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 |
|---|---|---|---|---|---|---|---|---|---|
4,190 | L51369 | L | 302.4 | 310.9 | 1,560 | 31.8 | 172 | 0 | No Failure |
494 | L47673 | L | 297.5 | 309.3 | 1,470 | 38.8 | 197 | 0 | No Failure |
9,822 | L57001 | L | 298.6 | 309.4 | 1,667 | 35.6 | 185 | 0 | No Failure |
2,844 | L50023 | L | 300.3 | 309.2 | 1,532 | 40.2 | 194 | 0 | No Failure |
9,492 | M24351 | M | 299 | 309.7 | 1,489 | 40.7 | 212 | 0 | No Failure |
8,218 | L55397 | L | 299.1 | 310.6 | 1,577 | 37.1 | 44 | 0 | No Failure |
2,369 | M17228 | M | 299.3 | 308.4 | 1,468 | 42.2 | 83 | 0 | No Failure |
9,631 | L56810 | L | 299 | 310.1 | 1,583 | 35.8 | 142 | 0 | No Failure |
2,035 | M16894 | M | 298.8 | 308.5 | 1,425 | 47.4 | 90 | 0 | No Failure |
5,937 | M20796 | M | 300.5 | 310.4 | 1,548 | 37.3 | 65 | 0 | No Failure |
8,083 | H37496 | H | 300.1 | 311.5 | 1,422 | 46.2 | 134 | 0 | No Failure |
6,667 | L53846 | L | 301.3 | 310.4 | 1,414 | 51.4 | 199 | 0 | No Failure |
9,904 | M24763 | M | 298.7 | 309.2 | 1,437 | 45.7 | 195 | 0 | No Failure |
6,238 | L53417 | L | 301.4 | 310.9 | 1,414 | 38.8 | 162 | 0 | No Failure |
1,815 | L48994 | L | 298.1 | 307.7 | 1,650 | 34.1 | 138 | 0 | No Failure |
2,325 | L49504 | L | 299.3 | 308.8 | 1,636 | 29.9 | 201 | 0 | No Failure |
8,108 | H37521 | H | 300.3 | 311.9 | 1,390 | 49 | 194 | 0 | No Failure |
5,325 | M20184 | M | 303.4 | 312.8 | 1,526 | 30.8 | 37 | 0 | No Failure |
7,785 | L54964 | L | 300.3 | 311.5 | 1,403 | 60.1 | 58 | 0 | No Failure |
3,364 | L50543 | L | 301.4 | 310.6 | 1,555 | 43.3 | 212 | 0 | No Failure |
2,285 | L49464 | L | 299.2 | 308.5 | 1,378 | 53.4 | 100 | 0 | No Failure |
4,366 | L51545 | L | 302 | 310 | 1,449 | 48.8 | 181 | 0 | No Failure |
586 | L47765 | L | 297.6 | 309.5 | 2,001 | 20.5 | 220 | 0 | No Failure |
5,892 | L53071 | L | 301.4 | 311 | 1,334 | 53.3 | 157 | 0 | No Failure |
9,322 | L56501 | L | 298.4 | 309.2 | 1,335 | 53.5 | 168 | 0 | No Failure |
2,746 | M17605 | M | 299.7 | 309.1 | 1,603 | 38.5 | 170 | 0 | No Failure |
5,513 | L52692 | L | 302.8 | 312.2 | 1,682 | 30.9 | 58 | 0 | No Failure |
6,934 | L54113 | L | 300.8 | 311.4 | 1,492 | 40.6 | 20 | 0 | No Failure |
5,907 | L53086 | L | 300.7 | 310.3 | 1,533 | 35.6 | 198 | 0 | No Failure |
6,936 | L54115 | L | 300.7 | 311.2 | 1,878 | 24.3 | 24 | 0 | No Failure |
3,595 | M18454 | M | 301.6 | 310.4 | 1,452 | 45.7 | 164 | 0 | No Failure |
7,321 | H36734 | H | 299.8 | 310.2 | 1,411 | 49.7 | 161 | 0 | No Failure |
8,383 | L55562 | L | 298.9 | 310 | 1,719 | 27.3 | 58 | 0 | No Failure |
