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
6,001
H35414
H
300.4
310.2
1,431
43.2
0
0
0
0
0
0
0
6,002
M20861
M
300.4
310.2
1,380
47.3
5
0
0
0
0
0
0
6,003
L53182
L
300.5
310.3
1,683
31.5
8
0
0
0
0
0
0
6,004
L53183
L
300.4
310.2
1,529
36.2
10
0
0
0
0
0
0
6,005
L53184
L
300.5
310.4
1,761
26.5
12
0
0
0
0
0
0
6,006
L53185
L
300.6
310.5
1,570
38.3
14
0
0
0
0
0
0
6,007
M20866
M
300.6
310.5
2,156
18
16
0
0
0
0
0
0
6,008
M20867
M
300.7
310.6
1,349
54.5
19
0
0
0
0
0
0
6,009
L53188
L
300.7
310.7
1,431
39.3
22
0
0
0
0
0
0
6,010
L53189
L
300.6
310.6
1,931
22
24
0
0
0
0
0
0
6,011
H35424
H
300.7
310.7
1,428
43.4
26
0
0
0
0
0
0
6,012
L53191
L
300.8
310.8
1,564
36.2
31
0
0
0
0
0
0
6,013
H35426
H
300.8
310.9
1,425
44
33
0
0
0
0
0
0
6,014
L53193
L
300.7
310.8
1,597
30.5
38
0
0
0
0
0
0
6,015
H35428
H
300.8
310.8
1,618
32.8
40
0
0
0
0
0
0
6,016
M20875
M
300.8
310.8
1,520
38
45
0
0
0
0
0
0
6,017
L53196
L
300.7
310.7
1,425
45.3
48
0
0
0
0
0
0
6,018
L53197
L
300.8
310.9
1,398
38.2
50
0
0
0
0
0
0
6,019
M20878
M
300.8
310.9
1,557
31.6
52
0
0
0
0
0
0
6,020
L53199
L
300.7
310.8
1,519
43.9
55
0
0
0
0
0
0
6,021
L53200
L
300.7
310.8
1,619
34.9
57
0
0
0
0
0
0
6,022
L53201
L
300.7
310.8
1,814
21.4
59
0
0
0
0
0
0
6,023
L53202
L
300.7
310.9
1,521
39.4
61
0
0
0
0
0
0
6,024
M20883
M
300.7
310.9
1,369
51.2
63
0
0
0
0
0
0
6,025
L53204
L
300.7
310.9
1,356
65.3
66
1
0
0
1
0
0
6,026
L53205
L
300.7
311
1,336
53.3
68
0
0
0
0
0
0
6,027
L53206
L
300.7
311
1,403
48.3
70
0
0
0
0
0
0
6,028
M20887
M
300.7
311
1,413
44.3
72
0
0
0
0
0
0
6,029
L53208
L
300.6
310.9
1,472
47.6
75
0
0
0
0
0
0
6,030
M20889
M
300.7
310.8
1,452
47.9
77
0
0
0
0
0
0
6,031
L53210
L
300.6
310.7
1,397
53.7
80
0
0
0
0
0
0
6,032
L53211
L
300.6
310.7
1,455
40.6
82
0
0
0
0
0
0
6,033
L53212
L
300.7
310.8
1,754
27.7
84
0
0
0
0
0
0
6,034
L53213
L
300.6
310.9
1,471
37.9
86
0
0
0
0
0
0
6,035
M20894
M
300.6
310.8
1,389
48.1
88
0
0
0
0
0
0
6,036
M20895
M
300.6
310.9
1,702
30.3
91
0
0
0
0
0
0
6,037
M20896
M
300.6
311
1,401
54.6
94
0
0
0
0
0
0
6,038
L53217
L
300.7
311.1
1,426
46.2
97
0
0
0
0
0
0
6,039
L53218
L
300.7
311
1,496
38.3
99
0
0
0
0
0
0
6,040
L53219
L
300.6
310.9
1,433
42.6
101
0
0
0
0
0
0
6,041
M20900
M
300.7
311.1
1,438
46.6
103
0
0
0
0
0
0
6,042
M20901
M
300.7
311
1,418
49.3
106
0
0
0
0
0
0
6,043
M20902
M
300.8
311
1,580
36.6
109
0
0
0
0
0
0
6,044
M20903
M
300.7
310.9
1,468
41.8
112
0
0
0
0
0
0
6,045
M20904
M
300.8
310.9
1,522
41.7
115
0
0
0
0
0
0
6,046
L53225
L
300.8
310.9
1,311
55.8
118
0
0
0
0
0
0
6,047
L53226
L
300.9
311
1,316
56.5
120
0
0
0
0
0
0
6,048
H35461
H
300.9
311
1,853
23.6
122
0
0
0
0
0
0
6,049
M20908
M
300.9
311
1,556
38.8
127
0
0
0
0
0
0
6,050
M20909
M
300.9
311
1,567
