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 |
|---|---|---|---|---|---|---|---|---|---|
4,453 |
M19312
|
M
| 302.5 | 310.3 | 1,447 | 39.2 | 172 | 0 |
No Failure
|
7,264 |
L54443
|
L
| 300.4 | 310.6 | 1,429 | 46.9 | 19 | 0 |
No Failure
|
9,771 |
H39184
|
H
| 298.6 | 309.5 | 1,584 | 31.8 | 27 | 0 |
No Failure
|
7,449 |
L54628
|
L
| 300.3 | 311.8 | 1,488 | 38.4 | 51 | 0 |
No Failure
|
4,837 |
L52016
|
L
| 303.3 | 311.8 | 1,315 | 62 | 42 | 1 |
Heat Dissipation Failure
|
1,069 |
L48248
|
L
| 296.8 | 307.8 | 1,394 | 47.7 | 155 | 0 |
No Failure
|
6,217 |
L53396
|
L
| 301.1 | 310.8 | 1,724 | 27.5 | 101 | 0 |
No Failure
|
5,840 |
M20699
|
M
| 301.4 | 311.2 | 1,541 | 36.3 | 28 | 0 |
No Failure
|
6,116 |
L53295
|
L
| 300.8 | 310.9 | 1,457 | 47.7 | 82 | 0 |
No Failure
|
5,994 |
M20853
|
M
| 300.7 | 310.6 | 1,407 | 42.4 | 218 | 0 |
No Failure
|
8,836 |
H38249
|
H
| 297.4 | 308.8 | 1,324 | 53.5 | 169 | 0 |
No Failure
|
2,007 |
M16866
|
M
| 298.5 | 308.3 | 1,381 | 50.5 | 22 | 0 |
No Failure
|
5,321 |
L52500
|
L
| 303.4 | 312.7 | 1,363 | 45.5 | 26 | 0 |
No Failure
|
5,130 |
M19989
|
M
| 304.1 | 313.3 | 1,725 | 28.3 | 177 | 0 |
No Failure
|
1,904 |
L49083
|
L
| 297.9 | 307.6 | 1,968 | 20.4 | 171 | 0 |
No Failure
|
6,319 |
M21178
|
M
| 300.9 | 310.3 | 1,416 | 50.9 | 152 | 0 |
No Failure
|
5,567 |
L52746
|
L
| 302.4 | 312 | 1,457 | 45.5 | 206 | 0 |
No Failure
|
7,106 |
L54285
|
L
| 300.9 | 310.4 | 1,536 | 34.2 | 45 | 0 |
No Failure
|
1,397 |
L48576
|
L
| 299 | 310.3 | 1,483 | 39.2 | 153 | 0 |
No Failure
|
1,135 |
M15994
|
M
| 296.9 | 307.8 | 1,426 | 50.7 | 130 | 0 |
No Failure
|
4,747 |
L51926
|
L
| 303.2 | 311.2 | 1,427 | 45.6 | 25 | 0 |
No Failure
|
8,076 |
L55255
|
L
| 300.4 | 312 | 1,366 | 43 | 117 | 0 |
No Failure
|
1,064 |
M15923
|
M
| 296.8 | 307.8 | 1,664 | 32.8 | 142 | 0 |
No Failure
|
7,722 |
L54901
|
L
| 300.5 | 311.6 | 1,425 | 42.4 | 102 | 0 |
No Failure
|
6,176 |
L53355
|
L
| 300.9 | 310.8 | 1,517 | 44.3 | 4 | 0 |
No Failure
|
508 |
H29921
|
H
| 297.8 | 309.4 | 1,445 | 48.2 | 10 | 0 |
No Failure
|
2,832 |
M17691
|
M
| 300.3 | 309.2 | 1,490 | 47.9 | 163 | 0 |
No Failure
|
535 |
L47714
|
L
| 297.5 | 309.3 | 1,623 | 33.4 | 74 | 0 |
No Failure
|
2,205 |
M17064
|
M
| 299.7 | 309.1 | 1,352 | 46.1 | 102 | 0 |
No Failure
|
9,385 |
M24244
|
M
| 297.6 | 308.1 | 1,379 | 57.4 | 122 | 0 |
No Failure
|
595 |
H30008
|
H
| 297.6 | 309.6 | 1,278 | 50.4 | 2 | 0 |
No Failure
|
1,790 |
L48969
|
L
| 298.2 | 307.9 | 1,313 | 67.3 | 67 | 1 |
Power Failure
|
2,235 |
L49414
|
L
| 299.4 | 308.6 | 1,492 | 40.5 | 181 | 0 |
