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 |
|---|---|---|---|---|---|---|---|---|---|
5,756 |
L52935
|
L
| 302.1 | 311.4 | 1,391 | 49.2 | 52 | 0 |
No Failure
|
2,275 |
L49454
|
L
| 299.3 | 308.6 | 1,520 | 33.7 | 76 | 0 |
No Failure
|
4,195 |
L51374
|
L
| 302.4 | 311 | 1,423 | 46.2 | 186 | 0 |
No Failure
|
7,229 |
H36642
|
H
| 299.8 | 309.7 | 1,368 | 47.4 | 148 | 0 |
No Failure
|
1,119 |
L48298
|
L
| 296.5 | 307.5 | 1,443 | 41.8 | 87 | 0 |
No Failure
|
3,396 |
L50575
|
L
| 301.4 | 310.5 | 1,647 | 33.3 | 85 | 0 |
No Failure
|
3,638 |
M18497
|
M
| 302.2 | 311.4 | 1,626 | 31.6 | 62 | 0 |
No Failure
|
6,170 |
L53349
|
L
| 300.7 | 310.5 | 1,448 | 38.2 | 218 | 0 |
No Failure
|
8,256 |
L55435
|
L
| 299 | 310.4 | 1,606 | 31.1 | 134 | 0 |
No Failure
|
9,471 |
H38884
|
H
| 298.6 | 309.4 | 1,439 | 47.1 | 149 | 0 |
No Failure
|
5,657 |
M20516
|
M
| 302.3 | 311.5 | 1,316 | 47.2 | 4 | 0 |
No Failure
|
9,747 |
L56926
|
L
| 298.8 | 310 | 1,403 | 45.6 | 185 | 0 |
No Failure
|
1,362 |
M16221
|
M
| 298.6 | 310.1 | 1,458 | 41.9 | 61 | 0 |
No Failure
|
3,173 |
M18032
|
M
| 300.3 | 309.6 | 1,488 | 41.3 | 172 | 0 |
No Failure
|
3,520 |
M18379
|
M
| 301.9 | 310.9 | 1,569 | 32.5 | 188 | 0 |
No Failure
|
6,863 |
M21722
|
M
| 301.1 | 311.2 | 1,384 | 49.4 | 48 | 0 |
No Failure
|
6,356 |
L53535
|
L
| 300.1 | 309.7 | 1,481 | 37.9 | 34 | 0 |
No Failure
|
9,579 |
L56758
|
L
| 299.4 | 310.7 | 1,551 | 41.2 | 3 | 0 |
No Failure
|
2,053 |
L49232
|
L
| 299.5 | 309.3 | 1,477 | 40.4 | 138 | 0 |
No Failure
|
2,600 |
M17459
|
M
| 299.2 | 308.9 | 1,447 | 39.6 | 22 | 0 |
No Failure
|
1,767 |
M16626
|
M
| 298.3 | 307.7 | 1,717 | 27.1 | 7 | 0 |
No Failure
|
1,483 |
M16342
|
M
| 298.1 | 309.1 | 1,448 | 52.5 | 150 | 0 |
No Failure
|
3,047 |
M17906
|
M
| 300.2 | 309.4 | 1,501 | 40 | 48 | 0 |
No Failure
|
5,305 |
L52484
|
L
| 303.9 | 313.1 | 1,425 | 49.3 | 199 | 0 |
No Failure
|
9,111 |
M23970
|
M
| 297.6 | 308.6 | 1,389 | 49 | 34 | 0 |
No Failure
|
3,258 |
L50437
|
L
| 301.2 | 309.9 | 1,984 | 19.7 | 169 | 0 |
No Failure
|
8,235 |
L55414
|
L
| 299.2 | 310.6 | 1,534 | 39.7 | 83 | 0 |
No Failure
|
5,275 |
L52454
|
L
| 303.6 | 313 | 1,617 | 30.9 | 122 | 0 |
No Failure
|
2,100 |
L49279
|
L
| 299.4 | 309.3 | 1,596 | 31.8 | 40 | 0 |
No Failure
|
5,315 |
L52494
|
L
| 303.6 | 312.8 | 1,701 | 30.8 | 12 | 0 |
No Failure
|
6,697 |
L53876
|
L
| 301.7 | 310.9 | 1,636 | 31.3 | 42 | 0 |
No Failure
|
1,280 |
M16139
|
M
| 298.3 | 309.6 | 1,531 | 40.1 | 81 | 0 |
No Failure
|
2,998 |
L50177
|
L
| 300.5 | 309.8 | 1,345 | 62.7 | 153 | 0 |
