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/chapters/chapter2/data_and_basic_modeling.html#sec-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', predict_raw = 'FALSE'
# 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 -0.7444018321091728
#> Node 2 2.0417963358929567
#> Node 3 1.848751030501867
#> Node 4 1.3975059363252917
#> Node 5 -4.3149995200973965
#> Node 6 0.39161217378918967
#> Node 7 3.0307916397662105
#> Node 8 0.9605960156264692
#> Node 9 2.763476948363546
#> Node 10 0.21610456485954857
#> Node 11 2.15960865372609
#> Node 12 1.809110935140801
#> Node 13 -0.4046813515307259
#> Node 14 2.087589394498169
#> Node 15 -1.0835624528884473
#> Node 16 0.2512277705035854
#> Node 17 0.4780102702012554
#> Node 18 -2.351092810833808
#> Node 19 2.4905090659223577
#> Node 20 1.4656343695801588
#> Node 21 -1.6558906165038112
#> Node 22 1.8712743236987286
#> Node 23 1.721507546805181
#> Node 24 -0.07854274542412092
#> Node 25 3.491209929128222
#> Node 26 0.09523308195310733
#> Node 27 2.4092902941050074
#> Node 28 -1.8238259566855914
#> Node 29 1.2319703692830768
#> Node 30 -0.42135102369441807
#> Node 31 1.0346229397033337
#> Node 32 0.7325419954750977
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.7620509977785335
#> Node 2 -2.0860571473210556
#> Node 3 -1.8243023027538379
#> Node 4 -1.3507226269826644
#> Node 5 4.313013750988687
#> Node 6 -0.3662282061164992
#> Node 7 -3.024815594622261
#> Node 8 -0.9865989867001589
#> Node 9 -2.751949535739105
#> Node 10 -0.28484027644945686
#> Node 11 -2.1170580835573336
#> Node 12 -1.8808445445394033
#> Node 13 0.44445035575760217
#> Node 14 -2.012823856486995
#> Node 15 1.054055053723453
#> Node 16 -0.26543941943971755
#> Node 17 -0.44026073417722006
#> Node 18 2.3768119561255463
#> Node 19 -2.488207371618236
#> Node 20 -1.4482160978866612
#> Node 21 1.697725960533841
#> Node 22 -1.9146422338969191
#> Node 23 -1.759715331918449
#> Node 24 0.05814972005157316
#> Node 25 -3.4793052064514494
#> Node 26 -0.1804427699139161
#> Node 27 -2.4438196100843297
#> Node 28 1.753335027537704
#> Node 29 -1.2551615008119452
#> Node 30 0.48759928113110207
#> Node 31 -0.9701129269556409
#> Node 32 -0.7452900885533507
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.26561048296819106
#> Attrib V1 -0.3132373915041989
#> Attrib V10 0.0291700431876569
#> Attrib V11 0.6493369218663385
#> Attrib V12 0.530480596072723
#> Attrib V13 -0.6770688171040888
#> Attrib V14 -1.0457938014101937
#> Attrib V15 -0.7101791605952031
#> Attrib V16 -0.07708144454209732
#> Attrib V17 0.34379902660346134
#> Attrib V18 0.31627887783690817
#> Attrib V19 0.4111235694370325
#> Attrib V2 -0.10450009767479648
#> Attrib V20 0.42200234868247066
#> Attrib V21 0.5887555105890707
#> Attrib V22 0.31286267711295107
#> Attrib V23 0.3012316408991476
#> Attrib V24 0.345818604455742
#> Attrib V25 -0.22782569632982883
#> Attrib V26 -0.4401490482575268
#> Attrib V27 -0.10212149365704487
#> Attrib V28 0.05636677580527112
#> Attrib V29 -0.7241735887759465
#> Attrib V3 0.004265745775152763
#> Attrib V30 0.8484821259741431
#> Attrib V31 -1.2518132353129348
#> Attrib V32 -0.4298176473675749
#> Attrib V33 0.491581941666879
#> Attrib V34 0.053181367735315614
#> Attrib V35 0.2508991876339095
#> Attrib V36 -0.16088908696726478
#> Attrib V37 0.11681617670562464
#> Attrib V38 0.9600101124136127
#> Attrib V39 0.30418132381031604
#> Attrib V4 0.5014582088339944
#> Attrib V40 -0.5884157288305355
#> Attrib V41 -0.07710004753678044
#> Attrib V42 0.061380112606718294
#> Attrib V43 0.26748818146544073
#> Attrib V44 0.8614814903047279
#> Attrib V45 0.6304279912654728
#> Attrib V46 0.032504361264326966
#> Attrib V47 -0.0842268466458046
#> Attrib V48 0.45503516835478924
#> Attrib V49 0.7594107486373626
#> Attrib V5 0.17321506937108916
#> Attrib V50 -0.6229847004063083
#> Attrib V51 -0.04441279643311056
#> Attrib V52 0.22158145779794605
#> Attrib V53 0.18849338567021778
#> Attrib V54 0.5968219830139944
#> Attrib V55 -0.6429347764092364
#> Attrib V56 0.24388290185379868
#> Attrib V57 0.004631706567113626
#> Attrib V58 -0.03600628376431982
#> Attrib V59 0.16658569970224402
#> Attrib V6 -0.33543913563037653
#> Attrib V60 -0.4411331821260127
#> Attrib V7 -0.1779860659257577
#> Attrib V8 -0.25607121009881517
#> Attrib V9 0.8799528565147255
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.2570803419183742
#> Attrib V1 0.14454136159351372
#> Attrib V10 -0.29203551421662743
#> Attrib V11 0.18980860376526765
#> Attrib V12 0.16967695605072314
#> Attrib V13 -0.49432453457051134
#> Attrib V14 -0.1398994620076848
#> Attrib V15 0.16609431085493565
#> Attrib V16 0.297929515494698
#> Attrib V17 0.1305715092499935
#> Attrib V18 -0.07220250307494724
#> Attrib V19 0.15378888334273505
#> Attrib V2 0.23489609240265016
#> Attrib V20 0.42453181062841094
#> Attrib V21 0.5128039658849582
#> Attrib V22 -0.04922165971055071
#> Attrib V23 -0.3281091670813523
#> Attrib V24 -0.3675498310497463
#> Attrib V25 -1.0039644551798723
#> Attrib V26 -1.1070734113472156
#> Attrib V27 -0.5662066682449639
#> Attrib V28 -0.28173351581610817
#> Attrib V29 -0.44253383162044935
#> Attrib V3 0.1956543593075894
#> Attrib V30 0.7124172664871414
#> Attrib V31 -0.6648118490062019
#> Attrib V32 -0.07420041451380982
#> Attrib V33 0.543664760874596
#> Attrib V34 -0.24058942409241565
#> Attrib V35 -0.5388081873447644
#> Attrib V36 -0.8018893889768195
#> Attrib V37 -0.47515123140135923
#> Attrib V38 0.31514523429634983
#> Attrib V39 0.10618262713532005
#> Attrib V4 0.6040444914323341
#> Attrib V40 -0.3922381167437627
#> Attrib V41 0.013397501989493028
#> Attrib V42 0.34982621103619965
#> Attrib V43 0.19176705472648167
#> Attrib V44 0.3030449860648645
#> Attrib V45 0.008713362206025489
#> Attrib V46 -0.3352962540082016
#> Attrib V47 -0.38596072450231594
#> Attrib V48 0.01643744306899435
#> Attrib V49 0.3710737023984939
#> Attrib V5 0.11650837189820966
#> Attrib V50 -0.41888293701527557
#> Attrib V51 -0.2637449588265075
#> Attrib V52 0.057238446176917195
#> Attrib V53 0.20753550326982334
#> Attrib V54 0.6190555851346523
#> Attrib V55 -0.18291676664060025
#> Attrib V56 0.40108757373275283
#> Attrib V57 0.32536062522512926
#> Attrib V58 0.3597831339436375
#> Attrib V59 0.541158689104825
#> Attrib V6 -0.27197562632766736
#> Attrib V60 -0.08072278289092304
#> Attrib V7 -0.1880843975737328
#> Attrib V8 0.18660594810972653
#> Attrib V9 0.3815025810796411
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.1770017839794732
#> Attrib V1 0.05477576567484742
#> Attrib V10 -0.20255313548893208
#> Attrib V11 0.22741018567363122
#> Attrib V12 0.20894878458605876
#> Attrib V13 -0.37096331157039975
#> Attrib V14 -0.12492277212242843
#> Attrib V15 0.07309036525905986
#> Attrib V16 0.1796573762633093
#> Attrib V17 0.0925464096647096
#> Attrib V18 -0.024697621934494193
#> Attrib V19 0.08696011769803924
#> Attrib V2 0.12932953052879323
#> Attrib V20 0.26623662793325903
#> Attrib V21 0.42190865164184954
#> Attrib V22 -0.08819253427615124
#> Attrib V23 -0.2318659113751086
#> Attrib V24 -0.213320357427654
#> Attrib V25 -0.7306135193859482
#> Attrib V26 -0.8100496828893154
#> Attrib V27 -0.405032326524506
#> Attrib V28 -0.10044844166123154
#> Attrib V29 -0.2162894584942644
#> Attrib V3 0.15507607306050034
#> Attrib V30 0.5900254923042436
#> Attrib V31 -0.5442241702184313
#> Attrib V32 -0.0770902220657507
#> Attrib V33 0.444496704995667
#> Attrib V34 -0.15849452516675103
#> Attrib V35 -0.39926806833653034
#> Attrib V36 -0.6911087232412366
#> Attrib V37 -0.42349545050681037
#> Attrib V38 0.19417199257860546
#> Attrib V39 0.08070913830138297
#> Attrib V4 0.44679062070234427
#> Attrib V40 -0.3151594917879591
#> Attrib V41 0.01101847722318453
#> Attrib V42 0.2574502753525801
#> Attrib V43 0.09755084476921243
#> Attrib V44 0.22360891284728948
#> Attrib V45 0.07688039569900805
#> Attrib V46 -0.27328149056894047
#> Attrib V47 -0.3202861619746588
#> Attrib V48 0.09940092025590687
#> Attrib V49 0.36876668201905327
#> Attrib V5 0.14820530015655384
#> Attrib V50 -0.34788529550085445
#> Attrib V51 -0.1253316517154146
#> Attrib V52 0.07449178348938516
#> Attrib V53 0.30423976113552464
#> Attrib V54 0.4127127804117059
#> Attrib V55 -0.21272155632875328
#> Attrib V56 0.2873740485150327
#> Attrib V57 0.2819707543840741
#> Attrib V58 0.25284447446752445
#> Attrib V59 0.3824115057126985
#> Attrib V6 -0.18588202219326028
#> Attrib V60 -0.07828271252538554
#> Attrib V7 -0.1189557050214782
#> Attrib V8 0.06682433561952586
