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 |
---|---|---|---|---|---|---|---|---|---|
6,388 | M21247 | M | 300.2 | 309.8 | 1,487 | 39.2 | 122 | 0 | No Failure |
8,723 | L55902 | L | 297.2 | 308.6 | 1,366 | 50.4 | 74 | 0 | No Failure |
8,586 | M23445 | M | 297.4 | 307.9 | 1,338 | 48.5 | 158 | 0 | No Failure |
1,671 | L48850 | L | 298.2 | 307.8 | 1,528 | 31.1 | 194 | 0 | No Failure |
7,494 | L54673 | L | 300.2 | 311.7 | 1,448 | 54.2 | 173 | 0 | No Failure |
1,548 | L48727 | L | 298.3 | 308.9 | 1,348 | 55.5 | 102 | 0 | No Failure |
1,045 | L48224 | L | 296.5 | 307.6 | 1,512 | 43.6 | 92 | 0 | No Failure |
8,077 | L55256 | L | 300.3 | 311.8 | 1,360 | 48 | 119 | 0 | No Failure |
8,753 | M23612 | M | 297.4 | 308.5 | 1,465 | 55.9 | 153 | 0 | No Failure |
3,441 | L50620 | L | 301.3 | 310.3 | 1,460 | 41.5 | 197 | 0 | No Failure |
8,216 | L55395 | L | 299.1 | 310.5 | 1,437 | 43.1 | 40 | 0 | No Failure |
6,764 | M21623 | M | 301.4 | 310.8 | 1,782 | 26.5 | 6 | 0 | No Failure |
7,320 | L54499 | L | 299.8 | 310.2 | 1,654 | 32.7 | 159 | 0 | No Failure |
5,545 | L52724 | L | 302.2 | 311.7 | 1,471 | 45.6 | 140 | 0 | No Failure |
8,557 | L55736 | L | 298.2 | 309 | 1,489 | 40.6 | 89 | 0 | No Failure |
7,983 | L55162 | L | 301 | 312.3 | 1,488 | 42.6 | 107 | 0 | No Failure |
7,942 | M22801 | M | 300.7 | 311.7 | 1,499 | 38.9 | 3 | 0 | No Failure |
225 | L47404 | L | 298.3 | 308.6 | 1,584 | 29.3 | 162 | 0 | No Failure |
5,859 | L53038 | L | 301.3 | 311 | 1,348 | 44.5 | 78 | 0 | No Failure |
2,245 | M17104 | M | 299.3 | 308.4 | 1,542 | 37.5 | 203 | 1 | Tool Wear Failure |
2,533 | L49712 | L | 298.9 | 308.7 | 1,389 | 44.9 | 69 | 0 | No Failure |
702 | L47881 | L | 297.7 | 308.8 | 1,515 | 40.1 | 82 | 0 | No Failure |
1,217 | L48396 | L | 296.9 | 308 | 1,514 | 41 | 120 | 0 | No Failure |
2,808 | M17667 | M | 299.9 | 309.3 | 1,452 | 41.9 | 106 | 0 | No Failure |
8,617 | L55796 | L | 297.6 | 308.6 | 1,355 | 46.4 | 13 | 0 | No Failure |
7,493 | M22352 | M | 300.3 | 311.7 | 1,319 | 51.4 | 170 | 0 | No Failure |
6,162 | L53341 | L | 301 | 310.9 | 1,479 | 44.3 | 194 | 0 | No Failure |
8,479 | M23338 | M | 298.5 | 309.7 | 1,354 | 60.8 | 96 | 0 | No Failure |
695 | L47874 | L | 297.6 | 309.1 | 1,394 | 50 | 62 | 0 | No Failure |
7,723 | L54902 | L | 300.5 | 311.7 | 1,409 | 54.7 | 104 | 0 | No Failure |
3,586 | L50765 | L | 301.9 | 310.7 | 1,947 | 25 | 137 | 0 | No Failure |
5,328 | M20187 | M | 303.5 | 312.7 | 2,116 | 16.7 | 45 | 0 | No Failure |
7,597 | L54776 | L | 300.5 | 311.1 | 1,547 | 37.2 | 7 | 0 | No Failure |
