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
3,001
H32414
H
300.5
309.8
1,324
72.8
159
1
0
0
1
0
0
3,002
L50181
L
300.5
309.8
1,445
43.9
164
0
0
0
0
0
0
3,003
M17862
M
300.5
309.8
1,555
38.9
166
0
0
0
0
0
0
3,004
M17863
M
300.6
309.9
1,449
42.4
169
0
0
0
0
0
0
3,005
M17864
M
300.5
309.9
1,466
53.2
172
0
0
0
0
0
0
3,006
L50185
L
300.5
309.9
1,503
37.4
175
0
0
0
0
0
0
3,007
L50186
L
300.4
309.7
1,488
35.7
177
0
0
0
0
0
0
3,008
L50187
L
300.4
309.7
1,314
50.2
179
0
0
0
0
0
0
3,009
M17868
M
300.4
309.7
1,547
38
181
0
0
0
0
0
0
3,010
M17869
M
300.4
309.7
1,466
39.8
184
0
0
0
0
0
0
3,011
L50190
L
300.3
309.6
1,537
37.1
187
0
0
0
0
0
0
3,012
M17871
M
300.2
309.5
1,434
51.5
189
0
0
0
0
0
0
3,013
L50192
L
300.4
309.6
1,432
44.7
192
0
0
0
0
0
0
3,014
L50193
L
300.5
309.6
1,390
48.4
194
0
0
0
0
0
0
3,015
L50194
L
300.5
309.7
1,580
42.8
196
0
0
0
0
0
0
3,016
L50195
L
300.5
309.7
1,589
30.5
198
0
0
0
0
0
0
3,017
L50196
L
300.5
309.8
1,441
48.8
200
0
0
0
0
0
0
3,018
L50197
L
300.5
309.8
1,305
51.7
202
0
0
0
0
0
0
3,019
M17878
M
300.5
309.8
1,566
35.9
204
0
0
0
0
0
0
3,020
L50199
L
300.5
309.8
1,379
54.2
207
1
0
0
0
1
0
3,021
L50200
L
300.4
309.6
1,543
38.1
209
0
0
0
0
0
0
3,022
L50201
L
300.5
309.8
1,421
49.6
211
0
0
0
0
0
0
3,023
L50202
L
300.5
309.6
1,760
30.6
213
0
0
0
0
0
0
3,024
L50203
L
300.4
309.5
1,711
29.2
215
0
0
0
0
0
0
3,025
L50204
L
300.5
309.6
1,465
41.6
217
0
0
0
0
0
0
3,026
L50205
L
300.5
309.6
1,366
50.2
219
0
0
0
0
0
0
3,027
M17886
M
300.4
309.5
1,888
21.9
221
0
0
0
0
0
0
3,028
L50207
L
300.5
309.5
1,777
23.6
0
0
0
0
0
0
0
3,029
L50208
L
300.5
309.5
1,379
55.6
2
0
0
0
0
0
0
3,030
L50209
L
300.4
309.5
1,525
51.3
4
0
0
0
0
0
0
3,031
M17890
M
300.4
309.6
1,563
34
6
0
0
0
0
0
0
3,032
M17891
M
300.5
309.7
1,389
43.3
9
0
0
0
0
0
0
3,033
M17892
M
300.6
309.8
1,447
42.9
12
0
0
0
0
0
0
3,034
M17893
M
300.6
309.7
1,934
22.8
15
0
0
0
0
0
0
3,035
H32448
H
300.6
309.7
1,470
43.8
18
0
0
0
0
0
0
3,036
M17895
M
300.6
309.7
1,428
42.6
23
0
0
0
0
0
0
3,037
L50216
L
300.4
309.6
1,319
48.1
26
0
0
0
0
0
0
3,038
L50217
L
300.5
309.7
1,887
24.3
28
0
0
0
0
0
0
3,039
L50218
L
300.4
309.5
1,349
50.4
30
0
0
0
0
0
0
3,040
M17899
M
300.3
309.5
1,665
31.4
32
0
0
0
0
0
0
3,041
L50220
L
300.3
309.5
1,474
38.7
35
0
0
0
0
0
0
3,042
L50221
L
300.4
309.5
1,543
38.9
37
0
0
0
0
0
0
3,043
M17902
M
300.2
309.4
1,459
43.9
39
0
0
0
0
0
0
3,044
L50223
L
300.3
309.5
1,551
37.9
42
0
0
0
0
0
0
3,045
L50224
L
300.2
309.4
1,981
21.4
44
0
0
0
0
0
0
3,046
L50225
L
300.2
309.4
1,526
35.3
46
0
0
0
0
0
0
3,047
M17906
M
300.2
309.4
1,501
40
48
0
0
0
0
0
0
3,048
L50227
L
300.2
309.4
1,558
38.3
51
0
0
0
0
0
0
3,049
L50228
L
300.2
309.3
1,532
43.2
53
0
0
0
0
0
0
3,050
