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
5,801
L52980
L
301.5
310.9
1,469
44.7
164
0
0
0
0
0
0
5,802
L52981
L
301.5
310.8
1,413
44.6
166
0
0
0
0
0
0
5,803
L52982
L
301.4
310.8
1,490
38
168
0
0
0
0
0
0
5,804
L52983
L
301.5
310.9
1,671
31.1
170
0
0
0
0
0
0
5,805
L52984
L
301.5
310.9
1,365
46.5
172
0
0
0
0
0
0
5,806
M20665
M
301.4
310.9
1,557
39.3
174
0
0
0
0
0
0
5,807
L52986
L
301.4
310.9
1,440
45.4
177
0
0
0
0
0
0
5,808
M20667
M
301.4
310.9
1,489
38.9
179
0
0
0
0
0
0
5,809
L52988
L
301.4
311
1,733
25.7
182
0
0
0
0
0
0
5,810
H35223
H
301.3
311
1,580
36.6
184
0
0
0
0
0
0
5,811
L52990
L
301.3
311
1,856
21.9
189
0
0
0
0
0
0
5,812
L52991
L
301.3
311.1
1,454
40.3
191
0
0
0
0
0
0
5,813
L52992
L
301.4
311.1
1,495
36.3
193
0
0
0
0
0
0
5,814
L52993
L
301.2
311
1,761
29.1
195
0
0
0
0
0
0
5,815
M20674
M
301.3
311
1,402
47.5
197
0
0
0
0
0
0
5,816
L52995
L
301.2
311
1,670
33
200
0
0
0
0
0
0
5,817
L52996
L
301.3
311
1,582
35.6
202
0
0
0
0
0
0
5,818
L52997
L
301.3
311
1,542
35.1
204
0
0
0
0
0
0
5,819
L52998
L
301.3
311
1,539
36.9
206
0
0
0
0
0
0
5,820
L52999
L
301.3
311
1,418
41.9
208
0
0
0
0
0
0
5,821
L53000
L
301.3
311.1
1,723
27.6
210
0
0
0
0
0
0
5,822
L53001
L
301.3
311.1
1,303
49.2
212
0
0
0
0
0
0
5,823
M20682
M
301.3
311
1,463
50.2
214
0
0
0
0
0
0
5,824
L53003
L
301.2
311
1,544
39.3
217
0
0
0
0
0
0
5,825
L53004
L
301.2
311
1,596
37.2
219
0
0
0
0
0
0
5,826
L53005
L
301.3
311.1
1,413
42
221
0
0
0
0
0
0
5,827
M20686
M
301.3
311.1
1,492
41.2
223
0
0
0
0
0
0
5,828
L53007
L
301.3
311.1
1,624
40.9
0
0
0
0
0
0
0
5,829
L53008
L
301.3
311.1
1,504
39.1
2
0
0
0
0
0
0
5,830
M20689
M
301.2
311.1
1,574
34.3
4
0
0
0
0
0
0
5,831
M20690
M
301.3
311.2
1,438
42.4
7
0
0
0
0
0
0
5,832
L53011
L
301.3
311.3
1,474
50.7
10
0
0
0
0
0
0
5,833
L53012
L
301.3
311.2
1,675
32.1
12
0
0
0
0
0
0
5,834
L53013
L
301.3
311.2
1,457
44.5
14
0
0
0
0
0
0
5,835
L53014
L
301.3
311.3
1,434
49.8
16
0
0
0
0
0
0
5,836
L53015
L
301.3
311.2
1,668
30.1
18
0
0
0
0
0
0
5,837
L53016
L
301.2
311.1
1,550
39.7
20
0
0
0
0
0
0
5,838
M20697
M
301.3
311.1
1,834
25.4
22
0
0
0
0
0
0
5,839
M20698
M
301.4
311.2
1,476
36.5
25
0
0
0
0
0
0
5,840
M20699
M
301.4
311.2
1,541
36.3
28
0
0
0
0
0
0
5,841
M20700
M
301.3
311.1
1,581
30.9
31
0
0
0
0
0
0
5,842
M20701
M
301.3
311.1
1,678
30.7
34
0
0
0
0
0
0
5,843
L53022
L
301.4
311.2
1,355
50.6
37
0
0
0
0
0
0
5,844
L53023
L
301.5
311.2
1,700
28.8
39
0
0
0
0
0
0
5,845
L53024
L
301.4
311.1
1,462
37.1
41
0
0
0
0
0
0
5,846
M20705
M
301.4
311.2
1,727
26.5
43
0
0
0
0
0
0
5,847
L53026
L
301.4
311.3
1,674
33.3
46
0
0
0
0
0
0
5,848
L53027
L
301.4
311.3
1,397
42.3
48
0
0
0
0
0
0
5,849
L53028
L
301.4
311.3
2,323
15.9
50
0
0
0
0
0
0
5,850
M20709
M
301.4
311.2
