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
6,901
L54080
L
301
311.7
1,670
31.3
150
0
0
0
0
0
0
6,902
L54081
L
301
311.7
1,547
34.5
152
0
0
0
0
0
0
6,903
L54082
L
301
311.6
1,461
40.6
154
0
0
0
0
0
0
6,904
M21763
M
301
311.6
1,609
35.8
156
0
0
0
0
0
0
6,905
M21764
M
300.9
311.5
1,704
31.3
159
0
0
0
0
0
0
6,906
M21765
M
301
311.5
1,550
34.9
162
0
0
0
0
0
0
6,907
M21766
M
301
311.5
1,530
43.9
165
0
0
0
0
0
0
6,908
L54087
L
300.9
311.3
1,449
40.2
168
0
0
0
0
0
0
6,909
L54088
L
300.9
311.3
1,613
32.7
170
0
0
0
0
0
0
6,910
L54089
L
300.8
311.2
1,376
48.1
172
0
0
0
0
0
0
6,911
L54090
L
300.8
311.2
1,434
45.6
174
0
0
0
0
0
0
6,912
L54091
L
300.8
311.1
1,480
41.1
176
0
0
0
0
0
0
6,913
M21772
M
300.8
311.2
1,634
31.9
178
0
0
0
0
0
0
6,914
L54093
L
300.8
311.2
1,481
38.5
181
0
0
0
0
0
1
6,915
H36328
H
300.9
311.3
1,668
28.9
183
0
0
0
0
0
0
6,916
L54095
L
301
311.4
1,484
36.2
188
0
0
0
0
0
0
6,917
M21776
M
300.9
311.3
1,603
31.8
190
0
0
0
0
0
0
6,918
L54097
L
301
311.4
1,481
37.5
193
0
0
0
0
0
0
6,919
L54098
L
301
311.5
1,559
31.8
195
0
0
0
0
0
0
6,920
L54099
L
301
311.5
1,444
39.8
197
0
0
0
0
0
0
6,921
M21780
M
301.2
311.6
1,423
48
199
0
0
0
0
0
0
6,922
L54101
L
301.1
311.6
1,432
48.1
202
0
0
0
0
0
0
6,923
L54102
L
301.2
311.7
1,463
48.3
204
0
0
0
0
0
0
6,924
L54103
L
301.2
311.7
1,433
49.3
206
0
0
0
0
0
0
6,925
L54104
L
301.2
311.6
1,461
52.9
208
1
0
0
0
1
0
6,926
M21785
M
301.1
311.6
1,266
55.5
210
0
0
0
0
0
0
6,927
H36340
H
301.1
311.6
1,417
53.4
0
0
0
0
0
0
0
6,928
L54107
L
301.1
311.6
1,488
43.4
5
0
0
0
0
0
0
6,929
L54108
L
301.1
311.7
1,816
24.5
7
0
0
0
0
0
0
6,930
M21789
M
301
311.6
1,301
55
9
0
0
0
0
0
0
6,931
M21790
M
300.9
311.5
1,836
21.8
12
0
0
0
0
0
0
6,932
M21791
M
300.8
311.4
1,521
39.9
15
0
0
0
0
0
0
6,933
L54112
L
300.8
311.4
1,322
67.2
18
1
0
0
1
0
0
6,934
L54113
L
300.8
311.4
1,492
40.6
20
0
0
0
0
0
0
6,935
L54114
L
300.8
311.4
1,536
40.9
22
0
0
0
0
0
0
6,936
L54115
L
300.7
311.2
1,878
24.3
24
0
0
0
0
0
0
6,937
L54116
L
300.6
311.1
1,471
40.7
26
0
0
0
0
0
0
6,938
H36351
H
300.6
311.1
1,452
40.2
28
0
0
0
0
0
0
6,939
L54118
L
300.7
311.2
1,452
44.4
33
0
0
0
0
0
0
6,940
M21799
M
300.7
311.3
1,348
53
35
0
0
0
0
0
0
6,941
H36354
H
300.8
311.4
1,453
44.6
38
0
0
0
0
0
0
6,942
L54121
L
300.8
311.4
1,316
57.6
43
0
0
0
0
0
0
6,943
M21802
M
300.8
311.4
1,732
26.9
45
0
0
0
0
0
0
6,944
L54123
L
300.7
311.3
1,522
35.2
48
0
0
0
0
0
0
6,945
M21804
M
300.7
311.3
1,487
39.8
50
0
0
0
0
0
0
6,946
M21805
M
300.8
311.4
1,852
22.2
53
0
0
0
0
0
0
6,947
L54126
L
300.7
311.2
1,486
46.8
56
0
0
0
0
0
0
6,948
M21807
M
300.7
311.3
1,562
37.1
58
0
0
0
0
0
0
6,949
L54128
L
300.7
311.2
1,457
51.4
61
0
0
0
0
0
0
6,950
M21809
M
300.7
311.2
