Search is not available for this dataset
Time
int64 | V1
float64 | V2
float64 | V3
float64 | V4
float64 | V5
float64 | V6
float64 | V7
float64 | V8
float64 | V9
float64 | V10
float64 | V11
float64 | V12
float64 | V13
float64 | V14
float64 | V15
float64 | V16
float64 | V17
float64 | V18
float64 | V19
float64 | V20
float64 | V21
float64 | V22
float64 | V23
float64 | V24
float64 | V25
float64 | V26
float64 | V27
float64 | V28
float64 | Amount
float64 | Class
int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0
| -1.359807
| -0.072781
| 2.536347
| 1.378155
| -0.338321
| 0.462388
| 0.239599
| 0.098698
| 0.363787
| 0.090794
| -0.5516
| -0.617801
| -0.99139
| -0.311169
| 1.468177
| -0.470401
| 0.207971
| 0.025791
| 0.403993
| 0.251412
| -0.018307
| 0.277838
| -0.110474
| 0.066928
| 0.128539
| -0.189115
| 0.133558
| -0.021053
| 149.62
| 0
|
0
| 1.191857
| 0.266151
| 0.16648
| 0.448154
| 0.060018
| -0.082361
| -0.078803
| 0.085102
| -0.255425
| -0.166974
| 1.612727
| 1.065235
| 0.489095
| -0.143772
| 0.635558
| 0.463917
| -0.114805
| -0.183361
| -0.145783
| -0.069083
| -0.225775
| -0.638672
| 0.101288
| -0.339846
| 0.16717
| 0.125895
| -0.008983
| 0.014724
| 2.69
| 0
|
1
| -1.358354
| -1.340163
| 1.773209
| 0.37978
| -0.503198
| 1.800499
| 0.791461
| 0.247676
| -1.514654
| 0.207643
| 0.624501
| 0.066084
| 0.717293
| -0.165946
| 2.345865
| -2.890083
| 1.109969
| -0.121359
| -2.261857
| 0.52498
| 0.247998
| 0.771679
| 0.909412
| -0.689281
| -0.327642
| -0.139097
| -0.055353
| -0.059752
| 378.66
| 0
|
1
| -0.966272
| -0.185226
| 1.792993
| -0.863291
| -0.010309
| 1.247203
| 0.237609
| 0.377436
| -1.387024
| -0.054952
| -0.226487
| 0.178228
| 0.507757
| -0.287924
| -0.631418
| -1.059647
| -0.684093
| 1.965775
| -1.232622
| -0.208038
| -0.1083
| 0.005274
| -0.190321
| -1.175575
| 0.647376
| -0.221929
| 0.062723
| 0.061458
| 123.5
| 0
|
2
| -1.158233
| 0.877737
| 1.548718
| 0.403034
| -0.407193
| 0.095921
| 0.592941
| -0.270533
| 0.817739
| 0.753074
| -0.822843
| 0.538196
| 1.345852
| -1.11967
| 0.175121
| -0.451449
| -0.237033
| -0.038195
| 0.803487
| 0.408542
| -0.009431
| 0.798278
| -0.137458
| 0.141267
| -0.20601
| 0.502292
| 0.219422
| 0.215153
| 69.99
| 0
|
2
| -0.425966
| 0.960523
| 1.141109
| -0.168252
| 0.420987
| -0.029728
| 0.476201
| 0.260314
| -0.568671
| -0.371407
| 1.341262
| 0.359894
| -0.358091
| -0.137134
| 0.517617
| 0.401726
| -0.058133
| 0.068653
| -0.033194
| 0.084968
| -0.208254
| -0.559825
| -0.026398
| -0.371427
| -0.232794
| 0.105915
| 0.253844
| 0.08108
| 3.67
| 0
|
4
| 1.229658
| 0.141004
| 0.045371
| 1.202613
| 0.191881
| 0.272708
| -0.005159
| 0.081213
| 0.46496
| -0.099254
| -1.416907
| -0.153826
| -0.751063
| 0.167372
| 0.050144
| -0.443587
| 0.002821
| -0.611987
| -0.045575
| -0.219633
| -0.167716
| -0.27071
| -0.154104
| -0.780055
| 0.750137
| -0.257237
| 0.034507
| 0.005168
| 4.99
| 0
|
7
| -0.644269
| 1.417964
| 1.07438
| -0.492199
| 0.948934
| 0.428118
| 1.120631
| -3.807864
| 0.615375
| 1.249376
| -0.619468
| 0.291474
| 1.757964
| -1.323865
| 0.686133
| -0.076127
| -1.222127
| -0.358222
| 0.324505
| -0.156742
| 1.943465
| -1.015455
| 0.057504
| -0.649709
| -0.415267
| -0.051634
| -1.206921
| -1.085339
| 40.8
| 0
|
7
| -0.894286
| 0.286157
| -0.113192
| -0.271526
| 2.669599
| 3.721818
| 0.370145
| 0.851084
| -0.392048
| -0.41043
| -0.705117
| -0.110452
| -0.286254
| 0.074355
| -0.328783
| -0.210077
| -0.499768
| 0.118765
| 0.570328
| 0.052736
| -0.073425
| -0.268092
| -0.204233
| 1.011592
| 0.373205
| -0.384157
| 0.011747
| 0.142404
| 93.2
| 0
|
9
| -0.338262
| 1.119593
| 1.044367
| -0.222187
| 0.499361
| -0.246761
| 0.651583
| 0.069539
| -0.736727
| -0.366846
| 1.017614
| 0.83639
| 1.006844
| -0.443523
| 0.150219
| 0.739453
| -0.54098
| 0.476677
| 0.451773
| 0.203711
| -0.246914
| -0.633753
| -0.120794
| -0.38505
| -0.069733
| 0.094199
| 0.246219
| 0.083076
| 3.68
| 0
|
10
| 1.449044
| -1.176339
| 0.91386
| -1.375667
| -1.971383
| -0.629152
| -1.423236
| 0.048456
| -1.720408
| 1.626659
| 1.199644
| -0.67144
| -0.513947
| -0.095045
| 0.23093
| 0.031967
| 0.253415
| 0.854344
