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
1,801
M16660
M
298
307.5
1,524
36.3
98
0
0
0
0
0
0
1,802
M16661
M
298
307.5
1,427
43.6
101
0
0
0
0
0
0
1,803
H31216
H
298.1
307.6
1,496
44.1
104
0
0
0
0
0
0
1,804
L48983
L
298.1
307.7
1,388
40.3
109
0
0
0
0
0
0
1,805
L48984
L
298.1
307.7
1,495
48.1
111
0
0
0
0
0
0
1,806
H31219
H
298.1
307.7
1,376
56.2
113
0
0
0
0
0
0
1,807
H31220
H
298
307.6
1,593
32.2
118
0
0
0
0
0
0
1,808
L48987
L
298
307.6
1,654
28.9
123
0
0
0
0
0
0
1,809
L48988
L
298.1
307.7
2,567
12.8
125
1
0
0
1
0
0
1,810
L48989
L
298.1
307.7
1,767
27
127
0
0
0
0
0
0
1,811
L48990
L
298.1
307.6
1,364
53.8
129
0
0
0
0
0
0
1,812
M16671
M
298.1
307.8
1,569
31.2
131
0
0
0
0
0
0
1,813
L48992
L
298.2
307.8
1,476
36.8
134
0
0
0
0
0
0
1,814
L48993
L
298.1
307.7
1,479
45
136
0
0
0
0
0
0
1,815
L48994
L
298.1
307.7
1,650
34.1
138
0
0
0
0
0
0
1,816
M16675
M
298.1
307.6
1,565
36.3
140
0
0
0
0
0
0
1,817
L48996
L
298.1
307.6
1,460
46.5
143
0
0
0
0
0
0
1,818
L48997
L
298.1
307.7
1,664
27.6
145
0
0
0
0
0
0
1,819
M16678
M
298.1
307.7
1,435
40.9
147
0
0
0
0
0
0
1,820
M16679
M
298.1
307.6
2,066
19.2
150
0
0
0
0
0
0
1,821
L49000
L
298.1
307.5
1,493
43.7
153
0
0
0
0
0
0
1,822
L49001
L
298.1
307.6
1,354
43.3
155
0
0
0
0
0
0
1,823
L49002
L
298.1
307.6
1,488
39.4
157
0
0
0
0
0
0
1,824
L49003
L
298.1
307.7
1,414
48.7
159
0
0
0
0
0
0
1,825
L49004
L
298.1
307.5
1,391
57.4
161
0
0
0
0
0
0
1,826
M16685
M
298
307.5
1,784
27.8
163
0
0
0
0
0
0
1,827
H31240
H
297.8
307.3
1,516
40.1
166
0
0
0
0
0
0
1,828
M16687
M
297.9
307.3
1,420
47.8
171
0
0
0
0
0
0
1,829
L49008
L
297.8
307.2
1,351
56.3
174
0
0
0
0
0
0
1,830
L49009
L
297.8
307.2
1,880
23
176
0
0
0
0
0
0
1,831
L49010
L
297.8
307.3
1,859
24
178
0
0
0
0
0
0
1,832
M16691
M
297.8
307.3
1,315
54
180
0
0
0
0
0
0
1,833
M16692
M
297.8
307.4
1,330
51.7
183
0
0
0
0
0
0
1,834
L49013
L
297.8
307.3
1,327
61
186
1
0
0
0
1
0
1,835
L49014
L
297.8
307.2
1,498
38.1
188
0
0
0
0
0
0
1,836
H31249
H
297.8
307.3
1,555
35.8
190
0
0
0
0
0
0
1,837
L49016
L
297.7
307.2
1,518
35.8
195
0
0
0
0
0
0
1,838
L49017
L
297.7
307.2
1,392
43
197
0
0
0
0
0
0
1,839
M16698
M
297.8
307.2
1,456
39.6
199
0
0
0
0
0
0
1,840
L49019
L
297.7
307.1
1,715
30.2
0
0
0
0
0
0
0
1,841
M16700
M
297.7
307.2
1,405
43.7
2
0
0
0
0
0
0
1,842
L49021
L
297.7
307.2
1,668
37.8
5
0
0
0
0
0
0
1,843
H31256
H
297.7
307.1
1,855
22.5
7
0
0
0
0
0
0
1,844
L49023
L
297.6
307.1
1,496
39.2
12
0
0
0
0
0
0
1,845
M16704
M
297.6
307.1
1,471
44.9
14
0
0
0
0
0
0
1,846
L49025
L
297.7
307.2
1,444
40
17
0
0
0
0
0
0
1,847
H31260
H
297.7
307.3
1,514
38.6
19
0
0
0
0
0
0
1,848
L49027
L
297.8
307.3
1,412
50.7
24
0
0
0
0
0
0
1,849
H31262
H
297.7
307.2
1,429
44.1
26
0
0
0
0
0
0
1,850
L49029
L
297.7
