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
7,201
L54380
L
300
309.9
1,608
33.4
76
0
0
0
0
0
0
7,202
L54381
L
300
309.8
1,474
40.6
78
0
0
0
0
0
0
7,203
L54382
L
300
309.7
1,326
61.9
80
0
0
0
0
0
0
7,204
M22063
M
299.8
309.6
1,434
48
82
0
0
0
0
0
0
7,205
L54384
L
299.8
309.6
1,526
41.7
85
0
0
0
0
0
0
7,206
L54385
L
299.8
309.7
1,483
39.6
87
0
0
0
0
0
0
7,207
L54386
L
299.8
309.7
1,457
51.9
89
0
0
0
0
0
0
7,208
M22067
M
299.7
309.6
1,540
34.4
91
0
0
0
0
0
0
7,209
L54388
L
299.8
309.7
1,707
29.1
94
0
0
0
0
0
0
7,210
L54389
L
299.8
309.7
1,624
34.2
96
0
0
0
0
0
0
7,211
M22070
M
299.8
309.6
1,331
50.2
98
0
0
0
0
0
0
7,212
L54391
L
299.8
309.7
1,431
40.3
101
0
0
0
0
0
0
7,213
M22072
M
299.8
309.7
1,705
28.5
103
0
0
0
0
0
0
7,214
M22073
M
299.8
309.8
1,427
45.2
106
0
0
0
0
0
0
7,215
M22074
M
299.9
309.8
1,625
41.2
109
0
0
0
0
0
0
7,216
L54395
L
299.9
309.8
1,477
47.7
112
0
0
0
0
0
0
7,217
M22076
M
300
309.9
1,651
28.1
114
0
0
0
0
0
0
7,218
L54397
L
299.9
309.8
1,716
28.2
117
0
0
0
0
0
0
7,219
H36632
H
299.9
309.8
1,400
48.7
119
0
0
0
0
0
0
7,220
M22079
M
299.8
309.7
1,556
37.7
124
0
0
0
0
0
0
7,221
L54400
L
299.8
309.7
1,429
42.6
127
0
0
0
0
0
0
7,222
H36635
H
299.7
309.6
1,433
49.6
129
0
0
0
0
0
0
7,223
M22082
M
299.8
309.7
1,320
61.7
134
0
0
0
0
0
0
7,224
L54403
L
299.8
309.6
1,374
51.6
137
0
0
0
0
0
0
7,225
L54404
L
299.8
309.6
1,598
31
139
0
0
0
0
0
0
7,226
M22085
M
299.8
309.7
1,910
21.8
141
0
0
0
0
0
0
7,227
L54406
L
299.7
309.6
1,399
51.3
144
0
0
0
0
0
0
7,228
L54407
L
299.7
309.6
1,720
27.1
146
0
0
0
0
0
0
7,229
H36642
H
299.8
309.7
1,368
47.4
148
0
0
0
0
0
0
7,230
L54409
L
299.8
309.8
1,749
33.4
153
0
0
0
0
0
0
7,231
L54410
L
299.8
309.8
1,542
39.4
155
0
0
0
0
0
0
7,232
L54411
L
299.8
309.9
1,553
36.6
157
0
0
0
0
0
0
7,233
M22092
M
299.9
309.9
1,639
42.1
159
0
0
0
0
0
0
7,234
L54413
L
299.9
310
1,447
45.9
162
0
0
0
0
0
0
7,235
M22094
M
299.8
310
1,397
48.1
164
0
0
0
0
0
0
7,236
L54415
L
299.8
310
1,361
53.8
167
0
0
0
0
0
0
7,237
M22096
M
299.8
310
1,460
37.1
169
0
0
0
0
0
0
7,238
M22097
M
299.8
310
1,632
33.7
172
0
0
0
0
0
0
7,239
L54418
L
299.8
310
1,697
36
175
0
0
0
0
0
0
7,240
L54419
L
299.8
310.1
1,553
42
177
0
0
0
0
0
0
7,241
M22100
M
299.9
310.1
1,362
56.3
179
0
0
0
0
0
0
7,242
M22101
M
299.9
310
1,484
42.1
182
0
0
0
0
0
0
7,243
H36656
H
299.9
310.1
1,447
51.4
185
0
0
0
0
0
0
7,244
M22103
M
300
310.2
1,393
51.2
190
0
0
0
0
0
0
7,245
L54424
L
300
310.2
1,760
26.9
193
0
0
0
0
0
0
7,246
L54425
L
300
310.1
1,477
34.6
195
0
0
0
0
0
0
7,247
L54426
L
299.9
310.1
1,681
29.1
197
0
0
0
0
0
0
7,248
M22107
M
300
310.1
1,314
53.5
199
0
0
0
0
0
0
7,249
L54428
L
300
310.1
1,762
28
202
0
0
0
0
0
0
7,250
L54429
L
299.9
