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
4,701
L51880
L
303.5
311.7
1,620
31
141
0
0
0
0
0
0
4,702
H34115
H
303.5
311.7
1,584
32.7
143
0
0
0
0
0
0
4,703
L51882
L
303.6
311.8
1,222
66.8
148
1
0
1
0
0
0
4,704
M19563
M
303.6
311.8
1,432
42.5
150
0
0
0
0
0
0
4,705
L51884
L
303.7
311.9
1,561
33.3
153
0
0
0
0
0
0
4,706
L51885
L
303.6
311.8
1,614
33.2
155
0
0
0
0
0
0
4,707
L51886
L
303.5
311.7
1,959
22.3
157
0
0
0
0
0
0
4,708
L51887
L
303.5
311.8
1,944
23.5
159
0
0
0
0
0
0
4,709
L51888
L
303.4
311.7
1,793
25.8
161
0
0
0
0
0
0
4,710
M19569
M
303.4
311.6
1,446
50
163
0
0
0
0
0
0
4,711
L51890
L
303.4
311.7
1,673
32.2
166
0
0
0
0
0
0
4,712
M19571
M
303.4
311.7
1,515
44.2
168
0
0
0
0
0
0
4,713
L51892
L
303.4
311.8
1,564
35.9
171
0
0
0
0
0
0
4,714
L51893
L
303.5
311.8
1,451
45.2
173
0
0
0
0
0
0
4,715
H34128
H
303.4
311.8
1,693
28.3
175
0
0
0
0
0
0
4,716
L51895
L
303.4
311.7
1,476
42.3
180
0
0
0
0
0
0
4,717
L51896
L
303.4
311.6
1,712
30.1
182
0
0
0
0
0
0
4,718
M19577
M
303.4
311.6
1,425
45.4
184
0
0
0
0
0
0
4,719
L51898
L
303.3
311.6
1,337
56.8
187
1
0
1
0
0
0
4,720
M19579
M
303.4
311.7
1,690
34.9
189
0
0
0
0
0
0
4,721
M19580
M
303.4
311.7
1,353
44.1
192
1
0
1
0
0
0
4,722
L51901
L
303.5
311.8
1,927
21.9
195
0
0
0
0
0
0
4,723
M19582
M
303.4
311.8
1,391
42.7
197
0
0
0
0
0
0
4,724
L51903
L
303.4
311.8
1,366
50.9
200
1
0
1
0
0
0
4,725
L51904
L
303.4
311.9
1,771
31.6
202
0
0
0
0
0
0
4,726
M19585
M
303.4
311.8
1,515
42.6
204
0
0
0
0
0
0
4,727
M19586
M
303.4
311.8
2,133
18.3
207
0
0
0
0
0
0
4,728
M19587
M
303.4
311.8
1,341
47
210
1
0
1
0
0
0
4,729
L51908
L
303.4
311.7
1,406
47.1
213
0
0
0
0
0
0
4,730
L51909
L
303.4
311.8
1,306
61
215
1
0
1
0
1
0
4,731
L51910
L
303.3
311.7
1,508
35.5
217
0
0
0
0
0
0
4,732
L51911
L
303.3
311.6
1,301
45.1
219
1
0
1
0
0
0
4,733
L51912
L
303.3
311.7
1,539
38.5
221
0
0
0
0
0
0
4,734
L51913
L
303.3
311.6
1,484
44.6
223
0
0
0
0
0
0
4,735
L51914
L
303.2
311.5
1,507
39.2
225
0
0
0
0
0
0
4,736
L51915
L
303.2
311.5
1,544
42.5
227
0
0
0
0
0
0
4,737
L51916
L
303.2
311.5
1,513
37.9
0
0
0
0
0
0
0
4,738
M19597
M
303.2
311.5
1,336
58.2
2
1
0
1
0
0
0
4,739
M19598
M
303.2
311.4
2,102
19
5
0
0
0
0
0
0
4,740
L51919
L
303.2
311.4
1,351
53.8
8
1
0
1
0
0
0
4,741
L51920
L
303.3
311.5
1,601
35.2
10
0
0
0
0
0
0
4,742
L51921
L
303.2
311.3
1,393
52.9
12
0
0
0
0
0
0
4,743
L51922
L
303.3
311.3
1,592
33.7
14
0
0
0
0
0
0
4,744
L51923
L
303.3
311.3
1,409
51.8
16
0
0
0
0
0
0
4,745
L51924
L
303.3
311.3
1,393
47.4
18
0
0
0
0
0
0
4,746
H34159
H
303.2
311.2
1,475
43.1
20
0
0
0
0
0
0
4,747
L51926
L
303.2
311.2
1,427
45.6
25
0
0
0
0
0
0
4,748
L51927
L
303.3
311.2
1,763
27.3
27
0
0
0
0
0
0
4,749
L51928
L
303.2
311.2
1,363
46.7
29
1
0
1
0
0
0
4,750
L51929
