Classification MultilayerPerceptron Learner
Source:R/learner_RWeka_classif_multilayer_perceptron.R
mlr_learners_classif.multilayer_perceptron.RdClassifier that uses backpropagation to learn a multi-layer perceptron.
Calls RWeka::make_Weka_classifier() from RWeka.
Custom mlr3 parameters
output_debug_info:original id: output-debug-info
do_not_check_capabilities:original id: do-not-check-capabilities
num_decimal_places:original id: num-decimal-places
batch_size:original id: batch-size
Reason for change: This learner contains changed ids of the following control arguments since their ids contain irregular pattern
Gremoved:GUI will be opened
Reason for change: The parameter is removed because we don't want to launch GUI.
Parameters
| Id | Type | Default | Levels | Range |
| subset | untyped | - | - | |
| na.action | untyped | - | - | |
| L | numeric | 0.3 | \([0, 1]\) | |
| M | numeric | 0.2 | \([0, 1]\) | |
| N | integer | 500 | \([1, \infty)\) | |
| V | numeric | 0 | \([0, 100]\) | |
| S | integer | 0 | \([0, \infty)\) | |
| E | integer | 20 | \([1, \infty)\) | |
| A | logical | FALSE | TRUE, FALSE | - |
| B | logical | FALSE | TRUE, FALSE | - |
| H | untyped | "a" | - | |
| C | logical | FALSE | TRUE, FALSE | - |
| I | logical | FALSE | TRUE, FALSE | - |
| R | logical | FALSE | TRUE, FALSE | - |
| D | logical | FALSE | TRUE, FALSE | - |
| output_debug_info | logical | FALSE | TRUE, FALSE | - |
| do_not_check_capabilities | logical | FALSE | TRUE, FALSE | - |
| num_decimal_places | integer | 2 | \([1, \infty)\) | |
| batch_size | integer | 100 | \([1, \infty)\) | |
| options | untyped | NULL | - |
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifMultilayerPerceptron
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
Method marshal()
Marshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::marshal_model().
Method unmarshal()
Unmarshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::unmarshal_model().
Examples
# Define the Learner
learner = lrn("classif.multilayer_perceptron")
print(learner)
#>
#> ── <LearnerClassifMultilayerPerceptron> (classif.multilayer_perceptron): Multila
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3 and RWeka
#> • Predict Types: [response] and prob
#> • Feature Types: logical, integer, numeric, factor, and ordered
#> • Encapsulation: none (fallback: -)
#> • Properties: marshal, missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> Sigmoid Node 0
#> Inputs Weights
#> Threshold -0.6318015015103566
#> Node 2 2.126745417091327
#> Node 3 1.9553038670115537
#> Node 4 1.2001292753783628
#> Node 5 -2.228314999509775
#> Node 6 0.42204596888263357
#> Node 7 3.218241491829146
#> Node 8 1.4121046289274912
#> Node 9 2.2065260058788976
#> Node 10 -2.2257889056371396
#> Node 11 1.2909972979382642
#> Node 12 1.9439018001506025
#> Node 13 -0.5126584356488993
#> Node 14 1.5465687539267134
#> Node 15 -0.3824660999375276
#> Node 16 0.8442089179480856
#> Node 17 0.40868406534086515
#> Node 18 -2.7060743344472336
#> Node 19 2.5574413114094976
#> Node 20 1.4545847525018742
#> Node 21 -2.3711479720485538
#> Node 22 1.2928238608067761
#> Node 23 1.0287794273148514
#> Node 24 0.055145452112119485
#> Node 25 4.319928754584711
#> Node 26 -0.9960645066581042
#> Node 27 1.3367941636914602
#> Node 28 -0.9877918291538098
#> Node 29 1.399409518245582
#> Node 30 -0.8194332587483428
#> Node 31 1.40777092827647
#> Node 32 -0.02277435621496967
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.6528588887211121
#> Node 2 -2.159887515888005
#> Node 3 -1.9328594427960983
#> Node 4 -1.1569810983859463
#> Node 5 2.2315471043211788
#> Node 6 -0.3987414731821151
#> Node 7 -3.2105175783272872
#> Node 8 -1.444225890228705
#> Node 9 -2.1930715404619816
#> Node 10 2.148552367295922
#> Node 11 -1.2560689406208654
#> Node 12 -2.0135516286050867
#> Node 13 0.568435419213094
#> Node 14 -1.4834030829638958
#> Node 15 0.3699654729774118
#> Node 16 -0.8631697314343867
#> Node 17 -0.3737662805035956
#> Node 18 2.735308315007478
#> Node 19 -2.555529573848907
#> Node 20 -1.439853622977404
#> Node 21 2.414909481354247
#> Node 22 -1.348243680570004
#> Node 23 -1.0745680104916546
#> Node 24 -0.06915801632407723
#> Node 25 -4.299357926459669
#> Node 26 0.913948728549412
#> Node 27 -1.379520634993232
#> Node 28 0.93270068755875
#> Node 29 -1.4295994466253328
#> Node 30 0.8931699530954779
#> Node 31 -1.3524587172468194
#> Node 32 0.0064216463867693176
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold -0.058934167025844454
#> Attrib V1 0.5127250779896604
#> Attrib V10 -0.1718667482181852
#> Attrib V11 -0.011794694592824626
#> Attrib V12 0.29709534343193894
#> Attrib V13 0.17693086212156836
#> Attrib V14 0.3207742738346412
#> Attrib V15 0.5600011708865605
#> Attrib V16 -0.1372990640118977
#> Attrib V17 -0.41215037993584674
#> Attrib V18 -0.011752173261195858
#> Attrib V19 0.398655678771871
#> Attrib V2 0.14615937243595714
#> Attrib V20 0.6306201394662904
#> Attrib V21 0.6500094786855586
#> Attrib V22 0.4447886315754727
#> Attrib V23 0.3992531179893329
#> Attrib V24 0.4772045398392932
#> Attrib V25 -0.3048532823165052
#> Attrib V26 -1.0666323791989396
#> Attrib V27 0.36260734397986816
#> Attrib V28 0.6466600294365135
#> Attrib V29 0.5429083892303728
#> Attrib V3 0.332291771470422
#> Attrib V30 -0.060533703308510545
#> Attrib V31 -1.6786043218790803
#> Attrib V32 -0.2841335492451189
#> Attrib V33 0.007238922909035803
#> Attrib V34 -0.36987143289323277
#> Attrib V35 0.6020299599611748
#> Attrib V36 -0.6637992516520057
#> Attrib V37 -0.5270619924960809
#> Attrib V38 0.5979614277903816
#> Attrib V39 0.3973086500313702
#> Attrib V4 0.3236547605128058
#> Attrib V40 0.04784632074199426
#> Attrib V41 0.015319110090071045
#> Attrib V42 0.05673710360032883
#> Attrib V43 0.22151745519845165
#> Attrib V44 0.1736096809134206
#> Attrib V45 0.4339829611377176
#> Attrib V46 0.6418292103420579
#> Attrib V47 0.1798421826952728
#> Attrib V48 0.24527692196855078
#> Attrib V49 0.2530864148504567
#> Attrib V5 0.024711013702583353
#> Attrib V50 -0.6942260185166709
#> Attrib V51 -0.4527256087590981
#> Attrib V52 0.135475633876362
#> Attrib V53 0.8733908675793294
#> Attrib V54 0.7652300063854166
#> Attrib V55 -0.5911683807234486
#> Attrib V56 0.08346296346361584
#> Attrib V57 -0.31390495741557634
#> Attrib V58 0.11454457585493677
#> Attrib V59 0.5067697258813265
#> Attrib V6 -0.660529270366603
#> Attrib V60 0.2711984653507573
#> Attrib V7 -0.16055567965996598
#> Attrib V8 -0.7625652160345582
#> Attrib V9 0.22300283136610746
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.06567014842190017
#> Attrib V1 0.42626930208607683
#> Attrib V10 -0.40830631786481103
#> Attrib V11 -0.17284914251219885
#> Attrib V12 0.2728883280849868
#> Attrib V13 0.04156000485276005
#> Attrib V14 0.3904101988319296
#> Attrib V15 0.7246190872410075
#> Attrib V16 0.027306097132705348
#> Attrib V17 -0.26202303983521075
#> Attrib V18 -0.005781331149878382
#> Attrib V19 0.37140978600618496
#> Attrib V2 0.14073256963561015
#> Attrib V20 0.4191226375412753
#> Attrib V21 0.3336168398737924
#> Attrib V22 0.16332671394395815
#> Attrib V23 0.14233030286749568
#> Attrib V24 0.4132645601703116
#> Attrib V25 -0.24037815711754637
#> Attrib V26 -1.0714560463501426
#> Attrib V27 0.18217720247972466
#> Attrib V28 0.33339966526379694
#> Attrib V29 0.1690386839118915
#> Attrib V3 0.24845449240525277
#> Attrib V30 -0.16047280077786655
#> Attrib V31 -1.2870017051396092
#> Attrib V32 -0.17793919635096206
#> Attrib V33 0.04135838272547227
#> Attrib V34 -0.41244778147886446
#> Attrib V35 0.31178053989549587
#> Attrib V36 -0.848722933574149
#> Attrib V37 -0.7387146959042935
#> Attrib V38 0.3461061328065326
#> Attrib V39 0.35584570934525706
#> Attrib V4 0.24555535358559874
#> Attrib V40 0.11203046183435449
#> Attrib V41 -0.047026991566557985
#> Attrib V42 0.08169752565634676
#> Attrib V43 0.18300911231224407
#> Attrib V44 0.05668400036677577
#> Attrib V45 0.25137860657076944
#> Attrib V46 0.44844376008576803
#> Attrib V47 0.15609469423242478
#> Attrib V48 0.34946148545016115
#> Attrib V49 0.26681829011157854
#> Attrib V5 -0.1039740423541244
#> Attrib V50 -0.6137500954260638
#> Attrib V51 -0.5046040769354484
#> Attrib V52 0.179948480123169
#> Attrib V53 0.8861734650809739
#> Attrib V54 0.9237471085858756
#> Attrib V55 -0.31842310332775914
#> Attrib V56 0.21630398466547543
#> Attrib V57 0.13736460372401818
#> Attrib V58 0.28215513784403096
#> Attrib V59 0.725672496295015
#> Attrib V6 -0.6401621406659772
#> Attrib V60 0.3260120635533274
#> Attrib V7 -0.203306097188692
#> Attrib V8 -0.6348734046725895
#> Attrib V9 0.003666753856751974
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.07811436737938358
#> Attrib V1 0.3028514015365492
#> Attrib V10 -0.22233478773153129
