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
6,201
L53380
L
301
310.9
1,679
29.8
64
0
0
0
0
0
0
6,202
M21061
M
301
310.9
1,510
44.5
66
0
0
0
0
0
0
6,203
L53382
L
301
310.9
1,296
54.9
69
0
0
0
0
0
0
6,204
L53383
L
301
310.9
1,404
41.8
71
0
0
0
0
0
0
6,205
M21064
M
300.9
310.8
1,519
34.9
73
0
0
0
0
0
0
6,206
M21065
M
300.9
310.7
1,696
27.3
76
0
0
0
0
0
0
6,207
M21066
M
300.8
310.6
1,669
28.4
79
0
0
0
0
0
0
6,208
L53387
L
300.7
310.6
1,447
40.7
82
0
0
0
0
0
0
6,209
M21068
M
300.7
310.6
1,418
46.3
84
0
0
0
0
0
0
6,210
L53389
L
300.7
310.6
1,407
40.5
87
0
0
0
0
0
0
6,211
L53390
L
300.8
310.5
1,434
44.5
89
0
0
0
0
0
0
6,212
L53391
L
300.8
310.6
1,360
48.8
91
0
0
0
0
0
0
6,213
L53392
L
300.8
310.6
1,402
53.7
93
0
0
0
0
0
0
6,214
L53393
L
300.9
310.6
1,552
34.9
95
0
0
0
0
0
0
6,215
L53394
L
300.9
310.7
1,392
44.2
97
0
0
0
0
0
0
6,216
L53395
L
301.1
310.8
1,521
41
99
0
0
0
0
0
0
6,217
L53396
L
301.1
310.8
1,724
27.5
101
0
0
0
0
0
0
6,218
M21077
M
301
310.7
1,455
46.1
103
0
0
0
0
0
0
6,219
H35632
H
301
310.6
1,366
50.6
106
0
0
0
0
0
0
6,220
H35633
H
301.1
310.6
1,407
43.9
111
0
0
0
0
0
0
6,221
L53400
L
301.1
310.8
1,470
49.3
116
0
0
0
0
0
0
6,222
M21081
M
301.2
310.9
1,359
50.8
118
0
0
0
0
0
0
6,223
H35636
H
301.1
310.8
1,792
25.8
121
0
0
0
0
0
0
6,224
M21083
M
301.1
310.9
1,552
37.9
126
0
0
0
0
0
0
6,225
L53404
L
301.2
311
1,612
32.9
129
0
0
0
0
0
0
6,226
M21085
M
301.2
311
1,424
41.4
131
0
0
0
0
0
0
6,227
H35640
H
301.3
311
1,341
59.3
134
0
0
0
0
0
0
6,228
L53407
L
301.2
310.8
1,479
38.2
139
0
0
0
0
0
0
6,229
L53408
L
301.2
310.9
1,413
50.1
141
0
0
0
0
0
0
6,230
L53409
L
301.3
310.9
2,165
17.4
143
0
0
0
0
0
0
6,231
M21090
M
301.3
311
1,641
33
145
0
0
0
0
0
0
6,232
M21091
M
301.3
311
1,495
40.8
148
0
0
0
0
0
0
6,233
L53412
L
301.3
311
1,576
30.4
151
0
0
0
0
0
0
6,234
L53413
L
301.2
310.9
1,467
37.1
153
0
0
0
0
0
0
6,235
L53414
L
301.2
310.8
1,479
41.2
155
0
0
0
0
0
0
6,236
L53415
L
301.3
310.9
1,596
33.9
157
0
0
0
0
0
0
6,237
M21096
M
301.3
310.9
1,512
36.9
159
0
0
0
0
0
0
6,238
L53417
L
301.4
310.9
1,414
38.8
162
0
0
0
0
0
0
6,239
L53418
L
301.3
310.8
1,390
57.4
164
0
0
0
0
0
0
6,240
L53419
L
301.2
310.7
1,644
31.6
166
0
0
0
0
0
0
6,241
M21100
M
301.2
310.7
1,394
42.8
168
0
0
0
0
0
0
6,242
L53421
L
301.1
310.5
1,324
52.4
171
0
0
0
0
0
0
6,243
L53422
L
301
310.4
1,476
43.6
173
0
0
0
0
0
0
6,244
L53423
L
301
310.4
2,204
16.6
175
0
0
0
0
0
0
6,245
M21104
M
301
310.4
1,665
30.9
177
0
0
0
0
0
0
6,246
L53425
L
300.9
310.4
1,445
41.7
180
0
0
0
0
0
0
6,247
H35660
H
300.8
310.3
1,457
46.8
182
0
0
0
0
0
0
6,248
L53427
L
300.8
310.2
1,492
46.3
187
0
0
0
0
0
0
6,249
L53428
L
300.8
310.1
1,405
61.2
189
1
0
0
1
1
0
6,250
L53429
L
