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
4,601
L51780
L
303
311
1,359
44.2
115
1
0
1
0
0
0
4,602
M19461
M
303
311.1
1,372
54.3
117
1
0
1
0
0
0
4,603
M19462
M
303
311
1,409
41.7
120
0
0
0
0
0
0
4,604
H34017
H
302.9
311
1,452
58.3
123
0
0
0
0
0
0
4,605
L51784
L
302.9
311
1,820
24.6
128
0
0
0
0
0
0
4,606
H34019
H
302.9
311
1,469
48.7
130
0
0
0
0
0
0
4,607
L51786
L
302.9
311.1
1,556
45.3
135
0
0
0
0
0
0
4,608
L51787
L
303
311.1
1,980
20.2
137
0
0
0
0
0
0
4,609
M19468
M
303
311.2
1,519
38
139
0
0
0
0
0
0
4,610
L51789
L
303
311.2
1,456
44
142
0
0
0
0
0
0
4,611
L51790
L
303.1
311.2
1,394
45.3
144
0
0
0
0
0
0
4,612
L51791
L
303
311.3
1,365
56.2
146
1
0
1
0
0
0
4,613
L51792
L
303
311.3
2,194
16.5
148
0
0
0
0
0
0
4,614
L51793
L
303.1
311.3
1,403
55.6
150
0
0
0
0
0
0
4,615
H34028
H
303
311.2
1,503
37
152
0
0
0
0
0
0
4,616
L51795
L
303
311.3
1,793
29.3
157
0
0
0
0
0
0
4,617
L51796
L
303.1
311.4
1,829
24.5
159
0
0
0
0
0
0
4,618
M19477
M
303.1
311.4
1,831
23.3
161
0
0
0
0
0
0
4,619
M19478
M
303
311.3
1,335
53.6
164
1
0
1
0
0
0
4,620
H34033
H
303.1
311.3
2,056
19.7
167
0
0
0
0
0
0
4,621
L51800
L
303.1
311.3
1,336
52.6
172
1
0
1
0
0
0
4,622
L51801
L
303
311.2
1,341
51
174
1
0
1
0
0
0
4,623
M19482
M
303
311.1
1,526
37.3
176
0
0
0
0
0
0
4,624
L51803
L
303
311.1
1,525
40.7
179
0
0
0
0
0
0
4,625
M19484
M
303
311.1
1,428
39.8
181
0
0
0
0
0
0
4,626
L51805
L
303
311.2
1,511
45.7
184
0
0
0
0
0
0
4,627
L51806
L
303
311.2
1,664
29.8
186
0
0
0
0
0
0
4,628
M19487
M
303
311.2
1,592
38.9
188
0
0
0
0
0
0
4,629
M19488
M
303
311.1
1,597
36.7
191
0
0
0
0
0
0
4,630
L51809
L
303
311.2
1,735
26.1
194
0
0
0
0
0
0
4,631
L51810
L
302.9
311.2
1,751
23.8
196
0
0
0
0
0
0
4,632
L51811
L
303
311.2
1,383
44.6
198
0
0
0
0
0
0
4,633
M19492
M
302.9
311.2
1,330
53.7
200
1
0
1
0
0
0
4,634
L51813
L
303
311.2
1,382
50.5
203
0
0
0
0
0
0
4,635
L51814
L
303
311.2
1,755
30.4
205
0
0
0
0
0
0
4,636
M19495
M
303
311.2
1,614
35.7
207
0
0
0
0
0
0
4,637
L51816
L
303
311.3
1,466
43
210
0
0
0
0
0
0
4,638
M19497
M
303.1
311.3
1,847
24.7
212
0
0
0
0
0
0
4,639
L51818
L
303.1
311.3
1,474
34.8
215
0
0
0
0
0
0
4,640
L51819
L
303.1
311.3
1,657
31.8
217
0
0
0
0
0
0
4,641
L51820
L
303.1
311.2
1,435
40.1
219
0
0
0
0
0
0
4,642
H34055
H
303.1
311.3
1,494
42.7
221
0
0
0
0
0
0
4,643
L51822
L
303.2
311.4
1,238
54.6
226
1
0
1
0
1
0
4,644
L51823
L
303.2
311.4
1,324
54.2
228
1
0
1
0
1
0
4,645
L51824
L
303.2
311.4
1,514
41.2
230
0
0
0
0
0
0
4,646
L51825
L
303.3
311.4
1,732
25.6
232
0
0
0
0
0
0
4,647
L51826
L
303.3
311.4
1,497
46
234
1
1
0
0
0
0
4,648
L51827
L
303.3
311.4
1,958
21.5
0
0
0
0
0
0
0
4,649
L51828
L
303.3
311.4
1,630
32.5
2
0
0
0
0
0
0
4,650
M19509
M
303.3
311.4
1,395
59.1
4
