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 -1.4036013215370058
#> Node 2 1.6548155977242078
#> Node 3 1.8995329601230266
#> Node 4 0.7336813971918035
#> Node 5 -1.338094154249899
#> Node 6 1.0807873331666449
#> Node 7 3.067686247734652
#> Node 8 0.6661900087769342
#> Node 9 4.394759200709428
#> Node 10 -1.868447297942594
#> Node 11 1.6405795007385005
#> Node 12 1.1629300321009763
#> Node 13 -1.2424457081230595
#> Node 14 1.9236648075287668
#> Node 15 -2.8396815543112255
#> Node 16 1.3621193893673136
#> Node 17 0.7084667537012302
#> Node 18 -1.4725931655439901
#> Node 19 1.7936341924543624
#> Node 20 1.1422803685379743
#> Node 21 -3.924128037580894
#> Node 22 2.582852664288456
#> Node 23 2.2022045362615676
#> Node 24 0.24303100142175757
#> Node 25 3.659132816580279
#> Node 26 -1.7797054798344951
#> Node 27 2.0489104555912547
#> Node 28 -1.0461137961075275
#> Node 29 1.0510022982694884
#> Node 30 0.23622147199506896
#> Node 31 2.6201483573901023
#> Node 32 0.5570153471904128
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 1.4025826015107987
#> Node 2 -1.706855693115148
#> Node 3 -1.8772381890847034
#> Node 4 -0.6901010716686908
#> Node 5 1.330662812428894
#> Node 6 -1.0581043825011027
#> Node 7 -3.053379340364715
#> Node 8 -0.6949357890781741
#> Node 9 -4.388682889799564
#> Node 10 1.814535313211835
#> Node 11 -1.6034994327778735
#> Node 12 -1.2311269837628853
#> Node 13 1.3025777933983098
#> Node 14 -1.8500471197201735
#> Node 15 2.8562896199868186
#> Node 16 -1.3765785483538207
#> Node 17 -0.6756158747532488
#> Node 18 1.5263917305737693
#> Node 19 -1.779264991169855
#> Node 20 -1.139681005343204
#> Node 21 3.95757504993905
#> Node 22 -2.6276680130071988
#> Node 23 -2.248940038573596
#> Node 24 -0.25947915187590676
#> Node 25 -3.6358794645414356
#> Node 26 1.7099391604879943
#> Node 27 -2.0867284963656543
#> Node 28 1.010334358498322
#> Node 29 -1.0753456697381907
#> Node 30 -0.16295844688306566
#> Node 31 -2.569414627327281
#> Node 32 -0.5783696401671753
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.31408504685724764
#> Attrib V1 0.18784213969924501
#> Attrib V10 0.555846483509207
#> Attrib V11 0.603101205230438
#> Attrib V12 0.732764493113374
#> Attrib V13 0.3026294752509131
#> Attrib V14 -0.4632373391598361
#> Attrib V15 -0.3408023683223767
#> Attrib V16 -0.4355273022046267
#> Attrib V17 -0.5019145624544729
#> Attrib V18 -0.2934848273636319
#> Attrib V19 -0.2514355448206425
#> Attrib V2 -0.03292041022121632
#> Attrib V20 -0.14502342303344565
#> Attrib V21 0.12354662713678848
#> Attrib V22 0.17952854068216814
#> Attrib V23 0.25785994071085927
#> Attrib V24 0.5841621152759586
#> Attrib V25 0.4548333199210849
#> Attrib V26 0.3869766942144565
#> Attrib V27 0.4793615073092852
#> Attrib V28 0.6593805627631252
#> Attrib V29 0.060397269179642075
#> Attrib V3 -0.15415927214013675
#> Attrib V30 -0.09466522061564593
#> Attrib V31 -0.5588972482055934
#> Attrib V32 0.4457634076848887
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#> Attrib V43 -0.07459497154016773
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#> Attrib V45 0.2285046724772065
#> Attrib V46 0.5187201507935022
#> Attrib V47 0.44201253137973745
#> Attrib V48 0.8994660730895828
#> Attrib V49 0.6954089109815345
#> Attrib V5 0.13604776362651602
#> Attrib V50 -0.24927821166297115
#> Attrib V51 0.5321207907477001
#> Attrib V52 0.3940565166008021
#> Attrib V53 0.7255272810852618
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#> Attrib V55 -0.2198733844180424
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#> Attrib V7 -0.351381495046172
#> Attrib V8 -0.5959424696476796
#> Attrib V9 0.49735154840541296
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.08351959000421637
#> Attrib V1 0.3590346528247891
#> Attrib V10 -0.19266194352078092
#> Attrib V11 -0.5819535542473614
#> Attrib V12 -0.5069697394223264
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#> Attrib V17 -0.21686408343860025
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#> Attrib V19 0.20603011893904458
#> Attrib V2 0.02353971637787755
#> Attrib V20 0.23963203076842648
#> Attrib V21 0.3271002162124065
#> Attrib V22 0.28667749711845725
#> Attrib V23 0.28690478796296737
#> Attrib V24 0.3657620066992079
#> Attrib V25 -0.3407559250843799
#> Attrib V26 -0.8383654493602666
#> Attrib V27 -0.7362863801174758
#> Attrib V28 -0.0063195662650382825
#> Attrib V29 -0.08132285083193075
#> Attrib V3 0.020302547203890686
#> Attrib V30 -0.17182696189669133
#> Attrib V31 -0.987568630011179
#> Attrib V32 0.712931713943232
#> Attrib V33 0.400322159135397
#> Attrib V34 -0.22142053892803637
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#> Attrib V38 -0.03983595860870798
#> Attrib V39 0.036183995631609456
#> Attrib V4 0.2228186536404854
#> Attrib V40 -0.5579523869097692
#> Attrib V41 -0.1550645996096641
#> Attrib V42 0.5939537371852511
#> Attrib V43 0.11337987706646178
#> Attrib V44 0.15301944624990732
#> Attrib V45 0.283206822674415
#> Attrib V46 0.22369296945939088
#> Attrib V47 -0.07131581952304744
#> Attrib V48 0.18599393505121578
#> Attrib V49 0.378211799919109
#> Attrib V5 -0.2858450675978119
#> Attrib V50 -0.6839821512540205
#> Attrib V51 0.09146039888054504
#> Attrib V52 -0.024246918709495534
#> Attrib V53 0.20232229015685915
#> Attrib V54 0.48980618542272425
#> Attrib V55 -0.04386928138391326
#> Attrib V56 0.5487918134368076
#> Attrib V57 -0.09177074435276232
#> Attrib V58 0.7403705911051468
#> Attrib V59 0.15606990075409874
#> Attrib V6 -0.656108490987214
#> Attrib V60 0.5120954144631197
#> Attrib V7 -0.1282439987410573
#> Attrib V8 -0.13518235677599233
#> Attrib V9 0.2462283130314796
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.017549287940186068
#> Attrib V1 0.22543165415869548
#> Attrib V10 -0.12500062544418217
#> Attrib V11 -0.12015304366990213
#> Attrib V12 -0.0731582973886103
#> Attrib V13 -0.04046878513527765
#> Attrib V14 0.05863980657962006
#> Attrib V15 0.22832203480373675
#> Attrib V16 0.020532078859044053
#> Attrib V17 -0.0967103059489335
#> Attrib V18 -0.1165329985952165
#> Attrib V19 -0.060493663669405943
#> Attrib V2 -0.0029093450369864176
#> Attrib V20 -0.007148722352501848
#> Attrib V21 0.04825310566313142
#> Attrib V22 -0.13919438681516863
#> Attrib V23 -0.11260571668127725
#> Attrib V24 0.007829313659271583
#> Attrib V25 -0.1767890732801965
#> Attrib V26 -0.2737918235785424
#> Attrib V27 -0.23146915650199135
#> Attrib V28 0.05410087429597087
#> Attrib V29 0.008449417592694831
#> Attrib V3 0.02754453987768276
#> Attrib V30 -0.17248510185376234
#> Attrib V31 -0.4625611120428105
#> Attrib V32 0.14703384513023485
#> Attrib V33 0.17207856691432336
#> Attrib V34 0.07988968588475479
#> Attrib V35 0.1516978953314192
#> Attrib V36 -0.02779849350858142
#> Attrib V37 -0.17414520554247528
#> Attrib V38 0.07978948858409594
#> Attrib V39 0.09818426255556975
#> Attrib V4 0.1097271768447469
#> Attrib V40 -0.18069257170717934
#> Attrib V41 -0.14231739767338736
#> Attrib V42 0.10988055292643029
#> Attrib V43 -0.02726667857359539
#> Attrib V44 -0.002042266370442482
#> Attrib V45 0.14871918998548395
#> Attrib V46 0.05651429253462763
#> Attrib V47 -0.028002068086849775
#> Attrib V48 0.25123886251559646
#> Attrib V49 0.2614258216400841
#> Attrib V5 -0.012938436147562947
#> Attrib V50 -0.09089217910290864
#> Attrib V51 0.1325842074518428
#> Attrib V52 0.04865437268978529
#> Attrib V53 0.2291700045593191
#> Attrib V54 0.26098956266156736
#> Attrib V55 0.08363569671220333
#> Attrib V56 0.1835258360656659
#> Attrib V57 0.17676023799955823
