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
8,001
M22860
M
300.8
312
1,443
53.3
151
0
0
0
0
0
0
8,002
L55181
L
300.8
312
1,374
50.2
154
0
0
0
0
0
0
8,003
M22862
M
300.9
312.1
1,851
23
156
0
0
0
0
0
0
8,004
M22863
M
300.8
312
1,274
67.3
159
0
0
0
0
0
0
8,005
L55184
L
300.9
312
1,533
44
162
0
0
0
0
0
0
8,006
L55185
L
300.8
312
1,477
37.3
164
0
0
0
0
0
0
8,007
L55186
L
300.9
312.1
1,462
46
166
0
0
0
0
0
0
8,008
M22867
M
301
312.1
1,664
28.4
168
0
0
0
0
0
0
8,009
L55188
L
300.8
311.9
1,414
41.1
171
0
0
0
0
0
0
8,010
H37423
H
300.9
312
2,129
17.8
173
0
0
0
0
0
0
8,011
L55190
L
300.8
311.8
1,323
61.1
178
0
0
0
0
0
0
8,012
L55191
L
300.8
311.8
1,427
43.3
180
0
0
0
0
0
0
8,013
M22872
M
300.9
312
1,375
56.1
182
0
0
0
0
0
0
8,014
M22873
M
300.9
312
1,402
50.7
185
0
0
0
0
0
0
8,015
L55194
L
300.9
312
1,500
44.2
188
0
0
0
0
0
0
8,016
M22875
M
301
312
1,558
37.5
190
0
0
0
0
0
0
8,017
M22876
M
300.9
312
1,447
41.4
193
0
0
0
0
0
0
8,018
L55197
L
301
312
1,518
39.3
196
0
0
0
0
0
0
8,019
L55198
L
301
311.9
1,889
23.5
198
0
0
0
0
0
0
8,020
L55199
L
301
312.1
1,675
30.7
200
0
0
0
0
0
0
8,021
H37434
H
300.9
312
1,720
27.9
202
0
0
0
0
0
0
8,022
M22881
M
301
312
1,499
34.6
207
0
0
0
0
0
0
8,023
L55202
L
300.9
312
1,441
43.8
210
0
0
0
0
0
0
8,024
H37437
H
300.9
312
1,397
42.7
212
0
0
0
0
0
0
8,025
L55204
L
300.9
312
1,493
38.7
217
0
0
0
0
0
0
8,026
M22885
M
300.8
312
1,422
50.7
219
0
0
0
0
0
0
8,027
L55206
L
300.7
311.9
1,399
50.2
222
1
0
0
0
1
0
8,028
L55207
L
300.6
311.9
1,425
44.9
224
0
0
0
0
0
0
8,029
L55208
L
300.6
311.8
1,501
44.8
226
0
0
0
0
0
0
8,030
M22889
M
300.6
311.9
1,629
35.3
0
0
0
0
0
0
0
8,031
L55210
L
300.6
312
1,490
42.2
3
0
0
0
0
0
0
8,032
L55211
L
300.7
312
1,550
32.4
5
0
0
0
0
0
0
8,033
L55212
L
300.8
312
1,416
46.5
7
0
0
0
0
0
0
8,034
L55213
L
300.7
311.9
1,485
38.8
9
0
0
0
0
0
0
8,035
L55214
L
300.7
311.8
1,564
36.8
11
0
0
0
0
0
0
8,036
L55215
L
300.7
311.7
1,910
19.7
13
0
0
0
0
0
0
8,037
L55216
L
300.7
311.7
1,460
46.1
15
0
0
0
0
0
0
8,038
L55217
L
300.7
311.8
1,603
34.1
17
0
0
0
0
0
0
8,039
L55218
L
300.7
311.8
1,486
47.3
19
0
0
0
0
0
0
8,040
L55219
L
300.8
311.9
1,560
31.8
21
0
0
0
0
0
0
8,041
L55220
L
300.8
311.9
1,498
39.3
23
0
0
0
0
0
0
8,042
H37455
H
300.8
311.9
1,431
48.5
25
0
0
0
0
0
0
8,043
L55222
L
300.8
311.9
1,486
45.1
30
0
0
0
0
0
0
8,044
L55223
L
300.7
311.9
1,486
35.8
32
0
0
0
0
0
0
8,045
L55224
L
300.7
311.8
1,441
38.1
34
0
0
0
0
0
0
8,046
M22905
M
300.7
311.9
1,366
55.1
36
0
0
0
0
0
0
8,047
L55226
L
300.6
311.8
1,471
41.4
39
0
0
0
0
0
0
8,048
L55227
L
300.6
311.9
1,463
38.2
41
0
0
0
0
0
0
8,049
L55228
L
300.6
311.9
1,413
41.3
43
0
0
0
0
0
0
8,050
H37463
H
300.6
311.9
1,604
30.5
45
0
0
