Classification MultilayerPerceptron Learner
Source:R/learner_RWeka_classif_multilayer_perceptron.R
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
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
Method marshal()
Marshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::marshal_model().
Method unmarshal()
Unmarshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::unmarshal_model().
Examples
# Define the Learner
learner = lrn("classif.multilayer_perceptron")
print(learner)
#>
#> ── <LearnerClassifMultilayerPerceptron> (classif.multilayer_perceptron): Multila
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3 and RWeka
#> • Predict Types: [response] and prob
#> • Feature Types: logical, integer, numeric, factor, and ordered
#> • Encapsulation: none (fallback: -)
#> • Properties: marshal, missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = 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 0.03978787437554999
#> Node 2 2.333316826398889
#> Node 3 1.8310469124102182
#> Node 4 0.8549323383626583
#> Node 5 -3.144018874367684
#> Node 6 1.1769885704383902
#> Node 7 2.26007223743211
#> Node 8 1.1242971137478102
#> Node 9 3.4181542078173157
#> Node 10 -2.3037641840342817
#> Node 11 1.0527511840670942
#> Node 12 2.141594055722394
#> Node 13 0.08429434107182159
#> Node 14 1.702215428587495
#> Node 15 -1.2682140233581625
#> Node 16 0.670484894914549
#> Node 17 0.4121364243681512
#> Node 18 -0.7000924905297413
#> Node 19 1.561790654867669
#> Node 20 1.9737618256100535
#> Node 21 -1.6326601673763608
#> Node 22 1.4470572010551732
#> Node 23 1.9366587171678329
#> Node 24 -0.4097643110398694
#> Node 25 4.600575559523171
#> Node 26 -0.8965203453022245
#> Node 27 1.8799863986107241
#> Node 28 -3.40595685395766
#> Node 29 1.41259945984227
#> Node 30 0.1481103586021164
#> Node 31 1.5744920252025882
#> Node 32 0.44073761751133866
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold -0.01613831894410766
#> Node 2 -2.362887598480349
#> Node 3 -1.8009807580810755
#> Node 4 -0.8221937752849634
#> Node 5 3.179818586236718
#> Node 6 -1.1574939752520577
#> Node 7 -2.2326348292066633
#> Node 8 -1.1631031474658071
#> Node 9 -3.4318728916036663
#> Node 10 2.259040302092917
#> Node 11 -1.025479321292288
#> Node 12 -2.203178899580608
#> Node 13 -0.04919942069885542
#> Node 14 -1.63550577327009
#> Node 15 1.2627469174034027
#> Node 16 -0.7027586547917001
#> Node 17 -0.3978812456502377
#> Node 18 0.7403094670423594
#> Node 19 -1.5431831949635022
#> Node 20 -1.9408383981401973
#> Node 21 1.676372241241808
#> Node 22 -1.5058196967937347
#> Node 23 -1.9712828762257482
#> Node 24 0.37884328072395157
#> Node 25 -4.607763720246607
#> Node 26 0.8160222466897585
#> Node 27 -1.9038656826998022
#> Node 28 3.376244614154319
#> Node 29 -1.4362630096161948
#> Node 30 -0.09024201348483213
#> Node 31 -1.5148792319110993
#> Node 32 -0.47314362379864217
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.258286585876368
#> Attrib V1 0.17030010411288393
#> Attrib V10 -0.3037446111860346
#> Attrib V11 -0.6429703579067093
#> Attrib V12 -0.45665787731112456
#> Attrib V13 5.102410584672764E-4
#> Attrib V14 0.2838783057315193
#> Attrib V15 0.4233593366254143
#> Attrib V16 0.38902694217189865
#> Attrib V17 0.2911060474262161
#> Attrib V18 0.07642369595261342
#> Attrib V19 0.0577653216321775
#> Attrib V2 -0.26093048679551206
#> Attrib V20 0.7419324062450684
#> Attrib V21 1.0606141986910358
#> Attrib V22 0.5224992633493533
#> Attrib V23 0.04823867291906031
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#> Attrib V3 0.007471984097418463
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#> Attrib V6 0.29595865828379464
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#> Attrib V7 0.03490926710203613
#> Attrib V8 0.05289503817870062
#> Attrib V9 0.6024223859433596
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.22865371137327703
#> Attrib V1 0.08614160754782538
#> Attrib V10 -0.23263727533491685
#> Attrib V11 -0.5018263724199294
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#> Attrib V3 -0.0028060406683278103
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#> Attrib V33 0.6113726176388656
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#> Attrib V4 0.394158757264766
#> Attrib V40 -0.3337901194782226
#> Attrib V41 0.29537008496584916
#> Attrib V42 0.5016528274619908
#> Attrib V43 0.2585245933145555
#> Attrib V44 0.18359514370650257
#> Attrib V45 0.14255639954507537
#> Attrib V46 0.16183647599922268
#> Attrib V47 -0.16191424982725122
#> Attrib V48 0.06262412895891811
#> Attrib V49 0.015660746923865175
#> Attrib V5 0.14424438785683233
#> Attrib V50 -0.4721296119001799
#> Attrib V51 -0.13128367512315353
#> Attrib V52 -0.010913406731378457
#> Attrib V53 0.4456404253098253
#> Attrib V54 0.5349226059273737
#> Attrib V55 0.08415030497505853
#> Attrib V56 0.33902591566130225
#> Attrib V57 0.7886827992773264
#> Attrib V58 0.4469638385849184
#> Attrib V59 0.38968893821738815
#> Attrib V6 0.21999658678824158
#> Attrib V60 0.3343431969285071
#> Attrib V7 -0.04355263161761625
#> Attrib V8 0.02116594068214937
#> Attrib V9 0.48052677822436196
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.027035614768249783
#> Attrib V1 0.021341132430169434
#> Attrib V10 -0.02629936396283744
#> Attrib V11 -0.15981121925354574
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#> Attrib V13 0.05826176095785698
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#> Attrib V15 0.14974176341393425
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#> Attrib V17 0.08596871724482218
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#> Attrib V21 0.30636917834675076
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#> Attrib V23 -0.04375370638339009
#> Attrib V24 -0.06349658961880475
#> Attrib V25 -0.2714284375572791
#> Attrib V26 -0.5331135002836715
#> Attrib V27 -0.3026602897867861
#> Attrib V28 -0.030196651962738023
#> Attrib V29 -0.08413691082028037
#> Attrib V3 0.03916878939591381
#> Attrib V30 -0.05271239627293105
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#> Attrib V4 0.21906525537942628
#> Attrib V40 -0.18374880765792492
