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
4,001
L51180
L
302.1
311.2
1,422
50.3
146
0
0
0
0
0
0
4,002
H33415
H
302.1
311.2
1,598
37.9
148
0
0
0
0
0
0
4,003
L51182
L
302.1
311.2
1,454
59.2
153
1
0
0
1
0
0
4,004
L51183
L
302.1
311.2
1,519
39.3
155
0
0
0
0
0
0
4,005
L51184
L
302
311.1
1,373
55.7
157
0
0
0
0
0
0
4,006
M18865
M
302
311.1
1,406
48.8
159
0
0
0
0
0
0
4,007
L51186
L
302.1
311.2
1,492
45
162
0
0
0
0
0
0
4,008
L51187
L
302.1
311.2
1,369
50.8
164
0
0
0
0
0
0
4,009
M18868
M
302.2
311.2
1,471
41.9
166
0
0
0
0
0
0
4,010
L51189
L
302.2
311.2
1,630
36
169
0
0
0
0
0
0
4,011
M18870
M
302.1
311.1
1,605
37.6
171
0
0
0
0
0
0
4,012
L51191
L
302.2
311.1
1,447
52.1
174
0
0
0
0
0
0
4,013
M18872
M
302.2
311.2
1,360
52.8
176
0
0
0
0
0
0
4,014
M18873
M
302.2
311.1
1,728
34
179
0
0
0
0
0
0
4,015
L51194
L
302.1
311
1,740
30.8
182
0
0
0
0
0
0
4,016
L51195
L
302.1
310.9
1,477
41.4
184
0
0
0
0
0
0
4,017
L51196
L
302.1
310.9
1,658
30.3
186
0
0
0
0
0
0
4,018
L51197
L
302
310.8
1,902
23.4
188
0
0
0
0
0
0
4,019
M18878
M
302
310.8
1,783
23.1
190
0
0
0
0
0
0
4,020
M18879
M
302
310.9
1,558
45.3
193
0
0
0
0
0
0
4,021
L51200
L
302.1
311
1,351
49.5
196
0
0
0
0
0
0
4,022
H33435
H
302.1
310.9
1,452
42.5
198
0
0
0
0
0
0
4,023
L51202
L
302.1
310.9
1,666
30.7
203
0
0
0
0
0
0
4,024
L51203
L
302.1
311
1,364
50
205
0
0
0
0
0
0
4,025
M18884
M
302.1
311
1,351
60.3
207
1
0
0
0
1
0
4,026
H33439
H
302.1
311
1,729
26.1
210
0
0
0
0
0
0
4,027
M18886
M
302.1
311
1,574
34.1
215
0
0
0
0
0
0
4,028
L51207
L
302
311
1,566
37.8
218
0
0
0
0
0
0
4,029
L51208
L
302
310.9
1,455
43.2
220
0
0
0
0
0
0
4,030
H33443
H
302
310.9
1,679
29
222
0
0
0
0
0
0
4,031
L51210
L
302
310.8
2,143
17.3
227
0
0
0
0
0
0
4,032
L51211
L
302
310.8
1,447
42.7
229
0
0
0
0
0
0
4,033
L51212
L
302
310.8
1,383
50.3
231
1
0
0
0
1
0
4,034
L51213
L
302.1
310.8
1,772
27.1
233
0
0
0
0
0
0
4,035
L51214
L
302
310.8
1,615
29
235
1
1
0
0
0
0
4,036
L51215
L
302
310.8
1,454
36.6
0
0
0
0
0
0
0
4,037
L51216
L
302
310.8
1,445
49.1
2
0
0
0
0
0
0
4,038
M18897
M
302
310.8
1,609
35.2
4
0
0
0
0
0
0
4,039
L51218
L
302
310.9
1,546
34.4
7
0
0
0
0
0
0
4,040
L51219
L
301.9
310.8
1,567
39.3
9
0
0
0
0
0
0
4,041
L51220
L
302
310.8
1,767
27.4
11
0
0
0
0
0
0
4,042
L51221
L
302
310.9
1,539
34.2
13
0
0
0
0
0
0
4,043
L51222
L
302
310.9
1,564
39
15
0
0
0
0
0
0
4,044
M18903
M
302
310.8
1,445
46.3
17
0
0
0
0
0
0
4,045
M18904
M
301.9
310.9
1,419
47.7
20
1
0
0
0
0
0
4,046
M18905
M
301.8
310.9
1,881
20.9
23
0
0
0
0
0
0
4,047
M18906
M
301.9
310.9
1,421
46.2
26
0
0
0
0
0
0
4,048
L51227
L
301.9
311
1,455
46
29
0
0
0
0
0
0
4,049
L51228
L
301.9
311
2,691
12.1
31
1
0
0
1
0
0
4,050
L51229
L
301.8
310.8
