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 |
|---|---|---|---|---|---|---|---|---|---|
6,020 |
L53199
|
L
| 300.7 | 310.8 | 1,519 | 43.9 | 55 | 0 |
No Failure
|
1,164 |
L48343
|
L
| 296.9 | 307.9 | 1,367 | 47.1 | 204 | 0 |
No Failure
|
317 |
L47496
|
L
| 297.8 | 308.4 | 1,714 | 33.2 | 177 | 0 |
No Failure
|
6,433 |
M21292
|
M
| 300.3 | 309.9 | 1,447 | 46.5 | 28 | 0 |
No Failure
|
7,540 |
L54719
|
L
| 300.2 | 311.3 | 1,487 | 36.9 | 71 | 0 |
No Failure
|
2,115 |
H31528
|
H
| 299.4 | 309.1 | 1,373 | 44.1 | 81 | 0 |
No Failure
|
6,831 |
M21690
|
M
| 301 | 310.9 | 1,359 | 53.4 | 180 | 0 |
No Failure
|
9,349 |
L56528
|
L
| 298.2 | 308.7 | 1,436 | 49.1 | 26 | 0 |
No Failure
|
5,123 |
H34536
|
H
| 304.2 | 313.5 | 1,684 | 29.8 | 156 | 0 |
No Failure
|
4,240 |
L51419
|
L
| 302.3 | 311 | 1,446 | 37.6 | 75 | 0 |
No Failure
|
5,310 |
M20169
|
M
| 303.9 | 313.2 | 1,422 | 48 | 215 | 1 |
Tool Wear Failure
|
1,471 |
L48650
|
L
| 298.5 | 309.7 | 1,437 | 42.6 | 120 | 0 |
No Failure
|
688 |
M15547
|
M
| 297.7 | 309 | 1,531 | 42.4 | 38 | 0 |
No Failure
|
3,086 |
L50265
|
L
| 300.1 | 309.2 | 1,441 | 42.9 | 148 | 0 |
No Failure
|
9,182 |
L56361
|
L
| 297.9 | 309.1 | 1,521 | 36.1 | 15 | 0 |
No Failure
|
1,574 |
L48753
|
L
| 298.2 | 308.2 | 1,466 | 42.4 | 164 | 0 |
No Failure
|
6,834 |
L54013
|
L
| 301.1 | 311.1 | 1,387 | 53.1 | 188 | 0 |
No Failure
|
4,892 |
M19751
|
M
| 303.7 | 312.3 | 1,756 | 26.4 | 190 | 0 |
No Failure
|
3,194 |
L50373
|
L
| 300 | 309.1 | 1,401 | 44.5 | 0 | 0 |
No Failure
|
5,294 |
M20153
|
M
| 303.9 | 313.4 | 1,464 | 49.1 | 171 | 0 |
No Failure
|
9,095 |
M23954
|
M
| 297.3 | 308.1 | 1,370 | 58.8 | 199 | 0 |
No Failure
|
7,206 |
L54385
|
L
| 299.8 | 309.7 | 1,483 | 39.6 | 87 | 0 |
No Failure
|
3,966 |
L51145
|
L
| 302.3 | 311.5 | 1,507 | 37.5 | 55 | 0 |
No Failure
|
114 |
M14973
|
M
| 298.8 | 308.6 | 1,486 | 41.9 | 92 | 0 |
No Failure
|
1,490 |
M16349
|
M
| 298.2 | 309 | 1,723 | 26.6 | 168 | 0 |
No Failure
|
5,836 |
L53015
|
L
| 301.3 | 311.2 | 1,668 | 30.1 | 18 | 0 |
No Failure
|
7,184 |
L54363
|
L
| 300.2 | 310.3 | 1,445 | 50.9 | 34 | 0 |
No Failure
|
5,352 |
M20211
|
M
| 303.5 | 312.9 | 1,530 | 34.5 | 110 | 0 |
No Failure
|
831 |
L48010
|
L
| 296.6 | 307.4 | 1,631 | 35 | 168 | 0 |
No Failure
|
2,477 |
H31890
|
H
| 298.9 | 308.4 | 1,449 | 42.4 | 149 | 0 |
No Failure
|
527 |
L47706
|
L
| 297.6 | 309.5 | 1,373 | 50.6 | 55 | 0 |
No Failure
|
5,072 |
H34485
|
H
| 304.2 | 313 | 1,442 | 40.9 | 23 | 0 |
No Failure
|
7,650 |
H37063
|
H
| 300.4 | 311.5 | 1,662 | 29 | 137 | 0 |