#> Attrib V58 0.25228024064013005
#> Attrib V59 0.20724196759280583
#> Attrib V6 -0.2764152961659168
#> Attrib V60 0.29455180848828005
#> Attrib V7 -0.0766583042097357
#> Attrib V8 -0.20451100479075898
#> Attrib V9 0.035449073437189095
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.15881317108284426
#> Attrib V1 0.06703650407336677
#> Attrib V10 0.308869277673087
#> Attrib V11 0.5131973307747137
#> Attrib V12 0.3873725925213597
#> Attrib V13 0.26594135694778714
#> Attrib V14 0.23926109315590208
#> Attrib V15 0.13086583211954061
#> Attrib V16 0.2533270736053737
#> Attrib V17 0.5170629989440424
#> Attrib V18 0.38838372313050307
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#> Attrib V3 0.18405631093117114
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#> Attrib V5 0.2784842708581088
#> Attrib V50 0.3117161200823397
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#> Attrib V7 0.2867552034448551
#> Attrib V8 0.2552440554339661
#> Attrib V9 0.025445220563386443
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.15143389691524953
#> Attrib V1 0.385102860662597
#> Attrib V10 -0.28579079429056103
#> Attrib V11 -0.28756477158546445
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#> Attrib V55 0.05932648202500282
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#> Attrib V58 0.430799935853237
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#> Attrib V6 -0.3576217931875401
#> Attrib V60 0.4715499144126858
#> Attrib V7 -0.08468167704049326
#> Attrib V8 -0.17619071804696135
#> Attrib V9 0.04163568033649861
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.4952536831654522
#> Attrib V1 0.30439237587966483
#> Attrib V10 0.9236405822992754
#> Attrib V11 1.0332306256372836
#> Attrib V12 1.1812557841374853
#> Attrib V13 0.743000557121796
#> Attrib V14 -0.4164635034250482
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#> Attrib V23 0.3738087862496577
#> Attrib V24 0.6234145209648734
#> Attrib V25 0.5109783832804489
#> Attrib V26 1.0428954244172368
#> Attrib V27 1.348324120183795
#> Attrib V28 1.4763139850284537
#> Attrib V29 0.8314766568823808
#> Attrib V3 -0.18787101017169358
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#> Attrib V33 -0.6217000346765134
#> Attrib V34 -0.25178903153668625
#> Attrib V35 0.40027500602395116
#> Attrib V36 -0.2987829264345093
#> Attrib V37 0.1016103999618458
#> Attrib V38 0.05474022427259966
#> Attrib V39 0.04590270128384035
#> Attrib V4 -0.1621421708776228
#> Attrib V40 0.08192706740463497
#> Attrib V41 0.6207669731394261
#> Attrib V42 -0.15965398537220632
#> Attrib V43 -0.2422709671339976
#> Attrib V44 -0.23241477797939147
#> Attrib V45 0.23567275692560494
#> Attrib V46 0.9608329112165054
#> Attrib V47 0.8713279682028047
#> Attrib V48 1.09716259674582
#> Attrib V49 0.7874277701398766
#> Attrib V5 0.32706299635825586
#> Attrib V50 0.005801430329530392
#> Attrib V51 0.9504991051737348
#> Attrib V52 0.8113826964908797
#> Attrib V53 1.3044292712338215
#> Attrib V54 0.1816450268873894
#> Attrib V55 -0.2580154546775702
#> Attrib V56 -0.39381324177777133
#> Attrib V57 -0.1871635040147613
#> Attrib V58 -0.29165232368489324
#> Attrib V59 -0.0793568803814032
#> Attrib V6 0.22028060783838935
#> Attrib V60 0.5567141797712588
#> Attrib V7 -0.27643486589616123
#> Attrib V8 -0.8338598565650787
#> Attrib V9 0.6654729002452096
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.044346735606530206
#> Attrib V1 0.24191975255113868
#> Attrib V10 -0.020113335986388908
#> Attrib V11 -0.001322231486136737
#> Attrib V12 -0.005638274023742451
#> Attrib V13 -0.044285614370101825
#> Attrib V14 -0.046274299898821133
#> Attrib V15 0.09535862371520909
#> Attrib V16 0.023899172474218248
#> Attrib V17 -0.1359477466146199
#> Attrib V18 -0.1686164681963001
#> Attrib V19 -0.13048321127088508
#> Attrib V2 0.052051949024121046
#> Attrib V20 -0.13506273521780052
#> Attrib V21 -0.08576340034510782
#> Attrib V22 -0.21660461040106505
#> Attrib V23 -0.18109287701275312
#> Attrib V24 0.015607370029376394
#> Attrib V25 -0.1012784758671304
#> Attrib V26 -0.15661154104992445
#> Attrib V27 -0.09976442240594652
#> Attrib V28 0.08352187146269989
#> Attrib V29 0.020788717400435603
#> Attrib V3 0.013448210975673293
#> Attrib V30 -0.11303928711643602
#> Attrib V31 -0.377105148114759
#> Attrib V32 0.14027136437639645
#> Attrib V33 0.1821493185045406
#> Attrib V34 0.11293895015635173
#> Attrib V35 0.178508930861825
#> Attrib V36 0.09288452886819382
#> Attrib V37 -0.07261452939375959
#> Attrib V38 0.1847335512661723
#> Attrib V39 0.0946258221505126
#> Attrib V4 0.1936028439446535
#> Attrib V40 -0.15191838645134545
#> Attrib V41 -0.11022951060109162
#> Attrib V42 -0.04400782215342402
#> Attrib V43 -0.03444205708938631
#> Attrib V44 0.02277391384255973
#> Attrib V45 0.11826133756600259
#> Attrib V46 0.1482481617975093
#> Attrib V47 0.06605963382493235
#> Attrib V48 0.32417783610247636
#> Attrib V49 0.27356842309186713
#> Attrib V5 -0.0028807291199872804
#> Attrib V50 -0.05128082808669012
#> Attrib V51 0.12877929969058935
#> Attrib V52 0.09392556276410796
#> Attrib V53 0.2607627585048831
#> Attrib V54 0.2832418816162018
#> Attrib V55 0.05648984500932898
#> Attrib V56 0.05152835695340083
#> Attrib V57 0.25678341014431394
#> Attrib V58 0.188974240400888
#> Attrib V59 0.22710439527608242
#> Attrib V6 -0.19532879213937562
#> Attrib V60 0.3560314509108732
#> Attrib V7 -0.03067066529852391
#> Attrib V8 -0.16706065051253968
#> Attrib V9 0.06264346405646612
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.342357146516718
#> Attrib V1 -0.13419944842764034
#> Attrib V10 1.3917913721816275
#> Attrib V11 1.6031223742473175
#> Attrib V12 1.7481977268071371
#> Attrib V13 1.1709351407300015
#> Attrib V14 -0.6073617833458674
#> Attrib V15 -0.6599726792738055
#> Attrib V16 -0.6453128251701029
#> Attrib V17 -0.6848718629618668
#> Attrib V18 -0.27160271626388477
#> Attrib V19 -0.2566144005124321
#> Attrib V2 0.18386275961109363
#> Attrib V20 -0.212370228658323
#> Attrib V21 0.017669407555028778
#> Attrib V22 0.5080019096887707
#> Attrib V23 1.265782067049995
#> Attrib V24 1.592704326894461
#> Attrib V25 1.3333326768716258
#> Attrib V26 1.3644884769623289
#> Attrib V27 1.232727867730279
#> Attrib V28 0.9813245586461693
#> Attrib V29 0.015198860043159818
#> Attrib V3 -0.43361716800936556
#> Attrib V30 -0.26651657453470107
#> Attrib V31 -0.13956049994470016
#> Attrib V32 0.4876666196837586
#> Attrib V33 -0.6730940463991492
#> Attrib V34 0.01917305456468368
#> Attrib V35 0.8163082701253835
#> Attrib V36 -0.4490319071547747
#> Attrib V37 -0.5216694752988137
#> Attrib V38 -0.2252895314095417
#> Attrib V39 0.3987006768565254
#> Attrib V4 -0.5728188278310761
#> Attrib V40 0.5459952250435746
#> Attrib V41 0.698520393754552
#> Attrib V42 -0.4074779929092133
#> Attrib V43 -0.26804709175227914
#> Attrib V44 -0.2713460158713245
#> Attrib V45 0.17722847794950372
#> Attrib V46 1.1737430228768473
#> Attrib V47 1.4183678237926574
#> Attrib V48 1.899128158710213
#> Attrib V49 1.5280862262146944
#> Attrib V5 0.09953660749403663
#> Attrib V50 0.014069609314421054
#> Attrib V51 1.5115804430392363
#> Attrib V52 1.2342466088775004
#> Attrib V53 1.8602153901390757
#> Attrib V54 0.0884152188815693
#> Attrib V55 0.07576824734701094
#> Attrib V56 -0.3789017391844606
#> Attrib V57 -1.102107199516784
#> Attrib V58 -0.2711042037312641
#> Attrib V59 -0.7603644701779583
#> Attrib V6 0.08548124666735725
#> Attrib V60 -0.17062838930181112
#> Attrib V7 -0.5583439953248096
#> Attrib V8 -0.8707309650568025