No Failure
|
4,900 |
L52079
|
L
| 303.6 | 312.3 | 2,168 | 17.7 | 219 | 0 |
No Failure
|
687 |
M15546
|
M
| 297.7 | 309 | 1,504 | 40.4 | 35 | 0 |
No Failure
|
5,803 |
L52982
|
L
| 301.4 | 310.8 | 1,490 | 38 | 168 | 0 |
No Failure
|
5,178 |
H34591
|
H
| 304 | 313.1 | 1,388 | 53.2 | 91 | 0 |
No Failure
|
325 |
M15184
|
M
| 297.8 | 308.5 | 1,488 | 41.9 | 196 | 0 |
No Failure
|
1,886 |
L49065
|
L
| 298 | 307.6 | 1,683 | 32.8 | 122 | 0 |
No Failure
|
704 |
H30117
|
H
| 297.7 | 308.9 | 1,479 | 40.9 | 87 | 0 |
No Failure
|
9,080 |
H38493
|
H
| 297.3 | 308.1 | 1,554 | 42.4 | 158 | 0 |
No Failure
|
3,449 |
L50628
|
L
| 301.6 | 310.6 | 1,478 | 36.6 | 218 | 0 |
No Failure
|
7,533 |
M22392
|
M
| 300 | 311.3 | 1,629 | 32.1 | 55 | 0 |
No Failure
|
7,215 |
M22074
|
M
| 299.9 | 309.8 | 1,625 | 41.2 | 109 | 0 |
No Failure
|
8,172 |
H37585
|
H
| 300 | 311.4 | 1,641 | 34.5 | 155 | 0 |
No Failure
|
478 |
H29891
|
H
| 297.4 | 309 | 1,468 | 41.4 | 156 | 0 |
No Failure
|
4,144 |
L51323
|
L
| 301.7 | 310.1 | 1,500 | 39.6 | 56 | 0 |
No Failure
|
2,594 |
H32007
|
H
| 298.9 | 308.5 | 1,415 | 54 | 6 | 0 |
No Failure
|
658 |
L47837
|
L
| 297.7 | 309.2 | 1,365 | 58.6 | 170 | 0 |
No Failure
|
2,668 |
M17527
|
M
| 299.8 | 309.3 | 1,663 | 35.2 | 208 | 0 |
No Failure
|
8,546 |
L55725
|
L
| 298.4 | 309.3 | 1,806 | 27.6 | 64 | 0 |
No Failure
|
7,903 |
M22762
|
M
| 300.7 | 312.3 | 1,430 | 47.2 | 131 | 0 |
No Failure
|
4,384 |
L51563
|
L
| 301.7 | 309.5 | 1,298 | 65.5 | 229 | 1 |
Heat Dissipation Failure
|
630 |
L47809
|
L
| 298.3 | 310.1 | 1,523 | 45.9 | 99 | 0 |
No Failure
|
8,010 |
H37423
|
H
| 300.9 | 312 | 2,129 | 17.8 | 173 | 0 |
No Failure
|
8,542 |
L55721
|
L
| 298.5 | 309.5 | 1,738 | 25.2 | 49 | 0 |
No Failure
|
7,088 |
L54267
|
L
| 300.6 | 310.3 | 1,648 | 30.5 | 217 | 1 |
Tool Wear Failure
|
8,071 |
M22930
|
M
| 300.5 | 312 | 1,867 | 23 | 103 | 0 |
No Failure
|
6,113 |
L53292
|
L
| 300.7 | 310.8 | 1,925 | 22 | 74 | 0 |
No Failure
|
713 |
L47892
|
L
| 297.5 | 308.7 | 1,453 | 37.6 | 112 | 0 |
No Failure
|
1,080 |
L48259
|
L
| 297 | 307.7 | 1,731 | 28.5 | 186 | 0 |
No Failure
|
4,081 |
L51260
|
L
| 302 | 310.4 | 1,357 | 58 | 108 | 1 |
Heat Dissipation Failure
|
4,509 |
L51688
|
L
| 302.4 | 310 | 1,426 | 46.6 | 102 | 0 |
No Failure
|
7,689 |
L54868
|
L
| 300.6 | 311.7 | 1,553 | 39.8 | 0 | 0 |
No Failure
|
2,180 |
L49359
|
L
| 299.6 | 309.2 | 1,601 | 33.3 | 33 | 0 |
No Failure
|
2,867 |
L50046
|
L
| 300.8 | 309.7 | 1,997 | 20.7 | 5 | 0 |
No Failure
|
5,632 |
L52811
|
L
| 302.8 | 312.2 | 1,515 | 36.8 | 162 | 0 |
