Classification MultilayerPerceptron Learner
mlr_learners_classif.multilayer_perceptron.RdClassifier that uses backpropagation to learn a multi-layer perceptron.
Calls RWeka::make_Weka_classifier() from RWeka.
Custom mlr3 parameters
output_debug_info:original id: output-debug-info
do_not_check_capabilities:original id: do-not-check-capabilities
num_decimal_places:original id: num-decimal-places
batch_size:original id: batch-size
Reason for change: This learner contains changed ids of the following control arguments since their ids contain irregular pattern
Gremoved:GUI will be opened
Reason for change: The parameter is removed because we don't want to launch GUI.
Parameters
| Id | Type | Default | Levels | Range |
| subset | untyped | - | - | |
| na.action | untyped | - | - | |
| L | numeric | 0.3 | \([0, 1]\) | |
| M | numeric | 0.2 | \([0, 1]\) | |
| N | integer | 500 | \([1, \infty)\) | |
| V | numeric | 0 | \([0, 100]\) | |
| S | integer | 0 | \([0, \infty)\) | |
| E | integer | 20 | \([1, \infty)\) | |
| A | logical | FALSE | TRUE, FALSE | - |
| B | logical | FALSE | TRUE, FALSE | - |
| H | untyped | "a" | - | |
| C | logical | FALSE | TRUE, FALSE | - |
| I | logical | FALSE | TRUE, FALSE | - |
| R | logical | FALSE | TRUE, FALSE | - |
| D | logical | FALSE | TRUE, FALSE | - |
| output_debug_info | logical | FALSE | TRUE, FALSE | - |
| do_not_check_capabilities | logical | FALSE | TRUE, FALSE | - |
| num_decimal_places | integer | 2 | \([1, \infty)\) | |
| batch_size | integer | 100 | \([1, \infty)\) | |
| options | untyped | NULL | - |
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifMultilayerPerceptron
Examples
# Define the Learner
learner = mlr3::lrn("classif.multilayer_perceptron")
print(learner)
#> <LearnerClassifMultilayerPerceptron:classif.multilayer_perceptron>: MultilayerPerceptron
#> * Model: -
#> * Parameters: list()
#> * Packages: mlr3, RWeka
#> * Predict Types: [response], prob
#> * Feature Types: logical, integer, numeric, factor, ordered
#> * Properties: missings, multiclass, twoclass
# Define a Task
task = mlr3::tsk("sonar")
# Create train and test set
ids = mlr3::partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> Sigmoid Node 0
#> Inputs Weights
#> Threshold 0.1774687195214732
#> Node 2 1.846480373607193
#> Node 3 1.5573237045427377
#> Node 4 1.078724309312236
#> Node 5 -1.9239057690281378
#> Node 6 1.9829997173654617
#> Node 7 1.9214441478931137
#> Node 8 0.9553836535885476
#> Node 9 3.113184762094165
#> Node 10 -1.5773504394675688
#> Node 11 0.8214969076608176
#> Node 12 1.658959798609715
#> Node 13 1.2051142251763542
#> Node 14 1.564672816088848
#> Node 15 -2.0634544104197357
#> Node 16 -0.7179643248446923
#> Node 17 0.4098820011704367
#> Node 18 -0.7314605647511851
#> Node 19 2.526945864790942
#> Node 20 1.8268772153778425
#> Node 21 -1.8769035016311315
#> Node 22 1.1893466579193543
#> Node 23 1.4377129246456877
#> Node 24 -1.0234167760913244
#> Node 25 3.8228187643559695
#> Node 26 -1.0893955018705017
#> Node 27 2.0557094281859563
#> Node 28 -3.3624817265095324
#> Node 29 1.6246076952910091
#> Node 30 0.29337433404811336
#> Node 31 1.225965611811916
#> Node 32 0.47619045622822526
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold -0.14309567222393524
#> Node 2 -1.893789986730206
#> Node 3 -1.5384852342969448
#> Node 4 -1.037917998641923
#> Node 5 1.9434592909766233
#> Node 6 -1.954886176485998
#> Node 7 -1.9167973624100427
#> Node 8 -0.9905020942461978
#> Node 9 -3.121220791705806
#> Node 10 1.5160423513899983
#> Node 11 -0.7895806956451813
#> Node 12 -1.7317121968835525
#> Node 13 -1.151161049972419
#> Node 14 -1.4938631003142513
#> Node 15 2.0614802785164175
#> Node 16 0.7035713215856791
#> Node 17 -0.3846204847683458
#> Node 18 0.7725641898004301
#> Node 19 -2.537432246834423
#> Node 20 -1.8124311326546425
#> Node 21 1.9415000442162975
#> Node 22 -1.2393875967850505
#> Node 23 -1.480021083592954
#> Node 24 1.0117711779576044
#> Node 25 -3.8237658278095217
#> Node 26 1.0076487280477053
#> Node 27 -2.0921069039368327
#> Node 28 3.334437451974383
#> Node 29 -1.6537002565618277
#> Node 30 -0.2247011476472209
#> Node 31 -1.1680755090723276
#> Node 32 -0.5000154369934263
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.21770331635283582
#> Attrib V1 0.40431679226953865
#> Attrib V10 -0.06907953072951188
#> Attrib V11 -0.1147920019631871
#> Attrib V12 0.021369072929073158
#> Attrib V13 -0.5254908837143106
#> Attrib V14 0.11277325055460476
#> Attrib V15 -0.017340622604582672
#> Attrib V16 0.02080252557448078
#> Attrib V17 -0.0050061736786522594
#> Attrib V18 0.3719593905064359
#> Attrib V19 0.20653350642133475
#> Attrib V2 -0.21766562002464054
#> Attrib V20 0.599165555535044
#> Attrib V21 0.4487765400518754
#> Attrib V22 0.14855244681834245
#> Attrib V23 0.022430892184711844
#> Attrib V24 0.057310214873915306
#> Attrib V25 -0.41148239031284783
#> Attrib V26 -0.9293564800205374
#> Attrib V27 -0.7610842459793842
#> Attrib V28 -0.6229032800294269
#> Attrib V29 -0.14337436253129707
#> Attrib V3 -0.1314031920325166
#> Attrib V30 -0.11857227776534446
#> Attrib V31 -0.8531143115170017
#> Attrib V32 0.18834100369842083
#> Attrib V33 0.500528187241377
#> Attrib V34 -0.04711952110729149
#> Attrib V35 -0.06902618040787746
#> Attrib V36 -0.622012339764562
#> Attrib V37 -0.9091981654402892
#> Attrib V38 0.4459977508846959
#> Attrib V39 0.28879246431945543
#> Attrib V4 0.6084711263656225
#> Attrib V40 -0.1603640684754276
#> Attrib V41 -0.17581612661633583
#> Attrib V42 -0.21716220923610452
#> Attrib V43 0.500023581948775
#> Attrib V44 0.36857569684959574
#> Attrib V45 -0.005980297241877291
#> Attrib V46 0.031052092395334886
#> Attrib V47 -0.17439794820353788
#> Attrib V48 0.15995095163411613
#> Attrib V49 0.4170365586519392
#> Attrib V5 -0.12022132318302935
#> Attrib V50 0.009404949508694973
#> Attrib V51 -0.1392267215019138
#> Attrib V52 0.014380786606170657
#> Attrib V53 0.7100604448619499
#> Attrib V54 0.26946661810610983
#> Attrib V55 -0.31467186101668965
#> Attrib V56 0.08389099498475475
#> Attrib V57 0.49933794168279844
#> Attrib V58 0.3018043527488912
#> Attrib V59 0.8500776666867994
#> Attrib V6 -0.06548620498208628
#> Attrib V60 0.0686400951563565
#> Attrib V7 0.30904262783556313
#> Attrib V8 -0.14053832580959083
#> Attrib V9 0.22974025851322855
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.33156156477858206
#> Attrib V1 0.2795689978272088
#> Attrib V10 0.053539756850349146
#> Attrib V11 -0.02735979804907298
#> Attrib V12 0.21078461436065674
#> Attrib V13 -0.3600439004553397
#> Attrib V14 -0.037851023367740606
#> Attrib V15 -0.09450149299870261
#> Attrib V16 -0.11602579821478931
#> Attrib V17 -0.13933493900647956
#> Attrib V18 0.22409840620186613
#> Attrib V19 0.2054073650177708
#> Attrib V2 -0.15950155781808525
#> Attrib V20 0.4318514274085043
#> Attrib V21 0.2736598616547892
#> Attrib V22 0.24816533598107435
#> Attrib V23 0.08055809256061472
#> Attrib V24 0.09364313653325183
#> Attrib V25 -0.25890861453190495
#> Attrib V26 -0.6471099158015831
#> Attrib V27 -0.4749375611148751
#> Attrib V28 -0.4033048042621741
#> Attrib V29 -0.07306538946969895
#> Attrib V3 -0.13795696884426628
#> Attrib V30 0.03677412971650005
#> Attrib V31 -0.6437429914633325
#> Attrib V32 0.2699308239950609
#> Attrib V33 0.4228219133266378
#> Attrib V34 -0.22593618944544047
#> Attrib V35 -0.13090319781432816
#> Attrib V36 -0.7051654764477336
#> Attrib V37 -0.8287695003290548
#> Attrib V38 0.3516410652957232
#> Attrib V39 0.2102674408747108
#> Attrib V4 0.5253971984952325
#> Attrib V40 -0.12115298581692001
#> Attrib V41 -0.003953372514956085
#> Attrib V42 -0.22341928512719833
#> Attrib V43 0.3817057108118164
#> Attrib V44 0.28263431545182727
#> Attrib V45 0.03159803204640774
#> Attrib V46 0.11165732653025652
#> Attrib V47 -0.050079594287946456
#> Attrib V48 0.18869411801584043
#> Attrib V49 0.45994628405425136
#> Attrib V5 -0.08690349787331801
#> Attrib V50 -0.025496730346339164
#> Attrib V51 -0.13395398887819238
#> Attrib V52 0.029715980202451774
#> Attrib V53 0.5975573237738293
#> Attrib V54 0.32163996381750326
#> Attrib V55 -0.291136778941171
#> Attrib V56 -0.006430829976682671
#> Attrib V57 0.40974744465135
#> Attrib V58 0.295939865677624
#> Attrib V59 0.7144002162743487
#> Attrib V6 -0.06565966266235103
#> Attrib V60 -0.07137094474110214
#> Attrib V7 0.1486172271785673
#> Attrib V8 -0.2004265491004827
#> Attrib V9 0.24386965947958983
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.08134821521992215
#> Attrib V1 0.20307118775853572
#> Attrib V10 -0.015099694808307725
#> Attrib V11 -0.06501210157727416
#> Attrib V12 0.02316843674066031
#> Attrib V13 -0.23939510990125165
#> Attrib V14 0.08830534324588372
#> Attrib V15 0.04715573612592901