0
0
0
0
0
0
4,651
L51830
L
303.3
311.4
1,658
30.5
7
0
0
0
0
0
0
4,652
L51831
L
303.2
311.4
1,349
51.1
9
1
0
1
0
0
0
4,653
L51832
L
303.1
311.2
1,452
52.9
11
0
0
0
0
0
0
4,654
M19513
M
303.1
311.1
1,594
35.5
13
0
0
0
0
0
0
4,655
M19514
M
303.1
311
1,510
47.6
16
0
0
0
0
0
0
4,656
L51835
L
303.1
311.1
1,854
22.6
19
0
0
0
0
0
0
4,657
L51836
L
303.1
311.2
1,626
32.3
21
0
0
0
0
0
0
4,658
L51837
L
303.1
311.2
1,628
35.2
23
0
0
0
0
0
0
4,659
L51838
L
303.1
311.2
1,679
34.8
25
0
0
0
0
0
0
4,660
M19519
M
303.1
311.2
1,489
44.5
27
0
0
0
0
0
0
4,661
L51840
L
303.2
311.2
1,439
43.9
30
0
0
0
0
0
0
4,662
L51841
L
303.3
311.3
1,350
48.1
32
1
0
1
0
0
0
4,663
H34076
H
303.3
311.2
1,607
31.7
34
0
0
0
0
0
0
4,664
L51843
L
303.3
311.3
1,389
53.9
39
0
0
0
0
0
0
4,665
M19524
M
303.3
311.3
1,566
46.1
41
0
0
0
0
0
0
4,666
M19525
M
303.4
311.4
1,307
54
44
1
0
1
0
0
0
4,667
M19526
M
303.3
311.5
1,569
36.6
47
0
0
0
0
0
0
4,668
H34081
H
303.3
311.4
1,651
30.6
50
0
0
0
0
0
0
4,669
H34082
H
303.3
311.4
1,692
27.9
55
0
0
0
0
0
0
4,670
M19529
M
303.3
311.5
1,373
47.3
60
1
0
1
0
0
0
4,671
L51850
L
303.2
311.4
1,610
35.5
63
0
0
0
0
0
0
4,672
L51851
L
303.3
311.4
1,511
43.4
65
0
0
0
0
0
0
4,673
L51852
L
303.3
311.5
1,412
55.6
67
0
0
0
0
0
0
4,674
L51853
L
303.4
311.5
1,501
36.2
69
0
0
0
0
0
0
4,675
L51854
L
303.4
311.5
1,414
44.8
71
0
0
0
0
0
0
4,676
H34089
H
303.5
311.5
1,629
33.5
73
0
0
0
0
0
0
4,677
L51856
L
303.4
311.5
1,879
21.3
78
0
0
0
0
0
0
4,678
H34091
H
303.5
311.6
1,466
47
80
0
0
0
0
0
0
4,679
H34092
H
303.6
311.7
1,476
40.1
85
0
0
0
0
0
0
4,680
L51859
L
303.6
311.8
1,695
30.7
90
0
0
0
0
0
0
4,681
L51860
L
303.6
311.7
1,491
39.8
92
0
0
0
0
0
0
4,682
M19541
M
303.6
311.8
1,659
34.7
94
0
0
0
0
0
0
4,683
L51862
L
303.6
311.8
1,567
31.7
97
0
0
0
0
0
0
4,684
L51863
L
303.6
311.8
1,736
32.9
99
0
0
0
0
0
0
4,685
M19544
M
303.6
311.8
1,421
44.8
101
1
0
0
0
0
0
4,686
M19545
M
303.6
311.8
1,627
30.8
104
0
0
0
0
0
0
4,687
M19546
M
303.5
311.6
1,562
34.2
107
0
0
0
0
0
0
4,688
L51867
L
303.5
311.6
2,183
17
110
0
0
0
0
0
0
4,689
L51868
L
303.5
311.6
1,577
38.1
112
0
0
0
0
0
0
4,690
M19549
M
303.4
311.5
1,560
36.4
114
0
0
0
0
0
0
4,691
M19550
M
303.4
311.5
1,483
43
117
0
0
0
0
0
0
4,692
L51871
L
303.5
311.5
1,535
33.3
120
0
0
0
0
0
0
4,693
M19552
M
303.4
311.4
1,606
29.6
122
0
0
0
0
0
0
4,694
M19553
M
303.4
311.5
1,817
24.7
125
0
0
0
0
0
0
4,695
L51874
L
303.4
311.5
1,424
50.8
128
0
0
0
0
0
0
4,696
L51875
L
303.3
311.6
1,514
34.7
130
0
0
0
0
0
0
4,697
L51876
L
303.4
311.6
1,449
41.7
132
0
0
0
0
0
0
4,698
M19557
M
303.5
311.6
1,573
34
134
0
0
0
0
0
0
4,699
L51878
L
303.4
311.6
1,564
41.9
137
0
0
0
0
0
0
4,700
L51879
L
303.5
311.6
1,428
46.2
139
0
0
0
0
0
0