No Failure
|
4,945 |
M19804
|
M
| 303.6 | 312.7 | 1,765 | 27.5 | 115 | 0 |
No Failure
|
6,938 |
H36351
|
H
| 300.6 | 311.1 | 1,452 | 40.2 | 28 | 0 |
No Failure
|
1,677 |
H31090
|
H
| 297.9 | 307.6 | 1,418 | 43 | 207 | 0 |
No Failure
|
1,376 |
M16235
|
M
| 298.8 | 310.3 | 1,528 | 37.1 | 99 | 0 |
No Failure
|
3,301 |
H32714
|
H
| 301.3 | 310.4 | 1,538 | 38.4 | 65 | 0 |
No Failure
|
3,325 |
L50504
|
L
| 301.5 | 310.6 | 1,578 | 34.1 | 120 | 0 |
No Failure
|
2,185 |
L49364
|
L
| 299.8 | 309.4 | 1,475 | 43.4 | 51 | 0 |
No Failure
|
1,211 |
L48390
|
L
| 297 | 308.1 | 1,537 | 39 | 103 | 0 |
No Failure
|
2,354 |
L49533
|
L
| 299.2 | 308.4 | 1,841 | 22.8 | 40 | 0 |
No Failure
|
7,902 |
L55081
|
L
| 300.8 | 312.4 | 1,365 | 44.5 | 129 | 0 |
No Failure
|
9,171 |
L56350
|
L
| 297.7 | 308.7 | 1,474 | 46.8 | 188 | 0 |
No Failure
|
8,345 |
L55524
|
L
| 298.8 | 309.7 | 1,609 | 40.4 | 169 | 0 |
No Failure
|
5,914 |
H35327
|
H
| 300.7 | 310.2 | 1,479 | 52.3 | 9 | 0 |
No Failure
|
3,202 |
L50381
|
L
| 300.2 | 309.1 | 1,479 | 47 | 22 | 0 |
No Failure
|
694 |
L47873
|
L
| 297.7 | 309.1 | 1,477 | 38.3 | 60 | 0 |
No Failure
|
9,723 |
H39136
|
H
| 298.8 | 309.8 | 1,911 | 21.6 | 126 | 0 |
No Failure
|
5,262 |
L52441
|
L
| 303.4 | 312.8 | 1,513 | 35.8 | 92 | 0 |
No Failure
|
665 |
L47844
|
L
| 297.5 | 308.9 | 1,390 | 47.4 | 187 | 0 |
No Failure
|
7,766 |
H37179
|
H
| 300.3 | 311.6 | 1,427 | 56.2 | 8 | 0 |
No Failure
|
3,226 |
L50405
|
L
| 300.6 | 309.4 | 1,474 | 40.7 | 87 | 0 |
No Failure
|
6,629 |
L53808
|
L
| 301.6 | 310.5 | 1,593 | 34.5 | 102 | 0 |
No Failure
|
2,851 |
L50030
|
L
| 300.4 | 309.3 | 1,671 | 35 | 209 | 0 |
No Failure
|
2,251 |
M17110
|
M
| 299.2 | 308.4 | 1,396 | 48.7 | 13 | 0 |
No Failure
|
4,299 |
M19158
|
M
| 301.8 | 310.2 | 1,437 | 42.3 | 0 | 0 |
No Failure
|
5,348 |
L52527
|
L
| 303.3 | 312.7 | 1,262 | 63.8 | 100 | 0 |
No Failure
|
1,049 |
L48228
|
L
| 296.5 | 307.6 | 1,607 | 33.5 | 104 | 0 |
No Failure
|
6,659 |
L53838
|
L
| 301.4 | 310.4 | 1,430 | 50.9 | 178 | 0 |
No Failure
|
1,602 |
L48781
|
L
| 297.8 | 307.8 | 1,597 | 38.2 | 11 | 0 |
No Failure
|
9,186 |
L56365
|
L
| 297.9 | 309.1 | 1,442 | 50.3 | 24 | 0 |
No Failure
|
7,339 |
L54518
|
L
| 299.8 | 310.5 | 1,496 | 38.8 | 215 | 0 |
No Failure
|
4,018 |
L51197
|
L
| 302 | 310.8 | 1,902 | 23.4 | 188 | 0 |
No Failure
|
8,332 |
M23191
|
M
| 298.8 | 309.7 | 1,392 | 48.7 | 133 | 0 |
No Failure
|
3,957 |
M18816
|
M
| 302.3 | 311.4 | 1,500 | 40.2 | 30 | 0 |
No Failure
|
9,378 |
H38791
|
H
| 297.7 | 308.3 | 1,488 | 41 | 101 | 0 |
