Classification MultilayerPerceptron Learner
mlr_learners_classif.multilayer_perceptron.RdClassifier that uses backpropagation to learn a multi-layer perceptron.
Calls RWeka::make_Weka_classifier() from RWeka.
Custom mlr3 parameters
output_debug_info:original id: output-debug-info
do_not_check_capabilities:original id: do-not-check-capabilities
num_decimal_places:original id: num-decimal-places
batch_size:original id: batch-size
Reason for change: This learner contains changed ids of the following control arguments since their ids contain irregular pattern
Gremoved:GUI will be opened
Reason for change: The parameter is removed because we don't want to launch GUI.
Parameters
| Id | Type | Default | Levels | Range |
| subset | untyped | - | - | |
| na.action | untyped | - | - | |
| L | numeric | 0.3 | \([0, 1]\) | |
| M | numeric | 0.2 | \([0, 1]\) | |
| N | integer | 500 | \([1, \infty)\) | |
| V | numeric | 0 | \([0, 100]\) | |
| S | integer | 0 | \([0, \infty)\) | |
| E | integer | 20 | \([1, \infty)\) | |
| A | logical | FALSE | TRUE, FALSE | - |
| B | logical | FALSE | TRUE, FALSE | - |
| H | untyped | "a" | - | |
| C | logical | FALSE | TRUE, FALSE | - |
| I | logical | FALSE | TRUE, FALSE | - |
| R | logical | FALSE | TRUE, FALSE | - |
| D | logical | FALSE | TRUE, FALSE | - |
| output_debug_info | logical | FALSE | TRUE, FALSE | - |
| do_not_check_capabilities | logical | FALSE | TRUE, FALSE | - |
| num_decimal_places | integer | 2 | \([1, \infty)\) | |
| batch_size | integer | 100 | \([1, \infty)\) | |
| options | untyped | NULL | - |
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifMultilayerPerceptron
Examples
# Define the Learner
learner = mlr3::lrn("classif.multilayer_perceptron")
print(learner)
#> <LearnerClassifMultilayerPerceptron:classif.multilayer_perceptron>: MultilayerPerceptron
#> * Model: -
#> * Parameters: list()
#> * Packages: mlr3, RWeka
#> * Predict Types: [response], prob
#> * Feature Types: logical, integer, numeric, factor, ordered
#> * Properties: missings, multiclass, twoclass
# Define a Task
task = mlr3::tsk("sonar")
# Create train and test set
ids = mlr3::partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> Sigmoid Node 0
#> Inputs Weights
#> Threshold -0.5445809040909229
#> Node 2 2.2758184220659285
#> Node 3 1.152338855829213
#> Node 4 0.36388411061493137
#> Node 5 -1.9282346510515713
#> Node 6 2.053026540168789
#> Node 7 3.2908949927177957
#> Node 8 0.5182840956197827
#> Node 9 3.437371947050889
#> Node 10 -1.345334406603086
#> Node 11 0.7423960036273827
#> Node 12 1.493141731934536
#> Node 13 1.215640459673436
#> Node 14 1.4484564392290373
#> Node 15 -2.5395883658773246
#> Node 16 -0.21560234679386994
#> Node 17 0.011351603949834078
#> Node 18 0.4475491725722059
#> Node 19 1.6082475538661547
#> Node 20 2.635381848279078
#> Node 21 -2.2158870723256046
#> Node 22 1.1416559938487196
#> Node 23 2.2186285690191454
#> Node 24 -1.5470038785419136
#> Node 25 2.801904581799602
#> Node 26 -0.3570527496720617
#> Node 27 1.7045996315970247
#> Node 28 -3.3577110437018467
#> Node 29 1.147196654801157
#> Node 30 0.2898871310687764
#> Node 31 2.4450054635636467
#> Node 32 0.8402509622877734
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.5804444368503234
#> Node 2 -2.312917161042517
#> Node 3 -1.1308746431132708
#> Node 4 -0.3225670276489427
#> Node 5 1.9521080484792104
#> Node 6 -2.0247075835196777
#> Node 7 -3.303198991326036
#> Node 8 -0.5523906711771204
#> Node 9 -3.4537201072251746
#> Node 10 1.293725695041192
#> Node 11 -0.7069126225621364
#> Node 12 -1.5601387604652592
#> Node 13 -1.1572823636038705
#> Node 14 -1.3821809760542147
#> Node 15 2.5234278084292296
#> Node 16 0.20345205930623103
#> Node 17 0.023983363854126326
#> Node 18 -0.4096987557772662
#> Node 19 -1.6173404227201762
#> Node 20 -2.6421363018275468
#> Node 21 2.270799606932212
#> Node 22 -1.1943863346578623
#> Node 23 -2.25006336691652
#> Node 24 1.5424838557435772
#> Node 25 -2.8003956942994255
#> Node 26 0.2798144782563847
#> Node 27 -1.7407486454447456
#> Node 28 3.3199183129275482
#> Node 29 -1.1739114238442043
#> Node 30 -0.2146890593491054
#> Node 31 -2.3835571106473568
#> Node 32 -0.8536559878167256
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold -0.013390149676049476
#> Attrib V1 0.09377813772194168
#> Attrib V10 0.15813690915653303
#> Attrib V11 0.14861764907892114
#> Attrib V12 0.2908611996270948
#> Attrib V13 0.20112716450594936
#> Attrib V14 -0.05932958187978692
#> Attrib V15 0.0015038076156017963
#> Attrib V16 -0.16492082848176512
#> Attrib V17 -0.1323804044063042
#> Attrib V18 0.061203998079687336
#> Attrib V19 0.6189824296317381
#> Attrib V2 -0.05466739570030051
#> Attrib V20 0.6052159632588661
#> Attrib V21 0.7776443197849963
#> Attrib V22 1.0885212830451343
#> Attrib V23 0.8129934704891463
#> Attrib V24 0.6030556952085966
#> Attrib V25 -0.04943818870229895
#> Attrib V26 -1.2201090748686998
#> Attrib V27 -1.011505965698059
#> Attrib V28 -0.38460391721358084
#> Attrib V29 -0.6313428693937848
#> Attrib V3 -0.0289185774917847
#> Attrib V30 0.38922897124539174
#> Attrib V31 -0.34109955650549256
#> Attrib V32 0.32954035115432545
#> Attrib V33 0.7555610045849689
#> Attrib V34 -0.09016210804685211
#> Attrib V35 -0.1858559979369224
#> Attrib V36 -0.45838745338772985
#> Attrib V37 -0.9523447853740107
#> Attrib V38 0.4391860439486764
#> Attrib V39 0.14298171925884265
#> Attrib V4 0.35881669350638373
#> Attrib V40 -0.4579320101812889
#> Attrib V41 -0.2155641377422148
#> Attrib V42 -0.1345780821366182
#> Attrib V43 0.41293159989200906
#> Attrib V44 0.8243571053652985
#> Attrib V45 0.12858085161885052
#> Attrib V46 -0.19856419197564182
#> Attrib V47 -0.257092040528413
#> Attrib V48 -0.2886938312316824
#> Attrib V49 0.25536915589634646
#> Attrib V5 0.21754155446378942
#> Attrib V50 -0.35442538734231277
#> Attrib V51 0.15958456589804268
#> Attrib V52 -0.2770109942775479
#> Attrib V53 0.40013586371038196
#> Attrib V54 0.5606517964374648
#> Attrib V55 -0.7486684860157187
#> Attrib V56 0.815382853196302
#> Attrib V57 -0.45374200717528634
#> Attrib V58 0.40915253041412003
#> Attrib V59 0.6783084704648082
#> Attrib V6 -0.2885283636261785
#> Attrib V60 0.8478349643983412
#> Attrib V7 0.33654068077267807
#> Attrib V8 -0.009955731314454448
#> Attrib V9 0.9575644326509348
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.06685298184982426
#> Attrib V1 0.11208545731540402
#> Attrib V10 -0.042173873176393234
#> Attrib V11 0.032050050167954404
#> Attrib V12 0.23599031806865717
#> Attrib V13 0.1808161804354791
#> Attrib V14 0.027784557504096773
#> Attrib V15 0.08938973028325982
#> Attrib V16 -0.07235757860642493
#> Attrib V17 -0.010223424611920728
#> Attrib V18 0.08601941176057992
#> Attrib V19 0.35935389749961716
#> Attrib V2 0.08353848692460959
#> Attrib V20 0.29820923417399153
#> Attrib V21 0.36950760405444794
#> Attrib V22 0.5501169166583398
#> Attrib V23 0.3543324412097916
#> Attrib V24 0.25829397050372216
#> Attrib V25 -0.018984997162443732
#> Attrib V26 -0.647479306124097
#> Attrib V27 -0.5323955610283032
#> Attrib V28 -0.23609505718548446
#> Attrib V29 -0.4059336651110245
#> Attrib V3 0.044032389099954675
#> Attrib V30 0.18253019278678556
#> Attrib V31 -0.18473002530251517
#> Attrib V32 0.08671111824663602
#> Attrib V33 0.2623660807672111
#> Attrib V34 -0.15337610021200063
#> Attrib V35 -0.07457067986951203
#> Attrib V36 -0.20701441037418222
#> Attrib V37 -0.4282163504353951
#> Attrib V38 0.16674604583871136
#> Attrib V39 0.12231807968292152
#> Attrib V4 0.24531636342633806
#> Attrib V40 -0.2181781315415406
#> Attrib V41 -0.035158255514422865
#> Attrib V42 -0.02482471555761536
#> Attrib V43 0.2780947711252137
#> Attrib V44 0.45739365076036803
#> Attrib V45 0.05593616222342247
#> Attrib V46 -0.12182345063505638
#> Attrib V47 -0.1179635906878059
#> Attrib V48 -0.1741028927992565
#> Attrib V49 0.1028322280596282
#> Attrib V5 0.13023293440631878
#> Attrib V50 -0.17963231875835547
#> Attrib V51 0.0012430614353216274
#> Attrib V52 -0.09156315326832928
#> Attrib V53 0.24540904764722324
#> Attrib V54 0.40085894572154956
#> Attrib V55 -0.26791292218463386
#> Attrib V56 0.4631861338773514
#> Attrib V57 -0.0843506270276307
#> Attrib V58 0.2692773694580667
#> Attrib V59 0.5347828836661808
#> Attrib V6 -0.06367673110906569
#> Attrib V60 0.44125518606332215
#> Attrib V7 0.09225630949078505
#> Attrib V8 -0.041606771643636624
#> Attrib V9 0.3808767025381879
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.13622091898522773
#> Attrib V1 0.07537238441543863
#> Attrib V10 0.01982756382312294
#> Attrib V11 0.06011492752627157
#> Attrib V12 0.10936485737442633
#> Attrib V13 0.06718234040498763
#> Attrib V14 0.07031758068728984