#> Attrib V9 0.44776652517242216
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.24583994912981327
#> Attrib V1 0.3502453193157785
#> Attrib V10 -0.8704041413663302
#> Attrib V11 -1.3527131059795052
#> Attrib V12 -2.164993381450302
#> Attrib V13 -0.23481789226509836
#> Attrib V14 0.9581383650215636
#> Attrib V15 1.3329880803089769
#> Attrib V16 1.0457915722668336
#> Attrib V17 0.5608026915173175
#> Attrib V18 -0.09981869675379627
#> Attrib V19 0.0634405015201321
#> Attrib V2 -0.29113572953018607
#> Attrib V20 1.032848808027291
#> Attrib V21 0.013443601776543248
#> Attrib V22 -1.0062408992335992
#> Attrib V23 -1.1103789911891808
#> Attrib V24 -1.3920366023320627
#> Attrib V25 -1.309869897693775
#> Attrib V26 -0.7688008479682178
#> Attrib V27 -0.9872668755084454
#> Attrib V28 -1.3764798916177317
#> Attrib V29 -0.11739798632677244
#> Attrib V3 -0.03148848196686443
#> Attrib V30 -0.8542144019449361
#> Attrib V31 1.0854533902553773
#> Attrib V32 0.25652328295787297
#> Attrib V33 0.041743141704341055
#> Attrib V34 -0.09092652618696473
#> Attrib V35 -0.5953190871603972
#> Attrib V36 0.7732490511395396
#> Attrib V37 0.6666701072683853
#> Attrib V38 0.5388950920118666
#> Attrib V39 -0.7923171754025395
#> Attrib V4 -0.38573797142073235
#> Attrib V40 -0.34150582534060847
#> Attrib V41 -1.1486863603263187
#> Attrib V42 0.5891646386194385
#> Attrib V43 0.5085738544293971
#> Attrib V44 -0.04983302733154844
#> Attrib V45 -0.47616230075698696
#> Attrib V46 -0.6371072650095487
#> Attrib V47 -1.1208671274187096
#> Attrib V48 -1.4169857563009862
#> Attrib V49 -1.684934623475746
#> Attrib V5 -0.4979250766939146
#> Attrib V50 0.35479443665072136
#> Attrib V51 -0.8547191587419787
#> Attrib V52 -1.0867010905107017
#> Attrib V53 -1.2671408656270318
#> Attrib V54 -0.47979963726463326
#> Attrib V55 1.4003879198912244
#> Attrib V56 0.295134349376414
#> Attrib V57 0.33837538491500596
#> Attrib V58 0.32774498815540226
#> Attrib V59 0.606266771875101
#> Attrib V6 -0.5640567689090453
#> Attrib V60 0.30820482753073125
#> Attrib V7 0.37376484527917675
#> Attrib V8 1.2039697876031465
#> Attrib V9 -1.8413482557770917
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold -0.029483867727067542
#> Attrib V1 0.0953864421247966
#> Attrib V10 -0.008356952040370695
#> Attrib V11 0.11996003143711022
#> Attrib V12 0.17088747582903155
#> Attrib V13 -0.048875612739541496
#> Attrib V14 0.005324961388668335
#> Attrib V15 0.016199397690664023
#> Attrib V16 0.06890909521317018
#> Attrib V17 -0.02509198787217789
#> Attrib V18 0.00996291420604257
#> Attrib V19 -0.020799677383726813
#> Attrib V2 0.10436343137848887
#> Attrib V20 -0.0019673154049975354
#> Attrib V21 0.008669407660815035
#> Attrib V22 -0.11871779439423645
#> Attrib V23 -0.08342123838173053
#> Attrib V24 0.0069571880263877795
#> Attrib V25 -0.06118648428778317
#> Attrib V26 -0.11899508087883837
#> Attrib V27 0.013232054018475704
#> Attrib V28 -0.010192574709394742
#> Attrib V29 -0.09630202714031708
#> Attrib V3 0.11410439965703574
#> Attrib V30 0.0895590753309212
#> Attrib V31 -0.14824049803143063
#> Attrib V32 0.013786211417457887
#> Attrib V33 0.10990794652503721
#> Attrib V34 -0.02718567568058006
#> Attrib V35 -0.018837561959341068
#> Attrib V36 -0.2085851942200599
#> Attrib V37 -0.11651701645421646
#> Attrib V38 -0.01098071689679242
#> Attrib V39 0.016475930231380876
#> Attrib V4 0.20066570656594154
#> Attrib V40 -0.07569986569693926
#> Attrib V41 0.07119667235802542
#> Attrib V42 0.04422088751000836
#> Attrib V43 0.011733702940751276
#> Attrib V44 0.04560706875731714
#> Attrib V45 0.04612939043023149
#> Attrib V46 0.009897491168119218
#> Attrib V47 -0.02804281092370012
#> Attrib V48 0.015238329476767837
#> Attrib V49 0.06528080760257716
#> Attrib V5 0.09043627906809963
#> Attrib V50 -0.04713588608466498
#> Attrib V51 0.02801618897347341
#> Attrib V52 0.0959682385509529
#> Attrib V53 0.22023410460429252
#> Attrib V54 0.11748558410223732
#> Attrib V55 7.526310177970445E-4
#> Attrib V56 0.1039586003829512
#> Attrib V57 0.17622290404549074
#> Attrib V58 0.155126062587619
#> Attrib V59 0.15251081287846158
#> Attrib V6 0.03283580713195338
#> Attrib V60 0.057135668472604983
#> Attrib V7 -0.004338482945900379
#> Attrib V8 0.0931098326855737
#> Attrib V9 0.23957262706720012
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.4961722203060662
#> Attrib V1 0.14674998742245546
#> Attrib V10 0.23377405296092554
#> Attrib V11 0.8516296804706153
#> Attrib V12 1.544485080673347
#> Attrib V13 0.5550452656660388
#> Attrib V14 0.06157866820647639
#> Attrib V15 -0.4572935919149874
#> Attrib V16 -0.7298462882109804
#> Attrib V17 -0.5739013984601388
#> Attrib V18 -0.1668062530572205
#> Attrib V19 -0.136209589654874
#> Attrib V2 0.5077821650795816
#> Attrib V20 -0.5960627437872255
#> Attrib V21 0.046401422879567014
#> Attrib V22 0.42240271031846915
#> Attrib V23 0.7760729229501646
#> Attrib V24 0.691366660611624
#> Attrib V25 0.2715382120877114
#> Attrib V26 0.40650402450374884
#> Attrib V27 1.077290860095967
#> Attrib V28 1.81346578948502
#> Attrib V29 1.4044317848830135
#> Attrib V3 0.22290973169831496
#> Attrib V30 0.685473505760671
#> Attrib V31 -1.0748527564376358
#> Attrib V32 -0.5184722796429944
#> Attrib V33 -0.260415515030436
#> Attrib V34 -0.11751432078751924
#> Attrib V35 0.481418503628297
#> Attrib V36 -0.6399469654277188
#> Attrib V37 -0.02398194028057626
#> Attrib V38 -0.4142257160847769
#> Attrib V39 0.6014440430898053
#> Attrib V4 0.17002237764046396
#> Attrib V40 0.5056958392140117
#> Attrib V41 1.2452193033883105
#> Attrib V42 -0.2800777457942296
#> Attrib V43 -0.3135148144908385
#> Attrib V44 -0.1259185514037398
#> Attrib V45 0.3402128056146884
#> Attrib V46 0.44275559657840063
#> Attrib V47 0.5966948575378591
#> Attrib V48 0.7524194059121021
#> Attrib V49 0.9546291662066277
#> Attrib V5 0.5782902615152723
#> Attrib V50 -0.19376612696280174
#> Attrib V51 0.3884325616414296
#> Attrib V52 0.9394304039018204
#> Attrib V53 1.3356249946864982
#> Attrib V54 0.11565777882256344
#> Attrib V55 -0.9121558825000932
#> Attrib V56 -0.5031879017357992
#> Attrib V57 0.14477154357113686
#> Attrib V58 0.010189731387820184
#> Attrib V59 -0.2695923613058775
#> Attrib V6 0.8843391574769204
#> Attrib V60 -0.02546182877248379
#> Attrib V7 -0.36792326021833766
#> Attrib V8 -0.8727065929683274
#> Attrib V9 1.082634112415664
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.16692975445538683
#> Attrib V1 -0.028031691573099062
#> Attrib V10 -0.08810508600504871
#> Attrib V11 0.24436661563820222
#> Attrib V12 0.23642702683961705
#> Attrib V13 -0.2560971557333628
#> Attrib V14 -0.2813182976376306
#> Attrib V15 -0.08815425413550146
#> Attrib V16 0.15884234613266812
#> Attrib V17 0.11064175157571739
#> Attrib V18 0.02972772676939222
#> Attrib V19 0.1262395138727936
#> Attrib V2 0.05955198634394189
#> Attrib V20 0.11793268360470673
#> Attrib V21 0.24022448055642937
#> Attrib V22 -0.014768526733263666
#> Attrib V23 -0.04267399206651037
#> Attrib V24 0.06900294205241303
#> Attrib V25 -0.31565665806949716
#> Attrib V26 -0.43756874623443837
#> Attrib V27 -0.20557503135586616
#> Attrib V28 -0.09060058398108525
#> Attrib V29 -0.3294653506211649
#> Attrib V3 0.06321248314842479
#> Attrib V30 0.3812965904308763
#> Attrib V31 -0.4672408614637238
#> Attrib V32 -0.053252959866768125
#> Attrib V33 0.3517656187186619
#> Attrib V34 -0.07759414595903494
#> Attrib V35 -0.209215505932917
#> Attrib V36 -0.4811267565698694
#> Attrib V37 -0.3422302008341581
#> Attrib V38 0.18020682302550592
#> Attrib V39 0.011351945913035996
#> Attrib V4 0.357446335822231
#> Attrib V40 -0.2611552874075023
#> Attrib V41 0.040500452540792486
#> Attrib V42 0.05481352548937241
#> Attrib V43 0.056071755567498695
#> Attrib V44 0.19826711878722678
#> Attrib V45 0.06462554485625721
#> Attrib V46 -0.09712057329778383
#> Attrib V47 -0.1386812390138583
#> Attrib V48 0.1529119949039326
#> Attrib V49 0.2980608390872894
#> Attrib V5 0.07621257488023915
#> Attrib V50 -0.30752383205065115
#> Attrib V51 -0.08252792528998824
#> Attrib V52 0.09420079563059207
#> Attrib V53 0.3254663284292401
#> Attrib V54 0.394021067819628
#> Attrib V55 -0.20901984290202474
#> Attrib V56 0.14906841069728433
#> Attrib V57 0.25442592355729704
#> Attrib V58 0.15518244018698335
#> Attrib V59 0.25414368649569874
#> Attrib V6 -0.14249498132174052
#> Attrib V60 -0.0029036153166563075
#> Attrib V7 -0.06453654627799425
#> Attrib V8 0.00777288944563382