#> Attrib V9 1.1103014510057365
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.24466308647031354
#> Attrib V1 -0.03362975723453619
#> Attrib V10 -0.04952880997254367
#> Attrib V11 0.23709150622043992
#> Attrib V12 0.22059242908020793
#> Attrib V13 0.10379237133002608
#> Attrib V14 0.49051938873635714
#> Attrib V15 0.031204638836990727
#> Attrib V16 0.23527693424974333
#> Attrib V17 0.5181325377429494
#> Attrib V18 0.5417912244558607
#> Attrib V19 0.06998530838721985
#> Attrib V2 0.157745614820872
#> Attrib V20 -0.0015322449677890122
#> Attrib V21 -0.3643585137603234
#> Attrib V22 -0.4882728097265454
#> Attrib V23 -0.549279004668208
#> Attrib V24 -0.5468095149571939
#> Attrib V25 0.365802769556037
#> Attrib V26 0.6111191059143057
#> Attrib V27 0.41512977308242105
#> Attrib V28 -0.3791861820635096
#> Attrib V29 -0.2732805692242036
#> Attrib V3 0.17189930311456358
#> Attrib V30 -0.001165133129513085
#> Attrib V31 0.8814607786870864
#> Attrib V32 -0.8023400630372389
#> Attrib V33 -0.2636630579479451
#> Attrib V34 0.1745257555808617
#> Attrib V35 -0.09775378415986949
#> Attrib V36 0.3706431691563753
#> Attrib V37 0.8611070234254368
#> Attrib V38 0.0664631763923789
#> Attrib V39 -0.13944454146562718
#> Attrib V4 -0.17890251182471692
#> Attrib V40 0.4071718923828285
#> Attrib V41 -0.25005721268929854
#> Attrib V42 -0.6958977251383397
#> Attrib V43 -0.24019533661044912
#> Attrib V44 -0.2844441095408178
#> Attrib V45 -0.4904052737154631
#> Attrib V46 -0.5598749242677351
#> Attrib V47 -0.0989442551034148
#> Attrib V48 -0.2604677454589312
#> Attrib V49 -0.4609705959831255
#> Attrib V5 0.06579690946364367
#> Attrib V50 0.8991810103849321
#> Attrib V51 -0.22791233749776535
#> Attrib V52 -0.02911377374153536
#> Attrib V53 -0.1286977807719044
#> Attrib V54 -0.09860821235543502
#> Attrib V55 0.28115150508845294
#> Attrib V56 -0.19361470234186534
#> Attrib V57 0.3493920373133978
#> Attrib V58 -0.5146543413552747
#> Attrib V59 -0.023446804326616454
#> Attrib V6 0.5230501367562482
#> Attrib V60 -0.42597641346163806
#> Attrib V7 0.16326653235430233
#> Attrib V8 0.12211391104341901
#> Attrib V9 -0.4680330400765396
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.26145759617874775
#> Attrib V1 0.20515623963540208
#> Attrib V10 0.40667177083757594
#> Attrib V11 0.5173568220497954
#> Attrib V12 0.6284958293730759
#> Attrib V13 0.19529202467713142
#> Attrib V14 -0.2614007036915786
#> Attrib V15 -0.21919250469248727
#> Attrib V16 -0.324568827357023
#> Attrib V17 -0.43034201388201454
#> Attrib V18 -0.42619112931838665
#> Attrib V19 -0.5221421293851634
#> Attrib V2 -0.013381731871946256
#> Attrib V20 -0.27969553751194365
#> Attrib V21 -0.10192564126745002
#> Attrib V22 -0.27173824777344374
#> Attrib V23 -0.30961312631503907
#> Attrib V24 -0.02151611153906039
#> Attrib V25 0.06265483008438814
#> Attrib V26 0.24220147612614928
#> Attrib V27 0.586535469019563
#> Attrib V28 0.8786566512737506
#> Attrib V29 0.38163803339207214
#> Attrib V3 -0.13964693322508867
#> Attrib V30 -0.1079524112870379
#> Attrib V31 -0.7318747025653687
#> Attrib V32 0.04328788697056732
#> Attrib V33 -0.05255398532556541
#> Attrib V34 0.1680101763808297
#> Attrib V35 0.5412611891481255
#> Attrib V36 0.2101885955093092
#> Attrib V37 0.15359045867588964
#> Attrib V38 0.38014298983566136
#> Attrib V39 0.17096605479509827
#> Attrib V4 0.08507042887695507
#> Attrib V40 -0.2144302202838649
#> Attrib V41 -0.042653986127444275
#> Attrib V42 -0.19602908561725269
#> Attrib V43 -0.17345190150271847
#> Attrib V44 -0.10199341426950319
#> Attrib V45 0.3052509800688215
#> Attrib V46 0.5109095274380849
#> Attrib V47 0.4132289244503154
#> Attrib V48 0.8143682373438264
#> Attrib V49 0.5758847688905733
#> Attrib V5 0.19675243184387833
#> Attrib V50 0.02616096229881505
#> Attrib V51 0.4467971826504064
#> Attrib V52 0.316900415423878
#> Attrib V53 0.5145479856562315
#> Attrib V54 0.2548771197605084
#> Attrib V55 -0.07703977099513135
#> Attrib V56 -0.25279745207193444
#> Attrib V57 0.17710172767393434
#> Attrib V58 -0.004381734412585866
#> Attrib V59 -0.050543034599534825
#> Attrib V6 -0.04611887481885328
#> Attrib V60 0.3629534439840467
#> Attrib V7 -0.16898791926762838
#> Attrib V8 -0.47283112135182365
#> Attrib V9 0.359321792780276
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.3326122337164117
#> Attrib V1 0.17159525991100996
#> Attrib V10 0.0803590815938537
#> Attrib V11 0.2782480370462896
#> Attrib V12 0.2508876039001819
#> Attrib V13 0.09148318802114076
#> Attrib V14 -0.08239423252507055
#> Attrib V15 -5.205509573894139E-4
#> Attrib V16 -0.1274918737484676
#> Attrib V17 -0.3488772840678471
#> Attrib V18 -0.3416527861747163
#> Attrib V19 -0.3124607508787737
#> Attrib V2 -4.036306131083391E-4
#> Attrib V20 -0.2871322029328351
#> Attrib V21 -0.15871918175987162
#> Attrib V22 -0.2992310003248555
#> Attrib V23 -0.38108912732157696
#> Attrib V24 -0.13148936080060292
#> Attrib V25 -0.159961757333048
#> Attrib V26 -0.03528888537326644
#> Attrib V27 0.30218903801157787
#> Attrib V28 0.5277310555290093
#> Attrib V29 0.2715024102772368
#> Attrib V3 -0.1502053730216463
#> Attrib V30 -0.13342350667939398
#> Attrib V31 -0.6175242114819233
#> Attrib V32 0.15088221742789892
#> Attrib V33 0.1311919020302846
#> Attrib V34 0.13745964143671693
#> Attrib V35 0.30838728304696467
#> Attrib V36 0.00444543501190465
#> Attrib V37 -0.1207673330389321
#> Attrib V38 0.22931050818269
#> Attrib V39 0.07858673555468801
#> Attrib V4 0.12636645240138483
#> Attrib V40 -0.2167091460391518
#> Attrib V41 -0.11647821662306238
#> Attrib V42 -0.12359300930594046
#> Attrib V43 -0.0809124986915746
#> Attrib V44 -0.1511340557062249
#> Attrib V45 0.235570935175572
#> Attrib V46 0.33809470874022696
#> Attrib V47 0.1535445488183159
#> Attrib V48 0.6477314997909757
#> Attrib V49 0.4842848381701409
#> Attrib V5 0.021832450338930155
#> Attrib V50 -0.1202797475063186
#> Attrib V51 0.21506062676347742
#> Attrib V52 0.24197783501666922
#> Attrib V53 0.4518683028732427
#> Attrib V54 0.3004429900557228
#> Attrib V55 0.014578182052567116
#> Attrib V56 -0.0806716625628277
#> Attrib V57 0.270630385791629
#> Attrib V58 0.20299285998754402
#> Attrib V59 0.12840403201760503
#> Attrib V6 -0.2853715974829086
#> Attrib V60 0.28442725108545835
#> Attrib V7 -0.15929132565808454
#> Attrib V8 -0.31925381089444804
#> Attrib V9 0.1916536110516897
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.2748362559328206
#> Attrib V1 -0.031271737027140326
#> Attrib V10 -0.019417093561854316
#> Attrib V11 0.14362984909159587
#> Attrib V12 0.06634155139995222
#> Attrib V13 0.1095757552012636
#> Attrib V14 0.38367811594253143
#> Attrib V15 0.08299266896545288
#> Attrib V16 0.15472949019684917
#> Attrib V17 0.3914424727086937
#> Attrib V18 0.29206553640080235
#> Attrib V19 0.007225727075634468
#> Attrib V2 0.10714511173575253
#> Attrib V20 0.036478972432131024
#> Attrib V21 -0.22119454978199624
#> Attrib V22 -0.33780566991647587
#> Attrib V23 -0.3066651801400901
#> Attrib V24 -0.27542599767394355
#> Attrib V25 0.34190770280295174
#> Attrib V26 0.4290437052489547
#> Attrib V27 0.2992163764800721
#> Attrib V28 -0.36942575572126957
#> Attrib V29 -0.31997205127465334
#> Attrib V3 0.24314827041914475
#> Attrib V30 -0.10308533518761859
#> Attrib V31 0.5296086919307075
#> Attrib V32 -0.4416948460350988
#> Attrib V33 -0.102499713759246
#> Attrib V34 0.1309669316021648
#> Attrib V35 -0.21088668570888625
#> Attrib V36 0.11643543396005619
#> Attrib V37 0.40029953010029595
#> Attrib V38 -0.10994953987604525
#> Attrib V39 -0.09021949372751142