#> Attrib V15 0.05647125336596046
#> Attrib V16 -0.05321269825208008
#> Attrib V17 -0.024052909950466255
#> Attrib V18 0.0058250835377477534
#> Attrib V19 0.07834495500959299
#> Attrib V2 0.08886521514397319
#> Attrib V20 0.0646953084556924
#> Attrib V21 0.14554763491666692
#> Attrib V22 0.09543701315468762
#> Attrib V23 0.06422776640074267
#> Attrib V24 0.03483721137029452
#> Attrib V25 -0.046632915243096984
#> Attrib V26 -0.16973453554437967
#> Attrib V27 -0.13430116933768987
#> Attrib V28 0.035265785140935105
#> Attrib V29 -0.02158687431721866
#> Attrib V3 0.13951302033979324
#> Attrib V30 0.06478231467712181
#> Attrib V31 -0.031298149310805885
#> Attrib V32 0.012669143771740048
#> Attrib V33 0.05036232788327335
#> Attrib V34 -0.008279370082083938
#> Attrib V35 0.04804864049986881
#> Attrib V36 -0.040922239486553685
#> Attrib V37 -0.09130672833294601
#> Attrib V38 0.052174854458209706
#> Attrib V39 0.10140438666623264
#> Attrib V4 0.15881740568940247
#> Attrib V40 -0.060745999132270356
#> Attrib V41 -0.019824588979269593
#> Attrib V42 0.0063009106754712985
#> Attrib V43 0.049874651066566265
#> Attrib V44 0.18701093334143917
#> Attrib V45 0.1441455666799926
#> Attrib V46 -0.0013072060443078987
#> Attrib V47 -0.010386407959907173
#> Attrib V48 0.04031754248957454
#> Attrib V49 0.11696790894757556
#> Attrib V5 0.16609527693131856
#> Attrib V50 -0.0029038559257530856
#> Attrib V51 0.09874065896610705
#> Attrib V52 0.0038286614454495944
#> Attrib V53 0.13329077875203077
#> Attrib V54 0.05574321700093982
#> Attrib V55 -0.019201254762719548
#> Attrib V56 0.20793529193129104
#> Attrib V57 0.08726445710800702
#> Attrib V58 0.11607766694744623
#> Attrib V59 0.22622655336738526
#> Attrib V6 0.03621234413670227
#> Attrib V60 0.19178993881434506
#> Attrib V7 0.04649474440768522
#> Attrib V8 -0.04280641329153022
#> Attrib V9 0.20214372556437712
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.5518674701369889
#> Attrib V1 0.26526746286604674
#> Attrib V10 -0.17807654365411657
#> Attrib V11 -0.6154212810212779
#> Attrib V12 -0.8225602477748639
#> Attrib V13 -0.28825083609543173
#> Attrib V14 0.5216029986266987
#> Attrib V15 0.3252022920166777
#> Attrib V16 0.7440973142146079
#> Attrib V17 0.9554710469858608
#> Attrib V18 0.452602257425763
#> Attrib V19 -0.4226370130282349
#> Attrib V2 0.24539740306513766
#> Attrib V20 -0.2699535046530237
#> Attrib V21 -0.2823427409283985
#> Attrib V22 -0.4961979752055034
#> Attrib V23 -0.3641855146950642
#> Attrib V24 -0.3790345862954117
#> Attrib V25 0.33206009785247836
#> Attrib V26 0.7239227860181066
#> Attrib V27 0.04341173115765941
#> Attrib V28 -0.49910522992199335
#> Attrib V29 0.15872328548377268
#> Attrib V3 0.12086972265686981
#> Attrib V30 -0.03883519392719243
#> Attrib V31 0.7278232578233621
#> Attrib V32 0.03455336689788855
#> Attrib V33 -0.11775779831224714
#> Attrib V34 0.13114399245827793
#> Attrib V35 -0.0898969237439589
#> Attrib V36 0.7054025756049193
#> Attrib V37 0.76540158380463
#> Attrib V38 -0.24234698850313824
#> Attrib V39 -0.19502909253941733
#> Attrib V4 -0.24120178784239124
#> Attrib V40 0.675762262837241
#> Attrib V41 0.0075732256821143765
#> Attrib V42 0.49582674775568786
#> Attrib V43 -0.17170940409057517
#> Attrib V44 -0.5833178648654985
#> Attrib V45 -0.10863987420201443
#> Attrib V46 -0.28519489128253644
#> Attrib V47 -0.3689705234671405
#> Attrib V48 -0.2605713106501187
#> Attrib V49 -0.5619311219700122
#> Attrib V5 -0.26795398590999087
#> Attrib V50 0.5108763336628811
#> Attrib V51 -0.47144153870577693
#> Attrib V52 -0.363376707126045
#> Attrib V53 -0.4574569262028447
#> Attrib V54 -0.37228154023829885
#> Attrib V55 0.8563601434389945
#> Attrib V56 -0.2131508977250621
#> Attrib V57 0.8166555123363328
#> Attrib V58 -0.40662669135223234
#> Attrib V59 -0.3725777835292299
#> Attrib V6 -0.12207475716779072
#> Attrib V60 -0.10090528316660347
#> Attrib V7 -0.03433735650778347
#> Attrib V8 0.697249348369447
#> Attrib V9 -1.0000218624436936
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.07605292048125704
#> Attrib V1 0.07879484860225508
#> Attrib V10 0.08417888908157424
#> Attrib V11 0.06379932208411021
#> Attrib V12 0.26993001091611285
#> Attrib V13 0.10699336509777145
#> Attrib V14 -0.13226817513163472
#> Attrib V15 -0.011437700801363429
#> Attrib V16 -0.06903813668292577
#> Attrib V17 -0.11689289146836493
#> Attrib V18 0.08562357455730779
#> Attrib V19 0.5581655171285311
#> Attrib V2 -0.04278130475127158
#> Attrib V20 0.47618022467665677
#> Attrib V21 0.6021665875823019
#> Attrib V22 0.8829133899865647
#> Attrib V23 0.674850782008581
#> Attrib V24 0.5870359229658699
#> Attrib V25 0.03947215359473262
#> Attrib V26 -1.0734317191956146
#> Attrib V27 -0.9158386277511427
#> Attrib V28 -0.4930101541957616
#> Attrib V29 -0.760710813708627
#> Attrib V3 -0.06401502043770962
#> Attrib V30 0.2098765888638883
#> Attrib V31 -0.24602451965279096
#> Attrib V32 0.3750098932159724
#> Attrib V33 0.7357922166925288
#> Attrib V34 -0.04202128075774293
#> Attrib V35 -0.11922768528562909
#> Attrib V36 -0.44792342309388816
#> Attrib V37 -0.8798454478792522
#> Attrib V38 0.3126622204609731
#> Attrib V39 0.08240720542903755
#> Attrib V4 0.33957447046328143
#> Attrib V40 -0.4395189877027752
#> Attrib V41 -0.1696949720757352
#> Attrib V42 -0.14263685080241256
#> Attrib V43 0.28873036835052784
#> Attrib V44 0.631854896807847
#> Attrib V45 0.11224815974371447
#> Attrib V46 -0.13074073768257646
#> Attrib V47 -0.21170440791837786
#> Attrib V48 -0.2487122223291011
#> Attrib V49 0.26567412859028455
#> Attrib V5 0.15684984468156807
#> Attrib V50 -0.24894775813129164
#> Attrib V51 0.12097184356821848
#> Attrib V52 -0.30690427780126783
#> Attrib V53 0.397071776001932
#> Attrib V54 0.5893338072800396
#> Attrib V55 -0.6548588172527425
#> Attrib V56 0.7401975932213454
#> Attrib V57 -0.2946012855952141
#> Attrib V58 0.3994325711364714
#> Attrib V59 0.6519133760484166
#> Attrib V6 -0.14117422325990142
#> Attrib V60 0.8302474567386192
#> Attrib V7 0.3824942370052647
#> Attrib V8 0.016131905043630865
#> Attrib V9 0.9034057883641416
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.6422904340367527
#> Attrib V1 0.033263963441154794
#> Attrib V10 0.6680180631782422
#> Attrib V11 1.3386342122099641
#> Attrib V12 1.4460146937662335
#> Attrib V13 0.3942701310323843
#> Attrib V14 -0.41065590908257277
#> Attrib V15 -0.3429519906694219
#> Attrib V16 -0.9031898760969527
#> Attrib V17 -0.8389838426368764
#> Attrib V18 -0.21571091032664835
#> Attrib V19 -0.2827050640317595
#> Attrib V2 0.1248300638124537
#> Attrib V20 -0.8419360593243147
#> Attrib V21 -0.05745793933401205
#> Attrib V22 0.04668518962369529
#> Attrib V23 0.006763855556436283
#> Attrib V24 0.0996784648846482
#> Attrib V25 0.060561843708738
#> Attrib V26 0.7324462546623456
#> Attrib V27 1.2595621944739812
#> Attrib V28 1.463468040485662
#> Attrib V29 1.0656054682611134
#> Attrib V3 0.3071471775206823
#> Attrib V30 0.44241412378312306
#> Attrib V31 -0.7150506133888518
#> Attrib V32 -0.6841300922304706
#> Attrib V33 -0.9515557639454176
#> Attrib V34 -0.48910827390647066
#> Attrib V35 0.4570391954957552
#> Attrib V36 -0.46105499375721193
#> Attrib V37 -0.11038858378947491
#> Attrib V38 -0.3433189461725715
#> Attrib V39 0.29324338029105906
#> Attrib V4 0.7197496351905249
#> Attrib V40 -0.282061267104152
#> Attrib V41 1.0213769873126848
#> Attrib V42 0.11134648354347113
#> Attrib V43 0.4040267799991023
#> Attrib V44 0.7188030860173017
#> Attrib V45 0.3117021286163858
#> Attrib V46 0.7594355378638594
#> Attrib V47 0.7078540848338382
#> Attrib V48 0.5062304145604505
#> Attrib V49 0.6099793528686661
#> Attrib V5 0.9077958607859219
#> Attrib V50 -0.5743321387355291
#> Attrib V51 0.780360216819928
#> Attrib V52 0.25485547863442537
#> Attrib V53 0.026577381136970495
#> Attrib V54 -0.04003201262187863
#> Attrib V55 -0.6267594295521424
#> Attrib V56 -0.48180894524753365
#> Attrib V57 -0.7563738000898406
#> Attrib V58 0.30273891095495536
#> Attrib V59 0.6311586827195825
#> Attrib V6 0.7445399117857716
#> Attrib V60 0.3451913756658356
#> Attrib V7 -0.01593071504546475
#> Attrib V8 -0.5735373178048732
#> Attrib V9 1.248982408102307
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.0055928771972614056
#> Attrib V1 0.07907747065532451
#> Attrib V10 0.03089410446681162
#> Attrib V11 0.09737964330429705
#> Attrib V12 0.13748033648131489
#> Attrib V13 0.06067253584597166
#> Attrib V14 -0.061516097955192736
#> Attrib V15 -0.03312880712718419
#> Attrib V16 -0.03523178996564374
#> Attrib V17 -0.060184386974597395
#> Attrib V18 -0.00953723386385576
#> Attrib V19 0.14237101710056593
#> Attrib V2 0.10279323301671711
#> Attrib V20 0.04037540606961514
#> Attrib V21 0.1395111323591467
#> Attrib V22 0.1798268796575071