| -0.221365
| -0.387226
| -0.009302
| 0.313894
| 0.02774
| 0.500512
| 0.251367
| -0.129478
| 0.04285
| 0.016253
| 7.8
| 0
|
10
| 0.384978
| 0.616109
| -0.8743
| -0.094019
| 2.924584
| 3.317027
| 0.470455
| 0.538247
| -0.558895
| 0.309755
| -0.259116
| -0.326143
| -0.090047
| 0.362832
| 0.928904
| -0.129487
| -0.809979
| 0.359985
| 0.707664
| 0.125992
| 0.049924
| 0.238422
| 0.00913
| 0.99671
| -0.767315
| -0.492208
| 0.042472
| -0.054337
| 9.99
| 0
|
10
| 1.249999
| -1.221637
| 0.38393
| -1.234899
| -1.485419
| -0.75323
| -0.689405
| -0.227487
| -2.094011
| 1.323729
| 0.227666
| -0.242682
| 1.205417
| -0.317631
| 0.725675
| -0.815612
| 0.873936
| -0.847789
| -0.683193
| -0.102756
| -0.231809
| -0.483285
| 0.084668
| 0.392831
| 0.161135
| -0.35499
| 0.026416
| 0.042422
| 121.5
| 0
|
11
| 1.069374
| 0.287722
| 0.828613
| 2.71252
| -0.178398
| 0.337544
| -0.096717
| 0.115982
| -0.221083
| 0.46023
| -0.773657
| 0.323387
| -0.011076
| -0.178485
| -0.655564
| -0.199925
| 0.124005
| -0.980496
| -0.982916
| -0.153197
| -0.036876
| 0.074412
| -0.071407
| 0.104744
| 0.548265
| 0.104094
| 0.021491
| 0.021293
| 27.5
| 0
|
12
| -2.791855
| -0.327771
| 1.64175
| 1.767473
| -0.136588
| 0.807596
| -0.422911
| -1.907107
| 0.755713
| 1.151087
| 0.844555
| 0.792944
| 0.370448
| -0.734975
| 0.406796
| -0.303058
| -0.155869
| 0.778265
| 2.221868
| -1.582122
| 1.151663
| 0.222182
| 1.020586
| 0.028317
| -0.232746
| -0.235557
| -0.164778
| -0.030154
| 58.8
| 0
|
12
| -0.752417
| 0.345485
| 2.057323
| -1.468643
| -1.158394
| -0.07785
| -0.608581
| 0.003603
| -0.436167
| 0.747731
| -0.793981
| -0.770407
| 1.047627
| -1.066604
| 1.106953
| 1.660114
| -0.279265
| -0.419994
| 0.432535
| 0.263451
| 0.499625
| 1.35365
| -0.256573
| -0.065084
| -0.039124
| -0.087086
| -0.180998
| 0.129394
| 15.99
| 0
|
12
| 1.103215
| -0.040296
| 1.267332
| 1.289091
| -0.735997
| 0.288069
| -0.586057
| 0.18938
| 0.782333
| -0.267975
| -0.450311
| 0.936708
| 0.70838
| -0.468647
| 0.354574
| -0.246635
| -0.009212
| -0.595912
| -0.575682
| -0.11391
| -0.024612
| 0.196002
| 0.013802
| 0.103758
| 0.364298
| -0.382261
| 0.092809
| 0.037051
| 12.99
| 0
|
13
| -0.436905
| 0.918966
| 0.924591
| -0.727219
| 0.915679
| -0.127867
| 0.707642
| 0.087962
| -0.665271
| -0.73798
| 0.324098
| 0.277192
| 0.252624
| -0.291896
| -0.18452
| 1.143174
| -0.928709
| 0.68047
| 0.025436
| -0.047021
| -0.194796
| -0.672638
| -0.156858
| -0.888386
| -0.342413
| -0.049027
| 0.079692
| 0.131024
| 0.89
| 0
|
14
| -5.401258
| -5.450148
| 1.186305
| 1.736239
| 3.049106
| -1.763406
| -1.559738
| 0.160842
| 1.23309
| 0.345173
| 0.91723
| 0.970117
| -0.266568
| -0.47913
| -0.526609
| 0.472004
| -0.725481
| 0.075081
| -0.406867
| -2.196848
| -0.5036
| 0.98446
| 2.458589
| 0.042119
| -0.481631
| -0.621272
| 0.392053
| 0.949594
| 46.8
| 0
|
15
| 1.492936
| -1.029346
| 0.454795
| -1.438026
| -1.555434
| -0.720961
| -1.080664
| -0.053127
| -1.978682
| 1.638076
| 1.077542
| -0.632047
| -0.416957
| 0.052011
| -0.042979
| -0.166432
| 0.304241
| 0.554432
| 0.05423
| -0.38791
| -0.17765
| -0.175074
| 0.040002
| 0.295814
| 0.332931
| -0.220385
| 0.022298
| 0.007602
| 5
| 0
|
16
| 0.694885
| -1.361819
| 1.029221
| 0.834159
| -1.191209
| 1.309109
| -0.878586
| 0.44529
| -0.446196
| 0.568521
| 1.019151
| 1.298329
| 0.42048
| -0.372651
| -0.80798
| -2.044557
| 0.515663
| 0.625847
| -1.300408
| -0.138334
| -0.295583
| -0.571955
| -0.050881
| -0.304215
| 0.072001
| -0.422234
| 0.086553
| 0.063499
| 231.71
| 0
|
17
| 0.962496
| 0.328461
| -0.171479
| 2.109204
| 1.129566
| 1.696038
| 0.107712
| 0.521502
| -1.191311
| 0.724396
| 1.69033
| 0.406774
| -0.936421
| 0.983739
| 0.710911
| -0.602232
| 0.402484
| -1.737162
| -2.027612
| -0.269321
| 0.143997
| 0.402492
| -0.048508
| -1.371866
| 0.390814
| 0.199964
| 0.016371
| -0.014605
| 34.09
| 0
|
18
| 1.166616
| 0.50212
| -0.0673
| 2.261569
| 0.428804
| 0.089474
| 0.241147
| 0.138082
| -0.989162
| 0.922175
| 0.744786
| -0.531377
| -2.105346
| 1.12687
| 0.003075
| 0.424425
| -0.454475
| -0.098871
| -0.816597
| -0.307169
| 0.018702
| -0.061972
| -0.103855
