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
1,001
L48180
L
296.3
307.1
1,654
29.6
188
0
0
0
0
0
0
1,002
L48181
L
296.3
307.1
1,662
32.9
190
0
0
0
0
0
0
1,003
L48182
L
296.3
307.2
1,646
35
192
0
0
0
0
0
0
1,004
L48183
L
296.2
307.1
1,444
46.7
194
0
0
0
0
0
0
1,005
H30418
H
296.3
307.2
1,424
42
196
0
0
0
0
0
0
1,006
L48185
L
296.2
307.2
1,382
52
201
0
0
0
0
0
0
1,007
L48186
L
296.2
307.1
1,413
53.4
203
0
0
0
0
0
0
1,008
M15867
M
296.2
307.2
1,633
31.1
0
0
0
0
0
0
0
1,009
L48188
L
296.2
307.1
1,441
41.7
3
0
0
0
0
0
0
1,010
M15869
M
296.2
307.2
1,385
44
5
0
0
0
0
0
0
1,011
M15870
M
296.2
307.2
1,552
34.8
8
0
0
0
0
0
0
1,012
M15871
M
296.2
307.3
1,451
42.8
11
0
0
0
0
0
0
1,013
M15872
M
296.1
307.1
1,433
38.5
14
0
0
0
0
0
0
1,014
M15873
M
296.1
307.2
1,619
29.7
17
0
0
0
0
0
0
1,015
L48194
L
296.2
307.2
1,445
41.8
20
0
0
0
0
0
0
1,016
L48195
L
296.2
307.2
1,356
43.6
22
0
0
0
0
0
0
1,017
M15876
M
296.3
307.2
1,319
68.3
24
1
0
0
1
0
0
1,018
L48197
L
296.3
307.2
1,637
31.6
27
0
0
0
0
0
0
1,019
L48198
L
296.3
307.2
1,291
58.6
29
0
0
0
0
0
0
1,020
L48199
L
296.3
307.3
1,398
52.7
31
0
0
0
0
0
0
1,021
L48200
L
296.3
307.3
1,372
57.7
33
0
0
0
0
0
0
1,022
M15881
M
296.3
307.2
1,454
42.5
35
0
0
0
0
0
0
1,023
L48202
L
296.2
307.2
1,515
36.5
38
0
0
0
0
0
0
1,024
L48203
L
296.2
307.3
1,881
24.3
40
0
0
0
0
0
0
1,025
L48204
L
296.2
307.3
1,711
29.9
42
0
0
0
0
0
0
1,026
L48205
L
296.2
307.3
1,475
37
44
0
0
0
0
0
0
1,027
L48206
L
296.4
307.4
1,512
36.8
46
0
0
0
0
0
0
1,028
M15887
M
296.3
307.4
1,335
50.5
48
0
0
0
0
0
0
1,029
L48208
L
296.3
307.4
1,472
39.9
51
0
0
0
0
0
0
1,030
M15889
M
296.2
307.3
1,477
35.2
53
0
0
0
0
0
0
1,031
L48210
L
296.3
307.4
1,760
28.4
56
0
0
0
0
0
0
1,032
L48211
L
296.4
307.5
1,549
36.1
58
0
0
0
0
0
0
1,033
L48212
L
296.3
307.4
1,648
34
60
0
0
0
0
0
0
1,034
H30447
H
296.4
307.5
1,556
38
62
0
0
0
0
0
0
1,035
M15894
M
296.3
307.4
1,958
19.1
67
0
0
0
0
0
0
1,036
L48215
L
296.4
307.4
1,403
48.4
70
0
0
0
0
0
0
1,037
M15896
M
296.4
307.5
1,684
31.4
72
0
0
0
0
0
0
1,038
H30451
H
296.4
307.5
1,596
35.1
75
0
0
0
0
0
0
1,039
L48218
L
296.6
307.6
1,498
41.1
80
0
0
0
0
0
0
1,040
L48219
L
296.7
307.7
1,524
36.8
82
0
0
0
0
0
0
1,041
L48220
L
296.7
307.7
1,502
43.9
84
0
0
0
0
0
0
1,042
L48221
L
296.6
307.6
1,809
25.1
86
0
0
0
0
0
0
1,043
L48222
L
296.6
307.6
1,542
37.4
88
0
0
0
0
0
0
1,044
L48223
L
296.5
307.6
1,431
45.2
90
0
0
0
0
0
0
1,045
L48224
L
296.5
307.6
1,512
43.6
92
0
0
0
0
0
0
1,046
H30459
H
296.4
307.5
1,403
52.8
94
0
0
0
0
0
0
1,047
L48226
L
296.4
307.5
1,331
47.8
99
0
0
0
0
0
0
1,048
M15907
M
296.6
307.7
1,474
52.6
101
0
0
0
0
0
0
1,049
L48228
L
296.5
307.6
1,607
33.5
104
0
0
0
0
0
0
1,050
L48229
L
296.5
307.6
1,415