#> Attrib V9 0.41436501880449794
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.2251669520276066
#> Attrib V1 -0.18401599057884618
#> Attrib V10 0.5053811202774742
#> Attrib V11 0.88026630616666
#> Attrib V12 1.5729387822073706
#> Attrib V13 0.439167264059117
#> Attrib V14 -0.5087708311036729
#> Attrib V15 -0.8407084784076019
#> Attrib V16 -0.8245933021768543
#> Attrib V17 -0.41234503283667945
#> Attrib V18 0.05982658422147741
#> Attrib V19 -0.07296643089671197
#> Attrib V2 0.24181784876451673
#> Attrib V20 -0.7095667124785846
#> Attrib V21 -0.047454527954053215
#> Attrib V22 0.5154172303025883
#> Attrib V23 0.8236647474432927
#> Attrib V24 0.9869505191729248
#> Attrib V25 0.8096170707098534
#> Attrib V26 0.6602341269736881
#> Attrib V27 0.8996811809206353
#> Attrib V28 1.05905408932905
#> Attrib V29 0.21128102404957888
#> Attrib V3 0.08630885094141168
#> Attrib V30 0.4983723409743383
#> Attrib V31 -0.7532032595173577
#> Attrib V32 -0.25564462567861135
#> Attrib V33 -0.024992535731235496
#> Attrib V34 0.1084822875100006
#> Attrib V35 0.5390820371045726
#> Attrib V36 -0.5620012988783417
#> Attrib V37 -0.35476756395271847
#> Attrib V38 -0.47428880866403883
#> Attrib V39 0.4850361120541379
#> Attrib V4 0.13969190283696548
#> Attrib V40 0.3286120600332299
#> Attrib V41 0.8813163844527658
#> Attrib V42 -0.4602232547591516
#> Attrib V43 -0.18897289329137384
#> Attrib V44 0.02573201335631549
#> Attrib V45 0.3555544370136265
#> Attrib V46 0.4443258199905159
#> Attrib V47 0.6801493105291394
#> Attrib V48 0.9187835090496664
#> Attrib V49 1.0369164843233039
#> Attrib V5 0.3794492419366235
#> Attrib V50 -0.2653254775646335
#> Attrib V51 0.4994014997298675
#> Attrib V52 0.8510857306608235
#> Attrib V53 1.1884399491160935
#> Attrib V54 0.17793311032298995
#> Attrib V55 -0.9075940058208078
#> Attrib V56 -0.38122271108420797
#> Attrib V57 -0.090527412661489
#> Attrib V58 -0.1483312791132904
#> Attrib V59 -0.41468519330748127
#> Attrib V6 0.5940034435245021
#> Attrib V60 -0.20514644702368343
#> Attrib V7 -0.2548861414539673
#> Attrib V8 -0.7948297762194172
#> Attrib V9 1.2269445247229074
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.13742732516545725
#> Attrib V1 0.12774693027800268
#> Attrib V10 0.0285895048427921
#> Attrib V11 0.11492889723691024
#> Attrib V12 0.13757926093090608
#> Attrib V13 0.016871055662541577
#> Attrib V14 0.051629689033935694
#> Attrib V15 -0.020142994484994844
#> Attrib V16 0.029507132400549637
#> Attrib V17 -0.024996157757068923
#> Attrib V18 0.028431231301691635
#> Attrib V19 0.033885912252663096
#> Attrib V2 0.10547407302618463
#> Attrib V20 0.014995607847561208
#> Attrib V21 0.0023375037065981063
#> Attrib V22 -0.09612714359417351
#> Attrib V23 -0.04341665023212195
#> Attrib V24 -0.06654315201022658
#> Attrib V25 -0.11630912256585321
#> Attrib V26 -0.08878600482641726
#> Attrib V27 -0.027266295852354815
#> Attrib V28 -0.02252025909550429
#> Attrib V29 -0.0989337935739613
#> Attrib V3 0.09675902411150618
#> Attrib V30 0.09006714910516844
#> Attrib V31 -0.10670320089762582
#> Attrib V32 -0.0932703453169519
#> Attrib V33 0.09549649740111435
#> Attrib V34 0.0363098442245279
#> Attrib V35 0.024990294099288542
#> Attrib V36 -0.08611936088675053
#> Attrib V37 -0.04267724699224841
#> Attrib V38 0.08088490281830923
#> Attrib V39 0.04560837337190784
#> Attrib V4 0.14688472674208444
#> Attrib V40 0.005716698088124603
#> Attrib V41 0.056414439649499167
#> Attrib V42 0.003456802096265743
#> Attrib V43 0.018112097907094598
#> Attrib V44 0.09021165050019632
#> Attrib V45 0.08255896472160403
#> Attrib V46 -0.004104499182998418
#> Attrib V47 -4.4048313212554605E-4
#> Attrib V48 0.03632523936527339
#> Attrib V49 0.0684031515393906
#> Attrib V5 0.09077239997355416
#> Attrib V50 0.008939111830843059
#> Attrib V51 0.04298848727285724
#> Attrib V52 0.0903141256273012
#> Attrib V53 0.1811216172283736
#> Attrib V54 0.12386743967499739
#> Attrib V55 0.035859493105866495
#> Attrib V56 0.0565882169227968
#> Attrib V57 0.1100496476156211
#> Attrib V58 0.09014781516918398
#> Attrib V59 0.08639892071437985
#> Attrib V6 0.04965617954535242
#> Attrib V60 0.0052085148181260305
#> Attrib V7 -8.41656388152002E-4
#> Attrib V8 0.047695875694072985
#> Attrib V9 0.12853966850967893
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.16931637531125165
#> Attrib V1 -0.34015338989816457
#> Attrib V10 0.08954976437441375
#> Attrib V11 0.6078397330731589
#> Attrib V12 0.44011276592214726
#> Attrib V13 -0.7360143546704087
#> Attrib V14 -1.119746030726276
#> Attrib V15 -0.6911935625116036
#> Attrib V16 0.026771997936906194
#> Attrib V17 0.45316354166077516
#> Attrib V18 0.37714459922616433
#> Attrib V19 0.4676217139166973
#> Attrib V2 -0.13067371877050737
#> Attrib V20 0.46186941059168574
#> Attrib V21 0.556391967029102
#> Attrib V22 0.44998510621905985
#> Attrib V23 0.5157831623881389
#> Attrib V24 0.4961907620030247
#> Attrib V25 0.013303623115445166
#> Attrib V26 -0.35263496368413305
#> Attrib V27 -0.025248168815916704
#> Attrib V28 0.18398983748346923
#> Attrib V29 -0.6650181559193724
#> Attrib V3 -0.11193190116414428
#> Attrib V30 0.6956079490766057
#> Attrib V31 -1.2421383509624662
#> Attrib V32 -0.4578503618740745
#> Attrib V33 0.4069576169452415
#> Attrib V34 0.14083170956844981
#> Attrib V35 0.4231920413520008
#> Attrib V36 -0.019019572284551853
#> Attrib V37 0.18060969439114644
#> Attrib V38 0.9347469068133437
#> Attrib V39 0.2982583748743425
#> Attrib V4 0.4291883872739242
#> Attrib V40 -0.5558409242882361
#> Attrib V41 -0.11748423759469982
#> Attrib V42 -0.06274160136243288
#> Attrib V43 0.18473367723653536
#> Attrib V44 0.8739699297297961
#> Attrib V45 0.7625123940172861
#> Attrib V46 0.18373232451497967
#> Attrib V47 0.12532631400774982
#> Attrib V48 0.49878843310211335
#> Attrib V49 0.7775399946662986
#> Attrib V5 0.18710616802273028
#> Attrib V50 -0.43422571899601264
#> Attrib V51 0.0779067439981741
#> Attrib V52 0.1690495806404215
#> Attrib V53 0.1331789641848285
#> Attrib V54 0.6944195792815929
#> Attrib V55 -0.597287357449965
#> Attrib V56 0.2610910278034761
#> Attrib V57 0.05542983186783328
#> Attrib V58 -0.04482680888140938
#> Attrib V59 0.023806355612767123
#> Attrib V6 -0.22196108362856912
#> Attrib V60 -0.44073054155541314
#> Attrib V7 -0.18549346738892164
#> Attrib V8 -0.21489905193944556
#> Attrib V9 0.9364926987535069
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.3677521645058551
#> Attrib V1 0.06232762893410975
#> Attrib V10 -0.33405461820970905
#> Attrib V11 0.3606837299574219
#> Attrib V12 0.21476324797450258
#> Attrib V13 -0.6025010169506003
#> Attrib V14 -0.2679741646988206
#> Attrib V15 -0.02230315690663552
#> Attrib V16 0.316028527968365
#> Attrib V17 0.18650420353020603
#> Attrib V18 0.019931852000498473
#> Attrib V19 0.2175429140718596
#> Attrib V2 0.18418671314378016
#> Attrib V20 0.41353360874242256
#> Attrib V21 0.5506534831904848
#> Attrib V22 -0.010140231824610501
#> Attrib V23 -0.2429988813312522
#> Attrib V24 -0.2722589147411283
#> Attrib V25 -0.9660087271175564
#> Attrib V26 -1.0652960819090056
#> Attrib V27 -0.430822115609537
#> Attrib V28 -0.1933224999173495
#> Attrib V29 -0.34050911778212845
#> Attrib V3 0.09308632644383479
#> Attrib V30 0.736697263504888
#> Attrib V31 -0.8726385770116526
#> Attrib V32 -0.1892188358959423
#> Attrib V33 0.5618798588412122
#> Attrib V34 -0.20106273282781162
#> Attrib V35 -0.4865337497552193
#> Attrib V36 -0.7624342515001311
#> Attrib V37 -0.451450968307054
#> Attrib V38 0.46346229837096475
#> Attrib V39 0.0864541149805674
#> Attrib V4 0.660111473982509
#> Attrib V40 -0.44904436451369356
#> Attrib V41 -0.004043043537078409
#> Attrib V42 0.3339199531334327
#> Attrib V43 0.2696269472761539
#> Attrib V44 0.3267239784759099
#> Attrib V45 0.09990625794464561
#> Attrib V46 -0.23850986316200765
#> Attrib V47 -0.3990297798245407
#> Attrib V48 0.11862805191127894
#> Attrib V49 0.4440263038689158
#> Attrib V5 0.13358524962455748
#> Attrib V50 -0.4718110450952878
#> Attrib V51 -0.2148935723523794
#> Attrib V52 0.08405780768474265
#> Attrib V53 0.31202903862954384
#> Attrib V54 0.664415123710225
#> Attrib V55 -0.32507358377774515
#> Attrib V56 0.3768902091199375
#> Attrib V57 0.36959492335790356
#> Attrib V58 0.33284722410776046
#> Attrib V59 0.5560855253665868
#> Attrib V6 -0.3178866197546485
#> Attrib V60 -0.1135928340661493
#> Attrib V7 -0.15773687120421673
#> Attrib V8 0.13411830278523648
#> Attrib V9 0.5044469839591766
