Classification MultilayerPerceptron Learner
mlr_learners_classif.multilayer_perceptron.RdClassifier that uses backpropagation to learn a multi-layer perceptron.
Calls RWeka::make_Weka_classifier() from RWeka.
Custom mlr3 parameters
output_debug_info:original id: output-debug-info
do_not_check_capabilities:original id: do-not-check-capabilities
num_decimal_places:original id: num-decimal-places
batch_size:original id: batch-size
Reason for change: This learner contains changed ids of the following control arguments since their ids contain irregular pattern
Gremoved:GUI will be opened
Reason for change: The parameter is removed because we don't want to launch GUI.
Parameters
| Id | Type | Default | Levels | Range |
| subset | untyped | - | - | |
| na.action | untyped | - | - | |
| L | numeric | 0.3 | \([0, 1]\) | |
| M | numeric | 0.2 | \([0, 1]\) | |
| N | integer | 500 | \([1, \infty)\) | |
| V | numeric | 0 | \([0, 100]\) | |
| S | integer | 0 | \([0, \infty)\) | |
| E | integer | 20 | \([1, \infty)\) | |
| A | logical | FALSE | TRUE, FALSE | - |
| B | logical | FALSE | TRUE, FALSE | - |
| H | untyped | "a" | - | |
| C | logical | FALSE | TRUE, FALSE | - |
| I | logical | FALSE | TRUE, FALSE | - |
| R | logical | FALSE | TRUE, FALSE | - |
| D | logical | FALSE | TRUE, FALSE | - |
| output_debug_info | logical | FALSE | TRUE, FALSE | - |
| do_not_check_capabilities | logical | FALSE | TRUE, FALSE | - |
| num_decimal_places | integer | 2 | \([1, \infty)\) | |
| batch_size | integer | 100 | \([1, \infty)\) | |
| options | untyped | NULL | - |
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifMultilayerPerceptron
Examples
# Define the Learner
learner = mlr3::lrn("classif.multilayer_perceptron")
print(learner)
#> <LearnerClassifMultilayerPerceptron:classif.multilayer_perceptron>: MultilayerPerceptron
#> * Model: -
#> * Parameters: list()
#> * Packages: mlr3, RWeka
#> * Predict Types: [response], prob
#> * Feature Types: logical, integer, numeric, factor, ordered
#> * Properties: missings, multiclass, twoclass
# Define a Task
task = mlr3::tsk("sonar")
# Create train and test set
ids = mlr3::partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> Sigmoid Node 0
#> Inputs Weights
#> Threshold -0.3940152056393554
#> Node 2 2.4079190847282
#> Node 3 1.5902253333574101
#> Node 4 1.7503660937202972
#> Node 5 -2.2445758713990958
#> Node 6 2.129158408267168
#> Node 7 2.313470745068856
#> Node 8 1.329494562459426
#> Node 9 3.0992910052034004
#> Node 10 -1.8589480225355244
#> Node 11 1.6824415588411257
#> Node 12 2.1530008934358555
#> Node 13 -0.45208774661534473
#> Node 14 1.8551794698504664
#> Node 15 -1.7350175681797733
#> Node 16 0.4471938157160333
#> Node 17 1.5207764119924514
#> Node 18 -1.6921699784532283
#> Node 19 1.5835293281988965
#> Node 20 1.8759150228297228
#> Node 21 -2.304560843698057
#> Node 22 1.4743869521230732
#> Node 23 1.5208229377489655
#> Node 24 -0.364314493524803
#> Node 25 4.181687173373112
#> Node 26 -1.3085195572110295
#> Node 27 1.7218454691093772
#> Node 28 -2.063277956940197
#> Node 29 1.5006598948080805
#> Node 30 -0.7815566056128976
#> Node 31 1.5596302758630418
#> Node 32 0.790065208145648
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.4179074179453556
#> Node 2 -2.447900706155507
#> Node 3 -1.5706640925088828
#> Node 4 -1.701191080596508
#> Node 5 2.2582538124076312
#> Node 6 -2.099271276721119
#> Node 7 -2.3161287691396795
#> Node 8 -1.3622240513211705
#> Node 9 -3.1078658914880903
#> Node 10 1.7949660444342346
#> Node 11 -1.644283470577437
#> Node 12 -2.22136906575881
#> Node 13 0.49534159722884696
#> Node 14 -1.802206065192505
#> Node 15 1.7163058213754374
#> Node 16 -0.46475697402158317
#> Node 17 -1.4816316887588934
#> Node 18 1.7291669102845946
#> Node 19 -1.5862101601883833
#> Node 20 -1.8583507023476955
#> Node 21 2.3589396709097614
#> Node 22 -1.5222305863673125
#> Node 23 -1.5622376610951703
#> Node 24 0.33936284147482887
#> Node 25 -4.186286403169623
#> Node 26 1.2203839212018304
#> Node 27 -1.7717650760244794
#> Node 28 2.0091062931871457
#> Node 29 -1.5272740679363745
#> Node 30 0.850646571293922
#> Node 31 -1.4981815522704418
#> Node 32 -0.805402205260649
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.0804316374277605
#> Attrib V1 -0.08509484113295343
#> Attrib V10 0.4480765904592223
#> Attrib V11 0.11134173161865589
#> Attrib V12 0.23449327141364523
#> Attrib V13 -0.6346801316771888
#> Attrib V14 -0.061671973210250336
#> Attrib V15 -0.002918870740665023
#> Attrib V16 -0.11275133848152856
#> Attrib V17 -0.015099162696009112
#> Attrib V18 0.1168038539940011
#> Attrib V19 0.20034863999315702
#> Attrib V2 -0.12450357778202621
#> Attrib V20 1.0769048576860958
#> Attrib V21 1.1005655806501324
#> Attrib V22 0.4540290990231288
#> Attrib V23 0.5174245075984679
#> Attrib V24 0.1269440631929852
#> Attrib V25 -0.7326749697983239
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#> Attrib V3 0.12190832718299131
#> Attrib V30 0.44075546518766123
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#> Attrib V4 1.28906279312626
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#> Attrib V42 0.4208635894241617
#> Attrib V43 0.8293270100727421
#> Attrib V44 0.7323889300953212
#> Attrib V45 0.2706123082366153
#> Attrib V46 -0.2901818325477491
#> Attrib V47 -0.4596701510139885
#> Attrib V48 0.32151879909891956
#> Attrib V49 0.22016206862734564
#> Attrib V5 0.13286192474056102
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#> Attrib V57 0.2668510318026528
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#> Attrib V6 -0.5242960223495571
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#> Attrib V7 -0.3104117577726277
#> Attrib V8 0.6383971169020598
#> Attrib V9 0.8848975077143212
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.24809358537082002
#> Attrib V1 -0.11749978056914498
#> Attrib V10 0.27612569588129227
#> Attrib V11 -0.03750194401305402
#> Attrib V12 0.3437641683948688
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#> Attrib V15 0.014606486190490011
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#> Attrib V19 0.11473737479531476
#> Attrib V2 -0.20194015207103055
#> Attrib V20 0.5313364900058914
#> Attrib V21 0.5047373842248893
#> Attrib V22 0.19172383961718628
#> Attrib V23 0.16004310287677428
#> Attrib V24 0.0713639052832978
#> Attrib V25 -0.3537331298647092
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#> Attrib V27 -0.3681959021670299
#> Attrib V28 -0.13944859615872077
#> Attrib V29 -0.34131953059250725
#> Attrib V3 -0.03789749327763385
#> Attrib V30 0.18154157245867086
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#> Attrib V33 0.5959484069838447
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#> Attrib V38 0.05707731344007658
#> Attrib V39 0.16249258592104204
#> Attrib V4 0.8510990137041656
#> Attrib V40 0.05759180068531557
#> Attrib V41 0.0763277043252866
#> Attrib V42 0.1827852567512417
#> Attrib V43 0.3884569614023106
#> Attrib V44 0.3469759856481487
#> Attrib V45 0.11807800122063643
#> Attrib V46 -0.2256921860832162
#> Attrib V47 -0.2814959894798875
#> Attrib V48 0.3269780673015694
#> Attrib V49 0.15212565327301256
#> Attrib V5 0.09055632630859867
#> Attrib V50 -0.6174316963767313
#> Attrib V51 -0.11975840103211807
#> Attrib V52 0.02676030862368326
#> Attrib V53 0.33327705262341806
#> Attrib V54 0.5714210268805034
#> Attrib V55 -0.3930979963494708
#> Attrib V56 0.05819853757460857
#> Attrib V57 0.3678768549714443
#> Attrib V58 0.07239320890471965
#> Attrib V59 0.7286570173338105
#> Attrib V6 -0.34162712701537773
#> Attrib V60 0.4391862237060282
#> Attrib V7 -0.17995677821440925
#> Attrib V8 0.2726493662946878
#> Attrib V9 0.48108595081353334
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.14512412859638857
#> Attrib V1 -0.060028432588112114
#> Attrib V10 0.13169297571537425
#> Attrib V11 -0.164946369986143
