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 -0.3814652760771492
#> Node 2 2.2742219548231395
#> Node 3 1.8119283913992827
#> Node 4 0.278250812415844
#> Node 5 -3.6048957829796735
#> Node 6 1.4665045513651822
#> Node 7 3.598662331421582
#> Node 8 0.45942555093489235
#> Node 9 2.8093054889223272
#> Node 10 -1.8486921242308372
#> Node 11 0.8290006383576055
#> Node 12 1.6479507504933015
#> Node 13 0.7080548613130719
#> Node 14 2.0133195920791107
#> Node 15 -1.8571539749061008
#> Node 16 0.7816285226709402
#> Node 17 0.18971806243719103
#> Node 18 0.30985205047866404
#> Node 19 1.8778131003915315
#> Node 20 1.3782042975535325
#> Node 21 -1.8531926746963157
#> Node 22 1.2290527577715518
#> Node 23 2.338954546951258
#> Node 24 -0.8418200101867712
#> Node 25 3.695222576318147
#> Node 26 0.1822216386330225
#> Node 27 1.592832240462309
#> Node 28 -2.278044663962146
#> Node 29 0.8878256687860221
#> Node 30 0.9401455013750105
#> Node 31 1.6774861308816202
#> Node 32 0.25598214659505064
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.4162824820933176
#> Node 2 -2.3078463948631613
#> Node 3 -1.7861006620761448
#> Node 4 -0.24391937032043062
#> Node 5 3.624217995968127
#> Node 6 -1.4344413255304964
#> Node 7 -3.6017647377605626
#> Node 8 -0.5002967531430463
#> Node 9 -2.8178808366411374
#> Node 10 1.7916495499027747
#> Node 11 -0.8003031583812825
#> Node 12 -1.7192391768901873
#> Node 13 -0.6557769631241961
#> Node 14 -1.9481204598247963
#> Node 15 1.8484716909155434
#> Node 16 -0.8008574195874854
#> Node 17 -0.1640268466729109
#> Node 18 -0.2748493656171596
#> Node 19 -1.8874776939200724
#> Node 20 -1.3575840003930497
#> Node 21 1.9080424855987999
#> Node 22 -1.283600948680265
#> Node 23 -2.3714211837638355
#> Node 24 0.8320434953224238
#> Node 25 -3.6936965713552126
#> Node 26 -0.27297947548334944
#> Node 27 -1.6358962029745758
#> Node 28 2.2340954559444692
#> Node 29 -0.9212514957556217
#> Node 30 -0.8668332772336671
#> Node 31 -1.61832445794655
#> Node 32 -0.28015867823028806
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.2284263100281266
#> Attrib V1 0.2867300409371285
#> Attrib V10 0.026503449687046692
#> Attrib V11 -0.09281579769521757
#> Attrib V12 0.046298056698824024
#> Attrib V13 -0.3293948884156456
#> Attrib V14 -0.0881447546343201
#> Attrib V15 0.2910789976507181
#> Attrib V16 0.4704227023727329
#> Attrib V17 0.23543471873184
#> Attrib V18 -0.3180403033969326
#> Attrib V19 0.20952354572509627
#> Attrib V2 -0.03874710573501677
#> Attrib V20 0.6176353516950378
#> Attrib V21 0.945015340058378
#> Attrib V22 0.1937890780819647
#> Attrib V23 0.04515824953096017
#> Attrib V24 0.15963017737048554
#> Attrib V25 -0.2738410740017093
#> Attrib V26 -0.6973792678910264
#> Attrib V27 -0.77778997792727
#> Attrib V28 -0.08008276099380925
#> Attrib V29 -0.5139103263529883
#> Attrib V3 0.1829139889942773
#> Attrib V30 -0.29127516342218507
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#> Attrib V43 0.2762795503850881
#> Attrib V44 0.39607782360740645
#> Attrib V45 0.32066180693490015
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#> Attrib V5 0.2059797046709621
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#> Attrib V58 0.42299005197769907
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#> Attrib V7 -0.07400527329384046
#> Attrib V8 0.21000104866985014
#> Attrib V9 0.3601589287917287
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.2256239639752822
#> Attrib V1 0.2314155896615968
#> Attrib V10 -0.058694474232708335
#> Attrib V11 -0.08020625064015557
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#> Attrib V18 -0.30608809521006186
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#> Attrib V2 0.041476609574135494
#> Attrib V20 0.44602246600922746
#> Attrib V21 0.6049839266167879
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#> Attrib V27 -0.7461165380645053
#> Attrib V28 -0.29294758241143204
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#> Attrib V3 0.12081011411801743
#> Attrib V30 -0.2522029474938817
#> Attrib V31 -1.107626189019096
#> Attrib V32 0.05167916688942807
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#> Attrib V4 0.7550958522037
#> Attrib V40 -0.2233961986070875
#> Attrib V41 0.2900999400524239
#> Attrib V42 0.47116604703968507
#> Attrib V43 0.19239503673053854
#> Attrib V44 0.24677682619802774
#> Attrib V45 0.15672887000901617
#> Attrib V46 0.032476460810555725
#> Attrib V47 -0.3456475712019558
#> Attrib V48 -0.30432447749303687
#> Attrib V49 -0.06311465339341885
#> Attrib V5 0.08868995545938407
#> Attrib V50 -0.35541907191457456
#> Attrib V51 -0.16711734821702398
#> Attrib V52 -0.13068761953759614
#> Attrib V53 0.14194308046696263
#> Attrib V54 0.49646583920909204
#> Attrib V55 0.08220400538294112
#> Attrib V56 0.1225072991405336
#> Attrib V57 0.5482225199804637
#> Attrib V58 0.41809030642547207
#> Attrib V59 0.7235464097082818
#> Attrib V6 -0.35224609993878975
#> Attrib V60 0.39477820519913165
#> Attrib V7 -0.09895273407060777
#> Attrib V8 0.14612501660889274
#> Attrib V9 0.1732072543765401
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.14585827588237615
#> Attrib V1 0.024647759087133767
#> Attrib V10 0.051811193069855564
#> Attrib V11 0.047957598895097014
#> Attrib V12 0.057636663881424785
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#> Attrib V14 0.06989584154600016
#> Attrib V15 0.047426254064676494
#> Attrib V16 -0.005441493359896776
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#> Attrib V20 0.004505053317468362
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#> Attrib V22 -0.10655697836526565
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#> Attrib V24 -0.06624916538585951
#> Attrib V25 -0.06661103740816869
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#> Attrib V27 -0.07248954417596921
#> Attrib V28 0.046805155049709356
#> Attrib V29 -0.004045398030001236
#> Attrib V3 0.11977008421915669
#> Attrib V30 -0.01370493889120605
#> Attrib V31 -0.10653987736855629
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#> Attrib V38 0.0761873762113618
#> Attrib V39 0.07516686442253426
#> Attrib V4 0.1538027619215495
#> Attrib V40 0.033150533694837406
#> Attrib V41 0.053282038436666
#> Attrib V42 0.06809957597850724
#> Attrib V43 -0.0027716140105875733
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#> Attrib V46 0.03473761944341492
#> Attrib V47 -0.0013704229419607302
#> Attrib V48 0.05712067637725678
#> Attrib V49 0.06853141761085382
#> Attrib V5 0.10872773643096889
#> Attrib V50 0.05202967546488995
#> Attrib V51 0.09792741714866567
#> Attrib V52 0.07811776589084393
#> Attrib V53 0.12383032170907889
#> Attrib V54 0.03226798125699949
#> Attrib V55 0.04749354811038992
#> Attrib V56 0.049159387830221446
#> Attrib V57 0.1847726202402452
#> Attrib V58 0.07930455164532654
#> Attrib V59 0.10353070138879841
#> Attrib V6 0.0040236670591040705
#> Attrib V60 0.0977581701369529
#> Attrib V7 0.004580124127024742
#> Attrib V8 -0.0031722526267998195
#> Attrib V9 0.11018606022094982
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.6834539206631522
#> Attrib V1 0.3566692603982988
#> Attrib V10 -1.176375153918901
#> Attrib V11 -0.9986809141955577
#> Attrib V12 -1.096843594147537
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#> Attrib V7 0.11310580123684945
#> Attrib V8 0.021456101161338403
#> Attrib V9 -1.204798767560435
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.20559718302424435
#> Attrib V1 0.19491587587960277
#> Attrib V10 -0.08127701173117953
