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 -0.22266544619118217
#> Node 2 2.2530775853956357
#> Node 3 1.2016101241007
#> Node 4 0.458530889236026
#> Node 5 -2.637578688137091
#> Node 6 1.384460141636876
#> Node 7 2.858220010240138
#> Node 8 0.5390259888889629
#> Node 9 3.462140882391492
#> Node 10 -1.2542583022089657
#> Node 11 1.5080922305392472
#> Node 12 1.6561169865194636
#> Node 13 0.7191849566187015
#> Node 14 1.2893448245735626
#> Node 15 -2.4863774123419007
#> Node 16 0.48481706625808524
#> Node 17 -0.12502487239447072
#> Node 18 -0.353524084518175
#> Node 19 2.3382585267913614
#> Node 20 1.511455410881879
#> Node 21 -2.635252359411507
#> Node 22 0.842498531757678
#> Node 23 2.1727309714490586
#> Node 24 -1.6371989963736489
#> Node 25 3.448743890799523
#> Node 26 -0.006186391923293706
#> Node 27 1.8075724209763078
#> Node 28 -2.939342067389603
#> Node 29 1.2619159474838961
#> Node 30 0.035959991370523844
#> Node 31 1.671984048685422
#> Node 32 0.7932278619429356
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.2807593333884881
#> Node 2 -2.2895353783967036
#> Node 3 -1.1815497957090146
#> Node 4 -0.41850673305735503
#> Node 5 2.647536218208732
#> Node 6 -1.3580218006269031
#> Node 7 -2.8599541147699785
#> Node 8 -0.5740748872485643
#> Node 9 -3.46836699516222
#> Node 10 1.187080018023353
#> Node 11 -1.4666493827065044
#> Node 12 -1.7258749608905684
#> Node 13 -0.6641259793485342
#> Node 14 -1.2217120261742898
#> Node 15 2.4698930019626597
#> Node 16 -0.5040082380162506
#> Node 17 0.14626692908830397
#> Node 18 0.38118654632028287
#> Node 19 -2.346050937133887
#> Node 20 -1.4951739079767983
#> Node 21 2.6861639603841447
#> Node 22 -0.8959720310677128
#> Node 23 -2.2160944209179276
#> Node 24 1.6258672680553008
#> Node 25 -3.4480817641371444
#> Node 26 -0.08610618992288399
#> Node 27 -1.844097815599871
#> Node 28 2.8855251831985576
#> Node 29 -1.282765611476968
#> Node 30 0.03172181896410408
#> Node 31 -1.616843366895475
#> Node 32 -0.8085509614914985
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.36002676805032374
#> Attrib V1 -0.19152033351313924
#> Attrib V10 0.27201503837977486
#> Attrib V11 0.17381713630556628
#> Attrib V12 0.7351229161436955
#> Attrib V13 -0.46777392806668505
#> Attrib V14 -0.5547649175865925
#> Attrib V15 -0.7160905693276991
#> Attrib V16 -0.1689179240371422
#> Attrib V17 0.3603933018058466
#> Attrib V18 -7.28123807298094E-4
#> Attrib V19 0.3825870151242775
#> Attrib V2 -0.30796052182955136
#> Attrib V20 1.1718185894194657
#> Attrib V21 0.5125265872793136
#> Attrib V22 -0.2954569008583494
#> Attrib V23 0.4462305231743339
#> Attrib V24 0.8350762244927621
#> Attrib V25 -0.2713569197626125
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#> Attrib V27 -0.3875763116761143
#> Attrib V28 0.41770392720965777
#> Attrib V29 -0.5805101364235017
#> Attrib V3 0.08439481239199652
#> Attrib V30 0.34087464042631826
#> Attrib V31 -1.2923327059530765
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#> Attrib V42 0.8458242113505113
#> Attrib V43 0.2703377400940335
#> Attrib V44 0.21961747380049185
#> Attrib V45 0.5220102563574743
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#> Attrib V47 -0.18293205098790927
#> Attrib V48 0.25382025739325187
#> Attrib V49 0.3967829948082092
#> Attrib V5 0.7498977279517586
#> Attrib V50 -1.247116810320545
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#> Attrib V6 0.03604084694286762
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#> Attrib V7 -0.24173624629451518
#> Attrib V8 0.17723358486093072
#> Attrib V9 0.8073177008394502
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.09364406872566296
#> Attrib V1 0.061111656731337144
#> Attrib V10 -0.06772069596315039
#> Attrib V11 -0.061200634154502304
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#> Attrib V13 -0.25092279816629565
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#> Attrib V2 -0.010324565823595555
#> Attrib V20 0.5390950585576404
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#> Attrib V23 0.09829343740947441
#> Attrib V24 0.3172418764664982
#> Attrib V25 -0.16517494821830553
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#> Attrib V27 -0.4150255848342109
#> Attrib V28 -0.12729227410626248
#> Attrib V29 -0.5787352787631065
#> Attrib V3 0.11984725357716998
#> Attrib V30 -0.04042837627029689
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#> Attrib V33 0.1681449191878153
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#> Attrib V39 0.16619467729499537
#> Attrib V4 0.4181620862341175
#> Attrib V40 -0.19434312281979396
#> Attrib V41 0.033235896391724265
#> Attrib V42 0.4109059765630684
#> Attrib V43 0.13863083125521053
#> Attrib V44 0.09223217607426691
#> Attrib V45 0.1870781735975809
#> Attrib V46 0.06258950088084844
#> Attrib V47 -0.1494582818427505
#> Attrib V48 0.009694544856681959
#> Attrib V49 0.08209274905775991
#> Attrib V5 0.30093121582453397
#> Attrib V50 -0.46494077458499977
#> Attrib V51 -0.07008375952249181
#> Attrib V52 0.22653666598639224
#> Attrib V53 0.15361748708132633
#> Attrib V54 0.46217122761261026
#> Attrib V55 0.16286736571939478
#> Attrib V56 -0.030824510818958668
#> Attrib V57 0.3708078705830473
#> Attrib V58 0.12674764878792952
#> Attrib V59 0.4610223264972165
#> Attrib V6 -0.09665700187369776
#> Attrib V60 0.18062089866152053
#> Attrib V7 -0.18080905687981103
#> Attrib V8 0.05873136119907981
#> Attrib V9 0.1662480501108687
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.08996024087052415
#> Attrib V1 0.013559733885311256
#> Attrib V10 0.0591554049355932
#> Attrib V11 0.014725033038644865
#> Attrib V12 0.09792214012037892
#> Attrib V13 -0.07362481593124678
#> Attrib V14 -0.010505182639308015
#> Attrib V15 -0.019698929817603048
#> Attrib V16 -0.03289004414135812
#> Attrib V17 0.026641452207337765
#> Attrib V18 -0.06754250313763496
#> Attrib V19 0.0053114275162262515
#> Attrib V2 0.018123610529798176
#> Attrib V20 0.15515548815646849
#> Attrib V21 0.0694386969015533
#> Attrib V22 -0.11941852056461481
#> Attrib V23 0.013279468837716404
#> Attrib V24 0.06842394867973557
#> Attrib V25 -0.1123997664925243
#> Attrib V26 -0.2230204444238218
#> Attrib V27 -0.10264312795527382
#> Attrib V28 0.09259566419161837
#> Attrib V29 -0.08295447382789457
#> Attrib V3 0.12420867698633621
#> Attrib V30 -0.0012024744417193497
#> Attrib V31 -0.22476857207579526
#> Attrib V32 -0.03245817274336734
#> Attrib V33 0.07161404301567106
#> Attrib V34 0.053021604179276025
#> Attrib V35 0.02735456020808599
#> Attrib V36 -0.11632057184015906
#> Attrib V37 -0.14173427628552615
#> Attrib V38 0.06098660471856124
#> Attrib V39 0.06900857366181032
#> Attrib V4 0.18621067888742288
#> Attrib V40 -0.07246683821032299
#> Attrib V41 -0.03364326884825243
#> Attrib V42 0.09780469879222337
#> Attrib V43 -0.02715689975474996
#> Attrib V44 0.04514036622948084
#> Attrib V45 0.16338881615788972
#> Attrib V46 0.037355361963375466
#> Attrib V47 -0.0413530906677682
