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
8,701
M23560
M
297.3
308.7
1,451
43.8
24
0
0
0
0
0
0
8,702
M23561
M
297.3
308.7
1,466
38.4
27
0
0
0
0
0
0
8,703
L55882
L
297.2
308.6
1,774
23
30
0
0
0
0
0
0
8,704
M23563
M
297.2
308.6
1,284
51.3
32
0
0
0
0
0
0
8,705
L55884
L
297.1
308.5
1,425
40
35
0
0
0
0
0
0
8,706
L55885
L
297.2
308.6
1,437
52.4
37
0
0
0
0
0
0
8,707
L55886
L
297.2
308.6
1,335
53
39
0
0
0
0
0
0
8,708
L55887
L
297.2
308.5
1,471
41.7
41
0
0
0
0
0
0
8,709
M23568
M
297.2
308.5
1,364
54
43
0
0
0
0
0
0
8,710
L55889
L
297.1
308.5
1,578
35.6
46
0
0
0
0
0
0
8,711
L55890
L
297.1
308.5
1,712
32.1
48
0
0
0
0
0
0
8,712
L55891
L
297.1
308.5
1,733
28.7
50
0
0
0
0
0
0
8,713
L55892
L
297.2
308.6
1,652
32.1
52
0
0
0
0
0
0
8,714
L55893
L
297.2
308.6
1,917
24.1
54
0
0
0
0
0
0
8,715
M23574
M
297.2
308.6
1,444
41.1
56
0
0
0
0
0
0
8,716
L55895
L
297.1
308.6
1,442
37.1
59
0
0
0
0
0
0
8,717
M23576
M
297.1
308.6
1,717
31.3
61
0
0
0
0
0
0
8,718
L55897
L
297.1
308.7
1,474
42.3
64
0
0
0
0
0
0
8,719
L55898
L
297.2
308.7
1,509
39.3
66
0
0
0
0
0
0
8,720
L55899
L
297.2
308.8
1,451
43.1
68
0
0
0
0
0
0
8,721
L55900
L
297.3
308.8
1,554
36.1
70
0
0
0
0
0
0
8,722
L55901
L
297.2
308.7
1,669
30.7
72
0
0
0
0
0
0
8,723
L55902
L
297.2
308.6
1,366
50.4
74
0
0
0
0
0
0
8,724
L55903
L
297.2
308.6
1,578
34.4
76
0
0
0
0
0
0
8,725
M23584
M
297.2
308.6
1,513
39
78
0
0
0
0
0
0
8,726
M23585
M
297.1
308.5
1,515
42.1
81
0
0
0
0
0
0
8,727
L55906
L
297.2
308.6
1,562
33
84
0
0
0
0
0
0
8,728
L55907
L
297.2
308.7
1,501
38.5
86
0
0
0
0
0
0
8,729
M23588
M
297.2
308.7
1,398
38.1
88
0
0
0
0
0
0
8,730
L55909
L
297.3
308.7
1,352
53.8
91
0
0
0
0
0
0
8,731
H38144
H
297.3
308.7
1,569
33.9
93
0
0
0
0
0
0
8,732
H38145
H
297.2
308.6
1,486
46.6
98
0
0
0
0
0
0
8,733
L55912
L
297.2
308.6
1,864
23.6
103
0
0
0
0
0
0
8,734
M23593
M
297.3
308.7
1,447
44.5
105
0
0
0
0
0
0
8,735
L55914
L
297.2
308.6
1,392
41.5
108
0
0
0
0
0
0
8,736
L55915
L
297.3
308.6
1,358
47.6
110
0
0
0
0
0
0
8,737
L55916
L
297.3
308.7
1,491
40.2
112
0
0
0
0
0
0
8,738
L55917
L
297.3
308.7
1,556
36.7
114
0
0
0
0
0
0
8,739
L55918
L
297.3
308.7
1,531
36.7
116
0
0
0
0
0
0
8,740
H38153
H
297.4
308.7
1,429
37.6
118
0
0
0
0
0
0
8,741
M23600
M
297.4
308.8
1,573
33.9
123
0
0
0
0
0
0
8,742
L55921
L
297.4
308.8
1,538
41.2
126
0
0
0
0
0
0
8,743
L55922
L
297.4
308.8
1,467
39
128
0
0
0
0
0
0
8,744
H38157
H
297.4
308.7
1,323
51.1
130
0
0
0
0
0
0
8,745
M23604
M
297.4
308.7
1,798
23
135
0
0
0
0
0
0
8,746
L55925
L
297.4
308.6
1,411
46.3
138
0
0
0
0
0
0
8,747
L55926
L
297.3
308.5
1,528
44.5
140
0
0
0
0
0
0
8,748
L55927
L
297.3
308.5
1,504
42
142
0
0
0
0
0
0
8,749
L55928
L
297.3
308.5
1,384
39.6
144
0
0
0
0
0
0
8,750
L55929
L
297.2
308.4
