vibration_x float64 -32.43 51.6 | vibration_y float64 -41.91 32 | vibration_z float64 -36.04 29.8 | temperature float64 -31.1 41 | pressure float64 -11.42 24.4 | current float64 -3.95 27.5 | flow_rate float64 -11.49 29.2 | acoustic_db float64 -7.28 29.1 | label int64 0 12 | fault_type stringclasses 13
values |
|---|---|---|---|---|---|---|---|---|---|
0.445303 | -2.264863 | -0.633666 | 1.119941 | -2.512288 | -0.240794 | -0.075385 | -1.540684 | 7 | electrical_fault |
0.578476 | 0.503162 | 0.632038 | 0.096734 | -1.16182 | -0.404666 | -0.466623 | 0.029161 | 7 | electrical_fault |
-0.761958 | 1.154684 | -0.008867 | -0.299642 | -1.035971 | 0.963836 | 0.628538 | 0.221512 | 12 | leakage |
1.803446 | 0.223086 | 1.814883 | 0.165705 | -1.263727 | 1.11345 | -0.022315 | 1.430237 | 10 | cavitation |
0.31442 | 0.126738 | -1.807104 | -1.758369 | -0.090158 | -0.449859 | -0.321985 | 0.378947 | 2 | shaft_imbalance |
-0.817036 | 0.155742 | 0.811543 | 0.250419 | -0.677988 | 0.980374 | -0.089982 | -0.744513 | 5 | thermal_runaway |
-0.270989 | 0.715524 | 0.536167 | 0.634556 | -0.258178 | 1.00338 | 0.347833 | -0.59115 | 7 | electrical_fault |
0.176259 | 2.638337 | -0.153543 | -0.177271 | 1.130096 | -0.472396 | 0.857694 | -0.066551 | 10 | cavitation |
-0.136045 | 0.918128 | -0.337686 | -0.775522 | -2.265511 | -0.909869 | -0.698268 | 0.321418 | 0 | normal |
1.181228 | 1.202498 | 2.657353 | -0.085186 | 2.071216 | 0.683151 | -0.980039 | -1.710055 | 5 | thermal_runaway |
-2.378868 | 0.099548 | 0.227436 | -0.22157 | 0.814379 | 0.984927 | 0.204385 | 2.3136 | 7 | electrical_fault |
0.320446 | 0.235174 | 0.073455 | -0.486476 | 0.41987 | -0.018613 | 0.545697 | 0.409831 | 8 | sensor_drift |
2.685516 | -0.429272 | 1.274967 | 0.898441 | -0.415539 | 1.525469 | -0.892608 | -0.07505 | 7 | electrical_fault |
0.657846 | 0.384229 | 0.42948 | -0.518736 | -0.745307 | 1.501432 | 0.380449 | -0.617689 | 4 | misalignment |
0.421219 | -0.154882 | 0.103785 | -0.833473 | -1.027458 | 0.603565 | 0.519785 | -0.357753 | 5 | thermal_runaway |
0.00306 | 0.118404 | -0.98053 | -0.281956 | -0.513448 | -0.494498 | 0.75764 | 0.46235 | 0 | normal |
0.191363 | -0.350515 | 0.846876 | -1.453542 | 0.889706 | -0.453696 | -1.036989 | 0.184531 | 11 | blockage |
-1.534897 | 0.325234 | 0.236547 | 1.634864 | 0.717172 | -2.173362 | -0.408762 | 1.663873 | 5 | thermal_runaway |
0.143916 | 0.841201 | 0.44024 | -2.638184 | 0.332934 | -0.059456 | 0.160299 | -0.350335 | 4 | misalignment |
-0.720372 | 0.474055 | -0.499968 | -1.089807 | 0.344544 | -1.666089 | -1.629452 | -0.819369 | 6 | thermal_cycling |
0.574407 | 1.696887 | -1.051899 | -0.86301 | -2.060082 | 1.260424 | -0.447891 | -0.051833 | 4 | misalignment |
-0.050513 | 0.15882 | 0.475667 | -1.798195 | 0.313113 | -1.607013 | -0.368521 | 0.641757 | 8 | sensor_drift |
-3.322633 | -2.149232 | -1.318493 | -0.049064 | 0.72796 | -1.188553 | 0.328865 | -0.540994 | 4 | misalignment |