#> Attrib V12 0.14651535432199392
#> Attrib V13 -0.48154937582692414
#> Attrib V14 -0.011894190118520418
#> Attrib V15 0.10638927028117573
#> Attrib V16 -0.06313140377479813
#> Attrib V17 -0.02477750822185289
#> Attrib V18 0.005669437327167375
#> Attrib V19 0.07924553814590748
#> Attrib V2 -0.19983482053176774
#> Attrib V20 0.6183896413652671
#> Attrib V21 0.6468167336087733
#> Attrib V22 0.15626819094264585
#> Attrib V23 0.1150167102516422
#> Attrib V24 -0.0893195555167825
#> Attrib V25 -0.6280221767799369
#> Attrib V26 -0.9241769809209439
#> Attrib V27 -0.4972959601367932
#> Attrib V28 -0.0745204492694412
#> Attrib V29 -0.10683780444042251
#> Attrib V3 0.06321943681664993
#> Attrib V30 0.1188542635971697
#> Attrib V31 -1.1610417382896294
#> Attrib V32 -0.4181908818765415
#> Attrib V33 0.5348988184957435
#> Attrib V34 0.07469117336980714
#> Attrib V35 -0.18149240351153315
#> Attrib V36 -0.3263933043108468
#> Attrib V37 -0.3835948226805029
#> Attrib V38 0.12306431115982026
#> Attrib V39 0.23798029434003323
#> Attrib V4 0.8706959613222135
#> Attrib V40 0.07931075573655726
#> Attrib V41 0.040712326357375095
#> Attrib V42 0.22714250916856887
#> Attrib V43 0.39843385888774724
#> Attrib V44 0.3197603216949182
#> Attrib V45 0.10734558582153454
#> Attrib V46 -0.26053429407491135
#> Attrib V47 -0.36847195595919313
#> Attrib V48 0.24938707381924435
#> Attrib V49 0.11840188124812784
#> Attrib V5 0.17530113617950863
#> Attrib V50 -0.5124454742428712
#> Attrib V51 -0.10347729951459672
#> Attrib V52 -0.032147557192154105
#> Attrib V53 0.4227928214042998
#> Attrib V54 0.5000174372959634
#> Attrib V55 -0.4366867614628846
#> Attrib V56 0.10562127208763686
#> Attrib V57 0.4734942282353779
#> Attrib V58 0.05217411787087993
#> Attrib V59 0.7856388684486433
#> Attrib V6 -0.3084501297806866
#> Attrib V60 0.5636508313999515
#> Attrib V7 -0.15185833136113075
#> Attrib V8 0.17348851080103883
#> Attrib V9 0.43813218311986185
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.327154327055752
#> Attrib V1 0.5131368224806189
#> Attrib V10 -0.9258331844363186
#> Attrib V11 -0.599408329347428
#> Attrib V12 -0.8626705542488043
#> Attrib V13 0.42853292318679304
#> Attrib V14 0.5404998239133392
#> Attrib V15 0.18732029785041707
#> Attrib V16 0.01553906546642506
#> Attrib V17 0.17774462320039128
#> Attrib V18 -0.0773626370981663
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#> Attrib V2 0.22377888648902133
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#> Attrib V25 0.244053244187035
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#> Attrib V3 0.2667158302740008
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#> Attrib V40 0.16902605301683182
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#> Attrib V7 0.258327019276701
#> Attrib V8 -0.5578179440656411
#> Attrib V9 -1.1237588794121127
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.20573513769154533
#> Attrib V1 0.11274098027736246
#> Attrib V10 -0.053372497526381964
#> Attrib V11 -0.2559558667225685
#> Attrib V12 0.1717385196222899
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#> Attrib V7 -0.12717957681743844
#> Attrib V8 0.29643323004117633
#> Attrib V9 0.38379713146908423
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.2823057855473195
#> Attrib V1 -0.013782037963200771
#> Attrib V10 1.092943005990831
#> Attrib V11 0.9753535090801774
#> Attrib V12 1.0109436224061437
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#> Attrib V49 0.7881502437659522
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#> Attrib V50 -0.4675938207401832
#> Attrib V51 0.6600794553551893
#> Attrib V52 0.6885017946410313
#> Attrib V53 0.2200533573878031
#> Attrib V54 -0.1704928206941245
#> Attrib V55 -0.3015509222316922
#> Attrib V56 -0.25328206795787295
#> Attrib V57 -0.3686064014318987
#> Attrib V58 -0.08216515140409773
#> Attrib V59 -0.44539509392440063
#> Attrib V6 -0.020624083524426885
#> Attrib V60 -0.5718727658090873
#> Attrib V7 -0.06473743717756004
#> Attrib V8 0.2527081970990207
#> Attrib V9 1.0597697085349995
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.2782873344373623
#> Attrib V1 -0.12976178911552447
#> Attrib V10 0.3127996683217151
#> Attrib V11 0.029064213795433586
#> Attrib V12 0.31523219947798226
#> Attrib V13 -0.4300409340919349
#> Attrib V14 -0.27889315516353447
#> Attrib V15 -0.07871560933856932
#> Attrib V16 -0.04765172178577721
#> Attrib V17 -0.08641738565247731
#> Attrib V18 -0.03794100480005022
#> Attrib V19 0.06802810394796811
#> Attrib V2 -0.2068207802250041
#> Attrib V20 0.37525247372656245
#> Attrib V21 0.37901868844134623
#> Attrib V22 0.07903713273995631
#> Attrib V23 0.1370483897354285
#> Attrib V24 0.10287625080391774
#> Attrib V25 -0.3018147806151712
#> Attrib V26 -0.47783800069591525
#> Attrib V27 -0.21628785741367063
#> Attrib V28 0.014552501586649648
#> Attrib V29 -0.16574900267797152
#> Attrib V3 -0.08025198770308169
#> Attrib V30 0.20253887735822812
#> Attrib V31 -0.7799889849388859
#> Attrib V32 -0.1366712743655121
#> Attrib V33 0.5627787532475187
#> Attrib V34 0.11755195025765565
#> Attrib V35 -0.14607422984511056
#> Attrib V36 -0.3276415886048086
#> Attrib V37 -0.3779420370155833
#> Attrib V38 0.1588207908891239
#> Attrib V39 0.12090187388095938
#> Attrib V4 0.74195310449464
#> Attrib V40 0.03777684340693562
#> Attrib V41 0.06633769990248287
#> Attrib V42 0.021965939531911758
#> Attrib V43 0.23780094082192293
#> Attrib V44 0.28702551830714035
#> Attrib V45 0.15046684780832506
#> Attrib V46 -0.0773195293404032
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#> Attrib V48 0.449668903862943
#> Attrib V49 0.23133184813555255
#> Attrib V5 0.08320554700011482
#> Attrib V50 -0.5607677314487218
#> Attrib V51 -0.04418836220620254
#> Attrib V52 0.017046975886423482
#> Attrib V53 0.288497107471008
#> Attrib V54 0.3750145193030085
#> Attrib V55 -0.44833565103240197
#> Attrib V56 -0.03474264247927758
#> Attrib V57 0.30870735697829876
#> Attrib V58 -0.08390019929440673
#> Attrib V59 0.5259416888653546
#> Attrib V6 -0.26458841213543416
#> Attrib V60 0.3967450601886727
#> Attrib V7 -0.12450053725120078
#> Attrib V8 0.09841625727372681
#> Attrib V9 0.4600542124663168
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.17170004094406657
#> Attrib V1 -0.2298681228754689
#> Attrib V10 1.4937847585853148
#> Attrib V11 1.2476303119533092
#> Attrib V12 1.4783667137083523
#> Attrib V13 0.09364805894149346
#> Attrib V14 -0.8174722376336206
#> Attrib V15 -0.42241969542078045
#> Attrib V16 -0.19796219008514368
#> Attrib V17 -0.31037721847335664
#> Attrib V18 -0.06750969746649504
#> Attrib V19 -0.1388906383545369
#> Attrib V2 -0.084887496139004
#> Attrib V20 -0.12277876876237984
#> Attrib V21 -0.03639797243903679
#> Attrib V22 0.15721391141003427
#> Attrib V23 0.9468365029514071
#> Attrib V24 0.9114563743175828
#> Attrib V25 0.5834421484594505
#> Attrib V26 1.0853332542585663
#> Attrib V27 0.7660732151067617
#> Attrib V28 0.5526424502764852
#> Attrib V29 -0.29981662934649334
#> Attrib V3 -0.2113765547430915
#> Attrib V30 0.39055582477083606
#> Attrib V31 0.35165501491097256
#> Attrib V32 0.7109685079291104
#> Attrib V33 0.5158567254222475
#> Attrib V34 0.04261480107051351
#> Attrib V35 -0.3604639522578366
#> Attrib V36 -1.1526053915450356
#> Attrib V37 -0.8345286041682587
#> Attrib V38 -0.3294782059134804
#> Attrib V39 -0.30420326647785045
#> Attrib V4 0.5304689528834713
#> Attrib V40 -0.010079716278364608
#> Attrib V41 0.532766743895914
#> Attrib V42 -0.04164654627062868
#> Attrib V43 0.05085612444263445
#> Attrib V44 0.3302831986753127
#> Attrib V45 0.5726236525242934
#> Attrib V46 0.6781151005127154
#> Attrib V47 0.7495563074044612
#> Attrib V48 1.3148148688233965
#> Attrib V49 1.02829778815954
#> Attrib V5 0.1933145804973092
#> Attrib V50 -0.5924350041232661
#> Attrib V51 0.9659360544413924
#> Attrib V52 0.8005781486489862
#> Attrib V53 0.32340939947317304
