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
6,801
M21660
M
301.1
310.6
1,310
48.8
103
0
0
0
0
0
0
6,802
L53981
L
301.1
310.7
1,334
48.2
106
0
0
0
0
0
0
6,803
M21662
M
301.1
310.7
1,621
31
108
0
0
0
0
0
0
6,804
M21663
M
301.1
310.7
1,367
43.4
111
0
0
0
0
0
0
6,805
L53984
L
301
310.6
1,588
33.7
114
0
0
0
0
0
0
6,806
M21665
M
301
310.7
1,497
37.6
116
0
0
0
0
0
0
6,807
L53986
L
301.1
310.8
1,608
32.9
119
0
0
0
0
0
0
6,808
L53987
L
301
310.8
1,549
41.4
121
0
0
0
0
0
0
6,809
L53988
L
301
310.7
1,391
45
123
0
0
0
0
0
0
6,810
L53989
L
300.9
310.8
1,490
38.1
125
0
0
0
0
0
0
6,811
L53990
L
301
310.7
1,727
34.5
127
0
0
0
0
0
0
6,812
L53991
L
300.9
310.6
1,504
46.4
129
0
0
0
0
0
0
6,813
L53992
L
300.9
310.6
1,350
53.8
131
0
0
0
0
0
0
6,814
M21673
M
300.9
310.7
1,420
43
133
0
0
0
0
0
0
6,815
H36228
H
300.8
310.6
1,465
44.1
136
0
0
0
0
0
0
6,816
L53995
L
300.9
310.7
1,427
44.1
141
0
0
0
0
0
0
6,817
L53996
L
300.9
310.7
1,477
43.2
143
0
0
0
0
0
0
6,818
M21677
M
301
310.7
1,493
48.1
145
0
0
0
0
0
0
6,819
M21678
M
301
310.7
1,657
29.9
148
0
0
0
0
0
0
6,820
L53999
L
300.9
310.7
1,359
46
151
0
0
0
0
0
0
6,821
L54000
L
300.8
310.6
1,551
34.5
153
0
0
0
0
0
0
6,822
M21681
M
300.8
310.6
1,545
37.5
155
0
0
0
0
0
0
6,823
M21682
M
300.9
310.6
1,709
29.2
158
0
0
0
0
0
0
6,824
M21683
M
300.9
310.7
1,268
56.3
161
0
0
0
0
0
0
6,825
L54004
L
300.9
310.7
1,740
25.3
164
0
0
0
0
0
0
6,826
L54005
L
301
310.9
1,828
25.1
166
0
0
0
0
0
0
6,827
L54006
L
301
310.9
1,822
21.6
168
0
0
0
0
0
0
6,828
M21687
M
301
310.9
1,515
41.8
170
0
0
0
0
0
0
6,829
L54008
L
301
310.9
1,392
52.9
173
0
0
0
0
0
0
6,830
H36243
H
300.9
310.9
1,474
35.7
175
0
0
0
0
0
0
6,831
M21690
M
301
310.9
1,359
53.4
180
0
0
0
0
0
0
6,832
L54011
L
301.1
311
1,565
52.3
183
0
0
0
0
0
0
6,833
M21692
M
301.1
311.1
1,384
42.5
185
0
0
0
0
0
0
6,834
L54013
L
301.1
311.1
1,387
53.1
188
0
0
0
0
0
0
6,835
L54014
L
301.1
311
1,378
51.1
190
0
0
0
0
0
0
6,836
L54015
L
301
310.9
1,809
25.7
192
0
0
0
0
0
0
6,837
H36250
H
301.1
311
1,339
52.8
194
0
0
0
0
0
0
6,838
M21697
M
301
311
1,423
38.6
199
0
0
0
0
0
0
6,839
L54018
L
301.1
311.1
1,570
41.6
202
0
0
0
0
0
0
6,840
L54019
L
301.2
311.2
1,558
34.1
204
0
0
0
0
0
0
6,841
L54020
L
301.1
311.1
1,799
21.7
206
0
0
0
0
0
0
6,842
M21701
M
301.1
311.2
1,591
35
208
0
0
0
0
0
0
6,843
L54022
L
301.2
311.2
1,635
29.6
211
0
0
0
0
0
0
6,844
L54023
L
301.3
311.3
1,509
42.5
213
0
0
0
0
0
0
6,845
M21704
M
301.3
311.4
1,838
23.2
215
0
0
0
0
0
0
6,846
M21705
M
301.3
311.5
1,648
32.4
0
0
0
0
0
0
0
6,847
M21706
M
301.2
311.5
1,498
49.5
3
0
0
0
0
0
0
6,848
L54027
L
301.2
311.4
1,757
28
6
0
0
0
0
0
0
6,849
M21708
M
301.1
311.3
1,389
53.3
8
0
0
0
0
0
0
6,850
L54029
