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
5,001
L52180
L
303.7
312.8
1,832
23.6
35
0
0
0
0
0
0
5,002
M19861
M
303.6
312.7
2,174
17.6
37
0
0
0
0
0
0
5,003
L52182
L
303.7
312.8
1,627
31.7
40
0
0
0
0
0
0
5,004
L52183
L
303.7
312.8
1,437
51.3
42
0
0
0
0
0
0
5,005
L52184
L
303.7
312.8
1,364
46.3
44
0
0
0
0
0
0
5,006
M19865
M
303.7
312.9
1,444
52.7
46
0
0
0
0
0
0
5,007
M19866
M
303.7
312.8
1,366
47.3
49
0
0
0
0
0
0
5,008
L52187
L
303.8
312.9
1,442
48.3
52
0
0
0
0
0
0
5,009
H34422
H
303.7
312.8
1,488
42.8
54
0
0
0
0
0
0
5,010
L52189
L
303.7
312.8
1,523
40.7
59
0
0
0
0
0
0
5,011
L52190
L
303.7
312.8
1,543
38.3
61
0
0
0
0
0
0
5,012
M19871
M
303.7
312.8
1,634
33.8
63
0
0
0
0
0
0
5,013
M19872
M
303.8
312.9
1,815
27.8
66
0
0
0
0
0
0
5,014
M19873
M
303.8
312.9
1,594
35.2
69
0
0
0
0
0
0
5,015
L52194
L
303.8
313
1,452
38.6
72
0
0
0
0
0
0
5,016
L52195
L
303.9
313
1,759
28.4
74
0
0
0
0
0
0
5,017
L52196
L
303.9
313
1,408
47.5
76
0
0
0
0
0
0
5,018
L52197
L
303.9
313
1,483
45
78
0
0
0
0
0
0
5,019
M19878
M
303.9
313
1,620
36.6
80
0
0
0
0
0
0
5,020
M19879
M
304
313.1
1,466
39.5
83
0
0
0
0
0
0
5,021
L52200
L
304.1
313.1
1,556
36.3
86
0
0
0
0
0
0
5,022
L52201
L
304
313
1,350
61.1
88
0
0
0
0
0
0
5,023
L52202
L
304
313.1
1,404
47.1
90
0
0
0
0
0
0
5,024
M19883
M
304
313
1,575
34.5
92
0
0
0
0
0
0
5,025
L52204
L
303.9
313.1
1,639
29
95
0
0
0
0
0
0
5,026
M19885
M
303.9
313.1
1,473
42.8
97
0
0
0
0
0
0
5,027
L52206
L
303.9
313.2
1,481
40
100
0
0
0
0
0
0
5,028
L52207
L
304
313.3
1,294
54.6
102
0
0
0
0
0
0
5,029
M19888
M
303.9
313.2
1,630
29.3
104
0
0
0
0
0
0
5,030
M19889
M
303.9
313.2
1,624
39.8
107
0
0
0
0
0
0
5,031
M19890
M
303.9
313.1
1,437
48.3
110
0
0
0
0
0
0
5,032
M19891
M
303.8
313
1,514
45
113
0
0
0
0
0
0
5,033
M19892
M
304
313.1
1,694
31.4
116
0
0
0
0
0
0
5,034
L52213
L
304
313.1
1,564
50.9
119
0
0
0
0
0
0
5,035
M19894
M
303.9
313.1
1,514
41.1
121
0
0
0
0
0
0
5,036
M19895
M
304
313.2
1,500
40.6
124
0
0
0
0
0
0
5,037
L52216
L
304
313.2
1,615
37.8
127
0
0
0
0
0
0
5,038
M19897
M
304.1
313.2
1,586
41.1
129
0
0
0
0
0
0
5,039
L52218
L
304.1
313.3
1,732
28.5
132
0
0
0
0
0
0
5,040
H34453
H
304.1
313.3
1,689
32.5
134
0
0
0
0
0
0
5,041
H34454
H
304.1
313.2
1,586
34.6
139
0
0
0
0
0
0
5,042
L52221
L
304
313.2
1,314
47.1
144
0
0
0
0
0
0
5,043
L52222
L
304.1
313.2
1,569
35.8
146
0
0
0
0
0
0
5,044
L52223
L
304.1
313.2
1,468
39.4
148
0
0
0
0
0
0
5,045
L52224
L
304.1
313.2
1,412
47.5
150
0
0
0
0
0
0
5,046
M19905
M
304.1
313.2
1,510
46.9
152
0
0
0
0
0
0
5,047
M19906
M
304.1
313.2
1,410
42.4
155
0
0
0
0
0
0
5,048
M19907
M
304.1
313.3
1,680
29.3
158
0
0
0
0
0
0
5,049
H34462
H
304
313.2
1,271
68.6
161
1
0
0
1
0
0
5,050
H34463
H
