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
3,701
L50880
L
302.1
311.2
1,447
50.3
11
0
0
0
0
0
0
3,702
L50881
L
302.1
311.2
1,417
48
13
0
0
0
0
0
0
3,703
L50882
L
302
311.2
1,434
44.9
15
0
0
0
0
0
0
3,704
M18563
M
302
311.2
1,418
49.5
17
0
0
0
0
0
0
3,705
M18564
M
302
311.2
1,400
49.5
20
0
0
0
0
0
0
3,706
M18565
M
302
311.3
1,725
27.7
23
0
0
0
0
0
0
3,707
L50886
L
302
311.3
1,567
41.1
26
0
0
0
0
0
0
3,708
M18567
M
302.1
311.3
1,497
38.4
28
0
0
0
0
0
0
3,709
L50888
L
302.1
311.4
1,549
44.6
31
0
0
0
0
0
0
3,710
L50889
L
302.2
311.4
1,754
26.9
33
0
0
0
0
0
0
3,711
L50890
L
302.2
311.5
1,489
38.3
35
0
0
0
0
0
0
3,712
L50891
L
302.2
311.5
1,543
38.5
37
0
0
0
0
0
0
3,713
L50892
L
302.3
311.5
1,543
33.1
39
0
0
0
0
0
0
3,714
L50893
L
302.3
311.5
1,565
35.6
41
0
0
0
0
0
0
3,715
M18574
M
302.3
311.4
1,855
23.9
43
0
0
0
0
0
0
3,716
M18575
M
302.4
311.4
1,475
45.2
46
0
0
0
0
0
0
3,717
L50896
L
302.3
311.4
1,609
32.3
49
0
0
0
0
0
0
3,718
H33131
H
302.3
311.4
1,443
44.1
51
0
0
0
0
0
0
3,719
L50898
L
302.4
311.4
1,450
44.1
56
0
0
0
0
0
0
3,720
L50899
L
302.4
311.5
1,590
39.9
58
0
0
0
0
0
0
3,721
M18580
M
302.4
311.4
1,508
41.2
60
0
0
0
0
0
0
3,722
M18581
M
302.2
311.2
1,544
43.6
63
0
0
0
0
0
0
3,723
L50902
L
302.2
311.2
1,451
41.8
66
0
0
0
0
0
0
3,724
L50903
L
302.3
311.2
1,758
24.4
68
0
0
0
0
0
0
3,725
M18584
M
302.3
311.2
1,507
47.7
70
0
0
0
0
0
0
3,726
H33139
H
302.3
311.1
1,543
37.5
73
0
0
0
0
0
0
3,727
M18586
M
302.3
311.2
1,505
36.7
78
0
0
0
0
0
0
3,728
L50907
L
302.3
311.2
1,786
24.3
81
0
0
0
0
0
0
3,729
L50908
L
302.3
311.3
1,457
44.5
83
0
0
0
0
0
0
3,730
M18589
M
302.4
311.3
1,312
61.5
85
0
0
0
0
0
0
3,731
M18590
M
302.3
311.2
1,405
47.7
88
0
0
0
0
0
0
3,732
M18591
M
302.2
311.2
1,377
43
91
0
0
0
0
0
0
3,733
M18592
M
302.2
311.2
1,347
49.8
94
0
0
0
0
0
0
3,734
L50913
L
302.2
311.1
1,470
39.6
97
0
0
0
0
0
0
3,735
M18594
M
302.2
311.2
1,873
24
99
0
0
0
0
0
0
3,736
M18595
M
302.2
311.1
1,434
58.6
102
0
0
0
0
0
0
3,737
H33150
H
302.2
311.1
1,628
30.6
105
0
0
0
0
0
0
3,738
L50917
L
302.2
311.1
1,351
48.6
110
0
0
0
0
0
0
3,739
M18598
M
302.3
311.2
1,454
43.8
112
0
0
0
0
0
0
3,740
M18599
M
302.2
311.2
1,663
29.6
115
0
0
0
0
0
0
3,741
L50920
L
302.3
311.2
1,401
49.7
118
0
0
0
0
0
0
3,742
L50921
L
302.4
311.3
1,503
38.2
120
0
0
0
0
0
0
3,743
L50922
L
302.4
311.4
1,564
35
122
0
0
0
0
0
0
3,744
L50923
L
302.5
311.4
1,759
24.6
124
0
0
0
0
0
0
3,745
L50924
L
302.5
311.4
1,409
53.1
126
0
0
0
0
0
0
3,746
L50925
L
302.6
311.4
1,738
25.8
128
0
0
0
0
0
0
3,747
H33160
H
302.5
311.3
1,393
47.5
130
0
0
0
0
0
0
3,748
L50927
L
302.5
311.1
1,499
38.8
135
0
0
0
0
0
0
3,749
L50928
L
302.5
311.1
1,493
39
137
0
0
0
0
0
0
3,750
L50929
L
302.4
