UDI
int64 2
10k
| Product ID
stringlengths 6
6
| Type
stringclasses 3
values | Air temperature [K]
float64 295
305
| Process temperature [K]
float64 306
314
| Rotational speed [rpm]
int64 1.17k
2.89k
| Torque [Nm]
float64 3.8
76.6
| Tool wear [min]
int64 0
253
| Target
int64 0
1
| Failure Type
stringclasses 6
values |
|---|---|---|---|---|---|---|---|---|---|
2,466 |
L49645
|
L
| 298.9 | 308.6 | 1,481 | 40.7 | 124 | 0 |
No Failure
|
6,407 |
L53586
|
L
| 300.2 | 309.8 | 1,526 | 45.6 | 175 | 0 |
No Failure
|
7,491 |
M22350
|
M
| 300.4 | 311.8 | 1,707 | 30 | 165 | 0 |
No Failure
|
3,507 |
H32920
|
H
| 301.6 | 310.8 | 1,435 | 47.2 | 152 | 0 |
No Failure
|
390 |
M15249
|
M
| 297.6 | 308.7 | 1,408 | 54.8 | 147 | 0 |
No Failure
|
6,822 |
M21681
|
M
| 300.8 | 310.6 | 1,545 | 37.5 | 155 | 0 |
No Failure
|
5,875 |
M20734
|
M
| 301.5 | 311.1 | 1,660 | 33.8 | 115 | 0 |
No Failure
|
3,659 |
M18518
|
M
| 302.2 | 311.5 | 1,449 | 44.5 | 113 | 0 |
No Failure
|
1,635 |
H31048
|
H
| 297.9 | 307.9 | 1,406 | 58.5 | 93 | 0 |
No Failure
|
4,302 |
L51481
|
L
| 301.7 | 310.2 | 1,471 | 51.1 | 8 | 0 |
No Failure
|
7,164 |
M22023
|
M
| 300.1 | 310.1 | 1,501 | 39.3 | 195 | 0 |
No Failure
|
1,798 |
M16657
|
M
| 298 | 307.6 | 1,508 | 41.8 | 89 | 0 |
No Failure
|
5,285 |
M20144
|
M
| 303.8 | 313.2 | 1,732 | 29.6 | 147 | 0 |
No Failure
|
4,318 |
M19177
|
M
| 301.5 | 310 | 1,417 | 44.6 | 49 | 0 |
No Failure
|
3,171 |
M18030
|
M
| 300.4 | 309.7 | 1,685 | 32.3 | 167 | 0 |
No Failure
|
9,162 |
M24021
|
M
| 297.5 | 308.5 | 1,612 | 30 | 163 | 0 |
No Failure
|
1,605 |
L48784
|
L
| 297.8 | 307.8 | 1,452 | 39.8 | 21 | 0 |
No Failure
|
9,485 |
L56664
|
L
| 298.9 | 309.6 | 1,663 | 33.7 | 195 | 0 |
No Failure
|
6,853 |
H36266
|
H
| 301 | 311.2 | 1,602 | 32.7 | 19 | 0 |
No Failure
|
7,824 |
L55003
|
L
| 300 | 311.3 | 1,484 | 53.2 | 158 | 0 |
No Failure
|
4,853 |
L52032
|
L
| 303.7 | 312.2 | 1,619 | 34.9 | 92 | 0 |
No Failure
|
6,896 |
M21755
|
M
| 301 | 311.6 | 1,357 | 45.6 | 137 | 0 |
No Failure
|
2,633 |
M17492
|
M
| 300 | 309.7 | 1,652 | 28.6 | 112 | 0 |
No Failure
|
3,571 |
H32984
|
H
| 301.8 | 310.6 | 1,441 | 46.3 | 100 | 0 |
No Failure
|
5,882 |
L53061
|
L
| 301.4 | 311.1 | 1,952 | 22.7 | 131 | 0 |
No Failure
|
7,414 |
M22273
|
M
| 300.1 | 311.1 | 1,616 | 35.2 | 183 | 0 |
No Failure
|
608 |
M15467
|
M
| 298 | 309.9 | 1,565 | 33.9 | 40 | 0 |
No Failure
|
3,440 |
L50619
|
L
| 301.4 | 310.3 | 1,492 | 41.4 | 195 | 0 |
No Failure
|
8,921 |
L56100
|
L
| 297.1 | 308.3 | 1,496 | 45.8 | 190 | 0 |
No Failure
|
518 |
M15377
|
M
| 297.5 | 309.4 | 1,391 | 58.2 | 34 | 0 |
No Failure
|
8,415 |
L55594
|
L
