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
9,801
H39214
H
298.5
309.3
1,421
50.3
124
0
0
0
0
0
0
9,802
M24661
M
298.4
309.3
1,496
45.6
129
0
0
0
0
0
0
9,803
H39216
H
298.4
309.3
1,984
19.2
132
0
0
0
0
0
0
9,804
L56983
L
298.4
309.2
1,692
29.8
137
0
0
0
0
0
0
9,805
L56984
L
298.4
309.1
1,467
42.5
139
0
0
0
0
0
0
9,806
L56985
L
298.4
309.2
1,651
28.5
141
0
0
0
0
0
0
9,807
L56986
L
298.3
309.1
1,417
60.5
143
0
0
0
0
0
0
9,808
L56987
L
298.2
309
1,413
55
145
0
0
0
0
0
0
9,809
M24668
M
298.2
309
1,441
44.2
147
0
0
0
0
0
0
9,810
M24669
M
298.2
309
1,353
50.3
150
0
0
0
0
0
0
9,811
L56990
L
298.1
309
1,502
40.9
153
0
0
0
0
0
0
9,812
L56991
L
298.2
309
1,610
31.7
155
0
0
0
0
0
0
9,813
M24672
M
298.2
309.1
1,411
45.8
157
0
0
0
0
0
0
9,814
L56993
L
298.3
309.1
1,387
52.3
160
0
0
0
0
0
0
9,815
H39228
H
298.3
309.1
1,430
40.9
162
0
0
0
0
0
0
9,816
M24675
M
298.4
309.1
1,576
38.8
167
0
0
0
0
0
0
9,817
M24676
M
298.5
309.2
1,721
29.4
170
0
0
0
0
0
0
9,818
M24677
M
298.5
309.3
1,465
42.4
173
0
0
0
0
0
0
9,819
M24678
M
298.6
309.4
1,407
45.1
176
0
0
0
0
0
0
9,820
M24679
M
298.6
309.4
1,464
36.9
179
0
0
0
0
0
0
9,821
M24680
M
298.6
309.5
1,568
36.7
182
0
0
0
0
0
0
9,822
L57001
L
298.6
309.4
1,667
35.6
185
0
0
0
0
0
0
9,823
L57002
L
298.5
309.4
1,360
60.9
187
1
0
0
0
1
0
9,824
M24683
M
298.5
309.3
1,488
43.7
189
0
0
0
0
0
0
9,825
L57004
L
298.4
309.3
1,504
39.3
192
0
0
0
0
0
0
9,826
L57005
L
298.4
309.2
1,610
32.4
194
0
0
0
0
0
0
9,827
L57006
L
298.4
309.2
1,345
52.7
196
0
0
0
0
0
0
9,828
M24687
M
298.3
309.3
1,376
57
198
0
0
0
0
0
0
9,829
L57008
L
298.4
309.4
1,385
50
201
0
0
0
0
0
0
9,830
M24689
M
298.4
309.4
1,429
41.8
203
0
0
0
0
0
0
9,831
L57010
L
298.3
309.3
1,337
56.1
206
1
0
0
0
1
0
9,832
L57011
L
298.4
309.3
1,542
35.4
208
0
0
0
0
0
0
9,833
L57012
L
298.4
309.2
2,118
17.7
210
0
0
0
0
0
0
9,834
L57013
L
298.3
309.1
1,386
45.3
212
0
0
0
0
0
0
9,835
M24694
M
298.3
309.1
1,632
32.7
0
0
0
0
0
0
0
9,836
L57015
L
298.4
309.3
1,545
36.9
3
0
0
0
0
0
0
9,837
M24696
M
298.4
309.3
1,390
53.6
5
0
0
0
0
0
0
9,838
M24697
M
298.4
309.3
1,355
50.6
8
0
0
0
0
0
0
9,839
L57018
L
298.4
309.2
1,425
45.5
11
0
0
0
0
0
0
9,840
M24699
M
298.4
309.2
1,491
51.2
13
0
0
0
0
0
0
9,841
H39254
H
298.3
309.2
1,486
42.4
16
0
0
0
0
0
0
9,842
M24701
M
298.3
309.2
1,359
51.4
21
0
0
0
0
0
0
9,843
L57022
L
298.4
309.3
1,395
47.6
24
0
0
0
0
0
0
9,844
L57023
L
298.3
309.2
1,383
52.1
26
0
0
0
0
0
0
9,845
H39258
H
298.3
309.1
1,484
37
28
0
0
0
0
0
0
9,846
L57025
L
298.3
309.1
1,421
47.4
33
0
0
0
0
0
0
9,847
L57026
L
298.3
309
1,339
58.8
35
0
0
0
0
0
0
9,848
L57027
L
298.4
309.1
1,362
46.1
37
0
0
0
0
0
0
9,849
H39262
H
298.5
309.2
1,568
40.6
39
0
0
0
0
0
0
9,850
L57029
L
298.6
309.4