#> Attrib V54 -0.14887075831198682
#> Attrib V55 -0.18728128407585723
#> Attrib V56 -0.18510845456019923
#> Attrib V57 -0.6507299578627873
#> Attrib V58 -0.0396888952270168
#> Attrib V59 -0.47681389007847147
#> Attrib V6 0.10892339832468705
#> Attrib V60 -0.7489416780603103
#> Attrib V7 0.0330948518883859
#> Attrib V8 0.48595608879128005
#> Attrib V9 1.2453862963224478
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.37198845728867563
#> Attrib V1 0.4296324220680364
#> Attrib V10 -0.7031435650735708
#> Attrib V11 -0.4578512102287168
#> Attrib V12 -0.7625699340368863
#> Attrib V13 0.3655039516594309
#> Attrib V14 0.4789568785257589
#> Attrib V15 0.09103629059860462
#> Attrib V16 0.06501865844948233
#> Attrib V17 0.13141845932719046
#> Attrib V18 0.019928459855598726
#> Attrib V19 0.01689974704553453
#> Attrib V2 0.19067969354882813
#> Attrib V20 -0.2314329527341662
#> Attrib V21 -0.2808616332122279
#> Attrib V22 -0.1179522149383081
#> Attrib V23 -0.43664120526043215
#> Attrib V24 -0.3798108129864913
#> Attrib V25 0.17891976082683528
#> Attrib V26 0.022841274877521436
#> Attrib V27 -0.20284036953407233
#> Attrib V28 -0.44259017279272117
#> Attrib V29 -0.09973051534979442
#> Attrib V3 0.19955695880754365
#> Attrib V30 -0.46557136307806685
#> Attrib V31 0.5532578220263472
#> Attrib V32 -0.2982734462509267
#> Attrib V33 -0.6356621443816798
#> Attrib V34 0.16369759925235014
#> Attrib V35 0.5908498107206371
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#> Attrib V37 0.7958051344394446
#> Attrib V38 0.20276378382460908
#> Attrib V39 0.20298801169776892
#> Attrib V4 -0.8544881172912747
#> Attrib V40 0.15288048707571195
#> Attrib V41 -0.3109330552804522
#> Attrib V42 -0.3493935747111939
#> Attrib V43 -0.4225568695171405
#> Attrib V44 -0.4515615474192547
#> Attrib V45 -0.3488387997658462
#> Attrib V46 -0.2020322719000413
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#> Attrib V48 -0.772359481579141
#> Attrib V49 -0.6240281237526211
#> Attrib V5 -0.11252886678401125
#> Attrib V50 0.7421217034181002
#> Attrib V51 -0.3403453697065759
#> Attrib V52 -0.42721125495185913
#> Attrib V53 -0.32336003392500384
#> Attrib V54 -0.12070845060515993
#> Attrib V55 0.4442904612523979
#> Attrib V56 0.17768834973743042
#> Attrib V57 0.08398360751992409
#> Attrib V58 -0.07093351971533046
#> Attrib V59 -0.1005274347601703
#> Attrib V6 0.31208548564853295
#> Attrib V60 0.2918143941686735
#> Attrib V7 0.2338417392870282
#> Attrib V8 -0.3824077455543726
#> Attrib V9 -0.850924993003667
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.10977628571509278
#> Attrib V1 -0.25506842514816896
#> Attrib V10 0.5375055627849904
#> Attrib V11 0.2204487055010599
#> Attrib V12 0.39303638740547364
#> Attrib V13 -0.565244235610286
#> Attrib V14 -0.29107567591540123
#> Attrib V15 -0.12674344732008522
#> Attrib V16 -0.10018942187856215
#> Attrib V17 0.01792453054501674
#> Attrib V18 0.12688910476993956
#> Attrib V19 0.17394725756913906
#> Attrib V2 -0.22565413458603845
#> Attrib V20 0.7802033448161176
#> Attrib V21 0.679905143528224
#> Attrib V22 0.33328215387730364
#> Attrib V23 0.5382979048641695
#> Attrib V24 0.3146461918368539
#> Attrib V25 -0.21824568521965526
#> Attrib V26 -0.4463585918236397
#> Attrib V27 -0.20476168723778224
#> Attrib V28 0.04014943428013287
#> Attrib V29 -0.19973526915324835
#> Attrib V3 -0.13199850065866153
#> Attrib V30 0.37650478557711226
#> Attrib V31 -0.9924712298012183
#> Attrib V32 -0.1556631417559641
#> Attrib V33 0.6965731701796122
#> Attrib V34 0.08634101437637885
#> Attrib V35 -0.21728862843689042
#> Attrib V36 -0.5144746841931312
#> Attrib V37 -0.5802680762416399
#> Attrib V38 0.16696197686322659
#> Attrib V39 0.09691601709699829
#> Attrib V4 0.8691186177876945
#> Attrib V40 -0.016967604924667142
#> Attrib V41 -0.03577554539698844
#> Attrib V42 0.15798427943751556
#> Attrib V43 0.46761053006736786
#> Attrib V44 0.5776006710503275
#> Attrib V45 0.3799037277404685
#> Attrib V46 -0.12066429142628508
#> Attrib V47 -0.18987421950841313
#> Attrib V48 0.4816765343787431
#> Attrib V49 0.3143659172613179
#> Attrib V5 0.05492449359766211
#> Attrib V50 -0.6965389612023068
#> Attrib V51 0.13596626891795932
#> Attrib V52 0.15994812059810076
#> Attrib V53 0.385044452598938
#> Attrib V54 0.4490406935610025
#> Attrib V55 -0.465455599449638
#> Attrib V56 0.08219050889224026
#> Attrib V57 0.1171156528204631
#> Attrib V58 0.02285577796186889
#> Attrib V59 0.2668627132535462
#> Attrib V6 -0.348572669741815
#> Attrib V60 0.020880617097591515
#> Attrib V7 -0.285372435696428
#> Attrib V8 0.47416215374836274
#> Attrib V9 0.8438269147074192
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.32710145146535213
#> Attrib V1 -0.15934036057218595
#> Attrib V10 0.26517339667501494
#> Attrib V11 -0.028027735510786557
#> Attrib V12 0.2585906146176654
#> Attrib V13 -0.6391165878309902
#> Attrib V14 -0.10557008086967028
#> Attrib V15 -0.0037793710794202986
#> Attrib V16 -0.07811803739702032
#> Attrib V17 -0.06736676326679028
#> Attrib V18 0.00607926566700061
#> Attrib V19 0.14225820121224197
#> Attrib V2 -0.23312766051148698
#> Attrib V20 0.737422793502088
#> Attrib V21 0.7640363497006664
#> Attrib V22 0.28228685764240824
#> Attrib V23 0.22724234319380446
#> Attrib V24 -0.045209631890926166
#> Attrib V25 -0.7351412967460615
#> Attrib V26 -1.0771612251281892
#> Attrib V27 -0.4586140981879242
#> Attrib V28 -0.09006718609864897
#> Attrib V29 -0.14052494978499105
#> Attrib V3 -0.05648681910814534
#> Attrib V30 0.22121118324757286
#> Attrib V31 -1.498279242171057
#> Attrib V32 -0.4534663682385831
#> Attrib V33 0.7996069384262131
#> Attrib V34 0.10040366281665854
#> Attrib V35 -0.29377177999100096
#> Attrib V36 -0.49908148293745425
#> Attrib V37 -0.6329823975455608
#> Attrib V38 0.1578165948627668
#> Attrib V39 0.19413656143554037
#> Attrib V4 1.1799832694260124
#> Attrib V40 0.0764983003548337
#> Attrib V41 0.059494147254707426
#> Attrib V42 0.2737636932782029
#> Attrib V43 0.6495593232241099
#> Attrib V44 0.42467712875476327
#> Attrib V45 0.14780225742800118
#> Attrib V46 -0.22646258023495594
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#> Attrib V48 0.3875364120406731
#> Attrib V49 0.16439902438618917
#> Attrib V5 0.14561131760422763
#> Attrib V50 -0.8049790542374772
#> Attrib V51 -0.15794023287312453
#> Attrib V52 0.01683337010689592
#> Attrib V53 0.5132633835098638
#> Attrib V54 0.6542593527676138
#> Attrib V55 -0.6023006268006021
#> Attrib V56 0.05430766691860691
#> Attrib V57 0.5200055727605521
#> Attrib V58 0.11630547400482007
#> Attrib V59 0.9332299779483113
#> Attrib V6 -0.42538635409467906
#> Attrib V60 0.5845838369260452
#> Attrib V7 -0.19485681055389306
#> Attrib V8 0.38884408312463387
#> Attrib V9 0.6878568648957456
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.26906395245604753
#> Attrib V1 -0.02143531768671009
#> Attrib V10 -0.21000050622684602
#> Attrib V11 -0.1290712671898829
#> Attrib V12 -0.3378408134971803
#> Attrib V13 0.08346317151325869
#> Attrib V14 0.09433035422106728
#> Attrib V15 -0.05153525191230168
#> Attrib V16 -0.0664434705423207
#> Attrib V17 0.015231922537409322
#> Attrib V18 -0.005304841067276163
#> Attrib V19 -0.009946770457169393
#> Attrib V2 0.05857104980000124
#> Attrib V20 -0.058956194827072275
#> Attrib V21 -0.06771227333206407
#> Attrib V22 -0.014307260838875721
#> Attrib V23 0.0791371345618647
#> Attrib V24 0.03199401903774737
#> Attrib V25 0.1520842152257046
#> Attrib V26 0.07426696046064922
#> Attrib V27 -0.007957285339569544
#> Attrib V28 -0.15658665139685657
#> Attrib V29 -0.052805875884072796
#> Attrib V3 0.14321856056045393
#> Attrib V30 -0.1386046889145585
#> Attrib V31 0.16758172529245924
#> Attrib V32 0.059255074746004846
#> Attrib V33 -0.13226191113444968
#> Attrib V34 0.06978962501689501
#> Attrib V35 0.14174682814325074
#> Attrib V36 0.2553179725051709
#> Attrib V37 0.24805403195032522
#> Attrib V38 0.041361318917990775