76 | L47255 | L | 298.8 | 308.9 | 1,379 | 46.7 | 204 | 0 | No Failure |
7,520 | L54699 | L | 300.2 | 311.6 | 1,999 | 21 | 19 | 0 | No Failure |
3,099 | M17958 | M | 299.9 | 309.2 | 1,389 | 51.2 | 185 | 0 | No Failure |
6,902 | L54081 | L | 301 | 311.7 | 1,547 | 34.5 | 152 | 0 | No Failure |
4,832 | L52011 | L | 303.5 | 312 | 1,366 | 54.5 | 30 | 1 | Heat Dissipation Failure |
1,651 | M16510 | M | 298 | 307.9 | 1,417 | 51 | 137 | 0 | No Failure |
6,847 | M21706 | M | 301.2 | 311.5 | 1,498 | 49.5 | 3 | 0 | No Failure |
7,179 | L54358 | L | 300.2 | 310.2 | 1,600 | 31.5 | 23 | 0 | No Failure |
5,002 | M19861 | M | 303.6 | 312.7 | 2,174 | 17.6 | 37 | 0 | No Failure |
2,446 | H31859 | H | 299.2 | 308.7 | 1,375 | 55.1 | 78 | 0 | No Failure |
6,691 | L53870 | L | 301.7 | 311 | 1,343 | 49.2 | 25 | 0 | No Failure |
5,519 | M20378 | M | 302.5 | 311.8 | 2,023 | 19.1 | 74 | 0 | No Failure |
1,597 | L48776 | L | 298 | 308.1 | 1,877 | 24.3 | 0 | 0 | No Failure |
9,499 | H38912 | H | 299.2 | 310.1 | 1,542 | 36.1 | 5 | 0 | No Failure |
1,328 | L48507 | L | 298.8 | 310.2 | 1,814 | 26.8 | 204 | 0 | No Failure |
4,339 | L51518 | L | 301.6 | 309.9 | 1,397 | 43.7 | 102 | 0 | No Failure |
9,784 | H39197 | H | 298.8 | 309.9 | 1,466 | 44.6 | 66 | 0 | No Failure |
5,800 | L52979 | L | 301.5 | 310.8 | 1,593 | 34.5 | 162 | 0 | No Failure |
2,161 | L49340 | L | 299.4 | 309 | 1,507 | 41 | 213 | 0 | No Failure |
1,802 | M16661 | M | 298 | 307.5 | 1,427 | 43.6 | 101 | 0 | No Failure |
3,129 | M17988 | M | 300.1 | 309.5 | 1,462 | 42.8 | 50 | 0 | No Failure |
4,834 | L52013 | L | 303.4 | 311.9 | 1,377 | 41.6 | 34 | 1 | Heat Dissipation Failure |
6,326 | L53505 | L | 300.7 | 310.1 | 1,721 | 32.3 | 170 | 0 | No Failure |
8,817 | M23676 | M | 297.2 | 308.5 | 1,425 | 45.8 | 109 | 0 | No Failure |
5,796 | M20655 | M | 301.9 | 311.4 | 1,465 | 39.9 | 153 | 0 | No Failure |
9,906 | M24765 | M | 298.7 | 309.1 | 1,423 | 49.5 | 200 | 0 | No Failure |
101 | L47280 | L | 298.8 | 308.9 | 1,852 | 25 | 57 | 0 | No Failure |
6,596 | M21455 | M | 301.5 | 310.7 | 1,460 | 38.6 | 14 | 0 | No Failure |
5,087 | L52266 | L | 304 | 313 | 1,541 | 45.9 | 64 | 0 | No Failure |
9,540 | L56719 | L | 299.4 | 310.8 | 1,424 | 47.7 | 109 | 0 | No Failure |
1,043 | L48222 | L | 296.6 | 307.6 | 1,542 | 37.4 | 88 | 0 | No Failure |
8,727 | L55906 | L | 297.2 | 308.6 | 1,562 | 33 | 84 | 0 | No Failure |
5,135 | L52314 | L | 304.1 | 313.3 | 1,438 | 45.5 | 188 | 0 | No Failure |