| -0.370415
| 0.6032
| 0.108556
| -0.040521
| -0.011418
| 2.28
| 0
|
18
| 0.247491
| 0.277666
| 1.185471
| -0.092603
| -1.314394
| -0.150116
| -0.946365
| -1.617935
| 1.544071
| -0.829881
| -0.5832
| 0.524933
| -0.453375
| 0.081393
| 1.555204
| -1.396895
| 0.783131
| 0.436621
| 2.177807
| -0.230983
| 1.65018
| 0.200454
| -0.185353
| 0.423073
| 0.820591
| -0.227632
| 0.336634
| 0.250475
| 22.75
| 0
|
22
| -1.946525
| -0.044901
| -0.40557
| -1.013057
| 2.941968
| 2.955053
| -0.063063
| 0.855546
| 0.049967
| 0.573743
| -0.081257
| -0.215745
| 0.044161
| 0.033898
| 1.190718
| 0.578843
| -0.975667
| 0.044063
| 0.488603
| -0.216715
| -0.579526
| -0.799229
| 0.8703
| 0.983421
| 0.321201
| 0.14965
| 0.707519
| 0.0146
| 0.89
| 0
|
22
| -2.074295
| -0.121482
| 1.322021
| 0.410008
| 0.295198
| -0.959537
| 0.543985
| -0.104627
| 0.475664
| 0.149451
| -0.856566
| -0.180523
| -0.655233
| -0.279797
| -0.211668
| -0.333321
| 0.010751
| -0.488473
| 0.505751
| -0.386694
| -0.403639
| -0.227404
| 0.742435
| 0.398535
| 0.249212
| 0.274404
| 0.359969
| 0.243232
| 26.43
| 0
|
23
| 1.173285
| 0.353498
| 0.283905
| 1.133563
| -0.172577
| -0.916054
| 0.369025
| -0.32726
| -0.246651
| -0.046139
| -0.143419
| 0.97935
| 1.492285
| 0.101418
| 0.761478
| -0.014584
| -0.51164
| -0.325056
| -0.390934
| 0.027878
| 0.067003
| 0.227812
| -0.150487
| 0.435045
| 0.724825
| -0.337082
| 0.016368
| 0.030041
| 41.88
| 0
|
23
| 1.322707
| -0.174041
| 0.434555
| 0.576038
| -0.836758
| -0.831083
| -0.264905
| -0.220982
| -1.071425
| 0.868559
| -0.641506
| -0.111316
| 0.361485
| 0.171945
| 0.782167
| -1.355871
| -0.216935
| 1.271765
| -1.240622
| -0.522951
| -0.284376
| -0.323357
| -0.03771
| 0.347151
| 0.559639
| -0.280158
| 0.042335
| 0.028822
| 16
| 0
|
23
| -0.414289
| 0.905437
| 1.727453
| 1.473471
| 0.007443
| -0.200331
| 0.740228
| -0.029247
| -0.593392
| -0.346188
| -0.012142
| 0.786796
| 0.635954
| -0.086324
| 0.076804
| -1.405919
| 0.775592
| -0.942889
| 0.543969
| 0.097308
| 0.077237
| 0.457331
| -0.0385
| 0.642522
| -0.183891
| -0.277464
| 0.182687
| 0.152665
| 33
| 0
|
23
| 1.059387
| -0.175319
| 1.26613
| 1.18611
| -0.786002
| 0.578435
| -0.767084
| 0.401046
| 0.6995
| -0.064738
| 1.048292
| 1.005618
| -0.542002
| -0.039915
| -0.218683
| 0.004476
| -0.193554
| 0.042388
| -0.277834
| -0.178023
| 0.013676
| 0.213734
| 0.014462
| 0.002951
| 0.294638
| -0.39507
| 0.081461
| 0.02422
| 12.99
| 0
|
24
| 1.237429
| 0.061043
| 0.380526
| 0.761564
| -0.359771
| -0.494084
| 0.006494
| -0.133862
| 0.43881
| -0.207358
| -0.929182
| 0.527106
| 0.348676
| -0.152535
| -0.218386
| -0.191552
| -0.116581
| -0.633791
| 0.348416
| -0.066351
| -0.245682
| -0.5309
| -0.044265
| 0.079168
| 0.509136
| 0.288858
| -0.022705
| 0.011836
| 17.28
| 0
|
25
| 1.114009
| 0.085546
| 0.493702
| 1.33576
| -0.300189
| -0.010754
| -0.11876
| 0.188617
| 0.205687
| 0.082262
| 1.133556
| 0.626699
| -1.49278
| 0.520788
| -0.674593
| -0.529108
| 0.158256
| -0.398751
| -0.145709
| -0.273832
| -0.053234
| -0.00476
| -0.03147
| 0.198054
| 0.565007
| -0.337718
| 0.029057
| 0.004453
| 4.45
| 0
|
26
| -0.529912
| 0.873892
| 1.347247
| 0.145457
| 0.414209
| 0.100223
| 0.711206
| 0.176066
| -0.286717
| -0.484688
| 0.87249
| 0.851636
| -0.571745
| 0.100974
| -1.519772
| -0.284376
| -0.310524
| -0.404248
| -0.823374
| -0.290348
| 0.046949
| 0.208105
| -0.185548
| 0.001031
| 0.098816
| -0.552904
| -0.073288
| 0.023307
| 6.14
| 0
|
26
| -0.529912
| 0.873892
| 1.347247
| 0.145457
| 0.414209
| 0.100223
| 0.711206
| 0.176066
| -0.286717
| -0.484688
| 0.87249
| 0.851636
| -0.571745
| 0.100974
| -1.519772
| -0.284376
| -0.310524
| -0.404248
| -0.823374
| -0.290348
| 0.046949
| 0.208105
| -0.185548
| 0.001031
| 0.098816
| -0.552904
| -0.073288
| 0.023307
| 6.14
| 0
|
26
| -0.535388
| 0.865268
| 1.351076
| 0.147575
| 0.43368
| 0.086983
| 0.693039
| 0.179742
| -0.285642
| -0.482474
| 0.8718
| 0.853447
| -0.571822
| 0.102252
| -1.519991
| -0.285912
| -0.309633
| -0.403902
| -0.823743
| -0.283264
| 0.049526
| 0.206537
| -0.187108
| 0.000753
| 0.098117
| -0.553471
| -0.078306
| 0.025427
| 1.77