#> Attrib V4 -0.021677537335701137
#> Attrib V40 0.2686014598662341
#> Attrib V41 -0.1975354431523085
#> Attrib V42 -0.393524359773858
#> Attrib V43 -0.21206630070093072
#> Attrib V44 -0.2774794666322322
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#> Attrib V46 -0.41703024598218946
#> Attrib V47 -0.10502770725599887
#> Attrib V48 -0.2790929233656576
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#> Attrib V5 0.13074194584621315
#> Attrib V50 0.4783214737015536
#> Attrib V51 -0.16262144215639185
#> Attrib V52 -0.056868881289814696
#> Attrib V53 -0.12276900065997684
#> Attrib V54 -0.0703633029207586
#> Attrib V55 0.223990895032699
#> Attrib V56 -0.06065310205297021
#> Attrib V57 0.31920298221714405
#> Attrib V58 -0.2561128517269915
#> Attrib V59 0.10460806133892737
#> Attrib V6 0.3926363029899745
#> Attrib V60 -0.1909372269522375
#> Attrib V7 0.2169410426613946
#> Attrib V8 0.16675971499220804
#> Attrib V9 -0.2530520857915854
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.38728336299886296
#> Attrib V1 0.2815532984379893
#> Attrib V10 0.576944159782504
#> Attrib V11 0.7527701171977219
#> Attrib V12 0.8208138831296498
#> Attrib V13 0.3071007433535458
#> Attrib V14 -0.3917128672911208
#> Attrib V15 -0.24505845855351652
#> Attrib V16 -0.42089577554961566
#> Attrib V17 -0.5722479421686527
#> Attrib V18 -0.5210033187781604
#> Attrib V19 -0.5786978018118019
#> Attrib V2 0.04989081586485984
#> Attrib V20 -0.3779118092319375
#> Attrib V21 -0.06549451639796355
#> Attrib V22 -0.17629342696986045
#> Attrib V23 -0.23266546347553924
#> Attrib V24 0.0540344290094701
#> Attrib V25 0.12711451817621008
#> Attrib V26 0.429996809308343
#> Attrib V27 0.6870271059385942
#> Attrib V28 0.8887407325944208
#> Attrib V29 0.3314320177143174
#> Attrib V3 -0.22365684800502156
#> Attrib V30 -0.09991682531900568
#> Attrib V31 -0.6367290961789327
#> Attrib V32 0.1167251218116645
#> Attrib V33 -0.11328316474857895
#> Attrib V34 0.08994057761878423
#> Attrib V35 0.5801372163562216
#> Attrib V36 0.07473092961983306
#> Attrib V37 0.12973276606334544
#> Attrib V38 0.23405752719055398
#> Attrib V39 0.15050664901543306
#> Attrib V4 0.007407899757478327
#> Attrib V40 -0.188492549522614
#> Attrib V41 0.0475776635519992
#> Attrib V42 -0.3003145961051288
#> Attrib V43 -0.22503405438813587
#> Attrib V44 -0.17700688820677016
#> Attrib V45 0.18147738544448747
#> Attrib V46 0.6259485452901359
#> Attrib V47 0.4705953383339158
#> Attrib V48 0.9246315474421722
#> Attrib V49 0.688545884335201
#> Attrib V5 0.11997970005026548
#> Attrib V50 -0.03237558848291563
#> Attrib V51 0.46195293142658955
#> Attrib V52 0.4139700035984056
#> Attrib V53 0.6656454788728573
#> Attrib V54 0.19884497634496853
#> Attrib V55 -0.09543711596389438
#> Attrib V56 -0.29632122425429736
#> Attrib V57 0.10120850414023541
#> Attrib V58 -0.028677569191471595
#> Attrib V59 -0.017689382740097535
#> Attrib V6 -0.07405341674763809
#> Attrib V60 0.49920252849645286
#> Attrib V7 -0.19991668275339744
#> Attrib V8 -0.6529506214542569
#> Attrib V9 0.42949124437362485
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.34930955389434143
#> Attrib V1 0.16981489340940348
#> Attrib V10 -0.9423592528163809
#> Attrib V11 -0.6793487738611551
#> Attrib V12 -0.3566188862555337
#> Attrib V13 -0.36524433857784444
#> Attrib V14 0.34953941501473984
#> Attrib V15 0.12215070714473417
#> Attrib V16 0.18713811661952878
#> Attrib V17 0.4656004106023454
#> Attrib V18 0.5546917333587563
#> Attrib V19 -0.087858858282961
#> Attrib V2 0.4121363988309319
#> Attrib V20 -0.2969651573919658
#> Attrib V21 -0.8392512896941438
#> Attrib V22 -0.7363966166984659
#> Attrib V23 -0.7520288629262821
#> Attrib V24 -0.6404487286665133
#> Attrib V25 0.47823167535211564
#> Attrib V26 0.6335149953502339
#> Attrib V27 0.6597697113642289
#> Attrib V28 0.015435294815607969
#> Attrib V29 0.7590034586333277
#> Attrib V3 0.1765318555085157
#> Attrib V30 0.22063191348108452
#> Attrib V31 1.1514996456975681
#> Attrib V32 -0.8029283228605518
#> Attrib V33 -0.5162544557732329
#> Attrib V34 0.5015550399018629
#> Attrib V35 0.599599062577531
#> Attrib V36 0.9935337668938
#> Attrib V37 1.8634447957190405
#> Attrib V38 0.05223999481623038
#> Attrib V39 -0.20722148691945264
#> Attrib V4 -0.6556900783589583
#> Attrib V40 0.47165970703192256
#> Attrib V41 -0.4213737008448309
#> Attrib V42 -0.8942900429018483
#> Attrib V43 -0.3001663486186195
#> Attrib V44 -0.35905349227351474
#> Attrib V45 -0.4496269380427252
#> Attrib V46 -0.18165213515089493
#> Attrib V47 0.4844016672413765
#> Attrib V48 0.10974611530522338
#> Attrib V49 -0.45914267615257165
#> Attrib V5 -0.48476450201125987
#> Attrib V50 1.4460757503103252
#> Attrib V51 -0.03338469466703596
#> Attrib V52 0.1981914441829518
#> Attrib V53 0.04867816141907312
#> Attrib V54 -0.40567646368588683
#> Attrib V55 0.1767893995601208
#> Attrib V56 -0.08538214459811395
#> Attrib V57 -0.039244514864485984
#> Attrib V58 -0.7636560096242745
#> Attrib V59 -0.17396607355166774
#> Attrib V6 0.3041321972397457
#> Attrib V60 -0.29559054878064706
#> Attrib V7 -0.42846797935455433
#> Attrib V8 -0.9555886352791347
#> Attrib V9 -1.2882092215835659
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold 0.0828190104181595
#> Attrib V1 0.3936345823823884
#> Attrib V10 -0.3063589442095347
#> Attrib V11 -0.45771098833714846
#> Attrib V12 -0.37183261305555676
#> Attrib V13 -0.11605352588311514
#> Attrib V14 0.0502144555082168
#> Attrib V15 0.47890031181060394
#> Attrib V16 0.2988641470592481
#> Attrib V17 0.01730325237006888
#> Attrib V18 -6.496820098449498E-4
#> Attrib V19 0.1674551750318221
#> Attrib V2 -0.03671414520574896
#> Attrib V20 0.17005881537568265
#> Attrib V21 0.2154446794007159
#> Attrib V22 0.04361702650018336
#> Attrib V23 -0.012344371197121378
#> Attrib V24 0.16744208091256166
#> Attrib V25 -0.35527582152551784
#> Attrib V26 -0.7338394643335167
#> Attrib V27 -0.6023439135698233
#> Attrib V28 -0.048564864970648165
#> Attrib V29 -0.024649916097698475
#> Attrib V3 0.03319197382453151
#> Attrib V30 -0.22701142762160054
#> Attrib V31 -0.8622470852873528
#> Attrib V32 0.3495499997902715
#> Attrib V33 0.25782851368120785
#> Attrib V34 -0.03236766580062501
#> Attrib V35 0.06273513871189323
#> Attrib V36 -0.18849559399722352
#> Attrib V37 -0.4412920914020041
#> Attrib V38 0.12425831909590693
#> Attrib V39 0.09650080184340556
#> Attrib V4 0.21317691200579786
#> Attrib V40 -0.4543105999495077
#> Attrib V41 -0.17784537321045532
#> Attrib V42 0.42213555367599553
#> Attrib V43 0.06878974179670855
#> Attrib V44 0.05018060679063752
#> Attrib V45 0.2249058626494201
#> Attrib V46 0.12089787969681871
#> Attrib V47 -0.15323958092565718
#> Attrib V48 0.10063123729613971
#> Attrib V49 0.19370244046225546
#> Attrib V5 -0.17579432299811357
#> Attrib V50 -0.4141583597620938
#> Attrib V51 0.06831623787555563
#> Attrib V52 -0.08704622879016637
#> Attrib V53 0.15065802228323286
#> Attrib V54 0.4415556222442476
#> Attrib V55 0.06392417266776139
#> Attrib V56 0.45952520820823667
#> Attrib V57 0.12117337713790437
#> Attrib V58 0.565003366178323
#> Attrib V59 0.24421995109867103
#> Attrib V6 -0.43150691750786846
#> Attrib V60 0.5164765140524091
#> Attrib V7 -0.044355281182851355
#> Attrib V8 -0.19741205470376375
#> Attrib V9 0.06721216901020431
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold 0.05904454957409659
#> Attrib V1 0.3067358135484339
#> Attrib V10 -0.11328716656112944
#> Attrib V11 -0.12198315743992887
#> Attrib V12 -0.12496752463704869
#> Attrib V13 -0.13845536380922288
#> Attrib V14 -0.027175470957274826
