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
9,001
L56180
L
297
307.9
1,493
46.1
173
0
0
0
0
0
0
9,002
L56181
L
297
307.8
1,500
39.9
175
0
0
0
0
0
0
9,003
L56182
L
297.1
307.8
1,477
36.6
177
0
0
0
0
0
0
9,004
L56183
L
297.1
307.9
1,342
49.1
179
0
0
0
0
0
0
9,005
M23864
M
297.1
307.8
1,538
34.3
181
0
0
0
0
0
0
9,006
L56185
L
297.2
307.9
1,337
58.1
184
0
0
0
0
0
0
9,007
L56186
L
297.3
307.9
1,417
41.8
186
0
0
0
0
0
0
9,008
L56187
L
297.4
308
1,383
46.2
188
0
0
0
0
0
0
9,009
M23868
M
297.4
308
1,440
42.4
190
0
0
0
0
0
0
9,010
L56189
L
297.3
307.9
1,579
34.4
193
0
0
0
0
0
0
9,011
L56190
L
297.2
307.9
1,441
40
195
0
0
0
0
0
0
9,012
M23871
M
297.2
307.9
1,530
35.9
197
0
0
0
0
0
0
9,013
L56192
L
297.2
308
1,705
26
200
0
0
0
0
0
0
9,014
H38427
H
297.2
308
1,435
43
202
0
0
0
0
0
0
9,015
M23874
M
297.2
308.1
1,340
61.3
207
1
0
0
0
1
0
9,016
L56195
L
297.2
308.1
1,431
49.7
210
1
0
0
0
0
0
9,017
L56196
L
297.3
308.2
1,396
52.7
212
1
0
0
0
1
0
9,018
M23877
M
297.3
308.1
1,369
52
214
0
0
0
0
0
0
9,019
L56198
L
297.3
308.1
1,615
35.4
217
1
1
0
0
0
0
9,020
L56199
L
297.2
308.1
1,662
31.3
0
0
0
0
0
0
0
9,021
L56200
L
297.3
308.2
1,553
33.5
2
0
0
0
0
0
0
9,022
M23881
M
297.4
308.2
1,536
34.6
4
0
0
0
0
0
0
9,023
L56202
L
297.4
308.3
1,548
46.6
7
0
0
0
0
0
0
9,024
L56203
L
297.4
308.3
1,706
30.9
9
0
0
0
0
0
0
9,025
L56204
L
297.4
308.3
1,366
45.5
11
0
0
0
0
0
0
9,026
L56205
L
297.5
308.4
1,440
35.9
13
0
0
0
0
0
0
9,027
M23886
M
297.5
308.4
1,685
28.1
15
0
0
0
0
0
0
9,028
M23887
M
297.4
308.3
1,444
44
18
0
0
0
0
0
0
9,029
L56208
L
297.4
308.3
1,395
48.7
21
0
0
0
0
0
0
9,030
L56209
L
297.4
308.3
1,483
38.8
23
0
0
0
0
0
0
9,031
M23890
M
297.5
308.4
1,403
44.3
25
0
0
0
0
0
0
9,032
H38445
H
297.5
308.4
1,793
23.9
28
0
0
0
0
0
0
9,033
L56212
L
297.4
308.3
1,723
28.8
33
0
0
0
0
0
0
9,034
L56213
L
297.4
308.2
1,386
41
35
0
0
0
0
0
0
9,035
H38448
H
297.4
308.2
1,585
46.2
37
0
0
0
0
0
0
9,036
M23895
M
297.3
308.1
1,731
27.7
42
0
0
0
0
0
0
9,037
L56216
L
297.3
308.3
1,519
37.7
45
0
0
0
0
0
0
9,038
L56217
L
297.3
308.2
1,896
24.4
47
0
0
0
0
0
0
9,039
L56218
L
297.3
308.3
2,358
14.9
49
0
0
0
0
0
0
9,040
M23899
M
297.3
308.3
1,341
51.9
51
0
0
0
0
0
0
9,041
L56220
L
297.3
308.3
1,550
37
54
0
0
0
0
0
0
9,042
L56221
L
297.3
308.3
1,309
61.5
56
0
0
0
0
0
0
9,043
M23902
M
297.3
308.4
1,599
32.9
58
0
0
0
0
0
0
9,044
L56223
L
297.4
308.4
1,343
40
61
0
0
0
0
0
0
9,045
L56224
L
297.4
308.4
1,378
39.9
63
0
0
0
0
0
0
9,046
L56225
L
297.4
308.4
1,603
34.6
65
0
0
0
0
0
0
9,047
L56226
L
297.4
308.4
1,664
28.1
67
0
0
0
0
0
0
9,048
L56227
L
297.3
308.4
1,488
37.4
69
0
0
0
0
0
0
9,049
M23908
M
297.3
308.4
1,370
50.5
71
0
0
0
0
0
0
9,050
L56229
L
297.3
308.5
1,545
34.3
74
0