#> Attrib V11 -0.061604161948283435
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#> Attrib V7 -0.05073935821851014
#> Attrib V8 0.12050586524975025
#> Attrib V9 0.2456840024371741
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.7263649298542926
#> Attrib V1 -0.006167145707401945
#> Attrib V10 1.173005235585461
#> Attrib V11 1.2426404842925682
#> Attrib V12 1.2658567900230417
#> Attrib V13 0.35336516548085256
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#> Attrib V28 1.6202476412532583
#> Attrib V29 1.4297063882805678
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#> Attrib V34 -0.3495894105930889
#> Attrib V35 0.12887425422054072
#> Attrib V36 -0.81099647245509
#> Attrib V37 -0.14480857040988077
#> Attrib V38 0.34168487675394127
#> Attrib V39 -0.04443514744956548
#> Attrib V4 0.6416772374348484
#> Attrib V40 -0.09709634182609612
#> Attrib V41 1.1608885304628023
#> Attrib V42 -0.04857847954871019
#> Attrib V43 -0.5582908686991921
#> Attrib V44 0.35783773503391053
#> Attrib V45 1.4108948423576089
#> Attrib V46 0.9192401419769134
#> Attrib V47 0.24714709033548635
#> Attrib V48 0.7077934961948287
#> Attrib V49 0.7626051691720319
#> Attrib V5 0.23390067128396896
#> Attrib V50 -0.3485975390207011
#> Attrib V51 0.39896157855836517
#> Attrib V52 0.6373952851305877
#> Attrib V53 0.10484468205592153
#> Attrib V54 -0.2569898447902787
#> Attrib V55 -0.6244548742898188
#> Attrib V56 -0.8479603203829806
#> Attrib V57 0.3997835772497133
#> Attrib V58 0.00471439549303667
#> Attrib V59 -0.14759496288774634
#> Attrib V6 0.8947701507485742
#> Attrib V60 -0.06540961600993986
#> Attrib V7 0.04527177668163035
#> Attrib V8 -0.13836711240836727
#> Attrib V9 1.0767990841862551
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold -2.5879466088306574E-4
#> Attrib V1 0.03851013966803671
#> Attrib V10 0.08051229437562023
#> Attrib V11 0.09800008575796725
#> Attrib V12 0.09392503863640791
#> Attrib V13 -0.036235425141150766
#> Attrib V14 -0.0525060535668512
#> Attrib V15 -0.035362430805085936
#> Attrib V16 0.04698051478510196
#> Attrib V17 -0.024432162156818083
#> Attrib V18 -0.14288114246542538
#> Attrib V19 -0.04249094963857618
#> Attrib V2 0.04109340715711311
#> Attrib V20 -0.023567703742163274
#> Attrib V21 0.011346389350366656
#> Attrib V22 -0.14372226973159136
#> Attrib V23 -0.12349614262268148
#> Attrib V24 -0.017237004040794486
#> Attrib V25 -0.03569114650469204
#> Attrib V26 -0.05296384572579857
#> Attrib V27 -0.04935919146472921
#> Attrib V28 0.04927236969986607
#> Attrib V29 -0.037265973674672645
#> Attrib V3 0.06617801204310246
#> Attrib V30 -2.2219116629300476E-4
#> Attrib V31 -0.21293546762414467
#> Attrib V32 0.03953667254984987
#> Attrib V33 0.14015520934382675
#> Attrib V34 0.03032528888587672
#> Attrib V35 0.040948689827352225
#> Attrib V36 -0.07427498828347603
#> Attrib V37 -0.012389921803259363
#> Attrib V38 0.23175023984455956
#> Attrib V39 0.07018824866997041
#> Attrib V4 0.2812150811928971
#> Attrib V40 -0.04592023860742903
#> Attrib V41 0.08168944352352103
#> Attrib V42 -0.036559271285033196
#> Attrib V43 -0.0309111252972187
#> Attrib V44 0.07854605312498494
#> Attrib V45 0.12767941373641964
#> Attrib V46 0.09581382796285487
#> Attrib V47 -0.011358863438570437
#> Attrib V48 0.09738479738418185
#> Attrib V49 0.08003705193369891
#> Attrib V5 0.04504589577644675
#> Attrib V50 -0.044830147489033315
#> Attrib V51 0.04090244629726456
#> Attrib V52 0.08344682823331005
#> Attrib V53 0.1449743896064704
#> Attrib V54 0.12281367436901387
#> Attrib V55 0.007553838215777654
#> Attrib V56 -0.06806936534662231
#> Attrib V57 0.2704910408055005
#> Attrib V58 0.06734691274160831
#> Attrib V59 0.1745628953303533
#> Attrib V6 -0.04002909214168237
#> Attrib V60 0.17317644981584435
#> Attrib V7 -0.039284882212053625
#> Attrib V8 -0.049034457123271986
#> Attrib V9 0.11087127609234602
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.5566857097065264
#> Attrib V1 0.06967776377947632
#> Attrib V10 0.8891713768317073
#> Attrib V11 1.049522555683165
#> Attrib V12 1.4139529349771762
#> Attrib V13 0.2982950472890593
#> Attrib V14 -0.3707235465191478
#> Attrib V15 -0.6219361879085331
#> Attrib V16 -0.549585932136011
#> Attrib V17 -0.43168173400614657
#> Attrib V18 -0.7451802268527417
#> Attrib V19 -0.5987628036732169
#> Attrib V2 -0.07116959228397386
#> Attrib V20 -0.18637607790944946
#> Attrib V21 0.3543014358472477
#> Attrib V22 -0.09494031025984043
#> Attrib V23 -0.13538633986138107
#> Attrib V24 0.19136690694329078
#> Attrib V25 0.3648516807691717
#> Attrib V26 0.7092884411735249
#> Attrib V27 0.8510733704922582
#> Attrib V28 1.2077260352282413
#> Attrib V29 0.846381975813436
#> Attrib V3 0.046233318020507806
#> Attrib V30 0.6419922317420302
#> Attrib V31 -0.4729393653254466
#> Attrib V32 -0.21276810343539235
#> Attrib V33 -0.1543285636446347
#> Attrib V34 0.026139146445701616
#> Attrib V35 0.2974121596626894
#> Attrib V36 -0.42567698258371295
#> Attrib V37 0.08282435618974712
#> Attrib V38 0.5079605911339937
#> Attrib V39 0.11821250213315818
#> Attrib V4 0.5342487985675249
#> Attrib V40 -0.10658675484747378
#> Attrib V41 0.7849819183942314
#> Attrib V42 -0.19712450471005483
#> Attrib V43 -0.4367301526746148
#> Attrib V44 0.0222604241710003
#> Attrib V45 0.8932509402162869
#> Attrib V46 0.6216871281793289
#> Attrib V47 0.1806309486017445
#> Attrib V48 0.698044576630011
#> Attrib V49 0.6603990257416178
#> Attrib V5 0.12036970037050403
#> Attrib V50 -0.17763400198646234
#> Attrib V51 0.3203039336382566
#> Attrib V52 0.5415827428876306
#> Attrib V53 0.15500889975641258
#> Attrib V54 0.12192602809344816
#> Attrib V55 -0.3402590668527998
#> Attrib V56 -0.6654038961584681
#> Attrib V57 0.5499460804415152
#> Attrib V58 -0.07180710820104523
#> Attrib V59 0.14565483351688766
#> Attrib V6 0.5498597919873615
#> Attrib V60 0.19679910153272254
#> Attrib V7 -0.10861748351775245
#> Attrib V8 -0.4435844445299749
#> Attrib V9 0.6028163685243466
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.5799486542080378
#> Attrib V1 0.14221565290869767
#> Attrib V10 -0.17905570765701692
#> Attrib V11 -0.3287538197823132
#> Attrib V12 -0.7216031050527321
#> Attrib V13 0.14226625146787558
#> Attrib V14 0.44812456199058354
#> Attrib V15 0.30069037518229386
#> Attrib V16 0.010939149933436601
#> Attrib V17 -0.12035732243977373
#> Attrib V18 0.5173578777802468
#> Attrib V19 0.12478450698922657
#> Attrib V2 0.22976369617213785
#> Attrib V20 -0.19413121461528082
#> Attrib V21 -0.6049069060201284
#> Attrib V22 -0.1325969152573938
#> Attrib V23 -0.07968541699264521
#> Attrib V24 -0.34074275094278855
#> Attrib V25 -0.09727218675467161
#> Attrib V26 0.21055018963906444
#> Attrib V27 0.27635383075811704
#> Attrib V28 -0.39055313777672457
#> Attrib V29 -0.19305512201319175
#> Attrib V3 0.023410897101678988
#> Attrib V30 -0.14019411196502932
#> Attrib V31 1.1138625323407358
#> Attrib V32 -0.1919768848120186
#> Attrib V33 -0.18993200985408965
#> Attrib V34 0.36918840596286107
#> Attrib V35 0.36368444872088806
#> Attrib V36 1.102553230794739
#> Attrib V37 0.3713226266537882
#> Attrib V38 -0.7681614018900601
#> Attrib V39 -0.3143259333170396
#> Attrib V4 -0.8976424988099728
#> Attrib V40 0.3811248618409313
#> Attrib V41 -0.6672494445033718
#> Attrib V42 -0.3722300010686031
#> Attrib V43 -0.0025880669214007153
#> Attrib V44 -0.3454500225066564
#> Attrib V45 -0.5981949055966528
#> Attrib V46 -0.3539603911160962
#> Attrib V47 0.24288706902302473
#> Attrib V48 -0.15515367412833717
#> Attrib V49 -0.2581230165840276