#> Attrib V15 0.2390761102129174
#> Attrib V16 0.04631099055473689
#> Attrib V17 -0.07461777716756102
#> Attrib V18 -0.07835657826698983
#> Attrib V19 0.005057181627611032
#> Attrib V2 0.09182261938247044
#> Attrib V20 0.012343352861967827
#> Attrib V21 0.02318981957833629
#> Attrib V22 -0.021748887787547255
#> Attrib V23 -0.0703882939299854
#> Attrib V24 0.10029043277271578
#> Attrib V25 -0.1536076723091622
#> Attrib V26 -0.30761201043049363
#> Attrib V27 -0.23341752296211937
#> Attrib V28 -0.04721842018401685
#> Attrib V29 -0.09151361168764434
#> Attrib V3 -0.007285126751830251
#> Attrib V30 -0.14408670275494032
#> Attrib V31 -0.43852740013576974
#> Attrib V32 0.1116273931773499
#> Attrib V33 0.19574946412634214
#> Attrib V34 0.04522699158794021
#> Attrib V35 0.1948763133199124
#> Attrib V36 -0.012794165345560252
#> Attrib V37 -0.17590798070527236
#> Attrib V38 0.17057800777769871
#> Attrib V39 0.12306606760547315
#> Attrib V4 0.13243730707238305
#> Attrib V40 -0.24361419432165154
#> Attrib V41 -0.12676793289151814
#> Attrib V42 0.09096288586409006
#> Attrib V43 0.061529135358951714
#> Attrib V44 0.045162910650677936
#> Attrib V45 0.1379900534250139
#> Attrib V46 0.04692807797364032
#> Attrib V47 -0.06868729100017196
#> Attrib V48 0.23348620811853474
#> Attrib V49 0.16678801847147948
#> Attrib V5 -0.055766882824811854
#> Attrib V50 -0.13046477770085976
#> Attrib V51 0.10740786080394772
#> Attrib V52 0.01216056013150637
#> Attrib V53 0.14200863944144093
#> Attrib V54 0.2989436290248094
#> Attrib V55 0.12006764647248411
#> Attrib V56 0.21903180239194575
#> Attrib V57 0.18468914331014633
#> Attrib V58 0.22592366622289942
#> Attrib V59 0.1711617820947885
#> Attrib V6 -0.23893803788306917
#> Attrib V60 0.3421271595659579
#> Attrib V7 -0.12317491696417396
#> Attrib V8 -0.16050398563091603
#> Attrib V9 0.012637170456145323
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.6820056061323047
#> Attrib V1 0.05871046766867876
#> Attrib V10 -0.6967392729031463
#> Attrib V11 -0.9973927752159522
#> Attrib V12 -1.0353029294459168
#> Attrib V13 -0.5612796543844301
#> Attrib V14 0.4610252070986686
#> Attrib V15 0.10724141832250272
#> Attrib V16 -0.012716305725288809
#> Attrib V17 -0.08973640677717588
#> Attrib V18 0.003775034582895776
#> Attrib V19 -0.3266061210067683
#> Attrib V2 0.3021323350809671
#> Attrib V20 -0.24785837900321514
#> Attrib V21 -0.42584355914186894
#> Attrib V22 -0.5409745378260793
#> Attrib V23 -0.1861516891357819
#> Attrib V24 -0.005948445101559662
#> Attrib V25 0.5758463153246697
#> Attrib V26 0.6832882199723261
#> Attrib V27 0.32667767621411137
#> Attrib V28 -0.3736054964289133
#> Attrib V29 -0.07471976511617924
#> Attrib V3 0.41793044667499063
#> Attrib V30 -0.3794171201073691
#> Attrib V31 0.42502000935091333
#> Attrib V32 -0.3197103199806488
#> Attrib V33 -0.06320834177062071
#> Attrib V34 0.06142622270342344
#> Attrib V35 -0.014925482521888652
#> Attrib V36 0.6036864809946326
#> Attrib V37 0.9490000190349321
#> Attrib V38 -0.04969879630292676
#> Attrib V39 -0.20370556076373852
#> Attrib V4 -0.05800756637339003
#> Attrib V40 0.1367586606397781
#> Attrib V41 -0.35573148985039976
#> Attrib V42 -0.1434118412192933
#> Attrib V43 0.037922225632828356
#> Attrib V44 0.145803495067843
#> Attrib V45 -0.29644333483407054
#> Attrib V46 -0.19759511590049614
#> Attrib V47 0.1658010788502534
#> Attrib V48 -0.13595410120035262
#> Attrib V49 -0.2503840424120343
#> Attrib V5 -0.1796630535575495
#> Attrib V50 0.744333202799048
#> Attrib V51 0.11745802702587896
#> Attrib V52 0.3320020756255713
#> Attrib V53 0.24743808472895598
#> Attrib V54 -0.22711027335156253
#> Attrib V55 0.09705610003762292
#> Attrib V56 0.3032779873820498
#> Attrib V57 0.06298707702365283
#> Attrib V58 -0.03652049412985962
#> Attrib V59 0.10430653769407902
#> Attrib V6 0.06417670267171224
#> Attrib V60 -0.13246098386980798
#> Attrib V7 -0.14002906301886908
#> Attrib V8 -0.1584774359639085
#> Attrib V9 -0.6802690037236544
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.37287731057032536
#> Attrib V1 0.19771252264604935
#> Attrib V10 0.44937181883494165
#> Attrib V11 0.583029232297259
#> Attrib V12 0.7733747502814172
#> Attrib V13 0.3137305496417714
#> Attrib V14 -0.24747485409284947
#> Attrib V15 -0.16552566882394903
#> Attrib V16 -0.369385760711138
#> Attrib V17 -0.5479952977436853
#> Attrib V18 -0.5218424365522231
#> Attrib V19 -0.5271952431463658
#> Attrib V2 0.06446153802030337
#> Attrib V20 -0.39832122248448193
#> Attrib V21 -0.14390100631824912
#> Attrib V22 -0.238132459720766
#> Attrib V23 -0.36775714485595795
#> Attrib V24 -0.003299645026492823
#> Attrib V25 0.06113429894646081
#> Attrib V26 0.33072074718587563
#> Attrib V27 0.7028401394695104
#> Attrib V28 0.9543565245083963
#> Attrib V29 0.4196471924433515
#> Attrib V3 -0.1569685664188791
#> Attrib V30 -0.14629264157955624
#> Attrib V31 -0.656011627408048
#> Attrib V32 0.052610904826389984
#> Attrib V33 -0.09065436157418211
#> Attrib V34 0.1054900024475746
#> Attrib V35 0.5415723442640193
#> Attrib V36 0.08131041768984901
#> Attrib V37 0.07549945127816075
#> Attrib V38 0.23803536459292376
#> Attrib V39 0.1313510975053459
#> Attrib V4 0.08424918444759968
#> Attrib V40 -0.1299859761706246
#> Attrib V41 0.08078507686964446
#> Attrib V42 -0.21635818831372952
#> Attrib V43 -0.24731021963553623
#> Attrib V44 -0.2679288967351504
#> Attrib V45 0.2645329513385192
#> Attrib V46 0.5910690651810183
#> Attrib V47 0.3876868671065426
#> Attrib V48 0.8285747561643373
#> Attrib V49 0.6654064806391863
#> Attrib V5 0.15890666048338742
#> Attrib V50 -0.07730369348933115
#> Attrib V51 0.3842211677645419
#> Attrib V52 0.425076965030794
#> Attrib V53 0.6832286131966009
#> Attrib V54 0.18572108267354143
#> Attrib V55 -0.029480403609580434
#> Attrib V56 -0.35057280516906897
#> Attrib V57 0.1388436820084135
#> Attrib V58 0.027616861875585857
#> Attrib V59 -0.00910925581747099
#> Attrib V6 -0.056255830397719385
#> Attrib V60 0.4280756910156933
#> Attrib V7 -0.164116484396338
#> Attrib V8 -0.6061337769036782
#> Attrib V9 0.3355152601563909
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.19418061546964924
#> Attrib V1 0.42624087642522335
#> Attrib V10 -0.2450168557286597
#> Attrib V11 -0.2080410656730263
#> Attrib V12 -0.06938000907650065
#> Attrib V13 -0.04150123032988895
#> Attrib V14 0.10032978482211913
#> Attrib V15 0.38041646152476594
#> Attrib V16 0.0906491393462279
#> Attrib V17 -0.07600203271509359
#> Attrib V18 -0.016766811633692123
#> Attrib V19 0.13122235890086087
#> Attrib V2 0.008341931832733952
#> Attrib V20 0.16936267613954334
#> Attrib V21 0.22587369809966473
#> Attrib V22 0.0771975770869988
#> Attrib V23 0.1034893192353822
#> Attrib V24 0.26154989981455373
#> Attrib V25 -0.1414583405377544
#> Attrib V26 -0.3731297282394131
#> Attrib V27 -0.3052490622146607
#> Attrib V28 -0.021430378320022342
#> Attrib V29 -0.0071435622946108565
#> Attrib V3 -0.06407635097756634
#> Attrib V30 -0.21695018764689264
#> Attrib V31 -0.7945765077569378
#> Attrib V32 0.16956632957115764
#> Attrib V33 0.1383505283008863
#> Attrib V34 -0.05706611854705545
#> Attrib V35 0.16236863982863659
#> Attrib V36 -0.012768526546615333
#> Attrib V37 -0.2828454860770103
#> Attrib V38 0.251988921797946
#> Attrib V39 0.159579476898956
#> Attrib V4 0.13176697261340892
#> Attrib V40 -0.34437365554793964
#> Attrib V41 -0.16485015309075038
#> Attrib V42 0.2371132446815181
#> Attrib V43 0.126081971798939
#> Attrib V44 0.1081732870079372
#> Attrib V45 0.19893991695126736
#> Attrib V46 0.060274816520719074