0.060164 | -0.404573 | 0.653449 | -0.877806 | 0.865051 | -0.315009 | 0.658899 | 0.83975 | 0 | normal |
-0.494838 | -0.056261 | -0.807645 | 0.099002 | 0.156489 | 1.397999 | -0.768242 | 0.733818 | 5 | thermal_runaway |
0.076319 | -1.164361 | -0.730405 | -1.547032 | 1.758553 | 0.139763 | -0.311659 | -0.669505 | 5 | thermal_runaway |
1.842427 | -0.93207 | -0.536857 | -1.320451 | -0.080288 | 1.383913 | -0.701477 | -0.944333 | 8 | sensor_drift |
-0.477051 | -0.054923 | 0.234976 | -0.69196 | 1.086852 | -0.946706 | 0.956885 | 0.28991 | 4 | misalignment |
-1.221259 | -0.655317 | 0.453696 | -0.85417 | 1.111276 | -0.074454 | -0.393281 | 0.496993 | 12 | leakage |
-0.365638 | -0.29867 | 1.382257 | -0.179539 | 0.942886 | 0.04726 | -0.115766 | 0.623949 | 0 | normal |
-0.205389 | -1.703116 | 0.16732 | -0.339543 | 0.531694 | 2.32485 | -0.959265 | -0.73279 | 9 | intermittent_contact |
-1.209128 | 0.12841 | -0.172883 | 1.344215 | 1.206422 | -1.380524 | 1.339818 | -0.150758 | 2 | shaft_imbalance |
0.346256 | 1.196965 | -0.188839 | -0.378657 | -0.051493 | 0.295346 | 3.890842 | -0.196856 | 0 | normal |
-0.312144 | 1.396374 | -3.562676 | 1.287446 | 2.525037 | 0.075426 | 0.279554 | -0.326067 | 10 | cavitation |
-0.11437 | 1.213743 | 1.663195 | 0.784573 | -0.987417 | 0.041031 | 0.75478 | -0.031506 | 2 | shaft_imbalance |
1.845058 | 0.986291 | -1.322601 | 2.041098 | 1.483926 | -0.87198 | 0.743948 | -0.224307 | 8 | sensor_drift |
1.29247 | 2.731549 | 2.184277 | -1.747634 | 1.627328 | -1.048643 | 0.634209 | 0.460611 | 11 | blockage |
1.804547 | 0.441234 | -1.883999 | -0.964318 | -0.586571 | -0.349887 | -0.866208 | -0.749893 | 4 | misalignment |
3.348378 | -0.948129 | 0.468146 | -0.227811 | -0.221396 | -0.020558 | 0.330565 | -0.639361 | 6 | thermal_cycling |
-0.713862 | -0.760539 | 0.600653 | 0.69894 | -0.534828 | 0.320219 | -0.421063 | -0.321053 | 5 | thermal_runaway |
2.621666 | 0.00345 | -1.509071 | -0.034704 | 0.794757 | 0.454879 | -1.018205 | -0.337997 | 0 | normal |
0.166416 | 1.056351 | 1.044528 | 0.600519 | 0.612944 | -1.052676 | 0.160925 | -1.423379 | 12 | leakage |
2.209529 | 0.057957 | 2.239685 | -1.449443 | 0.545083 | 1.061849 | 0.018494 | -1.948155 | 4 | misalignment |
3.634917 | 0.840305 | 0.499614 | 1.027184 | 1.166977 | 0.334849 | -0.052869 | -0.578298 | 9 | intermittent_contact |
-0.937562 | -0.021004 | 2.059166 | 1.099015 | 0.499796 | -0.430377 | 0.626692 | -1.642491 | 8 | sensor_drift |
-0.851375 | -1.070023 | 0.7068 | -0.064423 | 2.958014 | -0.478458 | -1.536763 | -0.198746 | 8 | sensor_drift |
-1.034786 | 0.31607 | 0.016025 | -1.132019 | 0.781009 | -0.443537 | -0.687872 | 1.367512 | 7 | electrical_fault |
-0.456626 | 0.113087 | 0.014414 | 0.503711 | 1.018817 | 0.000895 | 0.717169 | 0.38583 | 6 | thermal_cycling |
-2.401522 | -2.420445 | 0.680215 | 0.796633 | 0.787441 | 0.517548 | 1.037815 | 1.130286 | 2 | shaft_imbalance |