#> Attrib V5 -0.09254747394442833
#> Attrib V50 0.6964581410745628
#> Attrib V51 -0.016218660367403562
#> Attrib V52 -0.08023272140380679
#> Attrib V53 0.06247454303654061
#> Attrib V54 -0.09650591487658342
#> Attrib V55 0.4615342672136171
#> Attrib V56 0.2955273292458086
#> Attrib V57 -0.5531470958417505
#> Attrib V58 -0.11412308912959687
#> Attrib V59 -0.39103270057270206
#> Attrib V6 0.1162950329292227
#> Attrib V60 -0.12642853222435255
#> Attrib V7 0.44640941503022974
#> Attrib V8 0.24386976507832822
#> Attrib V9 -0.3954634105245052
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.08237420249665087
#> Attrib V1 0.07141853618394495
#> Attrib V10 0.02899880020179609
#> Attrib V11 0.10672445175000929
#> Attrib V12 0.22313881291722776
#> Attrib V13 -0.14454627125537148
#> Attrib V14 -0.048488647485768206
#> Attrib V15 0.03133895213722133
#> Attrib V16 0.07881457443005585
#> Attrib V17 0.05921223622877513
#> Attrib V18 -0.1352676281703175
#> Attrib V19 0.004800178312020225
#> Attrib V2 -0.035323150600234055
#> Attrib V20 0.1830589216729219
#> Attrib V21 0.1709116289181809
#> Attrib V22 -0.12852843062101063
#> Attrib V23 -0.14282181060289637
#> Attrib V24 -0.01623556566650349
#> Attrib V25 -0.04916207158972052
#> Attrib V26 -0.2462765698888405
#> Attrib V27 -0.24398272154573097
#> Attrib V28 -0.07500493633902064
#> Attrib V29 -0.2637685061365746
#> Attrib V3 0.012507884226725012
#> Attrib V30 -0.12252988248298596
#> Attrib V31 -0.5510449801476716
#> Attrib V32 -0.05405396210555459
#> Attrib V33 0.14365173691532412
#> Attrib V34 0.024019972507777397
#> Attrib V35 0.012787659733242232
#> Attrib V36 -0.35611171361944377
#> Attrib V37 -0.21706383269761872
#> Attrib V38 0.35467514659197663
#> Attrib V39 0.14368265743965897
#> Attrib V4 0.36167455855616326
#> Attrib V40 -0.12586068427245495
#> Attrib V41 0.07242585460727176
#> Attrib V42 0.09916650211043301
#> Attrib V43 0.0016384908665903679
#> Attrib V44 0.08492490353068638
#> Attrib V45 0.19118623557560468
#> Attrib V46 0.04522432436362514
#> Attrib V47 -0.10948068059069063
#> Attrib V48 0.011965307204880317
#> Attrib V49 0.0245296191953621
#> Attrib V5 0.07978759466853626
#> Attrib V50 -0.10519120839710674
#> Attrib V51 0.05367775964934252
#> Attrib V52 0.022282236560254857
#> Attrib V53 0.14798712489223564
#> Attrib V54 0.297154521651408
#> Attrib V55 0.09744679202670907
#> Attrib V56 -0.013414123039238043
#> Attrib V57 0.34121521654652487
#> Attrib V58 0.21424880720616607
#> Attrib V59 0.3169825246899956
#> Attrib V6 -0.1140838957721943
#> Attrib V60 0.22369803400936916
#> Attrib V7 -0.13386016345399276
#> Attrib V8 -0.00786639374132618
#> Attrib V9 0.1306302007322262
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.3061797526519179
#> Attrib V1 0.17790429743263295
#> Attrib V10 -0.08347634786734794
#> Attrib V11 0.02257390649556029
#> Attrib V12 0.08793894659812232
#> Attrib V13 -0.2811339711928654
#> Attrib V14 -0.0947840349103104
#> Attrib V15 0.193838242726263
#> Attrib V16 0.37609797595819755
#> Attrib V17 0.18329296199424214
#> Attrib V18 -0.26844123821678695
#> Attrib V19 0.19764149964102537
#> Attrib V2 0.03218996253911394
#> Attrib V20 0.40594889596642664
#> Attrib V21 0.6044144802440211
#> Attrib V22 0.11671613946852528
#> Attrib V23 0.003417646608408712
#> Attrib V24 0.0927029886869297
#> Attrib V25 -0.22456336028940208
#> Attrib V26 -0.5803518499137287
#> Attrib V27 -0.6137629600457601
#> Attrib V28 -0.22238991234171956
#> Attrib V29 -0.4803245439660711
#> Attrib V3 0.04369083426928754
#> Attrib V30 -0.25138596017324333
#> Attrib V31 -1.1440906947462202
#> Attrib V32 -0.027123394572055134
#> Attrib V33 0.37760912055000334
#> Attrib V34 -0.16803258156176124
#> Attrib V35 -0.33240732177276006
#> Attrib V36 -0.9428866295273667
#> Attrib V37 -0.5658601481079081
#> Attrib V38 0.6169829816800261
#> Attrib V39 0.29675877391728894
#> Attrib V4 0.7723091161587461
#> Attrib V40 -0.22409279990412975
#> Attrib V41 0.2792055678672206
#> Attrib V42 0.38889148803010665
#> Attrib V43 0.19737175944252605
#> Attrib V44 0.17779639153986967
#> Attrib V45 0.22596237995617272
#> Attrib V46 0.12180160262246674
#> Attrib V47 -0.36551127388656923
#> Attrib V48 -0.2195889383441343
#> Attrib V49 -0.06688749530534836
#> Attrib V5 0.10823519231076371
#> Attrib V50 -0.4042332450124574
#> Attrib V51 -0.10718355284548567
#> Attrib V52 -0.08529743607445002
#> Attrib V53 0.1949237200548908
#> Attrib V54 0.42194933113427957
#> Attrib V55 0.007854322344987391
#> Attrib V56 0.07876026020922525
#> Attrib V57 0.5569012561932155
#> Attrib V58 0.3612382328814959
#> Attrib V59 0.6997958863801267
#> Attrib V6 -0.3323482426019731
#> Attrib V60 0.3884170786098549
#> Attrib V7 -0.07038774566941632
#> Attrib V8 0.11789938858575606
#> Attrib V9 0.23927007070819026
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.00968965036743183
#> Attrib V1 0.08118636688162408
#> Attrib V10 0.012208949127844326
#> Attrib V11 0.06266084124352639
#> Attrib V12 0.12633315933500328
#> Attrib V13 -0.028431566139537106
#> Attrib V14 -0.01147991360803409
#> Attrib V15 0.0215959649865498
#> Attrib V16 0.05631047494075624
#> Attrib V17 0.06350249043237595
#> Attrib V18 -0.1152219181454236
#> Attrib V19 0.021608765488897532
#> Attrib V2 -0.0030170649461297373
#> Attrib V20 0.18277384141020853
#> Attrib V21 0.23956037230529825
#> Attrib V22 -0.03801468804414823
#> Attrib V23 0.003794672944235622
#> Attrib V24 0.06747704334029284
#> Attrib V25 0.005294867366432386
#> Attrib V26 -0.19448193828832847
#> Attrib V27 -0.14053936906343037
#> Attrib V28 -0.05410219479830655
#> Attrib V29 -0.15526669605430257
#> Attrib V3 0.11737517603018303
#> Attrib V30 -0.09773889674285301
#> Attrib V31 -0.5276103241348612
#> Attrib V32 -0.04375154997108762
#> Attrib V33 0.09064560169511028
#> Attrib V34 -0.03011416002306475
#> Attrib V35 -0.08595964056863253
#> Attrib V36 -0.36481445985006583
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#> Attrib V38 0.25978368701072024
#> Attrib V39 0.1737380797241092
#> Attrib V4 0.37171841359913993
#> Attrib V40 -0.08683273704352458
#> Attrib V41 0.1343388862218563
#> Attrib V42 0.12958047761229438
#> Attrib V43 -0.009862861394132241
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#> Attrib V49 0.05889969530940374
#> Attrib V5 0.09900196729460779
#> Attrib V50 -0.14822102237050483
#> Attrib V51 -0.009224788105815165
#> Attrib V52 0.002781294384515798
#> Attrib V53 0.1134990335110064
#> Attrib V54 0.15558199948572032
#> Attrib V55 0.025161792172508204
#> Attrib V56 -0.004893094062689107
#> Attrib V57 0.2801128943323207
#> Attrib V58 0.1506615271172864
#> Attrib V59 0.33188333306749057
#> Attrib V6 -0.05033458558397565
#> Attrib V60 0.25666809143138297
#> Attrib V7 -0.02507680784345734
#> Attrib V8 -0.04619386838671015
#> Attrib V9 0.12364899926227946
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.3125747511926397
#> Attrib V1 0.36761717999547294
#> Attrib V10 -0.1129648140575597
#> Attrib V11 0.09579400704487062
#> Attrib V12 0.32102771020977994
#> Attrib V13 -0.33526791656097576
#> Attrib V14 -0.21274718127957895
#> Attrib V15 0.20186537259102053
#> Attrib V16 0.3017183890449775
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#> Attrib V18 -0.29534586330276147
#> Attrib V19 0.12017762309914522
#> Attrib V2 0.07743610804582168
#> Attrib V20 0.42712955052598045
#> Attrib V21 0.5384751320511929
#> Attrib V22 -0.00975510374904553
#> Attrib V23 -0.10058595406945571
#> Attrib V24 0.04349198851554736