| 298.6 | 309.8 | 1,842 | 20.1 | 142 | 0 |
No Failure
|
4,236 |
L51415
|
L
| 302.2 | 310.8 | 1,438 | 41.4 | 66 | 0 |
No Failure
|
7,393 |
M22252
|
M
| 299.7 | 310.5 | 1,492 | 39.3 | 131 | 0 |
No Failure
|
8,939 |
M23798
|
M
| 297.4 | 308.4 | 1,517 | 41 | 18 | 0 |
No Failure
|
9,025 |
L56204
|
L
| 297.4 | 308.3 | 1,366 | 45.5 | 11 | 0 |
No Failure
|
2,202 |
L49381
|
L
| 299.8 | 309 | 1,567 | 36.1 | 95 | 0 |
No Failure
|
418 |
L47597
|
L
| 297.4 | 308.4 | 1,394 | 50.1 | 213 | 0 |
No Failure
|
946 |
M15805
|
M
| 295.7 | 306.3 | 1,347 | 50.4 | 46 | 0 |
No Failure
|
9,398 |
M24257
|
M
| 297.7 | 308.2 | 1,370 | 53.4 | 162 | 0 |
No Failure
|
4,364 |
H33777
|
H
| 302.1 | 310.1 | 1,844 | 24.6 | 171 | 0 |
No Failure
|
3,257 |
L50436
|
L
| 301.1 | 309.8 | 1,519 | 39.6 | 167 | 0 |
No Failure
|
4,584 |
M19443
|
M
| 302.9 | 311.2 | 1,467 | 37.7 | 73 | 0 |
No Failure
|
5,758 |
L52937
|
L
| 301.9 | 311.3 | 1,366 | 55.6 | 57 | 0 |
No Failure
|
9,320 |
L56499
|
L
| 298.5 | 309.4 | 1,911 | 21.5 | 164 | 0 |
No Failure
|
329 |
H29742
|
H
| 297.6 | 308.4 | 1,703 | 31.4 | 205 | 0 |
No Failure
|
2,985 |
L50164
|
L
| 300.6 | 309.7 | 1,639 | 30.4 | 121 | 0 |
No Failure
|
5,631 |
M20490
|
M
| 302.8 | 312.2 | 1,615 | 32.9 | 159 | 0 |
No Failure
|
8,305 |
M23164
|
M
| 298.7 | 310.1 | 1,506 | 50.7 | 53 | 0 |
No Failure
|
3,459 |
L50638
|
L
| 301.5 | 310.4 | 1,329 | 46.6 | 24 | 0 |
No Failure
|
8,069 |
M22928
|
M
| 300.5 | 311.9 | 1,676 | 35.2 | 97 | 0 |
No Failure
|
1,649 |
L48828
|
L
| 297.9 | 307.8 | 1,373 | 50.2 | 130 | 0 |
No Failure
|
3,624 |
M18483
|
M
| 302 | 311.3 | 1,530 | 36.4 | 27 | 0 |
No Failure
|
3,370 |
L50549
|
L
| 301.5 | 310.9 | 2,760 | 8 | 15 | 1 |
Power Failure
|
6,871 |
H36284
|
H
| 301 | 311.3 | 1,597 | 39.2 | 66 | 0 |
No Failure
|
7,539 |
M22398
|
M
| 300.2 | 311.4 | 1,450 | 38.5 | 68 | 0 |
No Failure
|
1,422 |
L48601
|
L
| 298.7 | 309.8 | 1,589 | 31.8 | 217 | 0 |
No Failure
|
5,656 |
L52835
|
L
| 302.3 | 311.5 | 1,387 | 47.3 | 2 | 0 |
No Failure
|
3,357 |
L50536
|
L
| 301.6 | 310.8 | 1,355 | 57.8 | 195 | 1 |
Overstrain Failure
|
6,546 |
M21405
|
M
| 301.4 | 310.8 | 1,738 | 30.3 | 104 | 0 |
No Failure
|
8,884 |
M23743
|
M
| 297.9 | 309.2 | 1,529 | 38.1 | 96 | 0 |
No Failure
|
4,720 |
M19579
|
M
| 303.4 | 311.7 | 1,690 | 34.9 | 189 | 0 |
No Failure
|
5,821 |
L53000
|
L
| 301.3 | 311.1 | 1,723 | 27.6 | 210 | 0 |
No Failure
|
4,014 |
M18873
|
M
| 302.2 | 311.1 | 1,728 | 34 | 179 | 0 |
No Failure
|
7,861 |
L55040
|
L
| 300.5 | 312 | 1,415 | 44.6 | 23 | 0 |
No Failure
|
4,009 |
M18868
|
M
| 302.2 | 311.2 | 1,471 | 41.9 | 166 | 0 |
No Failure
|
9,019 |
L56198
|
L
| 297.3 | 308.1 | 1,615 | 35.4 | 217 | 1 |