#> Attrib V16 0.011249176930474284
#> Attrib V17 0.013041747208925794
#> Attrib V18 0.18178249905695087
#> Attrib V19 0.15510102876610904
#> Attrib V2 -0.1256950931625884
#> Attrib V20 0.3609995899214832
#> Attrib V21 0.2678737019296745
#> Attrib V22 0.07015210202715345
#> Attrib V23 -1.3183024760852238E-4
#> Attrib V24 -0.011978301974698924
#> Attrib V25 -0.2968701636736884
#> Attrib V26 -0.554155979256151
#> Attrib V27 -0.46322132228717044
#> Attrib V28 -0.33970259177233647
#> Attrib V29 -0.07587096430701284
#> Attrib V3 -0.02203646236318198
#> Attrib V30 -0.06192588829445154
#> Attrib V31 -0.43750276799638754
#> Attrib V32 0.08364443244743074
#> Attrib V33 0.3098149152744262
#> Attrib V34 0.01866973782135561
#> Attrib V35 0.027885893289076837
#> Attrib V36 -0.3582483499993655
#> Attrib V37 -0.4816135695147899
#> Attrib V38 0.2272894889015455
#> Attrib V39 0.16800841362074134
#> Attrib V4 0.34998565653849634
#> Attrib V40 -0.07260396233989688
#> Attrib V41 -0.10744237940928317
#> Attrib V42 -0.16801825775800508
#> Attrib V43 0.19395086992596025
#> Attrib V44 0.1947557343437868
#> Attrib V45 0.09385943998869824
#> Attrib V46 0.03705176620892184
#> Attrib V47 -0.0835395573578697
#> Attrib V48 0.13399331027332498
#> Attrib V49 0.2895923079103185
#> Attrib V5 -0.035594440089785934
#> Attrib V50 0.03738391799369791
#> Attrib V51 -0.03750966692806445
#> Attrib V52 0.00824161414064901
#> Attrib V53 0.40538915304296075
#> Attrib V54 0.08245282049778847
#> Attrib V55 -0.15907693953228486
#> Attrib V56 0.08794741631282552
#> Attrib V57 0.37477432258141324
#> Attrib V58 0.16145962278157075
#> Attrib V59 0.4664523967919994
#> Attrib V6 -0.06755471692351511
#> Attrib V60 0.027826571338562384
#> Attrib V7 0.15167913433327337
#> Attrib V8 -0.14452771414515028
#> Attrib V9 0.1879868076711139
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.6292934425532491
#> Attrib V1 -0.09020377828003157
#> Attrib V10 -0.30297302321182895
#> Attrib V11 -0.2512544490497661
#> Attrib V12 -0.928452432880898
#> Attrib V13 0.14445557171650855
#> Attrib V14 0.3837485508078895
#> Attrib V15 0.43314682918097636
#> Attrib V16 0.30520857063614815
#> Attrib V17 0.45439856861304806
#> Attrib V18 -0.12976226598621432
#> Attrib V19 -0.039576224749942386
#> Attrib V2 0.18301852351582246
#> Attrib V20 -0.1321530724861476
#> Attrib V21 0.09478769602813672
#> Attrib V22 -0.41567793958489957
#> Attrib V23 -0.571870620707078
#> Attrib V24 -0.6479883424203507
#> Attrib V25 0.10808670940029438
#> Attrib V26 0.25887248467709245
#> Attrib V27 -0.2228536335045393
#> Attrib V28 -0.31229381540204537
#> Attrib V29 -0.3613784910293301
#> Attrib V3 0.19348969648491393
#> Attrib V30 -0.18155693841152284
#> Attrib V31 0.39691385984397537
#> Attrib V32 -0.7500496335000346
#> Attrib V33 -0.462947016342006
#> Attrib V34 0.35551901245818984
#> Attrib V35 0.22960203736295176
#> Attrib V36 1.1084162426334334
#> Attrib V37 0.8331053550362767
#> Attrib V38 -0.4403611792739172
#> Attrib V39 -0.0017894691227882055
#> Attrib V4 -0.5148394833705346
#> Attrib V40 0.06585982518504174
#> Attrib V41 -0.5469157024633617
#> Attrib V42 0.32407775204903455
#> Attrib V43 -0.47035634249838537
#> Attrib V44 -0.15941134354000835
#> Attrib V45 0.08635793259335128
#> Attrib V46 -0.42334348845342373
#> Attrib V47 -0.03779797616201453
#> Attrib V48 -0.22582514262036302
#> Attrib V49 -0.6771075215797929
#> Attrib V5 -0.1853489989275788
#> Attrib V50 0.2752234147842914
#> Attrib V51 -0.04663753453580054
#> Attrib V52 -0.10329747986800489
#> Attrib V53 -0.8883444349038628
#> Attrib V54 -0.5197576915045615
#> Attrib V55 0.39238472754584286
#> Attrib V56 0.3672122599787322
#> Attrib V57 -0.22696200025877575
#> Attrib V58 -0.2744129879064093
#> Attrib V59 -0.6688873113990862
#> Attrib V6 -0.13429222777506142
#> Attrib V60 0.2344068167359469
#> Attrib V7 0.133876249016281
#> Attrib V8 0.5969341000818374
#> Attrib V9 -0.5457446172587747
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.3196675662810615
#> Attrib V1 0.4443109816095456
#> Attrib V10 -0.14359020561898495
#> Attrib V11 -0.13238930981359903
#> Attrib V12 0.08271638877324633
#> Attrib V13 -0.5607870850338327
#> Attrib V14 0.0685669638282916
#> Attrib V15 -0.00467796355621662
#> Attrib V16 0.07859915609088441
#> Attrib V17 -0.03953810166140178
#> Attrib V18 0.39350460221903255
#> Attrib V19 0.1911608845504121
#> Attrib V2 -0.20618884197782622
#> Attrib V20 0.5815199244601345
#> Attrib V21 0.44842821403197947
#> Attrib V22 0.1431698563309252
#> Attrib V23 0.009592459847076233
#> Attrib V24 0.12433955732459102
#> Attrib V25 -0.3171548015766777
#> Attrib V26 -0.9094898231754798
#> Attrib V27 -0.7453505677208146
#> Attrib V28 -0.7101850043361676
#> Attrib V29 -0.17653139995271394
#> Attrib V3 -0.17724527954943706
#> Attrib V30 -0.14386708536873571
#> Attrib V31 -0.875439562962129
#> Attrib V32 0.16985569734017528
#> Attrib V33 0.5325406045790027
#> Attrib V34 -0.10935706597933897
#> Attrib V35 -0.0754317736211204
#> Attrib V36 -0.6739800479467228
#> Attrib V37 -0.9328269287674924
#> Attrib V38 0.42394954656858813
#> Attrib V39 0.25983730571679386
#> Attrib V4 0.678093502942349
#> Attrib V40 -0.23534489576714823
#> Attrib V41 -0.1282327544236985
#> Attrib V42 -0.1999813439326428
#> Attrib V43 0.472585189986356
#> Attrib V44 0.3202471465425125
#> Attrib V45 0.0353008152398245
#> Attrib V46 0.06854582922896008
#> Attrib V47 -0.19843986577965822
#> Attrib V48 0.11116654951847141
#> Attrib V49 0.42449295843656243
#> Attrib V5 -0.12825118802048344
#> Attrib V50 0.04293083328833412
#> Attrib V51 -0.14769918941723925
#> Attrib V52 -0.05438581424104408
#> Attrib V53 0.812600233754978
#> Attrib V54 0.3259587713598559
#> Attrib V55 -0.34400314073715865
#> Attrib V56 0.08251204632035998
#> Attrib V57 0.5737663117108281
#> Attrib V58 0.36963039851215657
#> Attrib V59 0.9144615198889277
#> Attrib V6 0.053450356605105456
#> Attrib V60 0.11361726467624063
#> Attrib V7 0.398126142689042
#> Attrib V8 -0.0967369717161982
#> Attrib V9 0.30707473962297827
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.5710173048255054
#> Attrib V1 0.20008591419198327
#> Attrib V10 0.6120761984252481
#> Attrib V11 0.5617609027853645
#> Attrib V12 0.9017445324248623
#> Attrib V13 -0.12845688860780763
#> Attrib V14 -0.4876883544648988
#> Attrib V15 -0.5450318006666515
#> Attrib V16 -0.4410062529692764
#> Attrib V17 -0.557358373430581
#> Attrib V18 -0.031123255142604913
#> Attrib V19 -0.0678891167456427
#> Attrib V2 0.025303972676698247
#> Attrib V20 -9.201067818599304E-4
#> Attrib V21 -0.061744216454161435
#> Attrib V22 0.29614844162093
#> Attrib V23 0.34825362199631654
#> Attrib V24 0.23017330991547796
#> Attrib V25 -0.2665857007313318
#> Attrib V26 -0.05922958317232504
#> Attrib V27 0.5035396259817804
#> Attrib V28 0.5459957819852568
#> Attrib V29 0.49320630066164406
#> Attrib V3 -0.005240616942344171
#> Attrib V30 0.3306963684440031
#> Attrib V31 -0.2759793860603675
#> Attrib V32 0.6080531465336635
#> Attrib V33 0.2902634055037943
#> Attrib V34 -0.3158408496123982
#> Attrib V35 -0.07812189651997856
#> Attrib V36 -0.934247669567048
#> Attrib V37 -0.5348042467204591
#> Attrib V38 0.41473123904170794
#> Attrib V39 -0.06719123330470378
#> Attrib V4 0.36546606537770254
#> Attrib V40 -0.0031127780014483845
#> Attrib V41 0.4961240182181639
#> Attrib V42 -0.36914648256728155
#> Attrib V43 0.24797044104469476
#> Attrib V44 0.02244651930077104
#> Attrib V45 -0.06118819255734643
#> Attrib V46 0.4912775797903004
#> Attrib V47 0.16938968891372566
#> Attrib V48 0.3023979004896494
#> Attrib V49 0.5622189926044336
#> Attrib V5 0.22821313851082164
#> Attrib V50 -0.014292434249853637
#> Attrib V51 0.1134845416070591
#> Attrib V52 0.20779998678172187
#> Attrib V53 0.5196824030617655
#> Attrib V54 0.4700231048707401
#> Attrib V55 -0.28874128630150236
#> Attrib V56 -0.4120818326702901
#> Attrib V57 0.09151686204597687
#> Attrib V58 0.18229338081547414
#> Attrib V59 0.34874570496155133
#> Attrib V6 0.07833551302964636
#> Attrib V60 -0.12016601123095819
#> Attrib V7 -0.1648349645223136
#> Attrib V8 -0.5271279891958807
#> Attrib V9 0.7425743959912432
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.14303911025285737
#> Attrib V1 0.20033960370775683
#> Attrib V10 0.04900771669071008
#> Attrib V11 -0.002403170212554721
#> Attrib V12 0.06344504710510712
#> Attrib V13 -0.20981561167049978
#> Attrib V14 -0.031080916793052017
#> Attrib V15 -0.034696896295415745
#> Attrib V16 0.041034972147033597
#> Attrib V17 -0.011000920074357576
#> Attrib V18 0.14345873872209
#> Attrib V19 0.15182403724815727
#> Attrib V2 -0.08778045799839054
#> Attrib V20 0.26889361628394204
#> Attrib V21 0.16740505604626135
#> Attrib V22 0.07278583851626626