#> Attrib V25 -0.24734060244794573
#> Attrib V26 -0.703181051467181
#> Attrib V27 -0.9098921255315247
#> Attrib V28 -0.586739964976468
#> Attrib V29 -0.8767068899535857
#> Attrib V3 0.012223183495027457
#> Attrib V30 -0.4022428440805713
#> Attrib V31 -1.1189617985552223
#> Attrib V32 0.07827192553711142
#> Attrib V33 0.4458531231016623
#> Attrib V34 -0.14591205009458783
#> Attrib V35 -0.25966364830695826
#> Attrib V36 -0.9339775446609839
#> Attrib V37 -0.44399758339925016
#> Attrib V38 0.7559701537506879
#> Attrib V39 0.49251829155376026
#> Attrib V4 0.7346146189555852
#> Attrib V40 -0.20384078624267946
#> Attrib V41 0.2094481165453881
#> Attrib V42 0.34417643444337953
#> Attrib V43 0.1709449497798882
#> Attrib V44 0.18670094363367296
#> Attrib V45 0.03680602636356075
#> Attrib V46 -0.010647370902734345
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#> Attrib V48 -0.16418603170167637
#> Attrib V49 0.033071009143819684
#> Attrib V5 0.003252454708083095
#> Attrib V50 -0.3232656730061363
#> Attrib V51 -0.16515463225780322
#> Attrib V52 -0.17871148195504458
#> Attrib V53 0.1777144324229917
#> Attrib V54 0.7214323640130139
#> Attrib V55 0.16924901422005137
#> Attrib V56 0.13840353296738295
#> Attrib V57 0.6408587768600047
#> Attrib V58 0.3854125109030511
#> Attrib V59 0.8680499141278609
#> Attrib V6 -0.4606047505053665
#> Attrib V60 0.5194968847246423
#> Attrib V7 -0.16653985963752027
#> Attrib V8 -0.06051273871055163
#> Attrib V9 0.09844687247970388
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.48481472155316413
#> Attrib V1 0.036508444164230665
#> Attrib V10 -0.1513093000851198
#> Attrib V11 -0.3548671616805741
#> Attrib V12 -0.6528128827222952
#> Attrib V13 0.07161621036384076
#> Attrib V14 0.28491548812899636
#> Attrib V15 0.2524051265433851
#> Attrib V16 -0.07536197037368647
#> Attrib V17 -0.1433882250941889
#> Attrib V18 0.41661756335003053
#> Attrib V19 0.027249474599564266
#> Attrib V2 0.1504397518619603
#> Attrib V20 -0.3082949036876197
#> Attrib V21 -0.7908419514804534
#> Attrib V22 -0.21892771687404242
#> Attrib V23 -0.2342722689973874
#> Attrib V24 -0.40047707037365143
#> Attrib V25 -0.10742342285484029
#> Attrib V26 0.2867855098247289
#> Attrib V27 0.32794637630698387
#> Attrib V28 -0.2838434470319502
#> Attrib V29 -0.03432910479215741
#> Attrib V3 -0.014187751644192774
#> Attrib V30 -0.11318463872279394
#> Attrib V31 1.1798763281912044
#> Attrib V32 -0.11802216982415173
#> Attrib V33 -0.23494898883870807
#> Attrib V34 0.46186861756221453
#> Attrib V35 0.47377974120665306
#> Attrib V36 1.254718974201689
#> Attrib V37 0.6005792350419699
#> Attrib V38 -0.7267612234583025
#> Attrib V39 -0.26218367356696387
#> Attrib V4 -0.9348047291178263
#> Attrib V40 0.37361306425458124
#> Attrib V41 -0.7174472778924674
#> Attrib V42 -0.49246976556977334
#> Attrib V43 -0.09330368190612513
#> Attrib V44 -0.3718888786632611
#> Attrib V45 -0.518199029415991
#> Attrib V46 -0.25392002454818197
#> Attrib V47 0.2750375834106688
#> Attrib V48 -0.04630597112447398
#> Attrib V49 -0.22900543316155747
#> Attrib V5 -0.12906961755702742
#> Attrib V50 0.678786652059626
#> Attrib V51 0.025211149663804316
#> Attrib V52 -0.07841130789303287
#> Attrib V53 0.03960953611030033
#> Attrib V54 -0.2038278827981713
#> Attrib V55 0.35517424891330485
#> Attrib V56 0.22634163658491954
#> Attrib V57 -0.5991701412187331
#> Attrib V58 -0.21746286019880517
#> Attrib V59 -0.48744471196931966
#> Attrib V6 0.09978954196400737
#> Attrib V60 -0.18719767355971703
#> Attrib V7 0.34455291428837503
#> Attrib V8 0.18635610775345368
#> Attrib V9 -0.3743435364516666
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold 0.030104881798213225
#> Attrib V1 0.09800207273874617
#> Attrib V10 -0.010342496307829366
#> Attrib V11 0.021063815670510133
#> Attrib V12 0.11144065637316335
#> Attrib V13 -0.07934852220127345
#> Attrib V14 -0.05041531509588278
#> Attrib V15 0.05402974070046439
#> Attrib V16 0.16198055435951972
#> Attrib V17 0.08186996039565841
#> Attrib V18 -0.08243901137900017
#> Attrib V19 0.0719253350051728
#> Attrib V2 -0.02021252100981051
#> Attrib V20 0.13475364203419163
#> Attrib V21 0.17866904010871892
#> Attrib V22 -0.07733895352369054
#> Attrib V23 -0.13731328708541557
#> Attrib V24 0.03358734653211069
#> Attrib V25 -0.07159232995313872
#> Attrib V26 -0.28155256160704384
#> Attrib V27 -0.3074665047988678
#> Attrib V28 -0.1469437266687006
#> Attrib V29 -0.30744990470579453
#> Attrib V3 0.07669088965867311
#> Attrib V30 -0.20689815071090348
#> Attrib V31 -0.5355524988287951
#> Attrib V32 -0.009139323591802228
#> Attrib V33 0.13675673534864774
#> Attrib V34 -0.001444332741588793
#> Attrib V35 -0.07402463986137518
#> Attrib V36 -0.3893080579911863
#> Attrib V37 -0.18638807291843792
#> Attrib V38 0.30299271576531306
#> Attrib V39 0.16353044805747646
#> Attrib V4 0.37790605447911624
#> Attrib V40 -0.1261277963806399
#> Attrib V41 0.11774829506822805
#> Attrib V42 0.1600335669073369
#> Attrib V43 0.030252594241665293
#> Attrib V44 0.028474546881071316
#> Attrib V45 0.1051576234225222
#> Attrib V46 0.05042939856278204
#> Attrib V47 -0.14492049719786493
#> Attrib V48 -0.0661531703772892
#> Attrib V49 -0.02055584273598563
#> Attrib V5 0.05365463711767646
#> Attrib V50 -0.07203796868680176
#> Attrib V51 0.04350133014816231
#> Attrib V52 0.054393694829507316
#> Attrib V53 0.20342060704659723
#> Attrib V54 0.24782845775561782
#> Attrib V55 0.12029327786162945
#> Attrib V56 0.04691700454914553
#> Attrib V57 0.3188534265692586
#> Attrib V58 0.24940870249207334
#> Attrib V59 0.32206769939588265
#> Attrib V6 -0.10553555864130695
#> Attrib V60 0.2590876571309773
#> Attrib V7 -0.06736601555465091
#> Attrib V8 -0.047546200413949094
#> Attrib V9 0.11452946179109978
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.094025865934316
#> Attrib V1 0.07965169865618767
#> Attrib V10 0.08274146722447868
#> Attrib V11 0.05565149025976097
#> Attrib V12 -0.013019790033165602
#> Attrib V13 -0.06744576830711628
#> Attrib V14 0.0016274759534067418
#> Attrib V15 0.05670222930118746
#> Attrib V16 0.013130085677918353
#> Attrib V17 -0.0022964538609558708
#> Attrib V18 -0.04053302926191233
#> Attrib V19 -0.011500580796910213
#> Attrib V2 0.12274554793732742
#> Attrib V20 -0.03674808904085374
#> Attrib V21 -0.04636326834811387
#> Attrib V22 -0.026807015140507696
#> Attrib V23 -0.07564305654302185
#> Attrib V24 -0.014196025832029916
#> Attrib V25 -0.05742077055763759
#> Attrib V26 -0.07865640112939833
#> Attrib V27 -0.034894169875135966
#> Attrib V28 -0.017632673726888363
#> Attrib V29 -0.07721805770733978
#> Attrib V3 0.07711472949448203
#> Attrib V30 -0.0010037255923426099
#> Attrib V31 -0.02909692926135165
#> Attrib V32 -0.006340621511437079
#> Attrib V33 0.10568668023305078
#> Attrib V34 0.022139680439678476
#> Attrib V35 0.11069525227752611
#> Attrib V36 0.012803536575885802
#> Attrib V37 0.0332912165200882
#> Attrib V38 0.13831851323873795
#> Attrib V39 0.08529159749303883
#> Attrib V4 0.13998674009997952
#> Attrib V40 0.008802345592112853
#> Attrib V41 0.08337527266336604
#> Attrib V42 0.017055296225373058
#> Attrib V43 0.06649806642923767
#> Attrib V44 0.07620501899686347
#> Attrib V45 0.08456455698707552
#> Attrib V46 0.021884924847383642
#> Attrib V47 -0.015897313230026792
#> Attrib V48 0.07219944422062129
#> Attrib V49 -0.004599314350737209
#> Attrib V5 0.07517659809165826
#> Attrib V50 0.041657832174232926
#> Attrib V51 0.0688284681717121
#> Attrib V52 0.03712103503185423
#> Attrib V53 0.05840864060519799
#> Attrib V54 0.027773998191910208