No Failure
|
2,384 |
L49563
|
L
| 299.1 | 308.2 | 1,568 | 33.3 | 123 | 0 |
No Failure
|
8,846 |
M23705
|
M
| 297.4 | 308.9 | 1,348 | 59.1 | 201 | 0 |
No Failure
|
9,278 |
L56457
|
L
| 298.2 | 308.7 | 1,447 | 48.4 | 51 | 0 |
No Failure
|
4,072 |
L51251
|
L
| 301.9 | 310.6 | 1,331 | 68.6 | 85 | 1 |
Power Failure
|
5,055 |
L52234
|
L
| 303.8 | 312.9 | 1,619 | 35.7 | 182 | 0 |
No Failure
|
2,209 |
H31622
|
H
| 299.8 | 309.2 | 1,435 | 42.6 | 111 | 0 |
No Failure
|
935 |
M15794
|
M
| 295.5 | 306 | 1,326 | 50.8 | 18 | 0 |
No Failure
|
6,560 |
H35973
|
H
| 301.5 | 310.6 | 1,512 | 39 | 143 | 0 |
No Failure
|
2,830 |
L50009
|
L
| 300.3 | 309.3 | 1,612 | 36 | 158 | 0 |
No Failure
|
9,185 |
L56364
|
L
| 298 | 309.2 | 1,665 | 36.6 | 22 | 0 |
No Failure
|
9,390 |
L56569
|
L
| 297.6 | 308 | 1,258 | 57.4 | 139 | 0 |
No Failure
|
7,800 |
L54979
|
L
| 300 | 311.4 | 1,374 | 41.9 | 96 | 0 |
No Failure
|
4,428 |
M19287
|
M
| 302.4 | 310.1 | 1,379 | 48.9 | 107 | 1 |
Heat Dissipation Failure
|
4,312 |
M19171
|
M
| 301.5 | 310.1 | 1,468 | 40.8 | 32 | 0 |
No Failure
|
9,067 |
L56246
|
L
| 297.2 | 308.3 | 1,656 | 30.3 | 124 | 0 |
No Failure
|
629 |
M15488
|
M
| 298.4 | 310.1 | 1,335 | 57.8 | 96 | 0 |
No Failure
|
7,389 |
M22248
|
M
| 299.8 | 310.6 | 1,694 | 31.3 | 121 | 0 |
No Failure
|
50 |
M14909
|
M
| 298.9 | 309.2 | 1,412 | 44.1 | 140 | 0 |
No Failure
|
9,564 |
M24423
|
M
| 299.8 | 311.1 | 1,763 | 25.5 | 171 | 0 |
No Failure
|
3,085 |
H32498
|
H
| 300.1 | 309.4 | 1,329 | 55.2 | 143 | 0 |
No Failure
|
3,748 |
L50927
|
L
| 302.5 | 311.1 | 1,499 | 38.8 | 135 | 0 |
No Failure
|
653 |
L47832
|
L
| 297.7 | 309.2 | 1,391 | 44.5 | 159 | 0 |
No Failure
|
8,474 |
M23333
|
M
| 298.6 | 309.8 | 1,430 | 43.1 | 80 | 0 |
No Failure
|
3,381 |
L50560
|
L
| 301.4 | 310.7 | 1,590 | 36.3 | 43 | 0 |
No Failure
|
4,437 |
M19296
|
M
| 302.4 | 310.1 | 1,577 | 35.8 | 136 | 0 |
No Failure
|
1,859 |
M16718
|
M
| 297.8 | 307.4 | 1,488 | 36.1 | 57 | 0 |
No Failure
|
9,716 |
L56895
|
L
| 299.1 | 310.1 | 1,373 | 55.6 | 108 | 0 |
No Failure
|
805 |
M15664
|
M
| 296.9 | 307.8 | 1,544 | 37.6 | 109 | 0 |
No Failure
|
982 |
L48161
|
L
| 296.2 | 306.8 | 1,655 | 31.1 | 136 | 0 |
No Failure
|
5,358 |
L52537
|
L
| 303.3 | 312.5 | 1,968 | 20.6 | 130 | 0 |
No Failure
|
9,311 |
L56490
|
L
| 298.4 | 309.3 | 1,549 | 40.8 | 139 | 0 |
No Failure
|
8,407 |
M23266
|
M
| 298.4 | 309.5 | 1,344 | 45.3 | 122 | 0 |
No Failure
|
5,728 |
M20587
|
M
| 302.3 | 311.8 | 1,559 | 34.4 | 191 | 0 |
No Failure
|
6,808 |
L53987
|
L
| 301 | 310.8 | 1,549 | 41.4 | 121 | 0 |