| 0
|
26
| -0.535388
| 0.865268
| 1.351076
| 0.147575
| 0.43368
| 0.086983
| 0.693039
| 0.179742
| -0.285642
| -0.482474
| 0.8718
| 0.853447
| -0.571822
| 0.102252
| -1.519991
| -0.285912
| -0.309633
| -0.403902
| -0.823743
| -0.283264
| 0.049526
| 0.206537
| -0.187108
| 0.000753
| 0.098117
| -0.553471
| -0.078306
| 0.025427
| 1.77
| 0
|
27
| -0.246046
| 0.473267
| 1.695738
| 0.262411
| -0.010866
| -0.610836
| 0.793937
| -0.247253
| 0.138879
| -0.401007
| -0.81205
| -0.183524
| -0.630113
| -0.286217
| -0.337046
| -0.428105
| -0.030602
| -0.504568
| 0.35518
| 0.045721
| -0.1946
| -0.335133
| -0.07818
| 0.392784
| -0.031157
| 0.198037
| -0.175347
| -0.203616
| 30.49
| 0
|
27
| -1.452187
| 1.765124
| 0.611669
| 1.176825
| -0.44598
| 0.246826
| -0.257566
| 1.092472
| -0.607524
| 0.047156
| 0.783727
| 1.096386
| -0.268094
| 0.768648
| -0.524367
| -0.808816
| 0.710386
| -0.118369
| 0.979288
| 0.008713
| 0.08228
| 0.325782
| -0.069107
| 0.020962
| -0.044668
| -0.243441
| 0.14918
| 0.120557
| 1.8
| 0
|
29
| 0.99637
| -0.122589
| 0.546819
| 0.70658
| 0.13456
| 1.156995
| -0.294561
| 0.407429
| 0.337863
| -0.40815
| 0.682646
| 1.25372
| 0.391917
| -0.037511
| 0.795302
| -1.668211
| 1.322995
| -2.830035
| -1.463432
| -0.203461
| -0.076302
| 0.108867
| 0.162231
| -0.575624
| 0.109795
| 0.373813
| 0.050552
| 0.005106
| 20.53
| 0
|
29
| 1.11088
| 0.168717
| 0.517144
| 1.325407
| -0.191573
| 0.019504
| -0.031849
| 0.11762
| 0.017665
| 0.044865
| 1.345075
| 1.28634
| -0.252267
| 0.274458
| -0.810394
| -0.587005
| 0.087451
| -0.550474
| -0.154749
| -0.19012
| -0.037709
| 0.095701
| -0.048198
| 0.232115
| 0.606201
| -0.342097
| 0.03677
| 0.00748
| 6.54
| 0
|
32
| 1.249055
| -0.624727
| -0.710589
| -0.9916
| 1.429973
| 3.692977
| -1.090209
| 0.967291
| 0.850149
| -0.307081
| -0.456245
| 0.229981
| -0.016913
| -0.220846
| 0.362418
| 0.315222
| -0.512265
| 0.118995
| 0.57472
| 0.097853
| -0.006293
| 0.0092
| -0.129463
| 1.11297
| 0.500382
| 1.196549
| -0.04822
| 0.005094
| 29.89
| 0
|
32
| -2.008872
| 2.198527
| 0.144242
| 1.159432
| -0.815174
| 0.182288
| -0.617108
| 1.530817
| -0.586832
| 0.129876
| 0.658479
| 1.265049
| -0.206518
| 1.013603
| -0.549414
| -0.708034
| 0.869643
| -0.09566
| 0.944395
| 0.02874
| 0.094917
| 0.294983
| 0.011081
| 0.015249
| 0.034211
| -0.236141
| 0.128291
| 0.117986
| 2.35
| 0
|
33
| -0.607877
| 1.031345
| 1.74045
| 1.232106
| 0.418592
| 0.119168
| 0.850893
| -0.176267
| -0.243501
| 0.148455
| -0.387003
| 0.398299
| 0.481917
| -0.365439
| 0.235545
| -1.347811
| 0.504648
| -0.798405
| 0.75971
| 0.254325
| -0.087329
| 0.258315
| -0.264775
| 0.118282
| 0.173508
| -0.217041
| 0.094312
| -0.033041
| 14.8
| 0
|
33
| -0.935732
| 0.170416
| 2.746261
| -1.077965
| -0.305594
| 0.011577
| -0.296178
| 0.402776
| -0.040472
| -0.852046
| 1.552109
| 0.953561
| 0.41543
| -0.2339
| 0.452336
| 0.844368
| -0.822739
| 0.338822
| -1.214234
| -0.005419
| 0.401212
| 1.064864
| -0.158325
| 0.295505
| -0.25937
| 0.754195
| 0.046664
| 0.093948
| 9.1
| 0
|
34
| -0.762256
| 0.127768
| 2.650056
| -1.875663
| -0.893356
| -0.268715
| -0.419864
| 0.146233
| -0.869635
| -0.038652
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| -0.502911
| 1.380826
| -1.039125
| 0.652842
| 1.898748
| -0.458414
| -0.559803
| -0.295103
| 0.359393
| 0.43335
| 1.260403
| -0.4047
| 0.094946
| 0.480976
| -0.090685
| 0.319223
| 0.1356
| 15.99
| 0
|
34
| 1.138316
| 0.056956
| 0.649419
| 0.873062
| -0.468466
| -0.410195
| -0.013898
| -0.07244
| 0.306788
| -0.269953
| -0.002602
| 1.124304
| 0.744207
| -0.188353
| -0.075662
| -0.709192
| 0.381219
| -1.37208
| -0.273701
| -0.078355
| -0.164222
| -0.247401
| 0.059405
| 0.456286
| 0.361004
| 0.274414
| -0.002498
| 0.017109
| 21.34
| 0
|
34
| -0.29154
| 0.445575
| 1.249752
| -1.735736
| 0.085756
| -0.121924
| 0.407716
| 0.095309
| 0.815902
| -1.491188
| -0.846191
| 0.056533
| -0.058954
| 0.151923
| 1.982595
| -0.443295
| -0.318251
| 0.064787
| 0.613505
| -0.033522
| -0.064906
| -0.120449
| -0.156526
| -0.800213
| -0.00062
| -0.835203
| 0.131001
| 0.062896
| 18.95
| 0
|
34
| 0.201686
| 0.497483