#> Attrib V55 0.0745989771673874
#> Attrib V56 0.06477230310235729
#> Attrib V57 0.18288490500743634
#> Attrib V58 0.0412281155239071
#> Attrib V59 0.035961625752081575
#> Attrib V6 0.07458865231311182
#> Attrib V60 0.11475326214096784
#> Attrib V7 -0.005221116880221489
#> Attrib V8 0.07204218971270668
#> Attrib V9 0.07982803789467445
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.14734323942194788
#> Attrib V1 0.08573222138646078
#> Attrib V10 0.08447626177334684
#> Attrib V11 0.07538044242834577
#> Attrib V12 0.0599736225886735
#> Attrib V13 -0.023856406600099998
#> Attrib V14 0.03189142221500388
#> Attrib V15 -0.006878932954936133
#> Attrib V16 0.029509164885789137
#> Attrib V17 -0.0246196757614018
#> Attrib V18 -0.006303021784509926
#> Attrib V19 -0.0559498985465642
#> Attrib V2 0.07781787168989274
#> Attrib V20 0.04448355734245762
#> Attrib V21 0.05654646911007417
#> Attrib V22 -0.0837561057095887
#> Attrib V23 -0.07024962625912504
#> Attrib V24 -0.052003640468450525
#> Attrib V25 -0.019400175253127355
#> Attrib V26 -0.04725115306149974
#> Attrib V27 -0.03696464112854763
#> Attrib V28 -0.017482253140985726
#> Attrib V29 -0.09092163384050235
#> Attrib V3 0.14444091686502383
#> Attrib V30 -0.09259152452839994
#> Attrib V31 -0.2019147256154585
#> Attrib V32 -0.017468004052884678
#> Attrib V33 0.06332976409700151
#> Attrib V34 0.0477622750430537
#> Attrib V35 0.01645719437439151
#> Attrib V36 -0.010602761153389019
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#> Attrib V38 0.1175103716685101
#> Attrib V39 0.10352468102506139
#> Attrib V4 0.18012703166855773
#> Attrib V40 -0.03789167987966238
#> Attrib V41 0.015326784164010577
#> Attrib V42 0.02959015638550412
#> Attrib V43 0.009875677762101414
#> Attrib V44 0.08905308890290423
#> Attrib V45 0.04808938410180289
#> Attrib V46 0.0492843340648202
#> Attrib V47 0.04360422469443413
#> Attrib V48 0.05241305392027265
#> Attrib V49 0.07696193144128623
#> Attrib V5 0.09282226978567118
#> Attrib V50 -0.027747984140236066
#> Attrib V51 0.12132267520738277
#> Attrib V52 0.07806347113336075
#> Attrib V53 0.10720893587040312
#> Attrib V54 0.0683073858291424
#> Attrib V55 0.09879854919278916
#> Attrib V56 0.05418439891972337
#> Attrib V57 0.13509099211879624
#> Attrib V58 0.11411046681508114
#> Attrib V59 0.1688962313874405
#> Attrib V6 1.8047694625877782E-4
#> Attrib V60 0.18773692914475104
#> Attrib V7 0.040354759820330856
#> Attrib V8 0.05178424111758437
#> Attrib V9 0.11310605142200514
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.7141626107656255
#> Attrib V1 -0.19234204073592162
#> Attrib V10 0.4955479644511412
#> Attrib V11 0.5079241248513202
#> Attrib V12 0.8382532553181818
#> Attrib V13 0.0921143967340933
#> Attrib V14 -0.10717300421582748
#> Attrib V15 -0.12700330446304717
#> Attrib V16 -0.12067844206471998
#> Attrib V17 -0.10170490655076278
#> Attrib V18 -0.4503971029220042
#> Attrib V19 -0.21662955318799618
#> Attrib V2 -0.3311628372134855
#> Attrib V20 -0.08975874205988113
#> Attrib V21 0.3091412321570209
#> Attrib V22 -0.18287942807145724
#> Attrib V23 -0.20828667834446807
#> Attrib V24 0.11664010848960271
#> Attrib V25 0.15198796182523835
#> Attrib V26 0.29402703471771696
#> Attrib V27 0.3899436312516395
#> Attrib V28 0.8815065328136737
#> Attrib V29 0.5753131404864804
#> Attrib V3 -0.10119368554305389
#> Attrib V30 0.3532205215280986
#> Attrib V31 -0.7664225872726834
#> Attrib V32 -0.21406438790972587
#> Attrib V33 0.04939907816067968
#> Attrib V34 -0.11842022962839892
#> Attrib V35 0.10580644467576224
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#> Attrib V37 -0.3597453147474178
#> Attrib V38 0.3908283775074179
#> Attrib V39 0.031417990490935646
#> Attrib V4 0.6897378862855319
#> Attrib V40 -0.30496071789006735
#> Attrib V41 0.5550549701840513
#> Attrib V42 0.12726569893099238
#> Attrib V43 -0.22429430020423372
#> Attrib V44 0.2370091160885084
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#> Attrib V46 0.42660018842417735
#> Attrib V47 -0.21359162618561156
#> Attrib V48 0.3282997325536192
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#> Attrib V5 0.1151254621101093
#> Attrib V50 -0.5005692230383195
#> Attrib V51 0.03247696620136626
#> Attrib V52 0.30237803374975
#> Attrib V53 0.27881664129273614
#> Attrib V54 -0.04235307739886695
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#> Attrib V56 -0.607543092598385
#> Attrib V57 0.4692927179878938
#> Attrib V58 0.28946160624674144
#> Attrib V59 0.2343825957934086
#> Attrib V6 0.2537580538754034
#> Attrib V60 0.1126663726414115
#> Attrib V7 -0.13934520223055089
#> Attrib V8 -0.1499776446484766
#> Attrib V9 0.529514197706252
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.2805686317422218
#> Attrib V1 0.17606393556981043
#> Attrib V10 0.0876405771925028
#> Attrib V11 0.1200599191939543
#> Attrib V12 0.3621489225029136
#> Attrib V13 -0.14973250375628436
#> Attrib V14 -0.11694961218249507
#> Attrib V15 0.061100979225404084
#> Attrib V16 0.19656345755939555
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#> Attrib V18 -0.22323519448087806
#> Attrib V19 0.14741035271965142
#> Attrib V2 -0.037780422382431164
#> Attrib V20 0.41227190436084477
#> Attrib V21 0.691530497217839
#> Attrib V22 0.22250722181890858
#> Attrib V23 0.22381801745992233
#> Attrib V24 0.33514020706739117
#> Attrib V25 0.08024106822694807
#> Attrib V26 -0.16419264820416865
#> Attrib V27 -0.2318164869796865
#> Attrib V28 0.14153530725068147
#> Attrib V29 -0.08134181964707769
#> Attrib V3 0.05307663109635398
#> Attrib V30 -0.01947961146088237
#> Attrib V31 -1.0243158807925177
#> Attrib V32 -0.14056497341062957
#> Attrib V33 0.13984559666431504
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#> Attrib V35 -0.2508817625748422
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#> Attrib V38 0.6230392608658919
#> Attrib V39 0.25684370919247346
#> Attrib V4 0.6892924435064576
#> Attrib V40 -0.2783334816213707
#> Attrib V41 0.35235184307584383
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#> Attrib V43 0.1567255259632814
#> Attrib V44 0.3321943966586598
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#> Attrib V5 0.15778827286914215
#> Attrib V50 -0.4483182489152431
#> Attrib V51 0.00923988421454641
#> Attrib V52 -0.0075180468624572614
#> Attrib V53 0.1003673373060075
#> Attrib V54 0.3141441433851264
#> Attrib V55 -0.08547067125340205
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#> Attrib V58 0.21635296807859258
#> Attrib V59 0.5427729935585022
#> Attrib V6 -0.17593197860943618
#> Attrib V60 0.30501251906938426
#> Attrib V7 -0.1354895679506436
#> Attrib V8 -0.08394220274813531
#> Attrib V9 0.305715285445854
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.44110229427207887
#> Attrib V1 0.07588988969144139
#> Attrib V10 -0.15358312835518972
#> Attrib V11 -0.3659670902759316
#> Attrib V12 -0.7210970986707641
#> Attrib V13 0.03893951790887705
#> Attrib V14 0.28180967431865567
#> Attrib V15 0.1994718219240069
#> Attrib V16 -0.09973140436451504
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#> Attrib V18 0.44128260438228345
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#> Attrib V2 0.1520480450506319
#> Attrib V20 -0.3407972140520319
#> Attrib V21 -0.7573481507357953
#> Attrib V22 -0.29714980927811907
#> Attrib V23 -0.27414015964350286
#> Attrib V24 -0.4372400999338797
#> Attrib V25 -0.08606621952368196
#> Attrib V26 0.28416418790469755
#> Attrib V27 0.3702470106688585
#> Attrib V28 -0.2997491365381423