#> Attrib V39 0.06372081486313795
#> Attrib V4 -0.18905644643743774
#> Attrib V40 0.04437595673833628
#> Attrib V41 -0.0678702576587097
#> Attrib V42 -0.004612340924156805
#> Attrib V43 -0.0992824713283377
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#> Attrib V47 0.015259926180698814
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#> Attrib V50 0.185446843722531
#> Attrib V51 -0.051315752728195795
#> Attrib V52 0.004474203654920914
#> Attrib V53 -0.028200247381456912
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#> Attrib V55 0.16736752675353275
#> Attrib V56 0.05092777211213685
#> Attrib V57 -0.003004652442425865
#> Attrib V58 0.03757147791782381
#> Attrib V59 -0.1853108556537237
#> Attrib V6 0.0590064394256888
#> Attrib V60 -0.04024530421574249
#> Attrib V7 0.0682959311142276
#> Attrib V8 -0.09169377580559876
#> Attrib V9 -0.21068408974412028
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.49341954774427366
#> Attrib V1 0.07544026669478206
#> Attrib V10 0.6072136796195571
#> Attrib V11 0.518479803524147
#> Attrib V12 0.8623532275104172
#> Attrib V13 -0.41448816500062863
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#> Attrib V15 -0.18485915387850443
#> Attrib V16 -0.2898381280590609
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#> Attrib V18 -0.3329958081291186
#> Attrib V19 -0.505902350282774
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#> Attrib V20 -0.5281953187935574
#> Attrib V21 -0.3424839271110032
#> Attrib V22 -0.5265290335335397
#> Attrib V23 -0.4353074250027616
#> Attrib V24 -0.20759007127883417
#> Attrib V25 -0.23863694188394566
#> Attrib V26 0.03186142068920902
#> Attrib V27 0.21362480444879706
#> Attrib V28 0.11497549617911998
#> Attrib V29 -0.35732366553580835
#> Attrib V3 -0.06999049578804865
#> Attrib V30 0.21753688865193788
#> Attrib V31 -0.10134476316283243
#> Attrib V32 0.36727560608250065
#> Attrib V33 0.6301402003998918
#> Attrib V34 0.1559734675898737
#> Attrib V35 -0.1621861630917364
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#> Attrib V38 -0.1373273538934969
#> Attrib V39 -0.19110214221519298
#> Attrib V4 0.5186244455792514
#> Attrib V40 -0.14535509514214817
#> Attrib V41 0.09800608225143108
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#> Attrib V43 -0.1599376537465949
#> Attrib V44 -0.053687238502673436
#> Attrib V45 0.09700814926922893
#> Attrib V46 0.2434497258947347
#> Attrib V47 0.23942801236816452
#> Attrib V48 1.0134388826384493
#> Attrib V49 0.5926279371937719
#> Attrib V5 0.11160887474758392
#> Attrib V50 -0.35909899482609864
#> Attrib V51 0.1849050755970133
#> Attrib V52 0.2350663276283236
#> Attrib V53 0.13340281731461423
#> Attrib V54 0.1805291529659964
#> Attrib V55 -0.2000586897807072
#> Attrib V56 -0.292274837380954
#> Attrib V57 0.2547245689819804
#> Attrib V58 -0.026979341403545305
#> Attrib V59 0.1750436524085715
#> Attrib V6 -0.017609891159857147
#> Attrib V60 0.11505188033693524
#> Attrib V7 0.03981198556569166
#> Attrib V8 0.012028693103103307
#> Attrib V9 0.5819569387507183
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.3236149173724783
#> Attrib V1 0.24457002468956596
#> Attrib V10 -0.5443040312882635
#> Attrib V11 -0.34647492294926835
#> Attrib V12 -0.6529741884410828
#> Attrib V13 0.35663718128296645
#> Attrib V14 0.3299111890537575
#> Attrib V15 0.11134435120421539
#> Attrib V16 0.07086725498109422
#> Attrib V17 0.12620324049194684
#> Attrib V18 -0.04387246440571632
#> Attrib V19 -0.055792029819768954
#> Attrib V2 0.14671854140863294
#> Attrib V20 -0.4796154070754506
#> Attrib V21 -0.5283871566354432
#> Attrib V22 -0.18065115813849947
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#> Attrib V25 0.19439232619390984
#> Attrib V26 0.2467793571105
#> Attrib V27 -0.05601479749431355
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#> Attrib V3 0.21085862136131647
#> Attrib V30 -0.48477742713536315
#> Attrib V31 0.7486439088558343
#> Attrib V32 -0.0069408695551680865
#> Attrib V33 -0.6568720845534788
#> Attrib V34 0.15154011690055966
#> Attrib V35 0.5412612405189101
#> Attrib V36 0.8784628448860138
#> Attrib V37 0.7883323405915135
#> Attrib V38 0.03493985024680933
#> Attrib V39 0.04396979252846897
#> Attrib V4 -0.8721682832380783
#> Attrib V40 0.03588694289754975
#> Attrib V41 -0.2886389168193349
#> Attrib V42 -0.357978589800709
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#> Attrib V44 -0.5079701633285695
#> Attrib V45 -0.26442879612905074
#> Attrib V46 0.0412086138959778
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#> Attrib V48 -0.562066244602322
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#> Attrib V50 0.8415281010403327
#> Attrib V51 -0.17914426674486958
#> Attrib V52 -0.27156053746608644
#> Attrib V53 -0.41483359469819747
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#> Attrib V55 0.5191809452218032
#> Attrib V56 0.06622683755844673
#> Attrib V57 -0.037910086836071
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#> Attrib V6 0.29239380527158787
#> Attrib V60 0.028090775256405482
#> Attrib V7 0.22978111464623976
#> Attrib V8 -0.38436839711473425
#> Attrib V9 -0.7175891537031044
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.11243385909263069
#> Attrib V1 0.06783295255789566
#> Attrib V10 0.07109876310585334
#> Attrib V11 -0.01757152602640547
#> Attrib V12 0.06136594365910411
#> Attrib V13 -0.09848991115214344
#> Attrib V14 -0.03022578525567191
#> Attrib V15 0.01086955339016512
#> Attrib V16 0.03341916599954628
#> Attrib V17 0.011604806201979657
#> Attrib V18 0.018478162176159985
#> Attrib V19 -0.020467943088817508
#> Attrib V2 -0.013230607328158006
#> Attrib V20 -6.162840402344591E-4
#> Attrib V21 -0.03807263208705542
#> Attrib V22 -0.13263396596116706
#> Attrib V23 -0.13587109545627632
#> Attrib V24 -0.04103070916982605
#> Attrib V25 -0.12118130887017411
#> Attrib V26 -0.24869468634309547
#> Attrib V27 -0.14349178233403376
#> Attrib V28 -0.05626350468999374
#> Attrib V29 -0.1211019827016284
#> Attrib V3 0.12724775412757794
#> Attrib V30 -0.07452124753387979
#> Attrib V31 -0.23855496154843944
#> Attrib V32 -0.036229540819805395
#> Attrib V33 0.13275515817945294
#> Attrib V34 0.12392703625171064
#> Attrib V35 0.0533450823142193
#> Attrib V36 -0.004262696972056699
#> Attrib V37 0.03125968372504903
#> Attrib V38 0.11964140238112145
#> Attrib V39 0.11874324937679671
#> Attrib V4 0.27546563238102384
#> Attrib V40 0.04405314477999943
#> Attrib V41 0.0588387151688933
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#> Attrib V46 0.02037705647955942
#> Attrib V47 0.0011185722586269549
#> Attrib V48 0.1195674735775937
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#> Attrib V5 0.09930570827438638
#> Attrib V50 -0.004677362012488715
#> Attrib V51 0.09508907044387882
#> Attrib V52 0.08818431942323604
#> Attrib V53 0.20017162424420173
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#> Attrib V55 0.03729279762378726
#> Attrib V56 0.10756354495893077
#> Attrib V57 0.26119259067239015
#> Attrib V58 0.09741871494328548
#> Attrib V59 0.20462238925603465
#> Attrib V6 0.04001482998512861
#> Attrib V60 0.28366443606590386
#> Attrib V7 0.03884510992314533
#> Attrib V8 0.009961985242739831
#> Attrib V9 0.12309114907270678
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold 0.14582151965190313
#> Attrib V1 0.029426215191266283
#> Attrib V10 0.09929429867614023
#> Attrib V11 -0.12861020894995587
#> Attrib V12 0.11868632686995668
#> Attrib V13 -0.461242710466972
#> Attrib V14 -0.06030069049808822
#> Attrib V15 0.11828770274119367
#> Attrib V16 -0.035896872932396004
#> Attrib V17 -0.025183389146207342
#> Attrib V18 0.02247480118602312
#> Attrib V19 0.10082007786230332
#> Attrib V2 -0.07864278366642175
#> Attrib V20 0.5013372858611678
#> Attrib V21 0.4552805168510291
#> Attrib V22 0.1459863601761378
#> Attrib V23 0.012960179076816347
#> Attrib V24 -0.04170436137115294