#> Attrib V41 0.06548863784511508
#> Attrib V42 0.09143807291036522
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#> Attrib V5 0.12803729461299104
#> Attrib V50 -0.25656522025954026
#> Attrib V51 0.04751869684484694
#> Attrib V52 0.0022955123351137245
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#> Attrib V54 0.15984500114879163
#> Attrib V55 0.05749047983108602
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#> Attrib V57 0.4057370757942803
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#> Attrib V7 -0.04348881660194859
#> Attrib V8 -0.08650752182008825
#> Attrib V9 0.3728034283806114
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.13971953598943573
#> Attrib V1 0.23698986939089184
#> Attrib V10 -1.2239561630937412
#> Attrib V11 -0.8118642978268529
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#> Attrib V7 0.910599049032471
#> Attrib V8 0.8247783959640119
#> Attrib V9 -1.6177413816578625
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.17277763654576656
#> Attrib V1 0.0947952870873255
#> Attrib V10 -0.15888305387878526
#> Attrib V11 -0.28178462188494346
#> Attrib V12 -0.0775535155667323
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#> Attrib V7 0.02889404987814387
#> Attrib V8 -0.012508630964110397
#> Attrib V9 0.4022383193891216
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.17908056333009456
#> Attrib V1 -0.042178663199052266
#> Attrib V10 0.6262159753802456
#> Attrib V11 0.3929079602268606
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#> Attrib V34 -0.17054596173085337
#> Attrib V35 0.09748080973767752
#> Attrib V36 -0.32827749623785396
#> Attrib V37 0.3967218719188775
#> Attrib V38 0.6731552223215368
#> Attrib V39 0.29421957563768664
#> Attrib V4 0.4741002707295681
#> Attrib V40 -0.6303147708806287
#> Attrib V41 0.39459079560715093
#> Attrib V42 -0.16359463052749534
#> Attrib V43 0.05694564285219257
#> Attrib V44 0.5485084643216784
#> Attrib V45 0.8707312446778328
#> Attrib V46 0.8244398140926065
#> Attrib V47 0.382277204655112
#> Attrib V48 0.49475287840369686
#> Attrib V49 0.7717413719462326
#> Attrib V5 0.19967169754305136
#> Attrib V50 -0.9114179259216425
#> Attrib V51 0.4952896675826921
#> Attrib V52 0.5277810488899718
#> Attrib V53 0.10401447028551976
#> Attrib V54 0.5099292956852485
#> Attrib V55 -0.6416674629692689
#> Attrib V56 -0.12538878441415816
#> Attrib V57 -0.40983341033256987
#> Attrib V58 -0.10850979218112923
#> Attrib V59 -0.18279500141389723
#> Attrib V6 0.185599085457674
#> Attrib V60 0.2904986342151405
#> Attrib V7 -0.6688766050715975
#> Attrib V8 -0.623639507964308
#> Attrib V9 1.4046550190993428
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.1969771907338842
#> Attrib V1 -0.09116091126787562
#> Attrib V10 0.1503993140442056
#> Attrib V11 -0.052707372219964056
#> Attrib V12 0.10429480549280705
#> Attrib V13 0.089120120374394
#> Attrib V14 -0.22938499228811038
#> Attrib V15 -0.1738901799712286
#> Attrib V16 -0.0814765731526262
#> Attrib V17 -0.03124224805175487
#> Attrib V18 -0.07726300050549863
#> Attrib V19 0.03892973909543063
#> Attrib V2 -0.041981548201683046
#> Attrib V20 0.16192221469814339
#> Attrib V21 0.32816869970021223
#> Attrib V22 0.35595810208882084
#> Attrib V23 0.21961702346921122
#> Attrib V24 0.17772998432463136
#> Attrib V25 -0.07291674679702867
#> Attrib V26 -0.4054200296294847
#> Attrib V27 -0.061180759553714145
#> Attrib V28 0.28360319916541543
#> Attrib V29 0.0011691077021185998
#> Attrib V3 -0.09402716026818593
#> Attrib V30 0.06442483910801111
#> Attrib V31 -0.6939087532913583
#> Attrib V32 -0.06225746404809441
#> Attrib V33 0.35825204076980427
#> Attrib V34 0.01107232705656018
#> Attrib V35 -0.03580473077896283
#> Attrib V36 -0.21400273507719625
#> Attrib V37 0.06616566270020156
#> Attrib V38 0.3929408832435585
#> Attrib V39 0.2152108292690377
#> Attrib V4 0.32234691384272846
#> Attrib V40 -0.35616432872474785
#> Attrib V41 0.09609136375411485
#> Attrib V42 -0.15584603193021443
#> Attrib V43 9.123037944296745E-4
#> Attrib V44 0.26723372808771284
#> Attrib V45 0.40780358311449294
#> Attrib V46 0.3780365088242766
#> Attrib V47 0.08654719648761743
#> Attrib V48 0.3717858381025357
#> Attrib V49 0.35478203432384403
#> Attrib V5 0.0930391410379723
#> Attrib V50 -0.6047532925591629
#> Attrib V51 0.08975471681319942
#> Attrib V52 0.09673084759704502
#> Attrib V53 0.030141145475163743
#> Attrib V54 0.24784408142757022
#> Attrib V55 -0.28275653988176697
#> Attrib V56 -0.10927448092272651
#> Attrib V57 0.19011566275351502
#> Attrib V58 -0.027664562835876264
#> Attrib V59 0.084661659714393
#> Attrib V6 0.084173456027184
#> Attrib V60 0.3439263258915811
#> Attrib V7 -0.294445665362126
#> Attrib V8 -0.4163342424709687
#> Attrib V9 0.6025137800477658
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.1771147158300666
#> Attrib V1 -0.20695280254996143
#> Attrib V10 1.2397743310530944
#> Attrib V11 0.9443856507184802
#> Attrib V12 1.4188322437537324
#> Attrib V13 0.4843813051154981
#> Attrib V14 -0.9067554599593672
#> Attrib V15 -0.8940665995507681
#> Attrib V16 -0.6743419381641268
#> Attrib V17 -0.5384714952614365
#> Attrib V18 -0.22544486777132747
#> Attrib V19 0.17790583075317487
#> Attrib V2 0.2790589973964398
#> Attrib V20 -0.6831721001196062
#> Attrib V21 -0.592898462083022
#> Attrib V22 0.3755790830463777
#> Attrib V23 0.9144579625947289
#> Attrib V24 1.3402083056595102
#> Attrib V25 1.054548316858209
#> Attrib V26 0.6763087297453516
#> Attrib V27 0.9067741711695161
#> Attrib V28 1.2902159344301165
#> Attrib V29 0.03693451832962167
#> Attrib V3 -0.199133014861752
#> Attrib V30 0.0353335889409644
#> Attrib V31 -0.43442021342277715
#> Attrib V32 0.25303523648312903
#> Attrib V33 0.07500736931745626
#> Attrib V34 0.2824324704044349
#> Attrib V35 0.6172926590395229
#> Attrib V36 -0.8208448592942653
#> Attrib V37 -0.08239960013467931
#> Attrib V38 -0.37081400757684324
#> Attrib V39 0.18997428517815
#> Attrib V4 0.2623457691461587
#> Attrib V40 -0.004698888145683544
#> Attrib V41 1.1207058663781897
#> Attrib V42 -0.6415729569818301
#> Attrib V43 -0.3267981708201835
#> Attrib V44 -0.024761730701448912
#> Attrib V45 0.5305974906512404
