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 |
|---|---|---|---|---|---|---|---|---|---|
6,402 |
M21261
|
M
| 300 | 309.6 | 1,573 | 39.7 | 162 | 0 |
No Failure
|
2,575 |
L49754
|
L
| 299.5 | 309.3 | 1,972 | 19.3 | 177 | 0 |
No Failure
|
5,524 |
M20383
|
M
| 302.5 | 311.9 | 1,524 | 34.8 | 86 | 0 |
No Failure
|
4,677 |
L51856
|
L
| 303.4 | 311.5 | 1,879 | 21.3 | 78 | 0 |
No Failure
|
4,001 |
L51180
|
L
| 302.1 | 311.2 | 1,422 | 50.3 | 146 | 0 |
No Failure
|
307 |
L47486
|
L
| 297.8 | 308.4 | 1,374 | 47.1 | 150 | 0 |
No Failure
|
2,784 |
M17643
|
M
| 300.2 | 309.6 | 1,528 | 35.1 | 44 | 0 |
No Failure
|
7,057 |
M21916
|
M
| 300.8 | 310.5 | 1,409 | 50.6 | 141 | 0 |
No Failure
|
3,481 |
L50660
|
L
| 301.9 | 310.8 | 1,400 | 58.2 | 79 | 0 |
No Failure
|
7,357 |
L54536
|
L
| 299.6 | 310.2 | 1,333 | 51.2 | 40 | 0 |
No Failure
|
7,671 |
L54850
|
L
| 300.5 | 311.6 | 1,525 | 37.6 | 191 | 0 |
No Failure
|
7,953 |
M22812
|
M
| 300.9 | 311.9 | 1,480 | 40.9 | 28 | 0 |
No Failure
|
9,707 |
M24566
|
M
| 299 | 310.1 | 1,705 | 30.1 | 84 | 0 |
No Failure
|
8,865 |
M23724
|
M
| 298 | 309.1 | 1,574 | 34.8 | 40 | 0 |
No Failure
|
2,398 |
L49577
|
L
| 299.2 | 308.6 | 1,582 | 38.8 | 156 | 0 |
No Failure
|
7,428 |
L54607
|
L
| 300 | 311.4 | 1,634 | 31.9 | 0 | 0 |
No Failure
|
1,587 |
M16446
|
M
| 298.3 | 308.4 | 1,486 | 44.2 | 196 | 0 |
No Failure
|
211 |
L47390
|
L
| 298.4 | 308.7 | 1,523 | 36.1 | 126 | 0 |
No Failure
|
7,842 |
L55021
|
L
| 300.1 | 311.5 | 1,471 | 47.2 | 201 | 0 |
No Failure
|
4,906 |
L52085
|
L
| 303.6 | 312.4 | 1,363 | 53.1 | 7 | 0 |
No Failure
|
7,427 |
M22286
|
M
| 300 | 311.4 | 1,692 | 29 | 216 | 1 |
Tool Wear Failure
|
8,919 |
L56098
|
L
| 297.1 | 308.2 | 1,402 | 51.2 | 186 | 0 |
No Failure
|
9,028 |
M23887
|
M
| 297.4 | 308.3 | 1,444 | 44 | 18 | 0 |
No Failure
|
1,853 |
M16712
|
M
| 297.6 | 307.1 | 1,526 | 39.1 | 39 | 0 |
No Failure
|
8,881 |
L56060
|
L
| 298 | 309.2 | 1,458 | 39.8 | 87 | 0 |
No Failure
|
1,604 |
M16463
|
M
| 297.8 | 307.8 | 1,622 | 32.1 | 18 | 0 |
No Failure
|
1,169 |
L48348
|
L
| 297.1 | 308.1 | 1,584 | 36.8 | 215 | 0 |
No Failure
|
8,194 |
L55373
|
L
| 299.5 | 310.8 | 1,873 | 22.3 | 211 | 0 |
No Failure
|
3,497 |
L50676
|
L
| 301.9 | 310.9 | 1,309 | 48 | 124 | 0 |
No Failure
|
6,369 |
M21228
|
M
| 300 | 309.6 | 1,423 | 48.7 | 67 | 0 |
No Failure
|
6,036 |
M20895
|
M
| 300.6 | 310.9 | 1,702 | 30.3 | 91 | 0 |
No Failure
|
1,209 |
L48388
|
L
| 297 | 308.1 | 1,489 | 44.1 | 96 | 0 |
No Failure
|
2,052 |
M16911
|
M
| 299.4 | 309.2 | 1,470 | 44.4 | 135 | 0 |
