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