8,969 | L56148 | L | 297.1 | 307.8 | 1,454 | 50.6 | 94 | 0 | No Failure |
7,946 | L55125 | L | 300.8 | 311.7 | 1,655 | 32.2 | 12 | 0 | No Failure |
5,474 | L52653 | L | 302.7 | 312.2 | 1,369 | 51.8 | 174 | 0 | No Failure |
5,414 | H34827 | H | 302.7 | 312.5 | 1,527 | 36.4 | 26 | 0 | No Failure |
1,315 | M16174 | M | 299 | 310.3 | 1,635 | 34.5 | 168 | 0 | No Failure |
2,640 | M17499 | M | 299.8 | 309.4 | 1,412 | 47.8 | 130 | 0 | No Failure |
5,336 | M20195 | M | 303.3 | 312.4 | 1,505 | 38.9 | 68 | 0 | No Failure |
8,118 | L55297 | L | 300.3 | 311.7 | 1,406 | 47.5 | 14 | 0 | No Failure |
9,115 | L56294 | L | 297.6 | 308.7 | 1,476 | 39 | 44 | 0 | No Failure |
5,638 | M20497 | M | 302.5 | 312 | 1,487 | 46.1 | 175 | 0 | No Failure |
761 | L47940 | L | 296.7 | 307.8 | 1,505 | 39.4 | 236 | 0 | No Failure |
8,850 | L56029 | L | 297.5 | 308.9 | 1,596 | 30.7 | 5 | 0 | No Failure |
2,493 | H31906 | H | 299 | 308.8 | 1,382 | 58.5 | 199 | 0 | No Failure |
1,871 | L49050 | L | 298.3 | 308 | 1,486 | 42.3 | 86 | 0 | No Failure |
4,783 | L51962 | L | 303.8 | 312.5 | 1,368 | 52.6 | 123 | 0 | No Failure |
4,168 | M19027 | M | 302.3 | 310.7 | 1,559 | 33.9 | 119 | 0 | No Failure |
4,740 | L51919 | L | 303.2 | 311.4 | 1,351 | 53.8 | 8 | 1 | Heat Dissipation Failure |
9,609 | M24468 | M | 298.9 | 310.1 | 1,513 | 41.5 | 80 | 0 | No Failure |
6,680 | L53859 | L | 301.6 | 310.8 | 1,392 | 42.4 | 3 | 0 | No Failure |
5,145 | L52324 | L | 304.4 | 313.7 | 1,607 | 33.5 | 5 | 0 | No Failure |
8,765 | L55944 | L | 297.4 | 308.8 | 1,620 | 33.4 | 186 | 0 | No Failure |
4,063 | L51242 | L | 302 | 310.9 | 1,446 | 44 | 64 | 0 | No Failure |
5,890 | M20749 | M | 301.4 | 311 | 1,234 | 55.8 | 152 | 0 | No Failure |
5,376 | L52555 | L | 302.9 | 312.3 | 1,530 | 34.9 | 185 | 0 | No Failure |
208 | M15067 | M | 298.4 | 308.7 | 1,421 | 60.7 | 119 | 1 | Power Failure |
8,472 | L55651 | L | 298.6 | 309.8 | 1,332 | 46.4 | 76 | 0 | No Failure |
569 | L47748 | L | 297.8 | 309.7 | 1,935 | 22.1 | 171 | 0 | No Failure |
1,375 | L48554 | L | 298.8 | 310.3 | 1,553 | 36.8 | 97 | 0 | No Failure |
4,517 | L51696 | L | 302.5 | 310.3 | 1,539 | 39 | 119 | 0 | No Failure |
546 | L47725 | L | 297.6 | 309.4 | 1,958 | 22.1 | 108 | 0 | No Failure |
4,315 | H33728 | H | 301.4 | 310.1 | 1,623 | 32.3 | 39 | 0 | No Failure |
3,470 | M18329 | M | 301.8 | 310.7 | 1,429 | 47.9 | 53 | 0 | No Failure |
8,661 | L55840 | L | 297.4 | 308.5 | 1,295 | 52.1 | 130 | 0 | No Failure |
344 | L47523 | L | 297.5 | 308.3 | 1,388 | 48.6 | 27 | 0 | No Failure |
