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
101
L47280
L
298.8
308.9
1,852
25
57
0
0
0
0
0
0
102
L47281
L
298.8
308.8
1,991
20.7
59
0
0
0
0
0
0
103
L47282
L
298.8
308.8
1,555
40.6
61
0
0
0
0
0
0
104
M14963
M
298.8
308.8
1,441
40.5
63
0
0
0
0
0
0
105
L47284
L
298.8
308.7
1,450
43.4
66
0
0
0
0
0
0
106
L47285
L
298.8
308.7
1,591
31.1
68
0
0
0
0
0
0
107
L47286
L
298.8
308.7
1,445
48.5
70
0
0
0
0
0
0
108
M14967
M
298.8
308.8
1,497
46.8
72
0
0
0
0
0
0
109
H29522
H
298.9
308.8
1,621
32.7
75
0
0
0
0
0
0
110
L47289
L
298.9
308.7
1,572
34.1
80
0
0
0
0
0
0
111
L47290
L
298.8
308.6
1,872
22.5
82
0
0
0
0
0
0
112
H29525
H
298.7
308.6
1,499
43.5
84
0
0
0
0
0
0
113
M14972
M
298.8
308.7
1,498
39.5
89
0
0
0
0
0
0
114
M14973
M
298.8
308.6
1,486
41.9
92
0
0
0
0
0
0
115
L47294
L
298.8
308.6
1,680
29.4
95
0
0
0
0
0
0
116
L47295
L
298.8
308.6
1,431
45.7
97
0
0
0
0
0
0
117
L47296
L
298.9
308.7
1,564
34.1
99
0
0
0
0
0
0
118
L47297
L
298.8
308.6
1,599
33
101
0
0
0
0
0
0
119
M14978
M
298.8
308.6
1,707
28.1
103
0
0
0
0
0
0
120
L47299
L
298.7
308.5
1,467
40.7
106
0
0
0
0
0
0
121
L47300
L
298.9
308.7
1,433
44.7
108
0
0
0
0
0
0
122
L47301
L
298.9
308.7
1,558
41.2
110
0
0
0
0
0
0
123
L47302
L
299
308.8
1,310
50.7
112
0
0
0
0
0
0
124
L47303
L
298.9
308.7
1,546
43.4
114
0
0
0
0
0
0
125
L47304
L
298.9
308.7
1,727
29.4
116
0
0
0
0
0
0
126
L47305
L
298.9
308.6
1,560
32.2
118
0
0
0
0
0
0
127
L47306
L
299
308.6
1,329
60.5
120
0
0
0
0
0
0
128
L47307
L
298.9
308.6
1,413
46.5
122
0
0
0
0
0
0
129
L47308
L
299
308.6
1,587
38.6
124
0
0
0
0
0
0
130
L47309
L
298.9
308.5
1,559
34.3
126
0
0
0
0
0
0
131
L47310
L
298.8
308.4
1,473
41.1
128
0
0
0
0
0
0
132
L47311
L
298.8
308.4
1,737
27.7
130
0
0
0
0
0
0
133
M14992
M
298.7
308.4
1,441
43.2
132
0
0
0
0
0
0
134
M14993
M
298.7
308.4
1,430
49.6
135
0
0
0
0
0
0
135
L47314
L
298.8
308.4
1,369
53
138
0
0
0
0
0
0
136
M14995
M
298.8
308.5
1,711
28.5
140
0
0
0
0
0
0
137
H29550
H
298.7
308.5
1,420
45.7
143
0
0
0
0
0
0
138
L47317
L
298.7
308.6
1,297
55.3
148
0
0
0
0
0
0
139
H29552
H
298.8
308.6
1,449
49.4
150
0
0
0
0
0
0
140
L47319
L
298.8
308.6
1,268
55.8
155
0
0
0
0
0
0
141
L47320
L
298.8
308.6
1,511
36.1
157
0
0
0
0
0
0
142
L47321
L
298.7
308.5
1,544
35.2
159
0
0
0
0
0
0
143
M15002
M
298.6
308.4
1,778
28.2
161
0
0
0
0
0
0
144
H29557
H
298.6
308.4
1,407
50.5
164
0
0
0
0
0
0
145
M15004
M
298.6
308.4
1,391
42.4
169
0
0
0
0
0
0
146
L47325
L
298.5
308.4
1,513
33.6
172
0
0
0
0
0
0
147
H29560
H
298.5
308.4
1,612
36.1
174
0
0
0
0
0
0
148
L47327
L
298.4
308.4
1,515
40.1
179
0
0
0
0
0
0
149
M15008
M
298.3
308.3
1,379
48
181
0
0
0
0
0
0
150
L47329