L50229
L
300.1
309.2
1,326
55.9
55
0
0
0
0
0
0
3,051
L50230
L
300.2
309.2
1,431
51.3
57
0
0
0
0
0
0
3,052
L50231
L
300.2
309.3
1,366
49.3
59
0
0
0
0
0
0
3,053
L50232
L
300.1
309.2
1,421
42.5
61
0
0
0
0
0
0
3,054
H32467
H
300.2
309.3
1,506
35.6
63
0
0
0
0
0
0
3,055
H32468
H
300.2
309.3
1,342
48.7
68
0
0
0
0
0
0
3,056
L50235
L
300.1
309.2
1,427
37.6
73
0
0
0
0
0
0
3,057
L50236
L
300.2
309.2
1,667
29.9
75
0
0
0
0
0
0
3,058
L50237
L
300.1
309.1
1,400
46.7
77
0
0
0
0
0
0
3,059
L50238
L
300
309
1,709
32.1
79
0
0
0
0
0
0
3,060
M17919
M
300
309
1,368
45.8
81
0
0
0
0
0
0
3,061
L50240
L
300
309.1
1,882
23.8
84
0
0
0
0
0
0
3,062
L50241
L
300.1
309.1
1,353
58.7
86
0
0
0
0
0
0
3,063
L50242
L
299.9
309
1,553
40
88
0
0
0
0
0
0
3,064
L50243
L
300
309.1
1,431
45.4
90
0
0
0
0
0
0
3,065
M17924
M
300.1
309.1
1,731
30.4
92
0
0
0
0
0
0
3,066
M17925
M
300.1
309.2
1,687
27.7
95
0
0
0
0
0
1
3,067
M17926
M
300.1
309.2
1,457
44.3
98
0
0
0
0
0
0
3,068
L50247
L
300.1
309.2
1,533
37
101
0
0
0
0
0
0
3,069
H32482
H
300
309
1,622
31.8
103
0
0
0
0
0
0
3,070
L50249
L
300
309.1
1,791
28.2
108
0
0
0
0
0
0
3,071
L50250
L
300
309.1
1,631
28.3
110
0
0
0
0
0
0
3,072
L50251
L
300
309
2,174
16.9
112
0
0
0
0
0
0
3,073
L50252
L
300.1
309
1,314
58.2
114
0
0
0
0
0
0
3,074
L50253
L
300.1
309.1
1,478
46.9
116
0
0
0
0
0
0
3,075
L50254
L
300.1
309.2
1,783
27.3
118
0
0
0
0
0
0
3,076
M17935
M
300.1
309.2
1,385
46.1
120
0
0
0
0
0
0
3,077
L50256
L
300
309.2
1,444
43.6
123
0
0
0
0
0
0
3,078
L50257
L
300.1
309.3
1,841
23
125
0
0
0
0
0
0
3,079
M17938
M
300.1
309.4
1,349
56.2
127
0
0
0
0
0
0
3,080
L50259
L
300.1
309.3
1,340
56
130
0
0
0
0
0
0
3,081
M17940
M
299.9
309.2
1,539
43.2
132
0
0
0
0
0
0
3,082
M17941
M
300
309.3
1,932
21.8
135
0
0
0
0
0
0
3,083
M17942
M
300
309.3
1,407
43.9
138
0
0
0
0
0
0
3,084
L50263
L
300.1
309.3
1,712
28.5
141
0
0
0
0
0
0
3,085
H32498
H
300.1
309.4
1,329
55.2
143
0
0
0
0
0
0
3,086
L50265
L
300.1
309.2
1,441
42.9
148
0
0
0
0
0
0
3,087
L50266
L
300
309.2
1,610
32.1
150
0
0
0
0
0
0
3,088
M17947
M
300
309.1
1,474
45.2
152
0
0
0
0
0
0
3,089
M17948
M
300
309.1
1,624
30.8
155
0
0
0
0
0
0
3,090
H32503
H
300.1
309.3
1,520
38.2
158
0
0
0
0
0
0
3,091
H32504
H
300.1
309.3
1,448
45.8
163
0
0
0
0
0
0
3,092
L50271
L
300
309.3
1,558
29.7
168
0
0
0
0
0
0
3,093
M17952
M
300
309.3
2,293
16.3
170
0
0
0
0
0
0
3,094
L50273
L
300
309.3
1,397
51.2
173
0
0
0
0
0
0
3,095
L50274
L
300
309.3
1,972
22
175
0
0
0
0
0
0
3,096
M17955
M
299.9
309.2
1,574
36.5
177
0
0
0
0
0
0
3,097
L50276
L
299.9
309.2
1,560
38.9
180
0
0
0
0
0
0
3,098
M17957
M
299.9
309.2
1,353
49.8
182
0
0
0
0
0
0
3,099
M17958
M
299.9
309.2
1,389
51.2
185
0
0
0
0
0
0
3,100
M17959
M
299.9
309.1
1,513
43.8
188
0
0
0
0
0
0