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
7,001
M21860
M
300.6
310.6
1,463
45.5
196
0
0
0
0
0
0
7,002
L54181
L
300.5
310.5
1,564
38.2
199
0
0
0
0
0
0
7,003
H36416
H
300.5
310.6
1,411
47.2
201
0
0
0
0
0
0
7,004
L54183
L
300.5
310.6
1,540
46.7
206
0
0
0
0
0
0
7,005
L54184
L
300.5
310.6
1,950
20.3
208
0
0
0
0
0
0
7,006
M21865
M
300.6
310.7
1,339
52.9
0
0
0
0
0
0
0
7,007
H36420
H
300.6
310.6
1,419
39.6
3
0
0
0
0
0
0
7,008
L54187
L
300.5
310.6
1,499
45.2
8
0
0
0
0
0
0
7,009
L54188
L
300.5
310.6
1,368
49.6
10
0
0
0
0
0
0
7,010
L54189
L
300.5
310.5
1,536
36.2
12
0
0
0
0
0
0
7,011
M21870
M
300.5
310.5
1,469
42.9
14
0
0
0
0
0
0
7,012
L54191
L
300.5
310.5
2,633
12.2
17
1
0
0
1
0
0
7,013
L54192
L
300.4
310.4
1,298
61.4
19
0
0
0
0
0
0
7,014
M21873
M
300.4
310.4
1,544
36.3
21
0
0
0
0
0
0
7,015
H36428
H
300.5
310.5
1,403
47.7
24
0
0
0
0
0
0
7,016
L54195
L
300.5
310.5
1,452
42.9
29
0
0
0
0
0
0
7,017
L54196
L
300.6
310.5
1,509
43.1
31
0
0
0
0
0
0
7,018
M21877
M
300.7
310.6
1,474
37
33
0
0
0
0
0
0
7,019
M21878
M
300.7
310.7
1,377
46.7
36
0
0
0
0
0
0
7,020
L54199
L
300.8
310.8
1,741
27.1
39
0
0
0
0
0
0
7,021
L54200
L
300.8
310.8
1,460
53.8
41
0
0
0
0
0
0
7,022
H36435
H
300.7
310.6
1,631
32.6
43
0
0
0
0
0
0
7,023
L54202
L
300.7
310.5
1,561
33.2
48
0
0
0
0
0
0
7,024
M21883
M
300.7
310.6
1,572
38.5
50
0
0
0
0
0
0
7,025
L54204
L
300.6
310.6
2,127
18.7
53
0
0
0
0
0
0
7,026
H36439
H
300.6
310.6
1,448
44.7
55
0
0
0
0
0
0
7,027
L54206
L
300.6
310.7
1,543
39.6
60
0
0
0
0
0
0
7,028
L54207
L
300.6
310.6
1,508
34.8
62
0
0
0
0
0
0
7,029
M21888
M
300.6
310.6
1,403
50.4
64
0
0
0
0
0
0
7,030
L54209
L
300.6
310.6
1,454
39.7
67
0
0
0
0
0
0
7,031
L54210
L
300.7
310.8
1,772
27.3
69
0
0
0
0
0
0
7,032
L54211
L
300.7
310.8
1,479
49.1
71
0
0
0
0
0
0
7,033
L54212
L
300.7
310.9
1,723
31
73
0
0
0
0
0
0
7,034
M21893
M
300.7
310.8
1,469
46.4
75
0
0
0
0
0
0
7,035
H36448
H
300.6
310.6
1,830
26.2
78
0
0
0
0
0
0
7,036
L54215
L
300.6
310.6
1,497
38.2
83
0
0
0
0
0
0
7,037
L54216
L
300.7
310.6
1,540
52.7
85
0
0
0
0
0
0
7,038
L54217
L
300.6
310.6
1,514
39.5
87
0
0
0
0
0
0
7,039
L54218
L
300.7
310.6
1,654
34.2
89
0
0
0
0
0
0
7,040
H36453
H
300.6
310.5
1,519
37
91
0
0
0
0
0
0
7,041
L54220
L
300.7
310.6
1,720
30.3
96
0
0
0
0
0
0
7,042
L54221
L
300.6
310.5
1,470
37.7
98
0
0
0
0
0
0
7,043
L54222
L
300.6
310.5
1,642
29.9
100
0
0
0
0
0
0
7,044
M21903
M
300.7
310.6
2,006
19.1
102
0
0
0
0
0
0
7,045
M21904
M
300.7
310.6
1,505
35.6
105
0
0
0
0
0
0
7,046
M21905
M
300.7
310.6
1,609
27.6
108
0
0
0
0
0
0
7,047
M21906
M
300.7
310.5
1,863
22.2
111
0
0
0
0
0
0
7,048
L54227
L
300.6
310.4
1,401
42.6
114
0
0
0
0
0
0
7,049
L54228
L
300.6
310.4
2,007
19.8
116
0
0
0
0
0
0
7,050
L54229
L
300.6
310.4
1,494