#> Attrib V46 0.9828349543461389
#> Attrib V47 0.97650478252665
#> Attrib V48 1.4128921057609967
#> Attrib V49 1.4067481312096757
#> Attrib V5 0.44047811138846543
#> Attrib V50 -1.2760356469105425
#> Attrib V51 1.0987542201223595
#> Attrib V52 1.1986067011654076
#> Attrib V53 0.5649491286082597
#> Attrib V54 0.4562553014118349
#> Attrib V55 -0.4170049495330408
#> Attrib V56 -0.6831277961103931
#> Attrib V57 -0.4435411632045371
#> Attrib V58 -0.14431337936525263
#> Attrib V59 -0.11160290534095835
#> Attrib V6 0.2748607518675449
#> Attrib V60 0.6178102302568966
#> Attrib V7 -0.9287773053785492
#> Attrib V8 -1.0465044222668511
#> Attrib V9 1.401994259128324
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.25140255724371197
#> Attrib V1 0.2073757614032585
#> Attrib V10 -0.9632493536889541
#> Attrib V11 -0.4605387246308515
#> Attrib V12 -0.7288064984527648
#> Attrib V13 -0.36032362146976105
#> Attrib V14 0.6151228677694449
#> Attrib V15 0.4775802402647778
#> Attrib V16 0.4016844216785766
#> Attrib V17 0.35858233760947295
#> Attrib V18 0.2449679150682062
#> Attrib V19 -0.1448000633383656
#> Attrib V2 -0.12503178779643062
#> Attrib V20 0.3873393895960588
#> Attrib V21 0.16240559147764774
#> Attrib V22 -0.5342802210579702
#> Attrib V23 -0.6007807916396858
#> Attrib V24 -0.7263314640686742
#> Attrib V25 -0.3313418414911629
#> Attrib V26 0.18973832591805548
#> Attrib V27 -0.4947503758495528
#> Attrib V28 -1.2984406729763953
#> Attrib V29 -0.4557796758344737
#> Attrib V3 0.1318813558884557
#> Attrib V30 -0.2150679276294697
#> Attrib V31 0.6755408526332009
#> Attrib V32 -0.24873783880018266
#> Attrib V33 -0.3161358364038645
#> Attrib V34 -0.07505383945529245
#> Attrib V35 -0.23464049739780707
#> Attrib V36 0.7811287313051498
#> Attrib V37 0.23894606041255015
#> Attrib V38 0.2567282861076642
#> Attrib V39 -0.08596007275828603
#> Attrib V4 -0.40502972684781025
#> Attrib V40 0.29004668568027697
#> Attrib V41 -0.8289511035185972
#> Attrib V42 0.2669235696056873
#> Attrib V43 0.27173250726624687
#> Attrib V44 -0.10023611149456045
#> Attrib V45 -0.5674802710823984
#> Attrib V46 -0.9001588463524928
#> Attrib V47 -0.5301208514053143
#> Attrib V48 -0.7672167929894284
#> Attrib V49 -0.9001086657002246
#> Attrib V5 -0.39643215216833855
#> Attrib V50 1.2816711914010945
#> Attrib V51 -0.5857154582740207
#> Attrib V52 -0.5552845048954623
#> Attrib V53 0.14395238196779148
#> Attrib V54 -0.08837864099666652
#> Attrib V55 0.5183005847071609
#> Attrib V56 0.5742105069078486
#> Attrib V57 0.34859297337345746
#> Attrib V58 -0.034318797478732864
#> Attrib V59 0.09476085110082545
#> Attrib V6 -0.3292941870583601
#> Attrib V60 -0.723486555234733
#> Attrib V7 0.6443098817425629
#> Attrib V8 0.5844465870181035
#> Attrib V9 -1.4101250914260692
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.099371079414596
#> Attrib V1 0.020769673498479246
#> Attrib V10 -0.06970660152765545
#> Attrib V11 -0.20717962376503601
#> Attrib V12 -0.04420137671933515
#> Attrib V13 -0.015976579320760968
#> Attrib V14 0.0634274287124461
#> Attrib V15 0.09179136688098674
#> Attrib V16 0.11960395537180159
#> Attrib V17 0.16371855965637125
#> Attrib V18 0.07730984247687844
#> Attrib V19 0.02937142015140631
#> Attrib V2 -0.10772089143967288
#> Attrib V20 0.2926350425226818
#> Attrib V21 0.3566640562289085
#> Attrib V22 0.15567313232906413
#> Attrib V23 -0.0434650258234537
#> Attrib V24 -0.054645197091743425
#> Attrib V25 -0.2699062683199091
#> Attrib V26 -0.707037470557938
#> Attrib V27 -0.3772901943487742
#> Attrib V28 -0.13952988903839356
#> Attrib V29 -0.22692102392198624
#> Attrib V3 -0.060019053540691356
#> Attrib V30 -0.08096221996672151
#> Attrib V31 -0.5750798244773152
#> Attrib V32 -0.03301911894592242
#> Attrib V33 0.3885522469506937
#> Attrib V34 -1.1183340867867026E-4
#> Attrib V35 -0.21141529139140597
#> Attrib V36 -0.3625954387212771
#> Attrib V37 -0.2285148018247658
#> Attrib V38 0.25457955792337456
#> Attrib V39 0.1297475739032137
#> Attrib V4 0.26441242282006777
#> Attrib V40 -0.29327360964213794
#> Attrib V41 0.012596333126311579
#> Attrib V42 0.08804645825003257
#> Attrib V43 0.07464665483981921
#> Attrib V44 0.13539036616544434
#> Attrib V45 0.20875185211388975
#> Attrib V46 0.11187014811590501
#> Attrib V47 -0.07470629903940122
#> Attrib V48 0.20826738094244335
#> Attrib V49 0.11582097162331793
#> Attrib V5 0.13114929568249944
#> Attrib V50 -0.3097468602656118
#> Attrib V51 0.05765561944867245
#> Attrib V52 -0.04557373573442435
#> Attrib V53 0.14063115610278742
#> Attrib V54 0.3219555361090705
#> Attrib V55 0.03307013412728066
#> Attrib V56 0.14521423551834697
#> Attrib V57 0.485306558970692
#> Attrib V58 0.26160724747152525
#> Attrib V59 0.22671962440711785
#> Attrib V6 0.1868483427384646
#> Attrib V60 0.3103038347228211
#> Attrib V7 -0.08895054613130515
#> Attrib V8 -0.0681608812663876
#> Attrib V9 0.42107019768614984
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.3536776031574787
#> Attrib V1 0.08830349818400642
#> Attrib V10 -0.3040315332467657
#> Attrib V11 -0.5238761725151625
#> Attrib V12 -0.37482431181563913
#> Attrib V13 0.01113917058861668
#> Attrib V14 0.2251088654992289
#> Attrib V15 0.3498983716827393
#> Attrib V16 0.37213918154626624
#> Attrib V17 0.26158414893374676
#> Attrib V18 0.06137861972634876
#> Attrib V19 0.13533002219090964
#> Attrib V2 -0.19709780485848985
#> Attrib V20 0.6302449369954838
#> Attrib V21 0.929283633971048
#> Attrib V22 0.5271166847210174
#> Attrib V23 0.06528612829998366
#> Attrib V24 -0.017838754633560123
#> Attrib V25 -0.5802360414334456
#> Attrib V26 -1.3620363324347355
#> Attrib V27 -0.7541973554525633
#> Attrib V28 -0.2823866316377022
#> Attrib V29 -0.11754710440210588
#> Attrib V3 -0.07737642896599284
#> Attrib V30 -0.08632928433096236
#> Attrib V31 -1.0643845460256984
#> Attrib V32 -0.08119194090622571
#> Attrib V33 0.7694810522897854
#> Attrib V34 -0.22031898019274063
#> Attrib V35 -0.7171068416644072
#> Attrib V36 -0.8783780199824353
#> Attrib V37 -0.5349009216183283
#> Attrib V38 0.34721819318475333
#> Attrib V39 0.19143595414736428
#> Attrib V4 0.5163193988132304
#> Attrib V40 -0.42179335940961754
#> Attrib V41 0.330024134679892