7,719 | H37132 | H | 300.6 | 311.7 | 1,427 | 44.6 | 87 | 0 | No Failure |
9,974 | L57153 | L | 298.5 | 308.2 | 1,444 | 40.5 | 170 | 0 | No Failure |
986 | L48165 | L | 296.4 | 307.2 | 1,748 | 25.3 | 144 | 0 | No Failure |
7,258 | L54437 | L | 300.2 | 310.4 | 1,518 | 41.8 | 5 | 0 | No Failure |
5,889 | M20748 | M | 301.5 | 311.1 | 1,507 | 38.6 | 149 | 0 | No Failure |
267 | H29680 | H | 298 | 308.1 | 1,440 | 43.7 | 37 | 0 | No Failure |
7,709 | L54888 | L | 300.5 | 311.4 | 1,709 | 32.3 | 64 | 0 | No Failure |
338 | L47517 | L | 297.6 | 308.3 | 1,742 | 27.7 | 13 | 0 | No Failure |
1,627 | M16486 | M | 297.9 | 307.8 | 1,303 | 59.3 | 75 | 0 | No Failure |
3,530 | L50709 | L | 301.9 | 310.9 | 1,567 | 39 | 214 | 1 | Tool Wear Failure |
7,370 | M22229 | M | 299.6 | 310.1 | 1,646 | 29.6 | 73 | 0 | No Failure |
6,592 | L53771 | L | 301.7 | 310.7 | 2,023 | 20.9 | 5 | 0 | No Failure |
6,909 | L54088 | L | 300.9 | 311.3 | 1,613 | 32.7 | 170 | 0 | No Failure |
5,442 | M20301 | M | 303 | 312.6 | 1,392 | 42.9 | 94 | 0 | No Failure |
6,249 | L53428 | L | 300.8 | 310.1 | 1,405 | 61.2 | 189 | 1 | Power Failure |
4,732 | L51911 | L | 303.3 | 311.6 | 1,301 | 45.1 | 219 | 1 | Heat Dissipation Failure |
5,541 | L52720 | L | 302.4 | 311.8 | 1,493 | 38.4 | 132 | 0 | No Failure |
7,866 | L55045 | L | 300.5 | 311.9 | 1,383 | 50.5 | 35 | 0 | No Failure |
1,540 | M16399 | M | 298.5 | 309.2 | 1,449 | 46.4 | 83 | 0 | No Failure |
9,462 | M24321 | M | 298.4 | 309.2 | 1,414 | 46.4 | 128 | 0 | No Failure |
2,535 | L49714 | L | 298.9 | 308.7 | 1,729 | 26.6 | 73 | 0 | No Failure |
4,292 | L51471 | L | 301.8 | 310 | 2,032 | 19 | 203 | 0 | No Failure |
7,047 | M21906 | M | 300.7 | 310.5 | 1,863 | 22.2 | 111 | 0 | No Failure |
9,075 | M23934 | M | 297.2 | 308.1 | 1,554 | 41.3 | 147 | 0 | No Failure |
1,274 | L48453 | L | 298.1 | 309.4 | 1,397 | 48.2 | 63 | 0 | No Failure |
726 | L47905 | L | 297.4 | 308.8 | 1,640 | 34.2 | 142 | 0 | No Failure |
506 | L47685 | L | 297.6 | 309.3 | 1,610 | 35 | 6 | 0 | No Failure |
9,655 | L56834 | L | 299.1 | 310 | 1,367 | 56.3 | 203 | 1 | Overstrain Failure |
7,554 | L54733 | L | 300.3 | 311.3 | 1,505 | 39.6 | 107 | 0 | No Failure |
4,016 | L51195 | L | 302.1 | 310.9 | 1,477 | 41.4 | 184 | 0 | No Failure |
5,908 | H35321 | H | 300.8 | 310.4 | 1,419 | 46.4 | 200 | 0 | No Failure |
1,532 | H30945 | H | 298.1 | 309 | 1,438 | 41.4 | 60 | 0 | No Failure |
278 | H29691 | H | 298 | 308 | 1,479 | 50.7 | 70 | 0 | No Failure |
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