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
9,701
M24560
M
298.9
309.8
1,353
53.7
71
0
0
0
0
0
0
9,702
L56881
L
298.8
309.8
1,485
42.4
74
0
0
0
0
0
0
9,703
L56882
L
298.9
310
1,633
31.2
76
0
0
0
0
0
0
9,704
L56883
L
298.9
310
1,422
43.6
78
0
0
0
0
0
0
9,705
L56884
L
298.9
310.1
1,577
41.4
80
0
0
0
0
0
0
9,706
L56885
L
298.9
310
1,482
41.1
82
0
0
0
0
0
0
9,707
M24566
M
299
310.1
1,705
30.1
84
0
0
0
0
0
0
9,708
L56887
L
299
310.1
1,699
32.9
87
0
0
0
0
0
0
9,709
L56888
L
299
310.1
1,664
29.7
89
0
0
0
0
0
0
9,710
M24569
M
299
310
1,486
34.6
91
0
0
0
0
0
0
9,711
L56890
L
299.1
310.1
1,336
61.3
94
0
0
0
0
0
0
9,712
H39125
H
299.1
310.1
1,429
42.9
96
0
0
0
0
0
0
9,713
M24572
M
299.1
310.2
1,456
48.4
101
0
0
0
0
0
0
9,714
L56893
L
299.1
310.2
1,496
45
104
0
0
0
0
0
0
9,715
L56894
L
299.1
310.1
1,894
20.1
106
0
0
0
0
0
0
9,716
L56895
L
299.1
310.1
1,373
55.6
108
0
0
0
0
0
0
9,717
H39130
H
299
310
1,387
45.2
110
0
0
0
0
0
0
9,718
L56897
L
298.9
309.9
1,500
44.2
115
0
0
0
0
0
0
9,719
L56898
L
298.9
309.9
1,517
36.6
117
0
0
0
0
0
0
9,720
L56899
L
298.9
309.9
1,309
56.2
119
0
0
0
0
0
0
9,721
M24580
M
298.9
309.9
1,357
54.5
121
0
0
0
0
0
0
9,722
L56901
L
298.8
309.8
1,490
40.6
124
0
0
0
0
0
0
9,723
H39136
H
298.8
309.8
1,911
21.6
126
0
0
0
0
0
0
9,724
L56903
L
298.8
309.8
1,599
33.6
131
0
0
0
0
0
0
9,725
M24584
M
298.8
309.7
2,098
19
133
0
0
0
0
0
0
9,726
M24585
M
298.7
309.7
1,629
27.9
136
0
0
0
0
0
0
9,727
L56906
L
298.8
309.8
1,557
37.2
139
0
0
0
0
0
0
9,728
L56907
L
298.8
309.8
1,461
39.4
141
0
0
0
0
0
0
9,729
L56908
L
298.8
309.8
1,563
33.7
143
0
0
0
0
0
0
9,730
L56909
L
298.7
309.8
1,695
29
145
0
0
0
0
0
0
9,731
L56910
L
298.8
310
1,528
36.7
147
0
0
0
0
0
0
9,732
L56911
L
298.8
310
1,389
49.6
149
0
0
0
0
0
0
9,733
L56912
L
298.9
310
2,231
17.4
151
0
0
0
0
0
0
9,734
M24593
M
298.9
310.1
1,442
42.9
153
0
0
0
0
0
0
9,735
H39148
H
298.9
310.1
1,458
44.3
156
0
0
0
0
0
0
9,736
L56915
L
299
310.1
1,444
47.7
161
0
0
0
0
0
0
9,737
M24596
M
298.9
310
1,348
58.2
163
0
0
0
0
0
0
9,738
L56917
L
298.9
310
1,791
27.6
166
0
0
0
0
0
0
9,739
L56918
L
299
310
1,509
38
168
0
0
0
0
0
0
9,740
L56919
L
298.9
310
1,515
42.9
170
0
0
0
0
0
0
9,741
M24600
M
298.9
310.1
1,655
31.5
172
0
0
0
0
0
0
9,742
L56921
L
298.9
310.1
1,495
42.9
175
0
0
0
0
0
0
9,743
L56922
L
298.9
310.2
1,623
37.2
177
0
0
0
0
0
0
9,744
L56923
L
298.9
310.2
1,562
42.5
179
0
0
0
0
0
0
9,745
L56924
L
298.8
310.1
1,574
36.2
181
0
0
0
0
0
0
9,746
L56925
L
298.8
310
1,611
32.4
183
0
0
0
0
0
0
9,747
L56926
L
298.8
310
1,403
45.6
185
0
0
0
0
0
0
9,748
L56927
L
298.8
310.1
1,481
47.4
187
0
0
0
0
0
0
9,749
M24608
M
298.9
310.1
1,441
41.2
189
0
0
0
0
0
0
9,750
H39163
H
298.8
310.1
1,483