-1.419199 | 1.233264 | -0.90961 | 0.479188 | 0.20113 | -0.540896 | 0.971406 | -0.375053 | 1 | bearing_degradation |
-0.856741 | -0.763884 | -2.083016 | 1.172387 | -0.508749 | -0.323014 | -0.860991 | 0.565537 | 0 | normal |
-2.072838 | -2.049106 | -0.389077 | 1.604398 | 0.557982 | -0.781359 | -1.122486 | -0.025507 | 7 | electrical_fault |
1.473075 | 0.06762 | -1.333253 | -0.479748 | -1.377432 | -0.586686 | -3.514354 | 0.838857 | 8 | sensor_drift |
0.169634 | 0.031285 | -1.278865 | -1.531864 | -0.10842 | -0.762682 | -0.595829 | 0.880772 | 9 | intermittent_contact |
0.2536 | -0.613344 | 0.210461 | -2.309328 | 0.369617 | 0.37328 | -2.072042 | -1.871065 | 8 | sensor_drift |
1.256997 | 0.729959 | -0.44424 | 0.901487 | 0.319876 | -0.549895 | 1.112052 | 1.401713 | 12 | leakage |
-1.693388 | -2.153617 | 0.301403 | -0.881285 | 0.128004 | -0.573414 | 0.353511 | 0.580474 | 6 | thermal_cycling |
0.339408 | 0.456502 | 0.981965 | 0.828435 | 0.333685 | 1.328479 | 1.369291 | 1.535707 | 4 | misalignment |
-0.053919 | 1.102469 | -0.116449 | -0.314435 | 0.314484 | -0.994566 | 0.749904 | -0.017245 | 11 | blockage |
0.213482 | 0.307249 | 0.454417 | 0.433286 | 0.584138 | -0.409788 | -1.730278 | 0.623219 | 10 | cavitation |
-0.06176 | -0.71812 | 0.465191 | 1.492275 | -0.747764 | 0.115547 | 0.313601 | -0.278015 | 1 | bearing_degradation |
2.270943 | 0.924464 | -0.216693 | 0.405522 | 0.569505 | -1.265046 | 0.053245 | -0.025491 | 10 | cavitation |
-1.086197 | 2.240472 | -1.900667 | 0.34431 | 0.510205 | 0.864174 | -1.072496 | -1.187653 | 10 | cavitation |
-1.7105 | 0.200049 | -1.201704 | 0.59153 | -1.275914 | 0.784943 | -1.396947 | -0.948914 | 9 | intermittent_contact |
-0.970478 | -0.566829 | 0.077903 | -0.446762 | 1.959132 | -0.460669 | -0.253802 | 1.378421 | 12 | leakage |
-1.615174 | -0.299796 | 1.461017 | -1.862586 | -1.194954 | -1.718201 | 0.781663 | 1.86897 | 12 | leakage |
-2.490003 | -1.562828 | 2.409956 | -1.239688 | -0.303372 | 0.144314 | 0.344908 | -0.000782 | 6 | thermal_cycling |
0.122331 | -0.309842 | -0.54791 | 0.144368 | 1.672054 | -0.867086 | 0.562371 | 0.855227 | 3 | gear_tooth_crack |
1.085978 | 0.758108 | 0.382572 | 0.044472 | 0.787809 | 0.590207 | 0.182292 | 0.748058 | 7 | electrical_fault |
0.16066 | 0.127806 | 0.594145 | 1.182598 | -1.14274 | -1.056074 | -0.550967 | -0.440148 | 7 | electrical_fault |
0.053815 | -0.4509 | -0.530575 | -2.178568 | -0.040395 | -0.613912 | 0.276808 | 3.073136 | 5 | thermal_runaway |
1.77355 | -1.184624 | -1.421907 | -0.79333 | -0.763352 | -0.314702 | -1.06357 | 0.617477 | 5 | thermal_runaway |
-0.310432 | 0.256943 | -0.206119 | -0.304986 | -1.660748 | 1.969957 | 0.543002 | -1.113416 | 6 | thermal_cycling |
1.218591 | -0.635197 | -0.561765 | 0.865336 | 0.30003 | 0.322571 | 0.236675 | -0.050628 | 0 | normal |
0.677035 | -0.746465 | -0.635762 | 0.252693 | -0.27227 | -0.377485 | -1.178177 | 2.287028 | 6 | thermal_cycling |
