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
4,801
M19660
M
303.5
312.5
1,353
51
172
0
0
0
0
0
0
4,802
L51981
L
303.5
312.4
1,574
32.7
175
0
0
0
0
0
0
4,803
M19662
M
303.5
312.4
1,318
54.2
177
0
0
0
0
0
0
4,804
L51983
L
303.6
312.5
1,710
31.4
180
0
0
0
0
0
0
4,805
L51984
L
303.7
312.6
1,621
38.8
182
0
0
0
0
0
0
4,806
L51985
L
303.6
312.6
1,606
33.6
184
0
0
0
0
0
0
4,807
H34220
H
303.6
312.5
1,375
54
186
0
0
0
0
0
0
4,808
L51987
L
303.5
312.4
1,503
36.5
191
0
0
0
0
0
0
4,809
L51988
L
303.5
312.3
1,404
48.6
193
0
0
0
0
0
0
4,810
L51989
L
303.4
312.2
1,656
32.7
195
0
0
0
0
0
0
4,811
M19670
M
303.4
312.1
1,499
39.4
197
0
0
0
0
0
0
4,812
M19671
M
303.4
312
1,748
28.4
200
0
0
0
0
0
0
4,813
L51992
L
303.4
311.9
1,531
37.9
203
0
0
0
0
0
0
4,814
M19673
M
303.3
311.8
1,536
40.6
205
0
0
0
0
0
0
4,815
L51994
L
303.4
311.8
1,401
53
208
1
0
0
0
1
0
4,816
H34229
H
303.4
311.9
1,534
33.2
210
0
0
0
0
0
0
4,817
L51996
L
303.4
312
1,521
35.9
215
1
1
0
0
0
0
4,818
L51997
L
303.5
312.1
1,674
30.8
0
0
0
0
0
0
0
4,819
M19678
M
303.6
312.1
1,967
20.9
2
0
0
0
0
0
0
4,820
L51999
L
303.6
312.2
1,696
30.7
5
0
0
0
0
0
0
4,821
M19680
M
303.6
312.1
1,627
32.5
7
0
0
0
0
0
0
4,822
L52001
L
303.5
311.9
1,405
45.6
10
0
0
0
0
0
0
4,823
L52002
L
303.5
311.9
1,565
38.9
12
0
0
0
0
0
0
4,824
L52003
L
303.5
311.9
1,493
38.7
14
0
0
0
0
0
0
4,825
L52004
L
303.4
311.8
1,499
45
16
0
0
0
0
0
0
4,826
L52005
L
303.3
311.8
1,692
30.6
18
0
0
0
0
0
0
4,827
L52006
L
303.4
311.8
2,268
15.8
20
0
0
0
0
0
0
4,828
L52007
L
303.4
311.8
1,438
58.9
22
0
0
0
0
0
0
4,829
L52008
L
303.5
311.9
1,515
39.2
24
0
0
0
0
0
0
4,830
L52009
L
303.4
311.9
1,491
38.2
26
0
0
0
0
0
0
4,831
L52010
L
303.5
312
1,756
29.7
28
0
0
0
0
0
0
4,832
L52011
L
303.5
312
1,366
54.5
30
1
0
1
0
0
0
4,833
L52012
L
303.5
312
1,436
45.1
32
0
0
0
0
0
0
4,834
L52013
L
303.4
311.9
1,377
41.6
34
1
0
1
0
0
0
4,835
M19694
M
303.4
311.9
1,510
42.2
36
0
0
0
0
0
0
4,836
M19695
M
303.4
311.9
1,419
50.9
39
0
0
0
0
0
0
4,837
L52016
L
303.3
311.8
1,315
62
42
1
0
1
0
0
0
4,838
H34251
H
303.3
311.8
1,806
27.7
44
0
0
0
0
0
0
4,839
H34252
H
303.3
311.8
1,649
29.4
49
0
0
0
0
0
0
4,840
H34253
H
303.4
311.9
1,402
50
54
0
0
0
0
0
0
4,841
L52020
L
303.4
311.9
1,298
63.9
59
1
0
1
0
0
0
4,842
M19701
M
303.3
311.8
1,441
44.9
61
0
0
0
0
0
0
4,843
M19702
M
303.3
311.8
1,489
49.4
64
0
0
0
0
0
0
4,844
L52023
L
303.3
311.8
1,842
24.5
67
0
0
0
0
0
0
4,845
M19704
M
303.4
311.8
1,316
50.9
69
1
0
1
0
0
0
4,846
M19705
M
303.3
311.8
1,583
33.3
72
0
0
0
0
0
0
4,847
M19706
M
303.3
311.8
1,548
33.5
75
0
0
0
0
0
0
4,848
L52027
L
303.4
311.9
1,434
44.6
78
0
0
0
0
0
0
4,849
H34262
H
303.5
312
1,397
52.9
80
0
0
0
0
0
0
4,850
M19709
M
303.5
312
1,475
42.9
85
0
0
0
