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
2,001
L49180
L
298.4
308.1
1,279
53.1
9
0
0
0
0
0
0
2,002
L49181
L
298.4
308.2
1,604
34.9
11
0
0
0
0
0
0
2,003
L49182
L
298.5
308.2
1,654
27.1
13
0
0
0
0
0
0
2,004
M16863
M
298.5
308.2
1,564
37.5
15
0
0
0
0
0
0
2,005
L49184
L
298.5
308.2
1,451
47.5
18
0
0
0
0
0
0
2,006
L49185
L
298.5
308.3
1,504
38
20
0
0
0
0
0
0
2,007
M16866
M
298.5
308.3
1,381
50.5
22
0
0
0
0
0
0
2,008
L49187
L
298.6
308.4
1,562
34.4
25
0
0
0
0
0
0
2,009
L49188
L
298.5
308.3
1,811
24.7
27
0
0
0
0
0
0
2,010
M16869
M
298.6
308.3
1,717
28.7
29
0
0
0
0
0
0
2,011
L49190
L
298.6
308.3
1,278
60.5
32
0
0
0
0
0
0
2,012
L49191
L
298.7
308.5
1,616
30.2
34
0
0
0
0
0
0
2,013
L49192
L
298.6
308.4
1,397
46.4
36
0
0
0
0
0
0
2,014
L49193
L
298.6
308.4
1,485
42.9
38
0
0
0
0
0
0
2,015
L49194
L
298.6
308.4
1,310
59.7
40
0
0
0
0
0
0
2,016
L49195
L
298.5
308.2
1,301
66.3
42
1
0
0
1
0
0
2,017
L49196
L
298.5
308.3
1,458
44
44
0
0
0
0
0
0
2,018
L49197
L
298.7
308.5
1,483
42.5
46
0
0
0
0
0
0
2,019
L49198
L
298.7
308.5
1,375
46.4
48
0
0
0
0
0
0
2,020
M16879
M
298.7
308.5
1,660
27
50
0
0
0
0
0
0
2,021
H31434
H
298.7
308.4
1,560
33.3
53
0
0
0
0
0
0
2,022
L49201
L
298.7
308.5
1,480
42.2
58
0
0
0
0
0
0
2,023
L49202
L
298.7
308.4
1,373
46.9
60
0
0
0
0
0
0
2,024
L49203
L
298.7
308.5
1,444
54.2
62
0
0
0
0
0
0
2,025
M16884
M
298.7
308.6
1,722
24.7
64
0
0
0
0
0
0
2,026
L49205
L
298.7
308.5
1,469
39.9
67
0
0
0
0
0
0
2,027
M16886
M
298.7
308.5
1,360
52.9
69
0
0
0
0
0
0
2,028
L49207
L
298.7
308.4
1,750
25.8
72
0
0
0
0
0
0
2,029
M16888
M
298.7
308.3
1,349
46.6
74
0
0
0
0
0
0
2,030
L49209
L
298.7
308.5
1,668
35.2
77
0
0
0
0
0
0
2,031
L49210
L
298.9
308.6
1,400
49.5
79
0
0
0
0
0
0
2,032
L49211
L
298.8
308.6
1,331
62.8
81
0
0
0
0
0
0
2,033
L49212
L
298.8
308.5
1,444
42.2
83
0
0
0
0
0
0
2,034
H31447
H
298.8
308.5
1,359
47.6
85
0
0
0
0
0
0
2,035
M16894
M
298.8
308.5
1,425
47.4
90
0
0
0
0
0
0
2,036
M16895
M
298.9
308.6
1,469
34.2
93
0
0
0
0
0
0
2,037
L49216
L
299
308.7
1,892
22.8
96
0
0
0
0
0
0
2,038
H31451
H
299
308.7
1,940
19.9
98
0
0
0
0
0
0
2,039
L49218
L
299
308.8
1,405
55.2
103
0
0
0
0
0
0
2,040
M16899
M
299
308.9
1,449
39.6
105
0
0
0
0
0
0
2,041
L49220
L
299.1
308.9
1,686
29.6
108
0
0
0
0
0
0
2,042
L49221
L
299.1
308.9
1,680
27.2
110
0
0
0
0
0
0
2,043
M16902
M
299.1
308.9
1,397
52.4
112
0
0
0
0
0
0
2,044
M16903
M
299.2
309
1,597
30.3
115
0
0
0
0
0
0
2,045
L49224
L
299.3
309.1
1,470
41.1
118
0
0
0
0
0
0
2,046
M16905
M
299.3
309.1
1,703
31.3
120
0
0
0
0
0
0
2,047
L49226
L
299.3
309.1
1,388
45.5
123
0
0
0
0
0
0
2,048
L49227
L
299.3
309.2
1,775
24.2
125
0
0
0
0
0
0
2,049
L49228
L
299.3
309.2
1,465
41.5
127
0
0
0
0
0
0
2,050
M16909
M
299.3
309.2
1,586
37.9