-1.862621 | -0.718879 | 1.68035 | -2.104549 | 1.887139 | 0.605766 | 0.252668 | -1.431544 | 8 | sensor_drift |
-1.388334 | 1.048154 | 1.069922 | -1.369285 | -1.976277 | -0.304936 | -0.241314 | 0.007813 | 5 | thermal_runaway |
0.644161 | -0.33089 | 0.791794 | -2.67126 | -0.199098 | 0.699189 | -1.134356 | 0.310426 | 10 | cavitation |
-1.201645 | 2.207353 | 0.568999 | -0.507461 | 1.439089 | 1.76295 | 0.4022 | -0.204573 | 10 | cavitation |
-1.544138 | -0.91901 | -1.058155 | 2.111804 | 0.370092 | -1.021378 | -0.995362 | 1.565088 | 8 | sensor_drift |
0.332957 | -2.327085 | 1.410963 | 1.323111 | 1.252103 | 0.128169 | 0.571551 | 0.140142 | 7 | electrical_fault |
0.977004 | -0.280276 | -0.359726 | -0.388371 | -0.326017 | -0.002752 | -0.391397 | -0.036225 | 12 | leakage |
-0.970189 | -0.524042 | 0.335838 | -1.417897 | -0.06499 | 0.346541 | -0.300669 | 0.154895 | 9 | intermittent_contact |
3.785356 | 1.503233 | 0.626809 | -2.326923 | 0.647655 | -0.925592 | 0.205329 | 0.445799 | 4 | misalignment |
0.82952 | 0.872141 | -0.024069 | -0.786438 | 0.632265 | 1.071792 | 0.831132 | -0.788282 | 0 | normal |
-0.099508 | 1.052897 | 0.598473 | -0.983871 | -2.038903 | -0.310887 | -1.276442 | -0.095463 | 6 | thermal_cycling |
0.902911 | 0.364512 | -0.033454 | 2.092757 | 0.322292 | 0.085942 | -0.176993 | 0.436161 | 7 | electrical_fault |
-1.878098 | -1.081967 | -0.287339 | 0.304739 | 2.115986 | -0.741655 | 0.446481 | 0.951601 | 12 | leakage |
-0.689806 | -1.546237 | -1.754892 | 0.836736 | -0.411984 | 1.8472 | -0.630566 | -0.494448 | 4 | misalignment |
0.111713 | -0.051057 | 0.384365 | -0.906552 | 1.51416 | -0.299756 | 1.680701 | -2.176427 | 7 | electrical_fault |
0.69641 | -2.095995 | 0.959425 | 0.814814 | -0.77364 | 1.876223 | 0.976355 | 0.229952 | 9 | intermittent_contact |
0.028314 | 1.118625 | -1.65713 | -0.457584 | -0.402714 | -0.585925 | 0.077416 | -2.042687 | 11 | blockage |
-0.875128 | -0.716807 | -0.17245 | -0.161769 | 0.54638 | -0.678337 | -0.641811 | 0.872434 | 2 | shaft_imbalance |
0.261619 | 1.95826 | 1.132894 | 0.00166 | -0.303211 | 0.545445 | 0.415484 | 0.797701 | 1 | bearing_degradation |
-1.489429 | -1.021071 | -0.438911 | -1.094939 | 0.954735 | -0.858628 | -0.632025 | 0.385021 | 12 | leakage |
0.326396 | 0.729599 | 2.022676 | -1.284875 | -0.391419 | -0.03821 | -0.515392 | 1.15811 | 8 | sensor_drift |
0.882921 | 0.349276 | -1.225498 | -0.049959 | 0.104587 | 0.073236 | 1.799386 | -1.061316 | 9 | intermittent_contact |
0.206886 | -3.292285 | -2.73945 | 0.430677 | -1.253334 | 1.161199 | 0.352723 | -0.12607 | 4 | misalignment |
0.520685 | -3.143523 | 0.812073 | 1.131825 | 1.800394 | 1.71814 | 0.40111 | 0.778566 | 8 | sensor_drift |
0.158323 | -0.392152 | -0.960386 | 0.162086 | -1.298507 | -0.216413 | -0.146069 | 1.180115 | 6 | thermal_cycling |
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