#> Attrib V25 -0.49596191632137554
#> Attrib V26 -0.8012153429495149
#> Attrib V27 -0.42949305738280524
#> Attrib V28 -0.21658378364177783
#> Attrib V29 -0.28411122466058747
#> Attrib V3 0.04109298500460779
#> Attrib V30 0.021731921731745818
#> Attrib V31 -0.946392009977759
#> Attrib V32 -0.4129826469700749
#> Attrib V33 0.4670836514161782
#> Attrib V34 0.09223567041560697
#> Attrib V35 -0.054398982457760384
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#> Attrib V37 -0.32077112641157435
#> Attrib V38 0.18454187383200799
#> Attrib V39 0.22229190945047056
#> Attrib V4 0.748883311122758
#> Attrib V40 0.029448656391211678
#> Attrib V41 0.04557932024806416
#> Attrib V42 0.08791460895426652
#> Attrib V43 0.33579952755669784
#> Attrib V44 0.22271036249680404
#> Attrib V45 0.02134899938416162
#> Attrib V46 -0.2539837296099607
#> Attrib V47 -0.35095192963303773
#> Attrib V48 0.21616058324257204
#> Attrib V49 -0.007250442152053372
#> Attrib V5 0.13197078505330986
#> Attrib V50 -0.39894992542865504
#> Attrib V51 -0.10856576484311171
#> Attrib V52 -0.05176052252410509
#> Attrib V53 0.33817454095526217
#> Attrib V54 0.5179114193902745
#> Attrib V55 -0.269150470566714
#> Attrib V56 0.12848748286860087
#> Attrib V57 0.4950006741684429
#> Attrib V58 0.018524359353615048
#> Attrib V59 0.669708731953267
#> Attrib V6 -0.18207491721684765
#> Attrib V60 0.5936695438664009
#> Attrib V7 -0.13617668857164258
#> Attrib V8 0.16008459480149115
#> Attrib V9 0.30272645949523613
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.4533827107150778
#> Attrib V1 0.2749673797478299
#> Attrib V10 -0.5396679797461951
#> Attrib V11 -0.3305886417738901
#> Attrib V12 -0.8073274987489828
#> Attrib V13 0.35907629269119773
#> Attrib V14 0.397587787037774
#> Attrib V15 0.06014519279871198
#> Attrib V16 0.08238526905575445
#> Attrib V17 0.13595939324141146
#> Attrib V18 0.07319896606329324
#> Attrib V19 -0.04343615549448498
#> Attrib V2 0.2340742938329517
#> Attrib V20 -0.33768805181541056
#> Attrib V21 -0.3406751884746772
#> Attrib V22 -0.11102923099312974
#> Attrib V23 -0.3534333128885344
#> Attrib V24 -0.3254784649815757
#> Attrib V25 0.2353384782330744
#> Attrib V26 0.21597135163698228
#> Attrib V27 -0.05643112600578593
#> Attrib V28 -0.3459253570831005
#> Attrib V29 -0.09930035078498985
#> Attrib V3 0.2697152767601252
#> Attrib V30 -0.5170974850335427
#> Attrib V31 0.6859919766633744
#> Attrib V32 -0.04530092408264134
#> Attrib V33 -0.6500454148266768
#> Attrib V34 0.12624923665743343
#> Attrib V35 0.5085312073507239
#> Attrib V36 0.9455779911510991
#> Attrib V37 0.7081514190132008
#> Attrib V38 0.03851124660492887
#> Attrib V39 0.08804914017653671
#> Attrib V4 -0.8719609947009449
#> Attrib V40 0.016018225728158232
#> Attrib V41 -0.3580909023103955
#> Attrib V42 -0.31587562894518234
#> Attrib V43 -0.4336393691432534
#> Attrib V44 -0.3778025547157175
#> Attrib V45 -0.3214122572580452
#> Attrib V46 -0.039002732816143866
#> Attrib V47 0.08395594804564659
#> Attrib V48 -0.6666945537775693
#> Attrib V49 -0.420841171914914
#> Attrib V5 -0.05103729814553102
#> Attrib V50 0.7688597873540176
#> Attrib V51 -0.17804514190572004
#> Attrib V52 -0.23349429051710455
#> Attrib V53 -0.41704405808864803
#> Attrib V54 -0.3590520133969634
#> Attrib V55 0.5712520804281337
#> Attrib V56 0.09598717096425353
#> Attrib V57 -0.027692679423446193
#> Attrib V58 0.03870698572723935
#> Attrib V59 -0.384488059008822
#> Attrib V6 0.23614091460816458
#> Attrib V60 0.07430372744659874
#> Attrib V7 0.27695243523884777
#> Attrib V8 -0.31705405561543043
#> Attrib V9 -0.6794615489176473
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.3605028666533528
#> Attrib V1 -0.22530107279492265
#> Attrib V10 0.6323772274570706
#> Attrib V11 0.46650481632356794
#> Attrib V12 0.8554129813130579
#> Attrib V13 -0.3218262988620106
#> Attrib V14 -0.43600163779965206
#> Attrib V15 -0.13530591755768154
#> Attrib V16 -0.1660886122766698
#> Attrib V17 -0.21039267685902743
#> Attrib V18 -0.068542066706605
#> Attrib V19 -0.13619092159300886
#> Attrib V2 -0.10988819365123287
#> Attrib V20 -0.08658128382396697
#> Attrib V21 -0.023757890889773467
#> Attrib V22 -0.10647118348336206
#> Attrib V23 0.17508727446952843
#> Attrib V24 0.24676404350284806
#> Attrib V25 -0.07747948513627179
#> Attrib V26 0.07646238951590155
#> Attrib V27 0.2605761390103756
#> Attrib V28 0.3337927632096372
#> Attrib V29 -0.09704927122159886
#> Attrib V3 -0.13768239440625574
#> Attrib V30 0.41053555310367684
#> Attrib V31 -0.24913287679807491
#> Attrib V32 0.29056565729368866
#> Attrib V33 0.655387377070973
#> Attrib V34 -0.018834452186590203
#> Attrib V35 -0.35740219797219136
#> Attrib V36 -0.8223653125179755
#> Attrib V37 -0.6897857096930408
#> Attrib V38 -0.15923376079125573
#> Attrib V39 -0.21358040593087865
#> Attrib V4 0.7111432543843433
#> Attrib V40 -0.0887887673243684
#> Attrib V41 0.17124712073688453
#> Attrib V42 0.14783800620638995
#> Attrib V43 0.14937642281536553
#> Attrib V44 0.21638830407175833
#> Attrib V45 0.3467639968647912
#> Attrib V46 0.19381822472967983
#> Attrib V47 0.08718968569805217
#> Attrib V48 0.8087869548447916
#> Attrib V49 0.6092301076472245
#> Attrib V5 0.1135694016701876
#> Attrib V50 -0.6420387161882567
#> Attrib V51 0.2581207302296061
#> Attrib V52 0.4008069996514958
#> Attrib V53 0.3226981344707508
#> Attrib V54 0.1520778251503549
#> Attrib V55 -0.25410989147141616
#> Attrib V56 -0.2618447411492142
#> Attrib V57 -0.039758623793990804
#> Attrib V58 0.01493515693956453
#> Attrib V59 0.02923870480238569
#> Attrib V6 -0.2024798927081682
#> Attrib V60 -0.21324834436437737
#> Attrib V7 -0.13215909810893775
#> Attrib V8 0.2242482795022704
#> Attrib V9 0.7103307638819738
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.18343836252314275
#> Attrib V1 0.11072448594438117
#> Attrib V10 0.048932820703206786
#> Attrib V11 -0.21330698755787827
#> Attrib V12 0.1886287470928041
#> Attrib V13 -0.46885731004202735
#> Attrib V14 0.05264690204819461
#> Attrib V15 0.13135516296460453
#> Attrib V16 -0.07041292968585765
#> Attrib V17 -0.04073970815363732
#> Attrib V18 0.03683114635751813
#> Attrib V19 0.09328209590534783
#> Attrib V2 -0.12893066005557205
#> Attrib V20 0.6750684045292815
#> Attrib V21 0.6912511793942081
#> Attrib V22 0.20061275466306583
#> Attrib V23 0.08384840898661157
#> Attrib V24 -0.09047048608984315
#> Attrib V25 -0.6050637833722361
#> Attrib V26 -0.9279376399896964
#> Attrib V27 -0.48104126022147
#> Attrib V28 -0.2391607823196182
#> Attrib V29 -0.16029877572032547
#> Attrib V3 0.022630120908695317
#> Attrib V30 0.058551866211365565
#> Attrib V31 -1.215676467576686
#> Attrib V32 -0.5542822102901082
#> Attrib V33 0.46703510262531556
#> Attrib V34 0.03310833551987065
#> Attrib V35 -0.1920722166392976
#> Attrib V36 -0.2561668564570025
#> Attrib V37 -0.35338262560657097
#> Attrib V38 0.14978943709779768
#> Attrib V39 0.2228651406211149
#> Attrib V4 0.906975036662677
#> Attrib V40 0.08562320277338202
#> Attrib V41 0.07830005144381877
#> Attrib V42 0.17034331920576398
#> Attrib V43 0.4590685392262769
#> Attrib V44 0.29071618048295017
#> Attrib V45 -0.003979620606646285
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#> Attrib V47 -0.4401408006769863
#> Attrib V48 0.18281478747028856
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#> Attrib V5 0.22386009878093596
#> Attrib V50 -0.5035894174834222
#> Attrib V51 -0.09949786348369029
#> Attrib V52 -0.026832152241857046
#> Attrib V53 0.43131942946038254
#> Attrib V54 0.649086698784564
#> Attrib V55 -0.3513596381599132
#> Attrib V56 0.1271240775674291
#> Attrib V57 0.49861168303908376
#> Attrib V58 0.11724260111604502
#> Attrib V59 0.9141203018743773
#> Attrib V6 -0.24625059788464856
#> Attrib V60 0.6756857781243911
#> Attrib V7 -0.10853957333500244
#> Attrib V8 0.16454420741904724
#> Attrib V9 0.3656601484425437