#> Attrib V11 -0.0036846044898250674
#> Attrib V12 0.27539799248308666
#> Attrib V13 0.0011019142966336686
#> Attrib V14 0.2490428307916062
#> Attrib V15 0.4678701498927896
#> Attrib V16 0.011670750545938791
#> Attrib V17 -0.12217992422684022
#> Attrib V18 -0.016006129523036663
#> Attrib V19 0.17474240471558225
#> Attrib V2 0.0566479183462471
#> Attrib V20 0.2939897201976462
#> Attrib V21 0.2151569183524903
#> Attrib V22 -0.025584802699832796
#> Attrib V23 0.004448721106372962
#> Attrib V24 0.20779134969367524
#> Attrib V25 -0.18057416325591724
#> Attrib V26 -0.6078801969136294
#> Attrib V27 0.09074729420964436
#> Attrib V28 0.12732202462563147
#> Attrib V29 0.04541984198266575
#> Attrib V3 0.16367107875088063
#> Attrib V30 -0.1397228318467094
#> Attrib V31 -0.8124739230515535
#> Attrib V32 -0.10772160024920359
#> Attrib V33 0.09028494430831714
#> Attrib V34 -0.06469481272996694
#> Attrib V35 0.4238227708422944
#> Attrib V36 -0.3309899292820241
#> Attrib V37 -0.2714333924072524
#> Attrib V38 0.33317313967195905
#> Attrib V39 0.21517104720184904
#> Attrib V4 0.11920757563668893
#> Attrib V40 0.005046752896514873
#> Attrib V41 -0.17911887727659337
#> Attrib V42 -0.08236614443389577
#> Attrib V43 0.07244958366209929
#> Attrib V44 0.07158131165025934
#> Attrib V45 0.3109893469121643
#> Attrib V46 0.288611542252138
#> Attrib V47 0.03351564141646858
#> Attrib V48 0.28844015670992984
#> Attrib V49 0.20843506329925507
#> Attrib V5 -0.0326835245961069
#> Attrib V50 -0.3264821554491975
#> Attrib V51 -0.31655211253266785
#> Attrib V52 0.08966065961800755
#> Attrib V53 0.5244492234377572
#> Attrib V54 0.48058788808900726
#> Attrib V55 -0.23031046024361643
#> Attrib V56 0.1192526724428136
#> Attrib V57 0.21860979376287767
#> Attrib V58 0.08537194905362992
#> Attrib V59 0.36153100182128345
#> Attrib V6 -0.4490601621650658
#> Attrib V60 0.1568554066170229
#> Attrib V7 -0.11931067237052546
#> Attrib V8 -0.5040650234124916
#> Attrib V9 0.09933428903170669
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.3607368884264527
#> Attrib V1 0.06213307258828583
#> Attrib V10 0.08858734463665784
#> Attrib V11 -0.3325442916883097
#> Attrib V12 -0.879131695988834
#> Attrib V13 -0.31695343964367084
#> Attrib V14 -0.04979478002735841
#> Attrib V15 -0.22586658514268235
#> Attrib V16 0.2943773058599498
#> Attrib V17 0.6069307935352684
#> Attrib V18 0.24181162152808106
#> Attrib V19 -0.28958137162389275
#> Attrib V2 0.23963324273919015
#> Attrib V20 -0.1949417490774665
#> Attrib V21 -0.2694376340577446
#> Attrib V22 -0.40390543174962396
#> Attrib V23 -0.5572945750116965
#> Attrib V24 -0.7551475220564491
#> Attrib V25 0.29396660437417765
#> Attrib V26 0.9333397802217511
#> Attrib V27 -0.5423168303892227
#> Attrib V28 -0.5230647358005663
#> Attrib V29 -0.05856713939556446
#> Attrib V3 -0.13783541240832003
#> Attrib V30 0.1851659468458594
#> Attrib V31 1.3373525167099172
#> Attrib V32 0.20345976381797973
#> Attrib V33 -0.23658550899751987
#> Attrib V34 0.40657923703017307
#> Attrib V35 -0.17958341019067992
#> Attrib V36 1.502027653931852
#> Attrib V37 1.2178306124606744
#> Attrib V38 -0.14695748673672343
#> Attrib V39 -0.1966145249877223
#> Attrib V4 -0.45669845630604494
#> Attrib V40 -0.2146427736220469
#> Attrib V41 -0.5165676011802363
#> Attrib V42 -0.19213637663346284
#> Attrib V43 -0.34707648628759263
#> Attrib V44 0.02021939326150776
#> Attrib V45 -0.2119851709861966
#> Attrib V46 -0.6449627005118986
#> Attrib V47 -0.14815973522696418
#> Attrib V48 -0.3642966294080521
#> Attrib V49 -0.4869243872759539
#> Attrib V5 -0.3620177514703153
#> Attrib V50 1.0218306593564521
#> Attrib V51 0.6039596179554595
#> Attrib V52 -0.055062022154536795
#> Attrib V53 -1.0091892400767903
#> Attrib V54 -0.9629319748360248
#> Attrib V55 0.39393192733231785
#> Attrib V56 0.31426086488118604
#> Attrib V57 0.037063820333956936
#> Attrib V58 -0.26940213660623413
#> Attrib V59 -0.5492106202048267
#> Attrib V6 0.4012637165442909
#> Attrib V60 0.052930622437634064
#> Attrib V7 0.07711570821057083
#> Attrib V8 0.4735327191010464
#> Attrib V9 -0.4216355520356423
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold -0.04432272735917556
#> Attrib V1 0.2569533732072031
#> Attrib V10 -0.0474847186702537
#> Attrib V11 0.021937171019495397
#> Attrib V12 0.1370462193902357
#> Attrib V13 -0.041306535203776945
#> Attrib V14 0.08834475200075702
#> Attrib V15 0.14015835161550724
#> Attrib V16 0.06883398568713336
#> Attrib V17 -0.04862882572665659
#> Attrib V18 0.012911687715988272
#> Attrib V19 -0.03310284911119389
#> Attrib V2 0.12081247809241523
#> Attrib V20 0.05431560160566342
#> Attrib V21 -1.5854408989878182E-4
#> Attrib V22 -0.1386331501259751
#> Attrib V23 -0.11033105511013087
#> Attrib V24 0.03324691050892691
#> Attrib V25 -0.02289086221166317
#> Attrib V26 -0.21589456605310528
#> Attrib V27 -0.004402438541453504
#> Attrib V28 -0.06656359871286571
#> Attrib V29 -0.0638898539368117
#> Attrib V3 0.1428521263933172
#> Attrib V30 -0.03684864339837553
#> Attrib V31 -0.2059291727168076
#> Attrib V32 0.05798793057801362
#> Attrib V33 0.11464688687973938
#> Attrib V34 0.05342044284529673
#> Attrib V35 0.22810796583615722
#> Attrib V36 -0.02676576138435021
#> Attrib V37 0.0024850534326771676
#> Attrib V38 0.14047708006911552
#> Attrib V39 0.0773595274546
#> Attrib V4 0.16134105838014254
#> Attrib V40 -0.016224559792806258
#> Attrib V41 -0.008645509680243363
#> Attrib V42 -0.0015934862203305336
#> Attrib V43 0.03288048944669851
#> Attrib V44 0.04065155336881481
#> Attrib V45 0.11840975602842886
#> Attrib V46 0.12394313302395207
#> Attrib V47 0.02185820504982295
#> Attrib V48 0.08993261029326477
#> Attrib V49 0.06404376011160766
#> Attrib V5 0.049687425794539504
#> Attrib V50 -9.203398695324655E-4
#> Attrib V51 -0.058029213516015525
#> Attrib V52 0.023517805808131616
#> Attrib V53 0.21033734553490704
#> Attrib V54 0.1546426335130146
#> Attrib V55 -0.03167174860996148
#> Attrib V56 0.12144928177322088
#> Attrib V57 0.22623306673838744
#> Attrib V58 0.13005761089744372
#> Attrib V59 0.22627892588720458
#> Attrib V6 -0.022399342966192223
#> Attrib V60 0.1880255666549256
#> Attrib V7 0.02814137784056044
#> Attrib V8 -0.0627031437840748
#> Attrib V9 0.12776740034702572
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.5784218191779005
#> Attrib V1 0.8218255239703561
#> Attrib V10 1.1592086592688369
#> Attrib V11 1.16921698438211
#> Attrib V12 0.8991825387050522
#> Attrib V13 -0.013457484029598421
#> Attrib V14 -0.5205546578913293
#> Attrib V15 -0.17680246595105842
#> Attrib V16 -0.5727908134429037
#> Attrib V17 -0.9362430947070159
#> Attrib V18 -0.8206817602944466
#> Attrib V19 -0.26783409636183475
#> Attrib V2 0.25557935488289396
#> Attrib V20 0.03383685037057664
#> Attrib V21 0.3462666526979253
#> Attrib V22 0.5090128445255707
#> Attrib V23 0.5606315697795741
#> Attrib V24 0.47900818434321774
#> Attrib V25 -0.16705496629592634
#> Attrib V26 0.17281138421632497
#> Attrib V27 1.5978811518544687
#> Attrib V28 1.3695249127354499
#> Attrib V29 0.7822193390586436
#> Attrib V3 0.19863892686420942
#> Attrib V30 0.2917809890421486
#> Attrib V31 -1.2009056795453352
#> Attrib V32 -0.1780330163775737
#> Attrib V33 0.23834926865760336
#> Attrib V34 -0.1918756446424383
#> Attrib V35 0.7456423922456451
#> Attrib V36 -0.8929220633493519
#> Attrib V37 -0.07424218050756808
#> Attrib V38 0.2906207741245802
#> Attrib V39 -0.08438934707212276
#> Attrib V4 0.11099974046035832
#> Attrib V40 0.13619669687736732
#> Attrib V41 0.673527229873738
#> Attrib V42 -0.25640464102855
#> Attrib V43 -0.045481816900343155
#> Attrib V44 0.020190022773978755
#> Attrib V45 0.5687555103464245
#> Attrib V46 1.1472661543096174
#> Attrib V47 0.7836793639032055
#> Attrib V48 0.8313922392996353
#> Attrib V49 0.7862852949339665
#> Attrib V5 0.5872096123083623
#> Attrib V50 -0.005962716343066297
#> Attrib V51 0.01947986409575485
#> Attrib V52 0.4299591179190622
#> Attrib V53 0.8027774061534328
#> Attrib V54 0.6124672987134364
#> Attrib V55 -0.8431425231107084
#> Attrib V56 -0.5972110664073355
#> Attrib V57 0.1307594103965149
#> Attrib V58 -0.35652813340886663
#> Attrib V59 -0.4430869629785344
#> Attrib V6 0.10897502511044241
#> Attrib V60 -0.2993137057985276
#> Attrib V7 -0.06657842589483715
#> Attrib V8 -0.7622156750721242
#> Attrib V9 1.4595354854444231
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.24789958728097844
#> Attrib V1 0.3235604578734137
#> Attrib V10 0.3132108286699716
#> Attrib V11 0.4817592801066205
#> Attrib V12 0.5913715714084116
#> Attrib V13 -0.003969723971474225
#> Attrib V14 -0.09153306842203415
#> Attrib V15 0.054477436933572564
#> Attrib V16 -0.18582413565121875
#> Attrib V17 -0.38774934726168486
#> Attrib V18 -0.488026783490965