#> Attrib V42 0.58531263329499
#> Attrib V43 0.36116378636042434
#> Attrib V44 0.19169851771184473
#> Attrib V45 0.24161182543927462
#> Attrib V46 0.30420947410364535
#> Attrib V47 -0.2087517850084018
#> Attrib V48 0.16004156395333444
#> Attrib V49 0.026527218628939826
#> Attrib V5 0.2202181618744181
#> Attrib V50 -0.5981590792780583
#> Attrib V51 -0.106770153938065
#> Attrib V52 -0.03518121418192222
#> Attrib V53 0.5803315050418195
#> Attrib V54 0.5606304569704451
#> Attrib V55 -0.04993647704072177
#> Attrib V56 0.35326816138186334
#> Attrib V57 0.9371738753348353
#> Attrib V58 0.4647960226171258
#> Attrib V59 0.45974727911424995
#> Attrib V6 0.2860874964776307
#> Attrib V60 0.42765077658319967
#> Attrib V7 0.016780039810498762
#> Attrib V8 -0.0013601959113399404
#> Attrib V9 0.6406758361352005
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.23898192992931613
#> Attrib V1 0.06116912893120068
#> Attrib V10 -0.009075993808787364
#> Attrib V11 -0.026824270755429112
#> Attrib V12 -0.07711372378931455
#> Attrib V13 0.06050634680856656
#> Attrib V14 0.06392978528067735
#> Attrib V15 0.031249589176246383
#> Attrib V16 0.01453990128042008
#> Attrib V17 0.04600075454583638
#> Attrib V18 0.02995010693238916
#> Attrib V19 -0.029541999136864817
#> Attrib V2 0.0785267859845031
#> Attrib V20 0.02729067968779232
#> Attrib V21 -0.002625802211312334
#> Attrib V22 -0.06692839189411877
#> Attrib V23 -0.02164433154144571
#> Attrib V24 -0.0767560167459852
#> Attrib V25 -0.02373072339178662
#> Attrib V26 -0.07918164513733272
#> Attrib V27 -0.026072963338920667
#> Attrib V28 -0.09277186428714593
#> Attrib V29 -0.06382139438500291
#> Attrib V3 0.14930317159422854
#> Attrib V30 -0.05128326473982683
#> Attrib V31 -0.0389684783167257
#> Attrib V32 0.03053533756566209
#> Attrib V33 0.02001217029561439
#> Attrib V34 0.10068573640665135
#> Attrib V35 0.08846375789895068
#> Attrib V36 0.0938849620085058
#> Attrib V37 0.12321314423849221
#> Attrib V38 0.080656241602038
#> Attrib V39 0.1413029398629553
#> Attrib V4 0.09791664581605097
#> Attrib V40 0.1192905970989756
#> Attrib V41 0.06459719796200065
#> Attrib V42 0.05254426042441129
#> Attrib V43 -0.024981689454136112
#> Attrib V44 0.025485988885483417
#> Attrib V45 -0.01826443020502336
#> Attrib V46 0.06339467468123781
#> Attrib V47 0.07575526874431399
#> Attrib V48 -0.024741955431010702
#> Attrib V49 0.033387699524166856
#> Attrib V5 0.11915477597849988
#> Attrib V50 0.060957711714517034
#> Attrib V51 0.029688293725385714
#> Attrib V52 -0.015212225170236213
#> Attrib V53 0.04458039324297565
#> Attrib V54 0.026945626584852698
#> Attrib V55 0.0693298976448195
#> Attrib V56 0.059564884109460675
#> Attrib V57 0.08355356495495123
#> Attrib V58 0.04112301471387898
#> Attrib V59 0.08729538570615321
#> Attrib V6 0.11190531012707328
#> Attrib V60 0.14931758369353218
#> Attrib V7 0.11722627757984755
#> Attrib V8 0.022435877116580197
#> Attrib V9 0.004246132418756201
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.3133809239135711
#> Attrib V1 0.10410396674731753
#> Attrib V10 -0.1681002459370855
#> Attrib V11 -0.3134951544467429
#> Attrib V12 -0.05991076834539492
#> Attrib V13 0.001813721343850991
#> Attrib V14 0.09183304453174364
#> Attrib V15 0.2564178372914373
#> Attrib V16 0.1992813544344925
#> Attrib V17 0.21341793956766558
#> Attrib V18 0.07322404650393965
#> Attrib V19 0.0506607480439601
#> Attrib V2 -0.15954977492689504
#> Attrib V20 0.4242004061541113
#> Attrib V21 0.6184512369959809
#> Attrib V22 0.3125376210972355
#> Attrib V23 0.015448460361011126
#> Attrib V24 0.02534066734824694
#> Attrib V25 -0.3568055691156603
#> Attrib V26 -0.9740220642403778
#> Attrib V27 -0.662257708233108
#> Attrib V28 -0.43714930196531343
#> Attrib V29 -0.40748361759485885
#> Attrib V3 -0.12281407303191844
#> Attrib V30 -0.10474289854469203
#> Attrib V31 -0.7423161017018196
#> Attrib V32 -0.00440250021064858
#> Attrib V33 0.6394652715898516
#> Attrib V34 -0.10401980993659526
#> Attrib V35 -0.44998972503227674
#> Attrib V36 -0.6803406017537129
#> Attrib V37 -0.38420914943802165
#> Attrib V38 0.2560992530463226
#> Attrib V39 0.1947850510137276
#> Attrib V4 0.3369173851399484
#> Attrib V40 -0.3525035045887921
#> Attrib V41 0.16752163757604355
#> Attrib V42 0.26014810095791513
#> Attrib V43 0.20239180866879483
#> Attrib V44 0.18099678364257848
#> Attrib V45 0.10488290766041214
#> Attrib V46 0.13534676493782452
#> Attrib V47 -0.21613962476283782
#> Attrib V48 0.26067073562837095
#> Attrib V49 0.15799834891595474
#> Attrib V5 0.0656752661890698
#> Attrib V50 -0.4770930358850465
#> Attrib V51 -0.06851219172444512
#> Attrib V52 -0.015094572054097416
#> Attrib V53 0.3902364068847579
#> Attrib V54 0.5897200321889995
#> Attrib V55 0.12069797339993775
#> Attrib V56 0.333673890508842
#> Attrib V57 0.7523918785359179
#> Attrib V58 0.3997373603223101
#> Attrib V59 0.41909773953943197
#> Attrib V6 0.21078691444596848
#> Attrib V60 0.43164559126183116
#> Attrib V7 -0.0460634061477112
#> Attrib V8 -0.16023400566160684
#> Attrib V9 0.5222190862381085
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.41940550591173703
#> Attrib V1 0.12809046064223897
#> Attrib V10 -0.2633057449069611
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#> Attrib V40 0.22069811042366386
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#> Attrib V53 6.978481481817726E-4
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#> Attrib V7 0.4747550819832671
#> Attrib V8 0.30198257094061043
#> Attrib V9 -0.8097092516035533
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.03159680236025504
#> Attrib V1 0.09023876203352106
#> Attrib V10 -0.004283330089345905
#> Attrib V11 -0.07849039545797981
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#> Attrib V16 0.09866698291052951
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#> Attrib V19 -0.03141576181058815
#> Attrib V2 0.00317893965564061
#> Attrib V20 0.029769674290751877
#> Attrib V21 0.06781816046229515
#> Attrib V22 -0.058779278233301036
#> Attrib V23 -0.18076244810579062
#> Attrib V24 -0.04411411596832188
#> Attrib V25 -0.14694484172003056
#> Attrib V26 -0.37517553589419556
