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
8,801
L55980
L
297.4
308.5
1,475
47.2
69
0
0
0
0
0
0
8,802
L55981
L
297.4
308.6
1,488
36.4
71
0
0
0
0
0
0
8,803
L55982
L
297.4
308.6
1,524
43.1
73
0
0
0
0
0
0
8,804
L55983
L
297.4
308.5
1,486
48.6
75
0
0
0
0
0
0
8,805
M23664
M
297.5
308.6
1,255
60.7
77
0
0
0
0
0
0
8,806
M23665
M
297.4
308.6
1,469
42.6
80
0
0
0
0
0
0
8,807
L55986
L
297.4
308.5
1,692
34.3
83
0
0
0
0
0
0
8,808
M23667
M
297.4
308.6
1,604
32.8
85
0
0
0
0
0
0
8,809
L55988
L
297.4
308.6
1,446
48.1
88
0
0
0
0
0
0
8,810
L55989
L
297.3
308.5
1,503
43.3
90
0
0
0
0
0
0
8,811
M23670
M
297.3
308.5
1,625
32.8
92
0
0
0
0
0
0
8,812
L55991
L
297.2
308.5
1,574
35.8
95
0
0
0
0
0
0
8,813
M23672
M
297.2
308.4
1,378
41.9
97
0
0
0
0
0
0
8,814
L55993
L
297.1
308.4
1,693
29.5
100
0
0
0
0
0
0
8,815
L55994
L
297.2
308.4
1,462
51.2
102
0
0
0
0
0
0
8,816
H38229
H
297.3
308.5
1,435
55
104
0
0
0
0
0
0
8,817
M23676
M
297.2
308.5
1,425
45.8
109
0
0
0
0
0
0
8,818
H38231
H
297.3
308.6
1,376
53.5
112
0
0
0
0
0
0
8,819
M23678
M
297.4
308.7
1,481
48
117
0
0
0
0
0
0
8,820
H38233
H
297.4
308.7
1,349
48.9
120
0
0
0
0
0
0
8,821
L56000
L
297.3
308.7
1,551
40
125
0
0
0
0
0
0
8,822
H38235
H
297.4
308.7
1,623
33.8
127
0
0
0
0
0
0
8,823
L56002
L
297.4
308.8
1,462
49.7
132
0
0
0
0
0
0
8,824
M23683
M
297.3
308.8
1,447
57.4
134
0
0
0
0
0
0
8,825
M23684
M
297.3
308.9
1,799
24.5
137
0
0
0
0
0
0
8,826
M23685
M
297.3
308.8
1,548
41.3
140
0
0
0
0
0
0
8,827
M23686
M
297.2
308.8
1,485
47.9
143
0
0
0
0
0
0
8,828
L56007
L
297.2
308.7
1,463
49.9
146
0
0
0
0
0
0
8,829
L56008
L
297.3
308.7
1,587
35.8
148
0
0
0
0
0
0
8,830
M23689
M
297.3
308.8
1,469
44.1
150
0
0
0
0
0
0
8,831
H38244
H
297.3
308.7
1,430
42.8
153
0
0
0
0
0
0
8,832
H38245
H
297.4
308.7
1,726
26.8
158
0
0
0
0
0
0
8,833
L56012
L
297.4
308.8
1,651
34.1
163
0
0
0
0
0
0
8,834
L56013
L
297.4
308.8
1,529
41.3
165
0
0
0
0
0
0
8,835
L56014
L
297.4
308.8
1,473
46.2
167
0
0
0
0
0
0
8,836
H38249
H
297.4
308.8
1,324
53.5
169
0
0
0
0
0
0
8,837
L56016
L
297.4
308.9
1,708
28.8
174
0
0
0
0
0
0
8,838
M23697
M
297.5
309.1
1,540
38.5
176
0
0
0
0
0
0
8,839
L56018
L
297.5
309
1,320
54.7
179
0
0
0
0
0
0
8,840
M23699
M
297.4
308.9
1,376
39
181
0
0
0
0
0
0
8,841
M23700
M
297.3
308.7
1,542
37
184
0
0
0
0
0
0
8,842
L56021
L
297.3
308.7
1,506
39.3
187
0
0
0
0
0
0
8,843
L56022
L
297.3
308.7
1,492
43.6
189
0
0
0
0
0
0
8,844
H38257
H
297.3
308.8
1,564
38
191
0
0
0
0
0
0
8,845
H38258
H
297.4
308.9
1,645
30.8
196
0
0
0
0
0
0
8,846
M23705
M
297.4
308.9
1,348
59.1
201
0
0
0
0
0
0
8,847
M23706
M
297.4
308.8
1,325
62.4
204
1
1
0
0
1
0
8,848
L56027
L
297.5
308.9
1,443
43.5
0
0
0
0
0
0
0
8,849
M23708
M
297.5
308.9
1,436
44.8
2
0
0
0
0
0
0
8,850
