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 |
|---|---|---|---|---|---|---|---|---|---|
9,769 |
L56948
|
L
| 298.6 | 309.6 | 1,611 | 35.7 | 23 | 0 |
No Failure
|
4,416 |
L51595
|
L
| 302.6 | 310.4 | 1,514 | 42.7 | 75 | 0 |
No Failure
|
1,411 |
M16270
|
M
| 298.9 | 310.1 | 1,469 | 53.2 | 189 | 0 |
No Failure
|
3,765 |
L50944
|
L
| 302.4 | 311 | 1,329 | 54.6 | 176 | 0 |
No Failure
|
9,824 |
M24683
|
M
| 298.5 | 309.3 | 1,488 | 43.7 | 189 | 0 |
No Failure
|
6,048 |
H35461
|
H
| 300.9 | 311 | 1,853 | 23.6 | 122 | 0 |
No Failure
|
3,996 |
L51175
|
L
| 302.3 | 311.3 | 1,621 | 31.6 | 135 | 0 |
No Failure
|
6,630 |
L53809
|
L
| 301.6 | 310.5 | 1,397 | 49.4 | 104 | 0 |
No Failure
|
4,986 |
M19845
|
M
| 303.8 | 313 | 1,789 | 23.5 | 215 | 0 |
No Failure
|
969 |
L48148
|
L
| 295.9 | 306.7 | 1,547 | 40.9 | 107 | 0 |
No Failure
|
9,660 |
L56839
|
L
| 298.9 | 309.8 | 1,287 | 61.9 | 216 | 1 |
Overstrain Failure
|
6,588 |
M21447
|
M
| 301.6 | 310.7 | 1,813 | 24.6 | 210 | 0 |
No Failure
|
6,272 |
M21131
|
M
| 300.9 | 310.5 | 1,702 | 29.3 | 32 | 0 |
No Failure
|
1,851 |
M16710
|
M
| 297.7 | 307.2 | 1,372 | 52.8 | 33 | 0 |
No Failure
|
1,972 |
L49151
|
L
| 297.9 | 307.6 | 1,298 | 52.7 | 132 | 0 |
No Failure
|
3,158 |
M18017
|
M
| 300.4 | 309.7 | 1,488 | 42.2 | 133 | 0 |
No Failure
|
5,563 |
L52742
|
L
| 302.3 | 311.7 | 1,648 | 32.1 | 197 | 0 |
No Failure
|
1,646 |
L48825
|
L
| 297.9 | 307.8 | 1,538 | 38.5 | 123 | 0 |
No Failure
|
8,113 |
M22972
|
M
| 300.4 | 311.8 | 1,442 | 45.1 | 0 | 0 |
No Failure
|
2,655 |
L49834
|
L
| 299.9 | 309.5 | 1,567 | 35.5 | 171 | 0 |
No Failure
|
3,389 |
M18248
|
M
| 301.7 | 310.9 | 1,435 | 48 | 66 | 0 |
No Failure
|
7,966 |
L55145
|
L
| 301.1 | 312.3 | 1,464 | 35.3 | 65 | 0 |
No Failure
|
4,659 |
L51838
|
L
| 303.1 | 311.2 | 1,679 | 34.8 | 25 | 0 |
No Failure
|
9,254 |
M24113
|
M
| 298.2 | 309 | 1,508 | 40.5 | 192 | 0 |
No Failure
|
4,950 |
M19809
|
M
| 303.8 | 312.7 | 1,555 | 33.4 | 128 | 0 |
No Failure
|
2,312 |
M17171
|
M
| 299.1 | 308.6 | 1,491 | 38.5 | 166 | 0 |
No Failure
|
93 |
M14952
|
M
| 298.9 | 308.9 | 1,727 | 27.1 | 37 | 0 |
No Failure
|
6,449 |
H35862
|
H
| 300.7 | 310.2 | 1,877 | 24.8 | 64 | 0 |
No Failure
|
8,357 |
M23216
|
M
| 298.6 | 309.6 | 1,344 | 59.4 | 200 | 0 |
No Failure
|
8,572 |
L55751
|
L
| 297.9 | 308.6 | 2,262 | 15.7 | 125 | 0 |
No Failure
|
4,191 |
H33604
|
H
| 302.4 | 310.9 | 1,444 | 40.7 | 174 | 0 |
No Failure
|
2,082 |
M16941
|
M
| 299.4 | 309.3 | 1,485 | 47.1 | 209 | 0 |
No Failure
|
8,832 |
H38245
|
H