1,884 | M16743 | M | 298 | 307.6 | 1,472 | 46.7 | 116 | 0 | No Failure |
5,649 | L52828 | L | 302.5 | 311.9 | 1,401 | 44.9 | 203 | 0 | No Failure |
9,121 | L56300 | L | 297.4 | 308.4 | 1,525 | 38.7 | 62 | 0 | No Failure |
2,132 | L49311 | L | 299.4 | 309.1 | 1,432 | 45.4 | 137 | 0 | No Failure |
9,436 | L56615 | L | 298 | 308.7 | 1,443 | 49.3 | 52 | 0 | No Failure |
3,740 | M18599 | M | 302.2 | 311.2 | 1,663 | 29.6 | 115 | 0 | No Failure |
7,541 | M22400 | M | 300.2 | 311.3 | 1,587 | 31.2 | 73 | 0 | No Failure |
5,771 | L52950 | L | 301.6 | 311.2 | 1,408 | 42.9 | 89 | 0 | No Failure |
9,987 | M24846 | M | 298.8 | 308.6 | 1,507 | 42.3 | 207 | 0 | No Failure |
6,055 | H35468 | H | 300.7 | 310.8 | 1,518 | 40.1 | 142 | 0 | No Failure |
4,387 | L51566 | L | 301.9 | 309.7 | 1,719 | 31.9 | 0 | 0 | No Failure |
3,319 | L50498 | L | 301.4 | 310.4 | 1,436 | 49.7 | 108 | 0 | No Failure |
7,756 | M22615 | M | 300.4 | 311.8 | 1,362 | 47.6 | 188 | 0 | No Failure |
7,362 | L54541 | L | 299.5 | 310 | 1,502 | 38.5 | 52 | 0 | No Failure |
8,815 | L55994 | L | 297.2 | 308.4 | 1,462 | 51.2 | 102 | 0 | No Failure |
7,117 | L54296 | L | 301 | 310.5 | 1,601 | 33.2 | 77 | 0 | No Failure |
769 | L47948 | L | 296.9 | 308 | 1,713 | 29.3 | 13 | 0 | No Failure |
1,235 | H30648 | H | 297.2 | 308.5 | 2,440 | 14 | 166 | 0 | No Failure |
156 | H29569 | H | 298.4 | 308.2 | 1,987 | 19.8 | 198 | 0 | No Failure |
9,950 | M24809 | M | 298.2 | 307.8 | 1,411 | 53.4 | 110 | 0 | No Failure |
2,897 | M17756 | M | 300.7 | 309.5 | 1,633 | 31.3 | 90 | 0 | No Failure |
8,193 | L55372 | L | 299.6 | 310.9 | 1,229 | 65.2 | 209 | 1 | Overstrain Failure |
5,016 | L52195 | L | 303.9 | 313 | 1,759 | 28.4 | 74 | 0 | No Failure |
8,160 | H37573 | H | 299.6 | 310.9 | 1,679 | 31.2 | 120 | 0 | No Failure |
3,985 | L51164 | L | 302.3 | 311.3 | 1,652 | 32.8 | 108 | 0 | No Failure |
8,680 | L55859 | L | 297.3 | 308.5 | 1,456 | 54.2 | 179 | 0 | No Failure |
2,587 | L49766 | L | 299 | 308.7 | 1,537 | 42.8 | 202 | 0 | No Failure |
8,471 | L55650 | L | 298.7 | 309.9 | 1,464 | 38 | 74 | 0 | No Failure |
7,001 | M21860 | M | 300.6 | 310.6 | 1,463 | 45.5 | 196 | 0 | No Failure |
1,843 | H31256 | H | 297.7 | 307.1 | 1,855 | 22.5 | 7 | 0 | No Failure |
6,490 | M21349 | M | 300.7 | 309.8 | 1,490 | 38.8 | 173 | 0 | No Failure |
4,557 | M19416 | M | 302.7 | 310.6 | 1,349 | 51.2 | 6 | 1 | Heat Dissipation Failure |
8,073 | H37486 | H | 300.5 | 312 | 1,375 | 43.2 | 108 | 0 | No Failure |
2,775 | L49954 | L | 300.1 | 309.4 | 1,559 | 39.7 | 24 | 0 | No Failure |