L
298.4
308.3
1,473
39.9
184
0
0
0
0
0
0
151
L47330
L
298.4
308.3
1,422
42.7
186
0
0
0
0
0
0
152
M15011
M
298.4
308.2
1,463
37.6
188
0
0
0
0
0
0
153
M15012
M
298.4
308.2
1,584
41
191
0
0
0
0
0
0
154
L47333
L
298.4
308.2
1,850
27
194
0
0
0
0
0
0
155
L47334
L
298.4
308.2
1,528
36.2
196
0
0
0
0
0
0
156
H29569
H
298.4
308.2
1,987
19.8
198
0
0
0
0
0
0
157
M15016
M
298.4
308.1
1,495
46
203
0
0
0
0
0
0
158
H29571
H
298.4
308.2
1,478
43.5
206
0
0
0
0
0
0
159
M15018
M
298.4
308.2
1,499
40
211
0
0
0
0
0
0
160
L47339
L
298.4
308.2
1,471
47
214
0
0
0
0
0
0
161
L47340
L
298.4
308.2
1,282
60.7
216
1
0
0
0
1
0
162
L47341
L
298.3
308.1
1,412
52.3
218
1
0
0
0
1
0
163
L47342
L
298.3
308.1
1,586
35.5
0
0
0
0
0
0
0
164
M15023
M
298.4
308.2
1,468
43.8
2
0
0
0
0
0
0
165
M15024
M
298.5
308.3
1,440
43.6
5
0
0
0
0
0
0
166
L47345
L
298.5
308.4
1,733
26
8
0
0
0
0
0
0
167
H29580
H
298.4
308.2
1,612
32.6
10
0
0
0
0
0
0
168
H29581
H
298.4
308.3
1,458
42.9
15
0
0
0
0
0
0
169
L47348
L
298.4
308.3
1,433
62.3
20
1
0
0
1
0
0
170
L47349
L
298.4
308.3
1,318
59.1
22
0
0
0
0
0
0
171
M15030
M
298.4
308.2
1,610
35
24
0
0
0
0
0
0
172
L47351
L
298.2
308.1
1,462
50.8
27
0
0
0
0
0
0
173
M15032
M
298.1
308
1,924
20.8
29
0
0
0
0
0
0
174
M15033
M
298.2
308
1,591
33.7
32
0
0
0
0
0
0
175
L47354
L
298.2
308.1
1,306
58.3
35
0
0
0
0
0
0
176
L47355
L
298.2
308.1
1,382
43.5
37
0
0
0
0
0
0
177
L47356
L
298.2
308.1
1,618
34.7
39
0
0
0
0
0
0
178
L47357
L
298.2
308.2
1,988
21.4
41
0
0
0
0
0
0
179
L47358
L
298.2
308.2
1,436
50.2
43
0
0
0
0
0
0
180
L47359
L
298.2
308.3
1,304
49.8
45
0
0
0
0
0
0
181
L47360
L
298.2
308.3
1,475
49.9
47
0
0
0
0
0
0
182
H29595
H
298.2
308.3
1,824
24.2
49
0
0
0
0
0
0
183
M15042
M
298.1
308.2
1,342
48.1
54
0
0
0
0
0
0
184
L47363
L
298.1
308.2
1,485
40.7
57
0
0
0
0
0
0
185
L47364
L
298.2
308.2
1,667
30.6
59
0
0
0
0
0
0
186
L47365
L
298.2
308.2
1,446
38.2
61
0
0
0
0
0
0
187
L47366
L
298.1
308.3
1,301
56
63
0
0
0
0
0
0
188
L47367
L
298.2
308.4
1,379
43.1
65
0
0
0
0
0
0
189
L47368
L
298.3
308.5
1,606
33.6
67
0
0
0
0
0
0
190
M15049
M
298.3
308.4
1,539
43.4
69
0
0
0
0
0
0
191
L47370
L
298.2
308.4
1,477
49.9
72
0
0
0
0
0
0
192
L47371
L
298.2
308.4
1,666
34.6
74
0
0
0
0
0
0
193
H29606
H
298.2
308.4
1,398
51.8
76
0
0
0
0
0
0
194
H29607
H
298.2
308.4
1,678
34.6
81
0
0
0
0
0
0
195
M15054
M
298.2
308.5
2,678
10.7
86
1
0
0
1
0
0
196
L47375
L
298.3
308.5
1,453
42.9
89
0
0
0
0
0
0
197
H29610
H
298.3
308.6
1,432
49.5
91
0
0
0
0
0
0
198
M15057
M
298.4
308.6
1,527
40.9
96
0
0
0
0
0
0
199
L47378
L
298.4
308.7
1,588
35
99
0
0
0
0
0
0
200
L47379
L
298.4
308.6
1,433
47.1
101
0
0
0
0
0
0