#> Attrib V48 0.0933084509518369
#> Attrib V49 0.11109485762000547
#> Attrib V5 0.1891590162754213
#> Attrib V50 -0.13303671904742706
#> Attrib V51 0.06772174941207862
#> Attrib V52 0.12249372750520952
#> Attrib V53 0.09804874665170267
#> Attrib V54 0.05646429659746639
#> Attrib V55 0.049576830616562706
#> Attrib V56 0.02045726646645135
#> Attrib V57 0.2269940023675757
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#> Attrib V6 -0.012506577034317241
#> Attrib V60 0.11288946596965682
#> Attrib V7 -0.04556413271095221
#> Attrib V8 -0.009928737989904497
#> Attrib V9 0.1783488520574614
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.6664608182008126
#> Attrib V1 0.44577768646242316
#> Attrib V10 -0.5371535828981188
#> Attrib V11 -0.2800580081683831
#> Attrib V12 -1.2344664289596952
#> Attrib V13 0.29348292989389607
#> Attrib V14 0.7114361461290071
#> Attrib V15 1.0572765038411678
#> Attrib V16 0.4133289244724416
#> Attrib V17 -0.06186510109638291
#> Attrib V18 0.3973214202464921
#> Attrib V19 -0.13947213297008992
#> Attrib V2 0.329445739990195
#> Attrib V20 -1.020396687607456
#> Attrib V21 -0.25072338677073797
#> Attrib V22 0.3997608046089875
#> Attrib V23 -0.47532638699812885
#> Attrib V24 -0.993659971953203
#> Attrib V25 0.28832578082265053
#> Attrib V26 0.9775237396046076
#> Attrib V27 -0.07018115005360823
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#> Attrib V29 0.22029112640528623
#> Attrib V3 0.010959632223120916
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#> Attrib V31 1.0565087458078048
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#> Attrib V50 1.858992915174781
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#> Attrib V7 0.443507310901776
#> Attrib V8 -0.006847227590466092
#> Attrib V9 -1.1385070302492644
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.17757611086299535
#> Attrib V1 0.07704967159696634
#> Attrib V10 -0.1024087992712078
#> Attrib V11 -0.05861721576804726
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#> Attrib V7 -0.09722552436016399
#> Attrib V8 0.10667878338287907
#> Attrib V9 0.3043515825335692
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.5475570603522489
#> Attrib V1 -0.264103139513375
#> Attrib V10 1.0699205494691166
#> Attrib V11 0.8151603299670348
#> Attrib V12 1.3941691175181623
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#> Attrib V27 1.0752344812874184
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#> Attrib V29 0.49955041016331386
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#> Attrib V47 0.3807683040206731
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#> Attrib V49 0.6879127654284322
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#> Attrib V50 -1.1270193356735672
#> Attrib V51 0.40903305611588353
#> Attrib V52 1.0054277716235487
#> Attrib V53 0.17835476543049178
#> Attrib V54 -0.9651831088142122
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#> Attrib V57 0.47267704796659304
#> Attrib V58 0.17237704829532313
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#> Attrib V6 0.5790388767165013
#> Attrib V60 0.4758422507034595
#> Attrib V7 -0.11877443717093322
#> Attrib V8 -0.18730248932770657
#> Attrib V9 1.1152446727741712
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.012987224519306697
#> Attrib V1 0.03501493824301966
#> Attrib V10 0.0878679508691455
#> Attrib V11 0.05674001796731185
#> Attrib V12 0.1328417183164876
#> Attrib V13 -0.0992073939353507
#> Attrib V14 -0.10222159911138244
#> Attrib V15 -0.09874374620634999
#> Attrib V16 0.021578297633470595
#> Attrib V17 0.035654355037187134
#> Attrib V18 -0.08420255675536006
#> Attrib V19 0.02242378886491259
#> Attrib V2 0.0461508864419822
#> Attrib V20 0.14366436440718017
#> Attrib V21 0.031121971693222422
#> Attrib V22 -0.151062747692057
#> Attrib V23 -3.205917768151843E-4
#> Attrib V24 0.14465070354917567
#> Attrib V25 -0.09337844811688968
#> Attrib V26 -0.24457295855650305
#> Attrib V27 -0.08124867482471923
#> Attrib V28 0.06325054041119942
#> Attrib V29 -0.1565035603676551
#> Attrib V3 0.09162094683190569
#> Attrib V30 9.026659099901799E-5
#> Attrib V31 -0.27688555902002976
#> Attrib V32 -0.02031973879626702
#> Attrib V33 0.0981901405076608
#> Attrib V34 0.05710506870243244
#> Attrib V35 0.03819909109757968
#> Attrib V36 -0.06839429734516979
#> Attrib V37 -0.16037624135388578
#> Attrib V38 0.16609545466463946
#> Attrib V39 0.06419622211649158
#> Attrib V4 0.2804641405663377
#> Attrib V40 -0.11345532942968847
#> Attrib V41 -0.028684576684054622
#> Attrib V42 0.016035740476708662
#> Attrib V43 -0.022651707778501274
#> Attrib V44 0.061877991744165785
#> Attrib V45 0.13579011666155427
#> Attrib V46 0.0994059344123875
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#> Attrib V48 0.14406331803688166
#> Attrib V49 0.1256061164130264
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#> Attrib V50 -0.21590847832080193
#> Attrib V51 0.022103852965873028
#> Attrib V52 0.13228907298423848
#> Attrib V53 0.10933939385614704
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#> Attrib V55 0.03816434760890561
#> Attrib V56 -0.05353749000831123
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#> Attrib V58 0.03560459728051693
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#> Attrib V6 -0.008437249034237308
#> Attrib V60 0.18843247460864593
#> Attrib V7 -0.037572422818269106
#> Attrib V8 -0.011203362097541896
#> Attrib V9 0.18305101298562526
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.26623888111916943
#> Attrib V1 -0.2603335104443386
#> Attrib V10 1.446430680626571
#> Attrib V11 1.047479872855198
#> Attrib V12 1.7043073195325429
#> Attrib V13 0.20866583317821302
#> Attrib V14 -0.5014322046821497
#> Attrib V15 -0.9992423353167362
#> Attrib V16 -0.589230103424785
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#> Attrib V18 -0.4581102676471521
#> Attrib V19 -0.1889539723599367
#> Attrib V2 0.1361355133233223
#> Attrib V20 0.2299226490168122
#> Attrib V21 0.1692395853618515
#> Attrib V22 0.19118249744587548
#> Attrib V23 0.373701977386687
#> Attrib V24 0.6563266686669674
#> Attrib V25 0.3747169146601632
#> Attrib V26 0.200886521978547
#> Attrib V27 1.2443691054143093
#> Attrib V28 1.6146919642422646
#> Attrib V29 0.48274347609623963
#> Attrib V3 0.15267019102299348
#> Attrib V30 0.4667438027968668
#> Attrib V31 -0.18475967238481836
#> Attrib V32 0.12023430304430593
#> Attrib V33 -0.3420801530210372
#> Attrib V34 -0.1218100963965333
#> Attrib V35 0.07297449718094792
#> Attrib V36 -0.2645637320146918
#> Attrib V37 -0.25271850116735156
#> Attrib V38 0.27883401015663256
#> Attrib V39 0.4983706526910362
#> Attrib V4 0.2642386899290799
#> Attrib V40 0.18447228430881277
#> Attrib V41 0.0907059207188119
#> Attrib V42 -0.40868628384075467
#> Attrib V43 -0.337627810450548
#> Attrib V44 -0.2820167930535127
#> Attrib V45 0.267609299711694
#> Attrib V46 0.2544864882199912
#> Attrib V47 0.5026648387713814
#> Attrib V48 1.0849602076331515