#> Attrib V29 0.011327921405385914
#> Attrib V3 -0.07722116675293832
#> Attrib V30 -0.06134858215110906
#> Attrib V31 1.2524370815926595
#> Attrib V32 -0.134043811044149
#> Attrib V33 -0.22069955901736524
#> Attrib V34 0.44419857275724406
#> Attrib V35 0.4737635807752745
#> Attrib V36 1.2995745436036257
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#> Attrib V38 -0.7787051873493841
#> Attrib V39 -0.2887842195640245
#> Attrib V4 -0.9257477431480642
#> Attrib V40 0.42226895969769696
#> Attrib V41 -0.6655898842058782
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#> Attrib V47 0.25018614751378804
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#> Attrib V50 0.6937391124262212
#> Attrib V51 0.026694946657410932
#> Attrib V52 -0.01874542749003068
#> Attrib V53 0.00892498156091761
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#> Attrib V55 0.3045312054697159
#> Attrib V56 0.1491960146551238
#> Attrib V57 -0.4868266237120554
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#> Attrib V59 -0.5015641285715529
#> Attrib V6 0.13822887743925769
#> Attrib V60 -0.12864701507743373
#> Attrib V7 0.41583078759718156
#> Attrib V8 0.1488578335727914
#> Attrib V9 -0.34269688292169004
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.15734577746327402
#> Attrib V1 0.24428566992329986
#> Attrib V10 -0.06869367332393465
#> Attrib V11 0.02430985123193057
#> Attrib V12 0.15869331253151958
#> Attrib V13 -0.23828147162913474
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#> Attrib V15 0.08933117572717306
#> Attrib V16 0.25301337395092127
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#> Attrib V18 -0.20216869016128056
#> Attrib V19 0.06675439015394144
#> Attrib V2 0.07148149749562945
#> Attrib V20 0.28515460338703963
#> Attrib V21 0.3380721531312023
#> Attrib V22 -0.06465760152406262
#> Attrib V23 -0.17306337136591027
#> Attrib V24 0.055839621159605064
#> Attrib V25 -0.17668186160897167
#> Attrib V26 -0.4923763208783934
#> Attrib V27 -0.5959177298751419
#> Attrib V28 -0.4450257190935158
#> Attrib V29 -0.5613700091477193
#> Attrib V3 0.03613390865218949
#> Attrib V30 -0.30881179048414936
#> Attrib V31 -0.7156268669212735
#> Attrib V32 0.005425117582104651
#> Attrib V33 0.22334064119201316
#> Attrib V34 -0.07216465317530399
#> Attrib V35 -0.15981882168541406
#> Attrib V36 -0.5849434411931146
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#> Attrib V39 0.2504430487880502
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#> Attrib V40 -0.1302769091277652
#> Attrib V41 0.07653687338406653
#> Attrib V42 0.17688156156501228
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#> Attrib V44 0.06810949721202766
#> Attrib V45 4.3183219514028186E-4
#> Attrib V46 0.011605095261223773
#> Attrib V47 -0.3002422861363233
#> Attrib V48 -0.08827705220227056
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#> Attrib V5 0.05155810830923164
#> Attrib V50 -0.19017103407033717
#> Attrib V51 -0.07156693844161623
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#> Attrib V53 0.1773416536369345
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#> Attrib V60 0.3797709433578796
#> Attrib V7 -0.07832332845299078
#> Attrib V8 -0.07721671830913959
#> Attrib V9 0.08560193992629757
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.39469823679262556
#> Attrib V1 0.3519515478611372
#> Attrib V10 -0.0538079293034217
#> Attrib V11 -1.1946270301751214E-4
#> Attrib V12 0.22808622515867
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#> Attrib V15 0.27480014397086977
#> Attrib V16 0.4250158248463583
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#> Attrib V18 -0.36076010678101256
#> Attrib V19 0.1910504690829987
#> Attrib V2 -0.034629181511780086
#> Attrib V20 0.5682934802902448
#> Attrib V21 0.8629761669705694
#> Attrib V22 0.17431475029227983
#> Attrib V23 0.04628820490071543
#> Attrib V24 0.16005753954812452
#> Attrib V25 -0.26537383692902794
#> Attrib V26 -0.7071335729123311
#> Attrib V27 -0.8575363014996715
#> Attrib V28 -0.24967555597431595
#> Attrib V29 -0.6713898926566695
#> Attrib V3 0.1267979592797691
#> Attrib V30 -0.38845446807950235
#> Attrib V31 -1.5800510426885834
#> Attrib V32 -0.05043041885846981
#> Attrib V33 0.4036191548909231
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#> Attrib V35 -0.4112172641995028
#> Attrib V36 -1.2130808717139128
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#> Attrib V38 0.9042515620002833
#> Attrib V39 0.5495815213318875
#> Attrib V4 1.0136735841325957
#> Attrib V40 -0.3996425077390553
#> Attrib V41 0.31008589644828166
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#> Attrib V49 -0.051612881364072674
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#> Attrib V50 -0.5560110096037915
#> Attrib V51 -0.23075726056013457
#> Attrib V52 -0.19529294267977096
#> Attrib V53 0.17272302500597125
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#> Attrib V57 0.5785036247387682
#> Attrib V58 0.43831219707731306
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#> Attrib V6 -0.4697318225755593
#> Attrib V60 0.5328335702297582
#> Attrib V7 -0.09210168723445879
#> Attrib V8 0.07581519545884376
#> Attrib V9 0.2997009530590243
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.2477079420331125
#> Attrib V1 0.03220251066286422
#> Attrib V10 -0.15332148641206883
#> Attrib V11 -0.19860225139864654
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#> Attrib V14 0.18205370534386234
#> Attrib V15 0.19226821272566172
#> Attrib V16 -0.020637155582098814
#> Attrib V17 0.01736000667842089
#> Attrib V18 0.20527096925611374
#> Attrib V19 0.041950407341905194
#> Attrib V2 0.08270649398253957
#> Attrib V20 -0.09581506547559089
#> Attrib V21 -0.2614938581038759
#> Attrib V22 -0.05246625351515671
#> Attrib V23 0.06509450800241257
#> Attrib V24 -0.07868340104072451
#> Attrib V25 0.00975617890785798
#> Attrib V26 0.08565876432974054
#> Attrib V27 0.03787869038394356
#> Attrib V28 -0.19430136629106712
#> Attrib V29 -0.1151052089436209
#> Attrib V3 0.03465156490164806
#> Attrib V30 -0.15969812534899008
#> Attrib V31 0.39145055065780704
#> Attrib V32 -0.08251584060082232
#> Attrib V33 -0.1665200400638591
#> Attrib V34 0.1162743526888418
#> Attrib V35 0.11942338792131259
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#> Attrib V37 0.12635163786414372
#> Attrib V38 -0.42719247933059556
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#> Attrib V4 -0.35217967656690247
#> Attrib V40 0.15340159475906295
#> Attrib V41 -0.2881631666982029
#> Attrib V42 -0.18829893724231395
#> Attrib V43 0.025797932941018897
#> Attrib V44 -0.22320598732958205
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#> Attrib V47 0.12947216473665604
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#> Attrib V5 -0.04670557297368428
#> Attrib V50 0.298765293035512
#> Attrib V51 0.01773364638746895
#> Attrib V52 0.009096287717575263
#> Attrib V53 -0.033912440527630254
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#> Attrib V55 0.19022219264655937
#> Attrib V56 0.21462074021118435
#> Attrib V57 -0.13353315084427564
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#> Attrib V6 0.1104247641731887
#> Attrib V60 -0.05582296833617196
#> Attrib V7 0.18508906778243892
#> Attrib V8 0.1337286226728365
#> Attrib V9 -0.14075012358052505
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.6630709289134253
#> Attrib V1 -0.10046207241090375
#> Attrib V10 0.9574437822687716
#> Attrib V11 1.3003717802087906
#> Attrib V12 1.8450384054898437