1,505
41.2
33
0
0
0
0
0
0
4,051
L51230
L
301.8
310.8
1,456
46.6
35
0
0
0
0
0
0
4,052
L51231
L
301.8
310.8
1,383
46.4
37
0
0
0
0
0
0
4,053
M18912
M
301.9
310.8
1,563
39.2
39
0
0
0
0
0
0
4,054
M18913
M
301.9
310.9
2,305
16.1
42
0
0
0
0
0
0
4,055
M18914
M
301.9
310.9
1,456
43.6
45
0
0
0
0
0
0
4,056
L51235
L
302
311
1,865
22.7
48
0
0
0
0
0
0
4,057
L51236
L
301.9
310.9
1,597
36.9
50
0
0
0
0
0
0
4,058
L51237
L
302
310.9
1,495
38.6
52
0
0
0
0
0
0
4,059
M18918
M
302
310.9
1,456
47.2
54
0
0
0
0
0
0
4,060
L51239
L
301.9
310.8
1,465
44.3
57
0
0
0
0
0
0
4,061
M18920
M
302
310.9
1,352
55.5
59
0
0
0
0
0
0
4,062
L51241
L
301.9
310.8
1,906
21.7
62
0
0
0
0
0
0
4,063
L51242
L
302
310.9
1,446
44
64
0
0
0
0
0
0
4,064
L51243
L
302
310.8
1,948
19.7
66
0
0
0
0
0
0
4,065
L51244
L
301.9
310.7
1,480
47.1
68
0
0
0
0
0
0
4,066
M18925
M
301.9
310.7
1,511
37.6
70
0
0
0
0
0
0
4,067
M18926
M
301.9
310.7
1,472
47
73
0
0
0
0
0
0
4,068
L51247
L
301.9
310.7
1,429
51
76
0
0
0
0
0
0
4,069
L51248
L
301.9
310.7
1,405
48.8
78
0
0
0
0
0
0
4,070
M18929
M
301.9
310.7
1,405
47.9
80
0
0
0
0
0
0
4,071
L51250
L
302
310.7
1,348
58.1
83
0
0
0
0
0
0
4,072
L51251
L
301.9
310.6
1,331
68.6
85
1
0
0
1
0
0
4,073
L51252
L
301.9
310.6
1,610
33.4
87
0
0
0
0
0
0
4,074
M18933
M
301.9
310.6
1,412
46.5
89
0
0
0
0
0
0
4,075
L51254
L
302
310.7
1,453
42.7
92
0
0
0
0
0
0
4,076
L51255
L
302
310.6
1,583
38.9
94
0
0
0
0
0
0
4,077
M18936
M
302
310.6
1,539
37.4
96
0
0
0
0
0
0
4,078
L51257
L
302
310.5
1,635
39.8
99
0
0
0
0
0
0
4,079
H33492
H
302.1
310.7
1,294
62.4
101
1
0
1
0
0
0
4,080
L51259
L
302
310.5
1,978
22
106
0
0
0
0
0
0
4,081
L51260
L
302
310.4
1,357
58
108
1
0
1
0
0
0
4,082
L51261
L
302
310.4
1,336
58.2
110
1
0
1
0
0
0
4,083
L51262
L
302
310.4
1,568
39.2
112
0
0
0
0
0
0
4,084
M18943
M
302
310.4
1,567
36.4
114
0
0
0
0
0
0
4,085
L51264
L
302
310.4
1,611
35.6
117
0
0
0
0
0
0
4,086
H33499
H
302
310.5
1,841
23.6
119
0
0
0
0
0
0
4,087
L51266
L
302
310.5
1,567
36.1
124
0
0
0
0
0
0
4,088
L51267
L
301.9
310.4
1,376
54.9
126
1
0
1
0
0
0
4,089
L51268
L
301.9
310.5
1,477
42.4
128
0
0
0
0
0
0
4,090
M18949
M
301.9
310.5
1,590
40.3
130
0
0
0
0
0
0
4,091
L51270
L
302
310.5
2,197
15.8
133
0
0
0
0
0
0
4,092
M18951
M
302
310.4
1,595
32.9
135
0
0
0
0
0
0
4,093
H33506
H
302
310.5
1,812
24.4
138
0
0
0
0
0
0
4,094
M18953
M
302
310.5
1,573
32.1
143
0
0
0
0
0
0
4,095
L51274
L
302
310.5
1,651
30.9
146
0
0
0
0
0
0
4,096
H33509
H
302
310.5
1,459
43.2
148
0
0
0
0
0
0
4,097
L51276
L
301.9
310.4
1,370
51.7
153
1
0
1
0
0
0
4,098
L51277
L
301.9
310.4
1,518
34.1
155
0
0
0
0
0
0
4,099
L51278
L
302
310.3
1,648
29.6
157
0
0
0
0
0
0
4,100
L51279
L
302
310.4
1,464
47.2
159
0
0
0
0
0
0