| 1.373913
| 0.571405
| -0.630658
| -0.539659
| -0.07627
| -0.917106
| 0.270008
| -0.480281
| -0.512533
| 0.680906
| 0.089923
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| -0.588819
| -0.477908
| 0.225389
| -0.66868
| -0.023599
| -0.222303
| 0.718961
| -0.171877
| -0.166205
| 0.776471
| 0.81846
| 0.442547
| 0.142757
| 0.219238
| 9.99
| 0
|
35
| 1.386397
| -0.794209
| 0.778224
| -0.864708
| -1.064132
| 0.351296
| -1.191455
| 0.052686
| -0.304404
| 0.576517
| -1.631112
| 0.04256
| 2.047898
| -0.739338
| 1.456222
| -0.27205
| -0.932007
| 1.926532
| -0.659939
| -0.273033
| -0.228727
| -0.123522
| -0.131025
| -0.929668
| 0.181379
| 1.194928
| 0.000531
| 0.019911
| 30.9
| 0
|
35
| -1.063236
| 1.418191
| 1.086673
| 1.24144
| 0.002306
| 0.045902
| 0.514121
| 0.241252
| -0.1545
| 0.280673
| -0.531948
| 0.589858
| 0.555087
| -0.116357
| 0.165886
| -1.23721
| 0.638414
| -0.776071
| 0.692806
| 0.235009
| -0.057228
| 0.314153
| -0.129863
| 0.114284
| -0.027812
| -0.259937
| 0.118754
| -0.008956
| 20.22
| 0
|
35
| 1.199356
| 0.129953
| 0.863585
| 1.002635
| -0.783761
| -0.884679
| -0.040743
| -0.208069
| 0.392478
| -0.248178
| -0.095363
| 1.314131
| 1.091681
| -0.409346
| -0.577994
| -0.581284
| 0.212343
| -0.893181
| -0.020653
| -0.07262
| -0.042468
| 0.198474
| -0.03301
| 1.01329
| 0.559098
| 0.401818
| -0.005865
| 0.017936
| 0.99
| 0
|
36
| -1.004929
| -0.985978
| -0.038039
| 3.710061
| -6.631951
| 5.122103
| 4.371691
| -2.006868
| -0.278736
| -0.230873
| 0.145155
| -0.063156
| -0.799585
| -0.341956
| -0.93053
| 0.51051
| 0.092428
| 0.823984
| 1.190398
| -0.00198
| 1.393406
| -0.381671
| 0.969719
| 0.019445
| 0.570923
| 0.333278
| 0.857373
| -0.075538
| 1,402.95
| 0
|
36
| -1.169422
| 1.158314
| 1.4068
| 0.860189
| -0.10381
| 0.122035
| 0.264451
| -0.108767
| -0.181977
| 0.659593
| 0.456317
| -0.097763
| -0.346159
| 0.210182
| 2.345229
| -1.172648
| 0.860019
| -1.154224
| 0.858768
| -0.12056
| 0.024498
| -0.120153
| 0.212986
| 0.087536
| -0.94653
| 0.2267
| -0.810101
| 0.234957
| 7.99
| 0
|
36
| 1.095525
| -0.116085
| 1.397912
| 1.497547
| -1.049124
| 0.072839
| -0.723802
| 0.287532
| 0.996327
| -0.149145
| -0.508292
| -0.027841
| -1.32156
| -0.062404
| 0.505751
| -0.209298
| 0.207537
| -0.471335
| -0.736298
| -0.275035
| -0.033234
| 0.093262
| 0.089498
| 0.361261
| 0.250963
| -0.37828
| 0.081024
| 0.034227
| 2.09
| 0
|
37
| 1.295668
| 0.341483
| 0.081505
| 0.566746
| -0.110459
| -0.766325
| 0.073155
| -0.168304
| 0.071837
| -0.281044
| -0.549534
| 0.049093
| 0.30395
| -0.31675
| 1.134897
| 0.63591
| -0.199763
| -0.122051
| 0.004516
| -0.065983
| -0.323607
| -0.929781
| 0.063809
| -0.193565
| 0.287574
| 0.127881
| -0.023731
| 0.0252
| 0.99
| 0
|
38
| 0.158332
| 0.872687
| 0.965525
| 1.802127
| 0.139022
| 0.110863
| 0.559079
| -0.029071
| -0.394912
| 0.032674
| -0.500919
| 0.631916
| 0.754694
| -0.047655
| 0.348218
| -1.493527
| 0.757231
| -0.684369
| 1.303359
| 0.089838
| 0.11627
| 0.691685
| 0.121113
| 0.116142
| -1.112725
| -0.303369
| 0.327533
| 0.255621
| 21.76
| 0
|
39
| -0.554065
| 0.215728
| 0.844265
| -0.753067
| 0.034848
| -0.558597
| 1.090401
| -0.203873
| 0.262394
| -1.35471
| -0.09488
| 0.953746
| 0.836964
| 0.144752
| 1.15661
| -1.933021
| 0.741349
| -0.51361
| 1.567345
| 0.383283
| 0.212134
| 0.702338
| -0.005701
| 0.147346
| 0.245652
| -0.440456
| 0.14713
| 0.139468
| 120.96
| 0
|
39
| -1.330882
| 0.26754
| -0.16847
| -0.701232
| 3.281972
| 3.21639
| -0.059394
| 0.89543
| -0.017779
| -0.165753
| -0.765047
| -0.015636
| -0.356626
| -0.0412
| -0.735103
| 0.030533
| -0.778067
| -0.01516
| -0.152824
| -0.113875
| -0.151042
| -0.311726
| -0.374793
| 1.014886
| 0.353992
| -0.510327
| 0.159033
| 0.228708
| 13.84
| 0
|
40
| 1.110692
| 0.081942
| 0.406063
| 1.29074
| -0.169813
| 0.120955
| -0.080845
| 0.174373
| 0.152071
| 0.065267
| 1.02455
| 0.793137
| -1.01504
| 0.422995
| -0.70663
| -0.488455
| 0.058531
| -0.383627
| -0.074068
| -0.219846
| -0.056024
| -0.011603
| -0.070483
| 0.004345
| 0.603929
| -0.327424
| 0.02989
| 0.004944
| 13.84
| 0
|
41
| 1.154312
| 0.265462
| 0.384871
| 0.575007