#> Attrib V49 0.8133603466232309
#> Attrib V5 0.6301823856135247
#> Attrib V50 -1.125341376097026
#> Attrib V51 0.6335568702564982
#> Attrib V52 1.0616901848668372
#> Attrib V53 0.3064847387921984
#> Attrib V54 -1.1496610406401715
#> Attrib V55 -0.7651972868429703
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#> Attrib V57 0.09610729943303985
#> Attrib V58 0.10189459457782737
#> Attrib V59 -0.014087574275640932
#> Attrib V6 0.7333193987680361
#> Attrib V60 0.3769992744275525
#> Attrib V7 -0.19681075798539308
#> Attrib V8 -0.23557119064849336
#> Attrib V9 1.2886605873688732
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.2992111134227907
#> Attrib V1 0.24385506910518726
#> Attrib V10 -0.28169019425536124
#> Attrib V11 -0.16330147920533222
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#> Attrib V13 0.14238175379269982
#> Attrib V14 0.35822533993225925
#> Attrib V15 0.36945159372530717
#> Attrib V16 0.11883942438463731
#> Attrib V17 -0.11866522201240272
#> Attrib V18 0.2236182771987222
#> Attrib V19 -0.04617747578652205
#> Attrib V2 0.08194753374070628
#> Attrib V20 -0.4094760498526047
#> Attrib V21 -0.08242887008510472
#> Attrib V22 0.16599541781128418
#> Attrib V23 -0.1704257752975394
#> Attrib V24 -0.4562066512629461
#> Attrib V25 0.04447521602297008
#> Attrib V26 0.3789578096197577
#> Attrib V27 -0.12525161605367502
#> Attrib V28 -0.553388500734723
#> Attrib V29 0.0713183879707
#> Attrib V3 -0.04924837567360472
#> Attrib V30 -0.22998089762605822
#> Attrib V31 0.4358646688642965
#> Attrib V32 -0.08365529588097495
#> Attrib V33 -0.036303686915347744
#> Attrib V34 -0.06769966602688599
#> Attrib V35 0.0028419653398631013
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#> Attrib V37 0.4991338213444146
#> Attrib V38 -0.2001467885145777
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#> Attrib V4 -0.3473622063945378
#> Attrib V40 0.19730515434892884
#> Attrib V41 0.024712726369702016
#> Attrib V42 -0.2693332586392154
#> Attrib V43 0.013241847200069651
#> Attrib V44 0.03945876760183442
#> Attrib V45 -0.23896047055635408
#> Attrib V46 -0.21372525129648992
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#> Attrib V48 -0.3452940603478288
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#> Attrib V5 -0.347526828279718
#> Attrib V50 0.9069258852455
#> Attrib V51 -0.09017417316865077
#> Attrib V52 -0.4607333365991415
#> Attrib V53 -0.06814832358573687
#> Attrib V54 0.16377047081870727
#> Attrib V55 0.19605420031889195
#> Attrib V56 0.07210508442169887
#> Attrib V57 -0.09977125406633021
#> Attrib V58 0.052944959892172086
#> Attrib V59 -0.1254914453742395
#> Attrib V6 -0.036505047711103474
#> Attrib V60 -0.012267900322196296
#> Attrib V7 0.2235265590130513
#> Attrib V8 0.02194582947153656
#> Attrib V9 -0.5595997571439114
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.1867879687755457
#> Attrib V1 -0.0687651715315678
#> Attrib V10 0.031490027132479066
#> Attrib V11 0.027397070189756966
#> Attrib V12 0.3860713383879098
#> Attrib V13 -0.40015747836720605
#> Attrib V14 -0.361267362290881
#> Attrib V15 -0.3646592323139453
#> Attrib V16 -0.023693169966802145
#> Attrib V17 0.31295028730195423
#> Attrib V18 0.03598049694075256
#> Attrib V19 0.25661637967058976
#> Attrib V2 -0.18541251970188125
#> Attrib V20 0.7938389768442191
#> Attrib V21 0.30070024733503575
#> Attrib V22 -0.24948358224395475
#> Attrib V23 0.210084160005263
#> Attrib V24 0.46245110716009075
#> Attrib V25 -0.1860889638912956
#> Attrib V26 -0.7490693414996437
#> Attrib V27 -0.3634389894694399
#> Attrib V28 0.06509548907067739
#> Attrib V29 -0.551784730376022
#> Attrib V3 0.015165627899642865
#> Attrib V30 0.08162056481073225
#> Attrib V31 -0.8685544998826892
#> Attrib V32 -0.24109095568540262
#> Attrib V33 0.1706103664969088
#> Attrib V34 0.27786114817286084
#> Attrib V35 0.25038998597315854
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#> Attrib V37 -0.55541755772459
#> Attrib V38 0.3594125677368699
#> Attrib V39 0.17480321958295106
#> Attrib V4 0.49937253198665543
#> Attrib V40 -0.33685676387336877
#> Attrib V41 -0.09424408964666739
#> Attrib V42 0.46040649795841515
#> Attrib V43 0.14528377177577242
#> Attrib V44 0.182117162098012
#> Attrib V45 0.4116821808649464
#> Attrib V46 0.17781324115096828
#> Attrib V47 -0.10929976972160818
#> Attrib V48 0.17475671895239825
#> Attrib V49 0.2169272780390939
#> Attrib V5 0.4414214131254132
#> Attrib V50 -0.6417498230968609
#> Attrib V51 0.022377408895779334
#> Attrib V52 0.21313287414791657
#> Attrib V53 0.10122365264583166
#> Attrib V54 0.35940117949078
#> Attrib V55 -0.00813257179646754
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#> Attrib V57 0.36668780982923904
#> Attrib V58 0.020843115885833378
#> Attrib V59 0.3087070629601606
#> Attrib V6 0.008081279514442907
#> Attrib V60 0.11456142788791869
#> Attrib V7 -0.17859715989004457
#> Attrib V8 0.10171233799034594
#> Attrib V9 0.439478428697589
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.2916773667493597
#> Attrib V1 -0.06141608647317877
#> Attrib V10 -0.033107941263061005
#> Attrib V11 0.05130209265048691
#> Attrib V12 0.33602815606579567
#> Attrib V13 -0.41843566604589016
#> Attrib V14 -0.35165217013943534
#> Attrib V15 -0.3717023731301742
#> Attrib V16 0.027663017120093447
#> Attrib V17 0.314842513087743
#> Attrib V18 0.005554751452294835
#> Attrib V19 0.3457441108228456
#> Attrib V2 -0.12582093559656476
#> Attrib V20 0.7992864477920801
#> Attrib V21 0.3269295987536939
#> Attrib V22 -0.22842954735566126
#> Attrib V23 0.2584662921273267
#> Attrib V24 0.5078646491305281
#> Attrib V25 -0.288021648176351
#> Attrib V26 -0.8734600542417975
#> Attrib V27 -0.41967390954226325
#> Attrib V28 0.018968661013239695
#> Attrib V29 -0.5695245603745036
#> Attrib V3 0.024808222566696087
#> Attrib V30 0.05801546433773273
#> Attrib V31 -0.9855198998422946
#> Attrib V32 -0.24524190224176565
#> Attrib V33 0.26744975983354263
#> Attrib V34 0.275827511358388
#> Attrib V35 0.1636735412942908
#> Attrib V36 -0.3847062331492752
#> Attrib V37 -0.7067038618031509
#> Attrib V38 0.3215144777816305
#> Attrib V39 0.1432453354774597
#> Attrib V4 0.6219460146322024
#> Attrib V40 -0.3276383842077534
#> Attrib V41 0.001446727273348333
#> Attrib V42 0.5775497671034753
#> Attrib V43 0.23048277324548286
#> Attrib V44 0.09699136612757686
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#> Attrib V47 -0.20473952782546345
#> Attrib V48 0.14855599233158687
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#> Attrib V5 0.4741408663064354
#> Attrib V50 -0.7888738984609168
#> Attrib V51 -0.044005152505889523
#> Attrib V52 0.3329094814085962
#> Attrib V53 0.19308067311472646
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#> Attrib V55 -0.01579408627656923
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#> Attrib V57 0.45100344886161137
#> Attrib V58 0.07119165297132601
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#> Attrib V6 -0.04997268348700568