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.22960601226920857
#> Attrib V1 0.07364829290949473
#> Attrib V10 0.02858374620269209
#> Attrib V11 -0.1064351191669595
#> Attrib V12 -0.1617768362919646
#> Attrib V13 0.10445600065123688
#> Attrib V14 0.11435329601675068
#> Attrib V15 0.08181449403068612
#> Attrib V16 0.031734218523615465
#> Attrib V17 0.0911746870322811
#> Attrib V18 0.12218601707732948
#> Attrib V19 -0.053939423769128
#> Attrib V2 0.02781499881792057
#> Attrib V20 -0.05195609632558769
#> Attrib V21 -0.06396834885212145
#> Attrib V22 -0.032912303318833214
#> Attrib V23 -0.00885298757784009
#> Attrib V24 -0.06297621319013005
#> Attrib V25 0.10285513583183895
#> Attrib V26 0.04337180229621247
#> Attrib V27 -0.03242001031749926
#> Attrib V28 -0.15004674456757058
#> Attrib V29 0.029901733802536846
#> Attrib V3 0.11782651450464836
#> Attrib V30 -0.01861891985122342
#> Attrib V31 0.26785832492015293
#> Attrib V32 0.19887238315697484
#> Attrib V33 0.11260515653566634
#> Attrib V34 0.1810763538552792
#> Attrib V35 0.15752865500052454
#> Attrib V36 0.25599597474950103
#> Attrib V37 0.16299806763072877
#> Attrib V38 -0.005195182524785998
#> Attrib V39 0.08489753359378929
#> Attrib V4 0.013096326641595596
#> Attrib V40 0.2998643477823926
#> Attrib V41 0.2023336907035579
#> Attrib V42 0.25294284566402053
#> Attrib V43 0.16799500613890078
#> Attrib V44 0.10712488024585179
#> Attrib V45 -0.01891570600785018
#> Attrib V46 0.09795071559858048
#> Attrib V47 0.10045312564193531
#> Attrib V48 -0.05797013865789908
#> Attrib V49 -0.07366681768416727
#> Attrib V5 0.09376379099223843
#> Attrib V50 0.1401659512324285
#> Attrib V51 0.042891916295669436
#> Attrib V52 -0.10453033311789113
#> Attrib V53 -0.046756040766969674
#> Attrib V54 -0.041077537066464456
#> Attrib V55 0.11572419812754785
#> Attrib V56 0.0585948279637609
#> Attrib V57 0.04824263792842853
#> Attrib V58 0.01821760239519483
#> Attrib V59 0.08816535424962246
#> Attrib V6 0.15394503277090024
#> Attrib V60 0.20517383042039639
#> Attrib V7 0.20392238802433182
#> Attrib V8 0.08528919140016973
#> Attrib V9 -0.1298363515460233
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.36210640313643305
#> Attrib V1 0.08772499072788456
#> Attrib V10 -0.2618334393531267
#> Attrib V11 0.4428576654306544
#> Attrib V12 0.35567033829141664
#> Attrib V13 -0.7172259431294606
#> Attrib V14 -0.48969690242663827
#> Attrib V15 -0.05014661208788403
#> Attrib V16 0.2812672025129093
#> Attrib V17 0.20020488888671314
#> Attrib V18 -0.0349610136824206
#> Attrib V19 0.0923968007121589
#> Attrib V2 0.13875433647626484
#> Attrib V20 0.4032960305872677
#> Attrib V21 0.5873243594533373
#> Attrib V22 -0.0026300560985644907
#> Attrib V23 -0.19580722427647515
#> Attrib V24 -0.2275802679975568
#> Attrib V25 -0.9616781471457595
#> Attrib V26 -1.070539761197803
#> Attrib V27 -0.5496952695874096
#> Attrib V28 -0.3901075001113486
#> Attrib V29 -0.7502975502759468
#> Attrib V3 0.0750570800860359
#> Attrib V30 0.7818486105902477
#> Attrib V31 -0.8689819103714406
#> Attrib V32 -0.1291770381908117
#> Attrib V33 0.6898336119241123
#> Attrib V34 -0.16060546481184243
#> Attrib V35 -0.4744273855160548
#> Attrib V36 -0.9143391229637259
#> Attrib V37 -0.5618550587407608
#> Attrib V38 0.39507341221990044
#> Attrib V39 0.0641348742353503
#> Attrib V4 0.6620149498795636
#> Attrib V40 -0.5528580758212308
#> Attrib V41 -0.04060149259976062
#> Attrib V42 0.3349154762839196
#> Attrib V43 0.20546822526456546
#> Attrib V44 0.45779153925427934
#> Attrib V45 0.08430262404789725
#> Attrib V46 -0.25955301896732996
#> Attrib V47 -0.4116902591370192
#> Attrib V48 0.19119750411313513
#> Attrib V49 0.6226727633454779
#> Attrib V5 0.06881551921734264
#> Attrib V50 -0.5123902138789299
#> Attrib V51 -0.2857941212885553
#> Attrib V52 -0.015694494620567892
#> Attrib V53 0.1804968154384229
#> Attrib V54 0.8190306241741742
#> Attrib V55 -0.3512407905119496
#> Attrib V56 0.46303871910429345
#> Attrib V57 0.29597252317811057
#> Attrib V58 0.3301765580475357
#> Attrib V59 0.5144451001615176
#> Attrib V6 -0.3479536150476321
#> Attrib V60 -0.08213399106321756
#> Attrib V7 -0.15288259933833856
#> Attrib V8 0.07116001906741261
#> Attrib V9 0.6101834268346471
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.30159346723971825
#> Attrib V1 0.1491046520357764
#> Attrib V10 0.09426473973784703
#> Attrib V11 -0.2612974929573524
#> Attrib V12 -0.3201709612431164
#> Attrib V13 0.14121550150466766
#> Attrib V14 0.366063710465913
#> Attrib V15 0.3301841416738231
#> Attrib V16 0.26453352984690137
#> Attrib V17 0.30967022824869905
#> Attrib V18 0.42079656231934975
#> Attrib V19 0.06412447236228654
#> Attrib V2 -0.04146043695571944
#> Attrib V20 -0.015992539274229237
#> Attrib V21 -0.006129339875297995
#> Attrib V22 0.1695691667504332
#> Attrib V23 -0.2924586269900415
#> Attrib V24 -0.3579249810478278
#> Attrib V25 0.3423039611085575
#> Attrib V26 0.5453670050915859
#> Attrib V27 0.043848247289136444
#> Attrib V28 -0.20697486721993166
#> Attrib V29 0.2292892220269179
#> Attrib V3 0.020340448970621088
#> Attrib V30 -0.07554597310558418
#> Attrib V31 0.8389718437867185
#> Attrib V32 0.3437605011190683
#> Attrib V33 -0.09553248821307776
#> Attrib V34 -0.029965401673819326
#> Attrib V35 -0.03738654764171609
#> Attrib V36 0.5573434989400425
#> Attrib V37 0.28570198539278063
#> Attrib V38 -0.0510675547538939
#> Attrib V39 -0.054671761535561726
#> Attrib V4 -0.08635441059193119
#> Attrib V40 0.2690399927545628
#> Attrib V41 -0.09271104578239373
#> Attrib V42 0.22379263063435073
#> Attrib V43 0.18189325119554578
#> Attrib V44 0.029338191083536497
#> Attrib V45 -0.05920756465651173
#> Attrib V46 0.05789086420502688
#> Attrib V47 0.08730274764420723
#> Attrib V48 -0.15074121784280156
#> Attrib V49 -0.3337002240914242
#> Attrib V5 -0.036830692078155695
#> Attrib V50 0.4518217150719857
#> Attrib V51 -0.03233378887928809
#> Attrib V52 -0.46327416000891136
#> Attrib V53 -0.4161658834405516
#> Attrib V54 -0.0997691202679124
#> Attrib V55 0.2934605187312323
#> Attrib V56 -0.020687316019481372
#> Attrib V57 -0.06446132552060826
#> Attrib V58 -0.17418158763484232
#> Attrib V59 -0.033916446040493084
#> Attrib V6 -0.02441942138518375
#> Attrib V60 0.14788897208103785
#> Attrib V7 0.24723277441127156
#> Attrib V8 0.25236019112878555
#> Attrib V9 -0.4512534717975899
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.13175516305737772
#> Attrib V1 0.05804623703375822
#> Attrib V10 0.034221112142673565
#> Attrib V11 0.08648760120303672
#> Attrib V12 0.09227027874099143
#> Attrib V13 0.01906874503951754
#> Attrib V14 -0.015969804677148352
#> Attrib V15 -0.005988519678285826
#> Attrib V16 0.06600260256482417
#> Attrib V17 0.04632526058812317
#> Attrib V18 0.03858257286675905
#> Attrib V19 0.02889060469861371
#> Attrib V2 0.04436195591561925
#> Attrib V20 -0.03795391592079177
#> Attrib V21 -0.06060731644530417
#> Attrib V22 -0.10408212093573915
#> Attrib V23 -0.09830834651556052
#> Attrib V24 0.013433224010273317
#> Attrib V25 -0.03088961038382249
#> Attrib V26 -0.09026488376407836
#> Attrib V27 -0.019429906366193687
#> Attrib V28 0.014445897894475883
#> Attrib V29 -0.07547070579136446
#> Attrib V3 0.11771517466794473
#> Attrib V30 0.010915684066778529
#> Attrib V31 -0.13130696061630412
#> Attrib V32 0.005223926523557615
#> Attrib V33 0.054781863839816314
#> Attrib V34 0.03204501380410575
#> Attrib V35 -0.010638184882240692
#> Attrib V36 -0.10907295709073961
#> Attrib V37 -0.030472109664484354
#> Attrib V38 0.03427994310968077
#> Attrib V39 0.046490793428746506
#> Attrib V4 0.15813870994327597
#> Attrib V40 -0.043395750490933284
#> Attrib V41 0.04204391861121402
#> Attrib V42 0.05648547150117773
#> Attrib V43 0.008711095256632924
#> Attrib V44 0.02044112320623969
#> Attrib V45 0.05500947064123503
#> Attrib V46 0.043253643692746396
#> Attrib V47 0.017947876434034456
#> Attrib V48 0.03821386170798106
#> Attrib V49 0.04292203373100466
#> Attrib V5 0.09309977418754062
#> Attrib V50 0.010196785916083953
#> Attrib V51 0.0912263479524843
#> Attrib V52 0.131044760586073
#> Attrib V53 0.18954196505801615
#> Attrib V54 0.09614538338986806
#> Attrib V55 0.06520522820723483
#> Attrib V56 0.08905799202107378
#> Attrib V57 0.15911116156470498
#> Attrib V58 0.1550832228848802
#> Attrib V59 0.06329410281824276
#> Attrib V6 0.02372402786362627
#> Attrib V60 0.05583258627954135
#> Attrib V7 -0.011072993845361888
#> Attrib V8 0.012657588285024775
#> Attrib V9 0.18094125895088628
