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 |
|---|---|---|---|---|---|---|---|---|---|
8,112 | M22971 | M | 300.4 | 311.8 | 1,553 | 33.1 | 209 | 1 | Tool Wear Failure |
5,161 | L52340 | L | 304.1 | 313.2 | 1,434 | 50.1 | 43 | 0 | No Failure |
9,286 | M24145 | M | 298.2 | 309 | 1,410 | 47.6 | 76 | 0 | No Failure |
2,683 | M17542 | M | 299.9 | 309.6 | 1,364 | 44.4 | 20 | 0 | No Failure |
5,067 | L52246 | L | 304.1 | 313.1 | 1,550 | 30.9 | 9 | 0 | No Failure |
9,488 | L56667 | L | 298.9 | 309.6 | 1,583 | 39.8 | 202 | 0 | No Failure |
2,675 | L49854 | L | 299.7 | 309.3 | 1,546 | 37.2 | 4 | 0 | No Failure |
6,366 | M21225 | M | 299.9 | 309.5 | 1,412 | 57.9 | 59 | 0 | No Failure |
2,627 | L49806 | L | 299.7 | 309.4 | 1,650 | 29.8 | 93 | 0 | No Failure |
1,686 | L48865 | L | 297.9 | 307.3 | 1,824 | 26.3 | 5 | 0 | No Failure |
2,993 | M17852 | M | 300.5 | 309.7 | 1,685 | 29.4 | 140 | 0 | No Failure |
6,258 | L53437 | L | 301.1 | 310.7 | 1,376 | 49.1 | 0 | 0 | No Failure |
3,829 | M18688 | M | 302.3 | 310.8 | 1,762 | 27.8 | 127 | 0 | No Failure |
4,894 | M19753 | M | 303.8 | 312.5 | 1,448 | 44.3 | 195 | 0 | No Failure |
215 | M15074 | M | 298.3 | 308.6 | 1,589 | 37.1 | 137 | 0 | No Failure |
5,039 | L52218 | L | 304.1 | 313.3 | 1,732 | 28.5 | 132 | 0 | No Failure |
1,299 | M16158 | M | 298.7 | 309.8 | 1,343 | 53.6 | 134 | 0 | No Failure |
9,917 | M24776 | M | 298.5 | 308.8 | 1,553 | 34.9 | 18 | 0 | No Failure |
9,952 | L57131 | L | 298.2 | 307.8 | 1,355 | 59.4 | 115 | 0 | No Failure |
3,662 | M18521 | M | 302.3 | 311.7 | 1,639 | 36.6 | 121 | 0 | No Failure |
7,706 | L54885 | L | 300.5 | 311.5 | 1,316 | 49.7 | 55 | 0 | No Failure |
4,734 | L51913 | L | 303.3 | 311.6 | 1,484 | 44.6 | 223 | 0 | No Failure |
6,418 | L53597 | L | 300.3 | 309.9 | 1,540 | 39.9 | 203 | 0 | No Failure |
6,816 | L53995 | L | 300.9 | 310.7 | 1,427 | 44.1 | 141 | 0 | No Failure |
9,533 | L56712 | L | 299.2 | 310.5 | 1,384 | 48.7 | 93 | 0 | No Failure |
228 | L47407 | L | 298.3 | 308.5 | 1,539 | 36.1 | 168 | 0 | No Failure |
9,535 | L56714 | L | 299.3 | 310.6 | 1,443 | 45.7 | 97 | 0 | No Failure |
2,969 | M17828 | M | 300.6 | 309.4 | 1,312 | 45.2 | 73 | 0 | No Failure |
7,613 | M22472 | M | 300.5 | 311.4 | 1,743 | 27.6 | 46 | 0 | No Failure |
7,476 | H36889 | H | 300.3 | 311.6 | 1,339 | 53.4 | 123 | 0 | No Failure |
6,760 | L53939 | L | 301.7 | 311 | 1,441 | 44.3 | 208 | 1 | Tool Wear Failure |
160 | L47339 | L | 298.4 | 308.2 | 1,471 | 47 | 214 | 0 | No Failure |
2,314 | M17173 | M | 299.1 | 308.8 | 1,725 | 26.6 | 172 | 0 | No Failure |