| -0.217475
| -0.39152
| -0.081489
| 0.062789
| -0.260583
| -0.161677
| 2.052928
| 1.130826
| 0.189485
| -0.070793
| 0.619345
| 0.318583
| 0.090232
| -0.33145
| -0.344721
| -0.09958
| -0.193213
| -0.557685
| 0.169492
| 0.186863
| 0.089252
| 0.093626
| -0.009633
| 0.019668
| 2.67
| 0
|
41
| 0.986063
| -0.202965
| -0.492768
| 0.407691
| 0.30566
| -0.230529
| 0.585028
| -0.208225
| -0.247503
| -0.192253
| -0.628317
| 0.430308
| 0.811248
| 0.371566
| 1.026079
| -0.028501
| -0.307546
| -1.099655
| 0.010739
| 0.263505
| -0.305874
| -1.216555
| -0.077602
| -0.741341
| 0.286881
| 0.200347
| -0.075203
| 0.027271
| 169.05
| 0
|
41
| 1.138759
| -1.192953
| 1.407131
| -0.33007
| -2.069503
| -0.242175
| -1.306635
| 0.10451
| 0.134628
| 0.493931
| -0.895188
| -0.182695
| 0.146081
| -0.586611
| 0.797189
| -0.891721
| -0.079208
| 1.541588
| -0.983586
| -0.299307
| -0.156198
| -0.030569
| -0.019723
| 0.433753
| -0.029521
| 1.141241
| -0.008612
| 0.041564
| 96.94
| 0
|
41
| 1.145524
| 0.575068
| 0.194008
| 2.598192
| -0.09221
| -1.04443
| 0.531588
| -0.241888
| -0.896287
| 0.757952
| -0.448937
| -0.660863
| -1.308522
| 0.788864
| 0.320294
| 0.295404
| -0.287878
| -0.451453
| -1.011446
| -0.19105
| 0.011106
| -0.119703
| -0.07651
| 0.69132
| 0.633984
| 0.048741
| -0.053192
| 0.016251
| 34.13
| 0
|
42
| -0.249361
| 0.399227
| 0.068009
| -1.060619
| 2.410399
| 3.736574
| 0.316446
| 0.672296
| 0.01514
| -0.269502
| -0.49512
| -0.161506
| -0.274214
| -0.276191
| -0.172409
| -0.118962
| -0.550002
| -0.148052
| 0.771762
| 0.107676
| -0.257663
| -0.616762
| -0.156669
| 1.031135
| 0.120617
| 0.310494
| -0.288299
| -0.223964
| 32.51
| 0
|
42
| -0.522666
| 1.009923
| 0.27647
| 1.475289
| -0.707013
| 0.355243
| 1.559849
| -0.399579
| -0.479813
| 0.516352
| 0.03433
| 0.589226
| 1.42691
| 0.02051
| 1.651336
| -0.961343
| 0.24636
| -0.407537
| 0.917399
| -0.013016
| 0.172401
| 1.011543
| 0.069666
| 0.15782
| -1.109224
| -0.302369
| 0.31817
| 0.31691
| 243.66
| 0
|
44
| -0.899992
| 0.136255
| 1.883665
| -0.208996
| 1.051441
| 1.905241
| 0.241423
| 0.647631
| -0.053466
| -0.504171
| 1.254599
| -0.236629
| -2.517587
| 0.384574
| 0.343832
| -1.370563
| 0.958568
| -1.607242
| -0.647256
| -0.121726
| -0.0815
| -0.016926
| -0.147706
| -1.38462
| -0.024352
| 0.412659
| -0.106776
| -0.190476
| 21.55
| 0
|
44
| -0.714764
| 0.514969
| 1.821676
| 0.616434
| 0.848776
| -0.111938
| 1.505617
| -0.798167
| 0.244757
| 0.264554
| -1.108114
| -0.35986
| -0.163471
| -0.783997
| -0.367153
| -0.653119
| -0.5043
| -0.26056
| 0.435251
| 0.107322
| -0.220075
| -0.017845
| -0.431938
| -0.130458
| 0.337159
| -0.440042
| -0.674526
| -0.473218
| 59.9
| 0
|
44
| -0.948896
| 0.248414
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| 2.81375
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| 0.75
| 0
|
44
| 0.92706
| -0.323684
| 0.387585
| 0.544474
| 0.246787
| 1.650358
| -0.427576
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| 0.096632
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| 0.036096
| -0.00596
| 45.71
| 0
|
46
| -1.923213
| -0.870482
| 2.32017
| 1.988776
| 0.417091
| -0.380014
| 0.472139
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| 35
| 0
|
46
| 1.006589
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| 0.027382
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| 0.021368
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| 67.97
| 0
|
46
| -0.378245
| 0.732925
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| 0.185755
| 2.594269
| 3.797183
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| 0.145503
| -0.23762
| 0.411372
| 0.202788
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| 0
|
47
| 1.197839
| 0.236828
| 0.509605
| 0.657659
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| -0.745101
| 0.079497
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| 0
|
48
| -0.580629
| 0.482684
| 1.333123
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| -0.028469
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| 0.117112
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| 0.001451