| 297.4 | 308.7 | 1,726 | 26.8 | 158 | 0 |
No Failure
|
3,863 |
H33276
|
H
| 302.5 | 311.5 | 1,496 | 43.8 | 218 | 0 |
No Failure
|
906 |
L48085
|
L
| 295.6 | 306.1 | 1,474 | 41.2 | 156 | 0 |
No Failure
|
5,866 |
M20725
|
M
| 301.5 | 311.1 | 1,402 | 40 | 94 | 0 |
No Failure
|
1,869 |
L49048
|
L
| 298.3 | 308 | 1,361 | 56.9 | 81 | 0 |
No Failure
|
2,054 |
L49233
|
L
| 299.5 | 309.3 | 1,382 | 61 | 140 | 0 |
No Failure
|
6,363 |
L53542
|
L
| 300 | 309.6 | 1,738 | 28.7 | 51 | 0 |
No Failure
|
2,409 |
L49588
|
L
| 299 | 308.4 | 1,356 | 52.6 | 188 | 0 |
No Failure
|
9,104 |
L56283
|
L
| 297.3 | 308.2 | 1,490 | 41 | 16 | 0 |
No Failure
|
4,330 |
L51509
|
L
| 301.6 | 310 | 1,566 | 30.3 | 79 | 0 |
No Failure
|
3,864 |
L51043
|
L
| 302.5 | 311.4 | 1,674 | 27 | 223 | 0 |
No Failure
|
5,558 |
M20417
|
M
| 302.5 | 312 | 1,436 | 43.5 | 184 | 0 |
No Failure
|
7,616 |
L54795
|
L
| 300.5 | 311.4 | 1,442 | 47 | 53 | 0 |
No Failure
|
1,935 |
L49114
|
L
| 298.1 | 307.9 | 1,698 | 33.3 | 40 | 0 |
No Failure
|
2,272 |
L49451
|
L
| 299.2 | 308.5 | 1,821 | 26.1 | 69 | 0 |
No Failure
|
7,736 |
L54915
|
L
| 300.6 | 312 | 1,406 | 55.1 | 136 | 0 |
No Failure
|
3,227 |
L50406
|
L
| 300.5 | 309.3 | 1,465 | 46 | 89 | 0 |
No Failure
|
2,842 |
L50021
|
L
| 300.3 | 309.4 | 1,705 | 29.4 | 190 | 0 |
No Failure
|
8,339 |
L55518
|
L
| 298.8 | 309.7 | 1,740 | 28.5 | 152 | 0 |
No Failure
|
7,096 |
L54275
|
L
| 300.6 | 310.1 | 1,485 | 49.9 | 19 | 0 |
No Failure
|
5,098 |
L52277
|
L
| 304.2 | 313.4 | 1,457 | 49.4 | 96 | 0 |
No Failure
|
578 |
L47757
|
L
| 297.7 | 309.7 | 1,591 | 37.7 | 196 | 0 |
No Failure
|
1,427 |
M16286
|
M
| 298.7 | 309.7 | 1,622 | 34.6 | 8 | 0 |
No Failure
|
8,021 |
H37434
|
H
| 300.9 | 312 | 1,720 | 27.9 | 202 | 0 |
No Failure
|
5,785 |
M20644
|
M
| 301.8 | 311.1 | 1,399 | 41.8 | 125 | 0 |
No Failure
|
447 |
L47626
|
L
| 297.5 | 308.6 | 1,452 | 39 | 72 | 0 |
No Failure
|
4,405 |
M19264
|
M
| 302.4 | 310.2 | 1,485 | 45.9 | 50 | 0 |
No Failure
|
361 |
M15220
|
M
| 297.5 | 308.3 | 1,521 | 38.2 | 74 | 0 |
No Failure
|
7,776 |
L54955
|
L
| 300.3 | 311.5 | 1,663 | 33.6 | 38 | 0 |
No Failure
|
552 |
L47731
|
L
| 297.4 | 309.2 | 1,274 | 54.3 | 121 | 0 |
No Failure
|
9,101 |
L56280
|
L
| 297.3 | 308.2 | 1,446 | 53.5 | 7 | 0 |
No Failure
|
4,108 |
L51287
|
L
| 302 | 310.5 | 1,809 | 27.1 | 175 | 0 |
No Failure
|
8,545 |
H37958
|
H
| 298.5 | 309.4 | 2,011 | 21 | 59 | 0 |
No Failure
|
2,514 |
L49693
|
L
| 299 | 308.7 | 1,583 | 32.5 | 25 | 0 |
No Failure
|
1,155 |
L48334
|
L
| 296.9 | 307.9 | 1,626 | 29.9 | 177 | 0 |
No Failure