1,769
26.5
63
0
0
0
0
0
0
6,951
H36364
H
300.7
311.3
1,374
53.1
66
0
0
0
0
0
0
6,952
L54131
L
300.8
311.3
1,524
43.5
71
0
0
0
0
0
0
6,953
L54132
L
300.8
311.3
1,498
40.2
73
0
0
0
0
0
0
6,954
L54133
L
300.8
311.3
1,462
41.4
75
0
0
0
0
0
0
6,955
M21814
M
300.8
311.2
1,429
52.3
77
0
0
0
0
0
0
6,956
L54135
L
300.7
311.2
1,399
47.9
80
0
0
0
0
0
0
6,957
M21816
M
300.8
311.2
1,434
39.1
82
0
0
0
0
0
0
6,958
L54137
L
300.7
311.1
1,324
52.2
85
0
0
0
0
0
0
6,959
L54138
L
300.6
311
1,563
40.7
87
0
0
0
0
0
0
6,960
L54139
L
300.6
311
1,543
34.7
89
0
0
0
0
0
0
6,961
L54140
L
300.7
311
1,413
52
91
0
0
0
0
0
1
6,962
M21821
M
300.7
311
1,378
41.2
93
0
0
0
0
0
0
6,963
M21822
M
300.7
311.1
1,373
49.9
96
0
0
0
0
0
0
6,964
H36377
H
300.7
311
1,981
19.9
99
0
0
0
0
0
0
6,965
M21824
M
300.7
311
1,263
52.3
104
0
0
0
0
0
0
6,966
L54145
L
300.7
311
1,312
52.1
107
0
0
0
0
0
0
6,967
L54146
L
300.7
311
1,969
20.7
109
0
0
0
0
0
0
6,968
M21827
M
300.8
311.2
1,365
51.7
111
0
0
0
0
0
0
6,969
L54148
L
300.9
311.2
1,789
25.5
114
0
0
0
0
0
0
6,970
M21829
M
300.8
311.1
1,583
32.1
116
0
0
0
0
0
0
6,971
L54150
L
300.7
311
1,436
44.9
119
0
0
0
0
0
0
6,972
M21831
M
300.7
311
1,559
42.8
121
0
0
0
0
0
0
6,973
L54152
L
300.7
311
1,377
49.9
124
0
0
0
0
0
0
6,974
L54153
L
300.7
311
1,462
41.9
126
0
0
0
0
0
0
6,975
L54154
L
300.7
311
1,318
48.2
128
0
0
0
0
0
0
6,976
M21835
M
300.7
311
1,378
51.6
130
0
0
0
0
0
0
6,977
L54156
L
300.6
310.9
1,344
46.7
133
0
0
0
0
0
0
6,978
L54157
L
300.7
311.1
2,377
14.3
135
0
0
0
0
0
0
6,979
L54158
L
300.7
311.1
1,427
50.3
137
0
0
0
0
0
0
6,980
L54159
L
300.9
311.2
1,353
60.4
139
0
0
0
0
0
0
6,981
L54160
L
300.8
311.3
1,505
45.5
141
0
0
0
0
0
0
6,982
H36395
H
300.8
311.2
1,612
32.5
143
0
0
0
0
0
0
6,983
L54162
L
300.7
311.1
1,440
43
148
0
0
0
0
0
0
6,984
M21843
M
300.7
311
1,334
53.9
150
0
0
0
0
0
0
6,985
M21844
M
300.7
311
1,706
25
153
0
0
0
0
0
0
6,986
H36399
H
300.8
311.1
1,698
24.8
156
0
0
0
0
0
0
6,987
L54166
L
300.7
311.1
1,688
30.7
161
0
0
0
0
0
0
6,988
L54167
L
300.7
311.1
2,437
13.8
163
0
0
0
0
0
0
6,989
L54168
L
300.7
311.1
1,478
46.8
165
0
0
0
0
0
0
6,990
M21849
M
300.7
311.1
1,608
35.3
167
0
0
0
0
0
0
6,991
L54170
L
300.7
311.1
2,478
13.4
170
1
0
0
1
0
0
6,992
L54171
L
300.8
311.1
1,509
33.4
172
0
0
0
0
0
0
6,993
L54172
L
300.7
311
1,596
36.9
174
0
0
0
0
0
0
6,994
M21853
M
300.7
311
1,740
25.6
176
0
0
0
0
0
0
6,995
L54174
L
300.6
310.8
1,375
53.2
179
0
0
0
0
0
0
6,996
M21855
M
300.6
310.7
1,705
31.2
181
0
0
0
0
0
0
6,997
M21856
M
300.5
310.6
1,621
32
184
0
0
0
0
0
0
6,998
M21857
M
300.6
310.7
1,566
38.2
187
0
0
0
0
0
0
6,999
M21858
M
300.6
310.7
1,388
42.9
190
0
0
0
0
0
0
7,000
M21859
M
300.6
310.7
1,457
36.7
193
0
0
0
0
0
0