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
5,701
L52880
L
302.5
311.9
1,497
41.6
123
0
0
0
0
0
0
5,702
M20561
M
302.5
311.9
1,347
54.3
125
0
0
0
0
0
0
5,703
L52882
L
302.3
311.7
1,544
43.2
128
0
0
0
0
0
0
5,704
H35117
H
302.3
311.7
1,456
45.4
130
0
0
0
0
0
0
5,705
L52884
L
302.5
311.8
1,335
52.7
135
0
0
0
0
0
0
5,706
L52885
L
302.4
311.9
1,452
43.1
137
0
0
0
0
0
0
5,707
L52886
L
302.4
311.9
1,290
70
139
1
0
0
1
0
0
5,708
L52887
L
302.4
311.8
1,448
43.4
141
0
0
0
0
0
0
5,709
L52888
L
302.3
311.7
1,611
38.6
143
0
0
0
0
0
0
5,710
L52889
L
302.2
311.7
1,556
38.6
145
0
0
0
0
0
0
5,711
H35124
H
302.2
311.7
1,413
46.5
147
0
0
0
0
0
0
5,712
L52891
L
302.2
311.6
1,545
35.9
152
0
0
0
0
0
0
5,713
L52892
L
302.2
311.7
1,330
54.6
154
0
0
0
0
0
0
5,714
L52893
L
302.2
311.9
1,596
38
156
0
0
0
0
0
0
5,715
L52894
L
302.2
311.8
1,618
36
158
0
0
0
0
0
0
5,716
H35129
H
302.2
311.9
1,597
35.8
160
0
0
0
0
0
0
5,717
L52896
L
302.3
312
1,354
52.2
165
0
0
0
0
0
0
5,718
L52897
L
302.3
312
1,746
28.1
167
0
0
0
0
0
0
5,719
L52898
L
302.4
312
1,621
32.5
169
0
0
0
0
0
0
5,720
L52899
L
302.3
312
1,398
43.3
171
0
0
0
0
0
0
5,721
L52900
L
302.3
311.9
1,434
51.9
173
0
0
0
0
0
0
5,722
M20581
M
302.3
311.8
1,443
43.4
175
0
0
0
0
0
0
5,723
L52902
L
302.2
311.7
1,488
44.6
178
0
0
0
0
0
0
5,724
M20583
M
302.3
311.8
1,475
48
180
0
0
0
0
0
0
5,725
L52904
L
302.3
311.8
1,433
50.3
183
0
0
0
0
0
0
5,726
M20585
M
302.3
311.8
1,557
34.1
185
0
0
0
0
0
0
5,727
M20586
M
302.4
311.9
1,398
50.1
188
0
0
0
0
0
0
5,728
M20587
M
302.3
311.8
1,559
34.4
191
0
0
0
0
0
0
5,729
M20588
M
302.4
311.9
1,422
46.4
194
0
0
0
0
0
0
5,730
M20589
M
302.3
311.8
1,463
35.7
197
0
0
0
0
0
0
5,731
L52910
L
302.3
311.7
1,793
25.3
200
0
0
0
0
0
0
5,732
L52911
L
302.2
311.6
1,872
20.4
202
0
0
0
0
0
0
5,733
L52912
L
302.2
311.7
1,412
44.5
204
0
0
0
0
0
0
5,734
L52913
L
302.3
311.8
1,487
43.2
206
0
0
0
0
0
0
5,735
L52914
L
302.3
311.8
1,369
56.2
208
1
0
0
0
1
0
5,736
L52915
L
302.4
311.8
1,673
30.1
210
0
0
0
0
0
0
5,737
M20596
M
302.4
311.9
1,439
36.6
212
0
0
0
0
0
0
5,738
L52917
L
302.3
311.8
1,574
42.8
215
0
0
0
0
0
0
5,739
L52918
L
302.3
311.7
1,281
48.8
0
0
0
0
0
0
0
5,740
M20599
M
302.2
311.7
1,653
31.4
2
0
0
0
0
0
0
5,741
M20600
M
302.3
311.7
1,535
38.3
5
0
0
0
0
0
0
5,742
M20601
M
302.3
311.7
1,483
40.5
8
0
0
0
0
0
0
5,743
L52922
L
302.3
311.7
1,414
47
11
0
0
0
0
0
0
5,744
M20603
M
302.2
311.6
1,379
42.9
13
0
0
0
0
0
0
5,745
H35158
H
302.2
311.5
1,482
42.6
16
0
0
0
0
0
0
5,746
L52925
L
302.1
311.5
1,987
20.1
21
0
0
0
0
0
0
5,747
M20606
M
302.1
311.5
1,635
31.6
23
0
0
0
0
0
0
5,748
L52927
L
302.1
311.5
1,533
39.4
26
0
0
0
0
0
0
5,749
M20608
M
302.2
311.7
1,576
34
28
0
0
0
0
0
0
5,750
H35163
H
302.2
311.8