#> Attrib V23 0.13157276456953043
#> Attrib V24 0.18021351323278917
#> Attrib V25 0.04524952614616891
#> Attrib V26 -0.1791799015121729
#> Attrib V27 -0.12187025390138818
#> Attrib V28 0.02089538860667563
#> Attrib V29 -0.0919373003756709
#> Attrib V3 0.08411397128177951
#> Attrib V30 0.08481249659355689
#> Attrib V31 -0.081559880718893
#> Attrib V32 0.02465778485475193
#> Attrib V33 0.0668225734263839
#> Attrib V34 -0.025583775061730915
#> Attrib V35 0.06292981414699479
#> Attrib V36 -0.003547885920367684
#> Attrib V37 -0.14024704611466954
#> Attrib V38 0.1639484364699754
#> Attrib V39 0.10224988168347605
#> Attrib V4 0.23926106593354604
#> Attrib V40 -0.13047712037120993
#> Attrib V41 -0.012982323392909034
#> Attrib V42 -0.12457269636608666
#> Attrib V43 0.083749745441145
#> Attrib V44 0.2806494830126629
#> Attrib V45 0.12118103087150976
#> Attrib V46 0.05713324432182997
#> Attrib V47 0.02063168734845785
#> Attrib V48 0.05227525483480664
#> Attrib V49 0.14110262728377965
#> Attrib V5 0.14097092912154377
#> Attrib V50 -0.11647557898744465
#> Attrib V51 0.04896271991085396
#> Attrib V52 -0.03314840759367581
#> Attrib V53 0.15193758690627998
#> Attrib V54 0.15274943460462254
#> Attrib V55 -0.1171119497900287
#> Attrib V56 0.16832821323868044
#> Attrib V57 0.06148479817781027
#> Attrib V58 0.09923191246794186
#> Attrib V59 0.3168497275039468
#> Attrib V6 0.042782942814239854
#> Attrib V60 0.29382985706960135
#> Attrib V7 0.06718301421590171
#> Attrib V8 -0.09391197117420036
#> Attrib V9 0.24121335710542657
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.5540463919052664
#> Attrib V1 0.01126558861701643
#> Attrib V10 0.8638365887963712
#> Attrib V11 1.4450214154512793
#> Attrib V12 1.6101114345944323
#> Attrib V13 0.44124353510958203
#> Attrib V14 -0.5420502455799794
#> Attrib V15 -0.46548497203230543
#> Attrib V16 -1.0562476027977203
#> Attrib V17 -0.916294435219984
#> Attrib V18 -0.2548902623533189
#> Attrib V19 -0.3546151256094143
#> Attrib V2 0.12381826488708741
#> Attrib V20 -0.9559401608359184
#> Attrib V21 -0.13696046234301804
#> Attrib V22 -0.03368573825873245
#> Attrib V23 -0.0833264942046333
#> Attrib V24 0.1252487027284996
#> Attrib V25 0.157047843435584
#> Attrib V26 0.8821579406017255
#> Attrib V27 1.3596534274153012
#> Attrib V28 1.40188915787221
#> Attrib V29 0.8576489687401467
#> Attrib V3 0.3168478714895891
#> Attrib V30 0.36828920881536764
#> Attrib V31 -0.6977474860780998
#> Attrib V32 -0.5678397036884758
#> Attrib V33 -0.899581820214311
#> Attrib V34 -0.3673226804209359
#> Attrib V35 0.5418184590596495
#> Attrib V36 -0.424636746237304
#> Attrib V37 -0.16190177453159443
#> Attrib V38 -0.31862675386824296
#> Attrib V39 0.4118740014958352
#> Attrib V4 0.7266822780915017
#> Attrib V40 -0.30188684927909354
#> Attrib V41 0.983634070016526
#> Attrib V42 -0.03289265296192048
#> Attrib V43 0.4053021973045875
#> Attrib V44 0.6795280056904983
#> Attrib V45 0.2888475058671732
#> Attrib V46 0.7606855287635328
#> Attrib V47 0.7150598716270152
#> Attrib V48 0.5551970140629121
#> Attrib V49 0.7262228150115199
#> Attrib V5 0.8585683829598965
#> Attrib V50 -0.588886223297445
#> Attrib V51 0.8802719569472197
#> Attrib V52 0.31023850004963255
#> Attrib V53 0.12278459597900895
#> Attrib V54 -0.07375067806247937
#> Attrib V55 -0.5809088886227576
#> Attrib V56 -0.4956922122908429
#> Attrib V57 -0.84178195542326
#> Attrib V58 0.2963648459781274
#> Attrib V59 0.5373087140737522
#> Attrib V6 0.7880551379009596
#> Attrib V60 0.2256249835359315
#> Attrib V7 -0.04090385470703122
#> Attrib V8 -0.543053266323254
#> Attrib V9 1.330828533458177
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.380344618885025
#> Attrib V1 0.21873946201640249
#> Attrib V10 -0.1952653979032822
#> Attrib V11 -0.5229620611765231
#> Attrib V12 -0.6170277513403221
#> Attrib V13 -0.11103354934877054
#> Attrib V14 0.4292485050121905
#> Attrib V15 0.1413340534116303
#> Attrib V16 0.4356417085976638
#> Attrib V17 0.40620771300854874
#> Attrib V18 0.21126842296044476
#> Attrib V19 -0.11659268703433964
#> Attrib V2 0.14756893983185182
#> Attrib V20 0.11608345425020847
#> Attrib V21 -0.042789424529592925
#> Attrib V22 -0.28867971439705187
#> Attrib V23 -0.1751936526652657
#> Attrib V24 -0.27749512025595324
#> Attrib V25 0.024328580224034585
#> Attrib V26 0.447880084688751
#> Attrib V27 0.13793538399403982
#> Attrib V28 -0.23650215553513296
#> Attrib V29 0.07894241053823278
#> Attrib V3 0.07012322469639631
#> Attrib V30 -0.19772810500671253
#> Attrib V31 0.3667051431691778
#> Attrib V32 -0.08828051338643123
#> Attrib V33 -0.12096536641205269
#> Attrib V34 0.0852263017817921
#> Attrib V35 -0.05412521536000785
#> Attrib V36 0.4412700095498946
#> Attrib V37 0.5638668594494916
#> Attrib V38 -0.038858368646981195
#> Attrib V39 -0.15705082079605806
#> Attrib V4 -0.19471275593330198
#> Attrib V40 0.4307575920034132
#> Attrib V41 -0.01282445556639124
#> Attrib V42 0.20791573565982635
#> Attrib V43 -0.2124411840776927
#> Attrib V44 -0.5019355555615848
#> Attrib V45 -0.07804974091908584
#> Attrib V46 -0.2483099893758632
#> Attrib V47 -0.29286024893887974
#> Attrib V48 -0.2236517537716475
#> Attrib V49 -0.3788067946971661
#> Attrib V5 -0.1889917922147135
#> Attrib V50 0.4449294912842999
#> Attrib V51 -0.3700241089071296
#> Attrib V52 -0.1504924307009597
#> Attrib V53 -0.16215058063661208
#> Attrib V54 -0.2096268430794192
#> Attrib V55 0.5121222762459634
#> Attrib V56 -0.1694932362694274
#> Attrib V57 0.5630742072157499
#> Attrib V58 -0.23795416206368505
#> Attrib V59 -0.24767584234979054
#> Attrib V6 -0.07319826532637622
#> Attrib V60 -0.15446126818366104
#> Attrib V7 -0.07817372440748557
#> Attrib V8 0.33415508438431923
#> Attrib V9 -0.7841497529605099
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.015462747658643444
#> Attrib V1 0.05062677844482595
#> Attrib V10 -0.005640619584635376
#> Attrib V11 0.09357612242218782
#> Attrib V12 0.23083213626289925
#> Attrib V13 0.030710001732879928
#> Attrib V14 -0.07150036977937033
#> Attrib V15 -0.05462730769223863
#> Attrib V16 -0.0996295431221501
#> Attrib V17 -0.010130257289580532
#> Attrib V18 0.08179833213545683
#> Attrib V19 0.20436203106303838
#> Attrib V2 0.01763800121705446
#> Attrib V20 0.18465980322753298
#> Attrib V21 0.2140709592345496
#> Attrib V22 0.3045881117914104
#> Attrib V23 0.2215729005631726
#> Attrib V24 0.20276479332292222
#> Attrib V25 0.06513799851588713
#> Attrib V26 -0.372006390993365
#> Attrib V27 -0.24396305905001603
#> Attrib V28 -0.03577973483320624
#> Attrib V29 -0.20262534086526915
#> Attrib V3 -0.006525230759233825
#> Attrib V30 0.12185405877736977
#> Attrib V31 -0.17490261922917838
#> Attrib V32 0.011744840700477497
#> Attrib V33 0.11736506951141049
#> Attrib V34 -0.004138586000555803
#> Attrib V35 0.07659508200979065
#> Attrib V36 -0.08301650452039389
#> Attrib V37 -0.2665936911692438
#> Attrib V38 0.1990489979179654
#> Attrib V39 0.09338202648717446
#> Attrib V4 0.17613988244112666
#> Attrib V40 -0.20169860896635214
#> Attrib V41 -0.08221335065829777
#> Attrib V42 -0.08338805833588737
#> Attrib V43 0.15551248930907854
#> Attrib V44 0.3839183387914696
#> Attrib V45 0.16421097504248616
#> Attrib V46 -0.01902544996207658
#> Attrib V47 -0.011468054005553494
#> Attrib V48 -0.001295105940506541
#> Attrib V49 0.12297471983170831
#> Attrib V5 0.16021120393890267
#> Attrib V50 -0.1202505027200726
#> Attrib V51 0.11615640060338014
#> Attrib V52 -0.1011452783278242
#> Attrib V53 0.1425207226116366
#> Attrib V54 0.25217277938028754
#> Attrib V55 -0.1959620317902852
#> Attrib V56 0.29353140055421423
#> Attrib V57 -0.039204149710320366
#> Attrib V58 0.1574562484856036
#> Attrib V59 0.3063166096444067
#> Attrib V6 0.025865527581439365
#> Attrib V60 0.3046567654946021
#> Attrib V7 0.019262961321199295
#> Attrib V8 -0.07515134829081972
#> Attrib V9 0.34446124314539117
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.1687053486885158
#> Attrib V1 0.0656182062111205
#> Attrib V10 -0.031931369706701844
#> Attrib V11 0.15369521399150823
#> Attrib V12 0.23045882191075204
#> Attrib V13 0.16063285705824343
#> Attrib V14 -0.022947825855089633
#> Attrib V15 0.006720306310348429
#> Attrib V16 -0.06704045321284492
#> Attrib V17 -0.039095832694649515
#> Attrib V18 0.11450425492834385
#> Attrib V19 0.5145177991513116
#> Attrib V2 0.05164355600901073
#> Attrib V20 0.3614274122335907
#> Attrib V21 0.5284663550419584
#> Attrib V22 0.797031347300582
#> Attrib V23 0.5080066412778764
#> Attrib V24 0.31870541715925255
#> Attrib V25 -0.10690209705828002
#> Attrib V26 -0.8608014046820336
#> Attrib V27 -0.5685823944987337
#> Attrib V28 -0.16848402612170416
#> Attrib V29 -0.2676305497766241
#> Attrib V3 -0.06749518257709274