#> Attrib V27 -0.18809248801914505
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#> Attrib V29 -0.19666603271934296
#> Attrib V3 0.07009633702822292
#> Attrib V30 -0.15513883376033408
#> Attrib V31 -0.2979035715423151
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#> Attrib V38 0.1629890718422906
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#> Attrib V6 0.15315181264009933
#> Attrib V60 0.3070823230216327
#> Attrib V7 -0.002607194084294979
#> Attrib V8 -0.09000481772548405
#> Attrib V9 0.2561246707648638
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.07597477702554874
#> Attrib V1 0.10188518078368662
#> Attrib V10 0.08731184540162835
#> Attrib V11 0.005896403545184581
#> Attrib V12 -0.026091590801144943
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#> Attrib V18 -0.03416124904451961
#> Attrib V19 -0.017171867238406847
#> Attrib V2 0.13587835269654522
#> Attrib V20 0.019249371999303974
#> Attrib V21 0.022565413180746292
#> Attrib V22 0.022554993292004128
#> Attrib V23 -0.09449535813747706
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#> Attrib V25 -0.1581330503411687
#> Attrib V26 -0.2322999016340427
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#> Attrib V28 -0.03130526553307122
#> Attrib V29 -0.1509186108158326
#> Attrib V3 0.07455990664109355
#> Attrib V30 -0.062028698984886145
#> Attrib V31 -0.14352714375041592
#> Attrib V32 -0.02440584045876686
#> Attrib V33 0.15833195797123903
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#> Attrib V38 0.1925719549792472
#> Attrib V39 0.1588972409647606
#> Attrib V4 0.18599038373773943
#> Attrib V40 -0.08788010079109107
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#> Attrib V43 0.02825183196351622
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#> Attrib V45 0.11668330587037068
#> Attrib V46 0.05225980881000556
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#> Attrib V51 0.07086957423597473
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#> Attrib V55 0.1155592089174005
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#> Attrib V6 0.1342194573402429
#> Attrib V60 0.22738140971962292
#> Attrib V7 -0.039580968043404274
#> Attrib V8 1.221234791524748E-4
#> Attrib V9 0.1939204699112506
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.30627154400711076
#> Attrib V1 0.06955347438797398
#> Attrib V10 -0.1483778136761463
#> Attrib V11 -0.10940278357790674
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#> Attrib V14 0.1083105167346273
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#> Attrib V17 0.13743892930313553
#> Attrib V18 0.2727711179410476
#> Attrib V19 0.005113643046238428
#> Attrib V2 0.030328701578120256
#> Attrib V20 0.06667151270987898
#> Attrib V21 0.03811404383172847
#> Attrib V22 -0.05934767095143214
#> Attrib V23 -0.06791158203297813
#> Attrib V24 -0.18608790086072313
#> Attrib V25 0.07993774509759796
#> Attrib V26 0.2985670124773787
#> Attrib V27 0.028727369538428377
#> Attrib V28 -0.2574192045206881
#> Attrib V29 -0.10062504197090949
#> Attrib V3 0.17994279981073744
#> Attrib V30 -0.08533046046080069
#> Attrib V31 0.34057616412243324
#> Attrib V32 -0.013159192575875684
#> Attrib V33 -0.2172932816086308
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#> Attrib V35 0.09394053900058312
#> Attrib V36 0.527962901450599
#> Attrib V37 0.23297581240750534
#> Attrib V38 -1.4044270528087383E-4
#> Attrib V39 -0.06676273704623928
#> Attrib V4 -0.11531906281652748
#> Attrib V40 0.16729059371253355
#> Attrib V41 -0.19229216481491934
#> Attrib V42 0.0268104346094785
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#> Attrib V44 -0.02497449618531932
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#> Attrib V47 -0.06052881398946457
#> Attrib V48 -0.25851308832240816
#> Attrib V49 -0.2620213771919596
#> Attrib V5 -6.293252834983658E-4
#> Attrib V50 0.4543889881444817
#> Attrib V51 -0.02224721943394252
#> Attrib V52 -0.16608376765999192
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#> Attrib V54 -0.06782722300038559
#> Attrib V55 0.05559688800286691
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#> Attrib V59 0.04207816879066205
#> Attrib V6 -0.038307076137803146
#> Attrib V60 -0.04611273107555405
#> Attrib V7 0.3343469409204617
#> Attrib V8 0.22293084894587825
#> Attrib V9 -0.44756255380794446
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.2320020332518545
#> Attrib V1 -0.10260965064353716
#> Attrib V10 0.17561928737765545
#> Attrib V11 -0.08931602092664363
#> Attrib V12 0.22006809569001928
#> Attrib V13 0.2038734853454982
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#> Attrib V16 0.016709303677716083
#> Attrib V17 0.060094132190013035
#> Attrib V18 0.03335340485707767
#> Attrib V19 0.20546833893857594
#> Attrib V2 -0.1518286212463003
#> Attrib V20 0.2924790386408797
#> Attrib V21 0.4863151160923092
#> Attrib V22 0.5867432905732536
#> Attrib V23 0.43640890881284744
#> Attrib V24 0.5040919564977979
#> Attrib V25 0.09053026369690954
#> Attrib V26 -0.6065186774093065
#> Attrib V27 -0.2775603399222709
#> Attrib V28 0.06377862788447057
#> Attrib V29 -0.10252113565391607
#> Attrib V3 -0.13733468156093476
#> Attrib V30 0.234083139774528
#> Attrib V31 -0.580901182906029
#> Attrib V32 0.14545643138665823
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#> Attrib V35 -0.4532222329957597
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#> Attrib V38 0.162741946864499
#> Attrib V39 0.08895335819698152
#> Attrib V4 0.44028173486469974
#> Attrib V40 -0.40790158458522957
#> Attrib V41 0.43379042003769774
#> Attrib V42 0.3462793048228815
#> Attrib V43 0.1837693886010284
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#> Attrib V46 0.2147704752145211
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#> Attrib V48 0.2170806564977079
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#> Attrib V5 0.14011414134994485
#> Attrib V50 -0.8771558421439591
#> Attrib V51 0.15176158642237925
#> Attrib V52 0.24815025740023527
#> Attrib V53 0.42983313169091886
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#> Attrib V57 0.15766670785096
#> Attrib V58 0.30611166724582295
