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
7,801
M22660
M
300.1
311.4
1,524
40.6
98
0
0
0
0
0
0
7,802
L54981
L
300
311.4
1,383
49.6
101
0
0
0
0
0
0
7,803
L54982
L
299.9
311.3
1,429
58.2
103
0
0
0
0
0
0
7,804
M22663
M
299.8
311.3
1,517
41.2
105
0
0
0
0
0
0
7,805
M22664
M
299.9
311.4
1,480
44.9
108
0
0
0
0
0
0
7,806
L54985
L
299.9
311.4
1,706
28.8
111
0
0
0
0
0
0
7,807
L54986
L
300
311.5
1,349
48.6
113
0
0
0
0
0
0
7,808
M22667
M
300
311.5
1,451
49
115
0
0
0
0
0
0
7,809
L54988
L
299.9
311.4
1,627
36.7
118
0
0
0
0
0
0
7,810
M22669
M
300
311.4
1,537
35.4
120
0
0
0
0
0
0
7,811
L54990
L
300.1
311.5
2,218
17
123
0
0
0
0
0
0
7,812
M22671
M
300
311.4
1,466
39
125
0
0
0
0
0
0
7,813
L54992
L
300
311.5
1,666
32
128
0
0
0
0
0
0
7,814
L54993
L
300
311.5
1,455
41.7
130
0
0
0
0
0
0
7,815
L54994
L
300
311.4
1,927
24.6
132
0
0
0
0
0
0
7,816
M22675
M
299.9
311.3
1,703
28.4
134
0
0
0
0
0
0
7,817
L54996
L
299.8
311.2
1,533
35.9
137
0
0
0
0
0
0
7,818
H37231
H
299.8
311.3
1,785
25.4
139
0
0
0
0
0
0
7,819
L54998
L
299.8
311.2
2,142
16.6
144
0
0
0
0
0
0
7,820
L54999
L
299.8
311.2
1,369
46.2
146
0
0
0
0
0
0
7,821
M22680
M
299.8
311.2
1,706
29.2
148
0
0
0
0
0
0
7,822
L55001
L
299.9
311.3
1,802
24.4
151
0
0
0
0
0
0
7,823
H37236
H
299.9
311.3
1,413
41.8
153
0
0
0
0
0
0
7,824
L55003
L
300
311.3
1,484
53.2
158
0
0
0
0
0
0
7,825
L55004
L
299.9
311.3
1,535
38.1
160
0
0
0
0
0
0
7,826
M22685
M
299.9
311.2
1,579
35.5
162
0
0
0
0
0
0
7,827
L55006
L
299.8
311.1
1,300
64.2
165
0
0
0
0
0
0
7,828
M22687
M
299.8
311.1
1,452
44.3
167
0
0
0
0
0
0
7,829
M22688
M
299.8
311.1
1,562
35.7
170
0
0
0
0
0
0
7,830
L55009
L
299.8
311.2
1,664
28.3
173
0
0
0
0
0
0
7,831
H37244
H
299.9
311.2
1,495
35.8
175
0
0
0
0
0
0
7,832
M22691
M
300
311.4
1,533
42.6
180
0
0
0
0
0
0
7,833
L55012
L
300
311.4
1,484
37
183
0
0
0
0
0
0
7,834
L55013
L
300
311.4
1,604
38.7
185
0
0
0
0
0
0
7,835
L55014
L
300
311.4
1,483
45.6
187
0
0
0
0
0
0
7,836
L55015
L
300.1
311.5
1,549
34.7
189
0
0
0
0
0
0
7,837
L55016
L
300.1
311.4
1,604
35
191
0
0
0
0
0
0
7,838
L55017
L
300.2
311.5
1,685
31
193
0
0
0
0
0
0
7,839
L55018
L
300.2
311.6
1,372
49.2
195
0
0
0
0
0
0
7,840
L55019
L
300.3
311.6
1,374
47.4
197
0
0
0
0
0
0
7,841
L55020
L
300.2
311.6
1,606
31
199
0
0
0
0
0
0
7,842
L55021
L
300.1
311.5
1,471
47.2
201
0
0
0
0
0
0
7,843
L55022
L
300.1
311.5
1,659
31.1
203
0
0
0
0
0
0
7,844
M22703
M
300.1
311.7
1,400
48.5
205
0
0
0
0
0
0
7,845
L55024
L
300.1
311.7
1,503
42.6
208
0
0
0
0
0
0
7,846
L55025
L
300.2
311.8
1,798
23.2
210
0
0
0
0
0
0
7,847
M22706
M
300.2
311.6
1,608
35
212
0
0
0
0
0
0
7,848
L55027
L
300.2
311.6
1,322
50.9
215
0
0
0
0
0
0
7,849
H37262
H
300.2
311.6
1,547
37.7
217
0
0
0
0
0
0
7,850
M22709
M
300.3
