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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