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.014871102505062734
#> Attrib V1 0.0888222544161254
#> Attrib V10 0.04252071946915297
#> Attrib V11 0.16786390020676895
#> Attrib V12 0.11949508278991976
#> Attrib V13 -0.09538699690626702
#> Attrib V14 -0.048375627556623106
#> Attrib V15 0.062051873745342816
#> Attrib V16 0.03932806118256709
#> Attrib V17 0.0075525881590244506
#> Attrib V18 -0.01852568751471754
#> Attrib V19 0.03904715510768307
#> Attrib V2 0.15331285615467088
#> Attrib V20 0.014822255741752841
#> Attrib V21 0.020893345476885938
#> Attrib V22 -0.030386819592734485
#> Attrib V23 -0.10124532567965205
#> Attrib V24 -0.017111252931940383
#> Attrib V25 -0.19135324394553394
#> Attrib V26 -0.2209012688579752
#> Attrib V27 -0.059673813049011946
#> Attrib V28 -0.0259464852413486
#> Attrib V29 -0.1576435217661115
#> Attrib V3 0.08859784245156538
#> Attrib V30 0.14270016458445492
#> Attrib V31 -0.15732958260398247
#> Attrib V32 -0.06950860232696357
#> Attrib V33 0.15564190872822387
#> Attrib V34 -0.04508305399724244
#> Attrib V35 -0.015989201817303705
#> Attrib V36 -0.23617422826664938
#> Attrib V37 -0.15769693445667027
#> Attrib V38 0.09212965756352232
#> Attrib V39 0.06799688742715898
#> Attrib V4 0.2014496491509276
#> Attrib V40 -0.11888958608300597
#> Attrib V41 0.03285354420582107
#> Attrib V42 -0.0065297128308937046
#> Attrib V43 0.05236136632766937
#> Attrib V44 0.09574087529126274
#> Attrib V45 0.08400809466832679
#> Attrib V46 -0.04414366581138871
#> Attrib V47 -0.07874266921542762
#> Attrib V48 0.09865793450939706
#> Attrib V49 0.08669281305015253
#> Attrib V5 0.08618866315298722
#> Attrib V50 -0.08720227100696061
#> Attrib V51 0.020886379220773195
#> Attrib V52 0.09508681478636456
#> Attrib V53 0.16113954424846186
#> Attrib V54 0.15471506623972547
#> Attrib V55 0.039193846243403
#> Attrib V56 0.11305558545842898
#> Attrib V57 0.2079969610168491
#> Attrib V58 0.10949144373408229
#> Attrib V59 0.09983947006258628
#> Attrib V6 -0.013293508824267455
#> Attrib V60 0.027218999420761315
#> Attrib V7 -0.06494073205882345
#> Attrib V8 0.09407151880919704
#> Attrib V9 0.24180605008254816
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.21965569839626886
#> Attrib V1 0.2616283305719258
#> Attrib V10 0.06486655488866158
#> Attrib V11 -0.5761714722740766
#> Attrib V12 -0.42589993592964054
#> Attrib V13 0.8733368969315592
#> Attrib V14 1.117327681156925
#> Attrib V15 0.449078910861366
#> Attrib V16 -0.26491912823787267
#> Attrib V17 -0.4700947273527792
#> Attrib V18 -0.0987713273555795
#> Attrib V19 -0.2262827686123417
#> Attrib V2 0.12764975808462065
#> Attrib V20 -0.3162556453718979
#> Attrib V21 -0.5853613132800896
#> Attrib V22 -0.44074631381125523
#> Attrib V23 -0.4215131230257086
#> Attrib V24 -0.6132188158899736
#> Attrib V25 0.16110825268660817
#> Attrib V26 0.6460561082768472
#> Attrib V27 0.3868793777629341
#> Attrib V28 0.32013233931099605
#> Attrib V29 1.2127144352185713
#> Attrib V3 0.08784428097391266
#> Attrib V30 -0.798619818757457
#> Attrib V31 1.0297382437362628
#> Attrib V32 0.2003141031256446
#> Attrib V33 -0.6844731611610325
#> Attrib V34 0.07674288108802889
#> Attrib V35 0.2111829566881246
#> Attrib V36 0.7805770724218093
#> Attrib V37 0.5021350216345455
#> Attrib V38 -0.6678939610104597
#> Attrib V39 0.0407546289567851
#> Attrib V4 -0.6316004434817757
#> Attrib V40 0.7708351207305475
#> Attrib V41 0.0813433989986539
#> Attrib V42 -0.23911465868311965
#> Attrib V43 -0.24086537744686315
#> Attrib V44 -0.6281206195965277
#> Attrib V45 -0.433082034936373
#> Attrib V46 -0.01833042027628423
#> Attrib V47 0.09833554276077393
#> Attrib V48 -0.44689756132903197
#> Attrib V49 -0.8507224775894181
#> Attrib V5 -0.11757626831402408
#> Attrib V50 0.45107999368025936
#> Attrib V51 0.0017882211434874409
#> Attrib V52 -0.11522491310541012
#> Attrib V53 -0.20970090280112863
#> Attrib V54 -1.0711736789469468
#> Attrib V55 0.50497864699743
#> Attrib V56 -0.5052542883972628
#> Attrib V57 -0.2602028738695905
#> Attrib V58 -0.07048807401466509
#> Attrib V59 -0.27610944412495225
#> Attrib V6 0.36548074820947857
#> Attrib V60 0.17840328336185277
#> Attrib V7 0.020800867829760976
#> Attrib V8 0.028293815436627085
#> Attrib V9 -0.9423629473807306
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.36964318925804773
#> Attrib V1 0.19494989848836697
#> Attrib V10 0.06249411176303515
#> Attrib V11 0.6367183933034233
#> Attrib V12 1.3869208955934622
#> Attrib V13 0.43539464351315604
#> Attrib V14 0.3594416426863257
#> Attrib V15 0.02913196679798368
#> Attrib V16 -0.4198916451837531
#> Attrib V17 -0.7849046987146066
#> Attrib V18 -0.6545313550746246
#> Attrib V19 -0.5052552652354715
#> Attrib V2 0.559288170257098
#> Attrib V20 -0.7406941233015236
#> Attrib V21 -0.4755498046448573
#> Attrib V22 -0.5916757468820787
#> Attrib V23 -0.5206643921299766
#> Attrib V24 -0.08764242041132417
#> Attrib V25 -0.2856466999422142
#> Attrib V26 -0.23611327963474704
#> Attrib V27 0.3104435418688338
#> Attrib V28 0.49401783298713814
#> Attrib V29 0.2815390351671904
#> Attrib V3 0.25375073737536585
#> Attrib V30 0.5071734461027496
#> Attrib V31 -0.08044313642745922
#> Attrib V32 0.3982248716217597
#> Attrib V33 0.5668166324106318
#> Attrib V34 0.11308258135623446
#> Attrib V35 -0.22302661518878145
#> Attrib V36 -1.3312866358117308
#> Attrib V37 -1.129797730451311
#> Attrib V38 -0.9276444745131645
#> Attrib V39 -0.05818562093291289
#> Attrib V4 0.38036707520767565
#> Attrib V40 0.1491189460118734
#> Attrib V41 0.6248180545202321
#> Attrib V42 0.04041950189020744
#> Attrib V43 -0.35660798088023504
#> Attrib V44 -0.5665633873365612
#> Attrib V45 -0.07119979076071226
#> Attrib V46 -0.006565709939388135
#> Attrib V47 -0.007403996970493065
#> Attrib V48 0.4366110399624495
#> Attrib V49 0.615006888922992
#> Attrib V5 0.35789335299835573
#> Attrib V50 -0.42111754020422837
#> Attrib V51 -0.061446681075064784
#> Attrib V52 0.4675292930655718
#> Attrib V53 0.7457875535207059
#> Attrib V54 0.26924946610827993
#> Attrib V55 -0.046324527317342816
#> Attrib V56 -0.16438089061031078
#> Attrib V57 0.19620247383662345
#> Attrib V58 0.4780043005314128
#> Attrib V59 0.06064040194892842
#> Attrib V6 0.38823915814530086
#> Attrib V60 0.14123444778029484
#> Attrib V7 -0.1910416428107036
#> Attrib V8 -0.1936706710901513
#> Attrib V9 0.7663882828329642
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.2708904729739042
#> Attrib V1 0.06451859391261454
#> Attrib V10 -0.20907576769102731
#> Attrib V11 0.3064560592076326
#> Attrib V12 0.3045143098236605
#> Attrib V13 -0.48236072787620576
#> Attrib V14 -0.32747409524345356
#> Attrib V15 -0.0947556648615606
#> Attrib V16 0.16945833515237052
#> Attrib V17 0.2192099333024418
#> Attrib V18 0.10950194489675086
#> Attrib V19 0.20867067589916624
#> Attrib V2 0.0551420400441927
#> Attrib V20 0.3688993238820546
#> Attrib V21 0.5091642719232913
#> Attrib V22 0.0464474431696084
#> Attrib V23 -0.08072132810206681
#> Attrib V24 -0.07580949146267751
#> Attrib V25 -0.6455730784052963
#> Attrib V26 -0.7266732204808692
#> Attrib V27 -0.26304796635584987
#> Attrib V28 -0.11952258223682252
#> Attrib V29 -0.3138670538544701
#> Attrib V3 0.03988303547150185
#> Attrib V30 0.6862482797975147
#> Attrib V31 -0.766862124413835
#> Attrib V32 -0.25791995902398024
#> Attrib V33 0.38441619595608945
#> Attrib V34 -0.25234652887514386
#> Attrib V35 -0.3576611014926142
#> Attrib V36 -0.5264640639182919
#> Attrib V37 -0.23333664885709635
#> Attrib V38 0.4918818466667812
#> Attrib V39 0.11489795873406494
#> Attrib V4 0.4920210918672108
#> Attrib V40 -0.4282800036480084
#> Attrib V41 -0.0011587432755976327
#> Attrib V42 0.2237042023892053
#> Attrib V43 0.2438556680760102
#> Attrib V44 0.41392453241278515
#> Attrib V45 0.13132256435208178
#> Attrib V46 -0.2328189938975721
#> Attrib V47 -0.3347413798780369
#> Attrib V48 0.13649886592254198
#> Attrib V49 0.42656958680775336
#> Attrib V5 0.1378382530035527
#> Attrib V50 -0.3861864787265099
#> Attrib V51 -0.07988508580195122
#> Attrib V52 0.14058193808289443
#> Attrib V53 0.29498432632837385
#> Attrib V54 0.600935898360629
#> Attrib V55 -0.2830843692328566
#> Attrib V56 0.29131752413834877
#> Attrib V57 0.23181682039083237
#> Attrib V58 0.26563061349176426
#> Attrib V59 0.42949058351183267
#> Attrib V6 -0.22913149884278428
#> Attrib V60 -0.09821324371734753
#> Attrib V7 -0.07876874290796033
#> Attrib V8 -9.971129806216421E-4
#> Attrib V9 0.48408447449946973