#> Attrib V30 0.2982230231854468
#> Attrib V31 -0.3598307253475659
#> Attrib V32 0.028355006864124347
#> Attrib V33 0.38957276168159394
#> Attrib V34 -0.14024263177818494
#> Attrib V35 -0.08910870398945957
#> Attrib V36 -0.23366143982423637
#> Attrib V37 -0.5280050396031902
#> Attrib V38 0.37620809516041603
#> Attrib V39 0.1431928427975753
#> Attrib V4 0.3485548505596097
#> Attrib V40 -0.3127460227883872
#> Attrib V41 -0.09202113216731077
#> Attrib V42 -0.10750313455866094
#> Attrib V43 0.38696102469604793
#> Attrib V44 0.6217969800971664
#> Attrib V45 0.17755290881983407
#> Attrib V46 -0.05670882751079848
#> Attrib V47 -0.19667124985400078
#> Attrib V48 -0.17604364952106066
#> Attrib V49 0.1611496369653935
#> Attrib V5 0.19587191491276085
#> Attrib V50 -0.32868823337507147
#> Attrib V51 0.0653989612326291
#> Attrib V52 -0.18809284125498263
#> Attrib V53 0.3324391961622936
#> Attrib V54 0.43279304683982356
#> Attrib V55 -0.535259854263071
#> Attrib V56 0.5694411548663472
#> Attrib V57 -0.20194628795505823
#> Attrib V58 0.3071801160511597
#> Attrib V59 0.6656203427702625
#> Attrib V6 -0.12554720349321125
#> Attrib V60 0.6217470518473339
#> Attrib V7 0.1905120137657142
#> Attrib V8 -0.07179973735039302
#> Attrib V9 0.6575484246760817
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold 0.03181704353101397
#> Attrib V1 0.08013569380496517
#> Attrib V10 -0.016728359149988038
#> Attrib V11 0.08886087937515454
#> Attrib V12 0.23435832039313936
#> Attrib V13 0.1900104527454467
#> Attrib V14 -0.06560104539848433
#> Attrib V15 -0.041352422283908785
#> Attrib V16 -0.12116141778759239
#> Attrib V17 0.0020531238929514667
#> Attrib V18 0.1321211955656203
#> Attrib V19 0.3699769313734784
#> Attrib V2 -0.0033232860635779944
#> Attrib V20 0.3146070004814782
#> Attrib V21 0.4116671953349321
#> Attrib V22 0.5651323630399604
#> Attrib V23 0.44836172287429044
#> Attrib V24 0.35325775229995754
#> Attrib V25 0.06276684301920452
#> Attrib V26 -0.6365078182441235
#> Attrib V27 -0.4405630307208651
#> Attrib V28 -0.19471445340627982
#> Attrib V29 -0.30770432770662137
#> Attrib V3 0.037455776545384456
#> Attrib V30 0.19617289145797548
#> Attrib V31 -0.2579407218676503
#> Attrib V32 0.10308620601608791
#> Attrib V33 0.28647949987339894
#> Attrib V34 -0.03520292349554583
#> Attrib V35 -0.024844753258326635
#> Attrib V36 -0.17221708318649478
#> Attrib V37 -0.39214168470704724
#> Attrib V38 0.2634103935507776
#> Attrib V39 0.1811843094207496
#> Attrib V4 0.2680806452344832
#> Attrib V40 -0.2321169729621651
#> Attrib V41 -0.04964502527562571
#> Attrib V42 -0.0936877360714658
#> Attrib V43 0.19305822808936784
#> Attrib V44 0.475712884991676
#> Attrib V45 0.07277965731924596
#> Attrib V46 -0.04901188880866798
#> Attrib V47 -0.09432936053877074
#> Attrib V48 -0.15510026523672055
#> Attrib V49 0.1989151390430357
#> Attrib V5 0.18407006131487574
#> Attrib V50 -0.25198826194125973
#> Attrib V51 0.045677904723747505
#> Attrib V52 -0.16822951628532606
#> Attrib V53 0.260818956769771
#> Attrib V54 0.33441000501089363
#> Attrib V55 -0.40338501033625473
#> Attrib V56 0.42673431190429156
#> Attrib V57 -0.16127235494355457
#> Attrib V58 0.19836827240088747
#> Attrib V59 0.559603804337722
#> Attrib V6 -0.0035121729392953234
#> Attrib V60 0.544099273607471
#> Attrib V7 0.2119281493761579
#> Attrib V8 -0.13380578532085644
#> Attrib V9 0.5055513530803475
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.06474483575335191
#> Attrib V1 0.10857673825132805
#> Attrib V10 0.04663137356848105
#> Attrib V11 0.15521705581744213
#> Attrib V12 0.29916328724288693
#> Attrib V13 0.096316335825381
#> Attrib V14 -0.12563740329612655
#> Attrib V15 0.012786463151521828
#> Attrib V16 -0.13997599194082902
#> Attrib V17 -0.02930324834223757
#> Attrib V18 0.10813056168795801
#> Attrib V19 0.38417756613468784
#> Attrib V2 0.008747491466005522
#> Attrib V20 0.26520231550469164
#> Attrib V21 0.34092123365466476
#> Attrib V22 0.6101372307555567
#> Attrib V23 0.4997046600518008
#> Attrib V24 0.40763967410456736
#> Attrib V25 0.09951409331768275
#> Attrib V26 -0.656089727243369
#> Attrib V27 -0.6638709416812766
#> Attrib V28 -0.42404850187553844
#> Attrib V29 -0.6431666490250286
#> Attrib V3 -0.08144468818690144
#> Attrib V30 0.12814798328480181
#> Attrib V31 -0.1834928412378898
#> Attrib V32 0.17592455812018656
#> Attrib V33 0.45657712088297486
#> Attrib V34 -0.034077382344874424
#> Attrib V35 6.205567537833202E-5
#> Attrib V36 -0.2605959766584391
#> Attrib V37 -0.5530570654733139
#> Attrib V38 0.20608267098071886
#> Attrib V39 0.09685676682314324
#> Attrib V4 0.23918032109313417
#> Attrib V40 -0.3008937203060474
#> Attrib V41 -0.1467764956128083
#> Attrib V42 -0.17978028538494406
#> Attrib V43 0.24827320955298374
#> Attrib V44 0.5550902767378408
#> Attrib V45 0.0196036054041988
#> Attrib V46 -0.0987966836617621
#> Attrib V47 -0.14383711504720492
#> Attrib V48 -0.07504859942434015
#> Attrib V49 0.24734825378833433
#> Attrib V5 0.1084772580236414
#> Attrib V50 -0.22797080943510725
#> Attrib V51 0.06801224244478497
#> Attrib V52 -0.17661762338793055
#> Attrib V53 0.26754771429137986
#> Attrib V54 0.5542273749268432
#> Attrib V55 -0.38347540096382027
#> Attrib V56 0.5534973607489985
#> Attrib V57 -0.17332941526245368
#> Attrib V58 0.2824010886047508
#> Attrib V59 0.5223195414523595
#> Attrib V6 -0.09216597192689154
#> Attrib V60 0.6155137913637662
#> Attrib V7 0.19593161689962676
#> Attrib V8 -0.13752697863981556
#> Attrib V9 0.59683358572781
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.45136859316492045
#> Attrib V1 0.17305864989191005
#> Attrib V10 -0.5871546251197303
#> Attrib V11 -0.9604690907688993
#> Attrib V12 -0.87665549958424
#> Attrib V13 -0.35423294958969476
#> Attrib V14 0.5023464234347584
#> Attrib V15 0.31484432871238327
#> Attrib V16 0.6847657881042509
#> Attrib V17 0.5001918887360657
#> Attrib V18 -0.1062064944337313
#> Attrib V19 -0.7015508250575493
#> Attrib V2 0.2072907726747284
#> Attrib V20 -0.16988024615117642
#> Attrib V21 -0.5183521513063769
#> Attrib V22 -1.1709665095700867
#> Attrib V23 -0.6862804342168037
#> Attrib V24 -0.4493240570037731
#> Attrib V25 -0.002421336739280837
#> Attrib V26 0.7085826639344578
#> Attrib V27 0.2465858756373681
#> Attrib V28 -0.15254460184411175
#> Attrib V29 0.30648509731893764
#> Attrib V3 0.19727988486581
#> Attrib V30 -0.6925589739298544
#> Attrib V31 0.7307193443839615
#> Attrib V32 0.01086904263752587
#> Attrib V33 -0.45103613858233305
#> Attrib V34 0.3198798977592623
#> Attrib V35 -0.06409514381767466
#> Attrib V36 0.4680218235837248
#> Attrib V37 0.8247638078550894
#> Attrib V38 -0.6054240855792307
#> Attrib V39 -0.31574148810296426
#> Attrib V4 -0.45603031948555
#> Attrib V40 0.6261148007470917
#> Attrib V41 -0.1051424160762382
#> Attrib V42 0.3104954195762096
#> Attrib V43 -0.565210672643574
#> Attrib V44 -1.30305455113881
#> Attrib V45 -0.2861560650772336
#> Attrib V46 -0.034615741715952136
#> Attrib V47 -0.16761456753478784
#> Attrib V48 -0.04481322074751273
#> Attrib V49 -0.6494301803895249
#> Attrib V5 -0.3632463779007084
#> Attrib V50 0.7315991125407344
#> Attrib V51 -0.5458764139198493
#> Attrib V52 0.05334872333317866
#> Attrib V53 -0.28679747358083224
#> Attrib V54 -0.44853022229358613
#> Attrib V55 1.3273533763170164
#> Attrib V56 -0.5004498165198126
#> Attrib V57 1.0618919193005352
#> Attrib V58 -0.29341388574399
#> Attrib V59 -0.47014713223801186
#> Attrib V6 0.1213495218373632
#> Attrib V60 -0.47145825629478627
#> Attrib V7 -0.21601895810425695
#> Attrib V8 0.5366714275610406
#> Attrib V9 -1.5745128046677541
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.18896806220787002
#> Attrib V1 0.04878240647693574
#> Attrib V10 0.0658089197274591
#> Attrib V11 -0.02611906727808057
#> Attrib V12 -0.07660372697882366
#> Attrib V13 -0.0029092137857226054
#> Attrib V14 0.029560815766955666
#> Attrib V15 0.04783809927292315
#> Attrib V16 0.15599600351563128
#> Attrib V17 0.16737474182803047
#> Attrib V18 0.1289655143060825
#> Attrib V19 0.0250996465621558
#> Attrib V2 0.019438748455904948
#> Attrib V20 -0.017576789669044003
#> Attrib V21 -0.031598236466287365
#> Attrib V22 -0.04700119307183243
#> Attrib V23 -0.07300365157021467
#> Attrib V24 -0.055595504197898896
#> Attrib V25 -0.008093034326033824
#> Attrib V26 -0.0010524938659110426
#> Attrib V27 -0.05828679481174551
#> Attrib V28 -0.05690173422166311
#> Attrib V29 -0.014843673483440855
#> Attrib V3 0.07351307334303964
#> Attrib V30 -0.055083584737300344
#> Attrib V31 0.044440276447553065
#> Attrib V32 0.07284408560757454
#> Attrib V33 0.03968422783132888
#> Attrib V34 0.12803060615229825
#> Attrib V35 0.09188314259434621
#> Attrib V36 0.14122453476457664
#> Attrib V37 0.20411022526661848