#> Attrib V19 -0.38665287599007303
#> Attrib V2 0.07909622496799192
#> Attrib V20 -0.3124715105327914
#> Attrib V21 -0.2948888660040209
#> Attrib V22 -0.304471394480346
#> Attrib V23 -0.16053454923756538
#> Attrib V24 0.15279674849761674
#> Attrib V25 0.04395748655240587
#> Attrib V26 0.0396004041221005
#> Attrib V27 0.6357249350336727
#> Attrib V28 0.41229565374357374
#> Attrib V29 0.06778136283293598
#> Attrib V3 0.10260208783065072
#> Attrib V30 0.0718347972453472
#> Attrib V31 -0.4401862098340415
#> Attrib V32 0.11725369158951102
#> Attrib V33 0.29396927931875383
#> Attrib V34 0.07716948439974537
#> Attrib V35 0.3930244320367426
#> Attrib V36 -0.21994042862207905
#> Attrib V37 -0.10441402197205257
#> Attrib V38 0.27022855936128015
#> Attrib V39 -0.01918817514007006
#> Attrib V4 0.1956135995400363
#> Attrib V40 -0.09855768693426303
#> Attrib V41 -0.05270599712208612
#> Attrib V42 -0.2703502122938643
#> Attrib V43 0.005347443937047969
#> Attrib V44 0.049819266424997774
#> Attrib V45 0.34267810433209994
#> Attrib V46 0.45375098167311984
#> Attrib V47 0.22828481644993062
#> Attrib V48 0.5774570399033448
#> Attrib V49 0.4305773045380626
#> Attrib V5 0.11477791924757114
#> Attrib V50 -0.07713499873316032
#> Attrib V51 -0.2034188079672689
#> Attrib V52 0.1309136201198292
#> Attrib V53 0.27907242772791724
#> Attrib V54 0.3673269477794222
#> Attrib V55 -0.16002408706753066
#> Attrib V56 -0.2761321025934008
#> Attrib V57 0.5458886473670586
#> Attrib V58 -0.01831533122516385
#> Attrib V59 0.11646366318939105
#> Attrib V6 -0.16101712510392724
#> Attrib V60 0.08087386287343347
#> Attrib V7 0.04237654288961975
#> Attrib V8 -0.28069732078685194
#> Attrib V9 0.470790589646309
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.40074653084701634
#> Attrib V1 0.602236543868851
#> Attrib V10 0.7649200717258159
#> Attrib V11 0.8895352645188084
#> Attrib V12 1.0207270894862075
#> Attrib V13 0.08934172491091336
#> Attrib V14 -0.3671265293688493
#> Attrib V15 -0.15539471012326114
#> Attrib V16 -0.5210580789825315
#> Attrib V17 -0.7464353257498246
#> Attrib V18 -0.7399527912286454
#> Attrib V19 -0.4745222110980891
#> Attrib V2 0.12072828560053907
#> Attrib V20 -0.24946700952134004
#> Attrib V21 -0.0679108174124823
#> Attrib V22 0.05207697897844117
#> Attrib V23 0.20360854739227613
#> Attrib V24 0.45755143873399207
#> Attrib V25 0.12934273435167026
#> Attrib V26 0.19873524249239838
#> Attrib V27 1.1897544855926727
#> Attrib V28 0.8126724813434592
#> Attrib V29 0.26796559753961535
#> Attrib V3 0.1555676765155133
#> Attrib V30 0.15809931140347236
#> Attrib V31 -0.7488274313840947
#> Attrib V32 -0.013098893007241185
#> Attrib V33 0.2990865115572462
#> Attrib V34 0.0231515881330537
#> Attrib V35 0.5672752851976387
#> Attrib V36 -0.5835018106939851
#> Attrib V37 -0.11789054194970298
#> Attrib V38 0.3496494572521039
#> Attrib V39 0.08305348173312131
#> Attrib V4 0.15914175561908334
#> Attrib V40 -0.00937298005756207
#> Attrib V41 0.2676623574406782
#> Attrib V42 -0.2977912249140566
#> Attrib V43 0.07760043731605228
#> Attrib V44 -0.06972608463170518
#> Attrib V45 0.3461295161109032
#> Attrib V46 0.7574372723135584
#> Attrib V47 0.4603034124527978
#> Attrib V48 0.6819834138977894
#> Attrib V49 0.6201269049657845
#> Attrib V5 0.3477934064742004
#> Attrib V50 -0.11451218843244576
#> Attrib V51 -0.10506558589770418
#> Attrib V52 0.2652162408113139
#> Attrib V53 0.566746869337118
#> Attrib V54 0.5726965982189183
#> Attrib V55 -0.4029636085539686
#> Attrib V56 -0.4139218788879689
#> Attrib V57 0.3512464363604609
#> Attrib V58 -0.19472650669876415
#> Attrib V59 -0.008659039790471834
#> Attrib V6 -0.03322318536993881
#> Attrib V60 -0.07953604061428972
#> Attrib V7 -0.06014042479729505
#> Attrib V8 -0.575668397240254
#> Attrib V9 0.924425860871197
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.34790932280628534
#> Attrib V1 0.03308548163668866
#> Attrib V10 0.26536944583544325
#> Attrib V11 -0.2381872774106336
#> Attrib V12 -0.7732227936579679
#> Attrib V13 -0.19358556181655623
#> Attrib V14 -0.029710813393534003
#> Attrib V15 -0.4121151030633409
#> Attrib V16 0.24020627544437145
#> Attrib V17 0.4081462497771755
#> Attrib V18 0.06997362376047855
#> Attrib V19 -0.3037981249117223
#> Attrib V2 0.03831730546350078
#> Attrib V20 -0.01056986942455542
#> Attrib V21 0.10077499743423991
#> Attrib V22 -0.18853929984644863
#> Attrib V23 -0.6002787146510831
#> Attrib V24 -0.812455245234789
#> Attrib V25 0.19974139770602756
#> Attrib V26 0.8886123137850332
#> Attrib V27 -0.8091572982850143
#> Attrib V28 -0.796917479924646
#> Attrib V29 -0.4827210500843044
#> Attrib V3 -0.22109268605819551
#> Attrib V30 0.04648377580489003
#> Attrib V31 1.2427870928154634
#> Attrib V32 -0.11584396599159517
#> Attrib V33 -0.27314137406414035
#> Attrib V34 0.34833666764527765
#> Attrib V35 -0.4876923987601852
#> Attrib V36 1.2491308042032105
#> Attrib V37 0.8731339846862042
#> Attrib V38 -0.06833494942484253
#> Attrib V39 0.025644376072027488
#> Attrib V4 -0.3828725114112018
#> Attrib V40 -0.044127936482125235
#> Attrib V41 -0.37870491655531424
#> Attrib V42 -0.2931760346521549
#> Attrib V43 -0.43627849793741863
#> Attrib V44 -0.15717193584468042
#> Attrib V45 -0.3033488204622722
#> Attrib V46 -0.7475801790646267
#> Attrib V47 -0.2541241624244826
#> Attrib V48 -0.4199971394614962
#> Attrib V49 -0.4993115365328883
#> Attrib V5 -0.2425070995780187
#> Attrib V50 0.9732650603824542
#> Attrib V51 0.5762390271670014
#> Attrib V52 -0.27306246334138234
#> Attrib V53 -1.096059977150629
#> Attrib V54 -1.0377118254229023
#> Attrib V55 0.5024257626391395
#> Attrib V56 0.09958244365557979
#> Attrib V57 0.29760059474549216
#> Attrib V58 -0.2161933426362982
#> Attrib V59 -0.3076750433528995
#> Attrib V6 0.4743178675027164
#> Attrib V60 0.030846500690464917
#> Attrib V7 0.2500360209536806
#> Attrib V8 0.723751460890058
#> Attrib V9 -0.3882648705316303
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.2961967287274456
#> Attrib V1 0.20492090460043413
#> Attrib V10 -0.04876361779041506
#> Attrib V11 0.26257853918490126
#> Attrib V12 0.6213750317675942
#> Attrib V13 -0.025160599415469075
#> Attrib V14 0.08215719150700516
#> Attrib V15 0.259466973957683
#> Attrib V16 -0.11295326995006347
#> Attrib V17 -0.17124097810828695
#> Attrib V18 -0.11378533770887624
#> Attrib V19 -0.031165206093797165
#> Attrib V2 -0.03834775502671783
#> Attrib V20 0.0623507643333835
#> Attrib V21 -0.16390508578829105
#> Attrib V22 -0.2501596123268845
#> Attrib V23 -0.08033000951425096
#> Attrib V24 0.206731204589703
#> Attrib V25 -0.028817216174024267
#> Attrib V26 -0.3801554945975163
#> Attrib V27 0.4226294821853244
#> Attrib V28 0.25791377682002936
#> Attrib V29 0.00960856310718606
#> Attrib V3 0.01356895338251537
#> Attrib V30 -0.00941066599301238
#> Attrib V31 -0.6996198775717112
#> Attrib V32 0.016916084461718738
#> Attrib V33 0.19940387640703963
#> Attrib V34 0.09695822559680985
#> Attrib V35 0.5951096977090141
#> Attrib V36 -0.2277416324629811
#> Attrib V37 -0.16020590851107885
#> Attrib V38 0.46289105801298025
#> Attrib V39 0.140380081590305
#> Attrib V4 0.0752154683344095
#> Attrib V40 -0.05325179966387242
#> Attrib V41 -0.20679365051968854
#> Attrib V42 -0.2031388904658377
#> Attrib V43 0.12930913136132258
#> Attrib V44 0.12240107401631553
#> Attrib V45 0.3876069849238913
#> Attrib V46 0.3549432861558554
#> Attrib V47 0.11066243446700577
#> Attrib V48 0.4020238041518716
#> Attrib V49 0.2632236318673914
#> Attrib V5 0.021280582569019473
#> Attrib V50 -0.3017374784318965
#> Attrib V51 -0.3566371076227723
#> Attrib V52 0.07457266608392886
#> Attrib V53 0.4021996519044242
#> Attrib V54 0.5268195892121835
#> Attrib V55 -0.2849236404618209
#> Attrib V56 -0.07977880967971365
#> Attrib V57 0.2512526855085312
#> Attrib V58 0.004053380467273143
#> Attrib V59 0.12314264595918706
#> Attrib V6 -0.3785467382485633
#> Attrib V60 -0.025719927514468645
#> Attrib V7 -0.15068334837787314
#> Attrib V8 -0.459161754278982
#> Attrib V9 0.23581355296134832
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.5100797583565567
#> Attrib V1 0.3773447339868394
#> Attrib V10 0.26558090478749447
#> Attrib V11 0.41503362652720344
#> Attrib V12 0.5050026107305997
#> Attrib V13 -0.10633861892055663
#> Attrib V14 -0.14679665893491828
#> Attrib V15 0.18071489466030852
#> Attrib V16 -0.21368919217375562
#> Attrib V17 -0.46908178393852107
#> Attrib V18 -0.3224169214758154
#> Attrib V19 0.04499530038086106
#> Attrib V2 0.10161644036435213
#> Attrib V20 0.09070351508215307
#> Attrib V21 0.16232207675659557
#> Attrib V22 0.32083018945009595
#> Attrib V23 0.45433949859383377
#> Attrib V24 0.4544445642685752
#> Attrib V25 -0.24987948199234752
#> Attrib V26 -0.47403610299736937
#> Attrib V27 1.0365664132012855