#> Attrib V47 -0.14333416688498202
#> Attrib V48 0.2275189966136806
#> Attrib V49 0.27016598338069725
#> Attrib V5 -0.09234793308270779
#> Attrib V50 -0.36977353362895965
#> Attrib V51 0.1337962451904851
#> Attrib V52 -0.019081648534182146
#> Attrib V53 0.1763606994924912
#> Attrib V54 0.5948966372327571
#> Attrib V55 0.1580213829453191
#> Attrib V56 0.3756298918648242
#> Attrib V57 0.1145699946743134
#> Attrib V58 0.44634402483602437
#> Attrib V59 0.3404272831703835
#> Attrib V6 -0.4418020035605951
#> Attrib V60 0.44742672736310474
#> Attrib V7 -0.09400741253279202
#> Attrib V8 -0.32797439493759106
#> Attrib V9 0.008952526629866522
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.31653362610194474
#> Attrib V1 -0.5678864159690464
#> Attrib V10 0.20840035160680806
#> Attrib V11 -0.5094468116125748
#> Attrib V12 -1.064679786566036
#> Attrib V13 -0.4321222780682683
#> Attrib V14 0.7965027106482724
#> Attrib V15 -0.24479522034424578
#> Attrib V16 -0.7275258189501947
#> Attrib V17 -0.7187494629466772
#> Attrib V18 -0.2756331556479571
#> Attrib V19 -0.7150668318729612
#> Attrib V2 -0.24222694375364465
#> Attrib V20 -0.00773796568122072
#> Attrib V21 -0.5988518115582475
#> Attrib V22 -1.1079207137455396
#> Attrib V23 -0.634964549373931
#> Attrib V24 -0.7979565895335196
#> Attrib V25 0.2500821522162722
#> Attrib V26 -0.16116641382135619
#> Attrib V27 0.010483476738498176
#> Attrib V28 0.15122030448344229
#> Attrib V29 0.8473258426310526
#> Attrib V3 0.0035194423815961546
#> Attrib V30 -0.18928098400351095
#> Attrib V31 -0.1287513037914727
#> Attrib V32 -1.3071108911130063
#> Attrib V33 -0.7309839438350355
#> Attrib V34 -0.25889932937923926
#> Attrib V35 1.0026381080489244
#> Attrib V36 3.072944349775871
#> Attrib V37 3.5942667826870207
#> Attrib V38 1.1739469384996344
#> Attrib V39 0.23772576648994814
#> Attrib V4 -0.15498058810018897
#> Attrib V40 0.3346826866682139
#> Attrib V41 -0.5443141722159981
#> Attrib V42 -0.6778929390354437
#> Attrib V43 -0.02848063593966631
#> Attrib V44 0.4822392465748045
#> Attrib V45 -0.1769987197517537
#> Attrib V46 -0.6682690321061363
#> Attrib V47 -0.27323668002713536
#> Attrib V48 -0.39643715633779264
#> Attrib V49 -0.6045889017697975
#> Attrib V5 -0.6224894524685669
#> Attrib V50 1.0523951374904263
#> Attrib V51 -0.5802845501433156
#> Attrib V52 0.16420376270597556
#> Attrib V53 -0.09025032750106855
#> Attrib V54 -0.39018967548736605
#> Attrib V55 -0.17899059769475031
#> Attrib V56 -0.41728790332305027
#> Attrib V57 0.2251769065787939
#> Attrib V58 -0.44743577343604635
#> Attrib V59 -0.3406536612431639
#> Attrib V6 0.03998647294186839
#> Attrib V60 -0.6255062912961045
#> Attrib V7 0.3665753106721359
#> Attrib V8 0.3383479805988537
#> Attrib V9 -0.26370136137773015
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.11899910234025862
#> Attrib V1 0.7131260160365249
#> Attrib V10 -0.3545807818237338
#> Attrib V11 -0.7860095831934508
#> Attrib V12 -0.8123735341149758
#> Attrib V13 -0.31598768006888056
#> Attrib V14 0.20602501971776702
#> Attrib V15 0.9079939892560159
#> Attrib V16 0.6161366024680466
#> Attrib V17 0.0162870779478071
#> Attrib V18 -0.13811524746157278
#> Attrib V19 0.2322880380733836
#> Attrib V2 0.02384844137935501
#> Attrib V20 0.38361620214552183
#> Attrib V21 0.4211928984656675
#> Attrib V22 0.18549534445577276
#> Attrib V23 0.15667235205342753
#> Attrib V24 0.22943906860143834
#> Attrib V25 -0.8212141555691708
#> Attrib V26 -1.4029880711395182
#> Attrib V27 -1.1702427851696549
#> Attrib V28 -0.12404259855024968
#> Attrib V29 0.05147228592362002
#> Attrib V3 0.05738663674748684
#> Attrib V30 -0.16717358060359214
#> Attrib V31 -1.2339707633906725
#> Attrib V32 0.8144022567767275
#> Attrib V33 0.6052005343799819
#> Attrib V34 -0.17882925103702224
#> Attrib V35 -0.04804298676748746
#> Attrib V36 -0.4447058601658469
#> Attrib V37 -0.9527138582808873
#> Attrib V38 0.07814957182173932
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#> Attrib V40 -0.7580726437065051
#> Attrib V41 -0.2818129357753216
#> Attrib V42 0.8154339759132236
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#> Attrib V48 0.12484600477647986
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#> Attrib V51 0.01934376716998316
#> Attrib V52 -0.27448237801233877
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#> Attrib V54 0.6145285499510538
#> Attrib V55 -0.09849406199472711
#> Attrib V56 0.818662270549362
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#> Attrib V6 -0.6322840328302612
#> Attrib V60 0.783271683100526
#> Attrib V7 0.13318338931184678
#> Attrib V8 -0.017911700121865156
#> Attrib V9 0.3107626683265989
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.21909245582497
#> Attrib V1 0.684722919760387
#> Attrib V10 -0.42796955715858814
#> Attrib V11 -0.5583726129582679
#> Attrib V12 -0.5205211011448827
#> Attrib V13 -0.21470958770394555
#> Attrib V14 0.15975531655964648
#> Attrib V15 0.8238537010316687
#> Attrib V16 0.4508802667230062
#> Attrib V17 0.06861353927720204
#> Attrib V18 -0.08485389872722413
#> Attrib V19 0.22433894149658812
#> Attrib V2 -0.0065945287331242814
#> Attrib V20 0.2877668619696035
#> Attrib V21 0.32577064949949974
#> Attrib V22 0.1505900282667198
#> Attrib V23 0.17180619948268105
#> Attrib V24 0.22885818617167988
#> Attrib V25 -0.6254797839788074
#> Attrib V26 -1.13470470544957
#> Attrib V27 -1.0264404193819576
#> Attrib V28 -0.17923264339983672
#> Attrib V29 -0.09299219349358583
#> Attrib V3 0.04668732278776762
#> Attrib V30 -0.19253493553420736
#> Attrib V31 -1.1524383656355865
#> Attrib V32 0.6839378211243793
#> Attrib V33 0.5065865894478243
#> Attrib V34 -0.15110237975712942
#> Attrib V35 0.02915601246924926
#> Attrib V36 -0.3691698528290772
#> Attrib V37 -0.7832173813824745
#> Attrib V38 0.1878555755168418
#> Attrib V39 0.1572446608494358
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#> Attrib V40 -0.7124751816995946
#> Attrib V41 -0.31623925863121616
#> Attrib V42 0.621067660631239
#> Attrib V43 0.2049398801704352
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#> Attrib V47 -0.27066242954003394
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#> Attrib V5 -0.3156368827013564
#> Attrib V50 -0.8050657567205246
#> Attrib V51 0.03425862258434004
#> Attrib V52 -0.18467689866299017
#> Attrib V53 0.010357293716117665
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#> Attrib V57 0.06211879002800232
#> Attrib V58 0.8459662652781731
#> Attrib V59 0.3964131601895641
#> Attrib V6 -0.643431324533941
#> Attrib V60 0.6717901932814023
#> Attrib V7 0.049997279293630126
#> Attrib V8 -0.12405034185490785
#> Attrib V9 0.16974056399759213
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.11153469193663054
#> Attrib V1 0.16661883765113963
#> Attrib V10 -0.07663340447590303
#> Attrib V11 -0.08846584770253366
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#> Attrib V14 0.025591670606959264
#> Attrib V15 0.11477811874592946
#> Attrib V16 -0.015549782316331192
#> Attrib V17 -0.015064334115215553
#> Attrib V18 -0.0838539055372684
#> Attrib V19 -0.0766985796253745
#> Attrib V2 0.07407148480475541
#> Attrib V20 -0.07759843159820382
#> Attrib V21 -0.08939706494555773
#> Attrib V22 -0.16307941423209607
#> Attrib V23 -0.06614818686700757
#> Attrib V24 -0.04940841340277175
#> Attrib V25 -0.08951415049080719
#> Attrib V26 -0.11196805439901661
#> Attrib V27 -0.15766860727413218
#> Attrib V28 -0.03301723187633999
#> Attrib V29 -0.03363917495849951
#> Attrib V3 0.06798749670562887
#> Attrib V30 -0.06615058568710303