No Failure
|
6,745 |
M21604
|
M
| 301.7 | 311 | 1,298 | 58.1 | 168 | 0 |
No Failure
|
3,930 |
M18789
|
M
| 302.7 | 311.6 | 1,501 | 38.8 | 171 | 0 |
No Failure
|
6,823 |
M21682
|
M
| 300.9 | 310.6 | 1,709 | 29.2 | 158 | 0 |
No Failure
|
7,340 |
L54519
|
L
| 299.8 | 310.4 | 1,579 | 36.4 | 0 | 0 |
No Failure
|
3,228 |
M18087
|
M
| 300.5 | 309.3 | 1,589 | 34.9 | 91 | 0 |
No Failure
|
3,998 |
L51177
|
L
| 302.2 | 311.1 | 1,394 | 53.7 | 140 | 0 |
No Failure
|
2,407 |
L49586
|
L
| 299.1 | 308.6 | 1,437 | 41.6 | 183 | 0 |
No Failure
|
8,559 |
M23418
|
M
| 298.3 | 309 | 1,505 | 41.3 | 93 | 0 |
No Failure
|
522 |
L47701
|
L
| 297.5 | 309.4 | 1,497 | 35.8 | 44 | 0 |
No Failure
|
1,184 |
L48363
|
L
| 297.3 | 308.4 | 1,513 | 40.5 | 25 | 0 |
No Failure
|
5,203 |
L52382
|
L
| 303.7 | 312.7 | 1,335 | 51.1 | 161 | 0 |
No Failure
|
7,419 |
M22278
|
M
| 300.2 | 311.4 | 1,427 | 39.7 | 196 | 0 |
No Failure
|
7,515 |
L54694
|
L
| 300.4 | 311.8 | 1,636 | 32.3 | 7 | 0 |
No Failure
|
9,317 |
H38730
|
H
| 298.5 | 309.4 | 1,417 | 41.2 | 155 | 0 |
No Failure
|
5,498 |
M20357
|
M
| 302.9 | 312.5 | 1,551 | 40 | 20 | 0 |
No Failure
|
4,508 |
L51687
|
L
| 302.4 | 310.1 | 1,709 | 31.8 | 100 | 0 |
No Failure
|
3,717 |
L50896
|
L
| 302.3 | 311.4 | 1,609 | 32.3 | 49 | 0 |
No Failure
|
5,601 |
L52780
|
L
| 302.8 | 312.1 | 1,487 | 36.6 | 84 | 0 |
No Failure
|
2,577 |
L49756
|
L
| 299.5 | 309.3 | 1,523 | 41.5 | 181 | 0 |
No Failure
|
2,914 |
L50093
|
L
| 300.7 | 309.6 | 1,541 | 34.6 | 131 | 0 |
No Failure
|
3,132 |
L50311
|
L
| 300.1 | 309.5 | 1,660 | 32.7 | 57 | 0 |
No Failure
|
6,011 |
H35424
|
H
| 300.7 | 310.7 | 1,428 | 43.4 | 26 | 0 |
No Failure
|
4,436 |
L51615
|
L
| 302.3 | 310.1 | 1,321 | 52.7 | 134 | 1 |
Heat Dissipation Failure
|
2,090 |
L49269
|
L
| 299.5 | 309.3 | 1,941 | 22.5 | 18 | 0 |
No Failure
|
3,312 |
L50491
|
L
| 301.3 | 310.4 | 1,459 | 44.7 | 92 | 0 |
No Failure
|
7,489 |
L54668
|
L
| 300.3 | 311.7 | 1,545 | 43.5 | 160 | 0 |
random failures
|
4,590 |
L51769
|
L
| 302.8 | 311.1 | 1,721 | 30 | 87 | 0 |
No Failure
|
8,734 |
M23593
|
M
| 297.3 | 308.7 | 1,447 | 44.5 | 105 | 0 |
No Failure
|
5,356 |
H34769
|
H
| 303.3 | 312.5 | 1,328 | 49.8 | 120 | 0 |
No Failure
|
2,337 |
L49516
|
L
| 299.2 | 308.4 | 1,434 | 46.8 | 2 | 0 |
No Failure
|
7,102 |
L54281
|
L
| 300.8 | 310.2 | 1,850 | 22.8 | 33 | 0 |
No Failure
|
1,502 |
M16361
|
M
| 298 | 308.7 | 1,436 | 48.2 | 201 | 0 |
No Failure
|
1,544 |
L48723
|
L
| 298.4 | 308.9 | 1,628 | 34.9 | 93 | 0 |
No Failure
|
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