1,330
62.4
31
0
0
0
0
0
0
5,751
L52930
L
302.2
311.8
1,981
21.8
36
0
0
0
0
0
0
5,752
H35165
H
302.3
311.8
1,475
42.8
38
0
0
0
0
0
0
5,753
H35166
H
302.3
311.8
1,804
25
43
0
0
0
0
0
0
5,754
L52933
L
302.2
311.6
1,416
54.1
48
0
0
0
0
0
0
5,755
L52934
L
302.1
311.5
1,727
27.7
50
0
0
0
0
0
0
5,756
L52935
L
302.1
311.4
1,391
49.2
52
0
0
0
0
0
0
5,757
M20616
M
302
311.5
1,366
52.3
54
0
0
0
0
0
0
5,758
L52937
L
301.9
311.3
1,366
55.6
57
0
0
0
0
0
0
5,759
L52938
L
301.9
311.3
1,501
40.8
59
0
0
0
0
0
0
5,760
L52939
L
301.8
311.3
1,551
35.8
61
0
0
0
0
0
0
5,761
M20620
M
301.9
311.3
1,522
35.6
63
0
0
0
0
0
0
5,762
L52941
L
301.9
311.2
1,369
49.8
66
0
0
0
0
0
0
5,763
L52942
L
301.8
311.2
1,334
52.3
68
0
0
0
0
0
0
5,764
H35177
H
301.8
311.2
1,451
39.4
70
0
0
0
0
0
0
5,765
L52944
L
301.7
311.2
1,589
37.9
75
0
0
0
0
0
0
5,766
L52945
L
301.7
311.3
1,708
30.5
77
0
0
0
0
0
0
5,767
M20626
M
301.7
311.2
1,413
42.6
79
0
0
0
0
0
0
5,768
M20627
M
301.6
311.2
1,415
46.5
82
0
0
0
0
0
0
5,769
L52948
L
301.7
311.3
1,421
45.9
85
0
0
0
0
0
0
5,770
L52949
L
301.7
311.3
1,348
51
87
0
0
0
0
0
0
5,771
L52950
L
301.6
311.2
1,408
42.9
89
0
0
0
0
0
0
5,772
L52951
L
301.6
311.2
1,525
43.7
91
0
0
0
0
0
0
5,773
L52952
L
301.6
311.3
1,706
29.9
93
0
0
0
0
0
0
5,774
H35187
H
301.6
311.2
1,395
46.8
95
0
0
0
0
0
0
5,775
L52954
L
301.5
311.1
1,602
34.3
100
0
0
0
0
0
0
5,776
L52955
L
301.6
311.1
1,907
21.5
102
0
0
0
0
0
0
5,777
L52956
L
301.6
311.1
1,325
49.2
104
0
0
0
0
0
0
5,778
L52957
L
301.6
311.1
1,408
44.4
106
0
0
0
0
0
0
5,779
M20638
M
301.7
311.1
1,489
41.4
108
0
0
0
0
0
0
5,780
L52959
L
301.6
311.1
1,680
29.2
111
0
0
0
0
0
0
5,781
L52960
L
301.7
311.2
1,517
42.4
113
0
0
0
0
0
0
5,782
M20641
M
301.7
311.1
1,618
36.7
115
0
0
0
0
0
0
5,783
L52962
L
301.7
311.1
1,455
39.8
118
0
0
0
0
0
0
5,784
H35197
H
301.8
311.1
1,543
36.4
120
0
0
0
0
0
0
5,785
M20644
M
301.8
311.1
1,399
41.8
125
0
0
0
0
0
0
5,786
L52965
L
301.7
311.1
1,469
37.2
128
0
0
0
0
0
0
5,787
L52966
L
301.7
311.2
1,521
36.7
130
0
0
0
0
0
0
5,788
L52967
L
301.7
311.3
1,584
38.8
132
0
0
0
0
0
0
5,789
L52968
L
301.8
311.5
1,443
43.3
134
0
0
0
0
0
0
5,790
M20649
M
301.8
311.5
1,416
49
136
0
0
0
0
0
0
5,791
M20650
M
301.7
311.2
1,563
34.5
139
0
0
0
0
0
0
5,792
M20651
M
301.8
311.3
1,542
40.1
142
0
0
0
0
0
0
5,793
M20652
M
301.8
311.3
1,624
31.6
145
0
0
0
0
0
0
5,794
L52973
L
301.8
311.3
1,471
44.2
148
0
0
0
0
0
0
5,795
M20654
M
301.9
311.5
1,492
40.8
150
0
0
0
0
0
0
5,796
M20655
M
301.9
311.4
1,465
39.9
153
0
0
0
0
0
0
5,797
L52976
L
301.7
311.1
1,399
55.1
156
0
0
0
0
0
0
5,798
L52977
L
301.6
311
1,431
42.6
158
0
0
0
0
0
0
5,799
L52978
L
301.5
310.9
1,600
39
160
0
0
0
0
0
0
5,800
L52979
L
301.5
310.8
1,593
34.5
162
0
0
0
0
0
0