34.3
130
0
0
0
0
0
0
6,051
M20910
M
300.9
311.1
1,546
37.7
133
0
0
0
0
0
0
6,052
L53231
L
300.9
311
1,382
51.2
136
0
0
0
0
0
0
6,053
L53232
L
300.9
311
2,003
20.2
138
0
0
0
0
0
0
6,054
L53233
L
300.8
310.9
1,748
29.9
140
0
0
0
0
0
0
6,055
H35468
H
300.7
310.8
1,518
40.1
142
0
0
0
0
0
0
6,056
L53235
L
300.7
310.8
1,475
42
147
0
0
0
0
0
0
6,057
L53236
L
300.8
310.8
1,634
29.2
149
0
0
0
0
0
0
6,058
L53237
L
300.8
310.8
1,689
32.9
151
0
0
0
0
0
0
6,059
M20918
M
300.9
310.9
1,636
35.3
153
0
0
0
0
0
0
6,060
L53239
L
300.9
311
2,235
15.8
156
0
0
0
0
0
0
6,061
L53240
L
301
311.1
1,615
35.6
158
0
0
0
0
0
0
6,062
H35475
H
301.1
311.1
1,618
29.5
160
0
0
0
0
0
0
6,063
M20922
M
301.1
311.2
1,407
53
165
0
0
0
0
0
0
6,064
L53243
L
301.1
311.1
1,450
43.3
168
0
0
0
0
0
0
6,065
L53244
L
301.1
311.1
1,889
23.8
170
0
0
0
0
0
0
6,066
L53245
L
301
310.9
1,568
38.2
172
0
0
0
0
0
0
6,067
L53246
L
301
311
1,804
25.8
174
0
0
0
0
0
0
6,068
L53247
L
301
311
1,582
37.5
176
0
0
0
0
0
0
6,069
M20928
M
301
310.9
2,047
17.9
178
0
0
0
0
0
0
6,070
L53249
L
300.9
310.9
1,601
34
181
0
0
0
0
0
0
6,071
L53250
L
300.9
310.9
1,615
32
183
0
0
0
0
0
0
6,072
M20931
M
300.9
310.8
1,452
43.6
185
0
0
0
0
0
0
6,073
M20932
M
300.9
310.8
1,695
30.2
188
0
0
0
0
0
0
6,074
M20933
M
300.9
310.8
1,790
26.2
191
0
0
0
0
0
0
6,075
M20934
M
301
310.8
1,533
39.3
194
0
0
0
0
0
0
6,076
L53255
L
301
310.9
1,813
28.5
197
0
0
0
0
0
0
6,077
L53256
L
301
310.9
1,492
36.7
199
0
0
0
0
0
0
6,078
L53257
L
300.9
310.7
1,479
43.3
201
0
0
0
0
0
0
6,079
L53258
L
300.8
310.7
1,339
59.1
203
1
0
0
0
1
0
6,080
M20939
M
300.8
310.7
1,371
44.7
205
0
0
0
0
0
0
6,081
L53260
L
300.9
310.7
1,468
36.2
208
0
0
0
0
0
0
6,082
L53261
L
300.9
310.7
1,517
41.7
210
0
0
0
0
0
0
6,083
L53262
L
300.9
310.7
1,352
46.4
212
0
0
0
0
0
0
6,084
L53263
L
300.9
310.7
1,389
50
214
0
0
0
0
0
0
6,085
M20944
M
300.8
310.6
1,505
36.2
0
0
0
0
0
0
0
6,086
L53265
L
300.9
310.6
1,538
36.7
3
0
0
0
0
0
0
6,087
L53266
L
300.9
310.8
1,482
37
5
0
0
0
0
0
0
6,088
M20947
M
300.9
310.8
1,599
33
7
0
0
0
0
0
0
6,089
L53268
L
300.9
310.8
1,476
39
10
0
0
0
0
0
0
6,090
L53269
L
300.9
310.7
1,509
37.5
12
0
0
0
0
0
0
6,091
L53270
L
300.9
310.8
1,708
29.1
14
0
0
0
0
0
0
6,092
L53271
L
300.9
310.7
1,412
57.5
16
0
0
0
0
0
1
6,093
L53272
L
300.9
310.7
1,658
28.5
18
0
0
0
0
0
0
6,094
L53273
L
301
310.8
1,375
57.2
20
0
0
0
0
0
0
6,095
M20954
M
300.9
310.8
1,402
48.1
22
0
0
0
0
0
0
6,096
M20955
M
300.9
310.7
1,452
47.3
25
0
0
0
0
0
0
6,097
M20956
M
300.8
310.7
1,483
40.8
28
0
0
0
0
0
0
6,098
H35511
H
300.9
310.8
1,477
38.4
31
0
0
0
0
0
0
6,099
M20958
M
300.8
310.7
1,924
22.4
36
0
0
0
0
0
0
6,100
H35513
H
300.9
310.7
1,609
28.7
39
0
0
0
0
0
0