#> Attrib V31 -0.16526241739168823
#> Attrib V32 0.13158896642573795
#> Attrib V33 0.07576089535909163
#> Attrib V34 0.07216773866236711
#> Attrib V35 0.1082818752687244
#> Attrib V36 0.0944164868593995
#> Attrib V37 -0.017855447153362798
#> Attrib V38 0.08666030524662574
#> Attrib V39 0.07072608901826986
#> Attrib V4 0.16551444927359452
#> Attrib V40 0.01741615012467605
#> Attrib V41 0.022582326906084797
#> Attrib V42 0.047015634890838764
#> Attrib V43 0.08681553816533905
#> Attrib V44 0.028973572323261372
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#> Attrib V46 0.08468532681588618
#> Attrib V47 0.09100145672687282
#> Attrib V48 0.14321043348993143
#> Attrib V49 0.08462944705212176
#> Attrib V5 0.0014493137435608522
#> Attrib V50 0.04944556720485163
#> Attrib V51 0.14587215819929752
#> Attrib V52 0.14345709553702152
#> Attrib V53 0.11003353535259078
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#> Attrib V55 0.11325360897238089
#> Attrib V56 0.170464432723788
#> Attrib V57 0.16366222167203098
#> Attrib V58 0.17736375911560423
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#> Attrib V6 -0.021814101152750655
#> Attrib V60 0.18597082503530002
#> Attrib V7 -0.035810744072553885
#> Attrib V8 -0.0331952108491839
#> Attrib V9 0.07036141561679941
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.4647551131141266
#> Attrib V1 -0.06921623214789324
#> Attrib V10 1.0899342186801695
#> Attrib V11 1.3158782015137274
#> Attrib V12 1.5266955022911823
#> Attrib V13 0.9708506705946574
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#> Attrib V15 -0.5345933711451263
#> Attrib V16 -0.556839088000227
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#> Attrib V18 -0.2553351087551654
#> Attrib V19 -0.3383139194375774
#> Attrib V2 0.17910298523406468
#> Attrib V20 -0.2617818817152835
#> Attrib V21 0.024565914830826107
#> Attrib V22 0.4732415970463948
#> Attrib V23 0.979983560816697
#> Attrib V24 1.239107320090013
#> Attrib V25 1.039998778252537
#> Attrib V26 1.2616072784873122
#> Attrib V27 1.299131952809444
#> Attrib V28 1.077603829331244
#> Attrib V29 0.1686159038678334
#> Attrib V3 -0.29413815453057923
#> Attrib V30 -0.2783818761339251
#> Attrib V31 -0.3172923422243191
#> Attrib V32 0.3668286485935044
#> Attrib V33 -0.6548642088010806
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#> Attrib V35 0.6352403708261869
#> Attrib V36 -0.3974764010677326
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#> Attrib V38 -0.19925652727124482
#> Attrib V39 0.20305688656125145
#> Attrib V4 -0.36648223956727805
#> Attrib V40 0.2779198454898131
#> Attrib V41 0.6760738880321343
#> Attrib V42 -0.16195763298570864
#> Attrib V43 -0.18476012220584973
#> Attrib V44 -0.07663915371722195
#> Attrib V45 0.2978467295899275
#> Attrib V46 0.995528241049677
#> Attrib V47 1.0682325138179674
#> Attrib V48 1.5407290415169097
#> Attrib V49 1.2658493905859673
#> Attrib V5 0.23466518978577372
#> Attrib V50 -0.06087595299083315
#> Attrib V51 1.1993551118349832
#> Attrib V52 1.0305999792870175
#> Attrib V53 1.6044550217764708
#> Attrib V54 0.2419815912790407
#> Attrib V55 -0.08048224251563658
#> Attrib V56 -0.35623071903546066
#> Attrib V57 -0.6255111676537692
#> Attrib V58 -0.24789544580961564
#> Attrib V59 -0.4964226888507607
#> Attrib V6 0.1259412870834528
#> Attrib V60 0.024642132364504164
#> Attrib V7 -0.5334525795565076
#> Attrib V8 -0.9104638122062507
#> Attrib V9 0.8250921677590318
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.549782665988467
#> Attrib V1 -0.08455231340967881
#> Attrib V10 -0.5457912531925406
#> Attrib V11 -0.9578320866925464
#> Attrib V12 -0.9559331512741385
#> Attrib V13 -0.5083459345527979
#> Attrib V14 0.5528177683475913
#> Attrib V15 0.04700165161529783
#> Attrib V16 -0.06680473715946797
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#> Attrib V18 -0.060857588527114176
#> Attrib V19 -0.3520492284050207
#> Attrib V2 0.21553267180938995
#> Attrib V20 -0.28761598066731514
#> Attrib V21 -0.5883477875164668
#> Attrib V22 -0.6916123398534308
#> Attrib V23 -0.2639430936932471
#> Attrib V24 -0.15458024119832903
#> Attrib V25 0.4452309176231031
#> Attrib V26 0.46539331008750784
#> Attrib V27 0.4715731322923425
#> Attrib V28 -0.02593771509176521
#> Attrib V29 0.19825480261021206
#> Attrib V3 0.26353140139065667
#> Attrib V30 -0.29438043872870306
#> Attrib V31 0.3708568777486393
#> Attrib V32 -0.46570345877801944
#> Attrib V33 -0.19362588272865566
#> Attrib V34 -0.03126423051165918
#> Attrib V35 0.30728842540676793
#> Attrib V36 1.1275837101351587
#> Attrib V37 1.6540943400065806
#> Attrib V38 0.2483619603385637
#> Attrib V39 -0.12710346584517213
#> Attrib V4 -0.09112059285994148
#> Attrib V40 0.19099680822467335
#> Attrib V41 -0.36951072806100554
#> Attrib V42 -0.3295598944833176
#> Attrib V43 -0.017265767894799743
#> Attrib V44 0.16458757428703233
#> Attrib V45 -0.2793002941484008
#> Attrib V46 -0.33987790906586257
#> Attrib V47 -0.05180010402133067
#> Attrib V48 -0.21247889421600588
#> Attrib V49 -0.37806739823771723
#> Attrib V5 -0.3317135115332079
#> Attrib V50 0.7810974458564471
#> Attrib V51 -0.07952703503630018
#> Attrib V52 0.28806240348056494
#> Attrib V53 0.14380297588226007
#> Attrib V54 -0.2774037297696964
#> Attrib V55 -0.036783432627434796
#> Attrib V56 0.11972287429063072
#> Attrib V57 0.11422981593324223
#> Attrib V58 -0.19324716674597525
#> Attrib V59 0.005222068543475751
#> Attrib V6 0.1873111940536853
#> Attrib V60 -0.16061294019315603
#> Attrib V7 -0.08184493788176227
#> Attrib V8 -0.19657850933675258
#> Attrib V9 -0.6471114860733796
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.4334063439481944
#> Attrib V1 0.3607085919151079
#> Attrib V10 0.6514269415710041
#> Attrib V11 0.7336909453177431
#> Attrib V12 0.843950810981446
#> Attrib V13 0.39016190429574155
#> Attrib V14 -0.39586487459195463
#> Attrib V15 -0.2853873557921294
#> Attrib V16 -0.44148429308474485
#> Attrib V17 -0.6547528120648165
#> Attrib V18 -0.5118682055252342
#> Attrib V19 -0.6081690843051376
#> Attrib V2 0.09746636736624494
#> Attrib V20 -0.416584620783239
#> Attrib V21 -0.014483597369818548
#> Attrib V22 -0.13533464632024478
#> Attrib V23 -0.25906299688187384
#> Attrib V24 0.11254458605823621
#> Attrib V25 0.12094123721613062
#> Attrib V26 0.5183738396590776
#> Attrib V27 0.7953654110117258
#> Attrib V28 1.0185425677652926
#> Attrib V29 0.5126351421316019
#> Attrib V3 -0.15936045222231793
#> Attrib V30 -0.08678408932809961
#> Attrib V31 -0.6838498148253443
#> Attrib V32 0.050801012637199765
#> Attrib V33 -0.22441284835916306
#> Attrib V34 0.09413306570270383
#> Attrib V35 0.573012980209735
#> Attrib V36 0.12101421744073186
#> Attrib V37 0.20725042263933352
#> Attrib V38 0.31764072283241557
#> Attrib V39 0.18723538859345568
#> Attrib V4 0.045934453279145436
#> Attrib V40 -0.2246266308889251
#> Attrib V41 0.12383987207563289
#> Attrib V42 -0.2687002398559124
#> Attrib V43 -0.26280206719450827
#> Attrib V44 -0.1934914930720746
#> Attrib V45 0.2931931391851117
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#> Attrib V47 0.48190592838566765
#> Attrib V48 0.923424005672288
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#> Attrib V5 0.20354074801164113
#> Attrib V50 0.03446047053727756
#> Attrib V51 0.5540844526212152
#> Attrib V52 0.4606884781683412
#> Attrib V53 0.7362887108447184
#> Attrib V54 0.20513469007963167
#> Attrib V55 -0.131528912793818
#> Attrib V56 -0.3879984669099468
#> Attrib V57 0.1012343086129976
#> Attrib V58 -0.10584623372169329
#> Attrib V59 0.015419821780630451