#> Attrib V60 0.16480163952640264
#> Attrib V7 -0.13756081615212645
#> Attrib V8 0.14494304987665943
#> Attrib V9 0.45877298922231985
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.03705267010039418
#> Attrib V1 0.04446258594964256
#> Attrib V10 -0.006610330741334245
#> Attrib V11 -0.009693326600019701
#> Attrib V12 0.14727501737409246
#> Attrib V13 -0.09577783115665604
#> Attrib V14 -0.09567058896240499
#> Attrib V15 -0.12844952422329278
#> Attrib V16 -0.034997062549975
#> Attrib V17 0.11653768018261809
#> Attrib V18 -0.010224778641707786
#> Attrib V19 0.07796171769338944
#> Attrib V2 -0.012469966509911445
#> Attrib V20 0.3342748698430917
#> Attrib V21 0.13426219899306363
#> Attrib V22 -0.13444426193800063
#> Attrib V23 0.09993410151660723
#> Attrib V24 0.21085688083618578
#> Attrib V25 -0.06428985542195645
#> Attrib V26 -0.3880864588371183
#> Attrib V27 -0.1387245422374058
#> Attrib V28 -0.024112117740549055
#> Attrib V29 -0.24071947251585518
#> Attrib V3 0.1376530852111547
#> Attrib V30 -0.027842870712444862
#> Attrib V31 -0.4403332112765794
#> Attrib V32 -0.08423115930924424
#> Attrib V33 0.056310840934061517
#> Attrib V34 0.121314446360905
#> Attrib V35 0.05074879353917708
#> Attrib V36 -0.15004195714781998
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#> Attrib V38 0.16158218133609353
#> Attrib V39 0.14617222794251686
#> Attrib V4 0.29327879500015214
#> Attrib V40 -0.11168627540412039
#> Attrib V41 -0.004291209267729479
#> Attrib V42 0.18216212542314045
#> Attrib V43 -0.0036568157958109014
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#> Attrib V50 -0.3002800204340709
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#> Attrib V52 0.10091503832381116
#> Attrib V53 0.0971259365852182
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#> Attrib V55 0.04438700498944603
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#> Attrib V57 0.2520085856138117
#> Attrib V58 0.0480214095486802
#> Attrib V59 0.2850409694248832
#> Attrib V6 0.027940529229866524
#> Attrib V60 0.2095520172366501
#> Attrib V7 -0.030212116758900315
#> Attrib V8 -0.023444871475856013
#> Attrib V9 0.17350583870111622
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.14402834093739617
#> Attrib V1 0.1304518968168577
#> Attrib V10 -0.08389928679914095
#> Attrib V11 0.06218973869229728
#> Attrib V12 0.3333942683058876
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#> Attrib V15 -0.17255740133894432
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#> Attrib V18 0.02911256783004506
#> Attrib V19 0.18882836471676528
#> Attrib V2 -0.021147732812817753
#> Attrib V20 0.5359095721879402
#> Attrib V21 0.15484468433089646
#> Attrib V22 -0.28965535932310227
#> Attrib V23 0.07563678619781801
#> Attrib V24 0.3323432905874011
#> Attrib V25 -0.13736924090124625
#> Attrib V26 -0.5876060735895076
#> Attrib V27 -0.43167537625555547
#> Attrib V28 -0.26364190344496646
#> Attrib V29 -0.7058623271801825
#> Attrib V3 0.025190196046836436
#> Attrib V30 -0.11725654777062937
#> Attrib V31 -0.6461204541984589
#> Attrib V32 -0.17287355628848047
#> Attrib V33 0.20488739425289287
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#> Attrib V35 0.2203376802197772
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#> Attrib V38 0.26154964770874223
#> Attrib V39 0.20154882835938304
#> Attrib V4 0.37674124505794143
#> Attrib V40 -0.19950258271856633
#> Attrib V41 -0.05738690496557457
#> Attrib V42 0.29464368847594524
#> Attrib V43 0.10807231930604291
#> Attrib V44 0.0933428094253221
#> Attrib V45 0.1608633068254894
#> Attrib V46 0.09895282755530038
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#> Attrib V48 0.13574157871854317
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#> Attrib V5 0.25934471982135343
#> Attrib V50 -0.44957899091553616
#> Attrib V51 -0.061710383222076885
#> Attrib V52 0.1954986386287026
#> Attrib V53 0.1478391488600812
#> Attrib V54 0.5206120979272137
#> Attrib V55 0.19947399424485696
#> Attrib V56 -0.035497218841226114
#> Attrib V57 0.405234261395623
#> Attrib V58 0.07516942302753966
#> Attrib V59 0.48981044119832634
#> Attrib V6 -0.0924535396438198
#> Attrib V60 0.2542300538228874
#> Attrib V7 -0.15489820860859863
#> Attrib V8 -0.056946860355391475
#> Attrib V9 0.1841469837872928
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.47185216009388203
#> Attrib V1 0.30088365826775887
#> Attrib V10 -0.490895674839986
#> Attrib V11 -0.34340382648084833
#> Attrib V12 -0.9249657171713773
#> Attrib V13 0.3634549994181231
#> Attrib V14 0.6990944424943722
#> Attrib V15 0.9640660778798587
#> Attrib V16 0.3480217489587127
#> Attrib V17 -0.2892358901185027
#> Attrib V18 0.09690797970286305
#> Attrib V19 -0.3352295322026117
#> Attrib V2 0.23717476127557421
#> Attrib V20 -1.2383611968065302
#> Attrib V21 -0.5704848346713945
#> Attrib V22 0.2556834537739101
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#> Attrib V26 1.059988032868835
#> Attrib V27 0.14469251868879227
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#> Attrib V29 0.3875532144785005
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#> Attrib V30 -0.5592355861459316
#> Attrib V31 1.2160405724168593
#> Attrib V32 0.24904574796713483
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#> Attrib V4 -0.8385119040187461
#> Attrib V40 0.5272976726544403
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#> Attrib V50 1.5844024969217683
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#> Attrib V52 -0.6631053548533055
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#> Attrib V7 0.30033088421064497
#> Attrib V8 -0.09527825690303662
#> Attrib V9 -1.079775830727187
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.07132106956191307
#> Attrib V1 0.05690169764130596
#> Attrib V10 0.03642394445164767
#> Attrib V11 0.0033937729596266856
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#> Attrib V16 0.03662092341625322
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#> Attrib V2 -0.0024260046250610136
#> Attrib V20 0.1286410560967456
#> Attrib V21 -0.003958565730174286
#> Attrib V22 -0.1481301667439516
#> Attrib V23 -0.041141324412664736
#> Attrib V24 0.13558134570256847
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#> Attrib V26 -0.27959783258988546
#> Attrib V27 -0.1359313678156715
#> Attrib V28 -0.008971681733249205
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#> Attrib V3 0.10785294456088712
#> Attrib V30 -0.08505335107955812
#> Attrib V31 -0.2919867205284586
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#> Attrib V38 0.12252222407641848
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#> Attrib V40 -0.10710720133744077
#> Attrib V41 -8.320778670786991E-4
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#> Attrib V58 0.12187400345859034
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#> Attrib V6 0.02727170164382234
#> Attrib V60 0.1773612504119657
#> Attrib V7 -0.03960264128713183
#> Attrib V8 -0.020229746489371297