1,677
26.4
146
0
0
0
0
0
0
8,751
L55930
L
297.3
308.5
1,764
30.8
148
0
0
0
0
0
0
8,752
M23611
M
297.4
308.5
1,472
42
150
0
0
0
0
0
0
8,753
M23612
M
297.4
308.5
1,465
55.9
153
0
0
0
0
0
0
8,754
M23613
M
297.4
308.6
1,657
33.1
156
0
0
0
0
0
0
8,755
L55934
L
297.4
308.6
1,635
30.5
159
0
0
0
0
0
0
8,756
M23615
M
297.4
308.7
1,582
31.9
161
0
0
0
0
0
0
8,757
L55936
L
297.5
308.7
1,761
26.2
164
0
0
0
0
0
0
8,758
L55937
L
297.5
308.8
1,587
34.9
166
0
0
0
0
0
0
8,759
M23618
M
297.5
308.7
1,446
53
168
0
0
0
0
0
0
8,760
M23619
M
297.5
308.7
1,352
53
171
0
0
0
0
0
0
8,761
M23620
M
297.4
308.7
1,392
46.4
174
0
0
0
0
0
0
8,762
L55941
L
297.5
308.8
1,417
49.8
177
0
0
0
0
0
0
8,763
H38176
H
297.5
308.8
1,824
24
179
0
0
0
0
0
0
8,764
L55943
L
297.5
308.8
1,603
36.7
184
0
0
0
0
0
0
8,765
L55944
L
297.4
308.8
1,620
33.4
186
0
0
0
0
0
0
8,766
L55945
L
297.4
308.8
1,353
49.4
188
0
0
0
0
0
0
8,767
L55946
L
297.5
308.8
1,360
50.7
190
0
0
0
0
0
0
8,768
L55947
L
297.5
308.6
1,380
53.5
192
0
0
0
0
0
0
8,769
M23628
M
297.5
308.7
1,363
53.6
194
0
0
0
0
0
0
8,770
M23629
M
297.4
308.6
1,452
41.2
197
0
0
0
0
0
0
8,771
L55950
L
297.4
308.6
1,680
32.8
200
0
0
0
0
0
0
8,772
L55951
L
297.5
308.6
1,536
39
202
0
0
0
0
0
0
8,773
L55952
L
297.5
308.6
1,621
28.9
0
0
0
0
0
0
0
8,774
L55953
L
297.5
308.6
1,585
37.6
2
0
0
0
0
0
0
8,775
M23634
M
297.6
308.7
1,408
51.5
4
0
0
0
0
0
0
8,776
H38189
H
297.5
308.6
1,536
38.7
7
0
0
0
0
0
0
8,777
L55956
L
297.5
308.6
1,352
52.6
12
0
0
0
0
0
0
8,778
H38191
H
297.5
308.6
1,481
38.8
14
0
0
0
0
0
0
8,779
L55958
L
297.5
308.7
1,454
45
19
0
0
0
0
0
0
8,780
M23639
M
297.5
308.6
1,349
51.5
21
0
0
0
0
0
0
8,781
M23640
M
297.5
308.6
1,327
52.1
24
0
0
0
0
0
0
8,782
L55961
L
297.6
308.7
1,552
42.3
27
0
0
0
0
0
0
8,783
L55962
L
297.5
308.7
1,456
44.7
29
0
0
0
0
0
0
8,784
M23643
M
297.6
308.6
1,254
45.8
31
0
0
0
0
0
0
8,785
L55964
L
297.5
308.6
1,437
43.3
34
0
0
0
0
0
0
8,786
L55965
L
297.5
308.6
1,694
27.1
36
0
0
0
0
0
0
8,787
L55966
L
297.5
308.5
1,306
50.7
38
0
0
0
0
0
0
8,788
M23647
M
297.5
308.5
1,699
30.1
40
0
0
0
0
0
0
8,789
L55968
L
297.4
308.5
1,369
53.2
43
0
0
0
0
0
0
8,790
L55969
L
297.4
308.5
1,471
43.9
45
0
0
0
0
0
0
8,791
L55970
L
297.4
308.5
1,410
43.9
47
0
0
0
0
0
0
8,792
M23651
M
297.4
308.5
1,412
45.5
49
0
0
0
0
0
0
8,793
L55972
L
297.4
308.5
1,418
51.2
52
0
0
0
0
0
0
8,794
L55973
L
297.4
308.5
1,782
25.9
54
0
0
0
0
0
0
8,795
M23654
M
297.4
308.5
1,497
36.4
56
0
0
0
0
0
0
8,796
L55975
L
297.3
308.4
1,459
39.4
59
0
0
0
0
0
0
8,797
L55976
L
297.2
308.3
1,796
23.8
61
0
0
0
0
0
0
8,798
L55977
L
297.2
308.3
1,569
31.2
63
0
0
0
0
0
0
8,799
L55978
L
297.3
308.4
1,469
46.7
65
0
0
0
0
0
0
8,800
L55979
L
297.3
308.4
1,472
41.3
67
0
0
0
0
0
0