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.14277369922468103
#> Attrib V1 0.2451659357765333
#> Attrib V10 0.03923635237901204
#> Attrib V11 -0.46207689682209324
#> Attrib V12 -0.42607639726212637
#> Attrib V13 0.5249973651741022
#> Attrib V14 0.7709380093455758
#> Attrib V15 0.3807567589807452
#> Attrib V16 -0.14616673074145597
#> Attrib V17 -0.33430463960587853
#> Attrib V18 -0.19016663001104442
#> Attrib V19 -0.22902906406369425
#> Attrib V2 0.07196478992983431
#> Attrib V20 -0.18051475624120902
#> Attrib V21 -0.3620403208586988
#> Attrib V22 -0.3293196560384075
#> Attrib V23 -0.3387501776290204
#> Attrib V24 -0.46094711007104916
#> Attrib V25 0.11911914045312272
#> Attrib V26 0.5097220223008551
#> Attrib V27 0.27503769464902417
#> Attrib V28 0.22568995056599217
#> Attrib V29 0.8963849576279668
#> Attrib V3 0.016923997657751412
#> Attrib V30 -0.5240662245394708
#> Attrib V31 0.8598094148079681
#> Attrib V32 0.12803458050458297
#> Attrib V33 -0.5194069103537202
#> Attrib V34 0.03776980636996705
#> Attrib V35 0.15036412151300046
#> Attrib V36 0.6008851412321398
#> Attrib V37 0.47298509524378135
#> Attrib V38 -0.41180905405926793
#> Attrib V39 -0.007296063879741327
#> Attrib V4 -0.3892233274797557
#> Attrib V40 0.5474066469026402
#> Attrib V41 0.011608348768729168
#> Attrib V42 -0.19886698313399576
#> Attrib V43 -0.16771655458733448
#> Attrib V44 -0.4607182954141541
#> Attrib V45 -0.33452111221960246
#> Attrib V46 -0.0345632466118493
#> Attrib V47 -0.015467306317278957
#> Attrib V48 -0.3655066635116034
#> Attrib V49 -0.7250480973685222
#> Attrib V5 -0.10358142516370597
#> Attrib V50 0.3820910382250806
#> Attrib V51 -0.042381168780772
#> Attrib V52 -0.12771706025189236
#> Attrib V53 -0.2754257547078691
#> Attrib V54 -0.6674424776595581
#> Attrib V55 0.44955862354000264
#> Attrib V56 -0.37730026084177043
#> Attrib V57 -0.08697831816088185
#> Attrib V58 -0.08702609419745423
#> Attrib V59 -0.17114249208716562
#> Attrib V6 0.1803156929088305
#> Attrib V60 0.15694086787431868
#> Attrib V7 0.049938545344686995
#> Attrib V8 0.03098004372638227
#> Attrib V9 -0.7215085429530073
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.21306204058890577
#> Attrib V1 0.21955223153347456
#> Attrib V10 -0.33171806863393066
#> Attrib V11 0.1567089779092645
#> Attrib V12 0.04637848081352736
#> Attrib V13 -0.5798952290755076
#> Attrib V14 -0.15749352993930485
#> Attrib V15 0.10585488246171673
#> Attrib V16 0.425273823272292
#> Attrib V17 0.20604306744336215
#> Attrib V18 -0.026085945323773663
#> Attrib V19 0.12496415684290309
#> Attrib V2 0.23399960870130612
#> Attrib V20 0.48768085871179195
#> Attrib V21 0.5437657482663955
#> Attrib V22 -0.10256278333942527
#> Attrib V23 -0.3825226886286474
#> Attrib V24 -0.36646571898348596
#> Attrib V25 -1.1191292382317661
#> Attrib V26 -1.1709498891182601
#> Attrib V27 -0.5993001374083684
#> Attrib V28 -0.38414574287869085
#> Attrib V29 -0.4124033901795369
#> Attrib V3 0.1662715560788912
#> Attrib V30 0.6189116360465146
#> Attrib V31 -0.6409648846219754
#> Attrib V32 -0.11386906979900999
#> Attrib V33 0.5003574886103516
#> Attrib V34 -0.18974154417365946
#> Attrib V35 -0.5291057510336108
#> Attrib V36 -0.769137026023778
#> Attrib V37 -0.42504857610415825
#> Attrib V38 0.374927026144998
#> Attrib V39 0.061400875438360585
#> Attrib V4 0.6274073857870369
#> Attrib V40 -0.405728417636678
#> Attrib V41 -0.07837642780709818
#> Attrib V42 0.33286124176974885
#> Attrib V43 0.2748462967868618
#> Attrib V44 0.29747742974484126
#> Attrib V45 -0.03900825294025681
#> Attrib V46 -0.28074960839968305
#> Attrib V47 -0.4626391095834316
#> Attrib V48 0.055306597160468346
#> Attrib V49 0.38842068068349833
#> Attrib V5 0.1307530344144134
#> Attrib V50 -0.4030609096381099
#> Attrib V51 -0.247705577221287
#> Attrib V52 0.013483991839650706
#> Attrib V53 0.22020985173278596
#> Attrib V54 0.6123508832262866
#> Attrib V55 -0.1917618976537838
#> Attrib V56 0.4605427432468585
#> Attrib V57 0.35115308895624053
#> Attrib V58 0.36993478425415566
#> Attrib V59 0.5491118938585208
#> Attrib V6 -0.26810290253067265
#> Attrib V60 -0.037128265838871355
#> Attrib V7 -0.1590513908726782
#> Attrib V8 0.10676980979499609
#> Attrib V9 0.3826464236924446
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.257308650792862
#> Attrib V1 0.10915931856168465
#> Attrib V10 -0.31950080050443996
#> Attrib V11 0.2961352630645486
#> Attrib V12 0.21347201826932474
#> Attrib V13 -0.5429513881228364
#> Attrib V14 -0.3200470609402327
#> Attrib V15 -0.027629961974987693
#> Attrib V16 0.28087749186335287
#> Attrib V17 0.2895427814971593
#> Attrib V18 0.05378304673567806
#> Attrib V19 0.18988801296752716
#> Attrib V2 0.09946966460826226
#> Attrib V20 0.407488806547722
#> Attrib V21 0.4738394920271637
#> Attrib V22 -0.04897882803615305
#> Attrib V23 -0.2333905621608712
#> Attrib V24 -0.2985100897667418
#> Attrib V25 -0.9383388269441617
#> Attrib V26 -0.9956706118184888
#> Attrib V27 -0.5195549641859134
#> Attrib V28 -0.31644858456414726
#> Attrib V29 -0.5216447332287921
#> Attrib V3 0.1557095760087525
#> Attrib V30 0.6363701555270357
#> Attrib V31 -0.7859771599428392
#> Attrib V32 -0.15683434843392374
#> Attrib V33 0.519020508033083
#> Attrib V34 -0.1902165515768824
#> Attrib V35 -0.38810231397684414
#> Attrib V36 -0.6568628870819205
#> Attrib V37 -0.32376600409921213
#> Attrib V38 0.4662673225468348
#> Attrib V39 0.09451086619335049
#> Attrib V4 0.6317233670254903
#> Attrib V40 -0.5176276126210394
#> Attrib V41 -0.08033285961719731
#> Attrib V42 0.2888777199661255
#> Attrib V43 0.2671375619205775
#> Attrib V44 0.3734894164050062
#> Attrib V45 0.12036646852926404
#> Attrib V46 -0.2515624907279477
#> Attrib V47 -0.3549946578374342
#> Attrib V48 0.0250761889130748
#> Attrib V49 0.42728769843207154
#> Attrib V5 0.08194677387997691
#> Attrib V50 -0.4505859936164641
#> Attrib V51 -0.23138425617801903
#> Attrib V52 0.08595663681789355
#> Attrib V53 0.25121073336397315
#> Attrib V54 0.621417903198292
#> Attrib V55 -0.24174970885778616
#> Attrib V56 0.4171774845812293
#> Attrib V57 0.2807617341336996
#> Attrib V58 0.2915253308508822
#> Attrib V59 0.5394835532823616
#> Attrib V6 -0.3245205230913754
#> Attrib V60 -0.1157683891440564
#> Attrib V7 -0.14710756620716664
#> Attrib V8 0.08677776888827889
#> Attrib V9 0.4487990214518573
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.1382269357918037
#> Attrib V1 0.07098854212879192
#> Attrib V10 0.029348582877009772
#> Attrib V11 -0.005514759081217082
#> Attrib V12 -0.027641033780481758
#> Attrib V13 -0.0032023345070658193
#> Attrib V14 0.06107727354440791
#> Attrib V15 0.10518668622361299
#> Attrib V16 0.034903948740569055
#> Attrib V17 0.0943117400929536
#> Attrib V18 0.025706272704423286
#> Attrib V19 -0.012851406368586447
#> Attrib V2 0.05699512263428241
#> Attrib V20 -0.047653020055286675
#> Attrib V21 -0.07818213307026095
#> Attrib V22 -0.0953086091007183
#> Attrib V23 -0.03535579734685306
#> Attrib V24 -0.08744612403586398
#> Attrib V25 -0.011093131682776565
#> Attrib V26 0.040805471534731665
#> Attrib V27 -0.055380069340126445
#> Attrib V28 -0.0255029955458197
#> Attrib V29 -0.011787404312536184
#> Attrib V3 0.07407720009373885
#> Attrib V30 -0.01531360918508836
#> Attrib V31 0.053217203099742275
#> Attrib V32 0.08941656256653469
#> Attrib V33 0.006329889772762671
#> Attrib V34 0.05271286048908449
#> Attrib V35 0.07414256195215094
#> Attrib V36 0.12089562248432395
#> Attrib V37 0.04153590833800332
#> Attrib V38 0.025233869653303667
#> Attrib V39 0.043762924596350436
#> Attrib V4 0.10738395809982974
#> Attrib V40 0.14278265516172803
#> Attrib V41 0.11197583643929332
#> Attrib V42 0.06330896271317585
#> Attrib V43 0.12345172830409898
#> Attrib V44 0.049629403162684674
#> Attrib V45 -0.001967056190776533
#> Attrib V46 0.08158947975589799
#> Attrib V47 0.1091789277942811
#> Attrib V48 0.029925454542491157
#> Attrib V49 -0.027276715103187098
#> Attrib V5 0.04680389118837317
#> Attrib V50 0.11122394648701261
#> Attrib V51 0.09834791528587733
#> Attrib V52 0.08579150900480027
#> Attrib V53 0.011479821147323542
#> Attrib V54 0.018137363890527215
#> Attrib V55 0.10785276609645808
#> Attrib V56 0.0891297025495226
#> Attrib V57 0.12377217912944247
#> Attrib V58 0.06699149505944924
#> Attrib V59 0.07142481321267397
#> Attrib V6 0.09198498850111783
#> Attrib V60 0.05473461054972083
#> Attrib V7 0.03838613430513691
#> Attrib V8 0.08528471731381547
#> Attrib V9 0.06673074525448609
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.620808973335544