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#> Attrib V6 0.16509924920167318
#> Attrib V60 0.29351804387271785
#> Attrib V7 -0.2865550101223757
#> Attrib V8 -0.26332366200252294
#> Attrib V9 0.8766468196931021
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.2868119364686175
#> Attrib V1 0.1610960474767868
#> Attrib V10 -0.2073580542941603
#> Attrib V11 -0.51257889607995
#> Attrib V12 -0.2837446915785336
#> Attrib V13 0.022527926593089193
#> Attrib V14 0.19564298918347
#> Attrib V15 0.31928865127009964
#> Attrib V16 0.2650483163076995
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#> Attrib V18 0.0860791038997539
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#> Attrib V2 -0.2269987477040676
#> Attrib V20 0.6529636193322116
#> Attrib V21 0.9594365097882973
#> Attrib V22 0.5589299076038913
#> Attrib V23 0.17207561194256682
#> Attrib V24 0.07085670006819586
#> Attrib V25 -0.5079478975726535
#> Attrib V26 -1.2123332148816923
#> Attrib V27 -0.69072084885552
#> Attrib V28 -0.2793033767542589
#> Attrib V29 -0.07660761050847233
#> Attrib V3 -0.06632599445625825
#> Attrib V30 0.02462147586390639
#> Attrib V31 -0.9628656641244817
#> Attrib V32 -0.15754472943549316
#> Attrib V33 0.6430666477517526
#> Attrib V34 -0.2936378526743883
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#> Attrib V38 0.40014135104202353
#> Attrib V39 0.20291912194222386
#> Attrib V4 0.46313586548548025
#> Attrib V40 -0.443751011049633
#> Attrib V41 0.3387477965166182
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#> Attrib V43 0.3366357349971248
#> Attrib V44 0.2667705505029361
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#> Attrib V51 0.0075040793853143155
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#> Attrib V59 0.41599175831793217
#> Attrib V6 0.2950283289812739
#> Attrib V60 0.38706034497799324
#> Attrib V7 0.015422669131006856
#> Attrib V8 -0.0973581425791949
#> Attrib V9 0.632486497618188
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.20472101416708818
#> Attrib V1 0.09390946774982559
#> Attrib V10 -0.5909142743661466
#> Attrib V11 -0.278834940013194
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#> Attrib V14 0.3723577476011327
#> Attrib V15 0.3229625314068773
#> Attrib V16 0.3105821225521288
#> Attrib V17 0.24315201930163005
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#> Attrib V20 0.01769066112098248
#> Attrib V21 -0.10032584067648631
#> Attrib V22 -0.539785134283006
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#> Attrib V24 -0.5240597453798992
#> Attrib V25 0.0010926416099820825
#> Attrib V26 0.5442797146160407
#> Attrib V27 1.2072162400791107E-4
#> Attrib V28 -0.6840265153642997
#> Attrib V29 -0.2899222641347204
#> Attrib V3 0.10822772109467078
#> Attrib V30 -0.3385089561197162
#> Attrib V31 0.713247805490382
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#> Attrib V33 -0.6116635200495913
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#> Attrib V36 0.7353232374833596
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#> Attrib V4 -0.23622767936464817
#> Attrib V40 0.41554213033700915
#> Attrib V41 -0.5215349236240272
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#> Attrib V43 0.03443934639146742
#> Attrib V44 -0.1847311707605043
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#> Attrib V50 1.1648337669647777
#> Attrib V51 -0.36537427566096
#> Attrib V52 -0.40533257756739544
#> Attrib V53 0.027322157798371882
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#> Attrib V55 0.4327514841248039
#> Attrib V56 0.24759138189928562
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#> Attrib V59 0.30117626126740205
#> Attrib V6 -0.173747313941363
#> Attrib V60 -0.11772188464737875
#> Attrib V7 0.7213708638713466
#> Attrib V8 0.4522373530730933
#> Attrib V9 -1.2011580544083413
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.21851517319470837
#> Attrib V1 0.15445327634547099
#> Attrib V10 -0.21199526692481888
#> Attrib V11 -0.31710594022579214
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#> Attrib V13 0.02240004058560939
#> Attrib V14 0.2116586392519598
#> Attrib V15 0.22225091510360453
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#> Attrib V18 0.05571700943024779
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#> Attrib V20 0.36785886626474174
#> Attrib V21 0.4623099190903479
#> Attrib V22 0.12768160753314517
#> Attrib V23 -0.17423971262008184
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#> Attrib V25 -0.3857416850139425
#> Attrib V26 -0.8889271770821033
#> Attrib V27 -0.6300827881998528
#> Attrib V28 -0.5310833424535985
#> Attrib V29 -0.4228520770492803
#> Attrib V3 -0.06103678221784219
#> Attrib V30 -0.2705616033904238
#> Attrib V31 -0.559293031150513
#> Attrib V32 0.01173304277059707
#> Attrib V33 0.4762035308179211
#> Attrib V34 0.0030162697219989426
#> Attrib V35 -0.32110390074468237
#> Attrib V36 -0.4516568109489974
#> Attrib V37 -0.27065082223711884
#> Attrib V38 0.2366936421253149
#> Attrib V39 0.16253828310548962
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#> Attrib V7 0.02526894691252598
#> Attrib V8 -0.17849669659369807
#> Attrib V9 0.336525461937181
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.3049981667321058
#> Attrib V1 0.14793525182375947
#> Attrib V10 -0.34004223963186886
#> Attrib V11 -0.5032629800367261
#> Attrib V12 -0.24505835628082326
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#> Attrib V16 0.28939490941233775
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#> Attrib V2 -0.2200458578457933
#> Attrib V20 0.5704847528306048
#> Attrib V21 0.7955174267430883
#> Attrib V22 0.41768222862334153
#> Attrib V23 0.033913116444243836
#> Attrib V24 -0.06258275382061615
#> Attrib V25 -0.5459923943923377
#> Attrib V26 -1.2079380515916696
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#> Attrib V28 -0.5065540661590645
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#> Attrib V30 -0.17664296042723526
#> Attrib V31 -0.8988680764025521
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#> Attrib V7 0.03601339673013639
#> Attrib V8 -0.09262479356908904
#> Attrib V9 0.49187948121613895