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.26033178695009845
#> Attrib V1 0.5886772549210568
#> Attrib V10 -1.0164623088223732
#> Attrib V11 -0.7081251244899207
#> Attrib V12 -0.8611372218580603
#> Attrib V13 0.42311573467882346
#> Attrib V14 0.5352127173386844
#> Attrib V15 0.17072061250877985
#> Attrib V16 0.05143515870294655
#> Attrib V17 0.1713875335067659
#> Attrib V18 -0.05597792169685455
#> Attrib V19 -0.07800340449183321
#> Attrib V2 0.1868636603637203
#> Attrib V20 -0.31300192445409153
#> Attrib V21 -0.3790371728222851
#> Attrib V22 -0.25658493877227057
#> Attrib V23 -0.7159168682904278
#> Attrib V24 -0.4832782658837114
#> Attrib V25 0.24819666687030534
#> Attrib V26 -0.037699293817023076
#> Attrib V27 -0.20608291016976107
#> Attrib V28 -0.41990004964204103
#> Attrib V29 0.016352091025094738
#> Attrib V3 0.22827619167723454
#> Attrib V30 -0.6580600866956822
#> Attrib V31 0.5769228676352008
#> Attrib V32 -0.38986374171921645
#> Attrib V33 -0.8439158292487444
#> Attrib V34 0.19768453798717248
#> Attrib V35 0.7172270840276385
#> Attrib V36 1.2425739730021679
#> Attrib V37 1.0059138132946936
#> Attrib V38 0.18502076517963947
#> Attrib V39 0.3072087703617105
#> Attrib V4 -0.8841477310729811
#> Attrib V40 0.2303783151217412
#> Attrib V41 -0.3360098318211332
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#> Attrib V44 -0.6528186412576745
#> Attrib V45 -0.5692514090274007
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#> Attrib V5 -0.0368562960964006
#> Attrib V50 0.8910693921504645
#> Attrib V51 -0.4863184302618298
#> Attrib V52 -0.6055492677805957
#> Attrib V53 -0.38429484971353384
#> Attrib V54 -0.059944407125057615
#> Attrib V55 0.4847583722911319
#> Attrib V56 0.2006083586727501
#> Attrib V57 0.36754279761852077
#> Attrib V58 -0.1106845378091005
#> Attrib V59 0.20685633349074325
#> Attrib V6 0.3016909598331275
#> Attrib V60 0.6938157915375064
#> Attrib V7 0.2772699768805089
#> Attrib V8 -0.6597044251882428
#> Attrib V9 -1.1254738184012567
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.13180868440492163
#> Attrib V1 0.1366073550713185
#> Attrib V10 -0.001575504164230965
#> Attrib V11 -0.14827164915335553
#> Attrib V12 0.17805717649128347
#> Attrib V13 -0.37360524384423777
#> Attrib V14 0.02144603568446691
#> Attrib V15 0.05878225843471403
#> Attrib V16 0.010015586247488379
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#> Attrib V19 0.021739759653772596
#> Attrib V2 -0.05477100017198465
#> Attrib V20 0.46605257759323876
#> Attrib V21 0.4117423347544528
#> Attrib V22 -0.008573466858886483
#> Attrib V23 -0.13998195460300372
#> Attrib V24 -0.07722375725533187
#> Attrib V25 -0.4548592788090652
#> Attrib V26 -0.7650304591505818
#> Attrib V27 -0.4720879743974363
#> Attrib V28 -0.33422159420878633
#> Attrib V29 -0.266771094135267
#> Attrib V3 0.06709256719488212
#> Attrib V30 -0.08209282782743725
#> Attrib V31 -0.8881879773590001
#> Attrib V32 -0.4020348514388702
#> Attrib V33 0.3277321783965591
#> Attrib V34 0.10810407767271665
#> Attrib V35 -0.06929393619167068
#> Attrib V36 -0.198067042769409
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#> Attrib V38 0.08067698550091357
#> Attrib V39 0.16825936445310108
#> Attrib V4 0.700637284148765
#> Attrib V40 0.09210039969352499
#> Attrib V41 -0.015454275988612192
#> Attrib V42 0.06254115598017074
#> Attrib V43 0.3048669977194897
#> Attrib V44 0.12515941943181597
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#> Attrib V46 -0.2051749803116481
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#> Attrib V48 0.196229389130258
#> Attrib V49 0.006485991254367
#> Attrib V5 0.1468543361599231
#> Attrib V50 -0.3268974322739069
#> Attrib V51 -0.15380056947527143
#> Attrib V52 -0.048135634101967466
#> Attrib V53 0.36435893686292903
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#> Attrib V56 0.18964475818767318
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#> Attrib V58 0.11859617651817331
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#> Attrib V6 -0.14040321886259868
#> Attrib V60 0.6139019981071036
#> Attrib V7 -0.0729245698468074
#> Attrib V8 0.06757574781228744
#> Attrib V9 0.22044839319785237
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.1484261327552603
#> Attrib V1 0.12288758705343784
#> Attrib V10 -0.06483131965260905
#> Attrib V11 -0.14504615327843928
#> Attrib V12 0.2261663596817143
#> Attrib V13 -0.32044299756065686
#> Attrib V14 0.043049910050630774
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#> Attrib V16 -0.07048058993816797
#> Attrib V17 0.0011917316797936063
#> Attrib V18 0.02059953231081703
#> Attrib V19 0.05724581207823644
#> Attrib V2 -0.1053606306789163
#> Attrib V20 0.48497773131611127
#> Attrib V21 0.4504283076803293
#> Attrib V22 0.06481894827693754
#> Attrib V23 -0.041584310775937994
#> Attrib V24 -0.10455637723799527
#> Attrib V25 -0.42021739870674185
#> Attrib V26 -0.7202173889174978
#> Attrib V27 -0.5006977129168878
#> Attrib V28 -0.34558265602942057
#> Attrib V29 -0.3351774285468458
#> Attrib V3 0.11060896531229442
#> Attrib V30 -0.10161109396838418
#> Attrib V31 -0.9910779350696522
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#> Attrib V33 0.3399667588132278
#> Attrib V34 0.08093925927790302
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#> Attrib V38 0.08695702141937407
#> Attrib V39 0.19937889153245822
#> Attrib V4 0.7664846961652815
#> Attrib V40 0.05817381494053349
#> Attrib V41 0.034975882157549106
#> Attrib V42 0.0825689237648317
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#> Attrib V45 -0.019551395808766525
#> Attrib V46 -0.25594372599766513
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#> Attrib V49 -0.04009179714073094
#> Attrib V5 0.15343534497340627
#> Attrib V50 -0.36733965779799566
#> Attrib V51 -0.16417130933047971
#> Attrib V52 -0.01882284601216586
#> Attrib V53 0.4402460867421939
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#> Attrib V55 -0.21619105124829147
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#> Attrib V57 0.4867304554279424
#> Attrib V58 0.07807210275599896
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#> Attrib V6 -0.15425792180537465
#> Attrib V60 0.6026111072832833
#> Attrib V7 -0.0745669911687146
#> Attrib V8 0.1360078384741877
#> Attrib V9 0.2159294741253514
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.18238400872085983
#> Attrib V1 -0.01247518407824949
#> Attrib V10 -0.16823133021593695
#> Attrib V11 -0.11597235650658129
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#> Attrib V14 0.0592226259281194
#> Attrib V15 0.02394828618412599
#> Attrib V16 -0.02387668211735508
#> Attrib V17 0.06728244382638687
#> Attrib V18 0.004884029177450042
#> Attrib V19 -0.0043485195486333015
#> Attrib V2 0.052071314746456654
#> Attrib V20 -0.08398216221383735
#> Attrib V21 -0.07928115728110041
#> Attrib V22 -0.02558601452949883
#> Attrib V23 0.06415758547776135
#> Attrib V24 -0.02117386829351139
#> Attrib V25 0.073492351323493
#> Attrib V26 0.09818849998135419
#> Attrib V27 -0.10071686011975377
#> Attrib V28 -0.10637688457751744
#> Attrib V29 -0.07139117864594355
#> Attrib V3 0.06342135747027106
#> Attrib V30 -0.11472111598815705
#> Attrib V31 0.15766052764049654
#> Attrib V32 0.09934335968072956
#> Attrib V33 -0.11298980587467969
#> Attrib V34 0.033161128615145696
#> Attrib V35 0.14124714496417548
#> Attrib V36 0.26911116668113516
#> Attrib V37 0.19195186119417113
#> Attrib V38 0.05683599600370341
#> Attrib V39 0.02367012760887427
#> Attrib V4 -0.1028026582830571
#> Attrib V40 0.08181563813572566
#> Attrib V41 0.016652845283181093
#> Attrib V42 -8.509605869867258E-4
#> Attrib V43 0.029161968125809998
#> Attrib V44 -0.03058372988442244
#> Attrib V45 -0.10869508041543528
#> Attrib V46 -0.0010056960442534457
#> Attrib V47 0.039827479902708275
#> Attrib V48 -0.17042290693392212
#> Attrib V49 -0.13209853785644163
#> Attrib V5 -0.05473601766856807