No Failure
|
2,013 |
L49192
|
L
| 298.6 | 308.4 | 1,397 | 46.4 | 36 | 0 |
No Failure
|
8,143 |
M23002
|
M
| 299.7 | 311 | 1,448 | 49.8 | 80 | 0 |
No Failure
|
7,175 |
L54354
|
L
| 300.2 | 310.2 | 1,530 | 48.5 | 15 | 0 |
No Failure
|
581 |
M15440
|
M
| 297.8 | 309.8 | 1,798 | 25.5 | 203 | 0 |
No Failure
|
4,083 |
L51262
|
L
| 302 | 310.4 | 1,568 | 39.2 | 112 | 0 |
No Failure
|
9,779 |
H39192
|
H
| 298.7 | 309.7 | 1,311 | 54.5 | 52 | 0 |
No Failure
|
5,281 |
L52460
|
L
| 303.6 | 312.9 | 1,480 | 41.4 | 135 | 0 |
No Failure
|
8,306 |
H37719
|
H
| 298.8 | 310.1 | 1,380 | 44 | 56 | 0 |
No Failure
|
471 |
H29884
|
H
| 297.3 | 308.8 | 1,499 | 44.2 | 134 | 0 |
No Failure
|
2,907 |
L50086
|
L
| 300.6 | 309.3 | 1,409 | 38.7 | 115 | 0 |
No Failure
|
3,374 |
L50553
|
L
| 301.4 | 310.7 | 1,568 | 35.2 | 23 | 0 |
No Failure
|
1,491 |
L48670
|
L
| 298.2 | 309 | 1,341 | 43.8 | 171 | 0 |
No Failure
|
6,065 |
L53244
|
L
| 301.1 | 311.1 | 1,889 | 23.8 | 170 | 0 |
No Failure
|
6,293 |
L53472
|
L
| 301 | 310.4 | 1,614 | 31.6 | 84 | 0 |
No Failure
|
4,046 |
M18905
|
M
| 301.8 | 310.9 | 1,881 | 20.9 | 23 | 0 |
No Failure
|
6,288 |
M21147
|
M
| 301.1 | 310.6 | 1,479 | 41.1 | 72 | 0 |
No Failure
|
1,287 |
L48466
|
L
| 298.5 | 309.6 | 1,582 | 40.3 | 103 | 0 |
No Failure
|
3,920 |
H33333
|
H
| 302.5 | 311.5 | 1,655 | 32.3 | 142 | 0 |
No Failure
|
960 |
L48139
|
L
| 295.8 | 306.5 | 1,505 | 35.2 | 86 | 0 |
No Failure
|
8,567 |
M23426
|
M
| 297.9 | 308.7 | 1,751 | 26.6 | 111 | 0 |
No Failure
|
5,104 |
L52283
|
L
| 304.1 | 313.4 | 1,399 | 43.7 | 111 | 0 |
No Failure
|
4,630 |
L51809
|
L
| 303 | 311.2 | 1,735 | 26.1 | 194 | 0 |
No Failure
|
8,353 |
L55532
|
L
| 298.6 | 309.6 | 1,491 | 36.9 | 192 | 0 |
No Failure
|
5,675 |
M20534
|
M
| 302.2 | 311.7 | 1,393 | 42.5 | 53 | 0 |
No Failure
|
5,202 |
M20061
|
M
| 303.7 | 312.7 | 1,396 | 47.3 | 158 | 0 |
No Failure
|
7,916 |
H37329
|
H
| 300.8 | 312.1 | 1,527 | 35.1 | 164 | 0 |
No Failure
|
9,069 |
H38482
|
H
| 297.1 | 308.2 | 1,790 | 30.3 | 128 | 0 |
No Failure
|
2,478 |
L49657
|
L
| 298.9 | 308.5 | 1,387 | 57.3 | 154 | 0 |
No Failure
|
7,220 |
M22079
|
M
| 299.8 | 309.7 | 1,556 | 37.7 | 124 | 0 |
No Failure
|
2,559 |
M17418
|
M
| 299.2 | 309 | 1,881 | 23.9 | 137 | 0 |
No Failure
|
4,989 |
L52168
|
L
| 303.8 | 313.1 | 2,497 | 13 | 5 | 1 |
Power Failure
|
9,892 |
L57071
|
L
| 298.8 | 309.5 | 1,374 | 48.1 | 159 | 0 |
No Failure
|
5,062 |
L52241
|
L
| 304 | 312.9 | 1,363 | 62.5 | 200 | 1 |
Overstrain Failure
|
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