#> Attrib V23 0.031860977621073205
#> Attrib V24 0.0811342313784089
#> Attrib V25 -0.19622940881958456
#> Attrib V26 -0.4218495203234845
#> Attrib V27 -0.30787979524679543
#> Attrib V28 -0.24444404073797402
#> Attrib V29 -0.03646794650014181
#> Attrib V3 -0.04606251837367171
#> Attrib V30 -0.0017300071421693962
#> Attrib V31 -0.38814565799004896
#> Attrib V32 0.12035575034458339
#> Attrib V33 0.29447641497526844
#> Attrib V34 -0.012366896063488
#> Attrib V35 0.010073312976111082
#> Attrib V36 -0.3143924083552934
#> Attrib V37 -0.43578146974095616
#> Attrib V38 0.2999050361467385
#> Attrib V39 0.12863420950951326
#> Attrib V4 0.3767418061966719
#> Attrib V40 -0.0724699255429994
#> Attrib V41 -0.04712789320009715
#> Attrib V42 -0.2628542290146286
#> Attrib V43 0.15840221414770714
#> Attrib V44 0.18063937441632344
#> Attrib V45 0.04091984055271187
#> Attrib V46 0.11452658712440458
#> Attrib V47 -0.02185389932968018
#> Attrib V48 0.13818177749812738
#> Attrib V49 0.2539887170211062
#> Attrib V5 -0.054632384641139516
#> Attrib V50 -0.03313653002762946
#> Attrib V51 -0.06496046847770642
#> Attrib V52 -0.005555111287321774
#> Attrib V53 0.38475769826609735
#> Attrib V54 0.12649183968544933
#> Attrib V55 -0.18121146211568523
#> Attrib V56 -0.0026928799272533635
#> Attrib V57 0.3544934364486665
#> Attrib V58 0.10493139065780709
#> Attrib V59 0.43165935241240166
#> Attrib V6 -0.0726339303283238
#> Attrib V60 0.08041856743167652
#> Attrib V7 0.13364257696644335
#> Attrib V8 -0.16173418863189068
#> Attrib V9 0.1887031310488504
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.5125460650708832
#> Attrib V1 0.1473960149187489
#> Attrib V10 1.1123712132247965
#> Attrib V11 0.9025673070337787
#> Attrib V12 1.5394046973000688
#> Attrib V13 0.43508527914701817
#> Attrib V14 -0.7919842996970846
#> Attrib V15 -0.805175437712521
#> Attrib V16 -0.691273036868766
#> Attrib V17 -0.846287003082239
#> Attrib V18 -0.19315252935246588
#> Attrib V19 -0.055689283211534005
#> Attrib V2 0.2346561734610089
#> Attrib V20 -0.1362022889894681
#> Attrib V21 -0.23393264391155713
#> Attrib V22 0.4933933091143759
#> Attrib V23 0.7369282690011268
#> Attrib V24 0.5175931085959802
#> Attrib V25 0.0011955756698828343
#> Attrib V26 0.557831235457965
#> Attrib V27 1.1068512661917567
#> Attrib V28 1.0155624561928958
#> Attrib V29 0.6719164387062427
#> Attrib V3 0.16963001666984362
#> Attrib V30 0.48194096967786726
#> Attrib V31 -0.1412986259454594
#> Attrib V32 0.7401652369545112
#> Attrib V33 -9.826777693593255E-4
#> Attrib V34 -0.6279486001087803
#> Attrib V35 -0.28195078102330884
#> Attrib V36 -1.328301509629458
#> Attrib V37 -0.5990370280432364
#> Attrib V38 0.26626617141870335
#> Attrib V39 -0.12016951458631288
#> Attrib V4 0.2656565833121869
#> Attrib V40 0.2540581870773427
#> Attrib V41 1.3184558765242214
#> Attrib V42 -0.2784172603238206
#> Attrib V43 0.1711071564301153
#> Attrib V44 -0.12197237167150456
#> Attrib V45 0.027917909690398302
#> Attrib V46 0.747304071018354
#> Attrib V47 0.42662426851004087
#> Attrib V48 0.365840130800958
#> Attrib V49 0.6932242343992068
#> Attrib V5 0.6966578842511856
#> Attrib V50 -0.06457405866383832
#> Attrib V51 0.5242171033087304
#> Attrib V52 0.44911593492330665
#> Attrib V53 0.8184437582200008
#> Attrib V54 0.5949205781995364
#> Attrib V55 -0.07772446994319432
#> Attrib V56 -0.43786270538284383
#> Attrib V57 -0.25781201878835414
#> Attrib V58 0.22064065366648336
#> Attrib V59 0.24073414875226318
#> Attrib V6 0.47268814386443114
#> Attrib V60 -0.3046630519409478
#> Attrib V7 -0.2683971755638693
#> Attrib V8 -0.43832046558404164
#> Attrib V9 1.0326340291184548
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.5518109082482991
#> Attrib V1 -0.05065531233857434
#> Attrib V10 -0.278519146998971
#> Attrib V11 -0.2329740156321554
#> Attrib V12 -0.6845111276820997
#> Attrib V13 0.17500355983371846
#> Attrib V14 0.33731534391029794
#> Attrib V15 0.27354521247506
#> Attrib V16 0.2664333810953186
#> Attrib V17 0.3341820005603043
#> Attrib V18 -0.04175480213362494
#> Attrib V19 3.6742460316214554E-4
#> Attrib V2 0.13830222673323445
#> Attrib V20 -0.09244858509027429
#> Attrib V21 0.05875231843399532
#> Attrib V22 -0.35322570178795953
#> Attrib V23 -0.463217381601477
#> Attrib V24 -0.5194178263538992
#> Attrib V25 0.0706120381590728
#> Attrib V26 0.24521954000011523
#> Attrib V27 -0.1531884933456056
#> Attrib V28 -0.21235859285809863
#> Attrib V29 -0.33201138743281083
#> Attrib V3 0.16567484295560633
#> Attrib V30 -0.1360695401158828
#> Attrib V31 0.3398898903013435
#> Attrib V32 -0.6770195182664419
#> Attrib V33 -0.37340270684796456
#> Attrib V34 0.30135480505567336
#> Attrib V35 0.19005600771435227
#> Attrib V36 0.9082366014268886
#> Attrib V37 0.7331207401303694
#> Attrib V38 -0.28977078048327864
#> Attrib V39 -7.401565414024202E-5
#> Attrib V4 -0.3992514366024908
#> Attrib V40 0.10676636314957337
#> Attrib V41 -0.3502974395652134
#> Attrib V42 0.23957497713361153
#> Attrib V43 -0.41129163022934284
#> Attrib V44 -0.15336241056844818
#> Attrib V45 0.10377774741926045
#> Attrib V46 -0.33750120488990837
#> Attrib V47 -0.037635729252250484
#> Attrib V48 -0.22625783445028613
#> Attrib V49 -0.567908854734766
#> Attrib V5 -0.12632422348372974
#> Attrib V50 0.23298888463887307
#> Attrib V51 -0.06401011877012351
#> Attrib V52 -0.10058456422625743
#> Attrib V53 -0.6651734112859267
#> Attrib V54 -0.4176980493235802
#> Attrib V55 0.27899446368053243
#> Attrib V56 0.24883984027925432
#> Attrib V57 -0.19246130647391968
#> Attrib V58 -0.23680694655683948
#> Attrib V59 -0.591385059250744
#> Attrib V6 -0.08400763148853606
#> Attrib V60 0.1573262648025475
#> Attrib V7 0.0719525772684358
#> Attrib V8 0.4551170843519404
#> Attrib V9 -0.4574894813341201
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.035467750590010234
#> Attrib V1 0.1699351562130351
#> Attrib V10 0.012000353469943856
#> Attrib V11 -0.022460474253668213
#> Attrib V12 0.07591008631072858
#> Attrib V13 -0.22720336716992917
#> Attrib V14 0.032650562640284986
#> Attrib V15 0.00552792313124354
#> Attrib V16 0.027774499176476113
#> Attrib V17 0.06546278898712891
#> Attrib V18 0.1781758511158649
#> Attrib V19 0.10644785349576409
#> Attrib V2 -0.10568362775626795
#> Attrib V20 0.29720707277215885
#> Attrib V21 0.11986522292503535
#> Attrib V22 -0.0018235912017067375
#> Attrib V23 -0.034168217423514696
#> Attrib V24 -0.010115265790383353
#> Attrib V25 -0.15797922897640984
#> Attrib V26 -0.4237934148118046
#> Attrib V27 -0.29941478546667283
#> Attrib V28 -0.24786413053233555
#> Attrib V29 -0.11078705293056779
#> Attrib V3 -0.05065042439042809
#> Attrib V30 -0.046574153793695776
#> Attrib V31 -0.38134169013174496
#> Attrib V32 0.027908616318889003
#> Attrib V33 0.21160039108831208
#> Attrib V34 0.061510449179238806
#> Attrib V35 0.08054882781025469
#> Attrib V36 -0.22926207846242708
#> Attrib V37 -0.35860977118022186
#> Attrib V38 0.2507647807607599
#> Attrib V39 0.11108809275210295
#> Attrib V4 0.2878429327755212
#> Attrib V40 -0.06420722616459444
#> Attrib V41 -0.09414361947151537
#> Attrib V42 -0.16244087074524163
#> Attrib V43 0.12374376617946248
#> Attrib V44 0.15093280953158367
#> Attrib V45 0.07416952982861995
#> Attrib V46 0.04303095549077176
#> Attrib V47 -0.014417374760480354
#> Attrib V48 0.10014618163936925
#> Attrib V49 0.1530649555393098
#> Attrib V5 0.011769035974929527
#> Attrib V50 0.035976476095474885
#> Attrib V51 0.02370646221980649
#> Attrib V52 -0.018066163905087862
#> Attrib V53 0.2849482470053068
#> Attrib V54 0.14638808655212354
#> Attrib V55 -0.0832962927556348
#> Attrib V56 0.06920840088479654
#> Attrib V57 0.3176515506954591
#> Attrib V58 0.15138357173795433
#> Attrib V59 0.31628618204756864
#> Attrib V6 0.002178890949999715
#> Attrib V60 0.06761443697412495
#> Attrib V7 0.09378148838713825
#> Attrib V8 -0.040247752292927375
#> Attrib V9 0.170013895866644
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.2599820886522042
#> Attrib V1 0.32083138227768637
#> Attrib V10 -0.13908090400698783
#> Attrib V11 -0.07556580923135843
#> Attrib V12 -0.03255068464073241
#> Attrib V13 -0.4520729070758495
#> Attrib V14 0.13590420538500114
#> Attrib V15 0.038863800875014815
#> Attrib V16 0.0963517139691891
#> Attrib V17 0.020533850877162578
#> Attrib V18 0.3012617321989499
#> Attrib V19 0.23856403503297777
#> Attrib V2 -0.1377512852360497
#> Attrib V20 0.4907696437586097
#> Attrib V21 0.3542398401020579
#> Attrib V22 0.15027748027334767
#> Attrib V23 0.00805076145834096
#> Attrib V24 0.025025868269559926
#> Attrib V25 -0.3751219544003084
#> Attrib V26 -0.8395455388648462
#> Attrib V27 -0.6715316827350988
#> Attrib V28 -0.6578432510548732
#> Attrib V29 -0.16955828482238405
#> Attrib V3 -0.16837522327953786