Tool Wear Failure
|
386 |
M15245
|
M
| 297.6 | 308.6 | 1,414 | 45.4 | 138 | 0 |
No Failure
|
1,272 |
H30685
|
H
| 298 | 309.4 | 1,490 | 40.5 | 53 | 0 |
No Failure
|
2,342 |
L49521
|
L
| 299.1 | 308.2 | 1,409 | 46.4 | 12 | 0 |
No Failure
|
9,945 |
L57124
|
L
| 298.3 | 307.9 | 1,399 | 47.8 | 99 | 0 |
No Failure
|
9,984 |
L57163
|
L
| 298.7 | 308.4 | 1,694 | 28.7 | 195 | 0 |
No Failure
|
7,794 |
L54973
|
L
| 300.1 | 311.5 | 1,434 | 40.8 | 80 | 0 |
No Failure
|
4,676 |
H34089
|
H
| 303.5 | 311.5 | 1,629 | 33.5 | 73 | 0 |
No Failure
|
7,390 |
L54569
|
L
| 299.8 | 310.6 | 1,707 | 32.5 | 124 | 0 |
No Failure
|
292 |
L47471
|
L
| 298 | 308.3 | 1,473 | 42.6 | 107 | 0 |
No Failure
|
8,105 |
L55284
|
L
| 300.3 | 311.9 | 1,692 | 31.5 | 187 | 0 |
No Failure
|
8,196 |
L55375
|
L
| 299.4 | 310.8 | 1,376 | 53.9 | 215 | 1 |
Overstrain Failure
|
4,061 |
M18920
|
M
| 302 | 310.9 | 1,352 | 55.5 | 59 | 0 |
No Failure
|
3,016 |
L50195
|
L
| 300.5 | 309.7 | 1,589 | 30.5 | 198 | 0 |
No Failure
|
5,885 |
M20744
|
M
| 301.3 | 311.1 | 1,438 | 43 | 137 | 0 |
No Failure
|
1,270 |
L48449
|
L
| 298.1 | 309.5 | 1,467 | 41.8 | 48 | 0 |
No Failure
|
4,789 |
H34202
|
H
| 303.7 | 312.6 | 1,514 | 35.5 | 138 | 0 |
No Failure
|
9,443 |
M24302
|
M
| 298.1 | 308.8 | 1,394 | 47.9 | 70 | 0 |
No Failure
|
4,199 |
M19058
|
M
| 302.4 | 311.1 | 1,432 | 44.5 | 195 | 0 |
No Failure
|
1,866 |
L49045
|
L
| 297.9 | 307.7 | 1,567 | 34.7 | 74 | 0 |
No Failure
|
6,291 |
L53470
|
L
| 301 | 310.5 | 1,932 | 21.7 | 79 | 0 |
No Failure
|
2,495 |
L49674
|
L
| 299.1 | 308.8 | 1,329 | 53.6 | 207 | 1 |
Overstrain Failure
|
2,978 |
L50157
|
L
| 300.4 | 309.3 | 1,413 | 50.3 | 101 | 0 |
No Failure
|
241 |
M15100
|
M
| 298 | 308.1 | 1,339 | 51.6 | 197 | 0 |
No Failure
|
1,901 |
H31314
|
H
| 297.9 | 307.6 | 1,493 | 36 | 161 | 0 |
No Failure
|
1,832 |
M16691
|
M
| 297.8 | 307.3 | 1,315 | 54 | 180 | 0 |
No Failure
|
7,052 |
L54231
|
L
| 300.6 | 310.4 | 1,556 | 37.7 | 122 | 0 |
No Failure
|
9,826 |
L57005
|
L
| 298.4 | 309.2 | 1,610 | 32.4 | 194 | 0 |
No Failure
|
380 |
L47559
|
L
| 297.3 | 308.2 | 1,754 | 26.8 | 125 | 0 |
No Failure
|
9,387 |
M24246
|
M
| 297.5 | 308 | 2,033 | 16.7 | 128 | 0 |
No Failure
|
749 |
H30162
|
H
| 296.7 | 308.1 | 1,528 | 46.3 | 203 | 0 |
No Failure
|
8,941 |
H38354
|
H
| 297.3 | 308.3 | 1,935 | 19.3 | 24 | 0 |
No Failure
|
5,024 |
M19883
|
M
| 304 | 313 | 1,575 | 34.5 | 92 | 0 |
No Failure
|
9,654 |
L56833
|
L
| 299 | 309.9 | 1,373 | 55.7 | 201 | 1 |
Overstrain Failure
|
7,398 |
L54577
|
L
| 299.7 | 310.6 | 1,737 | 26.1 | 144 | 0 |
No Failure
|
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