#> Attrib V50 0.20258578408299913
#> Attrib V51 0.0313575955858061
#> Attrib V52 0.08924558006792822
#> Attrib V53 -0.021708022975849766
#> Attrib V54 -0.10564156511218366
#> Attrib V55 0.14816634708197382
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#> Attrib V58 0.05646664174009469
#> Attrib V59 -0.15924889255244334
#> Attrib V6 0.0618407154369623
#> Attrib V60 -0.0656141835161859
#> Attrib V7 -0.01047636458554188
#> Attrib V8 -0.030920596120484183
#> Attrib V9 -0.11122852720685684
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.4475124476460348
#> Attrib V1 -0.11366790668154343
#> Attrib V10 1.6163838989246848
#> Attrib V11 1.519742933388722
#> Attrib V12 1.9663092798029447
#> Attrib V13 0.26982909150424744
#> Attrib V14 -0.900915973092389
#> Attrib V15 -0.5141635269026837
#> Attrib V16 -0.26592614265750153
#> Attrib V17 -0.41663343062432073
#> Attrib V18 -0.10181536635793116
#> Attrib V19 -0.16410340634463438
#> Attrib V2 0.009703523653270745
#> Attrib V20 -0.1822083968393615
#> Attrib V21 -0.1259196767035087
#> Attrib V22 0.2475103759258915
#> Attrib V23 1.265119959204275
#> Attrib V24 1.1465150425421406
#> Attrib V25 0.6842374224817339
#> Attrib V26 1.4001049562288959
#> Attrib V27 0.9338295916260732
#> Attrib V28 0.6697406904440981
#> Attrib V29 -0.38041704881485877
#> Attrib V3 -0.17183502821470822
#> Attrib V30 0.2696207137663367
#> Attrib V31 0.4814709240719718
#> Attrib V32 0.7609330676477664
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#> Attrib V35 -0.39194433403187917
#> Attrib V36 -1.4169569570959382
#> Attrib V37 -1.0428463154444505
#> Attrib V38 -0.6324481310913863
#> Attrib V39 -0.39132900960106204
#> Attrib V4 0.6062660452870937
#> Attrib V40 0.12712632609449193
#> Attrib V41 0.9320928613302893
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#> Attrib V43 -0.024020460232967746
#> Attrib V44 0.38595003623594226
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#> Attrib V46 0.756671288042114
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#> Attrib V48 1.5633176556607384
#> Attrib V49 1.2770758828383333
#> Attrib V5 0.3867779728997775
#> Attrib V50 -0.6971622751756695
#> Attrib V51 1.1550035323665206
#> Attrib V52 0.9881827353425402
#> Attrib V53 0.4002416458080816
#> Attrib V54 -0.21121835417085189
#> Attrib V55 -0.2800782336632019
#> Attrib V56 -0.1987847376488747
#> Attrib V57 -0.7393550753541734
#> Attrib V58 -0.03465028776321381
#> Attrib V59 -0.3702473325333931
#> Attrib V6 0.1996163745489787
#> Attrib V60 -0.914988932042369
#> Attrib V7 0.0030976629898547916
#> Attrib V8 0.5166492789307845
#> Attrib V9 1.291547747201328
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.41463549700966784
#> Attrib V1 0.17135898131977922
#> Attrib V10 -0.41047640911576155
#> Attrib V11 -0.2156593921624929
#> Attrib V12 -0.5727160548970067
#> Attrib V13 0.2633488234337938
#> Attrib V14 0.35016336979028223
#> Attrib V15 0.03627021506924661
#> Attrib V16 0.057898337837243345
#> Attrib V17 0.19211538756137525
#> Attrib V18 0.04013433158017751
#> Attrib V19 0.10862075148969984
#> Attrib V2 0.22097295825412247
#> Attrib V20 -0.18618147923118397
#> Attrib V21 -0.22094690336330483
#> Attrib V22 -0.022861916810320237
#> Attrib V23 -0.15387137348922078
#> Attrib V24 -0.17468033004147943
#> Attrib V25 0.22059936233074015
#> Attrib V26 0.1866269546019394
#> Attrib V27 -0.02688365702231746
#> Attrib V28 -0.25432187734502704
#> Attrib V29 -0.06383030562282101
#> Attrib V3 0.16455984698791612
#> Attrib V30 -0.3338951333548929
#> Attrib V31 0.5203943385151776
#> Attrib V32 -0.047752898811945506
#> Attrib V33 -0.4551272474183483
#> Attrib V34 0.02251799216804468
#> Attrib V35 0.39266590491663084
#> Attrib V36 0.6506353389144494
#> Attrib V37 0.5383115179178793
#> Attrib V38 0.002951328802249224
#> Attrib V39 0.030451279444096608
#> Attrib V4 -0.5653511149550651
#> Attrib V40 -0.008105213365105503
#> Attrib V41 -0.2971995315401147
#> Attrib V42 -0.21345773578525176
#> Attrib V43 -0.2959095894947116
#> Attrib V44 -0.2638366799610301
#> Attrib V45 -0.18516651233635437
#> Attrib V46 -0.06037398536273942
#> Attrib V47 0.001029476958106801
#> Attrib V48 -0.47524839679614084
#> Attrib V49 -0.32824304256447645
#> Attrib V5 -0.09169073302746365
#> Attrib V50 0.6063180649903381
#> Attrib V51 -0.16439678769996896
#> Attrib V52 -0.10059611677872501
#> Attrib V53 -0.28104777802743164
#> Attrib V54 -0.2542020630255107
#> Attrib V55 0.46267985155917846
#> Attrib V56 0.09984892708158033
#> Attrib V57 -0.004511397103339046
#> Attrib V58 0.05614595969515362
#> Attrib V59 -0.39284812975188926
#> Attrib V6 0.19192982940062603
#> Attrib V60 -0.05987326181335903
#> Attrib V7 0.09900311439713981
#> Attrib V8 -0.1768040961596852
#> Attrib V9 -0.4914135621848639
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.40093189517160593
#> Attrib V1 -0.05246515863746209
#> Attrib V10 0.867694195431987
#> Attrib V11 0.6668334975478587
#> Attrib V12 0.8040285787152833
#> Attrib V13 -0.38630074828827854
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#> Attrib V16 -0.198839744524437
#> Attrib V17 -0.2926554629245605
#> Attrib V18 -0.06018410281450327
#> Attrib V19 -0.2208084946445584
#> Attrib V2 -0.05513566786690735
#> Attrib V20 -0.16717597857225955
#> Attrib V21 0.048418107949622674
#> Attrib V22 -0.13576379007964307
#> Attrib V23 0.07077078518550303
#> Attrib V24 0.14647123801159698
#> Attrib V25 -0.19508678235906632
#> Attrib V26 0.18516418647192312
#> Attrib V27 0.23520502655445905
#> Attrib V28 0.19482087788551325
#> Attrib V29 -0.17513318463633679
#> Attrib V3 -0.0939824427690823
#> Attrib V30 0.47471784474013784
#> Attrib V31 -0.12483805070440307
#> Attrib V32 0.4196486243070247
#> Attrib V33 0.674167792933687
#> Attrib V34 0.09318548665258239
#> Attrib V35 -0.32281683877270667
#> Attrib V36 -0.8333098761918686
#> Attrib V37 -0.6426102266656563
#> Attrib V38 -0.12110373163732861
#> Attrib V39 -0.2170377570121278
#> Attrib V4 0.6100535524500864
#> Attrib V40 -0.24324711940305727
#> Attrib V41 0.06685055942546823
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#> Attrib V44 0.24813579884894854
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#> Attrib V48 0.964401911089915
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#> Attrib V5 0.03907007810952387
#> Attrib V50 -0.4942098776935569
#> Attrib V51 0.35873052312795295
#> Attrib V52 0.4287226555183933
#> Attrib V53 0.2159927742354699
#> Attrib V54 0.05365890119993451
#> Attrib V55 -0.22190324439464862
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#> Attrib V57 -0.0851145627333161
#> Attrib V58 -0.03761499413200533
#> Attrib V59 -0.21570605645264754
#> Attrib V6 -0.06737602783585998
#> Attrib V60 -0.40670102458812385
#> Attrib V7 -0.08480065434369277
#> Attrib V8 0.3063804721513897
#> Attrib V9 0.9196694750902284
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.2658897258613596
#> Attrib V1 0.468960607769187
#> Attrib V10 -0.8603719923664879
#> Attrib V11 -0.570859942319519
#> Attrib V12 -0.8467302943460727
#> Attrib V13 0.3422575782242414
#> Attrib V14 0.45068353284422585
#> Attrib V15 0.19538193220631792
#> Attrib V16 0.10914792386860805
#> Attrib V17 0.11460832233259893
#> Attrib V18 -0.025076091844298654
#> Attrib V19 -0.10140238214138365
#> Attrib V2 0.13359174059956586
#> Attrib V20 -0.371274845781753
#> Attrib V21 -0.3730966362478842
#> Attrib V22 -0.2200419828187991
#> Attrib V23 -0.7101649847979167
#> Attrib V24 -0.46371852781304207
#> Attrib V25 0.1431556806024058
#> Attrib V26 -0.03665189153846014
#> Attrib V27 -0.19587947347476556
#> Attrib V28 -0.47346227287297
#> Attrib V29 -0.0861347292476437
#> Attrib V3 0.19901138135908455
#> Attrib V30 -0.5803199066525824
#> Attrib V31 0.536985973402295
#> Attrib V32 -0.18888991227481883
#> Attrib V33 -0.7227782707012177
#> Attrib V34 0.19358470272771874
#> Attrib V35 0.6635056217155357
#> Attrib V36 1.1247492223404825