#> Attrib V38 0.036409747822344206
#> Attrib V39 0.04296447880261198
#> Attrib V4 0.055256834703291347
#> Attrib V40 0.12209096414790412
#> Attrib V41 0.09738237939501845
#> Attrib V42 0.12322643519608277
#> Attrib V43 -0.030818160212805066
#> Attrib V44 -0.07461039311763076
#> Attrib V45 0.04961252862236954
#> Attrib V46 0.060347647967849694
#> Attrib V47 0.03763195503866055
#> Attrib V48 -0.0019334737019214277
#> Attrib V49 -0.04014777245866814
#> Attrib V5 0.06695285536130861
#> Attrib V50 0.13529373028534883
#> Attrib V51 0.07307428532761004
#> Attrib V52 0.07220581989933574
#> Attrib V53 0.027500465841853495
#> Attrib V54 -0.04741383629543524
#> Attrib V55 0.11958587701650313
#> Attrib V56 0.0073457726209387045
#> Attrib V57 0.14171211263891706
#> Attrib V58 0.0778661627317143
#> Attrib V59 -0.060157268925580994
#> Attrib V6 0.05640250610997515
#> Attrib V60 0.033298323070123675
#> Attrib V7 0.02268442052058445
#> Attrib V8 0.06853703126382292
#> Attrib V9 0.004677635593132933
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.13208649280317458
#> Attrib V1 0.10608894388862428
#> Attrib V10 0.0896075949740228
#> Attrib V11 0.03826646904061805
#> Attrib V12 -0.0362673875809001
#> Attrib V13 -0.053584737916903616
#> Attrib V14 0.022026410998818358
#> Attrib V15 0.0975450697670016
#> Attrib V16 0.041510309227178875
#> Attrib V17 0.04486686253206875
#> Attrib V18 0.025270039959998564
#> Attrib V19 0.021066504587780727
#> Attrib V2 0.15311012801457266
#> Attrib V20 -0.020197823407044298
#> Attrib V21 -0.013433247063500912
#> Attrib V22 0.03355076978620298
#> Attrib V23 -0.033126293914379684
#> Attrib V24 -0.00264459160712901
#> Attrib V25 -0.04330293311745186
#> Attrib V26 -0.060793678891647066
#> Attrib V27 -0.047331980951945594
#> Attrib V28 -0.03359988814928184
#> Attrib V29 -0.05389045890752722
#> Attrib V3 0.08421404547318485
#> Attrib V30 0.03223080032086985
#> Attrib V31 0.09339451475228645
#> Attrib V32 0.02659629887900915
#> Attrib V33 0.08772430905599306
#> Attrib V34 0.03936154560358262
#> Attrib V35 0.13785505346347485
#> Attrib V36 0.06968929768569465
#> Attrib V37 0.0697358711513893
#> Attrib V38 0.12007097698788337
#> Attrib V39 0.10395426379526715
#> Attrib V4 0.10035816108106911
#> Attrib V40 0.040331652798381155
#> Attrib V41 0.06925075309285941
#> Attrib V42 0.024508002643136115
#> Attrib V43 0.03898742877535373
#> Attrib V44 0.05395515435753421
#> Attrib V45 0.10130944648263837
#> Attrib V46 0.018457084880458965
#> Attrib V47 -0.012923087732161729
#> Attrib V48 0.05168612192197293
#> Attrib V49 -0.007027969138893254
#> Attrib V5 0.09115229030931524
#> Attrib V50 0.05813119740664123
#> Attrib V51 0.051809774032693795
#> Attrib V52 0.004682157818496585
#> Attrib V53 0.007459527789699031
#> Attrib V54 -0.00513024232904003
#> Attrib V55 0.11037327981658461
#> Attrib V56 0.09194794550863436
#> Attrib V57 0.15493910801265381
#> Attrib V58 0.045942047037098824
#> Attrib V59 0.01981864363205162
#> Attrib V6 0.0652424032278878
#> Attrib V60 0.1085874573272794
#> Attrib V7 0.008803426629303121
#> Attrib V8 0.10018180643494976
#> Attrib V9 0.06101709705724027
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.12004938969385852
#> Attrib V1 0.11813684053323767
#> Attrib V10 0.03482231932698619
#> Attrib V11 0.07333298667416864
#> Attrib V12 0.11298297497147078
#> Attrib V13 0.04071861958048291
#> Attrib V14 0.004626841934212793
#> Attrib V15 -0.027979797442522627
#> Attrib V16 -0.047879366132628644
#> Attrib V17 -0.06367340780393695
#> Attrib V18 0.07360704137507836
#> Attrib V19 0.050495108679915794
#> Attrib V2 0.11606969126627949
#> Attrib V20 0.07383001019809608
#> Attrib V21 0.1459312497886019
#> Attrib V22 0.1413694954533849
#> Attrib V23 0.08688090582806664
#> Attrib V24 0.06690283885468018
#> Attrib V25 0.017612783708114917
#> Attrib V26 -0.16734612812275546
#> Attrib V27 -0.10701505833816802
#> Attrib V28 -0.04563806817017906
#> Attrib V29 -0.13278882637395933
#> Attrib V3 0.1418333275643021
#> Attrib V30 0.011758722805981548
#> Attrib V31 -0.08471892210943864
#> Attrib V32 0.009736114983957588
#> Attrib V33 0.05083046269017802
#> Attrib V34 0.01088746287902729
#> Attrib V35 0.025166007608778455
#> Attrib V36 0.02165766714527435
#> Attrib V37 -0.12556356978299776
#> Attrib V38 0.09284241889289085
#> Attrib V39 0.12345341883373123
#> Attrib V4 0.15242451643511354
#> Attrib V40 -0.11801819652024352
#> Attrib V41 -0.050408661461059635
#> Attrib V42 -0.04035387887567822
#> Attrib V43 0.08061295391868516
#> Attrib V44 0.22798085263092083
#> Attrib V45 0.054642124481715446
#> Attrib V46 0.006304458944451407
#> Attrib V47 0.03566097848874676
#> Attrib V48 0.023326465590546065
#> Attrib V49 0.1269366965217554
#> Attrib V5 0.13179589104872338
#> Attrib V50 -0.08127102865054621
#> Attrib V51 0.11529097862920391
#> Attrib V52 -0.024155104292675127
#> Attrib V53 0.12422382327506955
#> Attrib V54 0.09817904914456538
#> Attrib V55 -0.019584560792008817
#> Attrib V56 0.22781606576829433
#> Attrib V57 0.00732216973113735
#> Attrib V58 0.1264513935808549
#> Attrib V59 0.2784775904770797
#> Attrib V6 0.03218467234462237
#> Attrib V60 0.2813239140906933
#> Attrib V7 0.09410449477835595
#> Attrib V8 0.0016870379043745513
#> Attrib V9 0.2195290219671021
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.389452851054988
#> Attrib V1 -0.08098419523514805
#> Attrib V10 0.2978078672748013
#> Attrib V11 0.6199227217631388
#> Attrib V12 0.80377378386964
#> Attrib V13 0.16484826195421073
#> Attrib V14 -0.2802801527751302
#> Attrib V15 -0.13127298895894007
#> Attrib V16 -0.5000133466115232
#> Attrib V17 -0.48830273317896
#> Attrib V18 -0.20102149397298705
#> Attrib V19 -0.012512749602920618
#> Attrib V2 0.03705927349085905
#> Attrib V20 -0.38570412582950087
#> Attrib V21 -0.07100208642503038
#> Attrib V22 0.11987074029068791
#> Attrib V23 -0.02289390226278188
#> Attrib V24 0.16298538638823346
#> Attrib V25 0.16943971885167824
#> Attrib V26 0.15221046268731617
#> Attrib V27 0.5288623653817964
#> Attrib V28 0.8687027805163998
#> Attrib V29 0.5032208999482118
#> Attrib V3 -0.028749989187477815
#> Attrib V30 0.43281947431398415
#> Attrib V31 -0.2722335225510844
#> Attrib V32 -0.25727755922036954
#> Attrib V33 -0.28554860936607335
#> Attrib V34 -0.15120470019259036
#> Attrib V35 0.3145366745980914
#> Attrib V36 -0.23191137713579757
#> Attrib V37 -0.26940378067893805
#> Attrib V38 -0.06640232662152662
#> Attrib V39 0.2159047594241298
#> Attrib V4 0.41226233643530946
#> Attrib V40 -0.27340927670518045
#> Attrib V41 0.3068052405589047
#> Attrib V42 -0.06213645339258448
#> Attrib V43 0.1329730435484084
#> Attrib V44 0.4639690811276474
#> Attrib V45 0.3262595070009871
#> Attrib V46 0.4534278243406863
#> Attrib V47 0.3888731569944699
#> Attrib V48 0.34913264674268624
#> Attrib V49 0.5405868107390125
#> Attrib V5 0.4322913953915523
#> Attrib V50 -0.38409893474205675
#> Attrib V51 0.38247110269897433
#> Attrib V52 0.1565659750127541
#> Attrib V53 0.04241688429597642
#> Attrib V54 0.14519900486827977
#> Attrib V55 -0.2920577880206096
#> Attrib V56 -0.12921747373400097
#> Attrib V57 -0.497645436617555
#> Attrib V58 0.20282656062977342
#> Attrib V59 0.45503945260543005
#> Attrib V6 0.23363027074355672
#> Attrib V60 0.27737137353571667
#> Attrib V7 0.011714224651287049
#> Attrib V8 -0.373741071033409
#> Attrib V9 0.6963241746318533
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.6167735957937328
#> Attrib V1 -0.03698013140188876
#> Attrib V10 0.5119326102861727
#> Attrib V11 0.9492402115084458
#> Attrib V12 1.1704485688335222
#> Attrib V13 0.30432051178591263
#> Attrib V14 -0.3370090440588519
#> Attrib V15 -0.14268166462677695
#> Attrib V16 -0.6532492176339428
#> Attrib V17 -0.6193418550831213
#> Attrib V18 -0.1357788300606193
#> Attrib V19 -0.039420407798167884
#> Attrib V2 0.003595720865079417
#> Attrib V20 -0.5525540674580262
#> Attrib V21 0.10436584908026862
#> Attrib V22 0.2419955222206841
#> Attrib V23 0.0888406437304461
#> Attrib V24 0.1407535221140005
#> Attrib V25 -0.001083683554403873
#> Attrib V26 0.3295710754095717
#> Attrib V27 0.9849539781619955
#> Attrib V28 1.3889733470650574
#> Attrib V29 1.073932287084557
#> Attrib V3 0.03674478860491927
#> Attrib V30 0.6449741534398826
#> Attrib V31 -0.5943959030536392
#> Attrib V32 -0.6111238834209989
#> Attrib V33 -0.7532228874077467
#> Attrib V34 -0.43973451934464763
#> Attrib V35 0.3476957049692403
#> Attrib V36 -0.39097479786593364
#> Attrib V37 -0.22010328038867757
#> Attrib V38 -0.22454604034869854
#> Attrib V39 0.2778351763918112
#> Attrib V4 0.6126765527448839
#> Attrib V40 -0.32719800442559066
#> Attrib V41 0.8195779984817531
#> Attrib V42 0.04096950894008046
#> Attrib V43 0.3658249369890937