No Failure
|
4,715 |
H34128
|
H
| 303.4 | 311.8 | 1,693 | 28.3 | 175 | 0 |
No Failure
|
264 |
M15123
|
M
| 298 | 308.1 | 1,587 | 32.3 | 30 | 0 |
No Failure
|
9,810 |
M24669
|
M
| 298.2 | 309 | 1,353 | 50.3 | 150 | 0 |
No Failure
|
4,515 |
L51694
|
L
| 302.4 | 310.3 | 1,479 | 36.2 | 115 | 0 |
No Failure
|
1,326 |
H30739
|
H
| 298.8 | 310.1 | 1,567 | 36.8 | 197 | 0 |
No Failure
|
9,371 |
H38784
|
H
| 297.7 | 308.4 | 1,418 | 51.9 | 77 | 0 |
No Failure
|
6,059 |
M20918
|
M
| 300.9 | 310.9 | 1,636 | 35.3 | 153 | 0 |
No Failure
|
1,497 |
L48676
|
L
| 298 | 308.7 | 1,268 | 69.4 | 189 | 1 |
Power Failure
|
3,992 |
L51171
|
L
| 302.3 | 311.3 | 1,682 | 34.4 | 127 | 0 |
No Failure
|
5,029 |
M19888
|
M
| 303.9 | 313.2 | 1,630 | 29.3 | 104 | 0 |
No Failure
|
6,870 |
L54049
|
L
| 301 | 311.2 | 1,412 | 42.1 | 64 | 0 |
No Failure
|
2,368 |
M17227
|
M
| 299.3 | 308.5 | 1,496 | 39.4 | 80 | 0 |
No Failure
|
7,256 |
M22115
|
M
| 300.2 | 310.3 | 1,704 | 29.4 | 221 | 0 |
No Failure
|
2,324 |
M17183
|
M
| 299.2 | 308.7 | 1,401 | 47 | 198 | 0 |
No Failure
|
3,168 |
L50347
|
L
| 300.4 | 309.7 | 1,384 | 45.1 | 159 | 0 |
No Failure
|
553 |
M15412
|
M
| 297.4 | 309.3 | 1,622 | 35 | 123 | 0 |
No Failure
|
9,991 |
L57170
|
L
| 298.8 | 308.5 | 1,527 | 36.2 | 3 | 0 |
No Failure
|
577 |
H29990
|
H
| 297.7 | 309.7 | 1,440 | 51.1 | 191 | 0 |
No Failure
|
6,434 |
L53613
|
L
| 300.3 | 309.9 | 1,570 | 34 | 31 | 0 |
No Failure
|
4,884 |
M19743
|
M
| 303.8 | 312.6 | 1,684 | 29.3 | 167 | 0 |
No Failure
|
8,590 |
M23449
|
M
| 297.3 | 307.8 | 1,538 | 48 | 171 | 0 |
No Failure
|
2,750 |
M17609
|
M
| 299.7 | 309.2 | 1,685 | 28.9 | 179 | 1 |
No Failure
|
9,590 |
L56769
|
L
| 299.2 | 310.4 | 1,472 | 43.3 | 32 | 0 |
No Failure
|
930 |
L48109
|
L
| 295.6 | 306 | 1,419 | 51.1 | 7 | 0 |
No Failure
|
4,490 |
L51669
|
L
| 302.5 | 310.4 | 1,487 | 40.2 | 48 | 0 |
No Failure
|
3,798 |
L50977
|
L
| 302.1 | 310.8 | 1,622 | 36.8 | 45 | 0 |
No Failure
|
6,665 |
L53844
|
L
| 301.3 | 310.4 | 1,538 | 38.4 | 195 | 0 |
No Failure
|
1,115 |
H30528
|
H
| 296.4 | 307.3 | 1,540 | 37.4 | 75 | 0 |
No Failure
|
5,157 |
L52336
|
L
| 304.2 | 313.4 | 1,482 | 41.4 | 32 | 0 |
No Failure
|
8,622 |
M23481
|
M
| 297.6 | 308.5 | 1,431 | 52.6 | 26 | 0 |
No Failure
|
8,578 |
L55757
|
L
| 297.6 | 308.3 | 1,502 | 43.2 | 139 | 0 |
No Failure
|
4,187 |
M19046
|
M
| 302.2 | 310.6 | 1,570 | 34.6 | 163 | 0 |
No Failure
|
6,928 |
L54107
|
L
| 301.1 | 311.6 | 1,488 | 43.4 | 5 | 0 |
No Failure
|
4,607 |
L51786
|
L
| 302.9 | 311.1 | 1,556 | 45.3 | 135 | 0 |
