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
3,801
M18660
M
302.1
310.9
1,916
23.1
51
0
0
0
0
0
0
3,802
M18661
M
302.2
310.9
1,771
27.6
54
0
0
0
0
0
0
3,803
M18662
M
302.2
310.9
1,488
44.2
57
0
0
0
0
0
0
3,804
L50983
L
302.2
310.9
1,531
37.5
60
0
0
0
0
0
0
3,805
L50984
L
302.3
310.9
1,529
33.4
62
0
0
0
0
0
0
3,806
M18665
M
302.4
311
1,580
36.5
64
0
0
0
0
0
0
3,807
M18666
M
302.3
310.9
1,360
44
67
1
0
1
0
0
0
3,808
M18667
M
302.3
311
1,546
35.5
70
0
0
0
0
0
0
3,809
M18668
M
302.3
310.9
1,762
24.5
73
0
0
0
0
0
0
3,810
L50989
L
302.2
310.8
1,350
56.6
76
0
0
0
0
0
0
3,811
M18670
M
302.2
310.8
1,562
38.1
78
0
0
0
0
0
0
3,812
M18671
M
302.1
310.7
1,608
30.3
81
0
0
0
0
0
0
3,813
L50992
L
302
310.6
1,392
50
84
0
0
0
0
0
0
3,814
L50993
L
302
310.6
1,467
44.9
86
0
0
0
0
0
0
3,815
M18674
M
302.1
310.6
1,326
59.1
88
1
0
1
0
0
0
3,816
L50995
L
302.2
310.7
1,769
24.9
91
0
0
0
0
0
0
3,817
L50996
L
302.1
310.6
1,459
47.6
93
0
0
0
0
0
0
3,818
M18677
M
302.1
310.6
1,421
52
95
0
0
0
0
0
0
3,819
L50998
L
302.1
310.7
1,491
42.8
98
0
0
0
0
0
0
3,820
L50999
L
302.2
310.7
1,567
36.4
100
0
0
0
0
0
0
3,821
L51000
L
302.3
310.8
1,421
41.4
102
0
0
0
0
0
0
3,822
L51001
L
302.3
310.9
1,596
33.5
104
0
0
0
0
0
0
3,823
M18682
M
302.4
311
1,464
44.2
106
0
0
0
0
0
0
3,824
M18683
M
302.3
310.9
1,581
36.1
109
0
0
0
0
0
0
3,825
L51004
L
302.3
310.9
1,620
30.3
112
0
0
0
0
0
0
3,826
H33239
H
302.2
310.7
1,413
48.9
114
0
0
0
0
0
0
3,827
H33240
H
302.3
310.8
1,438
43.8
119
0
0
0
0
0
0
3,828
M18687
M
302.4
310.9
1,469
41.6
124
0
0
0
0
0
0
3,829
M18688
M
302.3
310.8
1,762
27.8
127
0
0
0
0
0
0
3,830
H33243
H
302.3
310.9
1,366
48.4
130
1
0
1
0
0
0
3,831
L51010
L
302.3
310.9
1,891
22.7
135
0
0
0
0
0
0
3,832
M18691
M
302.3
310.9
1,742
29.7
137
0
0
0
0
0
0
3,833
M18692
M
302.2
310.9
1,465
43.5
140
0
0
0
0
0
0
3,834
M18693
M
302.3
311
1,541
36.6
143
0
0
0
0
0
0
3,835
M18694
M
302.3
311.1
1,295
57.1
146
0
0
0
0
0
0
3,836
M18695
M
302.3
311.1
1,435
43.1
149
0
0
0
0
0
0
3,837
L51016
L
302.4
311.2
1,466
43.9
152
0
0
0
0
0
0
3,838
L51017
L
302.4
311.2
1,450
47.9
154
0
0
0
0
0
0
3,839
L51018
L
302.4
311.1
1,880
24.5
156
0
0
0
0
0
0
3,840
M18699
M
302.3
311
1,578
33.5
158
0
0
0
0
0
0
3,841
L51020
L
302.4
311
1,610
33.1
161
0
0
0
0
0
0
3,842
L51021
L
302.4
311.1
1,565
42.8
163
0
0
0
0
0
0
3,843
L51022
L
302.5
311.2
1,545
40.1
165
0
0
0
0
0
0
3,844
L51023
L
302.5
311.2
1,227
60.1
167
0
0
0
0
0
0
3,845
L51024
L
302.4
311.1
1,484
45.9
169
0
0
0
0
0
0
3,846
L51025
L
302.3
311
1,591
32.7
171
0
0
0
0
0
0
3,847
L51026
L
302.3
310.9
1,403
47.2
173
0
0
0
0
0
0
3,848
M18707
M
302.3
311
1,450
45.7
175
0
0
0
0
0
0
3,849
L51028
L
302.3
310.9
1,720
28.1
178
0
0
0
0
0
0
3,850
L51029
L
