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
2,801
M17660
M
300.2
309.5
1,500
45.7
89
0
0
0
0
0
0
2,802
M17661
M
300.2
309.5
1,642
28.8
92
0
0
0
0
0
0
2,803
M17662
M
300.3
309.6
1,509
46.6
95
0
0
0
0
0
0
2,804
L49983
L
300.2
309.5
1,343
50.2
98
0
0
0
0
0
0
2,805
L49984
L
300.1
309.5
1,450
40.1
100
0
0
0
0
0
0
2,806
L49985
L
300
309.4
1,460
43.5
102
0
0
0
0
0
0
2,807
L49986
L
300
309.3
1,364
41.2
104
0
0
0
0
0
0
2,808
M17667
M
299.9
309.3
1,452
41.9
106
0
0
0
0
0
0
2,809
L49988
L
299.9
309.3
1,471
41.8
109
0
0
0
0
0
0
2,810
L49989
L
299.9
309.2
1,598
34.6
111
0
0
0
0
0
0
2,811
L49990
L
299.8
309.1
1,772
24.8
113
0
0
0
0
0
0
2,812
L49991
L
299.9
309.2
1,761
25.6
115
0
0
0
0
0
0
2,813
M17672
M
300
309.3
1,413
40.7
117
0
0
0
0
0
0
2,814
L49993
L
300
309.3
1,887
22.6
120
0
0
0
0
0
0
2,815
L49994
L
300
309.3
1,395
56.5
122
0
0
0
0
0
0
2,816
M17675
M
300.1
309.4
1,569
31.6
124
0
0
0
0
0
0
2,817
L49996
L
300.1
309.4
1,434
47.3
127
0
0
0
0
0
0
2,818
L49997
L
300.2
309.5
1,417
41.1
129
0
0
0
0
0
0
2,819
L49998
L
300.2
309.5
1,729
28.4
131
0
0
0
0
0
0
2,820
L49999
L
300.2
309.5
1,356
51.1
133
0
0
0
0
0
0
2,821
L50000
L
300.2
309.5
1,436
48.8
135
0
0
0
0
0
0
2,822
M17681
M
300.3
309.6
1,419
42.5
137
0
0
0
0
0
0
2,823
L50002
L
300.3
309.6
1,593
38.1
140
0
0
0
0
0
0
2,824
M17683
M
300.3
309.5
1,320
62.2
142
0
0
0
0
0
0
2,825
M17684
M
300.3
309.5
1,448
42.4
145
0
0
0
0
0
0
2,826
L50005
L
300.3
309.4
1,470
33.5
148
0
0
0
0
0
0
2,827
M17686
M
300.3
309.4
1,612
33.1
150
0
0
0
0
0
0
2,828
L50007
L
300.4
309.4
1,412
51.6
153
0
0
0
0
0
0
2,829
M17688
M
300.4
309.4
1,875
23.9
155
0
0
0
0
0
0
2,830
L50009
L
300.3
309.3
1,612
36
158
0
0
0
0
0
0
2,831
M17690
M
300.4
309.3
1,411
41.6
160
0
0
0
0
0
0
2,832
M17691
M
300.3
309.2
1,490
47.9
163
0
0
0
0
0
0
2,833
M17692
M
300.4
309.3
1,467
40.3
166
0
0
0
0
0
0
2,834
L50013
L
300.3
309.2
1,807
26.4
169
0
0
0
0
0
0
2,835
L50014
L
300.3
309.1
1,368
46
171
0
0
0
0
0
0
2,836
L50015
L
300.3
309.2
1,572
32
173
0
0
0
0
0
0
2,837
M17696
M
300.3
309.1
1,458
44.3
175
0
0
0
0
0
0
2,838
L50017
L
300.3
309.1
1,699
30.3
178
0
0
0
0
0
0
2,839
L50018
L
300.3
309.3
1,478
39.5
180
0
0
0
0
0
0
2,840
M17699
M
300.4
309.4
1,362
42.1
182
0
0
0
0
0
0
2,841
H32254
H
300.4
309.4
1,487
38.9
185
0
0
0
0
0
0
2,842
L50021
L
300.3
309.4
1,705
29.4
190
0
0
0
0
0
0
2,843
L50022
L
300.3
309.3
1,345
53.5
192
0
0
0
0
0
0
2,844
L50023
L
300.3
309.2
1,532
40.2
194
0
0
0
0
0
0
2,845
L50024
L
300.3
309.2
1,650
35.2
196
0
0
0
0
0
0
2,846
L50025
L
300.3
309.2
1,398
54.4
198
0
0
0
0
0
0
2,847
L50026
L
300.3
309.2
1,412
44.8
200
0
0
0
0
0
0
2,848
L50027
L
300.4
309.3
1,525
39.6
202
0
0
0
0
0
0
2,849
M17708
M
300.3
309.3
1,391
57.9
204
0
0
0
0
0
0
2,850
L50029