#> Attrib V13 0.4369040767318064
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#> Attrib V19 -0.5719366919206206
#> Attrib V2 -0.04905369879421727
#> Attrib V20 -0.15914578729552517
#> Attrib V21 0.42710367705508534
#> Attrib V22 0.15218549895795952
#> Attrib V23 0.22537319326796737
#> Attrib V24 0.3949477130004388
#> Attrib V25 0.4405907826526843
#> Attrib V26 0.8524647858964582
#> Attrib V27 1.1179627892358013
#> Attrib V28 1.6204228839296309
#> Attrib V29 1.1663217838659827
#> Attrib V3 0.15844758457968328
#> Attrib V30 0.8104406359893093
#> Attrib V31 -0.4543832542612201
#> Attrib V32 -0.22380686359998783
#> Attrib V33 -0.35624257495475864
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#> Attrib V35 0.22283255544429334
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#> Attrib V39 0.07062931457700519
#> Attrib V4 0.6084399610708425
#> Attrib V40 -0.010523521116734061
#> Attrib V41 1.1833549379529347
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#> Attrib V43 -0.5645314445664424
#> Attrib V44 0.20674404826540285
#> Attrib V45 1.1319567452215755
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#> Attrib V48 0.8262965558513038
#> Attrib V49 0.8917000794223487
#> Attrib V5 0.23458890336330465
#> Attrib V50 -0.25373738762511777
#> Attrib V51 0.4580668822205383
#> Attrib V52 0.7498973066117914
#> Attrib V53 0.2172033403987987
#> Attrib V54 0.14818376849763057
#> Attrib V55 -0.547527574309446
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#> Attrib V57 0.6505163487465766
#> Attrib V58 -0.08745610866045002
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#> Attrib V6 0.8387309391611998
#> Attrib V60 0.1352827448545003
#> Attrib V7 -0.2445416222621936
#> Attrib V8 -0.6216207664600703
#> Attrib V9 0.7035486552034581
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.16529692852078295
#> Attrib V1 0.07629167501745429
#> Attrib V10 0.03068611106316394
#> Attrib V11 0.008516245472371458
#> Attrib V12 0.05754901046044918
#> Attrib V13 -0.04337715756922167
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#> Attrib V16 0.015214753256426067
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#> Attrib V18 -0.06960112485731124
#> Attrib V19 0.02351412932527422
#> Attrib V2 0.0855981581848133
#> Attrib V20 0.0028640634813145876
#> Attrib V21 -0.0037328906894542944
#> Attrib V22 -0.08711513728829948
#> Attrib V23 -0.06549763804576893
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#> Attrib V25 -0.02305355382389194
#> Attrib V26 -0.07279188411087593
#> Attrib V27 -0.009452409785981343
#> Attrib V28 0.028141344663366895
#> Attrib V29 -0.028828290937326657
#> Attrib V3 0.060441342866214005
#> Attrib V30 -0.03875352975535576
#> Attrib V31 -0.14122016666473677
#> Attrib V32 -0.019608324891103146
#> Attrib V33 0.08538648714514727
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#> Attrib V35 0.10707839952109988
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#> Attrib V38 0.08903191571926578
#> Attrib V39 0.07641195277194973
#> Attrib V4 0.1977376672043617
#> Attrib V40 0.00873853731274706
#> Attrib V41 0.04141940234704855
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#> Attrib V43 0.03487971114283666
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#> Attrib V46 0.03124405324130656
#> Attrib V47 -0.0037159298965479984
#> Attrib V48 0.07902483664045157
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#> Attrib V5 0.04260734043485546
#> Attrib V50 0.04378367499757972
#> Attrib V51 0.045764144251839556
#> Attrib V52 0.054366632596999344
#> Attrib V53 0.08565322542151649
#> Attrib V54 0.06187752339999422
#> Attrib V55 0.05214243340576658
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#> Attrib V58 0.09571364565633982
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#> Attrib V6 0.08427726986708993
#> Attrib V60 0.1780433204160761
#> Attrib V7 -0.012152592330089107
#> Attrib V8 0.04434963588995297
#> Attrib V9 0.060724943893482757
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.5860658213278385
#> Attrib V1 0.13428642377296454
#> Attrib V10 0.16586051883147074
#> Attrib V11 0.28856204862534546
#> Attrib V12 0.5344959751881165
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#> Attrib V19 0.03690529217882099
#> Attrib V2 -0.13899130212925487
#> Attrib V20 0.28633001963312205
#> Attrib V21 0.7036684129808654
#> Attrib V22 0.122217850661481
#> Attrib V23 0.04512295084968008
#> Attrib V24 0.3339082216136426
#> Attrib V25 0.08913937929189764
#> Attrib V26 -0.09849917083077057
#> Attrib V27 -0.3227922743364145
#> Attrib V28 0.16246088602827732
#> Attrib V29 -0.05996679570813065
#> Attrib V3 -0.024398157216845667
#> Attrib V30 0.08050995741506838
#> Attrib V31 -1.0719126207330403
#> Attrib V32 -0.05078653806729007
#> Attrib V33 0.21295850910265984
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#> Attrib V39 0.3077964985394411
#> Attrib V4 0.7396876909459257
#> Attrib V40 -0.3851276197193842
#> Attrib V41 0.44278771344877554
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#> Attrib V43 -0.027508001544722036
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#> Attrib V51 -0.07714844801441326
#> Attrib V52 -0.019022094836038797
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#> Attrib V55 -0.131102480010828
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#> Attrib V57 0.5390529816086604
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#> Attrib V59 0.5805039200771989
#> Attrib V6 -0.15348969598901757
#> Attrib V60 0.25753404219995185
#> Attrib V7 -0.24943335443560888
#> Attrib V8 -0.09894065676511103
#> Attrib V9 0.3593494109788409
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.5330463004480034
#> Attrib V1 0.2770202873035964
#> Attrib V10 -0.7037857060723804
#> Attrib V11 -0.661860954707588
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#> Attrib V14 0.10962701411685075
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#> Attrib V22 -0.11051192202972435
#> Attrib V23 -0.28925289349850364
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#> Attrib V26 -0.39147111939003176
#> Attrib V27 -0.44865056018765664
#> Attrib V28 -1.1430161793531564
#> Attrib V29 -0.8849077535704041
#> Attrib V3 -0.03212344155520763
#> Attrib V30 -0.5501841788973896
#> Attrib V31 0.8447394695309414
#> Attrib V32 0.18296288769562918
#> Attrib V33 0.06797384613647373
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#> Attrib V35 0.07201706299729306
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#> Attrib V40 0.36539337406834405
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#> Attrib V43 0.14557489043286723
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#> Attrib V50 0.5627817876554441
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#> Attrib V52 -0.3789202999870297
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#> Attrib V6 -0.3463643429699885
#> Attrib V60 0.043955846982241704
#> Attrib V7 0.3401883292008853
#> Attrib V8 0.18765305260298465
#> Attrib V9 -0.6896345891710781
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.13756198167212863
#> Attrib V1 0.08660494194306366
#> Attrib V10 0.00741718386419831
#> Attrib V11 0.15635845242579602
#> Attrib V12 0.22931374491213666
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#> Attrib V21 0.33232427608954124
#> Attrib V22 0.022718832780789323
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#> Attrib V24 0.10205449966501214
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#> Attrib V26 -0.2799129632777256