#> Attrib V30 -0.17511717439144098
#> Attrib V31 -0.7738507972988173
#> Attrib V32 0.06809443033717444
#> Attrib V33 0.48450162567741467
#> Attrib V34 0.023855038577699807
#> Attrib V35 -0.0030726445148500786
#> Attrib V36 -0.4996027205662424
#> Attrib V37 -0.7838204575347798
#> Attrib V38 0.3618125007276518
#> Attrib V39 0.19299745114545286
#> Attrib V4 0.5906155072273811
#> Attrib V40 -0.130917871431714
#> Attrib V41 -0.1761980968282876
#> Attrib V42 -0.24546653885765995
#> Attrib V43 0.4299572490393506
#> Attrib V44 0.24917904578565658
#> Attrib V45 0.044833308671985414
#> Attrib V46 0.08919547770394565
#> Attrib V47 -0.16187190250252934
#> Attrib V48 0.15702813586763453
#> Attrib V49 0.33212784993224503
#> Attrib V5 -0.11502652082200938
#> Attrib V50 -0.005781786911118959
#> Attrib V51 -0.12925876777812345
#> Attrib V52 0.004353125063994386
#> Attrib V53 0.640308791842178
#> Attrib V54 0.2648060769250852
#> Attrib V55 -0.2484970139655724
#> Attrib V56 0.111318339388061
#> Attrib V57 0.5759483820875456
#> Attrib V58 0.3301012703037125
#> Attrib V59 0.7991154976092608
#> Attrib V6 -0.0504528768682529
#> Attrib V60 0.08562024876707462
#> Attrib V7 0.3233724075865073
#> Attrib V8 -0.07974607474721811
#> Attrib V9 0.21924548835379842
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold 0.06485546170686741
#> Attrib V1 0.2781146281318082
#> Attrib V10 -0.06692796620452757
#> Attrib V11 -0.0757541169776035
#> Attrib V12 0.03043722684380233
#> Attrib V13 -0.21973514261568644
#> Attrib V14 0.08062430220875912
#> Attrib V15 0.006445466814709377
#> Attrib V16 0.0035421364064686187
#> Attrib V17 0.03516396498972606
#> Attrib V18 0.24409131074516197
#> Attrib V19 0.15903260788283813
#> Attrib V2 -0.12840539694948486
#> Attrib V20 0.42043796784672044
#> Attrib V21 0.2802397479877082
#> Attrib V22 0.06718884244556506
#> Attrib V23 0.027721188845535445
#> Attrib V24 0.07444243927322565
#> Attrib V25 -0.16524004670319986
#> Attrib V26 -0.5568580674886605
#> Attrib V27 -0.4234048199799625
#> Attrib V28 -0.483585470799402
#> Attrib V29 -0.14092514245958343
#> Attrib V3 -0.014738503471033067
#> Attrib V30 -0.1088718053793666
#> Attrib V31 -0.5887763706041415
#> Attrib V32 0.0588602285060718
#> Attrib V33 0.291792686471294
#> Attrib V34 0.012231735494063416
#> Attrib V35 -0.007078488153623338
#> Attrib V36 -0.3697395806552544
#> Attrib V37 -0.5063872760487909
#> Attrib V38 0.28841835702685165
#> Attrib V39 0.21528486223568533
#> Attrib V4 0.43829718513678423
#> Attrib V40 -0.08258049782365023
#> Attrib V41 -0.07010213268999572
#> Attrib V42 -0.1701307532723391
#> Attrib V43 0.19321039593025255
#> Attrib V44 0.18171930630984726
#> Attrib V45 0.005478994835192777
#> Attrib V46 0.06875868648984874
#> Attrib V47 -0.07320301259184551
#> Attrib V48 0.06597395081765076
#> Attrib V49 0.2700341817223482
#> Attrib V5 -0.020478876054492768
#> Attrib V50 -0.03137098463014492
#> Attrib V51 -0.08785179953322171
#> Attrib V52 -0.042792396352624884
#> Attrib V53 0.47960756196058574
#> Attrib V54 0.17946783309004435
#> Attrib V55 -0.1758003842012408
#> Attrib V56 0.07269891203118722
#> Attrib V57 0.38927651169577354
#> Attrib V58 0.20392255081823724
#> Attrib V59 0.6056492722572825
#> Attrib V6 0.042857971819758436
#> Attrib V60 0.14579391130183075
#> Attrib V7 0.2957794700159295
#> Attrib V8 -0.11345106057617685
#> Attrib V9 0.18733069223716547
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.19105962220211842
#> Attrib V1 0.3721243296424177
#> Attrib V10 -0.10250950901089943
#> Attrib V11 -0.0814841227589044
#> Attrib V12 0.034285980745371994
#> Attrib V13 -0.3920200184550665
#> Attrib V14 0.10236837990052958
#> Attrib V15 0.1099755095421929
#> Attrib V16 0.05252965262964165
#> Attrib V17 0.027705691132019934
#> Attrib V18 0.2693469790620735
#> Attrib V19 0.14642908044947944
#> Attrib V2 -0.13448046648107406
#> Attrib V20 0.43966708590789727
#> Attrib V21 0.3038749786701557
#> Attrib V22 0.08690581390605476
#> Attrib V23 -0.010056181018897645
#> Attrib V24 0.03437865542291769
#> Attrib V25 -0.2568018423276363
#> Attrib V26 -0.6938124864362349
#> Attrib V27 -0.680652249126603
#> Attrib V28 -0.6957114545413483
#> Attrib V29 -0.2801418968152412
#> Attrib V3 -0.14868844525871183
#> Attrib V30 -0.1708798985906921
#> Attrib V31 -0.6614112366445465
#> Attrib V32 0.021922101356072247
#> Attrib V33 0.3948463071533522
#> Attrib V34 -0.020734686678673737
#> Attrib V35 0.04531518766266782
#> Attrib V36 -0.4390138869739316
#> Attrib V37 -0.6535781340488795
#> Attrib V38 0.26207342823984786
#> Attrib V39 0.19153035050065184
#> Attrib V4 0.5120412189401728
#> Attrib V40 -0.1534546466983843
#> Attrib V41 -0.1672472966928466
#> Attrib V42 -0.25141473638255274
#> Attrib V43 0.26993063626643243
#> Attrib V44 0.26990856593886364
#> Attrib V45 0.007451897014777736
#> Attrib V46 0.06357342578920916
#> Attrib V47 -0.14996701312657768
#> Attrib V48 0.1557445105307562
#> Attrib V49 0.3515659796991318
#> Attrib V5 -0.12484137778527503
#> Attrib V50 0.021325846775584367
#> Attrib V51 -0.15286927613374332
#> Attrib V52 -0.05358408478961384
#> Attrib V53 0.5199714727972355
#> Attrib V54 0.30728598559457526
#> Attrib V55 -0.14495166048685953
#> Attrib V56 0.11427847466798911
#> Attrib V57 0.524264902780437
#> Attrib V58 0.32011961253409704
#> Attrib V59 0.7329953438997135
#> Attrib V6 0.015745972278330786
#> Attrib V60 0.163505098518015
#> Attrib V7 0.33033169956228753
#> Attrib V8 -0.09231523629817893
#> Attrib V9 0.175499203051296
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.6625898334345838
#> Attrib V1 -0.10912372664632707
#> Attrib V10 -0.3834327416433006
#> Attrib V11 -0.36359207821161965
#> Attrib V12 -0.9132422959355504
#> Attrib V13 0.14664132229548857
#> Attrib V14 0.41213499376432566
#> Attrib V15 0.5058118450929351
#> Attrib V16 0.39068454155566895
#> Attrib V17 0.47666288461310713
#> Attrib V18 -0.1522359876891868
#> Attrib V19 -0.023856017255107265
#> Attrib V2 0.12475125223983935
#> Attrib V20 -0.12177720123308781
#> Attrib V21 0.04393223065664207
#> Attrib V22 -0.4292240957562843
#> Attrib V23 -0.6809695035287776
#> Attrib V24 -0.6496048678916704
#> Attrib V25 0.08873702885399928
#> Attrib V26 0.308607526742306
#> Attrib V27 -0.27822249345598316
#> Attrib V28 -0.309885539920617
#> Attrib V29 -0.38858508917838575
#> Attrib V3 0.19624712015909485
#> Attrib V30 -0.23276554025158366
#> Attrib V31 0.4047860098309252
#> Attrib V32 -0.8164560391790793
#> Attrib V33 -0.49199147234655344
#> Attrib V34 0.44209052845400265
#> Attrib V35 0.22509421323102186
#> Attrib V36 1.1817152661337633
#> Attrib V37 0.9267433938361975
#> Attrib V38 -0.45557342983233695
#> Attrib V39 0.039029321644504227
#> Attrib V4 -0.48773866541646266
#> Attrib V40 0.07675169942434538
#> Attrib V41 -0.5768635293476615
#> Attrib V42 0.2734571952585451
#> Attrib V43 -0.536562345414716
#> Attrib V44 -0.22004565231998388
#> Attrib V45 0.15619280134202634
#> Attrib V46 -0.3991041088664954
#> Attrib V47 -0.05489860462226903
#> Attrib V48 -0.2494526021775073
#> Attrib V49 -0.735343118185537
#> Attrib V5 -0.23339378896262333
#> Attrib V50 0.2611173509462616
#> Attrib V51 -0.05996417208677822
#> Attrib V52 -0.15001404280608807
#> Attrib V53 -0.8887745996836467
#> Attrib V54 -0.581588369374246
#> Attrib V55 0.36377256964269467
#> Attrib V56 0.41466559247481827
#> Attrib V57 -0.20115037155858534
#> Attrib V58 -0.28809447696589485
#> Attrib V59 -0.6794016123920795
#> Attrib V6 -0.15764053719550125
#> Attrib V60 0.266541817324778
#> Attrib V7 0.11847742664480629
#> Attrib V8 0.6442955839617635
#> Attrib V9 -0.5819622029717839
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.29030144163636273
#> Attrib V1 -0.12829263575267683
#> Attrib V10 -0.14179398735717502
#> Attrib V11 -0.1300686372898736
#> Attrib V12 -0.32413320939403467
#> Attrib V13 0.12166277886344555
#> Attrib V14 0.08287813261651802
#> Attrib V15 0.08038939123153459
#> Attrib V16 0.1392440065837359
#> Attrib V17 0.21094146370195838
#> Attrib V18 0.016190142316135164
#> Attrib V19 -8.705929318561602E-4
#> Attrib V2 -0.0019177497236345284
#> Attrib V20 -0.1546698559979325
#> Attrib V21 -0.0910282259840123
#> Attrib V22 -0.20575549749872743
#> Attrib V23 -0.26514126338629346
#> Attrib V24 -0.19724380093870503
#> Attrib V25 0.11714130640548445
#> Attrib V26 0.16157790538264985
#> Attrib V27 2.6440405240905966E-4
#> Attrib V28 -0.010932703236391325
#> Attrib V29 -0.1412357759940932
#> Attrib V3 0.10506918851191606
#> Attrib V30 -0.12644114392924433
#> Attrib V31 0.14821494645096905
#> Attrib V32 -0.24958697444972025
#> Attrib V33 -0.21323943153791944
#> Attrib V34 0.14397189581449613
#> Attrib V35 0.06316058676280967
#> Attrib V36 0.4245346413366555
#> Attrib V37 0.4207412971861316