L
300.4
309.3
1,766
28.2
207
0
0
0
0
0
0
2,851
L50030
L
300.4
309.3
1,671
35
209
0
0
0
0
0
0
2,852
L50031
L
300.5
309.3
1,373
48.8
211
0
0
0
0
0
0
2,853
M17712
M
300.5
309.4
1,347
50.1
213
0
0
0
0
0
0
2,854
M17713
M
300.5
309.3
1,539
39.1
216
0
0
0
0
0
0
2,855
L50034
L
300.5
309.3
1,470
40.8
219
0
0
0
0
0
0
2,856
L50035
L
300.5
309.3
1,528
37
221
0
0
0
0
0
0
2,857
H32270
H
300.5
309.3
1,471
45.2
223
0
0
0
0
0
0
2,858
M17717
M
300.4
309.2
1,528
37.2
228
0
0
0
0
0
0
2,859
L50038
L
300.5
309.3
1,417
51.5
231
1
0
0
0
1
0
2,860
L50039
L
300.6
309.4
1,549
43.4
233
0
0
0
0
0
0
2,861
H32274
H
300.6
309.4
1,463
49.2
235
0
0
0
0
0
0
2,862
L50041
L
300.7
309.5
1,479
43.6
240
0
0
0
0
0
0
2,863
L50042
L
300.6
309.5
1,867
23
242
0
0
0
0
0
0
2,864
L50043
L
300.6
309.4
1,471
44.1
244
0
0
0
0
0
0
2,865
H32278
H
300.6
309.4
1,380
47.6
246
1
1
0
0
0
0
2,866
H32279
H
300.7
309.7
1,623
32.7
0
0
0
0
0
0
0
2,867
L50046
L
300.8
309.7
1,997
20.7
5
0
0
0
0
0
0
2,868
H32281
H
300.7
309.6
1,390
48.5
7
0
0
0
0
0
0
2,869
L50048
L
300.8
309.7
1,418
46.6
12
0
0
0
0
0
0
2,870
L50049
L
300.8
309.7
1,519
35.8
14
0
0
0
0
0
0
2,871
M17730
M
300.8
309.7
1,519
39.7
16
0
0
0
0
0
0
2,872
M17731
M
300.7
309.6
1,536
37.2
19
0
0
0
0
0
0
2,873
L50052
L
300.8
309.6
1,680
28.7
22
0
0
0
0
0
0
2,874
H32287
H
300.6
309.4
1,555
37.9
24
0
0
0
0
0
0
2,875
L50054
L
300.6
309.5
1,471
49.6
29
0
0
0
0
0
0
2,876
M17735
M
300.5
309.4
1,877
23.8
31
0
0
0
0
0
0
2,877
M17736
M
300.5
309.3
1,578
30.5
34
0
0
0
0
0
0
2,878
M17737
M
300.5
309.4
1,655
32.1
37
0
0
0
0
0
0
2,879
H32292
H
300.5
309.4
1,502
34.3
40
0
0
0
0
0
0
2,880
M17739
M
300.6
309.4
1,367
63.2
45
1
0
0
1
0
0
2,881
L50060
L
300.7
309.5
1,541
37.2
48
0
0
0
0
0
0
2,882
M17741
M
300.6
309.6
1,588
37
50
0
0
0
0
0
0
2,883
L50062
L
300.6
309.6
1,684
32.8
53
0
0
0
0
0
0
2,884
L50063
L
300.6
309.5
1,437
40
55
0
0
0
0
0
0
2,885
L50064
L
300.6
309.6
1,409
42.4
57
0
0
0
0
0
0
2,886
M17745
M
300.5
309.5
1,320
49.9
59
0
0
0
0
0
0
2,887
H32300
H
300.5
309.5
1,635
34.2
62
0
0
0
0
0
0
2,888
M17747
M
300.5
309.5
1,691
27.6
67
0
0
0
0
0
0
2,889
M17748
M
300.6
309.6
1,365
50
70
0
0
0
0
0
0
2,890
M17749
M
300.7
309.7
1,523
38.2
73
0
0
0
0
0
0
2,891
L50070
L
300.6
309.7
1,593
32.4
76
0
0
0
0
0
0
2,892
L50071
L
300.6
309.6
1,682
30.7
78
0
0
0
0
0
0
2,893
L50072
L
300.7
309.6
1,329
54.3
80
0
0
0
0
0
0
2,894
M17753
M
300.7
309.6
1,568
35.2
82
0
0
0
0
0
0
2,895
L50074
L
300.7
309.6
1,733
24.8
85
0
0
0
0
0
0
2,896
M17755
M
300.7
309.6
1,473
48.1
87
0
0
0
0
0
0
2,897
M17756
M
300.7
309.5
1,633
31.3
90
0
0
0
0
0
0
2,898
M17757
M
300.6
309.5
1,530
40.2
93
0
0
0
0
0
0
2,899
M17758
M
300.6
309.5
1,550
40.2
96
0
0
0
0
0
0
2,900
L50079
L
300.6
309.4
1,410
40.6
99
0
0
0
0
0
0