#> Attrib V44 0.724866166359821
#> Attrib V45 0.3414506068347342
#> Attrib V46 0.6338951356596368
#> Attrib V47 0.5970791901290484
#> Attrib V48 0.431298320445445
#> Attrib V49 0.5628748725514832
#> Attrib V5 0.8674915230175363
#> Attrib V50 -0.5440473400998724
#> Attrib V51 0.7081068519364102
#> Attrib V52 0.19093787482913768
#> Attrib V53 -0.044810512808584314
#> Attrib V54 -0.030181275317747044
#> Attrib V55 -0.5366183317236062
#> Attrib V56 -0.29844758836185836
#> Attrib V57 -0.7808941224644423
#> Attrib V58 0.24693042119079553
#> Attrib V59 0.6979614073622359
#> Attrib V6 0.5437551714645972
#> Attrib V60 0.3822422788796829
#> Attrib V7 0.028128892196965863
#> Attrib V8 -0.5425203965490734
#> Attrib V9 1.0255527949497578
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.29410459440767417
#> Attrib V1 0.21939826012590616
#> Attrib V10 -0.6281231171784283
#> Attrib V11 -1.0132625085043907
#> Attrib V12 -0.9575618153045677
#> Attrib V13 -0.34513782905332224
#> Attrib V14 0.4721103913905735
#> Attrib V15 0.20452172260321025
#> Attrib V16 0.5733688472297801
#> Attrib V17 0.4699024800418716
#> Attrib V18 -0.05636596671955346
#> Attrib V19 -0.5714512076512198
#> Attrib V2 0.17230779767456567
#> Attrib V20 -0.03586569860750204
#> Attrib V21 -0.26651890083938773
#> Attrib V22 -0.9046880736341205
#> Attrib V23 -0.49643275998190406
#> Attrib V24 -0.36338791792976655
#> Attrib V25 -0.019995842953075736
#> Attrib V26 0.5831807395759004
#> Attrib V27 0.2829561953511117
#> Attrib V28 -0.10089903827787021
#> Attrib V29 0.28732286477367175
#> Attrib V3 0.10187243812136737
#> Attrib V30 -0.6294252432505612
#> Attrib V31 0.5121413652506126
#> Attrib V32 -0.188782272510286
#> Attrib V33 -0.5094633605833517
#> Attrib V34 0.20435336135708768
#> Attrib V35 0.08112696697224883
#> Attrib V36 0.7205472613119699
#> Attrib V37 1.0472809468373852
#> Attrib V38 -0.23605208451616597
#> Attrib V39 -0.11523254388060082
#> Attrib V4 -0.35668743994231933
#> Attrib V40 0.6428316310877836
#> Attrib V41 -0.05347629654053918
#> Attrib V42 0.17937606944799223
#> Attrib V43 -0.37141637863260524
#> Attrib V44 -0.9027215213014117
#> Attrib V45 -0.2084446748371552
#> Attrib V46 -0.12977002281473507
#> Attrib V47 -0.298751494377951
#> Attrib V48 -0.14446544868025046
#> Attrib V49 -0.6062206513941002
#> Attrib V5 -0.3419929043298471
#> Attrib V50 0.6289942896667419
#> Attrib V51 -0.5912812208792048
#> Attrib V52 -0.024354556941477253
#> Attrib V53 -0.27873765192186134
#> Attrib V54 -0.367320929091994
#> Attrib V55 1.0445006979512101
#> Attrib V56 -0.42814786900193297
#> Attrib V57 1.0797503955727383
#> Attrib V58 -0.2678276923358215
#> Attrib V59 -0.17549881944506468
#> Attrib V6 0.03628912115471697
#> Attrib V60 -0.20511841640774714
#> Attrib V7 -0.1835551758057583
#> Attrib V8 0.3471349879478835
#> Attrib V9 -1.4340278683117345
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.06414201492755368
#> Attrib V1 0.17740947568665463
#> Attrib V10 -0.07526279219292402
#> Attrib V11 0.009114124625386216
#> Attrib V12 0.1994509655011397
#> Attrib V13 0.0973226170753149
#> Attrib V14 0.012139768846608863
#> Attrib V15 0.0010259937397529802
#> Attrib V16 0.0016631209249220896
#> Attrib V17 0.007874887371131054
#> Attrib V18 0.10074938772552079
#> Attrib V19 0.28222027788037973
#> Attrib V2 0.07499134326224124
#> Attrib V20 0.2826135280490159
#> Attrib V21 0.3488867767955404
#> Attrib V22 0.45978787439846897
#> Attrib V23 0.2811832014913009
#> Attrib V24 0.3170939977394356
#> Attrib V25 -0.040978685308257864
#> Attrib V26 -0.685984491354171
#> Attrib V27 -0.6037228461689114
#> Attrib V28 -0.40898816417750844
#> Attrib V29 -0.44568412538516744
#> Attrib V3 -0.005489624132482422
#> Attrib V30 0.053966596134493984
#> Attrib V31 -0.1197504814246799
#> Attrib V32 0.11281453534926131
#> Attrib V33 0.2703663108899542
#> Attrib V34 -0.06653116343645829
#> Attrib V35 -0.058305048748921985
#> Attrib V36 -0.19336515075845975
#> Attrib V37 -0.4140514988478527
#> Attrib V38 0.18740883947949677
#> Attrib V39 0.06390293963088668
#> Attrib V4 0.22981682756265315
#> Attrib V40 -0.2111878012448632
#> Attrib V41 -0.1325528993974823
#> Attrib V42 -0.09322547373177668
#> Attrib V43 0.30974761367822196
#> Attrib V44 0.4012020123544414
#> Attrib V45 -0.00457944762367414
#> Attrib V46 -0.08734240996299171
#> Attrib V47 -0.1833937845305826
#> Attrib V48 -0.07460350512066047
#> Attrib V49 0.13633261099759428
#> Attrib V5 0.1383237929931036
#> Attrib V50 -0.16518597432555696
#> Attrib V51 -3.385101691574323E-4
#> Attrib V52 -0.1281598403869143
#> Attrib V53 0.274950889002385
#> Attrib V54 0.43660405264961955
#> Attrib V55 -0.27477578143936565
#> Attrib V56 0.5046362135444392
#> Attrib V57 -0.03741147728287259
#> Attrib V58 0.26243567915955185
#> Attrib V59 0.5220894536224234
#> Attrib V6 0.007288049530339465
#> Attrib V60 0.5270354742569056
#> Attrib V7 0.17637164528557314
#> Attrib V8 -0.16145766827364277
#> Attrib V9 0.38951167244240925
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.12707696765236465
#> Attrib V1 -0.02627516816335724
#> Attrib V10 0.34862012096168504
#> Attrib V11 0.46952415132117686
#> Attrib V12 0.4998200913360309
#> Attrib V13 0.2582838304603902
#> Attrib V14 -0.2663503361421175
#> Attrib V15 -0.1513231072519962
#> Attrib V16 -0.35154748914141337
#> Attrib V17 -0.1573973290778019
#> Attrib V18 0.07230525421164158
#> Attrib V19 0.76424321148276
#> Attrib V2 -0.12663591643153183
#> Attrib V20 0.42940035120049
#> Attrib V21 0.5689197327180505
#> Attrib V22 1.1822336957948045
#> Attrib V23 0.9171036559160551
#> Attrib V24 0.6914806631333947
#> Attrib V25 0.21203170130093005
#> Attrib V26 -0.763424770731299
#> Attrib V27 -0.6276806793876255
#> Attrib V28 -0.07144244315666125
#> Attrib V29 -0.3927761983800204
#> Attrib V3 -0.09352791584066508
#> Attrib V30 0.5906662652180333
#> Attrib V31 -0.3957102870465479
#> Attrib V32 0.19593295310468462
#> Attrib V33 0.5997043271568552
#> Attrib V34 -0.12274908062182399
#> Attrib V35 0.11823795446309439
#> Attrib V36 -0.17277103117503304
#> Attrib V37 -0.6235855615386714
#> Attrib V38 0.6514934889881556
#> Attrib V39 0.27119465987491786
#> Attrib V4 0.43152665113302224
#> Attrib V40 -0.5905171685289982
#> Attrib V41 -0.2504969260331087
#> Attrib V42 -0.36931512614277173
#> Attrib V43 0.39883434922890965
#> Attrib V44 1.0114008435055473
#> Attrib V45 0.32520297882315996
#> Attrib V46 -0.07961348728460257
#> Attrib V47 -0.14617567118887487
#> Attrib V48 -0.36294231438799357
#> Attrib V49 0.40744253346232495
#> Attrib V5 0.19144121403469536
#> Attrib V50 -0.4847806689237985
#> Attrib V51 0.23103228822285665
#> Attrib V52 -0.20685383716668773
#> Attrib V53 0.34091059953596287
#> Attrib V54 0.5842280858856942
#> Attrib V55 -0.795586580241861
#> Attrib V56 0.7804662481534318
#> Attrib V57 -0.7024796051800853
#> Attrib V58 0.35165941868420053
#> Attrib V59 0.5843693426711684
#> Attrib V6 -0.32623526830937416
#> Attrib V60 0.7075754328266632
#> Attrib V7 0.20507053331559727
#> Attrib V8 -0.19735211503704264
#> Attrib V9 1.194906846223748
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.3293616483756747
#> Attrib V1 0.17834430517161015
#> Attrib V10 -0.33949817130600846
#> Attrib V11 -0.6348804337731528
#> Attrib V12 -0.7220413772058012
#> Attrib V13 -0.20470226961378093
#> Attrib V14 0.40146464517050495
#> Attrib V15 0.1852943953932705
#> Attrib V16 0.41683275192802605
#> Attrib V17 0.4694131027677671
#> Attrib V18 0.0491222113981137
#> Attrib V19 -0.23252668710655489
#> Attrib V2 0.14720714619878864
#> Attrib V20 0.12385265177586725
#> Attrib V21 -0.1375617213163965
#> Attrib V22 -0.46829993736993
#> Attrib V23 -0.18498462189919032
#> Attrib V24 -0.27811811295598193
#> Attrib V25 0.013473789091831853
#> Attrib V26 0.5109976376257469
#> Attrib V27 0.1685699803562189
#> Attrib V28 -0.15889966556373208
#> Attrib V29 0.1499322118142287
#> Attrib V3 0.09426136181334535
#> Attrib V30 -0.34570447804257926
#> Attrib V31 0.32256873390398383
#> Attrib V32 -0.0838836200763138
#> Attrib V33 -0.3390456843443011
#> Attrib V34 0.07445827583847223
#> Attrib V35 -0.037591988005367165
#> Attrib V36 0.5737238525014604
#> Attrib V37 0.6638315346143118
#> Attrib V38 -0.08335907237199143
#> Attrib V39 -0.13817000967718662
#> Attrib V4 -0.2067327525115399
#> Attrib V40 0.4695315741446661
#> Attrib V41 -0.0774830981863894
#> Attrib V42 0.1607215695716419
#> Attrib V43 -0.19693575299170735
#> Attrib V44 -0.6379570598526662
#> Attrib V45 -0.15231133544707445
#> Attrib V46 -0.20477039784808337
#> Attrib V47 -0.278820783696
#> Attrib V48 -0.2402570928863451
#> Attrib V49 -0.4543009734911025
#> Attrib V5 -0.2862353710169899
#> Attrib V50 0.517975333413324
