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
7,101
L54280
L
300.7
310.2
1,569
32.8
31
0
0
0
0
0
0
7,102
L54281
L
300.8
310.2
1,850
22.8
33
0
0
0
0
0
0
7,103
M21962
M
300.8
310.3
1,494
42.2
35
0
0
0
0
0
0
7,104
H36517
H
300.8
310.3
1,777
30.1
38
0
0
0
0
0
0
7,105
L54284
L
300.9
310.4
1,454
43.1
43
0
0
0
0
0
0
7,106
L54285
L
300.9
310.4
1,536
34.2
45
0
0
0
0
0
0
7,107
L54286
L
300.8
310.5
1,482
39
47
0
0
0
0
0
0
7,108
H36521
H
300.9
310.5
1,512
41.2
49
0
0
0
0
0
0
7,109
M21968
M
300.8
310.5
1,511
35.8
54
0
0
0
0
0
0
7,110
L54289
L
300.9
310.5
1,599
40.5
57
0
0
0
0
0
0
7,111
M21970
M
300.8
310.4
1,518
36
59
0
0
0
0
0
0
7,112
M21971
M
300.8
310.4
1,450
39.4
62
0
0
0
0
0
0
7,113
L54292
L
300.9
310.4
1,427
47
65
0
0
0
0
0
0
7,114
L54293
L
300.9
310.4
1,561
32.7
67
0
0
0
0
0
0
7,115
H36528
H
300.9
310.4
1,457
43.8
69
0
0
0
0
0
0
7,116
M21975
M
301
310.6
1,460
53.6
74
0
0
0
0
0
0
7,117
L54296
L
301
310.5
1,601
33.2
77
0
0
0
0
0
0
7,118
L54297
L
300.9
310.5
1,570
40.1
79
0
0
0
0
0
0
7,119
L54298
L
300.9
310.5
1,565
35.9
81
0
0
0
0
0
0
7,120
L54299
L
301
310.5
1,378
44.4
83
0
0
0
0
0
0
7,121
L54300
L
300.9
310.5
2,288
16.1
85
0
0
0
0
0
0
7,122
M21981
M
300.9
310.4
1,375
44.7
87
0
0
0
0
0
0
7,123
L54302
L
300.9
310.4
1,788
27.8
90
0
0
0
0
0
0
7,124
M21983
M
300.9
310.4
1,576
40.4
92
0
0
0
0
0
0
7,125
M21984
M
300.8
310.3
1,868
24.5
95
0
0
0
0
0
0
7,126
L54305
L
300.7
310.1
1,261
56.6
98
0
0
0
0
0
0
7,127
M21986
M
300.6
310
1,542
33.9
100
0
0
0
0
0
0
7,128
L54307
L
300.6
310
1,438
53.8
103
0
0
0
0
0
0
7,129
L54308
L
300.6
310
1,511
36.9
105
0
0
0
0
0
0
7,130
L54309
L
300.6
310
1,635
31
107
0
0
0
0
0
0
7,131
L54310
L
300.6
309.9
1,428
48.8
109
0
0
0
0
0
0
7,132
M21991
M
300.5
309.8
1,410
44.4
111
0
0
0
0
0
0
7,133
L54312
L
300.5
309.9
1,423
47.9
114
0
0
0
0
0
0
7,134
M21993
M
300.5
309.9
1,552
41.3
116
0
0
0
0
0
0
7,135
M21994
M
300.5
310
1,406
50.2
119
0
0
0
0
0
0
7,136
L54315
L
300.5
309.9
1,443
48.3
122
0
0
0
0
0
0
7,137
M21996
M
300.5
309.9
1,343
63.7
124
0
0
0
0
0
0
7,138
M21997
M
300.6
310
1,486
41.2
127
0
0
0
0
0
0
7,139
L54318
L
300.6
310.1
1,297
50
130
0
0
0
0
0
0
7,140
L54319
L
300.6
310.1
1,495
42.3
132
0
0
0
0
0
0
7,141
L54320
L
300.5
309.9
1,382
46.5
134
0
0
0
0
0
0
7,142
M22001
M
300.4
309.8
1,356
44.4
136
0
0
0
0
0
0
7,143
H36556
H
300.3
309.7
1,452
41.5
139
0
0
0
0
0
0
7,144
H36557
H
300.3
309.7
1,582
30.8
144
0
0
0
0
0
0
7,145
M22004
M
300.4
309.8
1,517
40.3
149
0
0
0
0
0
0
7,146
L54325
L
300.5
310
1,413
44.5
152
0
0
0
0
0
0
7,147
L54326
L
300.4
309.9
1,496
31.8
154
0
0
0
0
0
0
7,148
L54327
L
300.3
309.8
1,466
41.2
156
0
0
0
0
0
0
7,149
M22008
M
300.3
309.8
1,617
40.8
158
0
0
0
0
0
0
7,150
L54329
L
300.2
309.8