129
0
0
0
0
0
0
2,051
M16910
M
299.5
309.3
1,675
29.2
132
0
0
0
0
0
0
2,052
M16911
M
299.4
309.2
1,470
44.4
135
0
0
0
0
0
0
2,053
L49232
L
299.5
309.3
1,477
40.4
138
0
0
0
0
0
0
2,054
L49233
L
299.5
309.3
1,382
61
140
0
0
0
0
0
0
2,055
M16914
M
299.6
309.4
1,605
29.8
142
0
0
0
0
0
0
2,056
L49235
L
299.6
309.4
1,643
32.9
145
0
0
0
0
0
0
2,057
L49236
L
299.5
309.3
1,333
54.1
147
0
0
0
0
0
0
2,058
L49237
L
299.5
309.3
1,520
42.3
149
0
0
0
0
0
0
2,059
M16918
M
299.5
309.3
1,902
24
151
0
0
0
0
0
0
2,060
H31473
H
299.5
309.4
1,386
44.4
154
0
0
0
0
0
0
2,061
L49240
L
299.6
309.5
1,803
27.7
159
0
0
0
0
0
0
2,062
L49241
L
299.7
309.6
1,359
50.7
161
0
0
0
0
0
0
2,063
M16922
M
299.7
309.6
1,477
42.7
163
0
0
0
0
0
0
2,064
L49243
L
299.7
309.6
1,321
53.4
166
0
0
0
0
0
0
2,065
L49244
L
299.6
309.5
1,453
41.4
168
0
0
0
0
0
0
2,066
L49245
L
299.7
309.6
1,419
45.1
170
0
0
0
0
0
0
2,067
L49246
L
299.7
309.6
1,512
36.2
172
0
0
0
0
0
0
2,068
L49247
L
299.7
309.6
1,553
36.8
174
0
0
0
0
0
0
2,069
M16928
M
299.7
309.6
1,534
39.1
176
0
0
0
0
0
0
2,070
H31483
H
299.7
309.6
1,553
41
179
0
0
0
0
0
0
2,071
L49250
L
299.7
309.5
1,352
49.7
184
0
0
0
0
0
0
2,072
M16931
M
299.7
309.6
1,313
60
186
0
0
0
0
0
0
2,073
L49252
L
299.6
309.5
1,570
35.5
189
0
0
0
0
0
1
2,074
L49253
L
299.6
309.4
1,677
31.1
191
0
0
0
0
0
0
2,075
L49254
L
299.5
309.4
1,602
31.5
193
0
0
0
0
0
0
2,076
L49255
L
299.5
309.4
1,390
58.8
195
1
0
0
0
1
0
2,077
L49256
L
299.4
309.3
1,544
36
197
0
0
0
0
0
0
2,078
L49257
L
299.4
309.4
1,701
31.2
199
0
0
0
0
0
0
2,079
M16938
M
299.4
309.3
1,692
28.4
201
0
0
0
0
0
0
2,080
M16939
M
299.3
309.3
1,523
37.9
204
0
0
0
0
0
0
2,081
L49260
L
299.3
309.2
2,280
15.4
207
0
0
0
0
0
0
2,082
M16941
M
299.4
309.3
1,485
47.1
209
0
0
0
0
0
0
2,083
H31496
H
299.4
309.2
1,513
36.1
212
0
0
0
0
0
0
2,084
H31497
H
299.4
309.3
1,743
28.2
0
0
0
0
0
0
0
2,085
L49264
L
299.5
309.3
1,442
46.2
5
0
0
0
0
0
0
2,086
L49265
L
299.5
309.3
1,462
46.7
7
0
0
0
0
0
0
2,087
H31500
H
299.4
309.3
1,439
49.7
9
0
0
0
0
0
0
2,088
L49267
L
299.5
309.3
1,577
36.6
14
0
0
0
0
0
0
2,089
L49268
L
299.6
309.4
1,331
46.4
16
0
0
0
0
0
0
2,090
L49269
L
299.5
309.3
1,941
22.5
18
0
0
0
0
0
0
2,091
L49270
L
299.5
309.2
1,393
47.3
20
0
0
0
0
0
0
2,092
L49271
L
299.4
309.2
1,433
42.1
22
0
0
0
0
0
0
2,093
L49272
L
299.4
309.2
1,444
48.2
24
0
0
0
0
0
0
2,094
L49273
L
299.4
309.2
1,564
39
26
0
0
0
0
0
0
2,095
L49274
L
299.4
309.3
1,377
43.6
28
0
0
0
0
0
0
2,096
L49275
L
299.4
309.3
1,525
41.5
30
0
0
0
0
0
0
2,097
M16956
M
299.5
309.4
1,387
56.2
32
0
0
0
0
0
0
2,098
M16957
M
299.4
309.4
1,326
47.5
35
0
0
0
0
0
0
2,099
L49278
L
299.4
309.3
1,401
59
38
0
0
0
0
0
0
2,100
L49279
L
299.4
309.3
1,596
31.8
40
0
0
0
0
0
0