No Failure
|
450 |
L47629
|
L
| 297.6 | 308.7 | 1,622 | 37.9 | 79 | 0 |
No Failure
|
6,579 |
L53758
|
L
| 301.4 | 310.4 | 1,543 | 40.9 | 190 | 0 |
No Failure
|
8,575 |
L55754
|
L
| 297.6 | 308.3 | 1,424 | 53.9 | 132 | 0 |
No Failure
|
7,223 |
M22082
|
M
| 299.8 | 309.7 | 1,320 | 61.7 | 134 | 0 |
No Failure
|
9,345 |
L56524
|
L
| 298.2 | 308.8 | 1,616 | 33.7 | 16 | 0 |
No Failure
|
9,057 |
L56236
|
L
| 297.3 | 308.3 | 1,430 | 41.9 | 95 | 0 |
No Failure
|
4,885 |
H34298
|
H
| 303.8 | 312.5 | 1,655 | 28 | 170 | 0 |
No Failure
|
5,925 |
L53104
|
L
| 300.3 | 310.2 | 1,369 | 48.8 | 36 | 0 |
No Failure
|
320 |
L47499
|
L
| 297.8 | 308.4 | 1,612 | 32.1 | 183 | 0 |
No Failure
|
509 |
L47688
|
L
| 297.7 | 309.3 | 1,893 | 24.6 | 15 | 0 |
No Failure
|
5,934 |
L53113
|
L
| 300.5 | 310.5 | 1,373 | 47.4 | 56 | 0 |
No Failure
|
8,636 |
L55815
|
L
| 297.4 | 308.3 | 1,704 | 27.3 | 65 | 0 |
No Failure
|
9,737 |
M24596
|
M
| 298.9 | 310 | 1,348 | 58.2 | 163 | 0 |
No Failure
|
842 |
L48021
|
L
| 296.6 | 307.5 | 1,439 | 45.5 | 199 | 0 |
No Failure
|
4,691 |
M19550
|
M
| 303.4 | 311.5 | 1,483 | 43 | 117 | 0 |
No Failure
|
3,677 |
M18536
|
M
| 302.2 | 311.5 | 1,562 | 38 | 162 | 0 |
No Failure
|
2,039 |
L49218
|
L
| 299 | 308.8 | 1,405 | 55.2 | 103 | 0 |
No Failure
|
6,150 |
M21009
|
M
| 301 | 311.1 | 1,420 | 47.4 | 167 | 0 |
No Failure
|
4,267 |
L51446
|
L
| 302.7 | 311.1 | 1,440 | 39.5 | 146 | 0 |
No Failure
|
7,056 |
L54235
|
L
| 300.8 | 310.6 | 1,663 | 30.6 | 139 | 0 |
No Failure
|
856 |
L48035
|
L
| 296.1 | 307.2 | 1,615 | 30.8 | 18 | 0 |
No Failure
|
6,792 |
L53971
|
L
| 301.2 | 310.7 | 1,551 | 41.2 | 82 | 0 |
No Failure
|
717 |
H30130
|
H
| 297.4 | 308.6 | 1,420 | 45.8 | 120 | 0 |
No Failure
|
6,482 |
L53661
|
L
| 300.7 | 309.8 | 1,406 | 48.4 | 151 | 0 |
No Failure
|
5,562 |
M20421
|
M
| 302.3 | 311.7 | 1,341 | 46.3 | 194 | 0 |
No Failure
|
3,133 |
L50312
|
L
| 300.1 | 309.5 | 1,557 | 40.6 | 59 | 0 |
No Failure
|
6,111 |
L53290
|
L
| 300.7 | 310.8 | 1,534 | 41.3 | 69 | 0 |
No Failure
|
1,971 |
M16830
|
M
| 297.9 | 307.6 | 1,202 | 67 | 129 | 0 |
No Failure
|
8,678 |
M23537
|
M
| 297.3 | 308.5 | 1,664 | 28.9 | 174 | 0 |
No Failure
|
8,322 |
L55501
|
L
| 298.8 | 309.6 | 1,442 | 50 | 104 | 0 |
No Failure
|
2,512 |
M17371
|
M
| 299 | 308.9 | 1,526 | 41.1 | 20 | 0 |
No Failure
|
4,556 |
L51735
|
L
| 302.7 | 310.6 | 1,690 | 26.7 | 4 | 0 |
No Failure
|
7,281 |
L54460
|
L
| 299.9 | 310.2 | 1,288 | 69.6 | 62 | 1 |
Power Failure
|
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