302.3
311
1,561
37.2
180
0
0
0
0
0
0
3,851
M18710
M
302.3
311
1,421
41.3
182
0
0
0
0
0
0
3,852
H33265
H
302.2
310.9
1,415
48.4
185
0
0
0
0
0
0
3,853
L51032
L
302.3
310.9
2,034
19.7
190
0
0
0
0
0
0
3,854
L51033
L
302.4
311
1,486
40.4
192
0
0
0
0
0
0
3,855
L51034
L
302.4
311
1,338
67.6
194
1
0
0
1
1
0
3,856
H33269
H
302.4
311.1
1,578
32.3
196
0
0
0
0
0
0
3,857
M18716
M
302.4
311.2
1,330
58.6
201
0
0
0
0
0
0
3,858
H33271
H
302.4
311.2
1,506
40.8
204
0
0
0
0
0
0
3,859
L51038
L
302.5
311.4
1,559
37.6
209
0
0
0
0
0
0
3,860
L51039
L
302.6
311.5
1,599
37
211
0
0
0
0
0
0
3,861
L51040
L
302.6
311.5
1,427
38.9
213
0
0
0
0
0
0
3,862
M18721
M
302.5
311.5
1,481
41.1
215
0
0
0
0
0
0
3,863
H33276
H
302.5
311.5
1,496
43.8
218
0
0
0
0
0
0
3,864
L51043
L
302.5
311.4
1,674
27
223
0
0
0
0
0
0
3,865
M18724
M
302.5
311.4
1,629
31.7
225
0
0
0
0
0
0
3,866
H33279
H
302.6
311.5
1,629
34.4
228
1
1
0
0
0
0
3,867
L51046
L
302.6
311.6
1,311
53.2
0
0
0
0
0
0
0
3,868
M18727
M
302.7
311.6
2,709
9.7
2
1
0
0
1
0
0
3,869
M18728
M
302.7
311.7
1,759
29.9
5
0
0
0
0
0
0
3,870
L51049
L
302.7
311.7
1,480
45.2
8
0
0
0
0
0
0
3,871
L51050
L
302.7
311.8
1,461
46.1
10
0
0
0
0
0
0
3,872
M18731
M
302.7
311.8
1,728
30
12
0
0
0
0
0
0
3,873
L51052
L
302.7
311.9
1,389
46.5
15
0
0
0
0
0
0
3,874
L51053
L
302.6
311.8
1,638
35.1
17
0
0
0
0
0
0
3,875
L51054
L
302.6
311.7
1,254
54.1
19
0
0
0
0
0
0
3,876
L51055
L
302.6
311.8
1,427
50.1
21
0
0
0
0
0
0
3,877
L51056
L
302.6
311.8
1,627
31.8
23
0
0
0
0
0
0
3,878
H33291
H
302.6
311.7
1,471
48.3
25
0
0
0
0
0
0
3,879
L51058
L
302.6
311.7
1,773
27.1
30
0
0
0
0
0
0
3,880
M18739
M
302.6
311.7
1,430
51.7
32
0
0
0
0
0
0
3,881
L51060
L
302.5
311.6
1,595
29.5
35
0
0
0
0
0
0
3,882
L51061
L
302.5
311.5
1,521
44.1
37
0
0
0
0
0
0
3,883
L51062
L
302.5
311.6
1,419
43.7
39
0
0
0
0
0
0
3,884
M18743
M
302.4
311.4
1,534
40.1
41
0
0
0
0
0
0
3,885
H33298
H
302.5
311.5
1,626
36
44
0
0
0
0
0
0
3,886
L51065
L
302.5
311.5
1,677
29.2
49
0
0
0
0
0
0
3,887
L51066
L
302.4
311.3
1,392
50.5
51
0
0
0
0
0
0
3,888
L51067
L
302.4
311.2
1,448
50.5
53
0
0
0
0
0
0
3,889
L51068
L
302.3
311.2
1,903
22.9
55
0
0
0
0
0
0
3,890
L51069
L
302.4
311.2
1,404
52
57
0
0
0
0
0
0
3,891
L51070
L
302.3
311.2
1,386
53.5
59
0
0
0
0
0
0
3,892
L51071
L
302.2
311.1
1,418
47
61
0
0
0
0
0
0
3,893
M18752
M
302.3
311.1
1,338
53.3
63
0
0
0
0
0
0
3,894
L51073
L
302.3
311.2
1,549
40.6
66
0
0
0
0
0
0
3,895
M18754
M
302.3
311.2
1,432
42.7
68
0
0
0
0
0
0
3,896
M18755
M
302.3
311.2
1,546
40
71
0
0
0
0
0
0
3,897
M18756
M
302.2
311.2
1,627
33.2
74
0
0
0
0
0
0
3,898
M18757
M
302.2
311.1
1,640
32.8
77
0
0
0
0
0
0
3,899
M18758
M
302.1
311.1
1,423
36.8
80
0
0
0
0
0
0
3,900
M18759
M
302.1
311
1,711
28.7
83
0
0
0
0
0
0