#> Attrib V1 0.21638737638653233
#> Attrib V10 0.11974652886861126
#> Attrib V11 0.8191082646197574
#> Attrib V12 1.7713839596111185
#> Attrib V13 0.6939389718667585
#> Attrib V14 0.32379373422852786
#> Attrib V15 -0.3742429339848774
#> Attrib V16 -0.8323306279014511
#> Attrib V17 -0.5819756530154847
#> Attrib V18 -0.14993635253422444
#> Attrib V19 -0.25566616485824684
#> Attrib V2 0.6344908370361454
#> Attrib V20 -0.6997613194420118
#> Attrib V21 0.10133815537600796
#> Attrib V22 0.5162711143259906
#> Attrib V23 0.7444020029749067
#> Attrib V24 0.5658966123780278
#> Attrib V25 0.08234740554964798
#> Attrib V26 0.45398950449246134
#> Attrib V27 1.3113603843936155
#> Attrib V28 2.015569160455349
#> Attrib V29 1.5960637781764286
#> Attrib V3 0.36571484009939254
#> Attrib V30 0.7845998334036746
#> Attrib V31 -1.1932090023170696
#> Attrib V32 -0.6319592602895879
#> Attrib V33 -0.4303309722497602
#> Attrib V34 -0.28759097835526876
#> Attrib V35 0.3483219770357502
#> Attrib V36 -0.6723072598039119
#> Attrib V37 -0.016143688697343936
#> Attrib V38 -0.4536114223795482
#> Attrib V39 0.8280135603923282
#> Attrib V4 0.23926777529261511
#> Attrib V40 0.5557369316838278
#> Attrib V41 1.3260859561851168
#> Attrib V42 -0.2232272842508853
#> Attrib V43 -0.18376090337982215
#> Attrib V44 -0.017364362271937644
#> Attrib V45 0.36618260904090627
#> Attrib V46 0.32088466672984206
#> Attrib V47 0.44190980728390844
#> Attrib V48 0.7041740251584784
#> Attrib V49 1.1055222125114337
#> Attrib V5 0.6536683579527433
#> Attrib V50 -0.22409072996927693
#> Attrib V51 0.35117886967961087
#> Attrib V52 1.0173686098884072
#> Attrib V53 1.6032029694165575
#> Attrib V54 -0.049187684176163926
#> Attrib V55 -1.0803721665012613
#> Attrib V56 -0.5733784677088981
#> Attrib V57 0.2684383797203748
#> Attrib V58 0.050836920419979954
#> Attrib V59 -0.1726299427523255
#> Attrib V6 1.059522383857501
#> Attrib V60 0.012680792709054192
#> Attrib V7 -0.5153049467222723
#> Attrib V8 -0.9370799699677594
#> Attrib V9 0.9541464921718986
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.17784184456259616
#> Attrib V1 0.08687829723296661
#> Attrib V10 0.03169918368923049
#> Attrib V11 0.04121290328786739
#> Attrib V12 0.0715651895706143
#> Attrib V13 -0.009106516195992351
#> Attrib V14 0.07903948637002282
#> Attrib V15 0.020871773686346684
#> Attrib V16 0.023517419976301076
#> Attrib V17 0.042828885584455155
#> Attrib V18 -0.03155132062984238
#> Attrib V19 0.05494443302115761
#> Attrib V2 0.10913820351098612
#> Attrib V20 -0.007273259007762758
#> Attrib V21 -0.03046380482750142
#> Attrib V22 -0.08224696132253592
#> Attrib V23 -0.06249377992424467
#> Attrib V24 -0.04918026501081322
#> Attrib V25 -0.03632561397970172
#> Attrib V26 -0.057472819803787996
#> Attrib V27 0.02689151051233447
#> Attrib V28 0.03523332045434858
#> Attrib V29 -0.005400223334349912
#> Attrib V3 0.07273606247410688
#> Attrib V30 0.01937902881743779
#> Attrib V31 -0.08294531868019304
#> Attrib V32 -0.03796630956053817
#> Attrib V33 0.06781569115169922
#> Attrib V34 0.007554907699142541
#> Attrib V35 0.0865391278724558
#> Attrib V36 0.027474074059934135
#> Attrib V37 0.052428564204894744
#> Attrib V38 0.020566076321912635
#> Attrib V39 0.07492074232689305
#> Attrib V4 0.16069601347197693
#> Attrib V40 0.02113211840582244
#> Attrib V41 0.028283359627651022
#> Attrib V42 0.05042345892423327
#> Attrib V43 0.05454969600857477
#> Attrib V44 0.08225180805694418
#> Attrib V45 0.058090528402396764
#> Attrib V46 0.03139825674002286
#> Attrib V47 0.019669230452524576
#> Attrib V48 0.08354072917319184
#> Attrib V49 0.036999524891574063
#> Attrib V5 0.05534476003843602
#> Attrib V50 0.025387402263827318
#> Attrib V51 0.03554726408293342
#> Attrib V52 0.06397559217469341
#> Attrib V53 0.09671077140371843
#> Attrib V54 0.07891743561142497
#> Attrib V55 0.0719439531404689
#> Attrib V56 0.09050520905711347
#> Attrib V57 0.15081715366284631
#> Attrib V58 0.10305604998724194
#> Attrib V59 0.10923881852155057
#> Attrib V6 0.05944878864189317
#> Attrib V60 0.10347896938454808
#> Attrib V7 -0.014126905346187494
#> Attrib V8 0.07325724644036397
#> Attrib V9 0.09210368189631558
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.4209264612405178
#> Attrib V1 -0.11200843510270028
#> Attrib V10 0.5004089742716734
#> Attrib V11 0.9242485934392088
#> Attrib V12 1.557178688072108
#> Attrib V13 0.42040930303020246
#> Attrib V14 -0.5173244244840374
#> Attrib V15 -0.7265154927355713
#> Attrib V16 -0.7901056553303054
#> Attrib V17 -0.5135563636138535
#> Attrib V18 -0.09653991229179755
#> Attrib V19 -0.13717369568379528
#> Attrib V2 0.25874156713076996
#> Attrib V20 -0.6940042036823832
#> Attrib V21 -0.09850157717958376
#> Attrib V22 0.34982169090665444
#> Attrib V23 0.6493100481468799
#> Attrib V24 0.8536353150761412
#> Attrib V25 0.5019786102065283
#> Attrib V26 0.4186860034653743
#> Attrib V27 0.6122104525769959
#> Attrib V28 0.8144174707007956
#> Attrib V29 0.07418230929202388
#> Attrib V3 0.007640490233071897
#> Attrib V30 0.5094744815381547
#> Attrib V31 -0.7843702945593732
#> Attrib V32 -0.23549227957420768
#> Attrib V33 0.16880705924642425
#> Attrib V34 0.3013512251614772
#> Attrib V35 0.6741570275653745
#> Attrib V36 -0.5828492955130868
#> Attrib V37 -0.322963660354062
#> Attrib V38 -0.4242757954003307
#> Attrib V39 0.2685502172571467
#> Attrib V4 0.09534358000158827
#> Attrib V40 0.10601434140114128
#> Attrib V41 0.7464839678484649
#> Attrib V42 -0.4863714955265679
#> Attrib V43 -0.3939282905844899
#> Attrib V44 -0.02036382200944272
#> Attrib V45 0.49031540266672136
#> Attrib V46 0.37740534103778167
#> Attrib V47 0.5132301022257669
#> Attrib V48 0.8768465512921773
#> Attrib V49 0.8961078956532007
#> Attrib V5 0.38653185299213827
#> Attrib V50 -0.33364169936268545
#> Attrib V51 0.34982705273024745
#> Attrib V52 0.7061850626213211
#> Attrib V53 0.8863355153089473
#> Attrib V54 0.2527600278344441
#> Attrib V55 -0.7022819332283038
#> Attrib V56 -0.4689312307224756
#> Attrib V57 -0.10086474819787045
#> Attrib V58 -0.07666850370829417
#> Attrib V59 -0.4182088481048891
#> Attrib V6 0.5627338814417685
#> Attrib V60 -0.18039534929352147
#> Attrib V7 -0.23477381011074752
#> Attrib V8 -0.7005656194551472
#> Attrib V9 1.3266521095218595
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.16987026736398594
#> Attrib V1 0.23568474774258846
#> Attrib V10 0.0010621652436716724
#> Attrib V11 -0.4995934709834627
#> Attrib V12 -0.4699868783565488
#> Attrib V13 0.6019568528444991
#> Attrib V14 0.8559030907744458
#> Attrib V15 0.4614438506164997
#> Attrib V16 -0.09926223448491361
#> Attrib V17 -0.39026968279290475
#> Attrib V18 -0.1518272770724497
#> Attrib V19 -0.23694646838848746
#> Attrib V2 0.04476153914052706
#> Attrib V20 -0.24020631093617809
#> Attrib V21 -0.4616123470318042
#> Attrib V22 -0.3754791136142041
#> Attrib V23 -0.4207846300506767
#> Attrib V24 -0.49126564903239917
#> Attrib V25 0.0857857913051062
#> Attrib V26 0.47864606543707783
#> Attrib V27 0.282837210954437
#> Attrib V28 0.19392336894484405
#> Attrib V29 0.8937917831092249
#> Attrib V3 0.0480707218540942
#> Attrib V30 -0.609942100582273
#> Attrib V31 0.8651039643316125
#> Attrib V32 0.2353935873133267
#> Attrib V33 -0.5395101312565742
#> Attrib V34 0.06841390112914472
#> Attrib V35 0.18204372807770342
#> Attrib V36 0.6366998701784045
#> Attrib V37 0.3801793452435657
#> Attrib V38 -0.432474767050232
#> Attrib V39 -0.00945858856620263
#> Attrib V4 -0.42040379727896887
#> Attrib V40 0.5444083555030005
#> Attrib V41 -0.013444912548933147
#> Attrib V42 -0.17047857154526155
#> Attrib V43 -0.17895210517918286
#> Attrib V44 -0.5444754057064702
#> Attrib V45 -0.32544134992492
#> Attrib V46 -0.0354299310232318
#> Attrib V47 -0.06386449042504888
#> Attrib V48 -0.43313894464831443
#> Attrib V49 -0.8023625969284276
#> Attrib V5 -0.16852626628158415
#> Attrib V50 0.38966240504487454
#> Attrib V51 -0.12839918129731323
#> Attrib V52 -0.11685701888447708
#> Attrib V53 -0.2933808230412546
#> Attrib V54 -0.6671750864063719
#> Attrib V55 0.5318243779236643
#> Attrib V56 -0.38656575368376267
#> Attrib V57 -0.1567726756542105
#> Attrib V58 -0.03765023576306045
#> Attrib V59 -0.18188394309786404
#> Attrib V6 0.2270792278130368
#> Attrib V60 0.14285162219597983
#> Attrib V7 0.06369472307362245
#> Attrib V8 0.1348453004044355
#> Attrib V9 -0.745293015522698
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.33226302770874927
#> Attrib V1 -0.14063065911041175