#> Attrib V28 0.9105776436328812
#> Attrib V29 0.559409786894294
#> Attrib V3 0.08564014253041838
#> Attrib V30 0.2241032182645387
#> Attrib V31 -1.1664886439923703
#> Attrib V32 -0.09652658098844537
#> Attrib V33 0.3120536753218214
#> Attrib V34 -0.18474330415700488
#> Attrib V35 0.625710536301414
#> Attrib V36 -0.7277602485542005
#> Attrib V37 -0.3326215463561905
#> Attrib V38 0.3562702590507868
#> Attrib V39 -0.08653921298782419
#> Attrib V4 0.2207396441578401
#> Attrib V40 0.056131191574818516
#> Attrib V41 0.3067560244930767
#> Attrib V42 -0.10204750146105042
#> Attrib V43 0.2045684523671513
#> Attrib V44 0.14160787780622286
#> Attrib V45 0.5785384434710455
#> Attrib V46 0.8735604323061404
#> Attrib V47 0.3804971461006656
#> Attrib V48 0.6216901663667881
#> Attrib V49 0.5427261217168194
#> Attrib V5 0.29829905316850913
#> Attrib V50 -0.41947527967745796
#> Attrib V51 -0.4766109484103667
#> Attrib V52 0.19570702337903167
#> Attrib V53 0.6792567570493796
#> Attrib V54 0.5868757530761893
#> Attrib V55 -0.8054854179367658
#> Attrib V56 -0.4279547070012429
#> Attrib V57 0.09284588806792858
#> Attrib V58 -0.18236093107911974
#> Attrib V59 0.02328667108707504
#> Attrib V6 -0.2534106306753291
#> Attrib V60 -0.0949011691486495
#> Attrib V7 -0.024326453645325936
#> Attrib V8 -0.5929078840996671
#> Attrib V9 0.7893688900375719
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.22207698192827363
#> Attrib V1 -0.06275334557794762
#> Attrib V10 -0.03402422142537843
#> Attrib V11 -0.17960362763818205
#> Attrib V12 -0.29342239839970824
#> Attrib V13 0.021677828797983103
#> Attrib V14 0.00284731842582892
#> Attrib V15 -0.13341056399777868
#> Attrib V16 0.04488459006337574
#> Attrib V17 0.13106558609583302
#> Attrib V18 0.07843040046670037
#> Attrib V19 -0.028075923993646727
#> Attrib V2 0.0024037701461841377
#> Attrib V20 0.01601124299629818
#> Attrib V21 0.060270404037972646
#> Attrib V22 0.0050415921771192335
#> Attrib V23 -0.037567886952068016
#> Attrib V24 -0.1427721221473721
#> Attrib V25 0.11969615594219744
#> Attrib V26 0.16885569620724736
#> Attrib V27 -0.1646351515324886
#> Attrib V28 -0.21916736193097178
#> Attrib V29 -0.13065081648619864
#> Attrib V3 0.03781512809775236
#> Attrib V30 -0.0524881492780725
#> Attrib V31 0.3143090165924842
#> Attrib V32 0.03390706606369407
#> Attrib V33 -0.0414633677911778
#> Attrib V34 0.10572323662464382
#> Attrib V35 -0.1665385195634357
#> Attrib V36 0.2658321199187917
#> Attrib V37 0.21717414014959702
#> Attrib V38 -0.10436781840074795
#> Attrib V39 0.044763747529784445
#> Attrib V4 -0.02158404329854114
#> Attrib V40 0.1024352257119861
#> Attrib V41 0.05581978229861911
#> Attrib V42 0.0865793118534121
#> Attrib V43 -0.04484374607100392
#> Attrib V44 -0.014741089750148982
#> Attrib V45 -0.22637248423531767
#> Attrib V46 -0.2281176319994103
#> Attrib V47 -0.060221987942212805
#> Attrib V48 -0.21344698098029777
#> Attrib V49 -0.15205521049202547
#> Attrib V5 0.059992946320559605
#> Attrib V50 0.17303496553816594
#> Attrib V51 0.13701733896717885
#> Attrib V52 -0.12849298024635142
#> Attrib V53 -0.2044795138636525
#> Attrib V54 -0.23012305994255228
#> Attrib V55 0.127150753752383
#> Attrib V56 0.05729376664247274
#> Attrib V57 0.0767027611019542
#> Attrib V58 -0.011868273030098183
#> Attrib V59 0.021138090574068843
#> Attrib V6 0.215432068326168
#> Attrib V60 0.11336969082433523
#> Attrib V7 0.09290479495639448
#> Attrib V8 0.11846506807277975
#> Attrib V9 -0.17426064889672377
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.21060659527527975
#> Attrib V1 0.5120795084900498
#> Attrib V10 -0.2866853306818235
#> Attrib V11 0.15973844469397225
#> Attrib V12 0.5388672235389972
#> Attrib V13 -0.03062332207467418
#> Attrib V14 0.27717991494423777
#> Attrib V15 0.5838054837958139
#> Attrib V16 0.048707894192415196
#> Attrib V17 -0.08098841713845215
#> Attrib V18 -0.00817678243943405
#> Attrib V19 0.09960050049226166
#> Attrib V2 0.12174302891876831
#> Attrib V20 0.208278027058885
#> Attrib V21 -9.766427571026523E-4
#> Attrib V22 -0.2482609352245129
#> Attrib V23 -0.17852455909551584
#> Attrib V24 0.23626082613375135
#> Attrib V25 -0.026937501710477114
#> Attrib V26 -0.5741424089567183
#> Attrib V27 -0.020526126989860588
#> Attrib V28 -0.2320975560532687
#> Attrib V29 -0.30859212858908336
#> Attrib V3 0.08252473853944114
#> Attrib V30 -0.256914241603814
#> Attrib V31 -0.7322528908255117
#> Attrib V32 -0.0792265993751237
#> Attrib V33 0.10483544039563504
#> Attrib V34 -0.02094746253664393
#> Attrib V35 0.4970382024292081
#> Attrib V36 -0.3453832437296517
#> Attrib V37 -0.2988772018287567
#> Attrib V38 0.4016616375647964
#> Attrib V39 0.294787273549495
#> Attrib V4 0.10912118605113717
#> Attrib V40 -0.028924623320314882
#> Attrib V41 -0.33119297483304116
#> Attrib V42 -0.25785468557730745
#> Attrib V43 0.05042991188135758
#> Attrib V44 0.0024013468025821006
#> Attrib V45 0.17287561049215433
#> Attrib V46 0.3022287999010494
#> Attrib V47 0.05449102381983106
#> Attrib V48 0.47003927127693823
#> Attrib V49 0.2592827838226867
#> Attrib V5 -0.11651148841049762
#> Attrib V50 -0.31552274715387907
#> Attrib V51 -0.3507384800451946
#> Attrib V52 0.16446277032201112
#> Attrib V53 0.5529177911250804
#> Attrib V54 0.7839328668173509
#> Attrib V55 -0.02250918735698665
#> Attrib V56 0.24104408169755576
#> Attrib V57 0.5387073025927518
#> Attrib V58 0.2187465243267745
#> Attrib V59 0.5841403687949849
#> Attrib V6 -0.4920887640601714
#> Attrib V60 0.2859422410802992
#> Attrib V7 -0.14483137609411326
#> Attrib V8 -0.5750354911685552
#> Attrib V9 -0.0019530859291904165
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.19347989575193164
#> Attrib V1 -0.0121416716417955
#> Attrib V10 7.32504204816694E-4
#> Attrib V11 -0.1472281914843402
#> Attrib V12 -0.13012454071924096
#> Attrib V13 -0.00940269212842252
#> Attrib V14 -0.010609825644968462
#> Attrib V15 0.0053235067591951065
#> Attrib V16 0.11274618903012418
#> Attrib V17 0.11799050481392316
#> Attrib V18 0.07963095099136504
#> Attrib V19 0.07822111825574657
#> Attrib V2 0.034323369969522614
#> Attrib V20 4.8638985649681856E-4
#> Attrib V21 0.013281714807077521
#> Attrib V22 0.09754465311463456
#> Attrib V23 -0.05679820516762123
#> Attrib V24 -0.12248886918081654
#> Attrib V25 0.03207975358352714
#> Attrib V26 0.1801546732813959
#> Attrib V27 -0.19764170987087418
#> Attrib V28 -0.17656654217654305
#> Attrib V29 -0.09180063867326241
#> Attrib V3 0.05671372282883265
#> Attrib V30 -0.04382932632003163
#> Attrib V31 0.25294296023376556
#> Attrib V32 0.03960405727689921
#> Attrib V33 0.00945034218432249
#> Attrib V34 0.13505858823038816
#> Attrib V35 -0.035603709948814045
#> Attrib V36 0.2105888679910119
#> Attrib V37 0.2054642903367036
#> Attrib V38 -0.05316703272823
#> Attrib V39 0.03552231070122941
#> Attrib V4 0.023701606515546474
#> Attrib V40 0.1227910558717197
#> Attrib V41 0.1060060714875816
#> Attrib V42 0.08109676707500717
#> Attrib V43 0.015889573876757844
#> Attrib V44 0.0059023915215067205
#> Attrib V45 -0.05259267635277147
#> Attrib V46 -0.05535048026533006
#> Attrib V47 0.03130580984603582
#> Attrib V48 -0.06546614999597938
#> Attrib V49 -0.06120560953130477
#> Attrib V5 0.1023006182065061
#> Attrib V50 0.22860972673030833
#> Attrib V51 0.1640194627552076
#> Attrib V52 -0.13004112090124725
#> Attrib V53 -0.055592335841817886
#> Attrib V54 -0.12882982851023445
#> Attrib V55 0.11100768862783668
#> Attrib V56 0.10716236805127624
#> Attrib V57 -0.004723660740021904
#> Attrib V58 0.0090280969569554
#> Attrib V59 0.01272728156626192
#> Attrib V6 0.17926176611813627
#> Attrib V60 0.08132998344686973
#> Attrib V7 0.021773683569880097
#> Attrib V8 0.10172600918321245
#> Attrib V9 -0.10047185048725359
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.05681546375917289
#> Attrib V1 0.35053942963408824
#> Attrib V10 -0.1734539355981506
#> Attrib V11 -0.03137527496999122
#> Attrib V12 0.1756036972279264
#> Attrib V13 0.007906343295549238
#> Attrib V14 0.18359352105086013
#> Attrib V15 0.34839900223249903
#> Attrib V16 0.16344332136268647
#> Attrib V17 0.05019500201986126
#> Attrib V18 0.08311063180189424
#> Attrib V19 0.09620913174204426
#> Attrib V2 0.08678509463174365
#> Attrib V20 0.14569203032557895
#> Attrib V21 0.009455199292504489
#> Attrib V22 -0.19795407838319612
#> Attrib V23 -0.24669351692402952
#> Attrib V24 0.06704997478460002
#> Attrib V25 -0.09522304122656618
#> Attrib V26 -0.4807691016677568
#> Attrib V27 -0.2084953912539994
#> Attrib V28 -0.23354893819573122
#> Attrib V29 -0.22781901594035567
#> Attrib V3 0.17372708600892942
#> Attrib V30 -0.23376550347768582
#> Attrib V31 -0.44504420955354357
#> Attrib V32 -0.026334381237589213
#> Attrib V33 0.04203461594039298
#> Attrib V34 0.09622506669430494