2,312
15.5
44
0
0
0
0
0
0
9,851
M24710
M
298.5
309.3
1,498
34.6
46
0
0
0
0
0
0
9,852
M24711
M
298.5
309.3
1,761
27.2
49
0
0
0
0
0
0
9,853
L57032
L
298.6
309.4
1,316
51.4
52
0
0
0
0
0
0
9,854
L57033
L
298.6
309.4
1,525
37.8
54
0
0
0
0
0
0
9,855
H39268
H
298.6
309.4
1,362
45.3
56
0
0
0
0
0
0
9,856
L57035
L
298.7
309.6
1,516
38.5
61
0
0
0
0
0
0
9,857
L57036
L
298.6
309.5
1,450
44.2
63
0
0
0
0
0
0
9,858
M24717
M
298.6
309.5
1,366
55
65
0
0
0
0
0
0
9,859
L57038
L
298.5
309.5
1,547
33.1
68
0
0
0
0
0
0
9,860
M24719
M
298.6
309.5
1,580
33.9
70
0
0
0
0
0
0
9,861
H39274
H
298.7
309.6
1,755
26.9
73
0
0
0
0
0
0
9,862
M24721
M
298.7
309.6
1,800
24.8
78
0
0
0
0
0
0
9,863
M24722
M
298.8
309.7
1,439
45.8
81
0
0
0
0
0
0
9,864
L57043
L
298.9
309.8
1,411
56.3
84
0
0
0
0
0
0
9,865
M24724
M
298.9
309.9
1,645
31.4
86
0
0
0
0
0
0
9,866
M24725
M
298.9
309.8
2,450
13.9
89
0
0
0
0
0
0
9,867
L57046
L
299
309.9
1,630
34
92
0
0
0
0
0
0
9,868
L57047
L
299
309.9
1,411
44.7
94
0
0
0
0
0
0
9,869
L57048
L
298.9
309.9
1,526
35.4
96
0
0
0
0
0
0
9,870
L57049
L
298.9
309.9
1,590
31.3
98
0
0
0
0
0
0
9,871
H39284
H
299
309.9
1,884
25.6
100
0
0
0
0
0
0
9,872
M24731
M
298.9
309.8
1,947
21.7
105
0
0
0
0
0
0
9,873
L57052
L
298.9
309.9
1,373
52.1
108
0
0
0
0
0
0
9,874
L57053
L
298.9
309.8
1,616
36.5
110
0
0
0
0
0
0
9,875
M24734
M
298.9
309.9
1,449
44.1
112
0
0
0
0
0
0
9,876
M24735
M
298.9
309.8
1,363
50.6
115
0
0
0
0
0
0
9,877
H39290
H
298.8
309.7
1,461
55.1
118
0
0
0
0
0
0
9,878
L57057
L
298.8
309.7
1,374
58.6
123
0
0
0
0
0
0
9,879
L57058
L
298.7
309.7
1,293
59.1
125
0
0
0
0
0
0
9,880
M24739
M
298.8
309.8
1,490
38.6
127
0
0
0
0
0
0
9,881
L57060
L
298.8
309.8
1,753
27.5
130
0
0
0
0
0
0
9,882
L57061
L
298.8
309.8
1,493
38.5
132
0
0
0
0
0
0
9,883
L57062
L
298.8
309.8
1,895
22
134
0
0
0
0
0
0
9,884
H39297
H
298.7
309.6
1,654
34.3
136
0
0
0
0
0
0
9,885
L57064
L
298.7
309.5
1,673
30.8
141
0
0
0
0
0
0
9,886
L57065
L
298.8
309.6
1,613
27.7
143
0
0
0
0
0
0
9,887
L57066
L
298.8
309.6
1,903
22.3
145
0
0
0
0
0
0
9,888
L57067
L
298.8
309.5
1,368
44.7
147
0
0
0
0
0
0
9,889
M24748
M
298.8
309.6
1,575
34.4
149
0
0
0
0
0
0
9,890
H39303
H
298.8
309.6
1,516
40.2
152
0
0
0
0
0
0
9,891
L57070
L
298.8
309.5
1,645
32.8
157
0
0
0
0
0
0
9,892
L57071
L
298.8
309.5
1,374
48.1
159
0
0
0
0
0
0
9,893
H39306
H
298.9
309.7
1,407
48.6
161
0
0
0
0
0
0
9,894
M24753
M
298.9
309.6
1,284
55.3
166
0
0
0
0
0
0
9,895
L57074
L
298.9
309.5
1,645
31.1
169
0
0
0
0
0
0
9,896
L57075
L
298.8
309.4
1,387
54.1
171
0
0
0
0
0
0
9,897
M24756
M
298.8
309.3
1,618
35.1
173
0
0
0
0
0
0
9,898
L57077
L
298.8
309.3
1,357
47.1
176
0
0
0
0
0
0
9,899
L57078
L
298.7
309.2
1,396
44.8
178
0
0
0
0
0
0
9,900
L57079
L
298.7
309.2
1,586
31.4
180
0
0
0
0
0
0