#> Attrib V9 0.15904337504767704
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.1272145433234669
#> Attrib V1 0.11040079612690694
#> Attrib V10 0.0471676518391488
#> Attrib V11 0.01413055701234168
#> Attrib V12 -0.09110279859772241
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#> Attrib V14 0.024051686399198795
#> Attrib V15 0.10873506111878753
#> Attrib V16 -7.898194036923703E-4
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#> Attrib V18 -0.008295773100520468
#> Attrib V19 -0.023131018070033402
#> Attrib V2 0.13184427036406068
#> Attrib V20 -0.11128332809803812
#> Attrib V21 -0.08301113102133119
#> Attrib V22 0.026919610790131252
#> Attrib V23 -0.07144702596408165
#> Attrib V24 -0.07068778399053778
#> Attrib V25 -0.07553545004898687
#> Attrib V26 -0.05762428029836157
#> Attrib V27 -0.09497084600956719
#> Attrib V28 -0.11525492197452633
#> Attrib V29 -0.032115670327312607
#> Attrib V3 0.06985326879410453
#> Attrib V30 0.019710649028727587
#> Attrib V31 0.13410124234764303
#> Attrib V32 0.018431982125265894
#> Attrib V33 0.08856712735849884
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#> Attrib V38 0.09595773540657541
#> Attrib V39 0.10137133707765782
#> Attrib V4 0.04708522527067909
#> Attrib V40 0.0969365454363574
#> Attrib V41 0.13355839108837608
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#> Attrib V43 0.11932081761759106
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#> Attrib V45 0.04861502404352231
#> Attrib V46 -0.0011686906264216333
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#> Attrib V48 0.024580127417637546
#> Attrib V49 -0.0431362352045039
#> Attrib V5 0.025159130281643603
#> Attrib V50 0.1468356574190189
#> Attrib V51 0.04770955092101599
#> Attrib V52 -0.06416007875959884
#> Attrib V53 0.007655954431894408
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#> Attrib V55 0.09694809029059358
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#> Attrib V58 0.05898173246872876
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#> Attrib V6 0.07052841545140849
#> Attrib V60 0.10180559000363246
#> Attrib V7 0.02248782927843226
#> Attrib V8 0.09562463574647964
#> Attrib V9 -0.005551277072304419
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.223588627324373
#> Attrib V1 0.0918742188071651
#> Attrib V10 -0.057217543815428804
#> Attrib V11 -0.08621172737958935
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#> Attrib V13 0.007500493612798084
#> Attrib V14 0.05195879347974559
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#> Attrib V18 0.02930376891051983
#> Attrib V19 -0.12804652251839135
#> Attrib V2 0.07069627921783639
#> Attrib V20 -0.1708087215188969
#> Attrib V21 -0.0579487517461871
#> Attrib V22 0.0031881784983919122
#> Attrib V23 -0.04194240752961781
#> Attrib V24 -0.15154723587378446
#> Attrib V25 -0.017218335420533547
#> Attrib V26 0.04151392652200626
#> Attrib V27 -0.12900568899235434
#> Attrib V28 -0.19208355761419912
#> Attrib V29 0.03572767942234176
#> Attrib V3 0.09655106983599214
#> Attrib V30 -0.059636010122103116
#> Attrib V31 0.15859891578685523
#> Attrib V32 0.07892001523491418
#> Attrib V33 0.06842455394777387
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#> Attrib V38 -0.014469761567693484
#> Attrib V39 0.07078231127667983
#> Attrib V4 -0.0631429456277853
#> Attrib V40 0.1473297215287019
#> Attrib V41 0.10219612895113024
#> Attrib V42 0.07968047883475374
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#> Attrib V45 -0.08677239363055311
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#> Attrib V47 0.0571753605257938
#> Attrib V48 -0.10749598304229797
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#> Attrib V5 -0.06835585209081584
#> Attrib V50 0.2246886316194769
#> Attrib V51 0.061203691943197774
#> Attrib V52 -0.13002164809754424
#> Attrib V53 0.023068142616604236
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#> Attrib V55 0.07457983372784624
#> Attrib V56 0.11476801775312312
#> Attrib V57 -0.04205543859571383
#> Attrib V58 0.11080322773663055
#> Attrib V59 0.017578507502242702
#> Attrib V6 -0.012685750618164559
#> Attrib V60 0.08694249077017781
#> Attrib V7 0.1026922093775692
#> Attrib V8 0.0969120472865434
#> Attrib V9 -0.11487054428112958
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.5628771649702445
#> Attrib V1 -0.4214439962397728
#> Attrib V10 0.6570326312699538
#> Attrib V11 0.5889552449358016
#> Attrib V12 1.4690413399302575
#> Attrib V13 0.0041508179800355816
#> Attrib V14 -0.3140364229617688
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#> Attrib V18 -0.4774587506621492
#> Attrib V19 -0.2364896548592418
#> Attrib V2 -0.10665007348896802
#> Attrib V20 0.0045459272601906155
#> Attrib V21 -0.30220312380928355
#> Attrib V22 -0.4399855734395171
#> Attrib V23 -0.03672266070086901
#> Attrib V24 0.5250861460392315
#> Attrib V25 0.04863944255727981
#> Attrib V26 -0.22333483550361768
#> Attrib V27 0.7871354448520868
#> Attrib V28 1.0623559000140241
#> Attrib V29 -0.08171615842387546
#> Attrib V3 -0.08311489746187072
#> Attrib V30 0.2751277004565891
#> Attrib V31 -0.23275065561969543
#> Attrib V32 0.18702333302079133
#> Attrib V33 0.025274194892174848
#> Attrib V34 0.018598862777359323
#> Attrib V35 0.08615267074231317
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#> Attrib V38 0.017713375452620285
#> Attrib V39 0.14376849140066533
#> Attrib V4 0.2972651348170519
#> Attrib V40 -0.030862980297502736
#> Attrib V41 -0.037625705102683746
#> Attrib V42 -0.029533365286668882
#> Attrib V43 -0.2318494140641428
#> Attrib V44 -0.3150512384472792
#> Attrib V45 0.2808859221338553
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#> Attrib V48 0.8994041524865107
#> Attrib V49 0.7027447315748572
#> Attrib V5 0.4873788904070883
#> Attrib V50 -1.1250844427706712
#> Attrib V51 0.25915993979757496
#> Attrib V52 1.0074458730710205
#> Attrib V53 0.2732269687459039
#> Attrib V54 -0.6301609044412323
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#> Attrib V56 -0.3030602950560341
#> Attrib V57 0.5429220215317934
#> Attrib V58 0.2025104530041545
#> Attrib V59 0.47441277356168354
#> Attrib V6 0.34667278108457206
#> Attrib V60 0.3946738007678027
#> Attrib V7 -0.14811668477143827
#> Attrib V8 -0.13686269215919072
#> Attrib V9 0.7613870081827037
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.23917542020562013
#> Attrib V1 0.006050753594497213
#> Attrib V10 0.044152395273606114
#> Attrib V11 0.07367828624679039
#> Attrib V12 0.5156801417651499
#> Attrib V13 -0.3476119099657949
#> Attrib V14 -0.34303579069213463
#> Attrib V15 -0.40827787311554703
#> Attrib V16 -0.10069139619445008
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#> Attrib V18 0.05061551082238341
#> Attrib V19 0.29869276582053783
#> Attrib V2 -0.14130137339641893
#> Attrib V20 0.7754659164561823
#> Attrib V21 0.33139936582496143
#> Attrib V22 -0.19717260782854396
#> Attrib V23 0.27047401114754743
#> Attrib V24 0.5423500586921408