#> Attrib V35 0.3057851244114143
#> Attrib V36 -0.09395250127531939
#> Attrib V37 -0.11594336285452188
#> Attrib V38 0.2355842202226397
#> Attrib V39 0.16807497506839483
#> Attrib V4 0.13774162034908843
#> Attrib V40 -0.04573678566243581
#> Attrib V41 -0.18238742586492013
#> Attrib V42 -0.08702997132940526
#> Attrib V43 0.002107944355646239
#> Attrib V44 -0.04767528281885736
#> Attrib V45 0.12074330840641385
#> Attrib V46 0.14566371830894811
#> Attrib V47 4.1410739253749506E-4
#> Attrib V48 0.1606092943246812
#> Attrib V49 0.05004205378376482
#> Attrib V5 -0.03827131906093308
#> Attrib V50 -0.07378928933974846
#> Attrib V51 -0.09421854738380095
#> Attrib V52 0.08891396660073156
#> Attrib V53 0.36682024767807225
#> Attrib V54 0.3771346748560135
#> Attrib V55 0.09284981841015556
#> Attrib V56 0.2477742554869634
#> Attrib V57 0.40525977780399347
#> Attrib V58 0.2669169914945631
#> Attrib V59 0.3640377186813508
#> Attrib V6 -0.1942262332099404
#> Attrib V60 0.29038108101409094
#> Attrib V7 -0.03247661680867884
#> Attrib V8 -0.26326585206854325
#> Attrib V9 0.019105056787788198
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.06803757142128905
#> Attrib V1 0.23517535487920488
#> Attrib V10 0.0555417441086223
#> Attrib V11 0.07531107411450565
#> Attrib V12 0.09157403001418855
#> Attrib V13 -0.042874857012722534
#> Attrib V14 0.052349979036669304
#> Attrib V15 0.1681420606737818
#> Attrib V16 0.004592211003364633
#> Attrib V17 -0.046479285774619496
#> Attrib V18 -0.0508730703608943
#> Attrib V19 -0.021995335091740766
#> Attrib V2 0.16328871049727675
#> Attrib V20 -0.004750621798548946
#> Attrib V21 -0.07723577854668545
#> Attrib V22 -0.08337176808708979
#> Attrib V23 -0.12663273530495295
#> Attrib V24 0.008577720102238005
#> Attrib V25 -0.0875345551237633
#> Attrib V26 -0.20281735962069092
#> Attrib V27 0.0077034339070415824
#> Attrib V28 -0.0257466785036607
#> Attrib V29 -0.07412778912771266
#> Attrib V3 0.11668269067140362
#> Attrib V30 -0.0011328898150575347
#> Attrib V31 -0.1231871228888029
#> Attrib V32 0.01720835942530956
#> Attrib V33 0.15005352845371958
#> Attrib V34 0.06465660896288926
#> Attrib V35 0.2612333240217381
#> Attrib V36 0.0046482217874982
#> Attrib V37 9.684831111019487E-4
#> Attrib V38 0.20771702043168855
#> Attrib V39 0.11601544728521886
#> Attrib V4 0.13906023343239873
#> Attrib V40 -0.020897431442489473
#> Attrib V41 -0.025513608964930833
#> Attrib V42 -0.05443423760888975
#> Attrib V43 0.07731579322971822
#> Attrib V44 0.08501405596204273
#> Attrib V45 0.15447783147083455
#> Attrib V46 0.09073468966818236
#> Attrib V47 0.0024594161042348637
#> Attrib V48 0.1729997981991633
#> Attrib V49 0.06836083497922403
#> Attrib V5 0.06138524781240141
#> Attrib V50 0.006863069137566219
#> Attrib V51 -0.040907672018525965
#> Attrib V52 0.020374225433414613
#> Attrib V53 0.13055477957373043
#> Attrib V54 0.14164104446685358
#> Attrib V55 0.024450779283097836
#> Attrib V56 0.1033203235197658
#> Attrib V57 0.2488181539491847
#> Attrib V58 0.05577075913919626
#> Attrib V59 0.12103532542590496
#> Attrib V6 -0.03383678085394235
#> Attrib V60 0.1642194583236104
#> Attrib V7 -0.01273069984176358
#> Attrib V8 -0.052930251264209825
#> Attrib V9 0.11365162044712372
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.3036706204334685
#> Attrib V1 -0.015317417752957885
#> Attrib V10 0.40658146107119536
#> Attrib V11 -0.25754339793158326
#> Attrib V12 -0.9526344974242272
#> Attrib V13 -0.32720178077412276
#> Attrib V14 -0.1185132058224498
#> Attrib V15 -0.4739828130533808
#> Attrib V16 0.3014427323632481
#> Attrib V17 0.5267219736983539
#> Attrib V18 0.09698688162584275
#> Attrib V19 -0.4474772643125891
#> Attrib V2 0.026499462471260445
#> Attrib V20 -0.019059297448992842
#> Attrib V21 0.08682936644868752
#> Attrib V22 -0.25059519637424793
#> Attrib V23 -0.7667843221214398
#> Attrib V24 -0.9707136011858043
#> Attrib V25 0.2734873050298108
#> Attrib V26 1.1104264743843821
#> Attrib V27 -0.8989643856341355
#> Attrib V28 -0.9288738956522491
#> Attrib V29 -0.5192259074692324
#> Attrib V3 -0.2656933048002609
#> Attrib V30 0.06181056547420285
#> Attrib V31 1.4947831547887929
#> Attrib V32 -0.028026889307479146
#> Attrib V33 -0.3055307363417206
#> Attrib V34 0.5052084652836379
#> Attrib V35 -0.5157924711957855
#> Attrib V36 1.6773095058190348
#> Attrib V37 1.1780244286902373
#> Attrib V38 -0.08318088171562232
#> Attrib V39 0.03520876452350959
#> Attrib V4 -0.524096136575147
#> Attrib V40 -0.13605123054866253
#> Attrib V41 -0.553431261345629
#> Attrib V42 -0.4065706299106448
#> Attrib V43 -0.5276044389016639
#> Attrib V44 -0.11974055551306911
#> Attrib V45 -0.32542896498529944
#> Attrib V46 -0.8064657440371765
#> Attrib V47 -0.23830928715594907
#> Attrib V48 -0.4430218259150936
#> Attrib V49 -0.5501086013786334
#> Attrib V5 -0.27942353592256985
#> Attrib V50 1.1167962313616338
#> Attrib V51 0.7105644612243981
#> Attrib V52 -0.29627813943951803
#> Attrib V53 -1.44969417292165
#> Attrib V54 -1.3358885639841236
#> Attrib V55 0.5419109103270892
#> Attrib V56 0.11830659930697143
#> Attrib V57 0.35770685131689645
#> Attrib V58 -0.3282381367657474
#> Attrib V59 -0.4218014627784007
#> Attrib V6 0.5432106113207601
#> Attrib V60 0.07384806262333593
#> Attrib V7 0.3619677566857135
#> Attrib V8 0.935544143267164
#> Attrib V9 -0.30868476120227245
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.49434492573095923
#> Attrib V1 0.5104136635724054
#> Attrib V10 0.6639766072533139
#> Attrib V11 0.8543492875982011
#> Attrib V12 1.165097593750397
#> Attrib V13 0.12931731968891302
#> Attrib V14 -0.2999277420280099
#> Attrib V15 -0.06354539093889039
#> Attrib V16 -0.5822535259473474
#> Attrib V17 -0.7628638239650102
#> Attrib V18 -0.6605901395133926
#> Attrib V19 -0.27625446049228847
#> Attrib V2 0.13882167170455462
#> Attrib V20 -0.32294394799750925
#> Attrib V21 -0.1792797845739182
#> Attrib V22 0.252484451788282
#> Attrib V23 0.4772144072852301
#> Attrib V24 0.6350368940326174
#> Attrib V25 0.10404067776142188
#> Attrib V26 0.06832166324643427
#> Attrib V27 1.4507794557774643
#> Attrib V28 1.1454960270435726
#> Attrib V29 0.46542373765989925
#> Attrib V3 0.1611700108026817
#> Attrib V30 0.1578099518277773
#> Attrib V31 -0.9541133457809863
#> Attrib V32 -0.08300212901957359
#> Attrib V33 0.31922014811338206
#> Attrib V34 -0.1678735464045688
#> Attrib V35 0.633190550694995
#> Attrib V36 -0.8285893372096167
#> Attrib V37 -0.25356728528356576
#> Attrib V38 0.268655535288481
#> Attrib V39 -0.04627458918637681
#> Attrib V4 0.28462579290732876
#> Attrib V40 0.09721062400157496
#> Attrib V41 0.5178429468614456
#> Attrib V42 -0.08518287354717244
#> Attrib V43 0.1401369151076185
#> Attrib V44 -0.0055086822547861635
#> Attrib V45 0.42349888030585153
#> Attrib V46 0.8722937312666311
#> Attrib V47 0.4993460835347101
#> Attrib V48 0.7228970143395975
#> Attrib V49 0.7262644715608816
#> Attrib V5 0.6384294691982976
#> Attrib V50 -0.3169241473980763
#> Attrib V51 -0.1889306824516864
#> Attrib V52 0.39336004080559
#> Attrib V53 0.8689661261039777
#> Attrib V54 0.7502439642047334
#> Attrib V55 -0.6532648637429702
#> Attrib V56 -0.5728107156004278
#> Attrib V57 0.25318405264776767
#> Attrib V58 -0.1919976887518954
#> Attrib V59 -0.007725419319942382
#> Attrib V6 0.030841095899484083
#> Attrib V60 -0.02362369557129575
#> Attrib V7 -0.05058508126184503
#> Attrib V8 -0.8088511577636386
#> Attrib V9 0.9611109173083981
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.04320972675997081
#> Attrib V1 0.5217288102887283
#> Attrib V10 -0.3796922988335318
#> Attrib V11 -0.12357204752908443
#> Attrib V12 0.25533975234059625
#> Attrib V13 -0.028572669693436338
#> Attrib V14 0.3432052323501353
#> Attrib V15 0.5786616350569636
#> Attrib V16 0.08954941681287269
#> Attrib V17 -0.0726255751388527
#> Attrib V18 0.09991813660363953
#> Attrib V19 0.2687468475358171
#> Attrib V2 0.17397240103066958
#> Attrib V20 0.41108259629428995
#> Attrib V21 0.29965087435794185
#> Attrib V22 0.005347314091158274
#> Attrib V23 -0.048436473131003195
#> Attrib V24 0.23503653516838285
#> Attrib V25 -0.1851581659873667
#> Attrib V26 -0.776751823602593
#> Attrib V27 -0.07077856074132996
#> Attrib V28 -0.12956156994816995
#> Attrib V29 -0.035104956724422716
#> Attrib V3 0.16135282995425657
#> Attrib V30 -0.22776939344498837
#> Attrib V31 -0.9167878049235714
#> Attrib V32 -0.26406676371221854
#> Attrib V33 -0.03929302324496142
#> Attrib V34 -0.1729335499936197
#> Attrib V35 0.3823774307411274
#> Attrib V36 -0.2597297121092234
#> Attrib V37 -0.26446241543470056
#> Attrib V38 0.44972273161061793
#> Attrib V39 0.28997681856382307
#> Attrib V4 0.15427593142372203
#> Attrib V40 0.019103652573992397
#> Attrib V41 -0.21888513937377407
#> Attrib V42 -0.14424517177485766