304
313.1
1,472
45.5
166
0
0
0
0
0
0
5,051
H34464
H
304
313
1,701
30.4
171
0
0
0
0
0
0
5,052
L52231
L
303.9
313
1,480
39.9
176
0
0
0
0
0
0
5,053
L52232
L
303.9
313
1,433
48.4
178
0
0
0
0
0
0
5,054
L52233
L
303.8
312.9
1,514
34.3
180
0
0
0
0
0
0
5,055
L52234
L
303.8
312.9
1,619
35.7
182
0
0
0
0
0
0
5,056
H34469
H
303.8
312.9
1,378
45.6
184
0
0
0
0
0
0
5,057
M19916
M
303.9
312.9
1,430
53.5
189
0
0
0
0
0
0
5,058
L52237
L
303.8
312.9
1,367
49.9
192
0
0
0
0
0
0
5,059
L52238
L
303.9
312.9
1,526
42.5
194
0
0
0
0
0
0
5,060
L52239
L
303.9
312.8
1,419
47.9
196
0
0
0
0
0
0
5,061
L52240
L
304
312.8
1,542
42.7
198
0
0
0
0
0
0
5,062
L52241
L
304
312.9
1,363
62.5
200
1
0
0
0
1
0
5,063
L52242
L
304
312.9
1,313
53.9
202
0
0
0
0
0
0
5,064
H34477
H
304
312.9
1,495
46.6
0
0
0
0
0
0
0
5,065
L52244
L
304
313
1,407
42.1
5
0
0
0
0
0
0
5,066
L52245
L
304.1
313
1,566
37.2
7
0
0
0
0
0
0
5,067
L52246
L
304.1
313.1
1,550
30.9
9
0
0
0
0
0
0
5,068
M19927
M
304.2
313.2
1,396
50.5
11
0
0
0
0
0
0
5,069
M19928
M
304.3
313.3
1,540
39
14
0
0
0
0
0
0
5,070
M19929
M
304.2
313.2
1,380
48.7
17
0
0
0
0
0
0
5,071
M19930
M
304.2
313.1
1,608
31.1
20
0
0
0
0
0
0
5,072
H34485
H
304.2
313
1,442
40.9
23
0
0
0
0
0
0
5,073
L52252
L
304.1
313
1,408
45.3
28
0
0
0
0
0
0
5,074
M19933
M
304
313
1,454
46.8
30
0
0
0
0
0
0
5,075
L52254
L
304.1
313.1
1,666
34.6
33
0
0
0
0
0
0
5,076
L52255
L
304.1
313.2
1,366
46.6
35
0
0
0
0
0
0
5,077
L52256
L
304.2
313.2
1,464
44.9
37
0
0
0
0
0
0
5,078
L52257
L
304.3
313.3
1,775
24.9
39
0
0
0
0
0
0
5,079
M19938
M
304.3
313.4
1,482
43.8
41
0
0
0
0
0
0
5,080
M19939
M
304.2
313.4
1,411
54.8
44
0
0
0
0
0
0
5,081
L52260
L
304.2
313.3
1,410
51.6
47
0
0
0
0
0
0
5,082
M19941
M
304.1
313.3
1,494
39
49
0
0
0
0
0
0
5,083
H34496
H
304.1
313.2
1,590
43.4
52
0
0
0
0
0
0
5,084
L52263
L
304.1
313.1
1,327
54.1
57
0
0
0
0
0
0
5,085
L52264
L
304.1
313.1
1,969
20.8
59
0
0
0
0
0
0
5,086
M19945
M
304
313
1,377
56
61
0
0
0
0
0
0
5,087
L52266
L
304
313
1,541
45.9
64
0
0
0
0
0
0
5,088
M19947
M
304
313
1,685
28.2
66
0
0
0
0
0
0
5,089
L52268
L
304
313.1
1,465
41
69
0
0
0
0
0
0
5,090
M19949
M
303.9
313.1
1,483
47.2
71
0
0
0
0
0
0
5,091
M19950
M
303.9
313.2
1,570
40.7
74
0
0
0
0
0
0
5,092
L52271
L
303.9
313.2
1,345
48.2
77
0
0
0
0
0
0
5,093
M19952
M
303.9
313.2
1,608
40.6
79
0
0
0
0
0
0
5,094
M19953
M
304
313.3
1,415
52.8
82
0
0
0
0
0
0
5,095
M19954
M
304.1
313.5
1,470
45.8
85
0
0
0
0
0
0
5,096
M19955
M
304.1
313.5
1,428
39.9
88
0
0
0
0
0
0
5,097
H34510
H
304.2
313.5
1,627
32.2
91
0
0
0
0
0
0
5,098
L52277
L
304.2
313.4
1,457
49.4
96
0
0
0
0
0
0
5,099
L52278
L
304.2
313.4
1,475
40.2
98
0
0
0
0
0
0
5,100
L52279
L
304.2
313.5
1,438
50.1
100
0
0
0
0
0
0