300.7
310.1
1,542
35.5
191
0
0
0
0
0
0
6,251
L53430
L
300.8
310.2
1,520
37.7
193
0
0
0
0
0
0
6,252
M21111
M
300.8
310.2
1,598
36.5
195
0
0
0
0
0
0
6,253
L53432
L
300.8
310.3
1,538
36.1
198
0
0
0
0
0
0
6,254
L53433
L
300.9
310.4
1,615
30.9
200
0
0
0
0
0
0
6,255
L53434
L
301
310.5
1,408
47
202
0
0
0
0
0
0
6,256
L53435
L
301
310.5
1,379
57.3
204
1
0
0
0
1
0
6,257
L53436
L
301
310.6
1,493
37.8
206
1
1
0
0
0
0
6,258
L53437
L
301.1
310.7
1,376
49.1
0
0
0
0
0
0
0
6,259
M21118
M
301.1
310.7
1,583
40.7
2
0
0
0
0
0
0
6,260
M21119
M
301.2
310.8
1,396
47.4
5
0
0
0
0
0
0
6,261
L53440
L
301.1
310.7
1,436
45.3
8
0
0
0
0
0
0
6,262
L53441
L
301.1
310.6
1,417
47.6
10
0
0
0
0
0
0
6,263
L53442
L
301
310.6
1,641
33.4
12
0
0
0
0
0
0
6,264
M21123
M
301
310.6
1,698
27.3
14
0
0
0
0
0
0
6,265
L53444
L
300.9
310.4
1,541
39.1
17
0
0
0
0
0
0
6,266
L53445
L
300.8
310.3
1,383
46.6
19
0
0
0
0
0
0
6,267
L53446
L
300.8
310.4
1,368
46.8
21
0
0
0
0
0
0
6,268
L53447
L
300.8
310.4
1,570
35.2
23
0
0
0
0
0
0
6,269
L53448
L
300.9
310.5
1,616
33.5
25
0
0
0
0
0
0
6,270
M21129
M
300.9
310.5
1,444
43.2
27
0
0
0
0
0
0
6,271
L53450
L
300.9
310.4
2,021
18.8
30
0
0
0
0
0
0
6,272
M21131
M
300.9
310.5
1,702
29.3
32
0
0
0
0
0
0
6,273
M21132
M
301.1
310.6
1,429
52.7
35
0
0
0
0
0
0
6,274
L53453
L
301.2
310.8
1,711
28.9
38
0
0
0
0
0
0
6,275
M21134
M
301.2
310.7
1,543
32.9
40
0
0
0
0
0
0
6,276
L53455
L
301.3
310.8
1,628
32.2
43
0
0
0
0
0
0
6,277
L53456
L
301.2
310.8
1,233
64.6
45
0
0
0
0
0
0
6,278
L53457
L
301.2
310.8
1,461
40.6
47
0
0
0
0
0
0
6,279
L53458
L
301.2
310.7
1,568
38.3
49
0
0
0
0
0
0
6,280
L53459
L
301.3
310.8
1,432
54.4
51
0
0
0
0
0
0
6,281
M21140
M
301.2
310.7
1,527
41.1
53
0
0
0
0
0
0
6,282
M21141
M
301.3
310.8
1,455
41.2
56
0
0
0
0
0
0
6,283
M21142
M
301.3
310.8
1,418
45.4
59
0
0
0
0
0
0
6,284
L53463
L
301.3
310.8
1,719
29.5
62
0
0
0
0
0
0
6,285
M21144
M
301.2
310.8
1,734
31.3
64
0
0
0
0
0
0
6,286
M21145
M
301.2
310.7
1,426
46.1
67
0
0
0
0
0
0
6,287
L53466
L
301.1
310.6
1,611
35.2
70
0
0
0
0
0
0
6,288
M21147
M
301.1
310.6
1,479
41.1
72
0
0
0
0
0
0
6,289
L53468
L
301
310.5
1,317
50.9
75
0
0
0
0
0
0
6,290
L53469
L
301
310.5
1,248
61.4
77
0
0
0
0
0
0
6,291
L53470
L
301
310.5
1,932
21.7
79
0
0
0
0
0
0
6,292
M21151
M
301.1
310.5
1,547
35.8
81
0
0
0
0
0
0
6,293
L53472
L
301
310.4
1,614
31.6
84
0
0
0
0
0
0
6,294
H35707
H
301
310.4
1,512
44.9
86
0
0
0
0
0
0
6,295
L53474
L
301.1
310.5
1,529
38.7
91
0
0
0
0
0
0
6,296
H35709
H
301.1
310.6
1,782
24.9
93
0
0
0
0
0
0
6,297
L53476
L
301
310.5
1,429
39.4
98
0
0
0
0
0
0
6,298
M21157
M
301.1
310.5
1,309
60.7
100
0
0
0
0
0
0
6,299
L53478
L
301.1
310.5
1,428
44.1
103
0
0
0
0
0
0
6,300
L53479
L
301.2
310.6
1,385
49.2
105
0
0
0
0
0
0