0
0
0
0
8,051
L55230
L
300.7
312
1,401
51.1
50
0
0
0
0
0
0
8,052
L55231
L
300.6
311.8
1,652
27.2
52
0
0
0
0
0
0
8,053
L55232
L
300.5
311.9
1,403
45.7
54
0
0
0
0
0
0
8,054
L55233
L
300.5
311.9
1,887
21.7
56
0
0
0
0
0
0
8,055
L55234
L
300.4
311.8
1,405
47.9
58
0
0
0
0
0
0
8,056
H37469
H
300.2
311.6
1,496
41.1
60
0
0
0
0
0
0
8,057
L55236
L
300.1
311.5
1,499
43.4
65
0
0
0
0
0
0
8,058
L55237
L
300.2
311.5
1,549
37.2
67
0
0
0
0
0
0
8,059
L55238
L
300.3
311.6
1,515
44.9
69
0
0
0
0
0
0
8,060
L55239
L
300.2
311.6
1,540
37.7
71
0
0
0
0
0
0
8,061
H37474
H
300.2
311.5
1,426
44.3
73
0
0
0
0
0
0
8,062
M22921
M
300.2
311.6
1,465
41.4
78
0
0
0
0
0
0
8,063
M22922
M
300.3
311.6
1,359
54.1
81
0
0
0
0
0
0
8,064
M22923
M
300.3
311.7
1,551
36.4
84
0
0
0
0
0
0
8,065
L55244
L
300.5
311.8
1,596
34.8
87
0
0
0
0
0
0
8,066
M22925
M
300.5
311.9
1,670
26.3
89
0
0
0
0
0
0
8,067
L55246
L
300.4
311.9
1,868
21.3
92
0
0
0
0
0
0
8,068
M22927
M
300.6
312
1,490
39.8
94
0
0
0
0
0
0
8,069
M22928
M
300.5
311.9
1,676
35.2
97
0
0
0
0
0
0
8,070
M22929
M
300.5
311.9
1,875
22.1
100
0
0
0
0
0
0
8,071
M22930
M
300.5
312
1,867
23
103
0
0
0
0
0
0
8,072
L55251
L
300.5
312
1,646
29.5
106
0
0
0
0
0
0
8,073
H37486
H
300.5
312
1,375
43.2
108
0
0
0
0
0
0
8,074
L55253
L
300.5
312
1,558
36.7
113
0
0
0
0
0
0
8,075
L55254
L
300.4
312
1,631
34.9
115
0
0
0
0
0
0
8,076
L55255
L
300.4
312
1,366
43
117
0
0
0
0
0
0
8,077
L55256
L
300.3
311.8
1,360
48
119
0
0
0
0
0
0
8,078
L55257
L
300.3
311.8
1,547
39.7
121
0
0
0
0
0
0
8,079
L55258
L
300.3
311.7
1,571
31.2
123
0
0
0
0
0
0
8,080
L55259
L
300.2
311.5
1,528
36.1
125
0
0
0
0
0
0
8,081
H37494
H
300.2
311.5
1,432
43.6
127
0
0
0
0
0
0
8,082
L55261
L
300.2
311.6
1,356
53.5
132
0
0
0
0
0
0
8,083
H37496
H
300.1
311.5
1,422
46.2
134
0
0
0
0
0
0
8,084
L55263
L
300.1
311.4
1,438
42.2
139
0
0
0
0
0
0
8,085
L55264
L
300.2
311.4
1,483
44.4
141
0
0
0
0
0
0
8,086
L55265
L
300.2
311.4
1,331
49.8
143
0
0
0
0
0
0
8,087
L55266
L
300.2
311.4
1,463
37.5
145
0
0
0
0
0
0
8,088
L55267
L
300.1
311.4
1,446
40.6
147
0
0
0
0
0
0
8,089
L55268
L
300.1
311.4
1,356
45.7
149
0
0
0
0
0
0
8,090
L55269
L
300.1
311.3
1,676
30.3
151
0
0
0
0
0
0
8,091
L55270
L
300.1
311.4
1,910
23
153
0
0
0
0
0
0
8,092
L55271
L
300.2
311.6
1,375
56.9
155
0
0
0
0
0
0
8,093
M22952
M
300.2
311.6
1,513
40.8
157
0
0
0
0
0
0
8,094
L55273
L
300.2
311.6
1,511
35.7
160
0
0
0
0
0
0
8,095
H37508
H
300.2
311.6
1,662
28.8
162
0
0
0
0
0
0
8,096
L55275
L
300.2
311.7
1,493
48.3
167
0
0
0
0
0
0
8,097
M22956
M
300.2
311.7
1,555
37.4
169
0
0
0
0
0
0
8,098
L55277
L
300.3
311.7
1,452
41.5
172
0
0
0
0
0
0
8,099
L55278
L
300.2
311.6
1,500
39
174
0
0
0
0
0
0
8,100
L55279
L
300.2
311.7
1,603
30.5
176
0
0
0
0
0
0