#> Attrib V6 0.04481833360985377
#> Attrib V60 0.53063508474177
#> Attrib V7 -0.196948840729945
#> Attrib V8 -0.6672455318208449
#> Attrib V9 0.46597102454783235
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.3236929968624281
#> Attrib V1 0.019500493830620972
#> Attrib V10 -0.43718971539466
#> Attrib V11 -0.5149018089669115
#> Attrib V12 -0.5325313017863257
#> Attrib V13 -0.281582552417307
#> Attrib V14 0.30291044633595055
#> Attrib V15 0.14714341053472924
#> Attrib V16 0.11420727296035334
#> Attrib V17 0.0829530645764042
#> Attrib V18 0.12356944190361757
#> Attrib V19 -0.22342136449704944
#> Attrib V2 0.16758196462553482
#> Attrib V20 -0.30507704597404983
#> Attrib V21 -0.5175545615333242
#> Attrib V22 -0.5121305676709358
#> Attrib V23 -0.37394120727871183
#> Attrib V24 -0.14102161194583224
#> Attrib V25 0.39880216862370577
#> Attrib V26 0.501705233420657
#> Attrib V27 0.3581099756286703
#> Attrib V28 -0.17517167910623674
#> Attrib V29 0.0169922858169101
#> Attrib V3 0.2441907343905657
#> Attrib V30 -0.004010716713954681
#> Attrib V31 0.6252780566533233
#> Attrib V32 -0.17018478018416222
#> Attrib V33 -0.07971944885303675
#> Attrib V34 0.09579248464390647
#> Attrib V35 0.006570235856763683
#> Attrib V36 0.41214194014324373
#> Attrib V37 0.7574731601605275
#> Attrib V38 0.02101365952759758
#> Attrib V39 -0.14581773969855868
#> Attrib V4 -0.11405832646955391
#> Attrib V40 0.23617836333445172
#> Attrib V41 -0.12944874427815245
#> Attrib V42 -0.1602558384143338
#> Attrib V43 0.002060784242336794
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#> Attrib V45 -0.2412118694174967
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#> Attrib V48 -0.18702451902666176
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#> Attrib V50 0.5952429318533581
#> Attrib V51 -0.15414881259773944
#> Attrib V52 0.14184364994656562
#> Attrib V53 0.0360580198124284
#> Attrib V54 -0.09827840201182249
#> Attrib V55 0.06319230423142459
#> Attrib V56 0.12772224743661972
#> Attrib V57 0.09497538478775766
#> Attrib V58 -0.1738812211016444
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#> Attrib V6 0.1348124008782716
#> Attrib V60 -0.22613276901698
#> Attrib V7 -0.07953252120257563
#> Attrib V8 -0.06638711449014117
#> Attrib V9 -0.4353784741225627
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.224516797150271
#> Attrib V1 0.17182221259300692
#> Attrib V10 0.12013354408435689
#> Attrib V11 0.28525350522390086
#> Attrib V12 0.3091368417432478
#> Attrib V13 0.07326915331905491
#> Attrib V14 -0.08374059113897052
#> Attrib V15 -0.02280673889822233
#> Attrib V16 -0.18656586510247494
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#> Attrib V18 -0.3344643226700149
#> Attrib V19 -0.37766839028751253
#> Attrib V2 -0.03162690968753765
#> Attrib V20 -0.22110078366176567
#> Attrib V21 -0.11702509689884237
#> Attrib V22 -0.2593914327106196
#> Attrib V23 -0.3595566312433383
#> Attrib V24 -0.02446498789578518
#> Attrib V25 -0.032251350956244304
#> Attrib V26 -0.020673725106097347
#> Attrib V27 0.23545838902903365
#> Attrib V28 0.45970908457549364
#> Attrib V29 0.23231940839798518
#> Attrib V3 -0.0770437660237457
#> Attrib V30 -0.1710951505555027
#> Attrib V31 -0.49784590220886643
#> Attrib V32 0.1956340597710138
#> Attrib V33 0.09377810667046296
#> Attrib V34 0.11821630721874225
#> Attrib V35 0.31372360430868906
#> Attrib V36 0.012422035025732041
#> Attrib V37 -0.06195554665184341
#> Attrib V38 0.203543671009503
#> Attrib V39 0.13836376478608686
#> Attrib V4 0.05906148450664418
#> Attrib V40 -0.20951651104298674
#> Attrib V41 -0.09539405480937821
#> Attrib V42 -0.14378068409474012
#> Attrib V43 -0.05943894496675738
#> Attrib V44 -0.13102017025862484
#> Attrib V45 0.23506878845401288
#> Attrib V46 0.30113449867083425
#> Attrib V47 0.200909712253449
#> Attrib V48 0.5658993388516518
#> Attrib V49 0.46949221535836355
#> Attrib V5 7.082608916045997E-4
#> Attrib V50 -0.023836606808264438
#> Attrib V51 0.23745123173924268
#> Attrib V52 0.243343987517889
#> Attrib V53 0.3855731161953765
#> Attrib V54 0.23398486002732635
#> Attrib V55 0.060392381397513906
#> Attrib V56 -0.08095052059803572
#> Attrib V57 0.17107333881890896
#> Attrib V58 0.12102935607512036
#> Attrib V59 0.03632267903409803
#> Attrib V6 -0.1926551661720654
#> Attrib V60 0.2997420368491703
#> Attrib V7 -0.1438012402995561
#> Attrib V8 -0.31892293663429266
#> Attrib V9 0.19003319166011162
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.1369698895171218
#> Attrib V1 0.19508661953351505
#> Attrib V10 0.01634266979544526
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#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.21106835735521043
#> Attrib V1 0.7313533337609383
#> Attrib V10 -0.41100710051807554
#> Attrib V11 -0.532362842869082
#> Attrib V12 -0.5933808429343639
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#> Attrib V16 0.55315106249044
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#> Attrib V18 -0.06998639730352708
#> Attrib V19 0.27389154116186304
#> Attrib V2 0.035500002688505665
#> Attrib V20 0.3529403757814683
#> Attrib V21 0.22461066607713487
#> Attrib V22 0.14241029996807844
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#> Attrib V24 0.3817605189886731
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#> Attrib V8 -0.07407496243403827
#> Attrib V9 0.26965961927412757
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.020650606145325868
#> Attrib V1 0.23121884386836056
#> Attrib V10 -0.19115494008075914
#> Attrib V11 -0.1912266440610381
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#> Attrib V16 0.07389848357319681
#> Attrib V17 -0.08615683689383889
#> Attrib V18 0.008702755825108377
#> Attrib V19 -0.020600734321583575
#> Attrib V2 0.01858852848807481
#> Attrib V20 0.04638276875600957
#> Attrib V21 0.06649238592673128
#> Attrib V22 -0.03270504644512933
#> Attrib V23 0.020061127955353964
#> Attrib V24 0.059561245012109985
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#> Attrib V26 -0.26741372199052776
#> Attrib V27 -0.2059317596376798
#> Attrib V28 0.017743555876488633
#> Attrib V29 0.012084272070505279
#> Attrib V3 0.05005946484672806
#> Attrib V30 -0.07408304628324722
#> Attrib V31 -0.42220435052933314
#> Attrib V32 0.09499284482080168
#> Attrib V33 0.13813166789234319
#> Attrib V34 0.0445153266715555
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#> Attrib V37 -0.08572153953082445
#> Attrib V38 0.06353566589585255
#> Attrib V39 0.0865233784175625
#> Attrib V4 0.08722103664321294
#> Attrib V40 -0.17033369431027395
#> Attrib V41 -0.1116609780936724
#> Attrib V42 0.15203660733067387
#> Attrib V43 -0.006196063651358323
#> Attrib V44 0.07550039541692903
#> Attrib V45 0.14216347218095593
#> Attrib V46 0.08707336577768932
#> Attrib V47 -0.018940796919098533
#> Attrib V48 0.09050522710592802
#> Attrib V49 0.1718382445121081
#> Attrib V5 -0.04252954189440649
#> Attrib V50 -0.16157963484425714
#> Attrib V51 0.0782905052224949
#> Attrib V52 0.049523747341688865
#> Attrib V53 0.131349385755844
#> Attrib V54 0.19126622010508781
#> Attrib V55 0.021630121051956375
#> Attrib V56 0.16885006558346058
#> Attrib V57 0.06962195646892666
#> Attrib V58 0.2707002266082779
#> Attrib V59 0.12602734960291417
#> Attrib V6 -0.16511912422194755
#> Attrib V60 0.2544789910496448
#> Attrib V7 -0.05156697942086283
#> Attrib V8 -0.10571361320951442
#> Attrib V9 0.03288447845857158
#> Class M
#> Input
#> Node 0
#> Class R
#> Input
#> Node 1
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.173913