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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