|
7,740 |
L54919
|
L
| 300.5 | 311.9 | 1,576 | 31.1 | 149 | 0 |
No Failure
|
8,231 |
L55410
|
L
| 299.1 | 310.5 | 1,736 | 26.9 | 74 | 0 |
No Failure
|
8,483 |
L55662
|
L
| 298.4 | 309.5 | 1,520 | 38.1 | 106 | 0 |
No Failure
|
4,250 |
L51429
|
L
| 302.5 | 310.9 | 1,330 | 56.9 | 97 | 1 |
Heat Dissipation Failure
|
1,447 |
M16306
|
M
| 299 | 310.2 | 1,628 | 35.8 | 64 | 0 |
No Failure
|
9,070 |
M23929
|
M
| 297.2 | 308.2 | 1,678 | 28.1 | 133 | 0 |
No Failure
|
3,110 |
L50289
|
L
| 299.9 | 309.2 | 1,491 | 44.3 | 214 | 0 |
No Failure
|
6,995 |
L54174
|
L
| 300.6 | 310.8 | 1,375 | 53.2 | 179 | 0 |
No Failure
|
4,194 |
L51373
|
L
| 302.4 | 311.1 | 1,634 | 34.2 | 184 | 0 |
No Failure
|
9,294 |
L56473
|
L
| 298.3 | 309.1 | 1,437 | 38 | 93 | 0 |
No Failure
|
5,175 |
M20034
|
M
| 304.2 | 313.5 | 1,390 | 47.8 | 83 | 0 |
No Failure
|
8,292 |
L55471
|
L
| 298.9 | 310.5 | 1,717 | 26.9 | 17 | 0 |
No Failure
|
4,177 |
M19036
|
M
| 302.3 | 310.7 | 1,544 | 39.7 | 141 | 0 |
No Failure
|
2,741 |
L49920
|
L
| 299.6 | 309 | 1,525 | 42.8 | 160 | 0 |
No Failure
|
4,824 |
L52003
|
L
| 303.5 | 311.9 | 1,493 | 38.7 | 14 | 0 |
No Failure
|
177 |
L47356
|
L
| 298.2 | 308.1 | 1,618 | 34.7 | 39 | 0 |
No Failure
|
4,050 |
L51229
|
L
| 301.8 | 310.8 | 1,505 | 41.2 | 33 | 0 |
No Failure
|
1,420 |
L48599
|
L
| 298.7 | 309.8 | 1,354 | 53.3 | 212 | 1 |
Overstrain Failure
|
2,233 |
L49412
|
L
| 299.5 | 308.6 | 1,672 | 30.5 | 177 | 0 |
No Failure
|
597 |
M15456
|
M
| 297.6 | 309.6 | 1,530 | 37.3 | 10 | 0 |
No Failure
|
1,448 |
M16307
|
M
| 299 | 310.3 | 1,662 | 33.6 | 67 | 0 |
No Failure
|
1,623 |
H31036
|
H
| 297.7 | 307.6 | 1,538 | 38.3 | 63 | 0 |
No Failure
|
1,794 |
L48973
|
L
| 298.1 | 307.8 | 1,761 | 28.2 | 76 | 0 |
No Failure
|
7,391 |
M22250
|
M
| 299.7 | 310.5 | 1,490 | 41.2 | 126 | 0 |
No Failure
|
6,661 |
H36074
|
H
| 301.4 | 310.5 | 1,421 | 43.8 | 182 | 0 |
No Failure
|
8,402 |
H37815
|
H
| 298.5 | 309.4 | 1,671 | 31.8 | 108 | 0 |
No Failure
|
8,961 |
L56140
|
L
| 297.3 | 307.9 | 1,797 | 24.7 | 75 | 0 |
No Failure
|
1,165 |
L48344
|
L
| 297.1 | 308.1 | 1,754 | 30.3 | 206 | 0 |
No Failure
|
5,694 |
M20553
|
M
| 302.4 | 311.8 | 1,453 | 42.1 | 105 | 0 |
No Failure
|
2,517 |
L49696
|
L
| 298.8 | 308.5 | 1,736 | 29 | 31 | 0 |
No Failure
|
5,830 |
M20689
|
M
| 301.2 | 311.1 | 1,574 | 34.3 | 4 | 0 |
No Failure
|
5,948 |
M20807
|
M
| 300.7 | 310.8 | 1,465 | 45.2 | 92 | 0 |
No Failure
|
4,071 |
L51250
|
L
| 302 | 310.7 | 1,348 | 58.1 | 83 | 0 |
No Failure
|
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