310
1,402
44.7
204
0
0
0
0
0
0
7,251
M22110
M
300.1
310.2
1,429
42
206
0
0
0
0
0
0
7,252
M22111
M
300.2
310.3
1,448
40.1
209
0
0
0
0
0
0
7,253
H36666
H
300.2
310.4
1,501
42.9
212
0
0
0
0
0
0
7,254
L54433
L
300.3
310.5
1,522
39.1
217
0
0
0
0
0
0
7,255
L54434
L
300.3
310.4
1,493
37.5
219
0
0
0
0
0
0
7,256
M22115
M
300.2
310.3
1,704
29.4
221
0
0
0
0
0
0
7,257
H36670
H
300.2
310.3
1,408
42.5
0
0
0
0
0
0
0
7,258
L54437
L
300.2
310.4
1,518
41.8
5
0
0
0
0
0
0
7,259
L54438
L
300.3
310.4
1,742
25.9
7
0
0
0
0
0
0
7,260
M22119
M
300.4
310.5
1,500
43
9
0
0
0
0
0
0
7,261
L54440
L
300.4
310.5
2,424
14.5
12
0
0
0
0
0
0
7,262
L54441
L
300.4
310.5
1,818
25.1
14
0
0
0
0
0
0
7,263
M22122
M
300.4
310.6
1,545
35.6
16
0
0
0
0
0
0
7,264
L54443
L
300.4
310.6
1,429
46.9
19
0
0
0
0
0
0
7,265
M22124
M
300.4
310.6
1,448
44.9
21
0
0
0
0
0
0
7,266
L54445
L
300.4
310.6
1,384
48.7
24
0
0
0
0
0
0
7,267
L54446
L
300.4
310.5
1,578
32.8
26
0
0
0
0
0
0
7,268
L54447
L
300.5
310.5
1,695
26.7
28
0
0
0
0
0
0
7,269
L54448
L
300.5
310.6
1,543
36.2
30
0
0
0
0
0
0
7,270
M22129
M
300.4
310.5
1,540
33.4
32
0
0
0
0
0
0
7,271
L54450
L
300.2
310.4
1,808
25.8
35
0
0
0
0
0
0
7,272
M22131
M
300.3
310.4
1,293
49.7
37
0
0
0
0
0
0
7,273
L54452
L
300.2
310.3
1,202
59.5
40
0
0
0
0
0
0
7,274
M22133
M
300.2
310.3
1,704
29.2
42
0
0
0
0
0
0
7,275
M22134
M
300.2
310.3
1,478
38.1
45
0
0
0
0
0
0
7,276
L54455
L
300.2
310.3
1,514
38.7
48
0
0
0
0
0
0
7,277
M22136
M
300.1
310.3
1,350
48.8
50
0
0
0
0
0
0
7,278
L54457
L
300.1
310.2
1,475
54.2
53
0
0
0
0
0
0
7,279
H36692
H
300
310.1
1,714
28.7
55
0
0
0
0
0
0
7,280
L54459
L
300
310.1
1,465
40.9
60
0
0
0
0
0
0
7,281
L54460
L
299.9
310.2
1,288
69.6
62
1
0
0
1
0
0
7,282
L54461
L
300
310.2
1,675
29.7
64
0
0
0
0
0
0
7,283
L54462
L
300
310.2
1,486
36.4
66
0
0
0
0
0
0
7,284
M22143
M
300
310.2
1,443
58.7
68
0
0
0
0
0
0
7,285
M22144
M
300.1
310.3
1,345
57.1
71
0
0
0
0
0
0
7,286
M22145
M
300.2
310.4
1,202
61.7
74
0
0
0
0
0
0
7,287
M22146
M
300.1
310.4
1,480
37.1
77
0
0
0
0
0
0
7,288
M22147
M
300.2
310.4
1,530
35.7
80
0
0
0
0
0
0
7,289
M22148
M
300.2
310.6
1,983
20.8
83
0
0
0
0
0
0
7,290
L54469
L
300.3
310.6
1,433
53.8
86
0
0
0
0
0
0
7,291
L54470
L
300.3
310.6
1,806
24.4
88
0
0
0
0
0
0
7,292
L54471
L
300.2
310.5
1,416
46.7
90
0
0
0
0
0
0
7,293
M22152
M
300.1
310.4
1,556
38.1
92
0
0
0
0
0
0
7,294
L54473
L
300.1
310.5
1,627
29.2
95
0
0
0
0
0
0
7,295
L54474
L
300.1
310.6
1,809
24.3
97
0
0
0
0
0
0
7,296
M22155
M
300.1
310.5
1,329
57.4
99
0
0
0
0
0
0
7,297
H36710
H
300
310.4
1,881
21.9
102
0
0
0
0
0
0
7,298
L54477
L
300.1
310.5
1,500
39.8
107
0
0
0
0
0
0
7,299
L54478
L
300.1
310.5
1,532
36
109
0
0
0
0
0
0
7,300
L54479
L
300.1
310.5
1,492
50.9
111
0
0
0
0
0
0