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| -0.680714
| -0.015554
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| 21.66
| 0
|
48
| -1.793406
| 1.854604
| 0.979514
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| 0.616642
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| 0
|
49
| 1.098608
| 0.202424
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|
49
| -0.549626
| 0.418949
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| 0.027182
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|
49
| 0.921544
| -0.067084
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| 0.067412
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| 0
|
50
| -0.571521
| 1.0716
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|
50
| -0.671709
| 0.594503
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| 0
|
51
| 1.259873
| 0.25424
| 0.514789
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| 0.066417
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|
52
| 1.147369
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| 0
|
52
| -3.005237
| 2.600138
| 1.483691
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| -0.824575
| 2.065426
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| 4.009259
| 6.051521
| 2.5725
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| 1.46
| 0
|
53
| -1.198968
| -1.4741
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| 0.327567
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| 89.17
| 0
|
54
| 1.202398
| 0.321711
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| 0.148163
| 0.047062
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| 0.029418
| 7.53
| 0
|
55
| -4.575093
| -4.429184
| 3.402585
| 0.903915
| 3.002224
| -0.491078
| -2.705393
| 0.666451
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| 200.01
| 0
|
55
| -0.77345
| 0.853112
| 0.818254
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| 0.027762
| 0.13298
| 0.76
| 0
|
56
| -0.847998
| 1.043459
| 1.267369
| 1.135529
| 0.021362
| 0.336914
| 0.39848
| 0.317399
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| 0.81128
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| -1.969052
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| -0.968361
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| 0.003771
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| 0.215006
| -0.131982
| -0.007416
| -0.136578
| -0.242961
| 0.382931
| 0.276417
| 20.22
| 0
|
56
| 0.086996
| -0.051989
| -0.497882
| -3.151908
| 2.5584
| 2.796671
| 0.470283
| 0.265333
| 0.919513
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| 0.018426
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| -0.435996
| 10.84
| 0
|
59
| -0.773293
| -4.146007
| -0.932038
| 0.027094
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| 0.460188
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| 1.221025
| 1.32464
| 0.12054
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| 2.442782
| 0.890978
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| -1.134769
| -0.654958
| 0.098386
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| -0.171709
| 0.208057
| 1,142.02
| 0
|
59
| 0.921024
| -0.162447
| -0.094331
| 0.474084
| -0.021486
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| -0.117496
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| 1.837579
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| -0.209381
| -0.930107
| 0.02851
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| 0.15513
| 0.13325
| -0.073534
| 0.022349
| 149.9
| 0
|
60
| 1.069141
| 0.043786
| 0.309867
| 1.316694
| -0.462394
| -0.857888
| 0.207904
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| 0.164781
| -0.177564
| 0.391891
| 0.624682
| -0.288376
| -0.001312
| 0.035812
| 89.4
| 0
|
60
| 1.107029
| 0.216441
| 0.538378
| 1.476398
| -0.251942
| -0.34068
| 0.154092
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| 0.14442
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| 0.042108
| 0.024265
| 26.72
| 0
|
62
| -1.035106
| 0.996013
| 2.19247
| -0.170445
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| -0.142256