0
0
0
4,851
L52030
L
303.5
312
1,441
56.8
88
0
0
0
0
0
0
4,852
L52031
L
303.7
312.1
1,363
51.8
90
1
0
1
0
0
0
4,853
L52032
L
303.7
312.2
1,619
34.9
92
0
0
0
0
0
0
4,854
L52033
L
303.7
312.2
1,487
34
94
0
0
0
0
0
0
4,855
L52034
L
303.7
312.2
1,568
33.8
96
0
0
0
0
0
0
4,856
L52035
L
303.7
312.3
1,375
46.2
98
0
0
0
0
0
0
4,857
M19716
M
303.6
312.3
1,698
31.3
100
0
0
0
0
0
0
4,858
L52037
L
303.7
312.3
1,606
37.4
103
0
0
0
0
0
0
4,859
L52038
L
303.7
312.3
1,349
51
105
0
0
0
0
0
0
4,860
L52039
L
303.7
312.4
1,535
38.6
107
0
0
0
0
0
0
4,861
M19720
M
303.6
312.4
1,504
49.5
109
0
0
0
0
0
0
4,862
L52041
L
303.5
312.3
1,946
21.1
112
0
0
0
0
0
0
4,863
L52042
L
303.5
312.1
1,326
55.7
114
0
0
0
0
0
0
4,864
M19723
M
303.6
312.3
1,915
22.3
116
0
0
0
0
0
0
4,865
L52044
L
303.6
312.3
1,451
43.4
119
0
0
0
0
0
0
4,866
M19725
M
303.5
312.3
1,624
34.8
121
0
0
0
0
0
0
4,867
L52046
L
303.6
312.4
1,781
28.7
124
0
0
0
0
0
0
4,868
L52047
L
303.6
312.5
1,345
54.1
126
0
0
0
0
0
0
4,869
L52048
L
303.6
312.4
1,418
46
128
0
0
0
0
0
0
4,870
L52049
L
303.7
312.4
1,718
26.5
130
0
0
0
0
0
0
4,871
M19730
M
303.7
312.4
1,631
28.5
132
0
0
0
0
0
0
4,872
L52051
L
303.7
312.4
1,513
40.1
135
0
0
0
0
0
0
4,873
L52052
L
303.7
312.4
1,316
59.3
137
0
0
0
0
0
0
4,874
M19733
M
303.7
312.4
1,474
38.8
139
0
0
0
0
0
0
4,875
L52054
L
303.8
312.5
1,619
30.9
142
0
0
0
0
0
0
4,876
L52055
L
303.7
312.4
1,702
31.2
144
0
0
0
0
0
0
4,877
M19736
M
303.7
312.4
1,540
37.4
146
0
0
0
0
0
0
4,878
M19737
M
303.7
312.4
1,546
33.7
149
0
0
0
0
0
0
4,879
L52058
L
303.7
312.4
1,348
51
152
0
0
0
0
0
0
4,880
H34293
H
303.7
312.5
1,520
35.6
154
0
0
0
0
0
0
4,881
M19740
M
303.8
312.6
1,527
41.9
159
0
0
0
0
0
0
4,882
M19741
M
303.8
312.6
1,406
47.1
162
0
0
0
0
0
0
4,883
L52062
L
303.7
312.5
1,462
46.2
165
0
0
0
0
0
0
4,884
M19743
M
303.8
312.6
1,684
29.3
167
0
0
0
0
0
0
4,885
H34298
H
303.8
312.5
1,655
28
170
0
0
0
0
0
0
4,886
H34299
H
303.8
312.5
1,748
25.1
175
0
0
0
0
0
0
4,887
L52066
L
303.8
312.5
1,372
45.7
180
0
0
0
0
0
0
4,888
L52067
L
303.7
312.5
1,481
33.3
182
0
0
0
0
0
0
4,889
L52068
L
303.7
312.4
1,512
39.2
184
0
0
0
0
0
0
4,890
L52069
L
303.7
312.5
1,632
36.6
186
0
0
0
0
0
0
4,891
L52070
L
303.7
312.4
1,525
43.9
188
0
0
0
0
0
0
4,892
M19751
M
303.7
312.3
1,756
26.4
190
0
0
0
0
0
0
4,893
L52072
L
303.7
312.3
1,922
23.1
193
0
0
0
0
0
0
4,894
M19753
M
303.8
312.5
1,448
44.3
195
0
0
0
0
0
0
4,895
H34308
H
303.8
312.5
1,447
46.6
198
0
0
0
0
0
0
4,896
M19755
M
303.8
312.4
1,597
33.4
203
0
0
0
0
0
0
4,897
M19756
M
303.7
312.4
1,642
32.3
206
0
0
0
0
0
0
4,898
H34311
H
303.8
312.5
1,525
38
209
0
0
0
0
0
0
4,899
H34312
H
303.6
312.4
1,460
53.7
214
0
0
0
0
0
0
4,900
L52079
L
303.6
312.3
2,168
17.7
219
0
0
0
0
0
0