#> Attrib V10 -0.0790570671051694
#> Attrib V11 0.49807340375366055
#> Attrib V12 0.5847722787686118
#> Attrib V13 -0.33121162322229436
#> Attrib V14 -0.4111484802690943
#> Attrib V15 -0.25972598252244994
#> Attrib V16 -0.015409541934802916
#> Attrib V17 0.04142990998357479
#> Attrib V18 0.01682881671074917
#> Attrib V19 0.04499921182715567
#> Attrib V2 0.0013646891444280182
#> Attrib V20 0.11037457328765693
#> Attrib V21 0.30460011935112913
#> Attrib V22 0.07443947632386194
#> Attrib V23 -0.024598685732922905
#> Attrib V24 0.18237210626026923
#> Attrib V25 -0.25700996459156006
#> Attrib V26 -0.5107508368986753
#> Attrib V27 -0.1680384155944697
#> Attrib V28 -0.0852897771320511
#> Attrib V29 -0.432006691538459
#> Attrib V3 0.02449882743955408
#> Attrib V30 0.5359486587290695
#> Attrib V31 -0.6186281152199608
#> Attrib V32 -0.054010604620934245
#> Attrib V33 0.4668254894713618
#> Attrib V34 -0.04173435138038417
#> Attrib V35 -0.16308028655292148
#> Attrib V36 -0.6655542664380188
#> Attrib V37 -0.41685570142187195
#> Attrib V38 0.1493301828350694
#> Attrib V39 0.03029926959728177
#> Attrib V4 0.31845897219554153
#> Attrib V40 -0.35155474934341685
#> Attrib V41 0.0910205487497072
#> Attrib V42 0.053761409525799525
#> Attrib V43 0.09762635083131033
#> Attrib V44 0.18885711461274615
#> Attrib V45 0.1972087202292743
#> Attrib V46 -0.1191955221298817
#> Attrib V47 -0.1350419245417338
#> Attrib V48 0.24329061761744875
#> Attrib V49 0.44635808267634797
#> Attrib V5 0.06062374168358651
#> Attrib V50 -0.41394134397039206
#> Attrib V51 -0.0959119889967454
#> Attrib V52 0.18255607758815193
#> Attrib V53 0.288631416507715
#> Attrib V54 0.45614846825527666
#> Attrib V55 -0.31524354602610327
#> Attrib V56 0.17856791030775215
#> Attrib V57 0.15354984777686906
#> Attrib V58 0.13619996158629816
#> Attrib V59 0.15084944281454188
#> Attrib V6 -0.09790432462603976
#> Attrib V60 -0.12572917608885192
#> Attrib V7 -0.10813627512569012
#> Attrib V8 -0.04972783022546928
#> Attrib V9 0.6525982785578037
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.15937025650163325
#> Attrib V1 0.09659228331745391
#> Attrib V10 0.10989708933884276
#> Attrib V11 -0.06870688734697669
#> Attrib V12 -0.09564454456350904
#> Attrib V13 0.1018306327421019
#> Attrib V14 0.1283403828963287
#> Attrib V15 0.14431206003288413
#> Attrib V16 0.13579011033572796
#> Attrib V17 0.20477285856915622
#> Attrib V18 0.18792108014044892
#> Attrib V19 -0.030842165156248113
#> Attrib V2 0.055583377056775574
#> Attrib V20 -0.09755317893291313
#> Attrib V21 -0.026314575137884336
#> Attrib V22 0.03826176513833572
#> Attrib V23 -0.05881359702079134
#> Attrib V24 -0.13045973064745348
#> Attrib V25 0.1250966638820319
#> Attrib V26 0.149216544515067
#> Attrib V27 -0.06018218834288557
#> Attrib V28 -0.10786863660269012
#> Attrib V29 0.0029797776370574024
#> Attrib V3 0.022201536900985544
#> Attrib V30 0.008334399605415427
#> Attrib V31 0.36033895564510615
#> Attrib V32 0.15501153671180584
#> Attrib V33 0.0631184727977265
#> Attrib V34 0.09006645641837158
#> Attrib V35 0.1583756907889371
#> Attrib V36 0.25579945823376143
#> Attrib V37 0.18986764101605874
#> Attrib V38 -0.05622186623154255
#> Attrib V39 0.07637085370263191
#> Attrib V4 0.01442213787773143
#> Attrib V40 0.29194095604270015
#> Attrib V41 0.1961230697699312
#> Attrib V42 0.27896119709367106
#> Attrib V43 0.15987406811448174
#> Attrib V44 0.05268628734933426
#> Attrib V45 0.020174280180072925
#> Attrib V46 0.07706833296162201
#> Attrib V47 0.06018886764018705
#> Attrib V48 0.010336844122449493
#> Attrib V49 -0.11269531616030129
#> Attrib V5 0.023358321669149706
#> Attrib V50 0.12511475972409652
#> Attrib V51 0.013313077543901096
#> Attrib V52 -0.11569634453450395
#> Attrib V53 -0.09730428540163805
#> Attrib V54 -0.024138707985396097
#> Attrib V55 0.09297929487129857
#> Attrib V56 0.07175331781081695
#> Attrib V57 -0.0027385686539069254
#> Attrib V58 0.018094528284456502
#> Attrib V59 0.06959132957060511
#> Attrib V6 0.12788172156121452
#> Attrib V60 0.14061087157689156
#> Attrib V7 0.10922471829294964
#> Attrib V8 0.0968843450218714
#> Attrib V9 -0.13819875728218695
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.06756514636205528
#> Attrib V1 0.06480439643327252
#> Attrib V10 -0.14145341246162188
#> Attrib V11 0.2201216888234703
#> Attrib V12 0.12921993799127685
#> Attrib V13 -0.2510756901858882
#> Attrib V14 -0.16585501005781478
#> Attrib V15 -0.0011458466067004224
#> Attrib V16 0.16815237188323692
#> Attrib V17 0.16834620375761347
#> Attrib V18 0.06576187167903057
#> Attrib V19 0.09700679510670104
#> Attrib V2 0.12552433638108268
#> Attrib V20 0.22329015380850029
#> Attrib V21 0.1917575583456547
#> Attrib V22 -0.036523153645611414
#> Attrib V23 -0.12579388624326146
#> Attrib V24 -0.06956484995082587
#> Attrib V25 -0.47515843495692467
#> Attrib V26 -0.54457324070793
#> Attrib V27 -0.33655595838233904
#> Attrib V28 -0.2654476038543549
#> Attrib V29 -0.43392216509468634
#> Attrib V3 0.04863576734205684
#> Attrib V30 0.29167406213518676
#> Attrib V31 -0.41233044518313383
#> Attrib V32 -0.08789370751918335
#> Attrib V33 0.33865130009824446
#> Attrib V34 -0.06455304730677569
#> Attrib V35 -0.2009669970322824
#> Attrib V36 -0.47227639310545755
#> Attrib V37 -0.2605267669060087
#> Attrib V38 0.26213627977930376
#> Attrib V39 0.014958789740151765
#> Attrib V4 0.376044292923993
#> Attrib V40 -0.2784222751807014
#> Attrib V41 -0.05752430974998458
#> Attrib V42 0.11501196787250216
#> Attrib V43 0.1241581538573228
#> Attrib V44 0.21936373908037515
#> Attrib V45 0.02279626769150255
#> Attrib V46 -0.1493895649284398
#> Attrib V47 -0.20903070855161027
#> Attrib V48 0.06880578555044121
#> Attrib V49 0.23245635074804355
#> Attrib V5 0.05922616858273876
#> Attrib V50 -0.2758069312214892
#> Attrib V51 -0.10776049259008905
#> Attrib V52 0.07699714556407994
#> Attrib V53 0.24805945093023657
#> Attrib V54 0.44545525736854696
#> Attrib V55 -0.06626311313967162
#> Attrib V56 0.21259105328179084
#> Attrib V57 0.2267819240840208
#> Attrib V58 0.18248381254925308
#> Attrib V59 0.2959793387466801
#> Attrib V6 -0.16132247183523005
#> Attrib V60 0.012390821117396726
#> Attrib V7 -0.04409838465890233
#> Attrib V8 0.10411951829645795
#> Attrib V9 0.37922281328848395
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold 0.02134272144012884
#> Attrib V1 0.11178885548600548
#> Attrib V10 -0.1286580656488737
#> Attrib V11 0.16649875394804314
#> Attrib V12 0.15749362195928518
#> Attrib V13 -0.18918378658609217
#> Attrib V14 -0.017688769026882087
#> Attrib V15 0.03949144072275151
#> Attrib V16 0.12866045467077705
#> Attrib V17 0.029291217223508123
#> Attrib V18 0.07395778893814477
#> Attrib V19 0.01705843119027495
#> Attrib V2 0.09347602385991209
#> Attrib V20 0.1190955069886161
#> Attrib V21 0.1754675403569416
#> Attrib V22 -0.07520166524954898
#> Attrib V23 -0.11412962017494632
#> Attrib V24 -0.10220784569129662
#> Attrib V25 -0.36875050315538754
#> Attrib V26 -0.4019325914131653
#> Attrib V27 -0.1684430760083917
#> Attrib V28 -0.04728351305043766
#> Attrib V29 -0.18521741968548644
#> Attrib V3 0.12760827745111386
#> Attrib V30 0.27643498295993707
#> Attrib V31 -0.3622117556826486
#> Attrib V32 -0.08836731454510383
#> Attrib V33 0.21679361660382934
#> Attrib V34 -0.07230079745215208
#> Attrib V35 -0.15340919402759995
#> Attrib V36 -0.3073418487377854
#> Attrib V37 -0.2175473054013892
#> Attrib V38 0.0841866155350915
#> Attrib V39 0.0633849872554823
#> Attrib V4 0.266749767524122
#> Attrib V40 -0.20062042145601539
#> Attrib V41 -0.03233938652205443
#> Attrib V42 0.10167395936108854
#> Attrib V43 0.0192960958484347
#> Attrib V44 0.13788981487355723
#> Attrib V45 0.08079823176393111
#> Attrib V46 -0.07608937563997027
#> Attrib V47 -0.12555145948387705
#> Attrib V48 0.03221320386772055
#> Attrib V49 0.22653946448809956
#> Attrib V5 0.09470656936086876
#> Attrib V50 -0.18073462283214223
#> Attrib V51 -0.026185814793783607
#> Attrib V52 0.13135921417758167
#> Attrib V53 0.242149190088233
#> Attrib V54 0.2504438797362529
#> Attrib V55 -0.06510674457715146
#> Attrib V56 0.15140290159543965
#> Attrib V57 0.20369492807936998
#> Attrib V58 0.25023481409914533
#> Attrib V59 0.21454051084210862
#> Attrib V6 -0.05817929654802627
#> Attrib V60 0.010875247654140236
#> Attrib V7 -0.035331965560736436
#> Attrib V8 0.11230581189201955
#> Attrib V9 0.3070776494405547
#> 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
#> 0.173913