45.4
192
0
0
0
0
0
0
9,751
L56930
L
298.7
310
1,555
32.6
197
0
0
0
0
0
0
9,752
L56931
L
298.6
309.9
1,615
28.8
199
0
0
0
0
0
0
9,753
L56932
L
298.6
309.8
1,561
32.6
201
0
0
0
0
0
0
9,754
L56933
L
298.5
309.8
1,593
35.1
203
0
0
0
0
0
0
9,755
M24614
M
298.5
309.7
1,552
34
205
0
0
0
0
0
0
9,756
H39169
H
298.5
309.7
1,561
35.3
208
0
0
0
0
0
0
9,757
L56936
L
298.6
309.8
1,597
35.9
213
0
0
0
0
0
0
9,758
M24617
M
298.6
309.9
1,517
34
215
0
0
0
0
0
0
9,759
L56938
L
298.6
309.8
2,271
16.2
218
1
1
0
0
0
0
9,760
L56939
L
298.5
309.7
1,613
36.7
0
0
0
0
0
0
0
9,761
M24620
M
298.5
309.6
1,509
47.3
2
0
0
0
0
0
0
9,762
L56941
L
298.6
309.7
1,703
26.1
5
0
0
0
0
0
0
9,763
L56942
L
298.6
309.7
1,925
22.1
7
0
0
0
0
0
0
9,764
M24623
M
298.6
309.6
1,635
29.7
9
0
0
0
0
0
0
9,765
L56944
L
298.5
309.5
1,294
66.7
12
1
0
0
1
0
0
9,766
L56945
L
298.6
309.6
1,472
39.1
14
0
0
0
0
0
0
9,767
H39180
H
298.6
309.6
1,449
42.5
16
0
0
0
0
0
0
9,768
L56947
L
298.6
309.6
1,563
35
21
0
0
0
0
0
0
9,769
L56948
L
298.6
309.6
1,611
35.7
23
0
0
0
0
0
0
9,770
L56949
L
298.6
309.6
1,386
48.6
25
0
0
0
0
0
0
9,771
H39184
H
298.6
309.5
1,584
31.8
27
0
0
0
0
0
0
9,772
M24631
M
298.7
309.6
1,424
50.4
32
0
0
0
0
0
0
9,773
L56952
L
298.5
309.5
1,561
34.8
35
0
0
0
0
0
0
9,774
L56953
L
298.5
309.4
1,560
37.9
37
0
0
0
0
0
0
9,775
H39188
H
298.6
309.5
1,375
41
39
0
0
0
0
0
0
9,776
M24635
M
298.6
309.5
1,684
27.8
44
0
0
0
0
0
0
9,777
M24636
M
298.6
309.6
1,397
54.1
47
0
0
0
0
0
0
9,778
L56957
L
298.6
309.6
1,387
57.6
50
0
0
0
0
0
0
9,779
H39192
H
298.7
309.7
1,311
54.5
52
0
0
0
0
0
0
9,780
L56959
L
298.8
309.8
1,509
36.2
57
0
0
0
0
0
0
9,781
M24640
M
298.8
309.8
1,477
46.7
59
0
0
0
0
0
0
9,782
L56961
L
298.8
309.9
1,441
41.6
62
0
0
0
0
0
0
9,783
L56962
L
298.7
309.9
1,404
47.1
64
0
0
0
0
0
0
9,784
H39197
H
298.8
309.9
1,466
44.6
66
0
0
0
0
0
0
9,785
M24644
M
298.7
309.8
1,435
48.8
71
0
0
0
0
0
0
9,786
H39199
H
298.7
309.7
1,697
29.8
74
0
0
0
0
0
0
9,787
M24646
M
298.7
309.6
1,738
27.3
79
0
0
0
0
0
0
9,788
H39201
H
298.6
309.5
1,420
50.4
82
0
0
0
0
0
0
9,789
M24648
M
298.5
309.5
1,535
39.8
87
0
0
0
0
0
0
9,790
L56969
L
298.6
309.6
1,715
28.4
90
0
0
0
0
0
0
9,791
L56970
L
298.6
309.5
1,483
43.2
92
0
0
0
0
0
0
9,792
M24651
M
298.5
309.4
1,521
37.5
94
0
0
0
0
0
0
9,793
H39206
H
298.5
309.4
1,573
36
97
0
0
0
0
0
0
9,794
H39207
H
298.5
309.4
1,414
46.7
102
0
0
0
0
0
0
9,795
L56974
L
298.5
309.3
1,590
33.9
107
0
0
0
0
0
0
9,796
L56975
L
298.5
309.3
1,623
33.1
109
0
0
0
0
0
0
9,797
H39210
H
298.4
309.3
1,694
30.9
111
0
0
0
0
0
0
9,798
M24657
M
298.4
309.2
1,597
33.5
116
0
0
0
0
0
0
9,799
L56978
L
298.5
309.3
1,471
44.7
119
0
0
0
0
0
0
9,800
M24659
M
298.5
309.3
1,551
34.7
121
0
0
0
0
0
0