
0
8,149
M23008
M
299.5
310.7
1,488
39.5
95
0
0
0
0
0
0
8,150
M23009
M
299.6
310.8
1,427
50.4
98
0
0
0
0
0
0
8,151
M23010
M
299.5
310.7
1,424
41.3
101
0
0
0
0
0
0
8,152
L55331
L
299.5
310.7
1,472
40.9
104
0
0
0
0
0
0
8,153
L55332
L
299.5
310.7
1,438
45.7
106
0
0
0
0
0
0
8,154
L55333
L
299.6
310.8
1,507
42.4
108
0
0
0
0
0
0
8,155
L55334
L
299.6
310.7
1,393
52.1
110
0
0
0
0
0
0
8,156
L55335
L
299.5
310.8
1,283
52.4
112
0
0
0
0
0
0
8,157
L55336
L
299.6
310.8
1,644
30.9
114
0
0
0
0
0
0
8,158
L55337
L
299.6
310.8
1,498
46.9
116
0
0
0
0
0
0
8,159
L55338
L
299.6
310.8
1,400
40.8
118
0
0
0
0
0
0
8,160
H37573
H
299.6
310.9
1,679
31.2
120
0
0
0
0
0
0
8,161
M23020
M
299.7
311.1
1,618
30.3
125
0
0
0
0
0
0
8,162
H37575
H
299.6
311
1,714
30.2
128
0
0
0
0
0
0
8,163
L55342
L
299.6
311
1,574
35
133
0
0
0
0
0
0
8,164
L55343
L
299.7
311.1
1,574
36.4
135
0
0
0
0
0
0
8,165
L55344
L
299.6
310.9
1,472
40.9
137
0
0
0
0
0
0
8,166
L55345
L
299.6
311
1,552
33.2
139
0
0
0
0
0
0
8,167
L55346
L
299.7
311.1
1,603
31.4
141
0
0
0
0
0
0
8,168
H37581
H
299.7
311.1
1,353
47.1
143
0
0
0
0
0
0
8,169
L55348
L
299.7
311.1
1,690
30.6
148
0
0
0
0
0
0
8,170
M23029
M
299.8
311.2
1,745
26.3
150
0
0
0
0
0
0
8,171
L55350
L
299.9
311.3
1,522
45.7
153
0
0
0
0
0
0
8,172
H37585
H
300
311.4
1,641
34.5
155
0
0
0
0
0
0
8,173
L55352
L
299.9
311.4
1,596
28.9
160
0
0
0
0
0
0
8,174
H37587
H
299.9
311.4
1,497
37
162
0
0
0
0
0
0
8,175
L55354
L
299.9
311.3
1,371
52.3
167
0
0
0
0
0
0
8,176
M23035
M
299.9
311.3
1,445
41.2
169
0
0
0
0
0
0
8,177
L55356
L
299.8
311.2
1,564
40
172
0
0
0
0
0
0
8,178
L55357
L
299.7
311.1
1,439
44.9
174
0
0
0
0
0
0
8,179
L55358
L
299.7
311.2
1,352
52.1
176
0
0
0
0
0
0
8,180
L55359
L
299.8
311.3
1,560
35.4
178
0
0
0
0
0
0
8,181
M23040
M
299.7
311.2
1,616
42.3
180
0
0
0
0
0
0
8,182
L55361
L
299.7
311.2
1,835
23.7
183
0
0
0
0
0
0
8,183
M23042
M
299.7
311.1
1,649
32.7
185
0
0
0
0
0
0
8,184
L55363
L
299.8
311.1
1,452
47.3
188
0
0
0
0
0
0
8,185
L55364
L
299.8
311.1
2,144
17.7
190
0
0
0
0
0
0
8,186
L55365
L
299.7
311.1
1,554
41
192
0
0
0
0
0
0
8,187
L55366
L
299.7
311
1,827
25.4
194
0
0
0
0
0
0
8,188
L55367
L
299.6
310.9
1,448
46.3
196
0
0
0
0
0
0
8,189
M23048
M
299.6
310.9
1,530
38.8
198
0
0
0
0
0
0
8,190
L55369
L
299.7
311
1,983
21
201
0
0
0
0
0
0
8,191
M23050
M
299.7
310.9
1,620
37.2
203
0
0
0
0
0
0
8,192
M23051
M
299.6
310.9
1,630
29.8
206
0
0
0
0
0
0
8,193
L55372
L
299.6
310.9
1,229
65.2
209
1
0
0
0
1
0
8,194
L55373
L
299.5
310.8
1,873
22.3
211
0
0
0
0
0
0
8,195
L55374
L
299.4
310.7
1,426
45.7
213
0
0
0
0
0
0
8,196
L55375
L
299.4
310.8
1,376
53.9
215
1
0
0
0
1
0
8,197
L55376
L
299.4
310.8
1,622
33.6
217
0
0
0
0
0
0
8,198
M23057
M
299.4
310.7
1,492
45.7
219
0
0
0
0
0
0
8,199
M23058
M
299.3
310.7
1,374
48.9
222
0
0
0
0
0
0
8,200
L55379
L
299.2
310.7
1,737
27
225
1
1
0
0
0
0