#> Attrib V43 0.13314095770714995
#> Attrib V44 0.05949320557882103
#> Attrib V45 0.2035967498656846
#> Attrib V46 0.2533179504827923
#> Attrib V47 0.008166311254321481
#> Attrib V48 0.2865774451543536
#> Attrib V49 0.1400137538663791
#> Attrib V5 -0.09038076225057254
#> Attrib V50 -0.32270098892873883
#> Attrib V51 -0.23744505406556718
#> Attrib V52 0.15021798664448963
#> Attrib V53 0.607638283300796
#> Attrib V54 0.7086820404031833
#> Attrib V55 -0.0820335799555191
#> Attrib V56 0.2923571535384836
#> Attrib V57 0.2820355430900497
#> Attrib V58 0.22900008948034614
#> Attrib V59 0.6298647508612915
#> Attrib V6 -0.44173379906995636
#> Attrib V60 0.37504145393386107
#> Attrib V7 -0.07727191367297374
#> Attrib V8 -0.5609158273629269
#> Attrib V9 -0.06888657878440818
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.04910314444195741
#> Attrib V1 -0.07332553743934425
#> Attrib V10 0.35945917539466843
#> Attrib V11 -0.19884214859342172
#> Attrib V12 -0.6592260039846377
#> Attrib V13 -0.24114225263359654
#> Attrib V14 -0.0593167672845762
#> Attrib V15 -0.30890601978923715
#> Attrib V16 0.29193457220455094
#> Attrib V17 0.5422032340845524
#> Attrib V18 0.0954753381919814
#> Attrib V19 -0.39980995999123853
#> Attrib V2 -0.05513938695429366
#> Attrib V20 -0.13487674399407742
#> Attrib V21 -0.0768387704509572
#> Attrib V22 -0.3128165328725671
#> Attrib V23 -0.658133449926507
#> Attrib V24 -0.8212821758286738
#> Attrib V25 0.21679953113533848
#> Attrib V26 1.0208131011406174
#> Attrib V27 -0.612876938482051
#> Attrib V28 -0.6589404476961801
#> Attrib V29 -0.3394807187685504
#> Attrib V3 -0.3503146525276797
#> Attrib V30 0.11615965551675099
#> Attrib V31 1.3005811116896824
#> Attrib V32 -0.059501561279770694
#> Attrib V33 -0.3081233990011544
#> Attrib V34 0.4546409701388318
#> Attrib V35 -0.22510511140449596
#> Attrib V36 1.6365241870686313
#> Attrib V37 1.3343810954717814
#> Attrib V38 0.007434426165713834
#> Attrib V39 -0.06217996628167669
#> Attrib V4 -0.40027510626572055
#> Attrib V40 -0.14026646068103518
#> Attrib V41 -0.4471922464967204
#> Attrib V42 -0.48074017084648585
#> Attrib V43 -0.4004795484733646
#> Attrib V44 -0.029632232404399654
#> Attrib V45 -0.1563650569686172
#> Attrib V46 -0.6437961761065095
#> Attrib V47 -0.2722263706107107
#> Attrib V48 -0.36636254676196933
#> Attrib V49 -0.5272594912729257
#> Attrib V5 -0.19196080933480847
#> Attrib V50 1.0121152338011794
#> Attrib V51 0.5445619142551154
#> Attrib V52 -0.18060426819788006
#> Attrib V53 -1.2777106708144246
#> Attrib V54 -1.121660077851497
#> Attrib V55 0.2895314137110071
#> Attrib V56 -0.025457824298718183
#> Attrib V57 0.42215813076310926
#> Attrib V58 -0.3856484482386397
#> Attrib V59 -0.4508428278046431
#> Attrib V6 0.5109717123370751
#> Attrib V60 0.08166995064585308
#> Attrib V7 0.35936236768585467
#> Attrib V8 0.6966762357765784
#> Attrib V9 -0.2094822130857815
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.012974403142723483
#> Attrib V1 0.5072868328017925
#> Attrib V10 -0.34400395799824024
#> Attrib V11 -0.0943163107979416
#> Attrib V12 0.20103209740425754
#> Attrib V13 -0.0693400949173601
#> Attrib V14 0.3241259150012863
#> Attrib V15 0.5170115551061286
#> Attrib V16 0.2569115853345157
#> Attrib V17 0.07670259451037659
#> Attrib V18 0.09218170990803648
#> Attrib V19 0.1229115433421143
#> Attrib V2 0.18902374094403476
#> Attrib V20 0.2834469766483823
#> Attrib V21 0.07475851609685201
#> Attrib V22 -0.23534092157782419
#> Attrib V23 -0.26954527664007644
#> Attrib V24 0.17092762284652288
#> Attrib V25 -0.12330380524531294
#> Attrib V26 -0.6671276992795254
#> Attrib V27 -0.3761563652307595
#> Attrib V28 -0.4909622320950787
#> Attrib V29 -0.33818632398959164
#> Attrib V3 0.16488249581599454
#> Attrib V30 -0.3520456145586417
#> Attrib V31 -0.5364844769485732
#> Attrib V32 -0.11584985909392669
#> Attrib V33 -0.026920938277519037
#> Attrib V34 0.035713786948868065
#> Attrib V35 0.387501960181752
#> Attrib V36 -0.11759023548828944
#> Attrib V37 -0.19319697111519912
#> Attrib V38 0.26638453030203907
#> Attrib V39 0.1923163569918888
#> Attrib V4 0.13047139635461108
#> Attrib V40 -0.0019948518888271267
#> Attrib V41 -0.3146906540413143
#> Attrib V42 -0.17246520822488368
#> Attrib V43 0.08482415697051562
#> Attrib V44 -0.04674834015633388
#> Attrib V45 0.04785741660156525
#> Attrib V46 0.169553768327048
#> Attrib V47 -0.04687506231430429
#> Attrib V48 0.25596393908205123
#> Attrib V49 0.08386348260805963
#> Attrib V5 -0.0876246018113213
#> Attrib V50 -0.17149707522843913
#> Attrib V51 -0.1953989568432363
#> Attrib V52 0.09664391379194578
#> Attrib V53 0.4202676626238026
#> Attrib V54 0.5906018639352716
#> Attrib V55 0.15220485305116419
#> Attrib V56 0.39949908725258293
#> Attrib V57 0.5336913261161346
#> Attrib V58 0.34795040844987596
#> Attrib V59 0.6008908278058527
#> Attrib V6 -0.29124327958465684
#> Attrib V60 0.41759345348019006
#> Attrib V7 -0.06355211101542907
#> Attrib V8 -0.4052245575759013
#> Attrib V9 -0.10704367150139989
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold -0.010698292274217801
#> Attrib V1 0.4412349030487582
#> Attrib V10 -0.3287872780380652
#> Attrib V11 -0.05595324490360626
#> Attrib V12 0.21237769424165928
#> Attrib V13 -0.0038509679117052797
#> Attrib V14 0.26893758952772034
#> Attrib V15 0.43110964045779127
#> Attrib V16 0.11124236971664395
#> Attrib V17 0.08872234638129088
#> Attrib V18 0.11051961024350429
#> Attrib V19 0.14755962329044323
#> Attrib V2 0.1324504852143901
#> Attrib V20 0.24878368990061375
#> Attrib V21 0.07409642854171924
#> Attrib V22 -0.15201116524624445
#> Attrib V23 -0.16018129611085014
#> Attrib V24 0.0786983212037933
#> Attrib V25 -0.10514424677118928
#> Attrib V26 -0.5287208414536894
#> Attrib V27 -0.30702387169155665
#> Attrib V28 -0.36940010873681306
#> Attrib V29 -0.2832597000746828
#> Attrib V3 0.21661619315765615
#> Attrib V30 -0.27533542683342715
#> Attrib V31 -0.5416297468804189
#> Attrib V32 -0.12047051577711401
#> Attrib V33 0.004227047015135324
#> Attrib V34 0.012003126744759986
#> Attrib V35 0.40674563146339876
#> Attrib V36 -0.05879798714789433
#> Attrib V37 -0.07842218299999874
#> Attrib V38 0.28594330399056545
#> Attrib V39 0.196376935481307
#> Attrib V4 0.1886193381879408
#> Attrib V40 -0.0594254882860787
#> Attrib V41 -0.24518115245892294
#> Attrib V42 -0.15638855491483297
#> Attrib V43 0.06959935667745665
#> Attrib V44 -0.025485737205185613
#> Attrib V45 0.12973202517018276
#> Attrib V46 0.14242962918531338
#> Attrib V47 0.023864849713835894
#> Attrib V48 0.13233183170026408
#> Attrib V49 0.06491655490732295
#> Attrib V5 -0.05794399056800809
#> Attrib V50 -0.1785129180499314
#> Attrib V51 -0.1949371630134403
#> Attrib V52 0.10233047896018581
#> Attrib V53 0.42023114226320785
#> Attrib V54 0.4707065733423415
#> Attrib V55 0.08794951607353342
#> Attrib V56 0.33557651026810087
#> Attrib V57 0.35910831856103437
#> Attrib V58 0.23865677952324063
#> Attrib V59 0.5294987262053603
#> Attrib V6 -0.25519718829791915
#> Attrib V60 0.3050453109022912
#> Attrib V7 -0.06698487471332167
#> Attrib V8 -0.33806150982928457
#> Attrib V9 -0.07325927548309873
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.14197945678655688
#> Attrib V1 0.12437711241421016
#> Attrib V10 0.013320114171341662
#> Attrib V11 -0.007588482361120679
#> Attrib V12 0.014356844556555986
#> Attrib V13 -0.017020247672839987
#> Attrib V14 0.035487409781808484
#> Attrib V15 0.07222769147213308
#> Attrib V16 0.008852285327761349
#> Attrib V17 0.055385855868418064
#> Attrib V18 -0.006117911692960836
#> Attrib V19 -0.01708262455246309
#> Attrib V2 0.08222106316894713
#> Attrib V20 -0.0026365272677138863
#> Attrib V21 -0.01889762706995553
#> Attrib V22 -0.07018511326153926
#> Attrib V23 -0.03228279930567183
#> Attrib V24 -0.08754802314018523
#> Attrib V25 -0.06025793986944045
#> Attrib V26 -0.06128741944888654
#> Attrib V27 -0.09979725390819781
#> Attrib V28 -0.05700082969471632
#> Attrib V29 -0.061544624423380614
#> Attrib V3 0.09381503887932269
#> Attrib V30 -0.016339411266942657
#> Attrib V31 -0.029792098716148314
#> Attrib V32 0.08585623812676053
#> Attrib V33 0.0412287621027918
#> Attrib V34 0.07385547679780698
#> Attrib V35 0.1195994992870613
#> Attrib V36 0.1195223710949868
#> Attrib V37 0.05432973540828842
#> Attrib V38 0.08572808986481487
#> Attrib V39 0.07098995142346078
#> Attrib V4 0.15159387876576835
#> Attrib V40 0.10977716241696507
#> Attrib V41 0.0851277830369184
#> Attrib V42 0.018167640144361896
#> Attrib V43 0.11106303946954948
#> Attrib V44 0.059923396154749044
#> Attrib V45 0.01864300873124093
#> Attrib V46 0.07355953345821288
#> Attrib V47 0.0919325239626644
#> Attrib V48 0.06047474091048116
#> Attrib V49 0.03191546147146181
#> Attrib V5 0.06823195502595847