#> Attrib V25 -0.13433559795844147
#> Attrib V26 -0.67616257423911
#> Attrib V27 -0.33058386869174283
#> Attrib V28 -0.0038459466627374927
#> Attrib V29 -0.5339779586048471
#> Attrib V3 0.015996768679896474
#> Attrib V30 0.091809115512759
#> Attrib V31 -0.8591095284326076
#> Attrib V32 -0.27484905145800326
#> Attrib V33 0.1692302206619291
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#> Attrib V35 0.21305233516231778
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#> Attrib V38 0.3985668805082407
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#> Attrib V4 0.533568703382145
#> Attrib V40 -0.3071061199844185
#> Attrib V41 -0.006881603383467365
#> Attrib V42 0.46838530357258307
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#> Attrib V51 0.039354563481462
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#> Attrib V53 0.13835140684232114
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#> Attrib V57 0.28690746970847686
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#> Attrib V59 0.42782331441302485
#> Attrib V6 -0.005672922724783004
#> Attrib V60 0.17754196496107985
#> Attrib V7 -0.14885828511544708
#> Attrib V8 -0.051499714245633314
#> Attrib V9 0.41111212087583626
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.3968202138318046
#> Attrib V1 0.32033434377098563
#> Attrib V10 -0.6151077171007336
#> Attrib V11 -0.4104214031863531
#> Attrib V12 -1.0233405393887647
#> Attrib V13 0.3475051138166582
#> Attrib V14 0.7715601159028573
#> Attrib V15 1.0320734351326453
#> Attrib V16 0.4241826759004098
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#> Attrib V2 0.21504043066172426
#> Attrib V20 -1.3589722559322197
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#> Attrib V22 0.14581130860595803
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#> Attrib V24 -1.0235372716238038
#> Attrib V25 0.22728900019517154
#> Attrib V26 1.023654782266199
#> Attrib V27 0.1362358652940874
#> Attrib V28 -0.8924336032555897
#> Attrib V29 0.3130884986922941
#> Attrib V3 -0.14439858018157725
#> Attrib V30 -0.6659694274572812
#> Attrib V31 1.262142532173394
#> Attrib V32 0.27698917100663206
#> Attrib V33 -0.0904191389106742
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#> Attrib V35 -0.39000254468203177
#> Attrib V36 0.443098272074279
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#> Attrib V40 0.6019654430486509
#> Attrib V41 0.11897868403594258
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#> Attrib V43 -0.21292121734930558
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#> Attrib V50 1.6536385291171456
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#> Attrib V52 -0.6582817063467997
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#> Attrib V54 0.09587670526023763
#> Attrib V55 0.5756772976474636
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#> Attrib V58 0.09964562624492287
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#> Attrib V6 -0.1656346060460302
#> Attrib V60 0.18310341659607304
#> Attrib V7 0.41628327574014434
#> Attrib V8 -0.08751977058850394
#> Attrib V9 -1.170780063952391
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.0466447346945304
#> Attrib V1 0.12865060811713613
#> Attrib V10 -0.03307289364390292
#> Attrib V11 6.560477664475834E-4
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#> Attrib V13 -0.22302210669732642
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#> Attrib V16 0.07312816519733159
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#> Attrib V24 0.260853177708249
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#> Attrib V3 0.06238148663194587
#> Attrib V30 -0.1243175525016001
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#> Attrib V32 -0.11059531500338493
#> Attrib V33 0.08088441477368655
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#> Attrib V38 0.1735380986928574
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#> Attrib V4 0.31708942412712454
#> Attrib V40 -0.13472742123058365
#> Attrib V41 -0.06557211646913298
#> Attrib V42 0.19654806388732798
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#> Attrib V44 0.03518646938132004
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#> Attrib V48 0.09675437161843611
#> Attrib V49 0.10673139263055617
#> Attrib V5 0.24097848853814394
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#> Attrib V52 0.14881352437787282
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#> Attrib V6 -0.023593641098810132
#> Attrib V60 0.22953135471033187
#> Attrib V7 -0.09145215061323726
#> Attrib V8 -0.07102835826143208
#> Attrib V9 0.1533898131391177
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.33322348756219344
#> Attrib V1 0.04172155887712508
#> Attrib V10 -0.18521430908670614
#> Attrib V11 0.1393015504936586
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#> Attrib V16 -0.08635326138253728
#> Attrib V17 0.4015102278179485
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#> Attrib V2 -0.2087048560212179
#> Attrib V20 0.917398830523275
#> Attrib V21 0.21662806897186665
#> Attrib V22 -0.46707350949461385
#> Attrib V23 0.18216884599646502
#> Attrib V24 0.6931198312345005
#> Attrib V25 -0.06152610812540223
#> Attrib V26 -0.8244585472991164
#> Attrib V27 -0.6516588437022879
#> Attrib V28 -0.4174543889104222
#> Attrib V29 -1.1900900967390993
#> Attrib V3 0.07372709123861551
#> Attrib V30 -0.09121613445924708
#> Attrib V31 -1.0460023721931369
#> Attrib V32 -0.3096383445676679
#> Attrib V33 0.3790626467642836
#> Attrib V34 0.5476808122106199
#> Attrib V35 0.4000512920679404
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#> Attrib V38 0.4072015159038399
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#> Attrib V4 0.6811244388188753
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#> Attrib V60 0.2651015150330547
#> Attrib V7 -0.195407684634998
#> Attrib V8 -0.08302389203405378
#> Attrib V9 0.3093667469018129
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.3168812040414038
#> Attrib V1 0.2537350921690185
#> Attrib V10 -0.4523547918664675
#> Attrib V11 -0.22568885579016557
#> Attrib V12 -0.7504292727990832
#> Attrib V13 0.1343674103576052
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#> Attrib V17 -0.008495143600989895
#> Attrib V18 0.2326913725025587
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#> Attrib V2 0.1094198235470774
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#> Attrib V21 -0.20992471943796948
#> Attrib V22 0.12379280767372668
#> Attrib V23 -0.36038656907002775
#> Attrib V24 -0.6312206771681349
#> Attrib V25 0.14113249830781377
#> Attrib V26 0.6086757167117663
#> Attrib V27 -0.11322154257118656
#> Attrib V28 -0.7192968482504543
#> Attrib V29 0.07729934732630561
#> Attrib V3 -0.07563754968156614
#> Attrib V30 -0.4467961359772948
#> Attrib V31 0.5902414149020265
#> Attrib V32 0.039181339265101436
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#> Attrib V40 0.2853942381031169