| 0.223432
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| 0.055228
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| 0.391377
| 0.1966
| 5.99
| 0
|
64
| 1.212511
| -0.099054
| -1.192094
| 0.286324
| 2.160516
| 3.616314
| -0.404207
| 0.842331
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| -0.149785
| 1.011227
| 0.883548
| -0.329434
| 0.02037
| 0.017037
| 34.7
| 0
|
64
| -0.658305
| 0.406791
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| 54.99
| 0
|
64
| 0.959602
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| 0.352491
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| 7.55
| 0
|
67
| -0.653445
| 0.160225
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| -0.343
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| -0.014883
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| -0.049478
| 19.85
| 0
|
67
| -1.494668
| 0.837241
| 2.628211
| 3.145414
| -0.609098
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| 0.33272
| 0.718193
| -0.219366
| 0.118927
| -0.317486
| -0.340783
| 28.28
| 0
|
68
| 1.232996
| 0.189454
| 0.49104
| 0.633673
| -0.511574
| -0.990609
| 0.06624
| -0.19694
| 0.075921
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| 1.057322
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| -0.077871
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| -0.770139
| 0.125998
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| 0.205598
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| -0.033138
| 0.02099
| 15.99
| 0
|
End of preview. Expand
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(https://huggingface.co/docs/hub/datasets-cards)
Credit Card Fraud Detection Analysis and Preprocessing -
Introduction, Data Source, and Project Goal This project presents an Exploratory Data Analysis (EDA) and strategic data preparation for a credit card fraud detection dataset. The dataset, sourced from Kaggle, contains over 280,000 records. The primary challenge identified is extreme class imbalance, as less than 0.2% of transactions are fraudulent. The goal is to prepare the data for a classification model capable of predicting whether a transaction is Fraud (Class 1) or Legitimate (Class 0).
Data Cleaning and Preprocessing Initial cleaning involved the removal of 1,081 duplicate records to ensure reliability. Feature Engineering was performed by transforming the raw 'Time' feature into more meaningful features: Hour_Of_Day and Day. The original 'Time' column was subsequently dropped as it became redundant. Following this cleaning, the data was split into training and test sets. The additional strategic treatment included two steps: RobustScaler was applied only to the 'Amount' feature (fitting exclusively on the training set) to address outliers and prevent bias. The imbalance was handled using the SMOTE technique, applied only to the training set to balance the classes.
Key EDA Insights and Findings Visual analysis revealed crucial patterns guiding the modeling approach: Amount Pattern: Analysis by amount categories showed that the fraud rate is highest in the high amount category (above 500), suggesting a criminal strategy focused on "big-ticket" transactions. Time Pattern: A clear temporal pattern exists; the fraud rate increases significantly during late-night and early-morning hours. Correlations: Correlation analysis indicated that anonymized features V17, V14, V12 (negative correlation) and V11, V4 (positive correlation) are the strongest linear predictors of fraud.
Baseline Model Strategy The data is now prepared for training. Logistic Regression was chosen as the baseline model. The strategy focuses on achieving high Recall for the fraud class, as the standard Accuracy metric is misleading due to the severe imbalance. The use of SMOTE and RobustScaler is essential to ensure the model successfully identifies the rare fraud cases.
Video link to my EDA presentaion - https://drive.google.com/file/d/1T1N9ADKIbEJcNwqCmrC61p8uVzA3IpWR/view?usp=drive_link
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