#> Attrib V51 -0.39827205756776457
#> Attrib V52 0.03747254470867001
#> Attrib V53 -0.19818066048818214
#> Attrib V54 -0.26305220539090396
#> Attrib V55 0.7217275868093396
#> Attrib V56 -0.16497734750989757
#> Attrib V57 0.7450542531181866
#> Attrib V58 -0.18483462824405175
#> Attrib V59 -0.21185826384209655
#> Attrib V6 -0.06347983112984155
#> Attrib V60 -0.23535694799784082
#> Attrib V7 -0.17592458880636616
#> Attrib V8 0.4009240425161736
#> Attrib V9 -0.8983694314542069
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.5999160937896639
#> Attrib V1 -0.016835779445038487
#> Attrib V10 0.5928547908738001
#> Attrib V11 1.1749310803449258
#> Attrib V12 1.339185760204031
#> Attrib V13 0.29096589555088687
#> Attrib V14 -0.3756097193641783
#> Attrib V15 -0.29849355020584184
#> Attrib V16 -0.8243605408671774
#> Attrib V17 -0.8098159386214275
#> Attrib V18 -0.34163400621012013
#> Attrib V19 -0.3683603166289548
#> Attrib V2 0.10089768084112227
#> Attrib V20 -0.8304626116531362
#> Attrib V21 -0.23049954865374347
#> Attrib V22 -0.11440714750518087
#> Attrib V23 -0.20019020241442734
#> Attrib V24 -4.136178054630208E-4
#> Attrib V25 0.019127992547963543
#> Attrib V26 0.6317157285943843
#> Attrib V27 1.1502534068660388
#> Attrib V28 1.2783778022889454
#> Attrib V29 0.8125577417781057
#> Attrib V3 0.27167847584662447
#> Attrib V30 0.39384920744346025
#> Attrib V31 -0.5487122768051794
#> Attrib V32 -0.4973610095342852
#> Attrib V33 -0.7567970274336248
#> Attrib V34 -0.26359673453305843
#> Attrib V35 0.4892809136377367
#> Attrib V36 -0.3560844228501222
#> Attrib V37 -0.1187929435463496
#> Attrib V38 -0.23499711271083237
#> Attrib V39 0.3213825727773833
#> Attrib V4 0.5674505917818444
#> Attrib V40 -0.35399993323714846
#> Attrib V41 0.760650501848799
#> Attrib V42 0.029522636855736854
#> Attrib V43 0.2821405743478291
#> Attrib V44 0.6306017371040825
#> Attrib V45 0.30601491698853955
#> Attrib V46 0.6728238184310468
#> Attrib V47 0.5850878360391739
#> Attrib V48 0.4768966313938929
#> Attrib V49 0.6345505185377402
#> Attrib V5 0.7450767268040466
#> Attrib V50 -0.5255967043691299
#> Attrib V51 0.6727193037106172
#> Attrib V52 0.27693177015888354
#> Attrib V53 0.061254616995821416
#> Attrib V54 0.059685539195394835
#> Attrib V55 -0.37472990115454424
#> Attrib V56 -0.39484027051448684
#> Attrib V57 -0.5879632371637175
#> Attrib V58 0.24006786959571802
#> Attrib V59 0.5553360626870948
#> Attrib V6 0.6419643590790808
#> Attrib V60 0.2564563364408593
#> Attrib V7 -0.07969875962821833
#> Attrib V8 -0.5707815673339167
#> Attrib V9 1.0249809134229217
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.1995019689974283
#> Attrib V1 0.055447156477878415
#> Attrib V10 0.013040438452361173
#> Attrib V11 -0.1024798574213997
#> Attrib V12 -0.11046694580090156
#> Attrib V13 -0.0721572935973492
#> Attrib V14 0.1119185592027666
#> Attrib V15 0.04971636078503821
#> Attrib V16 0.12575435095828086
#> Attrib V17 0.16972031414873173
#> Attrib V18 0.05456369651750176
#> Attrib V19 0.02068223851667331
#> Attrib V2 0.06529646721440124
#> Attrib V20 0.016454326412199623
#> Attrib V21 0.004134921859135789
#> Attrib V22 -0.06300286213580192
#> Attrib V23 -0.05565553560840281
#> Attrib V24 -0.11058842777651909
#> Attrib V25 -0.009535276762951333
#> Attrib V26 0.04568919466911612
#> Attrib V27 6.198377296447583E-4
#> Attrib V28 -0.06261024709776383
#> Attrib V29 0.010930590493907825
#> Attrib V3 0.0026005289140721313
#> Attrib V30 -0.053565210067860636
#> Attrib V31 0.07867685368946643
#> Attrib V32 0.048922337478306085
#> Attrib V33 0.08337479124674961
#> Attrib V34 0.09571054240761168
#> Attrib V35 0.13852099498702355
#> Attrib V36 0.2157750512314627
#> Attrib V37 0.25162987485130617
#> Attrib V38 -0.02481078232598448
#> Attrib V39 0.010390381488621469
#> Attrib V4 0.03176528086819548
#> Attrib V40 0.16542969382368053
#> Attrib V41 0.06510508052074129
#> Attrib V42 0.11913234392093665
#> Attrib V43 -0.03756780602160969
#> Attrib V44 -0.10036106021573282
#> Attrib V45 -0.006968399559851123
#> Attrib V46 -0.0330053459407485
#> Attrib V47 -0.04219753996043928
#> Attrib V48 0.008437502991561192
#> Attrib V49 -0.09000833108170302
#> Attrib V5 -0.02258398794772505
#> Attrib V50 0.1166266559008752
#> Attrib V51 -0.04832382844107982
#> Attrib V52 -0.0038450876897697817
#> Attrib V53 -0.0634345670739254
#> Attrib V54 -0.06681373129835903
#> Attrib V55 0.1241479602389583
#> Attrib V56 -0.01975271947013128
#> Attrib V57 0.17744622355915138
#> Attrib V58 0.008644415467045127
#> Attrib V59 -0.049774334992200575
#> Attrib V6 0.05694320301980351
#> Attrib V60 0.037016027642861146
#> Attrib V7 -0.007007353024521622
#> Attrib V8 0.1392012225094646
#> Attrib V9 -0.12095342657243327
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.19204470015902134
#> Attrib V1 0.05848705135198813
#> Attrib V10 0.24236687175154173
#> Attrib V11 0.30533618614740776
#> Attrib V12 0.40889796897294306
#> Attrib V13 0.20553799572291556
#> Attrib V14 -0.23626203060194784
#> Attrib V15 -0.09528097819429558
#> Attrib V16 -0.22645720564057806
#> Attrib V17 -0.14335775466298753
#> Attrib V18 0.15759917762842204
#> Attrib V19 0.5783529653286106
#> Attrib V2 -0.06371252266065235
#> Attrib V20 0.2866038511702473
#> Attrib V21 0.4813745044512714
#> Attrib V22 0.883862231079191
#> Attrib V23 0.6242224456655301
#> Attrib V24 0.5705617921059689
#> Attrib V25 0.12694592696648432
#> Attrib V26 -0.6606966431515764
#> Attrib V27 -0.5936049369361138
#> Attrib V28 -0.23190875847950043
#> Attrib V29 -0.455849760960507
#> Attrib V3 -0.11789124557203669
#> Attrib V30 0.34947761579253384
#> Attrib V31 -0.29219088725185
#> Attrib V32 0.1722188768313822
#> Attrib V33 0.46827585490963647
#> Attrib V34 -0.0599993633880239
#> Attrib V35 0.00666505556450346
#> Attrib V36 -0.24598705665882298
#> Attrib V37 -0.6440094175900068
#> Attrib V38 0.39988367090946625
#> Attrib V39 0.20166566015130696
#> Attrib V4 0.3249551230545447
#> Attrib V40 -0.45178455089983416
#> Attrib V41 -0.12253987672449429
#> Attrib V42 -0.23177040831557708
#> Attrib V43 0.2777341553542957
#> Attrib V44 0.776372586001693
#> Attrib V45 0.20930260801606346
#> Attrib V46 -0.1173607052490127
#> Attrib V47 -0.181694831907221
#> Attrib V48 -0.16453579494098713
#> Attrib V49 0.2823195413489197
#> Attrib V5 0.1896610418405152
#> Attrib V50 -0.3212248574829344
#> Attrib V51 0.19465952686592602
#> Attrib V52 -0.198605730808592
#> Attrib V53 0.31113580659208534
#> Attrib V54 0.5399562982045298
#> Attrib V55 -0.6074677329637486
#> Attrib V56 0.5315754509292614
#> Attrib V57 -0.43548703842846587
#> Attrib V58 0.29271884252902663
#> Attrib V59 0.5890607066692716
#> Attrib V6 -0.11846856485271069
#> Attrib V60 0.6655397933063376
#> Attrib V7 0.19404702716159294
#> Attrib V8 -0.133063863258042
#> Attrib V9 0.9307661216102548
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.5075239926169574
#> Attrib V1 0.316686017333115
#> Attrib V10 -1.0089703569281419
#> Attrib V11 -1.5271312775505073
#> Attrib V12 -1.3942103016809737
#> Attrib V13 -0.3795523457610934
#> Attrib V14 0.6341590845518555
#> Attrib V15 0.4514815377513496
#> Attrib V16 0.790795358333957
#> Attrib V17 0.7015602248172544
#> Attrib V18 -0.07493349483615735
#> Attrib V19 -0.3381745935763798
#> Attrib V2 -0.012898350481044327
#> Attrib V20 0.38633221596240597
#> Attrib V21 -0.34591534951145037
#> Attrib V22 -0.690370889942982
#> Attrib V23 -0.45250019386446355
#> Attrib V24 -0.1814777695406383
#> Attrib V25 -0.011471525216027326
#> Attrib V26 -0.08804971451194807
#> Attrib V27 -0.8466957838022814
#> Attrib V28 -1.6362261684560138
#> Attrib V29 -0.9395885502904989
#> Attrib V3 -0.029581753517426916
#> Attrib V30 -0.8721511731990662
#> Attrib V31 0.8201154177280989
#> Attrib V32 0.495422852097419
#> Attrib V33 0.4709912543524249
#> Attrib V34 0.45234438707550223
#> Attrib V35 -0.37011681286377396
#> Attrib V36 0.66029592441993
#> Attrib V37 0.6463666088104307
#> Attrib V38 0.2614410316572916
#> Attrib V39 -0.33523346384356356
#> Attrib V4 -0.7684919029535735
#> Attrib V40 0.5293602742778392
#> Attrib V41 -0.8526319666247608
#> Attrib V42 -0.06860782967166379
#> Attrib V43 -0.34576275710738913
#> Attrib V44 -0.989050111473052
#> Attrib V45 -0.47223277414593834
#> Attrib V46 -0.7280109782901686
#> Attrib V47 -0.7987856761579362
#> Attrib V48 -0.43470035364991183
#> Attrib V49 -0.9095579058040112
#> Attrib V5 -0.8051965124730758
#> Attrib V50 0.6569145098225913
#> Attrib V51 -0.9764490419260355
#> Attrib V52 -0.1806164635825169
#> Attrib V53 0.14081176383454944
#> Attrib V54 0.3890418280496616
#> Attrib V55 0.8411738577151225
#> Attrib V56 0.2169895820364504
#> Attrib V57 1.3961736311176167
#> Attrib V58 -0.4660548870419175
#> Attrib V59 -0.2635007238551021