#> Attrib V50 0.10730005697439511
#> Attrib V51 0.06469317264341011
#> Attrib V52 0.049275437476187685
#> Attrib V53 0.04213271682942135
#> Attrib V54 0.02583166163397758
#> Attrib V55 0.03849942574826684
#> Attrib V56 0.10763197301767957
#> Attrib V57 0.14241428463746683
#> Attrib V58 0.08660690088373567
#> Attrib V59 0.10572924868463743
#> Attrib V6 0.09503971085746936
#> Attrib V60 0.10388452362575491
#> Attrib V7 0.03167314203522402
#> Attrib V8 0.034773430220121186
#> Attrib V9 0.1131694541752612
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.10505094007171592
#> Attrib V1 0.06278311479945811
#> Attrib V10 1.0261584469784761
#> Attrib V11 0.9807160471434438
#> Attrib V12 0.7443222720361706
#> Attrib V13 0.24656437434091513
#> Attrib V14 -0.32680770593693587
#> Attrib V15 -0.23648630092094694
#> Attrib V16 -0.4909175458617999
#> Attrib V17 -0.730726289503001
#> Attrib V18 -0.24781566473214417
#> Attrib V19 0.35663850753090526
#> Attrib V2 0.30412964587257624
#> Attrib V20 0.08886303794558882
#> Attrib V21 0.4253482747154276
#> Attrib V22 1.1438904526342946
#> Attrib V23 1.3562351541536701
#> Attrib V24 0.5547767296695446
#> Attrib V25 -0.5320543020434136
#> Attrib V26 -0.27944788559393374
#> Attrib V27 2.036665030776521
#> Attrib V28 2.3438448247159993
#> Attrib V29 1.5616615502809699
#> Attrib V3 0.3024879476845466
#> Attrib V30 0.48149153407818984
#> Attrib V31 -1.5297897163430527
#> Attrib V32 0.05047464636192122
#> Attrib V33 0.17642680839620759
#> Attrib V34 -0.710513221976131
#> Attrib V35 0.3314661066254403
#> Attrib V36 -1.2013428838112326
#> Attrib V37 -0.28813180439780167
#> Attrib V38 0.03379477783210543
#> Attrib V39 -0.10436118812111449
#> Attrib V4 0.5650931603021342
#> Attrib V40 0.2657179571317924
#> Attrib V41 1.1981139337409772
#> Attrib V42 0.33034124436344414
#> Attrib V43 0.2939353747902953
#> Attrib V44 0.6036251821979132
#> Attrib V45 0.7009253086320638
#> Attrib V46 1.2573453216733554
#> Attrib V47 0.844258122268009
#> Attrib V48 0.6025449753051546
#> Attrib V49 0.9589331416972381
#> Attrib V5 0.9176081908345799
#> Attrib V50 -0.2505502158068245
#> Attrib V51 0.04537646098067011
#> Attrib V52 0.9208094838154843
#> Attrib V53 1.3107906722777862
#> Attrib V54 0.6522989911819324
#> Attrib V55 -1.3556043934918005
#> Attrib V56 -0.6283971192903782
#> Attrib V57 -0.6969929795123725
#> Attrib V58 -0.3673331770373176
#> Attrib V59 -0.7214119033731697
#> Attrib V6 0.18978597846316086
#> Attrib V60 -0.36943639144638013
#> Attrib V7 -0.17567265440667038
#> Attrib V8 -0.8416053452426656
#> Attrib V9 1.431792763537686
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.28422425466094214
#> Attrib V1 -0.06954320862675994
#> Attrib V10 -0.04047168968975394
#> Attrib V11 -0.2768358991959074
#> Attrib V12 -0.39214896787148434
#> Attrib V13 -0.07725970968069706
#> Attrib V14 0.052795244590148414
#> Attrib V15 -0.1888618521103
#> Attrib V16 0.11275827323520578
#> Attrib V17 0.23948624441754054
#> Attrib V18 0.06688314463617338
#> Attrib V19 -0.024486831633192242
#> Attrib V2 0.032469031107730535
#> Attrib V20 -0.0420308698677301
#> Attrib V21 0.011009343968561474
#> Attrib V22 -0.03826635422296135
#> Attrib V23 -0.1934343843378885
#> Attrib V24 -0.296931884097971
#> Attrib V25 0.18936700531256917
#> Attrib V26 0.3720543525097724
#> Attrib V27 -0.30177577165111064
#> Attrib V28 -0.2627277817851977
#> Attrib V29 -0.16879217747687103
#> Attrib V3 -0.08483924961623171
#> Attrib V30 -0.09034020628066121
#> Attrib V31 0.5460721983937201
#> Attrib V32 -0.038069446962005565
#> Attrib V33 -0.13436876455452093
#> Attrib V34 0.0499286701971242
#> Attrib V35 -0.28226787375042056
#> Attrib V36 0.5301340726183872
#> Attrib V37 0.3931256981869139
#> Attrib V38 -0.1497645424275078
#> Attrib V39 0.0029005363247463084
#> Attrib V4 -0.06947122032988526
#> Attrib V40 0.0027691734075032614
#> Attrib V41 -0.0914189386107952
#> Attrib V42 0.029916746935955387
#> Attrib V43 -0.10648760895274435
#> Attrib V44 -0.07916418215002242
#> Attrib V45 -0.31910512337896146
#> Attrib V46 -0.4472398935380249
#> Attrib V47 -0.16319458678614626
#> Attrib V48 -0.22917221728181938
#> Attrib V49 -0.29888869715004723
#> Attrib V5 -0.08097802947864496
#> Attrib V50 0.3913817878189558
#> Attrib V51 0.2694573042189683
#> Attrib V52 -0.11759667600890251
#> Attrib V53 -0.3923876453554201
#> Attrib V54 -0.3816529503104509
#> Attrib V55 0.2322856622956167
#> Attrib V56 0.1290610979142115
#> Attrib V57 0.13411397026301555
#> Attrib V58 -0.049625238826786135
#> Attrib V59 -0.018709287078276075
#> Attrib V6 0.2554704834989931
#> Attrib V60 0.1820665894030567
#> Attrib V7 0.01764256477698989
#> Attrib V8 0.21748620714918543
#> Attrib V9 -0.3328624841951101
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.1823833499950863
#> Attrib V1 0.52206812651707
#> Attrib V10 -0.29445662687262
#> Attrib V11 0.0508217499435175
#> Attrib V12 0.4084154615595397
#> Attrib V13 0.010760829760868
#> Attrib V14 0.2565079530840363
#> Attrib V15 0.520718966601374
#> Attrib V16 0.07272468148717885
#> Attrib V17 -0.0947905150225206
#> Attrib V18 0.07193997229318765
#> Attrib V19 0.14377763354010534
#> Attrib V2 0.14095032592035228
#> Attrib V20 0.21291802392037545
#> Attrib V21 0.08955060305157768
#> Attrib V22 -0.1795304057878827
#> Attrib V23 -0.21600321770604097
#> Attrib V24 0.24433046061199667
#> Attrib V25 -0.0634370434525785
#> Attrib V26 -0.5297294673427795
#> Attrib V27 -0.060778815722971294
#> Attrib V28 -0.24425041071881315
#> Attrib V29 -0.22327174496339658
#> Attrib V3 0.13202089185430485
#> Attrib V30 -0.2810878984173619
#> Attrib V31 -0.7318381455390032
#> Attrib V32 -0.12470966108299336
#> Attrib V33 0.015553932816160028
#> Attrib V34 -0.0021860887275295515
#> Attrib V35 0.43323555658429425
#> Attrib V36 -0.25559233218746896
#> Attrib V37 -0.26065722279201375
#> Attrib V38 0.40145551342400837
#> Attrib V39 0.2843003018720819
#> Attrib V4 0.1235893704853929
#> Attrib V40 -0.07902317511401155
#> Attrib V41 -0.28636286295737795
#> Attrib V42 -0.19368470104864866
#> Attrib V43 0.024288981357820986
#> Attrib V44 0.00753912020478542
#> Attrib V45 0.2509701039138001
#> Attrib V46 0.23010722307518933
#> Attrib V47 0.016752677901231555
#> Attrib V48 0.37989907339312673
#> Attrib V49 0.14072965997250708
#> Attrib V5 -0.10015218401746807
#> Attrib V50 -0.22499218052526787
#> Attrib V51 -0.26919490793073897
#> Attrib V52 0.1456132342929203
#> Attrib V53 0.576417877258479
#> Attrib V54 0.7120425564317624
#> Attrib V55 0.009418648002834012
#> Attrib V56 0.1934151370186651
#> Attrib V57 0.4784344260816146
#> Attrib V58 0.21776514898885535
#> Attrib V59 0.5768273948365886
#> Attrib V6 -0.3944525472893725
#> Attrib V60 0.28987677006801815
#> Attrib V7 -0.1537857454147449
#> Attrib V8 -0.501527682998769
#> Attrib V9 -0.01957554676743025
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.2359849604144823
#> Attrib V1 -0.054257889868276676
#> Attrib V10 -0.04241231055205384
#> Attrib V11 -0.26759425428609646
#> Attrib V12 -0.46202021738376925
#> Attrib V13 -0.07806563455717298
#> Attrib V14 -0.012573095641082893
#> Attrib V15 -0.14320366603011553
#> Attrib V16 0.13929545580459263
#> Attrib V17 0.16489982948321114
#> Attrib V18 0.11768129055977873
#> Attrib V19 -0.13316442492076902
#> Attrib V2 -0.018205316008892143
#> Attrib V20 -0.08143424560963784
#> Attrib V21 0.006606090650553347
#> Attrib V22 -0.035383407431028524
#> Attrib V23 -0.2271563509925102
#> Attrib V24 -0.286892475495268
#> Attrib V25 0.1495372051253462
#> Attrib V26 0.3988507898396348
#> Attrib V27 -0.31339198251557215
#> Attrib V28 -0.31866285329520994
#> Attrib V29 -0.2014111020352819
#> Attrib V3 -0.043034663252701985
#> Attrib V30 -0.09418554521363427
#> Attrib V31 0.5444576163065667
#> Attrib V32 0.03442573392637756
#> Attrib V33 -0.18999505838091477
#> Attrib V34 0.07722044927914717
#> Attrib V35 -0.2925629215897076
#> Attrib V36 0.5644384585468735
#> Attrib V37 0.36633605470708913
#> Attrib V38 -0.09605949022172013
#> Attrib V39 0.014042038535715609
#> Attrib V4 -0.059862957696787934
#> Attrib V40 0.0024685526415902893
#> Attrib V41 -0.06942347796455002
#> Attrib V42 -0.017189896696417052
#> Attrib V43 -0.11555234006991248
#> Attrib V44 -0.09992629068363812
#> Attrib V45 -0.29943686543512343
#> Attrib V46 -0.4497605633019039
#> Attrib V47 -0.19390517386843176
#> Attrib V48 -0.27720644680023754
#> Attrib V49 -0.3179500761156591
#> Attrib V5 -0.0850625341038
#> Attrib V50 0.4215329396611665
#> Attrib V51 0.2728910355776463
#> Attrib V52 -0.04054810301199806
#> Attrib V53 -0.4102228152966321
#> Attrib V54 -0.3516005210087833
#> Attrib V55 0.2109313917677497
#> Attrib V56 0.11778194774621224
#> Attrib V57 0.10760041012238263
#> Attrib V58 -0.046630686125607924