#> Attrib V38 -0.15977030618669547
#> Attrib V39 -0.03305710069191899
#> Attrib V4 -0.1828071618088665
#> Attrib V40 0.014573413470898383
#> Attrib V41 -0.11747323001353045
#> Attrib V42 0.19716934565082989
#> Attrib V43 -0.20544953314622869
#> Attrib V44 -0.1423579481697343
#> Attrib V45 -6.054637101087278E-4
#> Attrib V46 -0.14349232262013425
#> Attrib V47 -0.011246306911629929
#> Attrib V48 -0.13552836525210318
#> Attrib V49 -0.3132430266558577
#> Attrib V5 -0.010295200048994332
#> Attrib V50 0.1215117723687406
#> Attrib V51 0.018227251740744393
#> Attrib V52 -0.017884869807203684
#> Attrib V53 -0.2871048643236101
#> Attrib V54 -0.2044782372379532
#> Attrib V55 0.1744440929956458
#> Attrib V56 0.11559694432543707
#> Attrib V57 -0.08162742643680534
#> Attrib V58 -0.06798889331615765
#> Attrib V59 -0.352208487253828
#> Attrib V6 -0.0657012334806267
#> Attrib V60 0.0804181430128572
#> Attrib V7 -0.04401960936198586
#> Attrib V8 0.13721552109125393
#> Attrib V9 -0.1915601582371984
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.04366387405632203
#> Attrib V1 0.15022231573367556
#> Attrib V10 0.10226107391824295
#> Attrib V11 0.0512955582108863
#> Attrib V12 0.024317166005816643
#> Attrib V13 -0.09442762673547583
#> Attrib V14 0.0019245547626388297
#> Attrib V15 0.0596395865655038
#> Attrib V16 0.005848057806523072
#> Attrib V17 0.013344191474873498
#> Attrib V18 0.058922024622809085
#> Attrib V19 0.06083730913529469
#> Attrib V2 0.05240164874952457
#> Attrib V20 0.08066174021404474
#> Attrib V21 -0.01509365562186077
#> Attrib V22 0.020981629339196825
#> Attrib V23 -0.03717041108112132
#> Attrib V24 0.0127299583099413
#> Attrib V25 -0.11772723880617317
#> Attrib V26 -0.194222740323219
#> Attrib V27 -0.08489013825703273
#> Attrib V28 -0.05707723305130704
#> Attrib V29 -0.04797952363928261
#> Attrib V3 0.02836366819814057
#> Attrib V30 0.0278268185145879
#> Attrib V31 -0.09151774178895167
#> Attrib V32 0.0212296965837096
#> Attrib V33 0.16717265946795226
#> Attrib V34 0.01803256899133336
#> Attrib V35 0.10753753278329832
#> Attrib V36 -0.12102610685685497
#> Attrib V37 -0.13729387912454424
#> Attrib V38 0.18800258589038102
#> Attrib V39 0.09069391349443494
#> Attrib V4 0.17557299389512207
#> Attrib V40 -0.04092995347827472
#> Attrib V41 0.0333336218431117
#> Attrib V42 -0.10122999890648231
#> Attrib V43 0.09797114496587099
#> Attrib V44 0.0982744381921926
#> Attrib V45 0.06340803618965521
#> Attrib V46 0.03967684115151362
#> Attrib V47 -0.023690297886486616
#> Attrib V48 0.08195004416990977
#> Attrib V49 0.05239384590486398
#> Attrib V5 0.023899712848174177
#> Attrib V50 0.03649144513336197
#> Attrib V51 0.03728408304266289
#> Attrib V52 0.01333030501689752
#> Attrib V53 0.13741041261625764
#> Attrib V54 0.026251332494419223
#> Attrib V55 0.03018207345940329
#> Attrib V56 0.06998491615547899
#> Attrib V57 0.2208206131701265
#> Attrib V58 0.03363543470449259
#> Attrib V59 0.1255846302938111
#> Attrib V6 -0.011676969613036478
#> Attrib V60 0.08724773203094957
#> Attrib V7 -6.567883938881486E-5
#> Attrib V8 -5.488861443605141E-5
#> Attrib V9 0.14111587730000952
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.32013676386268636
#> Attrib V1 -0.11286024935408115
#> Attrib V10 -0.14038749031505124
#> Attrib V11 -0.1221426730304782
#> Attrib V12 -0.3481265049548793
#> Attrib V13 0.08805028669929393
#> Attrib V14 0.11396460580664448
#> Attrib V15 0.07481222409209087
#> Attrib V16 0.09728510875474171
#> Attrib V17 0.1374779167925294
#> Attrib V18 0.01387184536486772
#> Attrib V19 -0.05390356178537527
#> Attrib V2 0.061574566196957864
#> Attrib V20 -0.09558115609479154
#> Attrib V21 -0.017064961240958645
#> Attrib V22 -0.20003481358456476
#> Attrib V23 -0.23713898458175445
#> Attrib V24 -0.2590413095338204
#> Attrib V25 0.09501147287485244
#> Attrib V26 0.1907583491849215
#> Attrib V27 0.021339203385767187
#> Attrib V28 -0.04359507321927887
#> Attrib V29 -0.165177164663371
#> Attrib V3 0.1430469044529149
#> Attrib V30 -0.14860613374094683
#> Attrib V31 0.1460085470159923
#> Attrib V32 -0.28823479015395087
#> Attrib V33 -0.2040414025416778
#> Attrib V34 0.14850674982858866
#> Attrib V35 0.05093305544339195
#> Attrib V36 0.504242237615742
#> Attrib V37 0.3929731106658551
#> Attrib V38 -0.18084754081379004
#> Attrib V39 -0.0016785012988918802
#> Attrib V4 -0.2224964373066231
#> Attrib V40 0.015175560344937585
#> Attrib V41 -0.1755433572798212
#> Attrib V42 0.16661925964328347
#> Attrib V43 -0.20007984589502595
#> Attrib V44 -0.07294956456789538
#> Attrib V45 -0.04896447707636286
#> Attrib V46 -0.18627643711463257
#> Attrib V47 0.020710493776683866
#> Attrib V48 -0.11614245130097513
#> Attrib V49 -0.2655223234005456
#> Attrib V5 -0.007098809429595647
#> Attrib V50 0.04975041082576828
#> Attrib V51 0.028401383648536338
#> Attrib V52 -0.04673918141715848
#> Attrib V53 -0.3275204511485835
#> Attrib V54 -0.2159044882574804
#> Attrib V55 0.19064862937846752
#> Attrib V56 0.134906194456842
#> Attrib V57 -0.14851141319818884
#> Attrib V58 -0.1078373675316587
#> Attrib V59 -0.29558975861684783
#> Attrib V6 -0.10547515977158627
#> Attrib V60 0.11111228641387486
#> Attrib V7 -0.013756519465245252
#> Attrib V8 0.2079547448696326
#> Attrib V9 -0.2201867344033214
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.6817906297557275
#> Attrib V1 0.0369598070934927
#> Attrib V10 0.6546959626374215
#> Attrib V11 0.574231292332339
#> Attrib V12 1.4504659625224514
#> Attrib V13 0.26780941744888515
#> Attrib V14 -0.5594658066341117
#> Attrib V15 -0.5811758005063618
#> Attrib V16 -0.615642885790842
#> Attrib V17 -0.7538855226048754
#> Attrib V18 -0.19961918759762992
#> Attrib V19 -0.1914941767470954
#> Attrib V2 0.05473958031918438
#> Attrib V20 -0.39452297107528694
#> Attrib V21 -0.4516721857118636
#> Attrib V22 0.2933072638109264
#> Attrib V23 0.3418302695168997
#> Attrib V24 0.44416149743480743
#> Attrib V25 0.06695889102520645
#> Attrib V26 0.3219715044840412
#> Attrib V27 0.8950740394591892
#> Attrib V28 0.7019981983020104
#> Attrib V29 0.3614953291393539
#> Attrib V3 0.07016962161595897
#> Attrib V30 0.23313354793689217
#> Attrib V31 -0.23655873816088657
#> Attrib V32 0.627918341144018
#> Attrib V33 0.1366974046197485
#> Attrib V34 -0.5633725626875861
#> Attrib V35 -0.2014933244272281
#> Attrib V36 -1.1443653499123299
#> Attrib V37 -0.6539701863027287
#> Attrib V38 0.21432803916269855
#> Attrib V39 -0.24802134836574324
#> Attrib V4 0.507095982500574
#> Attrib V40 0.13056486809534373
#> Attrib V41 1.0308993253592367
#> Attrib V42 -0.24658662381426474
#> Attrib V43 0.08249546849733978
#> Attrib V44 -0.20162071035565435
#> Attrib V45 -0.0015738546773675756
#> Attrib V46 0.5633527293736084
#> Attrib V47 0.18474617889515518
#> Attrib V48 0.3956118530800608
#> Attrib V49 0.692628415009032
#> Attrib V5 0.6367221904755885
#> Attrib V50 -0.20990256985452027
#> Attrib V51 0.22284219205426628
#> Attrib V52 0.1848249312024783
#> Attrib V53 0.7169870538201184
#> Attrib V54 0.7830360933082081
#> Attrib V55 -0.07532718590283054
#> Attrib V56 -0.521446799860718
#> Attrib V57 0.1077953179236063
#> Attrib V58 0.3269104145623116
#> Attrib V59 0.6156181364422758
#> Attrib V6 0.335018781745268
#> Attrib V60 0.017127282310611853
#> Attrib V7 -0.1668285140250244
#> Attrib V8 -0.5096061739701607
#> Attrib V9 0.6920496503523679
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.355814247119102
#> Attrib V1 0.43087487303352406
#> Attrib V10 0.04623726116101607
#> Attrib V11 -0.026540537234903985
#> Attrib V12 0.22392684347932465
#> Attrib V13 -0.4889842595347889
#> Attrib V14 -0.03904943592229341
#> Attrib V15 -0.16071959961493423
#> Attrib V16 -0.15808863552064806
#> Attrib V17 -0.1479214960139062
#> Attrib V18 0.34615525485903437
#> Attrib V19 0.21281961156145207
#> Attrib V2 -0.20128907187607892
#> Attrib V20 0.543078668025048
#> Attrib V21 0.43723421711983934
#> Attrib V22 0.2838792538092599
#> Attrib V23 0.16336292879053657
#> Attrib V24 0.1754839236205652
#> Attrib V25 -0.29603425264747274
#> Attrib V26 -0.6933917003726573
#> Attrib V27 -0.5175816673468222
#> Attrib V28 -0.49327644590937103
#> Attrib V29 0.04449917312930615
#> Attrib V3 -0.2366397018404839
#> Attrib V30 0.011981126513907798
#> Attrib V31 -0.774028987487565
#> Attrib V32 0.2501079121336175
#> Attrib V33 0.49143986072188245
#> Attrib V34 -0.2517636549998918
#> Attrib V35 -0.16008766775786593
#> Attrib V36 -0.717356528005541
#> Attrib V37 -0.8905974856659153
#> Attrib V38 0.5232901023799928
#> Attrib V39 0.241622168142071
#> Attrib V4 0.6076864148285731
#> Attrib V40 -0.1701386433183665
#> Attrib V41 -0.04272935914088114
#> Attrib V42 -0.2848288359107604
#> Attrib V43 0.5338839343592787
#> Attrib V44 0.3599959611113987