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.189801503990364
#> Attrib V1 0.04099575502968899
#> Attrib V10 -0.07045832920917923
#> Attrib V11 -0.057282562245009376
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#> Attrib V19 0.015971558207046748
#> Attrib V2 0.026412222691523907
#> Attrib V20 -0.03511056010442962
#> Attrib V21 -0.03128803131710717
#> Attrib V22 -0.037513605681425574
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#> Attrib V24 -0.1611787964243891
#> Attrib V25 -0.002019364065064278
#> Attrib V26 0.13750605300703536
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#> Attrib V3 0.05493543155973487
#> Attrib V30 0.005689894698106681
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#> Attrib V40 0.2461873533364229
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#> Attrib V44 -0.015161353331328179
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#> Attrib V50 0.3059468301642396
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#> Attrib V52 -0.017458620411156735
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#> Attrib V55 0.029030328348619402
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#> Attrib V7 0.16463816119185432
#> Attrib V8 0.16960003477162527
#> Attrib V9 -0.16426685688247064
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold -0.09872566965320499
#> Attrib V1 -0.3734559653484169
#> Attrib V10 1.5087113889273704
#> Attrib V11 1.3673198095393644
#> Attrib V12 1.6467745351033396
#> Attrib V13 0.460669628727438
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#> Attrib V19 0.5004689366339351
#> Attrib V2 0.3991293740611284
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#> Attrib V22 0.6117184659853679
#> Attrib V23 1.3066185589664283
#> Attrib V24 1.6913237494391578
#> Attrib V25 1.567744138437929
#> Attrib V26 1.1357641421438112
#> Attrib V27 1.1910058930984992
#> Attrib V28 1.6159561480100366
#> Attrib V29 0.049289026162878675
#> Attrib V3 -0.0748013618826638
#> Attrib V30 0.027194447624334234
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#> Attrib V39 0.5116747298575587
#> Attrib V4 0.4007067990641973
#> Attrib V40 0.2540754172318631
#> Attrib V41 1.4274028738838398
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#> Attrib V44 0.2631432736704009
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#> Attrib V50 -1.2984603715186334
#> Attrib V51 1.3603982039235094
#> Attrib V52 1.7155607076205597
#> Attrib V53 0.6319358596019212
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#> Attrib V6 0.16271097940426998
#> Attrib V60 0.3771420738645658
#> Attrib V7 -1.211343840485433
#> Attrib V8 -1.1697959776149385
#> Attrib V9 1.5979675047755701
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.33460132605077164
#> Attrib V1 0.10368952557330673
#> Attrib V10 -0.2068142569551572
#> Attrib V11 -0.1466486073882357
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#> Attrib V16 0.12339912785902092
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#> Attrib V2 0.03674726251687235
#> Attrib V20 0.0833944586192315
#> Attrib V21 0.030144170308647144
#> Attrib V22 -0.08108455402398641
#> Attrib V23 -0.1046972502683224
#> Attrib V24 -0.2104175447263823
#> Attrib V25 0.09301685178020093
#> Attrib V26 0.32477374030981454
#> Attrib V27 0.05240486043894621
#> Attrib V28 -0.27737765918949037
#> Attrib V29 -0.10355260165619858
#> Attrib V3 0.12272168050242911
#> Attrib V30 -0.08125932600262623
#> Attrib V31 0.3758893258963015
#> Attrib V32 -0.06868162187448769
#> Attrib V33 -0.26269971209342635
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#> Attrib V35 0.1542524611281794
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#> Attrib V40 0.18619055091072442
#> Attrib V41 -0.23896847505692403
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#> Attrib V43 0.005410360416981258
#> Attrib V44 -0.05231047658960488
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#> Attrib V48 -0.26677507064077766
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#> Attrib V50 0.6255653221939419
#> Attrib V51 -0.1278922683976093
#> Attrib V52 -0.2301856453987978
#> Attrib V53 -0.0759825977014096
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#> Attrib V55 0.042383593686887225
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#> Attrib V58 -0.14154996229739794
#> Attrib V59 0.05776105241223333
#> Attrib V6 -0.00917879704102761
#> Attrib V60 -0.041283739172067534
#> Attrib V7 0.32568089646619225
#> Attrib V8 0.22031912847904556
#> Attrib V9 -0.5687065555753449
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.37080965301363267
#> Attrib V1 0.12848664154128187
#> Attrib V10 -0.08602724875539784
#> Attrib V11 -0.38148136404805255
#> Attrib V12 -0.21270882970074703
#> Attrib V13 0.05047153699332416
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#> Attrib V16 0.2226858139511048
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#> Attrib V2 -0.2417518235012259
#> Attrib V20 0.542388339789664
#> Attrib V21 0.8873628139553991
#> Attrib V22 0.5470195984761981
#> Attrib V23 0.1569581184039727
#> Attrib V24 0.1869902274501906
#> Attrib V25 -0.41596150550183897
#> Attrib V26 -1.1049952551491122
#> Attrib V27 -0.6890060563592697
#> Attrib V28 -0.29259650132971055
#> Attrib V29 -0.1672926432953986
#> Attrib V3 -0.07429216195506215
#> Attrib V30 0.05210202935060423
#> Attrib V31 -0.9379770589424749
#> Attrib V32 -0.07063815167188382
#> Attrib V33 0.6870167021647716
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#> Attrib V35 -0.6459616045871214
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#> Attrib V38 0.3621136938347932
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#> Attrib V41 0.33364677594708086
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#> Attrib V51 0.0024667645556552876
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#> Attrib V6 0.30845699039841523
#> Attrib V60 0.34995611130275833
#> Attrib V7 -0.09411679777031795
#> Attrib V8 -0.05844488931588763
#> Attrib V9 0.761301920733209
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.027527222707853072
#> Attrib V1 0.26429082339555