44.2
106
0
0
0
0
0
0
1,051
L48230
L
296.6
307.6
1,671
28.8
108
0
0
0
0
0
0
1,052
L48231
L
296.6
307.7
1,556
37.7
110
0
0
0
0
0
0
1,053
L48232
L
296.7
307.7
1,927
23.9
112
0
0
0
0
0
0
1,054
M15913
M
296.7
307.7
1,597
32.1
114
0
0
0
0
0
0
1,055
H30468
H
296.8
307.8
1,627
30.5
117
0
0
0
0
0
0
1,056
L48235
L
296.8
307.8
1,480
39.4
122
0
0
0
0
0
0
1,057
L48236
L
296.8
307.8
1,565
39.5
124
0
0
0
0
0
0
1,058
L48237
L
296.8
307.8
1,573
36.4
126
0
0
0
0
0
0
1,059
L48238
L
296.7
307.8
1,605
31.3
128
0
0
0
0
0
0
1,060
M15919
M
296.7
307.9
1,874
21.3
130
0
0
0
0
0
0
1,061
H30474
H
296.7
307.9
1,424
53.8
133
0
0
0
0
0
0
1,062
L48241
L
296.7
307.9
1,420
50.1
138
0
0
0
0
0
0
1,063
L48242
L
296.8
307.9
1,372
49
140
0
0
0
0
0
0
1,064
M15923
M
296.8
307.8
1,664
32.8
142
0
0
0
0
0
0
1,065
M15924
M
296.8
307.9
1,409
44.3
145
0
0
0
0
0
0
1,066
L48245
L
296.8
307.9
1,718
25.2
148
0
0
0
0
0
0
1,067
M15926
M
296.9
307.8
1,544
40.3
150
0
0
0
0
0
0
1,068
L48247
L
296.9
307.8
1,466
45.7
153
0
0
0
0
0
0
1,069
L48248
L
296.8
307.8
1,394
47.7
155
0
0
0
0
0
0
1,070
M15929
M
296.9
307.8
1,840
24.6
157
0
0
0
0
0
0
1,071
M15930
M
296.9
307.8
1,477
37.2
160
0
0
0
0
0
0
1,072
L48251
L
296.9
307.8
1,425
49.1
163
0
0
0
0
0
0
1,073
M15932
M
297
307.9
1,414
46.2
165
0
0
0
0
0
0
1,074
L48253
L
297
307.8
1,414
47.5
168
0
0
0
0
0
0
1,075
L48254
L
297
307.9
1,595
31.7
170
0
0
0
0
0
0
1,076
H30489
H
296.9
307.8
1,345
54.5
172
0
0
0
0
0
0
1,077
L48256
L
296.9
307.7
1,653
35.9
177
0
0
0
0
0
0
1,078
L48257
L
296.8
307.6
1,547
36.5
179
0
0
0
0
0
0
1,079
H30492
H
296.9
307.7
1,656
30.8
181
0
0
0
0
0
0
1,080
L48259
L
297
307.7
1,731
28.5
186
0
0
0
0
0
0
1,081
L48260
L
297
307.8
1,774
28
188
0
0
0
0
0
0
1,082
L48261
L
297
307.8
1,521
40.2
190
0
0
0
0
0
0
1,083
H30496
H
297.1
307.9
1,420
39.8
192
0
0
0
0
0
0
1,084
L48263
L
297
307.8
1,683
32.3
197
0
0
0
0
0
0
1,085
M15944
M
297
307.7
1,498
47.1
199
0
0
0
0
0
0
1,086
L48265
L
297
307.8
1,385
56.4
202
1
0
0
0
1
0
1,087
L48266
L
297
307.9
1,455
49
204
0
0
0
0
0
0
1,088
H30501
H
296.9
307.8
1,549
35.8
206
1
1
0
0
0
0
1,089
M15948
M
296.9
307.8
1,392
43.9
0
0
0
0
0
0
0
1,090
M15949
M
296.9
307.7
2,008
17.5
3
0
0
0
0
0
0
1,091
L48270
L
296.9
307.7
1,464
41.4
6
0
0
0
0
0
0
1,092
L48271
L
297
307.7
1,447
46.4
8
0
0
0
0
0
0
1,093
M15952
M
296.9
307.6
1,685
32
10
0
0
0
0
0
0
1,094
M15953
M
296.8
307.5
1,443
39.2
13
0
0
0
0
0
0
1,095
L48274
L
296.9
307.5
1,354
44.4
16
0
0
0
0
0
0
1,096
L48275
L
296.9
307.5
2,721
9.3
18
1
0
0
1
0
0
1,097
L48276
L
297
307.6
1,680
35.8
20
0
0
0
0
0
0
1,098
H30511
H
296.9
307.5
1,397
48.3
22
0
0
0
0
0
0
1,099
M15958
M
296.9
307.4
1,521
37.9
27
0
0
0
0
0
0
1,100
M15959
M
296.8
307.4
1,472
43.9
30
0
0
0
0
0
0