L56029
L
297.5
308.9
1,596
30.7
5
0
0
0
0
0
0
8,851
L56030
L
297.6
309
1,491
43.2
7
0
0
0
0
0
0
8,852
M23711
M
297.7
308.9
1,573
35.1
9
0
0
0
0
0
0
8,853
L56032
L
297.7
308.9
1,575
39.9
12
0
0
0
0
0
0
8,854
L56033
L
297.7
308.9
1,458
41.1
14
0
0
0
0
0
0
8,855
M23714
M
297.7
309
1,433
41.8
16
0
0
0
0
0
0
8,856
L56035
L
297.7
308.9
1,662
28.1
19
0
0
0
0
0
0
8,857
M23716
M
297.7
308.9
1,327
63.7
21
0
0
0
0
0
0
8,858
L56037
L
297.7
308.9
1,742
26.3
24
0
0
0
0
0
0
8,859
L56038
L
297.8
308.9
1,506
33.5
26
0
0
0
0
0
0
8,860
L56039
L
297.9
309.1
1,457
44.4
28
0
0
0
0
0
0
8,861
M23720
M
297.9
309.1
1,488
37.3
30
0
0
0
0
0
0
8,862
L56041
L
297.9
309.1
1,619
34.7
33
0
0
0
0
0
0
8,863
M23722
M
298
309.2
1,558
41.7
35
0
0
0
0
0
0
8,864
L56043
L
298
309.2
1,731
28.7
38
0
0
0
0
0
0
8,865
M23724
M
298
309.1
1,574
34.8
40
0
0
0
0
0
0
8,866
L56045
L
297.9
309
1,290
49.8
43
0
0
0
0
0
0
8,867
H38280
H
297.9
308.9
1,416
39.6
45
0
0
0
0
0
0
8,868
L56047
L
297.9
308.9
1,566
41.9
50
0
0
0
0
0
0
8,869
L56048
L
297.9
309
1,456
46.5
52
0
0
0
0
0
0
8,870
L56049
L
297.9
309
1,528
37.5
54
0
0
0
0
0
0
8,871
M23730
M
297.9
309.1
1,338
49.6
56
0
0
0
0
0
0
8,872
M23731
M
297.9
309.1
1,558
39.2
59
0
0
0
0
0
0
8,873
M23732
M
297.9
309.1
1,614
38.1
62
0
0
0
0
0
0
8,874
H38287
H
298
309.1
1,557
36.4
65
0
0
0
0
0
0
8,875
L56054
L
298.1
309.3
1,443
45.3
70
0
0
0
0
0
0
8,876
H38289
H
298.1
309.3
1,332
51
72
0
0
0
0
0
0
8,877
M23736
M
298.1
309.3
1,752
25.2
77
0
0
0
0
0
0
8,878
M23737
M
298.1
309.2
1,460
45.8
80
0
0
0
0
0
0
8,879
L56058
L
298.1
309.2
1,802
26.9
83
0
0
0
0
0
0
8,880
L56059
L
298
309.2
1,527
39.5
85
0
0
0
0
0
0
8,881
L56060
L
298
309.2
1,458
39.8
87
0
0
0
0
0
0
8,882
H38295
H
298
309.2
1,520
37.9
89
0
0
0
0
0
0
8,883
L56062
L
298
309.2
1,378
49.7
94
0
0
0
0
0
0
8,884
M23743
M
297.9
309.2
1,529
38.1
96
0
0
0
0
0
0
8,885
L56064
L
298
309.2
1,527
32.4
99
0
0
0
0
0
0
8,886
M23745
M
298
309.2
1,438
42.9
101
0
0
0
0
0
0
8,887
L56066
L
297.9
309
1,583
36.7
104
0
0
0
0
0
0
8,888
L56067
L
297.8
308.9
1,530
37.6
106
0
0
0
0
0
0
8,889
M23748
M
297.7
308.9
1,530
39.1
108
0
0
0
0
0
0
8,890
M23749
M
297.7
308.8
2,089
19.1
111
0
0
0
0
0
0
8,891
L56070
L
297.7
308.8
1,616
34.2
114
0
0
0
0
0
0
8,892
M23751
M
297.7
308.9
1,681
28.3
116
0
0
0
0
0
0
8,893
L56072
L
297.6
308.8
1,475
43
119
0
0
0
0
0
0
8,894
L56073
L
297.5
308.7
1,371
46.5
121
0
0
0
0
0
0
8,895
M23754
M
297.5
308.7
1,546
38
123
0
0
0
0
0
0
8,896
H38309
H
297.4
308.6
1,461
40.1
126
0
0
0
0
0
0
8,897
L56076
L
297.4
308.7
1,638
31.9
131
0
0
0
0
0
0
8,898
M23757
M
297.3
308.7
1,577
35.6
133
0
0
0
0
0
0
8,899
L56078
L
297.4
308.6
1,532
38.7
136
0
0
0
0
0
0
8,900
M23759
M
297.3
308.5
1,710
27.7
138
0
0
0
0
0
0