#> Attrib V59 -0.03164239863475476
#> Attrib V6 0.2406624635783342
#> Attrib V60 0.11376867480971815
#> Attrib V7 0.06935701895861691
#> Attrib V8 0.24524668191833726
#> Attrib V9 -0.25821488806938
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.058661304351703976
#> Attrib V1 0.4595151202287538
#> Attrib V10 -0.39882944642264795
#> Attrib V11 -0.005534752891979274
#> Attrib V12 0.33418701936535156
#> Attrib V13 -0.02948654507964689
#> Attrib V14 0.3598855171179889
#> Attrib V15 0.5720999230669779
#> Attrib V16 0.09672433293389811
#> Attrib V17 -0.0626494419604344
#> Attrib V18 0.05934447364451904
#> Attrib V19 0.1744134892908629
#> Attrib V2 0.14821586467009265
#> Attrib V20 0.38730240678804445
#> Attrib V21 0.2058947594749359
#> Attrib V22 -0.0652912808079055
#> Attrib V23 -0.1551654863221109
#> Attrib V24 0.2786378267330227
#> Attrib V25 -0.07572325137706531
#> Attrib V26 -0.7590496662874818
#> Attrib V27 -0.11397075697658057
#> Attrib V28 -0.19065523519154035
#> Attrib V29 -0.13339051583585176
#> Attrib V3 0.23130624409512843
#> Attrib V30 -0.3495769077035034
#> Attrib V31 -0.8654730407399057
#> Attrib V32 -0.17966790342818587
#> Attrib V33 -0.0055952071533491125
#> Attrib V34 -0.07805270061597838
#> Attrib V35 0.4381497157043019
#> Attrib V36 -0.29743280957975937
#> Attrib V37 -0.24965544433578207
#> Attrib V38 0.4432927058922632
#> Attrib V39 0.3362298503685886
#> Attrib V4 0.12931840850684387
#> Attrib V40 0.007902120524396296
#> Attrib V41 -0.24416092726227107
#> Attrib V42 -0.16589546440488626
#> Attrib V43 0.13584778550677676
#> Attrib V44 -0.04402616923218585
#> Attrib V45 0.24456440438986182
#> Attrib V46 0.2897497160157779
#> Attrib V47 0.07877051172439938
#> Attrib V48 0.2902066052276101
#> Attrib V49 0.12567471810059827
#> Attrib V5 -0.12488078947314446
#> Attrib V50 -0.29518288828609573
#> Attrib V51 -0.27571099658656256
#> Attrib V52 0.1500582482404384
#> Attrib V53 0.6080208797676923
#> Attrib V54 0.6520930144425313
#> Attrib V55 -0.03813625429789293
#> Attrib V56 0.30113893379760587
#> Attrib V57 0.4080226604167651
#> Attrib V58 0.17855215299917815
#> Attrib V59 0.5764867210079161
#> Attrib V6 -0.4146409239946385
#> Attrib V60 0.3562230124221217
#> Attrib V7 -0.13978748495986926
#> Attrib V8 -0.5032575702877622
#> Attrib V9 -0.05998143239929515
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.21686581345850142
#> Attrib V1 -0.04766254161641984
#> Attrib V10 0.03855540226554358
#> Attrib V11 -0.18356463815436627
#> Attrib V12 -0.29407966816565745
#> Attrib V13 0.024678109241643317
#> Attrib V14 0.028212967151405557
#> Attrib V15 -0.12253491661036754
#> Attrib V16 0.1483837703685849
#> Attrib V17 0.27682451431570926
#> Attrib V18 0.15370079314267587
#> Attrib V19 -0.038277697378725925
#> Attrib V2 0.0389655623533318
#> Attrib V20 -0.04352227909286441
#> Attrib V21 0.07050512091712206
#> Attrib V22 0.028007861544998236
#> Attrib V23 -0.16657057804444958
#> Attrib V24 -0.2840991854370384
#> Attrib V25 0.2027480981317602
#> Attrib V26 0.39611525286329813
#> Attrib V27 -0.2875537637515675
#> Attrib V28 -0.255638918482806
#> Attrib V29 -0.21572522274167935
#> Attrib V3 -0.0697652376323997
#> Attrib V30 -0.03593630929147741
#> Attrib V31 0.5788642854114506
#> Attrib V32 -0.009924791296986759
#> Attrib V33 -0.1271236957144963
#> Attrib V34 0.04557300627601262
#> Attrib V35 -0.27544459504020463
#> Attrib V36 0.3812485566235081
#> Attrib V37 0.31467846341623346
#> Attrib V38 -0.15470783980459718
#> Attrib V39 0.04935026483833117
#> Attrib V4 -0.05504760174129455
#> Attrib V40 0.07415582941490623
#> Attrib V41 -0.010841255355777442
#> Attrib V42 0.08865690811559283
#> Attrib V43 -0.09305356111196195
#> Attrib V44 -0.10855343728554769
#> Attrib V45 -0.2759843806675755
#> Attrib V46 -0.36581843243597933
#> Attrib V47 -0.13555045940651972
#> Attrib V48 -0.2035308734935844
#> Attrib V49 -0.25793787077902286
#> Attrib V5 -0.05183657770476175
#> Attrib V50 0.3083921231326079
#> Attrib V51 0.19377126418572826
#> Attrib V52 -0.16610625531975054
#> Attrib V53 -0.3287536020542355
#> Attrib V54 -0.30700221141148165
#> Attrib V55 0.18587240326823715
#> Attrib V56 0.1284972795110161
#> Attrib V57 0.08055386720760141
#> Attrib V58 -0.04737998514134193
#> Attrib V59 -0.007764298377465924
#> Attrib V6 0.20643828768302272
#> Attrib V60 0.10224936726157122
#> Attrib V7 -0.009653354262528295
#> Attrib V8 0.16632508263074922
#> Attrib V9 -0.2829116960046703
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.005561613632648877
#> Attrib V1 0.5072836780500971
#> Attrib V10 -0.42160477889167336
#> Attrib V11 -0.10474735164817398
#> Attrib V12 0.15259053192506236
#> Attrib V13 -0.031946080055887595
#> Attrib V14 0.3435620485503565
#> Attrib V15 0.5895444069887817
#> Attrib V16 0.19998730026758182
#> Attrib V17 0.08165887214566307
#> Attrib V18 0.12272171004822877
#> Attrib V19 0.15652555069335664
#> Attrib V2 0.2325205914804476
#> Attrib V20 0.34166985558540314
#> Attrib V21 0.0704597587051187
#> Attrib V22 -0.16725957248766518
#> Attrib V23 -0.1823619925278234
#> Attrib V24 0.1885680622043109
#> Attrib V25 -0.15659967671966143
#> Attrib V26 -0.6893118468134992
#> Attrib V27 -0.3879071923538979
#> Attrib V28 -0.4691313740014285
#> Attrib V29 -0.344439705520954
#> Attrib V3 0.17440150029309281
#> Attrib V30 -0.3593194434560933
#> Attrib V31 -0.6227369940923743
#> Attrib V32 -0.17719642404170885
#> Attrib V33 -0.006902190288674399
#> Attrib V34 0.039055260817907264
#> Attrib V35 0.4481694567996108
#> Attrib V36 -0.14854555226410693
#> Attrib V37 -0.18841305607144915
#> Attrib V38 0.3719843323653433
#> Attrib V39 0.22415412250543418
#> Attrib V4 0.15791471949542119
#> Attrib V40 -0.019037120013606905
#> Attrib V41 -0.3184991645501135
#> Attrib V42 -0.1673911415353392
#> Attrib V43 0.08663137026503659
#> Attrib V44 0.006273974619687108
#> Attrib V45 0.09302285760865428
#> Attrib V46 0.16528597167058115
#> Attrib V47 -0.0053754654659585385
#> Attrib V48 0.2265257349476579
#> Attrib V49 0.07216453963699518
#> Attrib V5 -0.14026965252595777
#> Attrib V50 -0.22650840702059757
#> Attrib V51 -0.2317836674268961
#> Attrib V52 0.09248414549242669
#> Attrib V53 0.5168410960550848
#> Attrib V54 0.6395420108705094
#> Attrib V55 0.12011182242009112
#> Attrib V56 0.35111430688929546
#> Attrib V57 0.4777470741004496
#> Attrib V58 0.2652787043080131
#> Attrib V59 0.6239099011527064
#> Attrib V6 -0.3425001896101459
#> Attrib V60 0.4076868705023734
#> Attrib V7 -0.07294844394579843
#> Attrib V8 -0.3775070331616831
#> Attrib V9 -0.10753279902661216
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.16656555346076168
#> Attrib V1 0.12517503825233012
#> Attrib V10 -0.0010050602309170141
#> Attrib V11 0.003851037865969349
#> Attrib V12 -0.027320436589787132
#> Attrib V13 -0.020041244522816106
#> Attrib V14 0.07205986209066856
#> Attrib V15 0.01637862873637105
#> Attrib V16 0.04817692947677125
#> Attrib V17 -0.006633312795018155
#> Attrib V18 0.07604932047625013
#> Attrib V19 -0.04079955013796041
#> Attrib V2 0.07188835254052854
#> Attrib V20 0.013570249708314159
#> Attrib V21 0.029945051545858397
#> Attrib V22 4.033790039798571E-4
#> Attrib V23 0.020374118849387585
#> Attrib V24 -0.04025053075347678
#> Attrib V25 -0.06328688662924388
#> Attrib V26 -0.06770955921848233
#> Attrib V27 -0.08620537598204991
#> Attrib V28 -0.0518067012079526
#> Attrib V29 -0.05346767013097061
#> Attrib V3 0.12484856429037343
#> Attrib V30 0.01933699507644758
#> Attrib V31 0.007982187310712199
#> Attrib V32 0.023338998385099695
#> Attrib V33 0.07649291314498884
#> Attrib V34 0.07961172335212861
#> Attrib V35 0.10656718097490843
#> Attrib V36 0.17106089902133412
#> Attrib V37 0.10963875214313161
#> Attrib V38 0.019212831239503635
#> Attrib V39 0.08114390091170035
#> Attrib V4 0.08522653627241186
#> Attrib V40 0.07580053182213689
#> Attrib V41 0.04916019493096138
#> Attrib V42 0.0906256750298091
#> Attrib V43 0.041407488126631
#> Attrib V44 0.113900718395187
#> Attrib V45 0.07406236870053519
#> Attrib V46 0.03800976244120001
#> Attrib V47 0.03363097069783281
#> Attrib V48 -0.015407103722226912
#> Attrib V49 0.06638592619919863
#> Attrib V5 0.12553595811224766
#> Attrib V50 0.05363614766905887
#> Attrib V51 0.06761477088872789
#> Attrib V52 0.01662366414503458
#> Attrib V53 0.04843484554334874
#> Attrib V54 -0.030110546923935663
#> Attrib V55 0.01505511928314705
#> Attrib V56 0.06707496227057066
#> Attrib V57 0.05321148400615247
#> Attrib V58 0.12709423528541586
#> Attrib V59 0.06679050907431296
#> Attrib V6 0.13851971769875515
#> Attrib V60 0.1081710104906442
#> Attrib V7 0.08486321132468544
#> Attrib V8 0.0984153888925454
#> Attrib V9 0.07861177259576213
#> 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
#> 0.2028986