#> Attrib V45 0.001582809399021688
#> Attrib V46 0.09240673679667646
#> Attrib V47 -0.16574651250369754
#> Attrib V48 0.197833365706626
#> Attrib V49 0.5176458456756895
#> Attrib V5 -0.059679661857979946
#> Attrib V50 -0.025286964981894436
#> Attrib V51 -0.04113755818990141
#> Attrib V52 0.017446149962303155
#> Attrib V53 0.7516533506752064
#> Attrib V54 0.37812398421327215
#> Attrib V55 -0.3701020031291692
#> Attrib V56 -0.026135446571392648
#> Attrib V57 0.38137451156303404
#> Attrib V58 0.3219929623535454
#> Attrib V59 0.826964485770603
#> Attrib V6 -0.03099427092412867
#> Attrib V60 -0.029774722433192482
#> Attrib V7 0.280575311392679
#> Attrib V8 -0.318590873091113
#> Attrib V9 0.3549509651967815
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.5292063198490065
#> Attrib V1 -0.04525475189139374
#> Attrib V10 -0.38884414639477183
#> Attrib V11 -0.36074208693445525
#> Attrib V12 -0.8822247310742243
#> Attrib V13 0.11864424827080332
#> Attrib V14 0.3841010543402753
#> Attrib V15 0.44409641151897994
#> Attrib V16 0.35115662577459417
#> Attrib V17 0.45674310737171225
#> Attrib V18 -0.10982228530949689
#> Attrib V19 -0.06622621832254504
#> Attrib V2 0.10378768496352665
#> Attrib V20 -0.08373293335892001
#> Attrib V21 0.13138695413517687
#> Attrib V22 -0.4453191608044313
#> Attrib V23 -0.649891517477393
#> Attrib V24 -0.590280802266536
#> Attrib V25 0.11822522558502738
#> Attrib V26 0.2637430617452767
#> Attrib V27 -0.26525442743358274
#> Attrib V28 -0.37206767650321165
#> Attrib V29 -0.3962567803123643
#> Attrib V3 0.1388850421783265
#> Attrib V30 -0.2212219683228576
#> Attrib V31 0.355179325848645
#> Attrib V32 -0.8191730844060686
#> Attrib V33 -0.4446461439636636
#> Attrib V34 0.3996363257935634
#> Attrib V35 0.2279838504893482
#> Attrib V36 1.1031131832101426
#> Attrib V37 0.8807998618342986
#> Attrib V38 -0.4176491696320569
#> Attrib V39 0.03996473545025378
#> Attrib V4 -0.4091070272035495
#> Attrib V40 0.11624644909268127
#> Attrib V41 -0.4576673632528953
#> Attrib V42 0.2554940290981265
#> Attrib V43 -0.46794541155117486
#> Attrib V44 -0.19231973355895424
#> Attrib V45 0.0787541845836244
#> Attrib V46 -0.4266166815077271
#> Attrib V47 -0.09787437095754947
#> Attrib V48 -0.2396366635608739
#> Attrib V49 -0.7297133562122124
#> Attrib V5 -0.204223465475564
#> Attrib V50 0.2117097859199097
#> Attrib V51 -0.08972357405129268
#> Attrib V52 -0.13406499511038023
#> Attrib V53 -0.8399776369209901
#> Attrib V54 -0.5408778210787365
#> Attrib V55 0.2673406795875952
#> Attrib V56 0.318030004631887
#> Attrib V57 -0.08052928617059704
#> Attrib V58 -0.29890003324813275
#> Attrib V59 -0.549570283915671
#> Attrib V6 -0.12838484205663153
#> Attrib V60 0.3297350751797269
#> Attrib V7 0.20384832194015973
#> Attrib V8 0.5258886895972813
#> Attrib V9 -0.5363798118376664
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.09424026279978909
#> Attrib V1 0.3181405786552049
#> Attrib V10 -0.07156254671294081
#> Attrib V11 -0.08971412494762152
#> Attrib V12 7.908433979418158E-4
#> Attrib V13 -0.2889009172582764
#> Attrib V14 0.14321193415048647
#> Attrib V15 0.05399282969513518
#> Attrib V16 0.14388389015502875
#> Attrib V17 0.07492992125915478
#> Attrib V18 0.23786693136867074
#> Attrib V19 0.1500262293809451
#> Attrib V2 -0.08985229224581424
#> Attrib V20 0.39937272389005
#> Attrib V21 0.24243252290819803
#> Attrib V22 0.029010171539888257
#> Attrib V23 -0.08080649905275138
#> Attrib V24 0.08053537318843386
#> Attrib V25 -0.22295863328726687
#> Attrib V26 -0.6004231254442075
#> Attrib V27 -0.5560274755321428
#> Attrib V28 -0.5939213829800988
#> Attrib V29 -0.2068418383532089
#> Attrib V3 -0.08259409374993505
#> Attrib V30 -0.18394730249370564
#> Attrib V31 -0.5012550552548205
#> Attrib V32 -0.0031578640562491536
#> Attrib V33 0.2674952104118826
#> Attrib V34 0.03177861565955243
#> Attrib V35 0.0675121521178467
#> Attrib V36 -0.2837205830359317
#> Attrib V37 -0.4914684396188161
#> Attrib V38 0.2212516750380021
#> Attrib V39 0.12552624263224374
#> Attrib V4 0.4322734481626215
#> Attrib V40 -0.096838052265693
#> Attrib V41 -0.16561684301841298
#> Attrib V42 -0.20576632349561982
#> Attrib V43 0.2734251218521367
#> Attrib V44 0.1842660483030245
#> Attrib V45 -0.015669603002834025
#> Attrib V46 0.05115843073836401
#> Attrib V47 -0.1565217114320799
#> Attrib V48 0.1026249654632624
#> Attrib V49 0.2244794729076249
#> Attrib V5 -0.0447739153696125
#> Attrib V50 0.010918608465888347
#> Attrib V51 -0.10145424315664721
#> Attrib V52 -0.019497283772406792
#> Attrib V53 0.43627695827938306
#> Attrib V54 0.20746084206502566
#> Attrib V55 -0.08915727128280174
#> Attrib V56 0.1459326299088214
#> Attrib V57 0.4469388760714447
#> Attrib V58 0.28267038079407153
#> Attrib V59 0.58750926808726
#> Attrib V6 0.04604584097268815
#> Attrib V60 0.1717445937693058
#> Attrib V7 0.2846175603101026
#> Attrib V8 -0.10435831246523525
#> Attrib V9 0.1609206705815003
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.1682265182352984
#> Attrib V1 0.3784355719994478
#> Attrib V10 -0.18172894033430745
#> Attrib V11 -0.09829185002799712
#> Attrib V12 0.05758287995456124
#> Attrib V13 -0.2811938607634401
#> Attrib V14 0.17691899447575515
#> Attrib V15 0.09940262433276775
#> Attrib V16 0.052712815305829906
#> Attrib V17 0.08048677324275919
#> Attrib V18 0.2819918041831475
#> Attrib V19 0.18524472066358066
#> Attrib V2 -0.14777492643329504
#> Attrib V20 0.4482802251474503
#> Attrib V21 0.3080171107465843
#> Attrib V22 0.062005097297881825
#> Attrib V23 -0.03958626191706805
#> Attrib V24 0.05991581172425914
#> Attrib V25 -0.19867220507512864
#> Attrib V26 -0.6221826763094248
#> Attrib V27 -0.6792232357890933
#> Attrib V28 -0.7063390796449323
#> Attrib V29 -0.2898884061921345
#> Attrib V3 -0.04801700424200195
#> Attrib V30 -0.23021968603789356
#> Attrib V31 -0.6736394798529779
#> Attrib V32 -0.025027829386153083
#> Attrib V33 0.339248230738624
#> Attrib V34 -0.010519363769756568
#> Attrib V35 0.08116976913672905
#> Attrib V36 -0.33937289217463834
#> Attrib V37 -0.5726292418704301
#> Attrib V38 0.25681129320728596
#> Attrib V39 0.16827354466641178
#> Attrib V4 0.553398773044766
#> Attrib V40 -0.18205836415304413
#> Attrib V41 -0.13850332142232577
#> Attrib V42 -0.20231885729968643
#> Attrib V43 0.3040065130219622
#> Attrib V44 0.20571890331064685
#> Attrib V45 0.06623091891037862
#> Attrib V46 0.004812694348071451
#> Attrib V47 -0.13302716916932833
#> Attrib V48 0.03234893700545162
#> Attrib V49 0.23536463737462024
#> Attrib V5 -0.05394347331999126
#> Attrib V50 -0.02466439550980364
#> Attrib V51 -0.12694988210720984
#> Attrib V52 -4.5936499808947844E-4
#> Attrib V53 0.5965918521847325
#> Attrib V54 0.2842680457209543
#> Attrib V55 -0.1077679461686648
#> Attrib V56 0.16392307427696834
#> Attrib V57 0.4631132176699797
#> Attrib V58 0.29912963158500283
#> Attrib V59 0.778085153186248
#> Attrib V6 0.09367650833506722
#> Attrib V60 0.1404216073525366
#> Attrib V7 0.3775302823519425
#> Attrib V8 -0.029919616560063304
#> Attrib V9 0.17162060642860283
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.3289046657209282
#> Attrib V1 -0.1532545141679125
#> Attrib V10 -0.2162182818905448
#> Attrib V11 -0.1471716741739508
#> Attrib V12 -0.39472897586343636
#> Attrib V13 0.12557564991290882
#> Attrib V14 0.176302962032994
#> Attrib V15 0.21307162769616514
#> Attrib V16 0.1447389272097857
#> Attrib V17 0.2955345537201849
#> Attrib V18 -0.0593055272460498
#> Attrib V19 -0.03322674271275251
#> Attrib V2 0.057417337781052326
#> Attrib V20 -0.17247699775400624
#> Attrib V21 -0.0858521362095721
#> Attrib V22 -0.3130132711966662
#> Attrib V23 -0.32852201320284274
#> Attrib V24 -0.36752330907943287
#> Attrib V25 0.09013519019161602
#> Attrib V26 0.2645576509538062
#> Attrib V27 -0.013747649621495085
#> Attrib V28 -0.03294802661195089
#> Attrib V29 -0.19786626545750857
#> Attrib V3 0.1085055396621454
#> Attrib V30 -0.12346263946519698
#> Attrib V31 0.23445002921067107
#> Attrib V32 -0.34689604730037
#> Attrib V33 -0.3240462600155921
#> Attrib V34 0.1676067765254249
#> Attrib V35 0.09782973778718487
#> Attrib V36 0.6353820256475834
#> Attrib V37 0.5176970657834667
#> Attrib V38 -0.23749427158550987
#> Attrib V39 -0.06207993547532223
#> Attrib V4 -0.2391485784784787
#> Attrib V40 0.08287578725050657
#> Attrib V41 -0.16895253704869514
#> Attrib V42 0.18021019328528598
#> Attrib V43 -0.23120658455421417
#> Attrib V44 -0.16333343237119768
#> Attrib V45 -0.03155022978333557
#> Attrib V46 -0.19778666014696125
#> Attrib V47 0.032260105815638686
#> Attrib V48 -0.13546541156901454
#> Attrib V49 -0.40850610304447005
#> Attrib V5 -0.05491029896426875
#> Attrib V50 0.1715405262488003
#> Attrib V51 -0.004257968010484356
#> Attrib V52 -0.0013822820198846363