307.2
1,668
32.7
31
0
0
0
0
0
0
1,851
M16710
M
297.7
307.2
1,372
52.8
33
0
0
0
0
0
0
1,852
M16711
M
297.7
307.3
1,365
49.2
36
0
0
0
0
0
0
1,853
M16712
M
297.6
307.1
1,526
39.1
39
0
0
0
0
0
0
1,854
L49033
L
297.6
307.2
1,486
40.6
42
0
0
0
0
0
0
1,855
M16714
M
297.6
307.2
1,470
42.6
44
0
0
0
0
0
0
1,856
H31269
H
297.7
307.3
1,249
62.8
47
0
0
0
0
0
0
1,857
M16716
M
297.8
307.4
1,752
26.1
52
0
0
0
0
0
0
1,858
L49037
L
297.7
307.4
1,643
36.5
55
0
0
0
0
0
0
1,859
M16718
M
297.8
307.4
1,488
36.1
57
0
0
0
0
0
0
1,860
L49039
L
297.8
307.4
1,355
45.8
60
0
0
0
0
0
0
1,861
L49040
L
297.8
307.6
1,607
30.3
62
0
0
0
0
0
0
1,862
M16721
M
297.9
307.6
1,609
30.3
64
0
0
0
0
0
0
1,863
L49042
L
297.9
307.7
1,517
44.4
67
0
0
0
0
0
0
1,864
M16723
M
297.9
307.7
1,517
39.5
69
0
0
0
0
0
0
1,865
L49044
L
297.9
307.7
1,546
37.6
72
0
0
0
0
0
0
1,866
L49045
L
297.9
307.7
1,567
34.7
74
0
0
0
0
0
0
1,867
M16726
M
298.1
307.9
1,662
28.9
76
0
0
0
0
0
0
1,868
L49047
L
298.1
307.9
1,502
41.8
79
0
0
0
0
0
0
1,869
L49048
L
298.3
308
1,361
56.9
81
0
0
0
0
0
0
1,870
M16729
M
298.3
308.1
1,630
32.7
83
0
0
0
0
0
0
1,871
L49050
L
298.3
308
1,486
42.3
86
0
0
0
0
0
0
1,872
L49051
L
298.3
308.1
1,840
21.5
88
0
0
0
0
0
0
1,873
L49052
L
298.3
308.1
1,326
58.4
90
0
0
0
0
0
0
1,874
L49053
L
298.4
308.1
1,367
57.8
92
0
0
0
0
0
0
1,875
L49054
L
298.4
308.1
1,598
32.7
94
0
0
0
0
0
0
1,876
L49055
L
298.3
308
1,363
50.1
96
0
0
0
0
0
0
1,877
L49056
L
298.3
308
1,242
62
98
0
0
0
0
0
0
1,878
M16737
M
298.2
307.8
1,566
33.8
100
0
0
0
0
0
0
1,879
M16738
M
298.1
307.7
1,424
47.7
103
0
0
0
0
0
0
1,880
M16739
M
298.2
307.7
1,608
33.8
106
0
0
0
0
0
0
1,881
L49060
L
298.1
307.7
1,705
29.1
109
0
0
0
0
0
0
1,882
L49061
L
298
307.6
1,548
45.8
111
0
0
0
0
0
0
1,883
M16742
M
298
307.6
1,581
43.4
113
0
0
0
0
0
0
1,884
M16743
M
298
307.6
1,472
46.7
116
0
0
0
0
0
0
1,885
M16744
M
298
307.6
1,792
26
119
0
0
0
0
0
0
1,886
L49065
L
298
307.6
1,683
32.8
122
0
0
0
0
0
0
1,887
L49066
L
297.9
307.6
1,503
40.7
124
0
0
0
0
0
0
1,888
M16747
M
297.9
307.5
1,642
32.4
126
0
0
0
0
0
0
1,889
M16748
M
297.8
307.4
1,902
24.3
129
0
0
0
0
0
0
1,890
H31303
H
297.7
307.4
1,432
40.2
132
0
0
0
0
0
0
1,891
L49070
L
297.8
307.4
1,512
40.8
137
0
0
0
0
0
0
1,892
L49071
L
297.7
307.4
1,764
29
139
0
0
0
0
0
0
1,893
M16752
M
297.8
307.4
1,438
43.6
141
0
0
0
0
0
0
1,894
L49073
L
297.8
307.5
1,631
29.9
144
0
0
0
0
0
0
1,895
H31308
H
297.9
307.5
1,880
23.3
146
0
0
0
0
0
0
1,896
L49075
L
297.9
307.6
1,344
54.3
151
0
0
0
0
0
0
1,897
L49076
L
297.9
307.5
1,574
35.8
153
0
0
0
0
0
0
1,898
L49077
L
297.8
307.4
1,418
41.2
155
0
0
0
0
0
0
1,899
L49078
L
297.8
307.5
1,372
54.1
157
0
0
0
0
0
0
1,900
L49079
L
297.8
307.5
1,388
40
159
0
0
0
0
0
0