No Failure
|
672 |
L47851
|
L
| 297.5 | 308.9 | 1,554 | 34.8 | 204 | 0 |
No Failure
|
2,345 |
M17204
|
M
| 299.2 | 308.3 | 1,755 | 26.4 | 19 | 0 |
No Failure
|
3,146 |
M18005
|
M
| 300.5 | 310 | 1,415 | 43.5 | 98 | 0 |
No Failure
|
764 |
L47943
|
L
| 296.7 | 307.8 | 1,400 | 47.5 | 3 | 0 |
No Failure
|
3,612 |
L50791
|
L
| 301.7 | 310.9 | 1,405 | 46.4 | 207 | 1 |
Tool Wear Failure
|
3,353 |
L50532
|
L
| 301.4 | 310.8 | 1,610 | 34.6 | 187 | 0 |
No Failure
|
5,813 |
L52992
|
L
| 301.4 | 311.1 | 1,495 | 36.3 | 193 | 0 |
No Failure
|
8,580 |
M23439
|
M
| 297.4 | 308.1 | 1,620 | 31.2 | 143 | 0 |
No Failure
|
2,538 |
H31951
|
H
| 298.9 | 308.7 | 1,353 | 48.1 | 79 | 0 |
No Failure
|
7,208 |
M22067
|
M
| 299.7 | 309.6 | 1,540 | 34.4 | 91 | 0 |
No Failure
|
3,049 |
L50228
|
L
| 300.2 | 309.3 | 1,532 | 43.2 | 53 | 0 |
No Failure
|
8,565 |
M23424
|
M
| 298 | 308.7 | 1,614 | 30.7 | 106 | 0 |
No Failure
|
302 |
L47481
|
L
| 297.7 | 308.4 | 1,740 | 27.1 | 136 | 0 |
No Failure
|
2,411 |
L49590
|
L
| 299.1 | 308.5 | 1,689 | 32.1 | 192 | 0 |
No Failure
|
6,089 |
L53268
|
L
| 300.9 | 310.8 | 1,476 | 39 | 10 | 0 |
No Failure
|
3,055 |
H32468
|
H
| 300.2 | 309.3 | 1,342 | 48.7 | 68 | 0 |
No Failure
|
9,992 |
M24851
|
M
| 298.9 | 308.4 | 1,827 | 26.1 | 5 | 0 |
No Failure
|
2,812 |
L49991
|
L
| 299.9 | 309.2 | 1,761 | 25.6 | 115 | 0 |
No Failure
|
9,828 |
M24687
|
M
| 298.3 | 309.3 | 1,376 | 57 | 198 | 0 |
No Failure
|
1,112 |
H30525
|
H
| 296.5 | 307.4 | 1,432 | 49.2 | 64 | 0 |
No Failure
|
3,094 |
L50273
|
L
| 300 | 309.3 | 1,397 | 51.2 | 173 | 0 |
No Failure
|
4,150 |
L51329
|
L
| 301.9 | 310.4 | 1,603 | 37.6 | 69 | 0 |
No Failure
|
1,237 |
H30650
|
H
| 297.1 | 308.4 | 1,359 | 46.6 | 176 | 0 |
No Failure
|
9,781 |
M24640
|
M
| 298.8 | 309.8 | 1,477 | 46.7 | 59 | 0 |
No Failure
|
7,437 |
L54616
|
L
| 300 | 311.4 | 1,487 | 41.2 | 22 | 0 |
No Failure
|
3,057 |
L50236
|
L
| 300.2 | 309.2 | 1,667 | 29.9 | 75 | 0 |
No Failure
|
6,982 |
H36395
|
H
| 300.8 | 311.2 | 1,612 | 32.5 | 143 | 0 |
No Failure
|
8,239 |
L55418
|
L
| 299.1 | 310.4 | 1,519 | 45.3 | 92 | 0 |
No Failure
|
5,319 |
L52498
|
L
| 303.5 | 312.6 | 1,496 | 39 | 21 | 0 |
No Failure
|
5,586 |
M20445
|
M
| 302.5 | 312 | 1,642 | 29.1 | 46 | 0 |
No Failure
|
6,337 |
L53516
|
L
| 300.4 | 309.8 | 1,395 | 48.1 | 201 | 0 |
No Failure
|
1,031 |
L48210
|
L
| 296.3 | 307.4 | 1,760 | 28.4 | 56 | 0 |
No Failure
|
3,216 |
M18075
|
M
| 300.5 | 309.4 | 2,179 | 16.3 | 59 | 0 |
No Failure
|
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