#> Attrib V53 -0.5086799197414774
#> Attrib V54 -0.2603354477423763
#> Attrib V55 0.2538657760438607
#> Attrib V56 0.17543453552925017
#> Attrib V57 -0.09127207660207125
#> Attrib V58 -0.14000502934973907
#> Attrib V59 -0.41951222624608103
#> Attrib V6 -0.06147880964892631
#> Attrib V60 0.0859839620931563
#> Attrib V7 -0.05189675519679098
#> Attrib V8 0.2753680233847678
#> Attrib V9 -0.25451477579845805
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.583863274459445
#> Attrib V1 0.06858597934924464
#> Attrib V10 1.1732871087942043
#> Attrib V11 1.0626364768085748
#> Attrib V12 1.8141647356562616
#> Attrib V13 0.562786962267968
#> Attrib V14 -0.7944253266879148
#> Attrib V15 -0.8945633627380538
#> Attrib V16 -0.7982684381707472
#> Attrib V17 -0.9998859292143998
#> Attrib V18 -0.25930019392993764
#> Attrib V19 -0.03173362248371411
#> Attrib V2 0.3221538933148564
#> Attrib V20 -0.21512998365679808
#> Attrib V21 -0.4057323481181435
#> Attrib V22 0.5757321692065249
#> Attrib V23 0.9722853559740495
#> Attrib V24 0.6657264986774319
#> Attrib V25 0.08496341015671718
#> Attrib V26 0.8412764542520228
#> Attrib V27 1.379970315391703
#> Attrib V28 1.1737983511561993
#> Attrib V29 0.743723327913615
#> Attrib V3 0.2799151877253048
#> Attrib V30 0.4514586103702717
#> Attrib V31 -0.19914163778258345
#> Attrib V32 0.7883124371675266
#> Attrib V33 -0.08636254738685577
#> Attrib V34 -0.73034966696949
#> Attrib V35 -0.3292262943812556
#> Attrib V36 -1.5427108960019296
#> Attrib V37 -0.7366474501476441
#> Attrib V38 0.11073801861254037
#> Attrib V39 -0.2387630506910826
#> Attrib V4 0.21964810671596646
#> Attrib V40 0.33083826945481964
#> Attrib V41 1.7403460574603564
#> Attrib V42 -0.07296891547528608
#> Attrib V43 0.13381488053046242
#> Attrib V44 -0.11052498119010373
#> Attrib V45 0.03965423414216274
#> Attrib V46 0.7625020508513597
#> Attrib V47 0.4254693770811131
#> Attrib V48 0.3571803886776951
#> Attrib V49 0.7822755829543835
#> Attrib V5 0.9747488188817585
#> Attrib V50 -0.08145149452619878
#> Attrib V51 0.6637620070746574
#> Attrib V52 0.5418187298504394
#> Attrib V53 0.9348597666205827
#> Attrib V54 0.7332733238344009
#> Attrib V55 0.013381216273488946
#> Attrib V56 -0.5265209810370718
#> Attrib V57 -0.30294759735284854
#> Attrib V58 0.30295731939031123
#> Attrib V59 0.3129055891269976
#> Attrib V6 0.6893856722208169
#> Attrib V60 -0.3159482528636541
#> Attrib V7 -0.29088384283422297
#> Attrib V8 -0.45929131305463766
#> Attrib V9 1.1413934990593202
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.3938327727763019
#> Attrib V1 -0.13533344685245363
#> Attrib V10 -0.20045663493366134
#> Attrib V11 -0.17333923217348285
#> Attrib V12 -0.39339962317664906
#> Attrib V13 0.13455031701051323
#> Attrib V14 0.2193984351077957
#> Attrib V15 0.15401576911153975
#> Attrib V16 0.14857529317276266
#> Attrib V17 0.26958464349930533
#> Attrib V18 -0.08484308732716264
#> Attrib V19 0.018543293255583657
#> Attrib V2 0.09304692320315822
#> Attrib V20 -0.15904771660928888
#> Attrib V21 -0.05487524328852999
#> Attrib V22 -0.2645318325733347
#> Attrib V23 -0.3293645488250718
#> Attrib V24 -0.3380245680564378
#> Attrib V25 0.11035137805142521
#> Attrib V26 0.21133888482253785
#> Attrib V27 0.040362455840557344
#> Attrib V28 -0.011586682562384145
#> Attrib V29 -0.17067413877221768
#> Attrib V3 0.0999747004394391
#> Attrib V30 -0.1306800543464934
#> Attrib V31 0.21528601104020886
#> Attrib V32 -0.42903333595280246
#> Attrib V33 -0.27260362723198023
#> Attrib V34 0.1473747698842735
#> Attrib V35 0.146316620037054
#> Attrib V36 0.6533168494515033
#> Attrib V37 0.5951289025817688
#> Attrib V38 -0.24990117951298493
#> Attrib V39 -0.02920052762639967
#> Attrib V4 -0.23300721355133092
#> Attrib V40 0.04537500110417692
#> Attrib V41 -0.1996491354859358
#> Attrib V42 0.23316057207815197
#> Attrib V43 -0.2614632325075591
#> Attrib V44 -0.13401185727450587
#> Attrib V45 0.014297654823809965
#> Attrib V46 -0.23144067134481816
#> Attrib V47 -0.029225139705648072
#> Attrib V48 -0.10332062222172136
#> Attrib V49 -0.3979960461024124
#> Attrib V5 -0.048721923415778384
#> Attrib V50 0.15049885345318972
#> Attrib V51 -0.0515350290596609
#> Attrib V52 -0.07374743207134896
#> Attrib V53 -0.49067467392447367
#> Attrib V54 -0.25464475250756186
#> Attrib V55 0.23371011058146268
#> Attrib V56 0.16659104124270482
#> Attrib V57 -0.11707225709793195
#> Attrib V58 -0.14556323852094427
#> Attrib V59 -0.39771547593043904
#> Attrib V6 -0.05054274092076727
#> Attrib V60 0.18098600489978864
#> Attrib V7 -0.053944738460608134
#> Attrib V8 0.2773929911130797
#> Attrib V9 -0.3201892012388641
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.47491204241085044
#> Attrib V1 0.480726777495564
#> Attrib V10 0.03095272480797397
#> Attrib V11 -0.036106589781052724
#> Attrib V12 0.17914837854641746
#> Attrib V13 -0.5525649568708527
#> Attrib V14 -0.08344575273541024
#> Attrib V15 -0.1759109061704164
#> Attrib V16 -0.13256392438264672
#> Attrib V17 -0.16180535458776543
#> Attrib V18 0.42373980797196564
#> Attrib V19 0.19853149721350244
#> Attrib V2 -0.2412653638751252
#> Attrib V20 0.5134795707830198
#> Attrib V21 0.44364141124212836
#> Attrib V22 0.25388164872483615
#> Attrib V23 0.04082574596241904
#> Attrib V24 0.13345203236126083
#> Attrib V25 -0.3783555510358289
#> Attrib V26 -0.8263226741524254
#> Attrib V27 -0.7037034248701729
#> Attrib V28 -0.666430614704289
#> Attrib V29 -0.055295438342272546
#> Attrib V3 -0.24020353173060394
#> Attrib V30 -0.04995223880417394
#> Attrib V31 -0.8898940686998229
#> Attrib V32 0.28384477133269037
#> Attrib V33 0.5548838260652189
#> Attrib V34 -0.2024236644463842
#> Attrib V35 -0.1790623631618727
#> Attrib V36 -0.8429257582898247
#> Attrib V37 -1.0695230909570068
#> Attrib V38 0.5124783236077859
#> Attrib V39 0.31418617983895397
#> Attrib V4 0.7067423979955344
#> Attrib V40 -0.24393261727837554
#> Attrib V41 -0.10786288728891692
#> Attrib V42 -0.29214252041815514
#> Attrib V43 0.48176502592159015
#> Attrib V44 0.3803450671307188
#> Attrib V45 0.08415914341891118
#> Attrib V46 0.09204930236893007
#> Attrib V47 -0.17896861613092244
#> Attrib V48 0.28897165172859873
#> Attrib V49 0.5875098839206403
#> Attrib V5 -0.13655062276295687
#> Attrib V50 0.05528815497722868
#> Attrib V51 -0.1526444698600538
#> Attrib V52 -0.017112239473023306
#> Attrib V53 0.8181970764077996
#> Attrib V54 0.3977847893467978
#> Attrib V55 -0.42881653260730723
#> Attrib V56 -0.0693461122737818
#> Attrib V57 0.5340178856422216
#> Attrib V58 0.34188388877162856
#> Attrib V59 0.9127348195919932
#> Attrib V6 0.021793115217739117
#> Attrib V60 -0.03224173321618059
#> Attrib V7 0.3232832813694524
#> Attrib V8 -0.24975571495869087
#> Attrib V9 0.3680515545082813
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.552233737404056
#> Attrib V1 -0.06620533067622897
#> Attrib V10 -1.1195343235560866
#> Attrib V11 -0.9297479344391892
#> Attrib V12 -1.6342187724143233
#> Attrib V13 -0.49148989956307637
#> Attrib V14 0.7029989781486218
#> Attrib V15 0.8377226842691218
#> Attrib V16 0.779499508305406
#> Attrib V17 0.9133587998374666
#> Attrib V18 0.2747602575754467
#> Attrib V19 0.0029359924592853165
#> Attrib V2 -0.2571233070724239
#> Attrib V20 0.19569898763863938
#> Attrib V21 0.3748815452702002
#> Attrib V22 -0.5549649897416823
#> Attrib V23 -0.9017853453742489
#> Attrib V24 -0.6137000339894875
#> Attrib V25 -0.09412797778483993
#> Attrib V26 -0.6545288028612474
#> Attrib V27 -1.1752957757287026
#> Attrib V28 -1.083207409756749
#> Attrib V29 -0.6856333576708487
#> Attrib V3 -0.12701960633755868
#> Attrib V30 -0.4039130432210125
#> Attrib V31 0.1586916576002138
#> Attrib V32 -0.7187040364502453
#> Attrib V33 1.7314470657456282E-4
#> Attrib V34 0.7446554185309613
#> Attrib V35 0.3756022128224517
#> Attrib V36 1.4386786280371466
#> Attrib V37 0.6611577495348229
#> Attrib V38 -0.16436886602700215
#> Attrib V39 0.2191081467272101
#> Attrib V4 -0.25516651973443044
#> Attrib V40 -0.3072348613676035
#> Attrib V41 -1.484622591068469
#> Attrib V42 0.14666191909371742
#> Attrib V43 -0.14249839237841577
#> Attrib V44 0.10052175311492267
#> Attrib V45 0.009286140668476717
#> Attrib V46 -0.7376633253355929
#> Attrib V47 -0.481505067195234
#> Attrib V48 -0.4369457154495058
#> Attrib V49 -0.8183735433055823
#> Attrib V5 -0.8874947994464638
#> Attrib V50 0.09658738290199873
#> Attrib V51 -0.6395240246759357
#> Attrib V52 -0.3825153509226033
#> Attrib V53 -0.8531616798867069
#> Attrib V54 -0.7114858174657738
#> Attrib V55 0.050552109198784646
#> Attrib V56 0.5132989979824065
#> Attrib V57 0.21184423340142136
#> Attrib V58 -0.26640424444334515
#> Attrib V59 -0.3240638714355097
#> Attrib V6 -0.5973743985745972
#> Attrib V60 0.25820340763546146