538 | H29951 | H | 297.4 | 309.3 | 1,516 | 43 | 83 | 0 | No Failure |
4,245 | L51424 | L | 302.4 | 310.9 | 1,469 | 39.6 | 86 | 0 | No Failure |
6,306 | M21165 | M | 301.1 | 310.5 | 1,603 | 32.6 | 121 | 0 | No Failure |
4,664 | L51843 | L | 303.3 | 311.3 | 1,389 | 53.9 | 39 | 0 | No Failure |
3,969 | M18828 | M | 302.3 | 311.4 | 1,418 | 41.3 | 62 | 0 | No Failure |
3,735 | M18594 | M | 302.2 | 311.2 | 1,873 | 24 | 99 | 0 | No Failure |
9,860 | M24719 | M | 298.6 | 309.5 | 1,580 | 33.9 | 70 | 0 | No Failure |
889 | M15748 | M | 295.6 | 306.1 | 1,651 | 28.1 | 110 | 0 | No Failure |
3,983 | L51162 | L | 302.2 | 311.3 | 1,475 | 48.6 | 104 | 0 | No Failure |
7,197 | H36610 | H | 300.1 | 310.1 | 1,426 | 42.7 | 64 | 0 | No Failure |
7,397 | L54576 | L | 299.7 | 310.6 | 1,616 | 35.1 | 142 | 0 | No Failure |
9,397 | L56576 | L | 297.8 | 308.3 | 1,498 | 47.3 | 160 | 0 | No Failure |
1,981 | M16840 | M | 298 | 307.6 | 1,301 | 58.5 | 155 | 0 | No Failure |
6,651 | L53830 | L | 301.6 | 310.4 | 1,561 | 35.3 | 156 | 0 | No Failure |
4,944 | H34357 | H | 303.6 | 312.6 | 1,436 | 42 | 110 | 0 | No Failure |
3,240 | L50419 | L | 301 | 309.5 | 1,430 | 48.5 | 122 | 0 | No Failure |
7,550 | L54729 | L | 300.3 | 311.4 | 1,544 | 41.6 | 97 | 0 | No Failure |
2,912 | M17771 | M | 300.7 | 309.5 | 1,352 | 44 | 126 | 0 | No Failure |
1,530 | L48709 | L | 298.1 | 309 | 1,557 | 36 | 56 | 0 | No Failure |
3,738 | L50917 | L | 302.2 | 311.1 | 1,351 | 48.6 | 110 | 0 | No Failure |
2,935 | M17794 | M | 300.8 | 309.6 | 1,546 | 42.3 | 186 | 0 | No Failure |
2,942 | M17801 | M | 300.7 | 309.6 | 1,996 | 19.8 | 203 | 1 | Tool Wear Failure |
6,734 | M21593 | M | 301.7 | 311 | 1,311 | 46.8 | 136 | 0 | No Failure |
499 | L47678 | L | 297.5 | 309.1 | 1,611 | 30.2 | 211 | 0 | No Failure |
221 | L47400 | L | 298.3 | 308.5 | 1,416 | 52.7 | 151 | 0 | No Failure |
5,436 | M20295 | M | 303 | 312.5 | 1,524 | 42.1 | 76 | 0 | No Failure |
6,374 | H35787 | H | 300 | 309.5 | 1,735 | 28.9 | 82 | 0 | No Failure |
5,636 | L52815 | L | 302.6 | 312.1 | 1,502 | 47.3 | 171 | 0 | No Failure |
9,651 | M24510 | M | 299.1 | 310 | 1,437 | 41.1 | 192 | 0 | No Failure |
8,784 | M23643 | M | 297.6 | 308.6 | 1,254 | 45.8 | 31 | 0 | No Failure |
2,064 | L49243 | L | 299.7 | 309.6 | 1,321 | 53.4 | 166 | 0 | No Failure |
8,155 | L55334 | L | 299.6 | 310.7 | 1,393 | 52.1 | 110 | 0 | No Failure |
4,809 | L51988 | L | 303.5 | 312.3 | 1,404 | 48.6 | 193 | 0 | No Failure |
6,780 | M21639 | M | 301.3 | 310.8 | 1,372 | 54.2 | 49 | 0 | No Failure |