1,506
41.8
161
0
0
0
0
0
0
7,151
L54330
L
300.2
309.8
1,401
49.3
163
0
0
0
0
0
0
7,152
H36565
H
300.2
309.9
1,906
22.9
165
0
0
0
0
0
0
7,153
L54332
L
300.2
309.9
1,566
36.4
170
0
0
0
0
0
0
7,154
L54333
L
300.2
310
1,493
47.3
172
0
0
0
0
0
0
7,155
L54334
L
300.3
310.1
1,483
39.9
174
0
0
0
0
0
0
7,156
M22015
M
300.2
309.9
1,569
31.2
176
0
0
0
0
0
0
7,157
M22016
M
300.2
310
1,664
30.7
179
0
0
0
0
0
0
7,158
L54337
L
300.2
310
1,486
40.1
182
0
0
0
0
0
0
7,159
L54338
L
300.2
310
1,389
53.6
184
0
0
0
0
0
0
7,160
L54339
L
300.1
310
1,511
41.7
186
0
0
0
0
0
0
7,161
M22020
M
300.2
310.1
1,485
40.5
188
0
0
0
0
0
0
7,162
L54341
L
300.2
310.2
1,440
42.9
191
0
0
0
0
0
0
7,163
L54342
L
300.2
310.2
1,378
43.9
193
0
0
0
0
0
0
7,164
M22023
M
300.1
310.1
1,501
39.3
195
0
0
0
0
0
0
7,165
M22024
M
300.2
310.1
1,474
44
198
0
0
0
0
0
0
7,166
L54345
L
300.2
310.1
1,392
47.9
201
0
0
0
0
0
0
7,167
M22026
M
300.3
310.2
1,429
44.7
203
0
0
0
0
0
0
7,168
L54347
L
300.3
310.3
1,362
60.3
206
1
0
0
0
1
0
7,169
L54348
L
300.3
310.3
1,704
29.5
0
0
0
0
0
0
0
7,170
L54349
L
300.3
310.2
1,492
52.3
2
0
0
0
0
0
0
7,171
M22030
M
300.3
310.2
1,442
39.5
4
0
0
0
0
0
0
7,172
M22031
M
300.2
310.2
1,438
51.5
7
0
0
0
0
0
0
7,173
M22032
M
300.1
310.1
1,402
46.6
10
0
0
0
0
0
0
7,174
L54353
L
300.1
310.1
1,684
30.8
13
0
0
0
0
0
0
7,175
L54354
L
300.2
310.2
1,530
48.5
15
0
0
0
0
0
0
7,176
L54355
L
300.1
310.1
1,569
43.5
17
0
0
0
0
0
0
7,177
L54356
L
300.1
310.1
1,650
31.6
19
0
0
0
0
0
0
7,178
L54357
L
300.2
310.2
1,415
49.6
21
0
0
0
0
0
0
7,179
L54358
L
300.2
310.2
1,600
31.5
23
0
0
0
0
0
0
7,180
L54359
L
300.2
310.1
1,523
42.3
25
0
0
0
0
0
0
7,181
M22040
M
300.2
310.2
1,628
30.3
27
0
0
0
0
0
0
7,182
L54361
L
300.2
310.3
1,331
52.1
30
0
0
0
0
0
0
7,183
L54362
L
300.3
310.3
2,158
16.8
32
0
0
0
0
0
0
7,184
L54363
L
300.2
310.3
1,445
50.9
34
0
0
0
0
0
0
7,185
M22044
M
300.2
310.3
1,593
36.1
36
0
0
0
0
0
0
7,186
L54365
L
300.3
310.4
1,672
29.2
39
0
0
0
0
0
0
7,187
M22046
M
300.4
310.5
1,644
31.4
41
0
0
0
0
0
0
7,188
L54367
L
300.4
310.5
1,402
54.3
44
0
0
0
0
0
0
7,189
L54368
L
300.4
310.4
1,286
56.8
46
0
0
0
0
0
0
7,190
L54369
L
300.4
310.4
1,486
46.3
48
0
0
0
0
0
0
7,191
L54370
L
300.3
310.3
1,345
46.3
50
0
0
0
0
0
0
7,192
L54371
L
300.3
310.3
1,629
34.1
52
0
0
0
0
0
0
7,193
M22052
M
300.2
310.2
1,429
43.8
54
0
0
0
0
0
0
7,194
L54373
L
300.1
310.1
1,306
64.7
57
0
0
0
0
0
0
7,195
L54374
L
300.1
310.1
1,380
52.6
59
0
0
0
0
0
0
7,196
M22055
M
300.1
310.1
1,443
49.3
61
0
0
0
0
0
0
7,197
H36610
H
300.1
310.1
1,426
42.7
64
0
0
0
0
0
0
7,198
L54377
L
300
310
1,486
41.8
69
0
0
0
0
0
0
7,199
M22058
M
300
309.9
1,530
34.5
71
0
0
0
0
0
0
7,200
L54379
L
300
309.9
1,507
41.4
74
0
0
0
0
0
0