#> Attrib V7 0.2274029722202557
#> Attrib V8 0.4771641484353404
#> Attrib V9 -0.9816354327628349
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.29266666369618216
#> Attrib V1 0.3147086262529096
#> Attrib V10 -0.05894533278508278
#> Attrib V11 -0.03842262619953042
#> Attrib V12 0.090320350656046
#> Attrib V13 -0.4559895019756613
#> Attrib V14 0.07330114297117757
#> Attrib V15 -0.048274913086807654
#> Attrib V16 -0.032509496867225124
#> Attrib V17 -0.06972073211680684
#> Attrib V18 0.2915971572056058
#> Attrib V19 0.14674939011450402
#> Attrib V2 -0.19879885802565486
#> Attrib V20 0.523098646108934
#> Attrib V21 0.401123980799632
#> Attrib V22 0.23243223288337073
#> Attrib V23 0.01231308302872087
#> Attrib V24 0.11160888919700444
#> Attrib V25 -0.3015121746426106
#> Attrib V26 -0.8470751575938267
#> Attrib V27 -0.6544145063265457
#> Attrib V28 -0.5592135705978477
#> Attrib V29 -0.04250217742484057
#> Attrib V3 -0.12407385874234723
#> Attrib V30 -0.09784890968690484
#> Attrib V31 -0.6605139559333176
#> Attrib V32 0.21259329533976953
#> Attrib V33 0.45409030676126155
#> Attrib V34 -0.09991492584058129
#> Attrib V35 -0.06293364670700254
#> Attrib V36 -0.6232685584780144
#> Attrib V37 -0.7852182257486927
#> Attrib V38 0.3970368134833063
#> Attrib V39 0.24470531447283317
#> Attrib V4 0.5184116641884208
#> Attrib V40 -0.16650021984901536
#> Attrib V41 -0.12036181260195032
#> Attrib V42 -0.2906159544767128
#> Attrib V43 0.43901148247855165
#> Attrib V44 0.25096131556180246
#> Attrib V45 0.09405629664694501
#> Attrib V46 0.11075147779830448
#> Attrib V47 -0.06750519277218259
#> Attrib V48 0.2116045580206111
#> Attrib V49 0.4511691288097713
#> Attrib V5 -0.16022195919479387
#> Attrib V50 0.04781200069521731
#> Attrib V51 -0.09899179874383776
#> Attrib V52 0.03863766793627898
#> Attrib V53 0.6063832731787491
#> Attrib V54 0.24638802923574588
#> Attrib V55 -0.26156255107056675
#> Attrib V56 0.06302776041233427
#> Attrib V57 0.4878530633147842
#> Attrib V58 0.25682278206019366
#> Attrib V59 0.695963611943693
#> Attrib V6 -0.0250968668992375
#> Attrib V60 0.027001525258099592
#> Attrib V7 0.234065647659986
#> Attrib V8 -0.18173713894034244
#> Attrib V9 0.24347826550278484
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.11957122346832993
#> Attrib V1 0.15053868410859367
#> Attrib V10 0.10338044002903063
#> Attrib V11 0.0444850499089124
#> Attrib V12 0.09104915072084839
#> Attrib V13 0.03815490919283992
#> Attrib V14 0.04545562357681166
#> Attrib V15 0.03390414195541587
#> Attrib V16 0.014183890955281345
#> Attrib V17 0.055033010533019934
#> Attrib V18 0.03892407360407372
#> Attrib V19 8.561305324923472E-4
#> Attrib V2 0.05538804766595828
#> Attrib V20 0.03540352640383087
#> Attrib V21 0.010720824307739879
#> Attrib V22 -0.048903668705936404
#> Attrib V23 -0.035705012768654044
#> Attrib V24 -0.04138531931200668
#> Attrib V25 -0.020033588763274286
#> Attrib V26 -0.05650541052184023
#> Attrib V27 -0.054002903555525665
#> Attrib V28 -0.016871047474331657
#> Attrib V29 -0.06841385261501035
#> Attrib V3 0.048591380625620136
#> Attrib V30 0.001472235882837328
#> Attrib V31 -0.05003617634772183
#> Attrib V32 0.005362593520040726
#> Attrib V33 0.05574637529064541
#> Attrib V34 0.022236237500207475
#> Attrib V35 0.09875916406676472
#> Attrib V36 -0.05077252189434149
#> Attrib V37 -0.006673163706164901
#> Attrib V38 0.0844379976115301
#> Attrib V39 0.1090648100180516
#> Attrib V4 0.1782616760272718
#> Attrib V40 0.027902032472881824
#> Attrib V41 0.04098629191580208
#> Attrib V42 -0.007415695483442496
#> Attrib V43 0.025864652039796432
#> Attrib V44 0.019998187398543
#> Attrib V45 0.03399943855019315
#> Attrib V46 0.053775407424746346
#> Attrib V47 0.003142788966820983
#> Attrib V48 0.060740384845375105
#> Attrib V49 0.03239185484560451
#> Attrib V5 0.0057669345835209
#> Attrib V50 0.02485193699176639
#> Attrib V51 0.038604005698517845
#> Attrib V52 0.05124878875187479
#> Attrib V53 0.14601410820565294
#> Attrib V54 0.058639995760518794
#> Attrib V55 0.018297771272239447
#> Attrib V56 0.11507525795535474
#> Attrib V57 0.1268617507799935
#> Attrib V58 0.10868102335898695
#> Attrib V59 0.18258049867816256
#> Attrib V6 0.002425825931494014
#> Attrib V60 0.12708680868339792
#> Attrib V7 -0.013032324709804621
#> Attrib V8 -0.027459295565881656
#> Attrib V9 0.09403903685015522
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.07522585188823987
#> Attrib V1 0.2971420533314555
#> Attrib V10 -0.08308482993286434
#> Attrib V11 -0.05661870716825308
#> Attrib V12 -0.04315302521881796
#> Attrib V13 -0.25770474862478987
#> Attrib V14 0.1348791191550088
#> Attrib V15 0.08087261162941554
#> Attrib V16 0.06712306733253032
#> Attrib V17 0.07028484931425419
#> Attrib V18 0.2656084064822926
#> Attrib V19 0.17893078933542608
#> Attrib V2 -0.06455413075685704
#> Attrib V20 0.43658149551162123
#> Attrib V21 0.226169441329007
#> Attrib V22 0.1057788993354429
#> Attrib V23 0.031319706541043844
#> Attrib V24 0.09777289623552693
#> Attrib V25 -0.2510245153438599
#> Attrib V26 -0.5708302341112806
#> Attrib V27 -0.5488045825590082
#> Attrib V28 -0.5359975022066739
#> Attrib V29 -0.19450310446580585
#> Attrib V3 -0.11086232283227998
#> Attrib V30 -0.1529574411834922
#> Attrib V31 -0.49080862344803355
#> Attrib V32 0.003665639759770808
#> Attrib V33 0.3119638292452967
#> Attrib V34 0.037605915588871254
#> Attrib V35 0.08833242126078651
#> Attrib V36 -0.31528489118137043
#> Attrib V37 -0.4807806945922188
#> Attrib V38 0.31310714902445885
#> Attrib V39 0.1380541828788249
#> Attrib V4 0.4323136415466018
#> Attrib V40 -0.12563736882446672
#> Attrib V41 -0.15996894445549836
#> Attrib V42 -0.20456557729020886
#> Attrib V43 0.2739807248147243
#> Attrib V44 0.24329694316894682
#> Attrib V45 0.007833545269939976
#> Attrib V46 0.03600385158584929
#> Attrib V47 -0.10400064316357267
#> Attrib V48 0.07141840446465167
#> Attrib V49 0.2248933811484773
#> Attrib V5 -0.07859492133910491
#> Attrib V50 0.0024247616463608547
#> Attrib V51 -0.09150530189646934
#> Attrib V52 -0.0048327099872480855
#> Attrib V53 0.49047356610843357
#> Attrib V54 0.23813018093498362
#> Attrib V55 -0.0905062500393116
#> Attrib V56 0.06454337336084302
#> Attrib V57 0.3915544397867953
#> Attrib V58 0.19908379726023892
#> Attrib V59 0.5620854403438902
#> Attrib V6 0.010946029391432731
#> Attrib V60 0.12344064442372549
#> Attrib V7 0.2717039868765001
#> Attrib V8 -0.05915124338046141
#> Attrib V9 0.19419280357171043
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.062212983400790046
#> Attrib V1 0.18716234518306732
#> Attrib V10 -8.652272286055129E-4
#> Attrib V11 0.02830379851286491
#> Attrib V12 0.050304780270551616
#> Attrib V13 -0.10613599690819318
#> Attrib V14 0.09804182875989381
#> Attrib V15 0.0439800246322821
#> Attrib V16 0.05291024626354749
#> Attrib V17 0.00524439004167663
#> Attrib V18 0.15778648686874644
#> Attrib V19 0.04217288068236564
#> Attrib V2 -0.02464233242567627
#> Attrib V20 0.1678500315985454
#> Attrib V21 0.08064198866072574
#> Attrib V22 -0.015277527883061158
#> Attrib V23 0.0022508756773797524
#> Attrib V24 -0.00638605889197366
#> Attrib V25 -0.13859655070963936
#> Attrib V26 -0.22988454575253972
#> Attrib V27 -0.15732782193226524
#> Attrib V28 -0.11543510817454276
#> Attrib V29 -0.06343886270404502
#> Attrib V3 0.056340485556494284
#> Attrib V30 -0.008441412827270667
#> Attrib V31 -0.2354923468286498
#> Attrib V32 0.010685138342258408
#> Attrib V33 0.15768982240634935
#> Attrib V34 0.051181078330432526
#> Attrib V35 0.08006289210258064
#> Attrib V36 -0.06434437675630551
#> Attrib V37 -0.15112436752993896
#> Attrib V38 0.12177727940330785
#> Attrib V39 0.09139818752263369
#> Attrib V4 0.18941760580796094
#> Attrib V40 -0.04651517687152474
#> Attrib V41 -0.04624937693770954
#> Attrib V42 -0.07615272007112932
#> Attrib V43 0.04035443907421033
#> Attrib V44 0.11107705867878497
#> Attrib V45 0.06537545346210073
#> Attrib V46 0.0614820698971984
#> Attrib V47 -0.009796604805484256
#> Attrib V48 0.015553477519019211
#> Attrib V49 0.13518181789078496
#> Attrib V5 0.03450752653387938
#> Attrib V50 0.005804637038552928
#> Attrib V51 0.03287292556782547
#> Attrib V52 0.06319787320889432
#> Attrib V53 0.21066454882527655
#> Attrib V54 0.0404616757458606
#> Attrib V55 -0.023837082658595774
#> Attrib V56 0.062052652613942126
#> Attrib V57 0.20048899260966002
#> Attrib V58 0.15368718853564228
#> Attrib V59 0.20833512485937586
#> Attrib V6 0.024099554614589225
#> Attrib V60 0.08767238000292181
#> Attrib V7 0.09200737992636471
#> Attrib V8 0.0018159183539490176
#> Attrib V9 0.1616826409573443
#> Class M
#> Input
#> Node 0
#> Class R
#> Input
#> Node 1
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2318841