#> Attrib V10 -1.305459215633892
#> Attrib V11 -1.0204572520401465
#> Attrib V12 -1.3412972817856983
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#> Attrib V22 -0.534340674076251
#> Attrib V23 -1.0663398681520468
#> Attrib V24 -1.3279314180951598
#> Attrib V25 -1.1198831224024943
#> Attrib V26 -0.6351285664128726
#> Attrib V27 -0.8959129792146132
#> Attrib V28 -1.4669959801070676
#> Attrib V29 -0.1507715905774597
#> Attrib V3 0.12621496182463082
#> Attrib V30 -0.08974658114043157
#> Attrib V31 0.4795434585455382
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#> Attrib V35 -0.5228849948328976
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#> Attrib V50 1.2915721627815568
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#> Attrib V55 0.43796188028843014
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#> Attrib V7 0.9789257948594093
#> Attrib V8 0.9255683262352645
#> Attrib V9 -1.4547789952822219
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.2035402146194871
#> Attrib V1 0.03796039284487955
#> Attrib V10 -0.14645976135016484
#> Attrib V11 -0.28165718700398484
#> Attrib V12 -0.16868190108693001
#> Attrib V13 0.024107903804656695
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#> Attrib V15 0.19968203001835574
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#> Attrib V22 0.40421800385816165
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#> Attrib V24 0.06362271302818513
#> Attrib V25 -0.3355604923602936
#> Attrib V26 -0.9685866072231218
#> Attrib V27 -0.5611459203044865
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#> Attrib V3 0.0010546527187895653
#> Attrib V30 -0.0637170674970419
#> Attrib V31 -0.7175549269331704
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#> Attrib V33 0.5171929815406274
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#> Attrib V37 -0.31496489611153744
#> Attrib V38 0.2693612969036344
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#> Attrib V4 0.3283979117358257
#> Attrib V40 -0.35469459287216243
#> Attrib V41 0.21212457295360773
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#> Attrib V43 0.22812186497580647
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#> Attrib V51 -9.698397289373636E-5
#> Attrib V52 0.028347986650993105
#> Attrib V53 0.3363497223578997
#> Attrib V54 0.3890927827894983
#> Attrib V55 0.03431325272007284
#> Attrib V56 0.27319169982496494
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#> Attrib V58 0.3256142661776421
#> Attrib V59 0.29932405709808846
#> Attrib V6 0.24645070318102724
#> Attrib V60 0.34710313699907486
#> Attrib V7 -0.049133203407875775
#> Attrib V8 -0.037894929503175724
#> Attrib V9 0.541626386123565
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.17320176577902113
#> Attrib V1 0.11001858354223489
#> Attrib V10 0.08681022707367937
#> Attrib V11 0.008571966905004086
#> Attrib V12 0.0028299897661822606
#> Attrib V13 0.055463416729546036
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#> Attrib V7 -9.762909245032796E-4
#> Attrib V8 0.0042782383747948976
#> Attrib V9 0.0464915651851763
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.17657157183166497
#> Attrib V1 0.10165550659820727
#> Attrib V10 -0.23685691949461718
#> Attrib V11 -0.3648901748089049
#> Attrib V12 -0.2404449158514757
#> Attrib V13 0.0602523389135494
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#> Attrib V15 0.2779406730029072
#> Attrib V16 0.24742576786927006
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#> Attrib V18 0.0936920218148179
#> Attrib V19 0.04902731074332746
#> Attrib V2 -0.06971193593409745
#> Attrib V20 0.4573775223950699
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#> Attrib V22 0.28918442373408015
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#> Attrib V7 0.03884349756318609
#> Attrib V8 -0.06954365708329045
#> Attrib V9 0.44282388170009246
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.094583239456459
#> Attrib V1 0.11792671742160342
#> Attrib V10 -0.01974157821464344
#> Attrib V11 -0.030222070103600954
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#> Attrib V13 -6.845259654803642E-4
#> Attrib V14 0.11125096563167347
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#> Attrib V16 0.057509591473101786
#> Attrib V17 -0.009399603662942839
#> Attrib V18 0.03755188148196045
#> Attrib V19 -0.062460067553808736
#> Attrib V2 0.058499327177504626
#> Attrib V20 0.08294428392550368
#> Attrib V21 0.10936949565773525
#> Attrib V22 -0.00746026429273251
#> Attrib V23 -0.04201236441051716
#> Attrib V24 -0.08078807331092508
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#> Attrib V26 -0.2750764283653096
#> Attrib V27 -0.12049632207995292
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#> Attrib V29 -0.11845941938797297
#> Attrib V3 0.10581186702945196
#> Attrib V30 -0.059956113424286715
#> Attrib V31 -0.25534958112970896
#> Attrib V32 -0.024121080191161194
#> Attrib V33 0.15302246028984753
#> Attrib V34 0.04099255510330929
#> Attrib V35 -4.895863757814595E-4
#> Attrib V36 -0.026272935085947625
#> Attrib V37 0.01855662531365771
#> Attrib V38 0.12804781798320217
#> Attrib V39 0.15476470488526892
#> Attrib V4 0.1764173164916483
#> Attrib V40 -0.10230785787207533
#> Attrib V41 -0.017146057518586298
#> Attrib V42 0.010713145998092715
#> Attrib V43 -0.029538260485233725
#> Attrib V44 0.07084516547723183
#> Attrib V45 0.13481024323868285
#> Attrib V46 0.10281092189125386
#> Attrib V47 -0.004622158998186859
#> Attrib V48 0.0810020018082832
#> Attrib V49 0.14236076313332108
#> Attrib V5 0.12401808284762024
#> Attrib V50 -0.1052317850795631
#> Attrib V51 0.06328014028967739
#> Attrib V52 0.054626823077052473
#> Attrib V53 0.0706967949303447
#> Attrib V54 0.09026853322393893
#> Attrib V55 0.06828434763352664
#> Attrib V56 0.062346111231261436
#> Attrib V57 0.22689369221855718
#> Attrib V58 0.17713856930370508
#> Attrib V59 0.14151323960111792
#> Attrib V6 0.15974501612716638
#> Attrib V60 0.21875080393833027
#> Attrib V7 0.012302121245655733
#> Attrib V8 -0.0040959465434790695
#> Attrib V9 0.22154950011722788
#> 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
#> 0.1304348