L
301.1
311.3
1,498
37.6
11
0
0
0
0
0
0
6,851
M21710
M
301
311.2
1,521
35.8
13
0
0
0
0
0
0
6,852
M21711
M
301
311.2
1,394
41.3
16
0
0
0
0
0
0
6,853
H36266
H
301
311.2
1,602
32.7
19
0
0
0
0
0
0
6,854
L54033
L
300.9
311.1
1,417
40.7
24
0
0
0
0
0
0
6,855
L54034
L
301
311.2
1,511
42.9
26
0
0
0
0
0
0
6,856
M21715
M
301.1
311.3
1,654
30.7
28
0
0
0
0
0
0
6,857
M21716
M
301.1
311.3
1,836
22.8
31
0
0
0
0
0
0
6,858
L54037
L
301.1
311.3
1,622
35.6
34
0
0
0
0
0
0
6,859
L54038
L
301
311.2
1,467
45.4
36
0
0
0
0
0
0
6,860
M21719
M
301.1
311.3
1,909
22.7
38
0
0
0
0
0
0
6,861
L54040
L
301.1
311.2
1,910
20.2
41
0
0
0
0
0
0
6,862
H36275
H
301.1
311.3
2,207
16.6
43
0
0
0
0
0
0
6,863
M21722
M
301.1
311.2
1,384
49.4
48
0
0
0
0
0
0
6,864
L54043
L
301.1
311.3
1,630
29.5
51
0
0
0
0
0
0
6,865
L54044
L
301.1
311.3
1,268
60
53
0
0
0
0
0
0
6,866
L54045
L
301.1
311.4
1,531
38.7
55
0
0
0
0
0
0
6,867
M21726
M
301
311.3
1,454
41.5
57
0
0
0
0
0
0
6,868
L54047
L
301
311.3
1,342
50.9
60
0
0
0
0
0
0
6,869
L54048
L
301
311.2
1,363
46.3
62
0
0
0
0
0
0
6,870
L54049
L
301
311.2
1,412
42.1
64
0
0
0
0
0
0
6,871
H36284
H
301
311.3
1,597
39.2
66
0
0
0
0
0
0
6,872
L54051
L
301
311.3
1,349
47
71
0
0
0
0
0
0
6,873
L54052
L
301
311.3
1,472
35.3
73
0
0
0
0
0
0
6,874
L54053
L
301
311.4
1,478
39.5
75
0
0
0
0
0
0
6,875
H36288
H
300.9
311.3
1,295
58.9
77
0
0
0
0
0
0
6,876
M21735
M
300.8
311.2
1,592
32.9
82
0
0
0
0
0
0
6,877
L54056
L
300.8
311.2
1,430
54.4
85
0
0
0
0
0
0
6,878
M21737
M
300.8
311.2
1,488
40.1
87
0
0
0
0
0
0
6,879
H36292
H
300.9
311.2
1,518
35
90
0
0
0
0
0
0
6,880
H36293
H
300.8
311.2
2,237
17
95
0
0
0
0
0
0
6,881
M21740
M
300.9
311.3
1,801
24.6
100
0
0
0
0
0
0
6,882
L54061
L
301
311.4
1,573
37.6
103
0
0
0
0
0
0
6,883
L54062
L
300.9
311.4
2,073
21.4
105
0
0
0
0
0
0
6,884
L54063
L
300.9
311.3
1,953
19.4
107
0
0
0
0
0
0
6,885
L54064
L
300.8
311.2
1,492
39
109
0
0
0
0
0
0
6,886
L54065
L
300.8
311.2
1,397
48.7
111
0
0
0
0
0
0
6,887
M21746
M
300.8
311.3
1,465
43.2
113
0
0
0
0
0
0
6,888
L54067
L
300.8
311.3
1,782
26.9
116
0
0
0
0
0
0
6,889
M21748
M
300.9
311.4
1,434
45.4
118
0
0
0
0
0
0
6,890
H36303
H
300.9
311.4
1,387
42.7
121
0
0
0
0
0
0
6,891
M21750
M
300.9
311.4
1,532
41.5
126
0
0
0
0
0
0
6,892
L54071
L
300.9
311.5
1,505
41.1
129
0
0
0
0
0
0
6,893
L54072
L
301
311.6
1,440
43.3
131
0
0
0
0
0
0
6,894
L54073
L
301
311.6
1,470
43.4
133
0
0
0
0
0
0
6,895
L54074
L
301.1
311.7
1,408
46.3
135
0
0
0
0
0
0
6,896
M21755
M
301
311.6
1,357
45.6
137
0
0
0
0
0
0
6,897
M21756
M
301
311.6
1,454
40
140
0
0
0
0
0
0
6,898
L54077
L
301
311.6
1,352
63.5
143
0
0
0
0
0
0
6,899
M21758
M
301
311.6
1,448
43.9
145
0
0
0
0
0
0
6,900
L54079
L
300.9
311.6
1,671
33.5
148
0
0
0
0
0
0