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#> Attrib V43 0.02665882134834349
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#> Attrib V47 0.028070133087267465
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#> Attrib V50 1.1719330803754726
#> Attrib V51 -0.09932388739814577
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#> Attrib V58 0.10674337801375584
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#> Attrib V6 -0.12020167244360484
#> Attrib V60 -0.017663937273851793
#> Attrib V7 0.22202741015997934
#> Attrib V8 0.01912791454507573
#> Attrib V9 -0.7108338841287697
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.7308224786478715
#> Attrib V1 -0.4772038973257173
#> Attrib V10 0.8440145910840651
#> Attrib V11 0.7982390435702778
#> Attrib V12 1.6339738599342997
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#> Attrib V2 0.02841190678923475
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#> Attrib V21 -0.42359302790816244
#> Attrib V22 -0.4715316952025632
#> Attrib V23 -0.25721042575466674
#> Attrib V24 0.2052702037516776
#> Attrib V25 -0.31228730615078787
#> Attrib V26 -0.19640067038264
#> Attrib V27 1.4105070924379526
#> Attrib V28 1.7613467400913347
#> Attrib V29 0.4959345131486284
#> Attrib V3 -0.005378759106176933
#> Attrib V30 0.2557551320106324
#> Attrib V31 -0.2929187815695323
#> Attrib V32 0.13480734199344482
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#> Attrib V38 0.06991460277950133
#> Attrib V39 0.2698771388324065
#> Attrib V4 0.16704806868082434
#> Attrib V40 0.04466983459243818
#> Attrib V41 -0.017984183050355738
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#> Attrib V45 0.43518984066429284
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#> Attrib V48 1.1957830125376845
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#> Attrib V50 -1.2506756089590785
#> Attrib V51 0.39614479596388963
#> Attrib V52 1.2648751044194277
#> Attrib V53 0.33489862287441113
#> Attrib V54 -0.9864311907366808
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#> Attrib V57 0.887699649753345
#> Attrib V58 0.4523601663756699
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#> Attrib V6 0.5514200516816419
#> Attrib V60 0.5642802231234216
#> Attrib V7 -0.3473013016836862
#> Attrib V8 -0.1543346882442277
#> Attrib V9 0.8442016350988407
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.19617274538246124
#> Attrib V1 0.08891680449356346
#> Attrib V10 0.01830039372612182
#> Attrib V11 -0.02302817363151004
#> Attrib V12 0.012006609400070393
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#> Attrib V2 0.09593241004920144
#> Attrib V20 -0.023030839654248573
#> Attrib V21 -0.03896247744749219
#> Attrib V22 -0.05903594845826772
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#> Attrib V24 -0.06880795586518032
#> Attrib V25 -0.04691649638869698
#> Attrib V26 -0.0851330078844662
#> Attrib V27 -0.04031482745486864
#> Attrib V28 -0.029624935323995887
#> Attrib V29 -0.019220376807516308
#> Attrib V3 0.06413447285131998
#> Attrib V30 -0.03411915378472555
#> Attrib V31 -0.03710969303257694
#> Attrib V32 -0.008586017455006954
#> Attrib V33 0.060243243304648794
#> Attrib V34 0.01619460709505523
#> Attrib V35 0.0900319531224163
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#> Attrib V38 0.03734096759252181
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#> Attrib V4 0.13390692220436645
#> Attrib V40 0.04627949195017742
#> Attrib V41 0.04001860696959083
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#> Attrib V43 0.04053543793834105
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#> Attrib V5 0.032354653947567036
#> Attrib V50 0.09125833996500551
#> Attrib V51 0.03552527006799117
#> Attrib V52 -0.0014338014261383464
#> Attrib V53 0.03486452717791965
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#> Attrib V6 0.09164910676940223
#> Attrib V60 0.17114426121735446
#> Attrib V7 0.007222927777025434
#> Attrib V8 0.06551522730737407
#> Attrib V9 0.022890098314206693
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.5220736476140193
#> Attrib V1 -0.2695127708202387
#> Attrib V10 0.6026687734017985
#> Attrib V11 0.38040902304966695
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#> Attrib V2 -0.19944162872244467
#> Attrib V20 0.3877541747868412
#> Attrib V21 0.07336646269671306
#> Attrib V22 -0.2879577917814414
#> Attrib V23 0.18442363040525117
#> Attrib V24 0.5927453684223278
#> Attrib V25 -0.1103554468518414
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#> Attrib V27 0.33118261861262227
#> Attrib V28 0.8082507089825733
#> Attrib V29 -0.10029747374285301
#> Attrib V3 -0.062115913760271986
#> Attrib V30 0.43397565563590995
#> Attrib V31 -0.4894220084653672
#> Attrib V32 0.0495216148470181
#> Attrib V33 0.05594563061609928
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#> Attrib V35 0.11109412188291076
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#> Attrib V4 0.38639932802223853
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#> Attrib V42 0.18431116695651023
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#> Attrib V45 0.4273760295808678
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#> Attrib V50 -1.053412683082124
#> Attrib V51 0.1706253150383918
#> Attrib V52 0.726292343371954
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#> Attrib V58 0.013095546491813777
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#> Attrib V60 0.11456190629570152
#> Attrib V7 -0.17700497161459636
#> Attrib V8 0.0446315575231677
#> Attrib V9 0.8594246336934562
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.5813620845957407
#> Attrib V1 0.4739171178873018
#> Attrib V10 -0.9456299922674781
#> Attrib V11 -0.48163832752682945
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#> Attrib V13 0.2995363334480807
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#> Attrib V15 1.2382288953861085
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#> Attrib V2 0.18830734308653935
#> Attrib V20 -1.0846837849795232
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#> Attrib V22 0.2447405581634731
#> Attrib V23 -0.7331204748370383
#> Attrib V24 -1.0202060604187622
#> Attrib V25 0.19025526876934135
#> Attrib V26 0.9138684136677158
#> Attrib V27 -0.17533384749910902
#> Attrib V28 -1.307443428521965
#> Attrib V29 0.044773667667880296
#> Attrib V3 -0.08227646053672269
#> Attrib V30 -0.8715580610063024
#> Attrib V31 0.9313132270549727
#> Attrib V32 0.05518316358675807
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#> Attrib V40 0.4813288976165065
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#> Attrib V50 1.9548159243395917
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#> Attrib V53 -0.2570064671308629
#> Attrib V54 0.6385664634085297
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#> Attrib V60 0.05976969749485288
#> Attrib V7 0.38057935757827116
#> Attrib V8 0.06877928216085229
#> Attrib V9 -1.317239609213764