311.7
1,374
47.9
222
1
1
0
0
0
0
7,851
M22710
M
300.3
311.7
1,447
36.8
0
0
0
0
0
0
0
7,852
L55031
L
300.4
311.7
1,373
47.2
3
0
0
0
0
0
0
7,853
L55032
L
300.3
311.7
1,515
37.5
5
0
0
0
0
0
0
7,854
L55033
L
300.3
311.7
1,317
56.5
7
0
0
0
0
0
0
7,855
L55034
L
300.3
311.8
1,551
37.2
9
0
0
0
0
0
0
7,856
M22715
M
300.3
311.8
1,592
32.1
11
0
0
0
0
0
0
7,857
L55036
L
300.4
311.8
1,433
42.2
14
0
0
0
0
0
0
7,858
L55037
L
300.5
311.9
1,432
43.1
16
0
0
0
0
0
0
7,859
L55038
L
300.5
311.9
1,350
51.7
18
0
0
0
0
0
0
7,860
M22719
M
300.5
311.9
1,370
44.8
20
0
0
0
0
0
0
7,861
L55040
L
300.5
312
1,415
44.6
23
0
0
0
0
0
0
7,862
L55041
L
300.5
312
1,498
42.9
25
0
0
0
0
0
0
7,863
M22722
M
300.5
312
1,382
54.1
27
0
0
0
0
0
0
7,864
M22723
M
300.5
311.9
1,511
44.5
30
0
0
0
0
0
0
7,865
L55044
L
300.5
311.9
1,330
59.5
33
0
0
0
0
0
0
7,866
L55045
L
300.5
311.9
1,383
50.5
35
0
0
0
0
0
0
7,867
L55046
L
300.5
311.9
1,431
49.4
37
0
0
0
0
0
0
7,868
L55047
L
300.5
312
1,461
38.1
39
0
0
0
0
0
0
7,869
H37282
H
300.4
311.9
1,438
46.7
41
0
0
0
0
0
1
7,870
M22729
M
300.5
312
1,779
27.7
46
0
0
0
0
0
0
7,871
M22730
M
300.6
312.1
1,293
52.3
49
0
0
0
0
0
0
7,872
L55051
L
300.6
312.2
1,308
54.7
52
0
0
0
0
0
0
7,873
L55052
L
300.6
312.3
1,532
37.2
54
0
0
0
0
0
0
7,874
L55053
L
300.7
312.4
1,470
38.6
56
0
0
0
0
0
0
7,875
L55054
L
300.7
312.3
1,548
37.9
58
0
0
0
0
0
0
7,876
L55055
L
300.7
312.3
1,898
24
60
0
0
0
0
0
0
7,877
H37290
H
300.7
312.2
1,335
49
62
0
0
0
0
0
0
7,878
L55057
L
300.7
312.3
1,420
53.8
67
0
0
0
0
0
0
7,879
L55058
L
300.7
312.3
1,418
49
69
0
0
0
0
0
0
7,880
M22739
M
300.8
312.3
1,535
40.3
71
0
0
0
0
0
0
7,881
H37294
H
300.7
312.4
1,457
47.2
74
0
0
0
0
0
0
7,882
L55061
L
300.8
312.4
1,493
39.1
79
0
0
0
0
0
0
7,883
H37296
H
300.7
312.3
1,670
27.3
81
0
0
0
0
0
0
7,884
H37297
H
300.7
312.3
1,446
45.4
86
0
0
0
0
0
0
7,885
L55064
L
300.8
312.4
1,465
59.1
91
1
0
0
1
0
0
7,886
L55065
L
300.7
312.3
1,590
36.3
93
0
0
0
0
0
0
7,887
M22746
M
300.6
312.2
2,174
18.5
95
0
0
0
0
0
0
7,888
L55067
L
300.7
312.4
1,590
37.9
98
0
0
0
0
0
0
7,889
L55068
L
300.7
312.3
1,577
33.2
100
0
0
0
0
0
0
7,890
M22749
M
300.7
312.4
1,371
61.7
102
0
0
0
0
0
0
7,891
L55070
L
300.8
312.4
1,767
25.6
105
0
0
0
0
0
0
7,892
L55071
L
300.8
312.5
1,517
39.2
107
0
0
0
0
0
0
7,893
M22752
M
300.9
312.6
1,555
40.6
109
0
0
0
0
0
0
7,894
L55073
L
300.9
312.7
1,416
43.8
112
0
0
0
0
0
0
7,895
M22754
M
300.8
312.6
1,588
35.6
114
0
0
0
0
0
0
7,896
L55075
L
300.8
312.6
1,422
50
117
0
0
0
0
0
0
7,897
L55076
L
300.8
312.6
1,376
53.6
119
0
0
0
0
0
0
7,898
L55077
L
300.8
312.5
1,434
50.7
121
0
0
0
0
0
0
7,899
L55078
L
300.8
312.5
1,423
47.3
123
0
0
0
0
0
0
7,900
L55079
L
300.9
312.4
1,364
52.5
125
0
0
0
0
0
0