#> Attrib V37 0.8200755345224239
#> Attrib V38 0.20659221551211177
#> Attrib V39 0.24277428443828417
#> Attrib V4 -0.8758372683656942
#> Attrib V40 0.10574153208445208
#> Attrib V41 -0.3858218098499065
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#> Attrib V45 -0.4173226410021695
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#> Attrib V50 0.8094140761781151
#> Attrib V51 -0.4742310492858213
#> Attrib V52 -0.49968761710706144
#> Attrib V53 -0.42551837222049005
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#> Attrib V55 0.5347244136037453
#> Attrib V56 0.17006738631042262
#> Attrib V57 0.24060074348060223
#> Attrib V58 -0.034754525762019116
#> Attrib V59 0.03766768243702254
#> Attrib V6 0.30482671458930616
#> Attrib V60 0.4426300636818926
#> Attrib V7 0.29078621957244105
#> Attrib V8 -0.43829007015585114
#> Attrib V9 -0.8970959159907383
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.17929034949959471
#> Attrib V1 -0.03990841145161758
#> Attrib V10 0.09277456080366887
#> Attrib V11 -0.06687965664590156
#> Attrib V12 0.2229157144672248
#> Attrib V13 -0.438782725530518
#> Attrib V14 -0.017220372833745907
#> Attrib V15 0.050480446031730214
#> Attrib V16 -0.07255934986178163
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#> Attrib V18 0.02894221420281718
#> Attrib V19 0.044683048947813025
#> Attrib V2 -0.17785439751623036
#> Attrib V20 0.5543426271265963
#> Attrib V21 0.5381571277552442
#> Attrib V22 0.16938749246238735
#> Attrib V23 0.0310660298664081
#> Attrib V24 0.02464942455070634
#> Attrib V25 -0.3785329978004218
#> Attrib V26 -0.7746344359334433
#> Attrib V27 -0.44049543951131803
#> Attrib V28 -0.24232061866709645
#> Attrib V29 -0.24386070703985682
#> Attrib V3 0.0402688956626474
#> Attrib V30 -0.020066842348277013
#> Attrib V31 -1.009483747894074
#> Attrib V32 -0.3659416180358547
#> Attrib V33 0.46474949983708086
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#> Attrib V35 -0.10942367139574667
#> Attrib V36 -0.2786241400228295
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#> Attrib V38 0.11879362993778085
#> Attrib V39 0.19948317109285638
#> Attrib V4 0.7428711408987021
#> Attrib V40 0.06656250134629761
#> Attrib V41 0.060873013187452564
#> Attrib V42 0.10022872071085306
#> Attrib V43 0.37130675831483195
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#> Attrib V46 -0.2195893965923958
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#> Attrib V48 0.22649440726887193
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#> Attrib V5 0.10565698803268547
#> Attrib V50 -0.4567523509539678
#> Attrib V51 -0.08906718241836528
#> Attrib V52 0.006744770802065204
#> Attrib V53 0.3620189584963843
#> Attrib V54 0.5345713153293936
#> Attrib V55 -0.29753552813901096
#> Attrib V56 0.12011705435437119
#> Attrib V57 0.42971890363436743
#> Attrib V58 0.03618891134277541
#> Attrib V59 0.7175136084708476
#> Attrib V6 -0.19908181641963937
#> Attrib V60 0.5728592277669229
#> Attrib V7 -0.09783107102065502
#> Attrib V8 0.20873388805047524
#> Attrib V9 0.3746022699272727
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.2741648219851969
#> Attrib V1 0.06860304340006854
#> Attrib V10 -0.20595153254543985
#> Attrib V11 -0.11250262987138616
#> Attrib V12 -0.39037473403859685
#> Attrib V13 0.17340829394536839
#> Attrib V14 0.169826738920599
#> Attrib V15 0.018153915615409112
#> Attrib V16 0.03782107568981691
#> Attrib V17 0.1603975925972998
#> Attrib V18 0.07753446688935889
#> Attrib V19 0.043476988318527664
#> Attrib V2 0.1395820972531353
#> Attrib V20 -0.12076916603324885
#> Attrib V21 -0.09193867899142114
#> Attrib V22 0.038520881999682635
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#> Attrib V32 0.010304149440946426
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#> Attrib V34 -4.679186290716985E-4
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#> Attrib V7 -0.001782867373552453
#> Attrib V8 -0.11284689762356566
#> Attrib V9 -0.2996527811754268
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.10319077783426539
#> Attrib V1 0.06267803879498658
#> Attrib V10 0.004872256693910435
#> Attrib V11 -0.13211882374419068
#> Attrib V12 0.11424684930965429
#> Attrib V13 -0.3580521150649564
#> Attrib V14 0.021476484920677722
#> Attrib V15 0.10827327601725076
#> Attrib V16 -0.03168570480018211
#> Attrib V17 -0.007105917334200209
#> Attrib V18 0.028886937848385225
#> Attrib V19 0.058461114307891665
#> Attrib V2 -0.06015403215309779
#> Attrib V20 0.5384944584866606
#> Attrib V21 0.41962668431398953
#> Attrib V22 0.09914899102878794
#> Attrib V23 0.004659272668576627
#> Attrib V24 -0.019872024377116913
#> Attrib V25 -0.4430039009386851
#> Attrib V26 -0.742907398836044
#> Attrib V27 -0.5121611748706061
#> Attrib V28 -0.36978043137576333
#> Attrib V29 -0.36574240625658827
#> Attrib V3 0.023623464845461697
#> Attrib V30 -0.09376925681524609
#> Attrib V31 -0.9542099522420416
#> Attrib V32 -0.4464961101986834
#> Attrib V33 0.4078632832349964
#> Attrib V34 0.1645774048757803
#> Attrib V35 -0.018467729494468836
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#> Attrib V50 -0.3928458747728297
#> Attrib V51 -0.15769732180007737
#> Attrib V52 -0.05782151573854902
#> Attrib V53 0.40724665317989717
#> Attrib V54 0.6265601763600921
#> Attrib V55 -0.22540159156101047
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#> Attrib V57 0.4636024383564519
#> Attrib V58 0.03267161730009362
#> Attrib V59 0.738803252113701
#> Attrib V6 -0.16488670306488287
#> Attrib V60 0.6149966562839116
#> Attrib V7 -0.054009459250694634
#> Attrib V8 0.15280279346168546
#> Attrib V9 0.29207148856235743
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.016008994808209134
#> Attrib V1 0.10744601109837823
#> Attrib V10 -0.014017420166885243
#> Attrib V11 -0.0768304153148957
#> Attrib V12 0.06297717317679925
#> Attrib V13 -0.2644038233149116
#> Attrib V14 0.04765106262713254
#> Attrib V15 0.08083172829171888
#> Attrib V16 0.022309003738710295
#> Attrib V17 -0.0446832514313939
#> Attrib V18 0.05641904479377883
#> Attrib V19 -0.022003617779763746
#> Attrib V2 -0.029552066663128075
#> Attrib V20 0.2178756847772816
#> Attrib V21 0.18877780143970133
#> Attrib V22 -0.055780398904837124
#> Attrib V23 -0.05051880340245081
#> Attrib V24 -0.08606339163421652
#> Attrib V25 -0.3086501812457283
#> Attrib V26 -0.4520104261643801
#> Attrib V27 -0.25906689724357385
#> Attrib V28 -0.11538119024378869
#> Attrib V29 -0.16693519780310745
#> Attrib V3 0.12466051905664204
#> Attrib V30 -0.026860601091422152
#> Attrib V31 -0.5184273068206746
#> Attrib V32 -0.20656630423428804
#> Attrib V33 0.236030803223799
#> Attrib V34 0.11768654177793691
#> Attrib V35 0.043553437070016014
#> Attrib V36 0.006494889386178849
#> Attrib V37 -0.056270305136304155
#> Attrib V38 0.11001772392765999
#> Attrib V39 0.16908484111726918
#> Attrib V4 0.39997787120315564
#> Attrib V40 0.05273223605455408
#> Attrib V41 0.00793440604367337
#> Attrib V42 0.046015038809900606
#> Attrib V43 0.059431595064684095
#> Attrib V44 0.09908579279301909
#> Attrib V45 0.01890325343891282
#> Attrib V46 -0.07221010479287006
#> Attrib V47 -0.11574234564501698
#> Attrib V48 0.10462227536622398
#> Attrib V49 0.06299192737494394
#> Attrib V5 0.1198760829114516
#> Attrib V50 -0.1787013702137194
#> Attrib V51 -0.0040011662820518675
#> Attrib V52 0.03946806520143857
#> Attrib V53 0.23424852805733473
#> Attrib V54 0.26072074852043914
#> Attrib V55 -0.09384510136067649
#> Attrib V56 0.10248054341857735
#> Attrib V57 0.32465018079707825
#> Attrib V58 0.09997880991290353
#> Attrib V59 0.4019690073885446
#> Attrib V6 -0.00857955895001382
#> Attrib V60 0.39718341918064637
#> Attrib V7 0.011453050834673892
#> Attrib V8 0.07779797413396329
#> Attrib V9 0.1473696726987302
#> Class M
#> Input
#> Node 0
#> Class R
#> Input
#> Node 1
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1449275