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.31045456794279996
#> Attrib V1 -0.1640359476738772
#> Attrib V10 0.1780664232090283
#> Attrib V11 0.18814462899717296
#> Attrib V12 0.6070526986949009
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#> Attrib V20 0.5682804873800156
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#> Attrib V24 0.5032206112999212
#> Attrib V25 -0.05230719383283298
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#> Attrib V28 0.40604502014808236
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#> Attrib V3 0.03609001561377667
#> Attrib V30 0.21734002341941053
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#> Attrib V33 0.08373166623969652
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#> Attrib V38 0.23211637316544773
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#> Attrib V51 0.033081059205007174
#> Attrib V52 0.39574331104375426
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#> Attrib V57 0.25868547610971915
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#> Attrib V59 0.20093098883778
#> Attrib V6 0.03595001303772913
#> Attrib V60 0.08856595368856178
#> Attrib V7 -0.23467525729888908
#> Attrib V8 -0.010749873949703902
#> Attrib V9 0.49155727663106513
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.15266533375922234
#> Attrib V1 0.11156625615856353
#> Attrib V10 0.08679171538265919
#> Attrib V11 0.03175991849525223
#> Attrib V12 0.033987519847616075
#> Attrib V13 0.04977456186726292
#> Attrib V14 0.04268589309679704
#> Attrib V15 0.049218354519769386
#> Attrib V16 0.01261308936117027
#> Attrib V17 0.039569935073715264
#> Attrib V18 -0.002315410469442407
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#> Attrib V2 0.10466146488887151
#> Attrib V20 -0.06000959919551051
#> Attrib V21 -0.02827734626668124
#> Attrib V22 -0.051649871354755225
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#> Attrib V30 -0.0034847194327188393
#> Attrib V31 0.05487178062844909
#> Attrib V32 -1.2468806071808713E-4
#> Attrib V33 0.003852163005680845
#> Attrib V34 0.00918588181453432
#> Attrib V35 0.0688691179275288
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#> Attrib V40 0.07852260371253704
#> Attrib V41 0.0666700424319532
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#> Attrib V44 0.02219283894816248
#> Attrib V45 0.0371805766764207
#> Attrib V46 0.03220525421633719
#> Attrib V47 0.014114579120357936
#> Attrib V48 0.06381333631607117
#> Attrib V49 0.013544399920789627
#> Attrib V5 0.025932897937126633
#> Attrib V50 0.05875747530567028
#> Attrib V51 0.0362020849328744
#> Attrib V52 0.018949695539597848
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#> Attrib V7 -0.006305910715681418
#> Attrib V8 0.028967083249149865
#> Attrib V9 0.025170576030788143
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.13461940589552465
#> Attrib V1 0.12598440551562437
#> Attrib V10 -0.18504347899138185
#> Attrib V11 -0.023334952990076603
#> Attrib V12 0.20504212676476968
#> Attrib V13 -0.3928622087191065
#> Attrib V14 -0.29778590706123825
#> Attrib V15 -0.20920447590818805
#> Attrib V16 0.06554727342645308
#> Attrib V17 0.33012296133061436
#> Attrib V18 0.039752354509104366
#> Attrib V19 0.2486384273909781
#> Attrib V2 -0.006929110278068977
#> Attrib V20 0.7136064410796885
#> Attrib V21 0.19797681266810102
#> Attrib V22 -0.28560320361608604
#> Attrib V23 0.10289633049995973
#> Attrib V24 0.4559268930346682
#> Attrib V25 -0.21330234469367712
#> Attrib V26 -0.7484988723819516
#> Attrib V27 -0.622477921619454
#> Attrib V28 -0.403105620198797
#> Attrib V29 -0.8758333071432434
#> Attrib V3 0.053871609260901156
#> Attrib V30 -0.17243607298447255
#> Attrib V31 -0.8250652016271015
#> Attrib V32 -0.2817799412882837
#> Attrib V33 0.28013719406776505
#> Attrib V34 0.38329086289433506
#> Attrib V35 0.27638547186609114
#> Attrib V36 -0.2893136643557176
#> Attrib V37 -0.5013811307613927
#> Attrib V38 0.38447366886084144
#> Attrib V39 0.19271761094652076
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#> Attrib V40 -0.23790864611815055
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#> Attrib V42 0.47575657445470676
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#> Attrib V5 0.3367143333194445
#> Attrib V50 -0.5216248226774887
#> Attrib V51 -0.09275916917346175
#> Attrib V52 0.1912599270020137
#> Attrib V53 0.24297377482496324
#> Attrib V54 0.6910632277122827
#> Attrib V55 0.24503696044954237
#> Attrib V56 -0.08941532895119163
#> Attrib V57 0.4207669552077667
#> Attrib V58 -0.022008525734345433
#> Attrib V59 0.5714130925652043
#> Attrib V6 -0.08618655106018983
#> Attrib V60 0.2657270804216798
#> Attrib V7 -0.12427379037607704
#> Attrib V8 -0.008815008879761672
#> Attrib V9 0.2195829807521246
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold 0.021138377549236018
#> Attrib V1 0.08488467925262641
#> Attrib V10 -0.050561697001674843
#> Attrib V11 -0.03114767006575716
#> Attrib V12 0.0990190592956437
#> Attrib V13 -0.23565653744664436
#> Attrib V14 -0.0794140275181715
#> Attrib V15 -0.08082130953471299
#> Attrib V16 0.05779797723256018
#> Attrib V17 0.11894067645369465
#> Attrib V18 0.05664328445892828
#> Attrib V19 0.08435652019860893
#> Attrib V2 -0.027357832866032557
#> Attrib V20 0.39051512287542
#> Attrib V21 0.2000981100288366
#> Attrib V22 -0.10676839919764221
#> Attrib V23 0.11991829650773604
#> Attrib V24 0.1921160229632233
#> Attrib V25 -0.21990693420233534
#> Attrib V26 -0.47093386585555613
#> Attrib V27 -0.25623936436634887
#> Attrib V28 0.006139538777699877
#> Attrib V29 -0.2824963178842821
#> Attrib V3 0.11456164717107664
#> Attrib V30 -0.0016843848774474271
#> Attrib V31 -0.5152375631429201
#> Attrib V32 -0.14206573098761052
#> Attrib V33 0.09447629261287714
#> Attrib V34 0.1020314511620596
#> Attrib V35 0.08055566520832572
#> Attrib V36 -0.11867023077225616
#> Attrib V37 -0.26651072170473666
#> Attrib V38 0.1377634497391944
#> Attrib V39 0.11322295018154377
#> Attrib V4 0.2982411952417665
#> Attrib V40 -0.19463351702921836
#> Attrib V41 -0.05301559220740148
#> Attrib V42 0.24521236195629584
#> Attrib V43 0.016245468372974775
#> Attrib V44 0.09091436766312512
#> Attrib V45 0.211110471879472
#> Attrib V46 0.1048132665828333
#> Attrib V47 -0.0987861394979882
#> Attrib V48 0.011058351504450063
#> Attrib V49 0.12746735538902154
#> Attrib V5 0.24049989378974646
#> Attrib V50 -0.33722784213468693
#> Attrib V51 -0.004471555107059954
#> Attrib V52 0.14739817939513145
#> Attrib V53 0.08821452395153535
#> Attrib V54 0.18677754461623183
#> Attrib V55 0.04542725338815282
#> Attrib V56 -0.036188776953626246
#> Attrib V57 0.2433967802336302
#> Attrib V58 0.12880642153135796
#> Attrib V59 0.23794897815722096
#> Attrib V6 0.02729952013288127
#> Attrib V60 0.14406345561361475
#> Attrib V7 -0.06299244965231984
#> Attrib V8 0.0750252075084774
#> Attrib V9 0.22314476607237085
#> 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
#> 0.2898551