0
0
0
0
0
9,051
M23910
M
297.4
308.5
1,566
31.4
76
0
0
0
0
0
0
9,052
L56231
L
297.4
308.6
1,820
24.6
79
0
0
0
0
0
0
9,053
M23912
M
297.4
308.6
1,901
22.1
81
0
0
0
0
0
0
9,054
M23913
M
297.4
308.5
1,638
32.2
84
0
0
0
0
0
0
9,055
M23914
M
297.3
308.4
1,521
38.2
87
0
0
0
0
0
0
9,056
H38469
H
297.3
308.4
1,864
23.1
90
0
0
0
0
0
0
9,057
L56236
L
297.3
308.3
1,430
41.9
95
0
0
0
0
0
0
9,058
M23917
M
297.3
308.4
1,686
34.5
97
0
0
0
0
0
0
9,059
M23918
M
297.2
308.3
1,326
57.2
100
0
0
0
0
0
0
9,060
L56239
L
297.2
308.3
1,805
25.6
103
0
0
0
0
0
0
9,061
H38474
H
297.2
308.3
1,453
45.8
105
0
0
0
0
0
0
9,062
M23921
M
297.2
308.4
1,863
26
110
0
0
0
0
0
0
9,063
L56242
L
297.2
308.3
1,576
35.3
113
0
0
0
0
0
0
9,064
L56243
L
297.2
308.3
1,419
39.7
115
0
0
0
0
0
0
9,065
L56244
L
297.2
308.4
1,833
25.2
117
0
0
0
0
0
0
9,066
H38479
H
297.2
308.4
2,182
17.3
119
0
0
0
0
0
0
9,067
L56246
L
297.2
308.3
1,656
30.3
124
0
0
0
0
0
0
9,068
L56247
L
297.1
308.2
1,351
56.6
126
0
0
0
0
0
0
9,069
H38482
H
297.1
308.2
1,790
30.3
128
0
0
0
0
0
0
9,070
M23929
M
297.2
308.2
1,678
28.1
133
0
0
0
0
0
0
9,071
L56250
L
297.1
308.2
1,427
45.2
136
0
0
0
0
0
0
9,072
L56251
L
297
308.1
1,429
54
138
0
0
0
0
0
0
9,073
H38486
H
297.2
308.1
1,770
27.2
140
0
0
0
0
0
0
9,074
L56253
L
297.2
308.1
1,689
31.2
145
0
0
0
0
0
0
9,075
M23934
M
297.2
308.1
1,554
41.3
147
0
0
0
0
0
0
9,076
L56255
L
297.3
308.1
1,506
36
150
0
0
0
0
0
0
9,077
L56256
L
297.2
308.1
1,474
44.3
152
0
0
0
0
0
0
9,078
L56257
L
297.3
308.1
1,762
26.1
154
0
0
0
0
0
0
9,079
L56258
L
297.3
308.1
1,566
35.7
156
0
0
0
0
0
0
9,080
H38493
H
297.3
308.1
1,554
42.4
158
0
0
0
0
0
0
9,081
L56260
L
297.2
308
1,869
25.4
163
0
0
0
0
0
0
9,082
L56261
L
297.3
308
1,527
35.1
165
0
0
0
0
0
0
9,083
L56262
L
297.2
307.9
1,309
49.6
167
0
0
0
0
0
0
9,084
M23943
M
297.2
307.9
1,541
35.7
169
0
0
0
0
0
0
9,085
L56264
L
297.2
307.9
1,326
75.4
172
1
0
0
1
1
0
9,086
H38499
H
297.1
307.9
1,365
54
174
0
0
0
0
0
0
9,087
L56266
L
297.1
307.8
1,428
43.7
179
0
0
0
0
0
0
9,088
L56267
L
297.1
307.8
1,681
27.6
181
0
0
0
0
0
0
9,089
M23948
M
297.1
307.9
1,662
26.9
183
0
0
0
0
0
0
9,090
L56269
L
297.2
307.9
1,989
20.3
186
0
0
0
0
0
0
9,091
M23950
M
297.2
307.9
1,747
29
188
0
0
0
0
0
0
9,092
M23951
M
297.2
308
1,765
31.1
191
0
0
0
0
0
0
9,093
L56272
L
297.3
308.1
1,568
34.4
194
0
0
0
0
0
0
9,094
M23953
M
297.3
308.1
1,709
30.6
196
0
0
0
0
0
0
9,095
M23954
M
297.3
308.1
1,370
58.8
199
0
0
0
0
0
0
9,096
L56275
L
297.3
308.1
1,458
45.7
202
0
0
0
0
0
0
9,097
L56276
L
297.2
308.1
1,712
30.9
204
0
0
0
0
0
0
9,098
L56277
L
297.3
308.1
1,642
36.9
206
0
0
0
0
0
0
9,099
L56278
L
297.3
308.1
1,468
49.8
0
0
0
0
0
0
0
9,100
H38513
H
297.3
308.1
1,477
52.3
2
0
0
0
0
0
0