1,434
47.6
52
0
0
0
0
0
0
5,851
L53030
L
301.3
311.1
1,560
35.3
55
0
0
0
0
0
0
5,852
L53031
L
301.2
311
1,573
32.8
57
0
0
0
0
0
0
5,853
H35266
H
301.2
310.9
1,798
22.3
59
0
0
0
0
0
0
5,854
L53033
L
301.2
311
1,567
35.1
64
0
0
0
0
0
0
5,855
L53034
L
301.2
310.9
1,416
53.3
66
0
0
0
0
0
0
5,856
M20715
M
301.2
310.9
1,424
45.2
68
0
0
0
0
0
0
5,857
H35270
H
301.2
310.9
1,598
35.9
71
0
0
0
0
0
0
5,858
L53037
L
301.3
310.9
1,760
23.9
76
0
0
0
0
0
0
5,859
L53038
L
301.3
311
1,348
44.5
78
0
0
0
0
0
0
5,860
L53039
L
301.3
311
1,542
33.6
80
0
0
0
0
0
0
5,861
L53040
L
301.3
310.9
1,566
33.1
82
0
0
0
0
0
0
5,862
L53041
L
301.3
311
1,554
47.7
84
0
0
0
0
0
0
5,863
L53042
L
301.4
311
1,470
40.6
86
0
0
0
0
0
0
5,864
M20723
M
301.4
311.1
1,758
25.4
88
0
0
0
0
0
0
5,865
M20724
M
301.4
311
1,486
36.5
91
0
0
0
0
0
0
5,866
M20725
M
301.5
311.1
1,402
40
94
0
0
0
0
0
0
5,867
L53046
L
301.5
311.1
1,459
45.1
97
0
0
0
0
0
0
5,868
L53047
L
301.5
311
1,494
45.3
99
0
0
0
0
0
0
5,869
L53048
L
301.5
311.1
1,731
27.9
101
0
0
0
0
0
0
5,870
L53049
L
301.5
311.1
2,076
18.7
103
0
0
0
0
0
0
5,871
L53050
L
301.5
311.1
2,055
16.8
105
0
0
0
0
0
0
5,872
L53051
L
301.5
311.1
1,469
49.5
107
0
0
0
0
0
0
5,873
M20732
M
301.5
311
1,504
42.6
109
0
0
0
0
0
0
5,874
M20733
M
301.5
311.1
1,396
43.5
112
0
0
0
0
0
0
5,875
M20734
M
301.5
311.1
1,660
33.8
115
0
0
0
0
0
0
5,876
M20735
M
301.5
311
1,577
39.7
118
0
0
0
0
0
0
5,877
L53056
L
301.5
311.1
1,426
52.1
121
0
0
0
0
0
0
5,878
L53057
L
301.5
311.1
1,458
41.4
123
0
0
0
0
0
0
5,879
L53058
L
301.4
311
1,533
45.8
125
0
0
0
0
0
0
5,880
L53059
L
301.4
311
1,701
28.4
127
0
0
0
0
0
0
5,881
L53060
L
301.5
311.1
1,434
49.6
129
0
0
0
0
0
0
5,882
L53061
L
301.4
311.1
1,952
22.7
131
0
0
0
0
0
0
5,883
L53062
L
301.4
311.1
1,469
36.9
133
0
0
0
0
0
0
5,884
L53063
L
301.4
311.1
1,800
26
135
0
0
0
0
0
0
5,885
M20744
M
301.3
311.1
1,438
43
137
0
0
0
0
0
0
5,886
L53065
L
301.3
311.1
1,647
28.2
140
0
0
0
0
0
0
5,887
L53066
L
301.4
311.1
1,494
41.9
142
0
0
0
0
0
0
5,888
H35301
H
301.4
311.1
1,445
41.4
144
0
0
0
0
0
0
5,889
M20748
M
301.5
311.1
1,507
38.6
149
0
0
0
0
0
0
5,890
M20749
M
301.4
311
1,234
55.8
152
0
0
0
0
0
0
5,891
L53070
L
301.4
311
1,634
32.6
155
0
0
0
0
0
0
5,892
L53071
L
301.4
311
1,334
53.3
157
0
0
0
0
0
0
5,893
L53072
L
301.4
311.1
1,472
44.5
159
0
0
0
0
0
0
5,894
M20753
M
301.3
311
1,410
52.7
161
0
0
0
0
0
0
5,895
L53074
L
301.2
310.9
1,597
37.9
164
0
0
0
0
0
0
5,896
M20755
M
301.2
310.9
1,460
46.7
166
0
0
0
0
0
0
5,897
L53076
L
301.1
310.8
1,274
55.7
169
0
0
0
0
0
0
5,898
M20757
M
301
310.7
1,517
40.2
171
0
0
0
0
0
0
5,899
L53078
L
301
310.7
1,300
57.2
174
0
0
0
0
0
0
5,900
H35313
H
300.9
310.6
1,686
27.7
176
0
0
0
0
0
0