47.3
118
0
0
0
0
0
0
7,051
L54230
L
300.6
310.4
1,457
47.7
120
0
0
0
0
0
0
7,052
L54231
L
300.6
310.4
1,556
37.7
122
0
0
0
0
0
0
7,053
H36466
H
300.6
310.4
1,510
42.8
124
0
0
0
0
0
0
7,054
H36467
H
300.7
310.5
1,567
38.7
129
0
0
0
0
0
0
7,055
H36468
H
300.7
310.5
1,476
43.1
134
0
0
0
0
0
0
7,056
L54235
L
300.8
310.6
1,663
30.6
139
0
0
0
0
0
0
7,057
M21916
M
300.8
310.5
1,409
50.6
141
0
0
0
0
0
0
7,058
L54237
L
300.8
310.6
1,666
36.2
144
0
0
0
0
0
0
7,059
L54238
L
300.7
310.6
1,520
45.9
146
0
0
0
0
0
0
7,060
L54239
L
300.6
310.5
1,644
33.8
148
0
0
0
0
0
0
7,061
H36474
H
300.6
310.4
1,479
35.6
150
0
0
0
0
0
0
7,062
L54241
L
300.6
310.4
1,446
49.7
155
0
0
0
0
0
0
7,063
M21922
M
300.6
310.4
1,407
51.1
157
0
0
0
0
0
0
7,064
L54243
L
300.7
310.4
1,234
51.7
160
0
0
0
0
0
0
7,065
M21924
M
300.8
310.5
1,696
29.7
162
0
0
0
0
0
0
7,066
L54245
L
300.8
310.6
1,384
52.9
165
0
0
0
0
0
0
7,067
M21926
M
300.8
310.7
1,572
36.2
167
0
0
0
0
0
0
7,068
M21927
M
300.8
310.7
1,386
42.1
170
0
0
0
0
0
0
7,069
L54248
L
300.8
310.7
1,461
42.8
173
0
0
0
0
0
0
7,070
L54249
L
300.8
310.7
1,525
39.4
175
0
0
0
0
0
0
7,071
L54250
L
300.7
310.7
1,333
61
177
0
0
0
0
0
0
7,072
H36485
H
300.7
310.6
1,505
40.6
179
0
0
0
0
0
0
7,073
M21932
M
300.7
310.6
1,439
41.7
184
0
0
0
0
0
0
7,074
L54253
L
300.7
310.6
1,491
43.2
187
0
0
0
0
0
0
7,075
M21934
M
300.7
310.6
1,488
39.2
189
0
0
0
0
0
0
7,076
L54255
L
300.7
310.5
1,536
47.4
192
0
0
0
0
0
0
7,077
L54256
L
300.7
310.5
1,960
21
194
0
0
0
0
0
0
7,078
M21937
M
300.7
310.5
1,594
31
196
0
0
0
0
0
0
7,079
L54258
L
300.7
310.5
1,357
52.6
199
0
0
0
0
0
0
7,080
L54259
L
300.7
310.5
1,445
41.1
201
0
0
0
0
0
0
7,081
L54260
L
300.7
310.4
1,543
47.3
203
0
0
0
0
0
0
7,082
L54261
L
300.7
310.4
1,366
52.6
205
0
0
0
0
0
0
7,083
L54262
L
300.7
310.3
1,458
40
207
0
0
0
0
0
0
7,084
L54263
L
300.7
310.4
1,416
61.8
209
1
0
0
1
1
0
7,085
L54264
L
300.6
310.3
1,794
24.4
211
0
0
0
0
0
0
7,086
L54265
L
300.6
310.3
1,484
41
213
0
0
0
0
0
0
7,087
L54266
L
300.6
310.4
2,514
13.4
215
0
0
0
0
0
0
7,088
L54267
L
300.6
310.3
1,648
30.5
217
1
1
0
0
0
0
7,089
M21948
M
300.6
310.3
1,614
32.7
0
0
0
0
0
0
0
7,090
L54269
L
300.6
310.2
1,622
34.1
3
0
0
0
0
0
0
7,091
M21950
M
300.6
310.2
1,478
40.1
5
0
0
0
0
0
0
7,092
L54271
L
300.6
310.2
1,318
51
8
0
0
0
0
0
0
7,093
L54272
L
300.7
310.2
1,493
35.9
10
0
0
0
0
0
0
7,094
H36507
H
300.7
310.3
1,369
50.7
12
0
0
0
0
0
0
7,095
L54274
L
300.6
310.2
1,447
45.9
17
0
0
0
0
0
0
7,096
L54275
L
300.6
310.1
1,485
49.9
19
0
0
0
0
0
0
7,097
L54276
L
300.6
310.2
1,489
47.8
21
0
0
0
0
0
0
7,098
M21957
M
300.6
310.2
1,233
52.3
23
0
0
0
0
0
0
7,099
L54278
L
300.7
310.2
1,642
32.6
26
0
0
0
0
0
0
7,100
M21959
M
300.7
310.2
1,373
44.1
28
0
0
0
0
0
0