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#> Attrib V3 0.07415822529544985
#> Attrib V30 -0.18556439354478968
#> Attrib V31 -0.6107264379051743
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#> Attrib V33 0.15476796628052433
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#> Attrib V39 0.20446707055630925
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#> Attrib V40 -0.13785153394438998
#> Attrib V41 0.1625389101865241
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#> Attrib V5 0.023855123620879142
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#> Attrib V51 -0.004641651618662948
#> Attrib V52 0.04418104180023936
#> Attrib V53 0.12042879802702351
#> Attrib V54 0.2355223621010941
#> Attrib V55 0.12232879751246147
#> Attrib V56 0.006739650201003179
#> Attrib V57 0.35607750971276236
#> Attrib V58 0.2023025697583911
#> Attrib V59 0.3802171646151525
#> Attrib V6 -0.13571059032544405
#> Attrib V60 0.2651679803541996
#> Attrib V7 -0.08560856195012964
#> Attrib V8 -0.0017646009707662487
#> Attrib V9 0.14813271366154332
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold 0.11921944525154077
#> Attrib V1 0.16307782458759798
#> Attrib V10 0.05650938419120198
#> Attrib V11 0.10008297047133337
#> Attrib V12 0.24515729660428645
#> Attrib V13 -0.06648545390687648
#> Attrib V14 -0.04419786561762502
#> Attrib V15 0.06804241050808664
#> Attrib V16 0.09762028556658789
#> Attrib V17 0.06887180599276051
#> Attrib V18 -0.1686985762623199
#> Attrib V19 0.03410952878905903
#> Attrib V2 0.0369385367543733
#> Attrib V20 0.18793674278552963
#> Attrib V21 0.3152702731984
#> Attrib V22 -0.03366362331124474
#> Attrib V23 -0.06298878689128054
#> Attrib V24 0.046059922972454835
#> Attrib V25 -0.019004760830554406
#> Attrib V26 -0.1979650094306721
#> Attrib V27 -0.29542763554189977
#> Attrib V28 -0.12271936651674188
#> Attrib V29 -0.34809095807331153
#> Attrib V3 0.04240121834361974
#> Attrib V30 -0.1512386370770587
#> Attrib V31 -0.5624837497306098
#> Attrib V32 -0.09499337079548806
#> Attrib V33 0.10210452320645341
#> Attrib V34 -0.07749457070789384
#> Attrib V35 -0.04730259175889241
#> Attrib V36 -0.45385757534596705
#> Attrib V37 -0.19008552672901244
#> Attrib V38 0.34581060635916766
#> Attrib V39 0.24686965416620646
#> Attrib V4 0.4596494574108157
#> Attrib V40 -0.12997702761859506
#> Attrib V41 0.12125937888272216
#> Attrib V42 0.1613728964996867
#> Attrib V43 0.026742035689191094
#> Attrib V44 0.03484465013573168
#> Attrib V45 0.12633999321588688
#> Attrib V46 0.029265596411518813
#> Attrib V47 -0.2092484177478554
#> Attrib V48 -0.029141529480682143
#> Attrib V49 0.00814687198994982
#> Attrib V5 0.012693512816534698
#> Attrib V50 -0.1664486277371551
#> Attrib V51 -0.03244869488042114
#> Attrib V52 0.02786893062635148
#> Attrib V53 0.1685574513689823
#> Attrib V54 0.2972346763617959
#> Attrib V55 0.06347030286256099
#> Attrib V56 0.05379479963266989
#> Attrib V57 0.3099617792682032
#> Attrib V58 0.2422337137020434
#> Attrib V59 0.459557436190694
#> Attrib V6 -0.1426082382587041
#> Attrib V60 0.29158343023046923
#> Attrib V7 -0.12900831898885917
#> Attrib V8 -0.06594001814008894
#> Attrib V9 0.09719169895048255
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.16200474072733012
#> Attrib V1 0.28158500419176935
#> Attrib V10 -0.12750408848446418
#> Attrib V11 0.008420347523744102
#> Attrib V12 0.08829380160311748
#> Attrib V13 -0.24571790384210984
#> Attrib V14 -0.07179752255337346
#> Attrib V15 0.21250314560821087
#> Attrib V16 0.3351463914482904
#> Attrib V17 0.18586826815358057
#> Attrib V18 -0.21254464483235613
#> Attrib V19 0.13897120560903276
#> Attrib V2 0.1198223131624863
#> Attrib V20 0.4242999471874601
#> Attrib V21 0.43463989326132785
#> Attrib V22 0.028565557354227715
#> Attrib V23 -0.08441881845333227
#> Attrib V24 0.0677107267688472
#> Attrib V25 -0.27007385581842064
#> Attrib V26 -0.6286831881721119
#> Attrib V27 -0.7956768251225331
#> Attrib V28 -0.5161114378218885
#> Attrib V29 -0.7433211273962516
#> Attrib V3 0.02936062521668656
#> Attrib V30 -0.4193817650365736
#> Attrib V31 -0.9939368706350032
#> Attrib V32 0.016838012288705906
#> Attrib V33 0.3688460976707038
#> Attrib V34 -0.10467008025358464
#> Attrib V35 -0.2050268133171098
#> Attrib V36 -0.7583083820165808
#> Attrib V37 -0.35936607854266256
#> Attrib V38 0.6949176618263082
#> Attrib V39 0.36917590475269135
#> Attrib V4 0.6728131048197482
#> Attrib V40 -0.17843549780316384
#> Attrib V41 0.15406456629884616
#> Attrib V42 0.3224727424291332
#> Attrib V43 0.204660497398363
#> Attrib V44 0.17366259972528889
#> Attrib V45 0.03578581387067861
#> Attrib V46 -0.006374574507692973
#> Attrib V47 -0.3351022394746293
#> Attrib V48 -0.20263884615554167
#> Attrib V49 -0.04672398444645689
#> Attrib V5 0.02822617292710144
#> Attrib V50 -0.2830168512951546
#> Attrib V51 -0.1154344631733252
#> Attrib V52 -0.14277018709044847
#> Attrib V53 0.19674217822205506
#> Attrib V54 0.5876471201162777
#> Attrib V55 0.1813885984186231
#> Attrib V56 0.10203495168729743
#> Attrib V57 0.5070219176025291
#> Attrib V58 0.30631462319871267
#> Attrib V59 0.7078281326038438
#> Attrib V6 -0.3692124498856594
#> Attrib V60 0.4435685098472626
#> Attrib V7 -0.09889124856459845
#> Attrib V8 0.023051433822691033
#> Attrib V9 0.13128994032659588
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.10712922801860861
#> Attrib V1 0.10153882286027176
#> Attrib V10 0.014640938674734752
#> Attrib V11 0.07533862105893176
#> Attrib V12 0.05997233297407101
#> Attrib V13 -0.0576176636521309
#> Attrib V14 0.0730468212396708
#> Attrib V15 0.025389796610752427
#> Attrib V16 0.043653219184857824
#> Attrib V17 -0.0323236439089304
#> Attrib V18 -0.004645226237544718
#> Attrib V19 -0.06152221696466022
#> Attrib V2 0.047233387415926774
#> Attrib V20 0.026768576652253254
#> Attrib V21 0.03396565279869607
#> Attrib V22 -0.08607403966000987
#> Attrib V23 -0.03851690168138893
#> Attrib V24 -0.03658824599547602
#> Attrib V25 -0.07537596720125582
#> Attrib V26 -0.08314211382339373
#> Attrib V27 -0.05226095369993486
#> Attrib V28 0.02461465040932742
#> Attrib V29 -0.05554258554214849
#> Attrib V3 0.1167398771252233
#> Attrib V30 -0.00585935001567547
#> Attrib V31 -0.18655708189300257
#> Attrib V32 -0.017155616150292697
#> Attrib V33 0.08390254955184578
#> Attrib V34 0.03888331541317571
#> Attrib V35 0.0621025363491183
#> Attrib V36 0.007209454866852532
#> Attrib V37 0.011826313176198228
#> Attrib V38 0.08431427428681076
#> Attrib V39 0.07431664293787141
#> Attrib V4 0.17316244558158772
#> Attrib V40 -0.02811119091952077
#> Attrib V41 0.02036956904804735
#> Attrib V42 0.05425645980132356
#> Attrib V43 -0.019418482189654404
#> Attrib V44 0.07760516325735434
#> Attrib V45 0.1162639879701614
#> Attrib V46 0.06679072577890276
#> Attrib V47 0.0017774417623302112
#> Attrib V48 0.01160875970382674
#> Attrib V49 0.07935565152310922
#> Attrib V5 0.09151064680433825
#> Attrib V50 -0.010129749330698408
#> Attrib V51 0.08140207020538069
#> Attrib V52 0.11958081152188027
#> Attrib V53 0.10726026527158802
#> Attrib V54 0.05738567714169285
#> Attrib V55 0.045825769150898775
#> Attrib V56 0.02904019578880082
#> Attrib V57 0.15607959613222058
#> Attrib V58 0.16050635554283071
#> Attrib V59 0.10690701483560379
#> Attrib V6 0.06577742002872149
#> Attrib V60 0.12768172019237398
#> Attrib V7 0.021219422216016203
#> Attrib V8 0.06136133663825884
#> Attrib V9 0.12190427490897358
#> 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
#> 0.1884058