#> Attrib V6 -0.3791992179375191
#> Attrib V60 -0.14926137245650203
#> Attrib V7 0.039267936075179796
#> Attrib V8 0.2475937530228592
#> Attrib V9 -1.6743877068506978
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.06482963973058145
#> Attrib V1 0.04822487798724633
#> Attrib V10 0.004879260024447365
#> Attrib V11 0.1713812213738833
#> Attrib V12 0.285313648145147
#> Attrib V13 0.12120214341664563
#> Attrib V14 -0.040111083457620954
#> Attrib V15 -0.03046660076207036
#> Attrib V16 -0.12514016379091372
#> Attrib V17 -0.03614171947262078
#> Attrib V18 0.13495994658284152
#> Attrib V19 0.35768463668378003
#> Attrib V2 0.019617595091562502
#> Attrib V20 0.3179570680674994
#> Attrib V21 0.4176542831391009
#> Attrib V22 0.6406110380539036
#> Attrib V23 0.415285239492349
#> Attrib V24 0.40283714206882537
#> Attrib V25 0.09629971972568908
#> Attrib V26 -0.6330201420654271
#> Attrib V27 -0.5058634895442925
#> Attrib V28 -0.22121760994116224
#> Attrib V29 -0.3263222911957477
#> Attrib V3 0.020948926623802325
#> Attrib V30 0.1457847243795305
#> Attrib V31 -0.1765025565852087
#> Attrib V32 0.13755992145169382
#> Attrib V33 0.3078201766427488
#> Attrib V34 -0.06542988308931728
#> Attrib V35 0.011413662585136515
#> Attrib V36 -0.18958819217058412
#> Attrib V37 -0.42482832025797995
#> Attrib V38 0.24079372995468223
#> Attrib V39 0.13277861624262402
#> Attrib V4 0.2226495854516223
#> Attrib V40 -0.2814164125827089
#> Attrib V41 -0.06608707473428788
#> Attrib V42 -0.14777382685264584
#> Attrib V43 0.2918427113156722
#> Attrib V44 0.44760170398133
#> Attrib V45 0.15312734282259996
#> Attrib V46 -0.07049305358706827
#> Attrib V47 -0.09187294379591751
#> Attrib V48 -0.13041389222901267
#> Attrib V49 0.17434825594080916
#> Attrib V5 0.11041146489514542
#> Attrib V50 -0.18390859522284841
#> Attrib V51 0.10985266694131479
#> Attrib V52 -0.09090649717970534
#> Attrib V53 0.2325418470804308
#> Attrib V54 0.3436315740297416
#> Attrib V55 -0.3186841700781416
#> Attrib V56 0.4653646744189671
#> Attrib V57 -0.1849123582470583
#> Attrib V58 0.20037746015595073
#> Attrib V59 0.43400810238536974
#> Attrib V6 -0.029269552422218747
#> Attrib V60 0.48185562961400996
#> Attrib V7 0.13036072980123709
#> Attrib V8 -0.0745799682977237
#> Attrib V9 0.5437385038231934
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.13065177695124622
#> Attrib V1 0.1483387972984527
#> Attrib V10 0.08932844788996647
#> Attrib V11 0.0762156060459669
#> Attrib V12 0.12820581074468687
#> Attrib V13 0.07647686963120556
#> Attrib V14 0.03856713341026678
#> Attrib V15 0.0320477519421219
#> Attrib V16 -0.018390024932020188
#> Attrib V17 0.02248167328209293
#> Attrib V18 0.0045253792467489
#> Attrib V19 0.01510156859333498
#> Attrib V2 0.14583306635784363
#> Attrib V20 -9.619040816864426E-4
#> Attrib V21 0.07877940294093293
#> Attrib V22 0.0539952370959438
#> Attrib V23 0.03283977662588278
#> Attrib V24 0.010365669550363804
#> Attrib V25 0.024246878657605317
#> Attrib V26 -0.06492099117198397
#> Attrib V27 -0.06090258970462938
#> Attrib V28 0.015747610373062413
#> Attrib V29 -0.09588092433492204
#> Attrib V3 0.09779831517590688
#> Attrib V30 0.05042340285032559
#> Attrib V31 0.034241083878352015
#> Attrib V32 -0.004900744951908354
#> Attrib V33 -0.01462276726408999
#> Attrib V34 -0.022242262497064666
#> Attrib V35 0.08768542614323534
#> Attrib V36 -0.0012112399710984844
#> Attrib V37 0.012998114938237817
#> Attrib V38 0.059353318699042035
#> Attrib V39 0.13910523045278772
#> Attrib V4 0.1940590348055544
#> Attrib V40 -0.01905257980669109
#> Attrib V41 0.015024888107070644
#> Attrib V42 0.023884021323882672
#> Attrib V43 0.026151540656901333
#> Attrib V44 0.07884913246488588
#> Attrib V45 0.0928383449964286
#> Attrib V46 0.03590856139553118
#> Attrib V47 -0.00432402370666391
#> Attrib V48 0.060348626841933296
#> Attrib V49 0.06107166386763153
#> Attrib V5 0.08248699817509643
#> Attrib V50 -0.00797912258639033
#> Attrib V51 0.05179061160012143
#> Attrib V52 0.033708091723886134
#> Attrib V53 0.0994188353057377
#> Attrib V54 0.08842231967574173
#> Attrib V55 0.01451189825928409
#> Attrib V56 0.20179393006497515
#> Attrib V57 0.06376718689381956
#> Attrib V58 0.1538634541533828
#> Attrib V59 0.22545793925557647
#> Attrib V6 0.07718364780651102
#> Attrib V60 0.21750134000578678
#> Attrib V7 0.009607526621328978
#> Attrib V8 -0.009036986157461194
#> Attrib V9 0.12708391198889812
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.09522710075230363
#> Attrib V1 0.06122919563564128
#> Attrib V10 0.13830474656224115
#> Attrib V11 0.09578300754787412
#> Attrib V12 0.16371594268392547
#> Attrib V13 0.152676333601369
#> Attrib V14 -0.12183598521819738
#> Attrib V15 0.010362412401378703
#> Attrib V16 -0.121336982243303
#> Attrib V17 -0.0899994737883183
#> Attrib V18 0.03894232144163186
#> Attrib V19 0.6199752225538608
#> Attrib V2 0.008441209014101928
#> Attrib V20 0.5680991180386228
#> Attrib V21 0.5601390231273417
#> Attrib V22 1.0307864174170092
#> Attrib V23 0.8849973401170761
#> Attrib V24 0.7489483756668709
#> Attrib V25 0.019703467404143686
#> Attrib V26 -1.2501760526114585
#> Attrib V27 -1.1841773346127027
#> Attrib V28 -0.6464396523371079
#> Attrib V29 -0.9520695368347522
#> Attrib V3 -0.09419459586775097
#> Attrib V30 0.1487909209646554
#> Attrib V31 -0.19040378698473004
#> Attrib V32 0.43363999237982714
#> Attrib V33 0.9230392449413934
#> Attrib V34 0.08824957276785128
#> Attrib V35 -0.049252580931311345
#> Attrib V36 -0.47212177621052337
#> Attrib V37 -0.9922225983657746
#> Attrib V38 0.4266290431762456
#> Attrib V39 0.03213600778524147
#> Attrib V4 0.32615580769326674
#> Attrib V40 -0.5106848644671483
#> Attrib V41 -0.3784971051278787
#> Attrib V42 -0.2904360571485597
#> Attrib V43 0.33124415855149053
#> Attrib V44 0.7575314713985611
#> Attrib V45 0.11235293650906472
#> Attrib V46 -0.1345491848500657
#> Attrib V47 -0.18274967713037138
#> Attrib V48 -0.21777856992851524
#> Attrib V49 0.31231500259564926
#> Attrib V5 0.10158443193490975
#> Attrib V50 -0.2626872796688535
#> Attrib V51 0.14791706600392318
#> Attrib V52 -0.33661292618325894
#> Attrib V53 0.4338518441496254
#> Attrib V54 0.7816286092732787
#> Attrib V55 -0.5972858500558248
#> Attrib V56 0.853210080427592
#> Attrib V57 -0.34807104938028716
#> Attrib V58 0.42233880405350455
#> Attrib V59 0.5347861077736068
#> Attrib V6 -0.2558908496475784
#> Attrib V60 0.8691213843658631
#> Attrib V7 0.41384538991660613
#> Attrib V8 -0.0072560980440855944
#> Attrib V9 0.9982883556923304
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold 0.012554763414167782
#> Attrib V1 0.16217172725121046
#> Attrib V10 -0.09961846741514777
#> Attrib V11 0.03825278398156056
#> Attrib V12 0.15567560517894868
#> Attrib V13 0.06331160923190206
#> Attrib V14 0.041238809045265744
#> Attrib V15 0.03447790578083019
#> Attrib V16 -0.014894213265845009
#> Attrib V17 -0.023124649600278442
#> Attrib V18 0.15674835825775202
#> Attrib V19 0.21246167856410866
#> Attrib V2 0.07700071884911179
#> Attrib V20 0.24482189752084574
#> Attrib V21 0.36184221505670594
#> Attrib V22 0.4178522339083188
#> Attrib V23 0.29835556940266533
#> Attrib V24 0.18706763648378652
#> Attrib V25 -0.09072327867048312
#> Attrib V26 -0.5170692549507186
#> Attrib V27 -0.3776917774367135
#> Attrib V28 -0.1163772221551068
#> Attrib V29 -0.22342466704674188
#> Attrib V3 0.08125156325408937
#> Attrib V30 0.15191522992509515
#> Attrib V31 -0.1992060631684581
#> Attrib V32 0.013500672813476526
#> Attrib V33 0.17785486657323846
#> Attrib V34 -0.08267409210160467
#> Attrib V35 -0.008049154150997115
#> Attrib V36 -0.07018799467470058
#> Attrib V37 -0.25928165599589753
#> Attrib V38 0.17859318812061592
#> Attrib V39 0.1311235368903616
#> Attrib V4 0.19984906876366249
#> Attrib V40 -0.22254740637702242
#> Attrib V41 -0.08867569763132342
#> Attrib V42 -0.025939931292161187
#> Attrib V43 0.16478149602726366
#> Attrib V44 0.38515632136239125
#> Attrib V45 0.14917696947989872
#> Attrib V46 -0.02438677953496685
#> Attrib V47 -0.09928306293226102
#> Attrib V48 -0.130000194512174
#> Attrib V49 0.15741042939813626
#> Attrib V5 0.13413120688771576
#> Attrib V50 -0.1488208990590138
#> Attrib V51 0.03350426124924524
#> Attrib V52 -0.0864649756427824
#> Attrib V53 0.20514758363388363
#> Attrib V54 0.21638790697970806
#> Attrib V55 -0.2380088848141093
#> Attrib V56 0.3394798503472823
#> Attrib V57 -0.0600506739103379
#> Attrib V58 0.22411167912607574
#> Attrib V59 0.3719414239070376
#> Attrib V6 0.01951437450791375
#> Attrib V60 0.36355014826989285
#> Attrib V7 0.10294244491058363
#> Attrib V8 -0.04120948064198249
#> Attrib V9 0.3511870098950854
#> 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
#> 0.1449275