L
303.2
311.2
1,404
50.9
31
0
0
0
0
0
0
4,751
M19610
M
303.2
311.2
1,688
31.9
33
0
0
0
0
0
0
4,752
L51931
L
303.3
311.4
1,510
37.3
36
0
0
0
0
0
0
4,753
H34166
H
303.3
311.3
1,502
39.5
38
0
0
0
0
0
0
4,754
H34167
H
303.2
311.4
1,607
36.6
43
0
0
0
0
0
0
4,755
M19614
M
303.3
311.5
1,384
54.8
48
0
0
0
0
0
0
4,756
L51935
L
303.4
311.7
1,295
51.3
51
1
0
1
0
0
0
4,757
H34170
H
303.4
311.7
1,991
19
53
0
0
0
0
0
0
4,758
L51937
L
303.4
311.6
1,497
42.8
58
0
0
0
0
0
0
4,759
L51938
L
303.5
311.6
1,465
48.7
60
0
0
0
0
0
0
4,760
L51939
L
303.5
311.6
1,361
46.5
62
1
0
1
0
0
0
4,761
L51940
L
303.6
311.7
1,546
38.5
64
0
0
0
0
0
0
4,762
H34175
H
303.7
311.9
1,332
52.7
66
1
0
1
0
0
0
4,763
M19622
M
303.7
312
2,663
11.4
71
1
0
0
1
0
0
4,764
L51943
L
303.7
312.1
1,443
45.9
74
0
0
0
0
0
0
4,765
M19624
M
303.7
312
1,402
48.6
76
0
0
0
0
0
0
4,766
L51945
L
303.7
312
1,892
22.5
79
0
0
0
0
0
0
4,767
M19626
M
303.6
312
1,645
35.7
81
0
0
0
0
0
0
4,768
L51947
L
303.6
311.9
1,473
50.1
84
0
0
0
0
0
0
4,769
L51948
L
303.6
312
1,309
52.9
86
1
0
1
0
0
0
4,770
H34183
H
303.6
311.9
1,544
37.1
88
0
0
0
0
0
0
4,771
L51950
L
303.5
311.9
1,344
49.3
93
1
0
1
0
0
0
4,772
M19631
M
303.6
311.9
1,617
36
95
0
0
0
0
0
0
4,773
M19632
M
303.6
312
1,435
37.9
98
0
0
0
0
0
0
4,774
L51953
L
303.6
312
1,391
50.3
101
0
0
0
0
0
0
4,775
L51954
L
303.6
312
1,827
23.3
103
0
0
0
0
0
0
4,776
L51955
L
303.5
312
1,761
25.8
105
0
0
0
0
0
0
4,777
L51956
L
303.5
312.1
1,522
36.4
107
0
0
0
0
0
0
4,778
M19637
M
303.5
312.2
1,818
23.6
109
0
0
0
0
0
0
4,779
H34192
H
303.6
312.2
1,371
54.6
112
1
0
1
0
0
0
4,780
L51959
L
303.7
312.3
1,511
38.9
117
0
0
0
0
0
0
4,781
L51960
L
303.7
312.4
1,404
46.6
119
0
0
0
0
0
0
4,782
L51961
L
303.7
312.3
1,384
45.9
121
0
0
0
0
0
0
4,783
L51962
L
303.8
312.5
1,368
52.6
123
0
0
0
0
0
0
4,784
L51963
L
303.7
312.5
1,641
36
125
0
0
0
0
0
0
4,785
L51964
L
303.9
312.6
1,642
32.3
127
0
0
0
0
0
0
4,786
H34199
H
303.9
312.7
1,401
50
129
0
0
0
0
0
0
4,787
L51966
L
303.8
312.6
1,577
41.3
134
0
0
0
0
0
0
4,788
L51967
L
303.7
312.6
1,396
44.1
136
0
0
0
0
0
0
4,789
H34202
H
303.7
312.6
1,514
35.5
138
0
0
0
0
0
0
4,790
L51969
L
303.8
312.8
1,646
35.8
143
0
0
0
0
0
0
4,791
L51970
L
303.8
312.8
1,443
40.7
145
0
0
0
0
0
0
4,792
M19651
M
303.7
312.7
1,469
48.5
147
0
0
0
0
0
0
4,793
H34206
H
303.7
312.7
1,564
40.2
150
0
0
0
0
0
0
4,794
H34207
H
303.6
312.6
1,498
40.2
155
0
0
0
0
0
0
4,795
L51974
L
303.6
312.6
1,699
27.9
160
0
0
0
0
0
0
4,796
L51975
L
303.6
312.5
1,431
49
162
0
0
0
0
0
0
4,797
L51976
L
303.5
312.4
1,390
47.3
164
0
0
0
0
0
0
4,798
L51977
L
303.5
312.5
1,380
46.1
166
0
0
0
0
0
0
4,799
L51978
L
303.5
312.5
1,457
46.4
168
0
0
0
0
0
0
4,800
L51979
L
303.5
312.5
1,418
42.2
170
0
0
0
0
0
0