4,749 | L51928 | L | 303.2 | 311.2 | 1,363 | 46.7 | 29 | 1 | Heat Dissipation Failure |
911 | L48090 | L | 295.5 | 306 | 1,546 | 35.9 | 169 | 0 | No Failure |
9,971 | H39384 | H | 298.4 | 308.1 | 1,891 | 24.7 | 158 | 0 | No Failure |
2,869 | L50048 | L | 300.8 | 309.7 | 1,418 | 46.6 | 12 | 0 | No Failure |
391 | L47570 | L | 297.6 | 308.7 | 1,460 | 46.7 | 150 | 0 | No Failure |
7,381 | L54560 | L | 299.6 | 310.2 | 1,743 | 24.8 | 99 | 0 | No Failure |
1,223 | L48402 | L | 297 | 308.3 | 1,399 | 59 | 135 | 0 | No Failure |
2,934 | M17793 | M | 300.8 | 309.7 | 1,751 | 27.9 | 183 | 0 | No Failure |
6,932 | M21791 | M | 300.8 | 311.4 | 1,521 | 39.9 | 15 | 0 | No Failure |
6,658 | L53837 | L | 301.4 | 310.3 | 1,374 | 47.6 | 176 | 0 | No Failure |
7,403 | M22262 | M | 299.8 | 310.8 | 1,463 | 43.5 | 156 | 0 | No Failure |
2,709 | L49888 | L | 299.6 | 309.1 | 2,266 | 15.3 | 79 | 0 | No Failure |
4,666 | M19525 | M | 303.4 | 311.4 | 1,307 | 54 | 44 | 1 | Heat Dissipation Failure |
3,018 | L50197 | L | 300.5 | 309.8 | 1,305 | 51.7 | 202 | 0 | No Failure |
5,170 | L52349 | L | 304.1 | 313.3 | 1,470 | 39.9 | 70 | 0 | No Failure |
9,140 | L56319 | L | 297.5 | 308.5 | 1,536 | 36.9 | 108 | 0 | No Failure |
5,351 | M20210 | M | 303.4 | 312.8 | 1,622 | 35.1 | 107 | 0 | No Failure |
600 | H30013 | H | 297.7 | 309.7 | 1,616 | 31.1 | 20 | 0 | No Failure |
8,203 | L55382 | L | 299.3 | 310.9 | 1,669 | 32.4 | 5 | 0 | No Failure |
3,792 | L50971 | L | 302.3 | 311 | 1,528 | 43.1 | 30 | 0 | No Failure |
5,939 | L53118 | L | 300.5 | 310.4 | 1,702 | 33.1 | 71 | 0 | No Failure |
1,539 | L48718 | L | 298.4 | 309.1 | 1,798 | 29.6 | 81 | 0 | No Failure |
1,308 | L48487 | L | 298.8 | 310 | 1,423 | 42.1 | 154 | 0 | No Failure |
2,021 | H31434 | H | 298.7 | 308.4 | 1,560 | 33.3 | 53 | 0 | No Failure |
4,614 | L51793 | L | 303.1 | 311.3 | 1,403 | 55.6 | 150 | 0 | No Failure |
3,195 | L50374 | L | 300 | 309 | 1,454 | 51.7 | 2 | 0 | No Failure |
6,096 | M20955 | M | 300.9 | 310.7 | 1,452 | 47.3 | 25 | 0 | No Failure |
3,633 | L50812 | L | 302.1 | 311.3 | 1,634 | 30.6 | 50 | 0 | No Failure |
6,576 | M21435 | M | 301.4 | 310.5 | 1,451 | 45.3 | 183 | 0 | No Failure |
4,485 | M19344 | M | 302.6 | 310.4 | 1,451 | 43.1 | 35 | 0 | No Failure |
9,701 | M24560 | M | 298.9 | 309.8 | 1,353 | 53.7 | 71 | 0 | No Failure |
6,351 | L53530 | L | 300.1 | 309.7 | 1,362 | 49.1 | 23 | 0 | No Failure |
18 | M14877 | M | 298.7 | 309.2 | 1,410 | 45.6 | 47 | 0 | No Failure |
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