311.1
1,652
33.9
139
0
0
0
0
0
0
3,751
L50930
L
302.3
311.1
1,589
29.9
141
0
0
0
0
0
0
3,752
L50931
L
302.4
311.1
1,520
42.2
143
0
0
0
0
0
0
3,753
H33166
H
302.3
311.1
1,455
40.3
145
0
0
0
0
0
0
3,754
L50933
L
302.2
311
1,463
46.8
150
0
0
0
0
0
0
3,755
L50934
L
302.3
311
1,442
43.7
152
0
0
0
0
0
0
3,756
L50935
L
302.3
311
1,329
51.5
154
0
0
0
0
0
0
3,757
L50936
L
302.3
311.1
1,546
33.1
156
0
0
0
0
0
0
3,758
M18617
M
302.2
311.1
1,516
33.7
158
0
0
0
0
0
0
3,759
M18618
M
302.2
311
1,476
47.4
161
0
0
0
0
0
0
3,760
L50939
L
302.3
311
1,412
47
164
0
0
0
0
0
0
3,761
L50940
L
302.3
310.9
1,377
46.8
166
1
0
1
0
0
0
3,762
M18621
M
302.4
311
1,490
37.1
168
0
0
0
0
0
0
3,763
M18622
M
302.3
311
1,526
37.7
171
0
0
0
0
0
0
3,764
L50943
L
302.3
311
1,428
47.9
174
0
0
0
0
0
0
3,765
L50944
L
302.4
311
1,329
54.6
176
0
0
0
0
0
0
3,766
M18625
M
302.4
311.1
1,443
51.8
178
0
0
0
0
0
0
3,767
L50946
L
302.3
311.1
1,373
53
181
0
0
0
0
0
0
3,768
L50947
L
302.3
311.1
1,630
35.6
183
0
0
0
0
0
0
3,769
L50948
L
302.2
311
1,555
34.2
185
0
0
0
0
0
0
3,770
M18629
M
302.2
311
1,436
47
187
0
0
0
0
0
0
3,771
L50950
L
302.3
311
1,609
31
190
0
0
0
0
0
0
3,772
M18631
M
302.3
311
1,384
49.7
192
0
0
0
0
0
0
3,773
L50952
L
302.4
311.1
1,448
44.8
195
0
0
0
0
0
0
3,774
M18633
M
302.4
311.1
1,887
22.4
197
0
0
0
0
0
0
3,775
M18634
M
302.4
311.1
1,480
45.7
200
0
0
0
0
0
0
3,776
H33189
H
302.5
311.1
1,850
23.3
203
0
0
0
0
0
0
3,777
L50956
L
302.5
311.1
1,538
36.8
208
0
0
0
0
0
0
3,778
M18637
M
302.4
311.1
1,721
30.1
210
0
0
0
0
0
0
3,779
M18638
M
302.4
311.1
1,366
54.4
0
0
0
0
0
0
0
3,780
L50959
L
302.3
311
1,657
31.1
3
0
0
0
0
0
0
3,781
L50960
L
302.4
311.1
1,446
42.9
5
0
0
0
0
0
0
3,782
L50961
L
302.3
310.8
1,465
43.8
7
0
0
0
0
0
0
3,783
L50962
L
302.2
310.8
1,827
23.8
9
0
0
0
0
0
0
3,784
H33197
H
302.2
310.8
1,397
47.6
11
0
0
0
0
0
0
3,785
L50964
L
302.2
310.8
1,744
29.7
16
0
0
0
0
0
0
3,786
L50965
L
302.3
310.9
1,545
36.7
18
0
0
0
0
0
0
3,787
L50966
L
302.3
310.9
1,587
36.6
20
0
0
0
0
0
0
3,788
L50967
L
302.3
310.8
1,377
47.3
22
1
0
1
0
0
0
3,789
L50968
L
302.3
310.8
1,511
48.1
24
0
0
0
0
0
0
3,790
L50969
L
302.3
310.8
1,650
32.4
26
0
0
0
0
0
0
3,791
L50970
L
302.3
310.9
1,412
48.9
28
0
0
0
0
0
0
3,792
L50971
L
302.3
311
1,528
43.1
30
0
0
0
0
0
0
3,793
L50972
L
302.3
310.9
1,459
35
32
0
0
0
0
0
0
3,794
L50973
L
302.3
310.9
1,379
49.3
34
1
0
1
0
0
0
3,795
M18654
M
302.2
310.8
1,356
48.3
36
0
0
0
0
0
0
3,796
M18655
M
302.1
310.8
1,409
41.3
39
0
0
0
0
0
0
3,797
M18656
M
302.1
310.8
1,504
37.5
42
0
0
0
0
0
0
3,798
L50977
L
302.1
310.8
1,622
36.8
45
0
0
0
0
0
0
3,799
L50978
L
302.1
310.8
1,786
25.7
47
0
0
0
0
0
0
3,800
L50979
L
302.2
310.9
1,506
34
49
0
0
0
0
0
0