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): 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: missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error'
# 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 -0.061782593679567684
#> Node 2 2.635621448681848
#> Node 3 1.2023375536467238
#> Node 4 0.8759780225001953
#> Node 5 -1.786505469458562
#> Node 6 0.6414732645972755
#> Node 7 2.1961941244540557
#> Node 8 1.490294026132394
#> Node 9 3.4328126131528296
#> Node 10 -1.5792593391666518
#> Node 11 1.50581542405277
#> Node 12 1.7590858716497528
#> Node 13 0.7092366593950229
#> Node 14 1.5147816265437002
#> Node 15 -1.9506405649184142
#> Node 16 0.12086526112285573
#> Node 17 -0.06050042220951751
#> Node 18 -0.23645281555138764
#> Node 19 1.8050177574673
#> Node 20 2.0865065425077147
#> Node 21 -2.2873440998891392
#> Node 22 0.8890880907314317
#> Node 23 1.7439504178462388
#> Node 24 -1.562322436270398
#> Node 25 4.2686763710831
#> Node 26 0.1494896578150328
#> Node 27 1.8001090937426893
#> Node 28 -3.791214805821542
#> Node 29 1.0753331733951754
#> Node 30 -0.5037359982117804
#> Node 31 1.1452734744654378
#> Node 32 0.17091538615329527
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.06720631864564625
#> Node 2 -2.6645198822088303
#> Node 3 -1.1839370156450932
#> Node 4 -0.8346025249920853
#> Node 5 1.78868532315708
#> Node 6 -0.6194903823410371
#> Node 7 -2.1723011614526357
#> Node 8 -1.5201252738945337
#> Node 9 -3.4403396658467345
#> Node 10 1.5068512263956921
#> Node 11 -1.4723579027089115
#> Node 12 -1.8238030688932725
#> Node 13 -0.6541060714488051
#> Node 14 -1.4503277891434756
#> Node 15 1.937024455490237
#> Node 16 -0.1408571035507108
#> Node 17 0.08620453910764428
#> Node 18 0.26794348115421357
#> Node 19 -1.7942981514001857
#> Node 20 -2.0613015835093313
#> Node 21 2.3463264116802147
#> Node 22 -0.9366268396311043
#> Node 23 -1.7746581834376893
#> Node 24 1.5452876257213783
#> Node 25 -4.273999660589195
#> Node 26 -0.23699851728651453
#> Node 27 -1.842868014803056
#> Node 28 3.7593315813907076
#> Node 29 -1.1109160721618687
#> Node 30 0.5694084185520795
#> Node 31 -1.0837067961723081
#> Node 32 -0.192517007028598
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.19107941211819413
#> Attrib V1 0.7111992238115505
#> Attrib V10 0.38016349268907684
#> Attrib V11 -0.13386056317448033
#> Attrib V12 -0.0480188152005967
#> Attrib V13 -0.6300971435032588
#> Attrib V14 -0.19543087807097695
#> Attrib V15 0.6292100898113003
#> Attrib V16 0.2712470573478388
#> Attrib V17 0.13675319339628778
#> Attrib V18 -0.0785685444165197
#> Attrib V19 0.2756733106170021
#> Attrib V2 -0.2969552337968156
#> Attrib V20 0.8681116073195433
#> Attrib V21 0.8679167469766202
#> Attrib V22 0.6068772876267269
#> Attrib V23 0.25695961713383986
#> Attrib V24 0.06433627386134871
#> Attrib V25 -0.35390243717179964
#> Attrib V26 -1.2649058882751605
#> Attrib V27 -1.2330175347355194
#> Attrib V28 -0.17021125835589196
#> Attrib V29 0.02248735257018369
#> Attrib V3 -0.08058300878787897
#> Attrib V30 -0.5865420762220053
#> Attrib V31 -1.7401206542477292
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#> Attrib V40 -0.023319155067433293
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#> Attrib V42 0.5363100382787244
#> Attrib V43 0.8801296120454721
#> Attrib V44 0.4514308494753854
#> Attrib V45 0.003475057062417317
#> Attrib V46 0.40952377437391246
#> Attrib V47 0.1620499563471473
#> Attrib V48 0.09930254425880679
#> Attrib V49 -0.1409391243944859
#> Attrib V5 0.39692874476793455
#> Attrib V50 -0.560945340399056
#> Attrib V51 0.023701158767018837
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#> Attrib V54 0.5042347813071261
#> Attrib V55 -0.535511771887302
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#> Attrib V57 0.38310418632599835
#> Attrib V58 0.5587676715467997
#> Attrib V59 0.7259096022121974
#> Attrib V6 0.008027368246074059
#> Attrib V60 1.0200594036839488
#> Attrib V7 -0.08416808019722159
#> Attrib V8 -0.4618023685353985
#> Attrib V9 0.1644295868548976
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.10802308463077014
#> Attrib V1 0.3521322707726213
#> Attrib V10 0.267067859570301
#> Attrib V11 0.007752422540445905
#> Attrib V12 0.1542651124633101
#> Attrib V13 -0.1864993678855815
#> Attrib V14 -0.12050256608966985
#> Attrib V15 0.29764242884440784
#> Attrib V16 0.05586343179349572
#> Attrib V17 0.0774135915760196
#> Attrib V18 -0.08679231047648897
#> Attrib V19 0.18698147055738473
#> Attrib V2 -0.15453987613498102
#> Attrib V20 0.40755829927076337
#> Attrib V21 0.33210572722372467
#> Attrib V22 0.27716230124471336
#> Attrib V23 0.1599025949339081
#> Attrib V24 0.13756398195962796
#> Attrib V25 0.020739703949686345
#> Attrib V26 -0.4223627349586853
#> Attrib V27 -0.551738076565756
#> Attrib V28 -0.1725279134844806
#> Attrib V29 -0.19178386061513583
#> Attrib V3 -0.05163948333238776
#> Attrib V30 -0.3316013335928335
#> Attrib V31 -0.8499827834271295
#> Attrib V32 0.11723261488805906
#> Attrib V33 0.4457510935974948
#> Attrib V34 -0.015314999681184506
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#> Attrib V39 0.3083010966403363
#> Attrib V4 0.12489642460042616
#> Attrib V40 -0.043264476851935504
#> Attrib V41 -0.35218252156288965
#> Attrib V42 0.1568724495943995
#> Attrib V43 0.34867042936194087
#> Attrib V44 0.26367844751846553
#> Attrib V45 0.021029992471985493
#> Attrib V46 0.16859936744375648
#> Attrib V47 0.11109635331535836
#> Attrib V48 0.07688074523488224
#> Attrib V49 -0.04121071939576185
#> Attrib V5 0.2824130372305014
#> Attrib V50 -0.363688010616453
#> Attrib V51 0.0380031731974977
#> Attrib V52 0.15369302713358823
#> Attrib V53 0.09183539565394197
#> Attrib V54 0.34580891229859717
#> Attrib V55 -0.19147675492768185
#> Attrib V56 0.21390294535452314
#> Attrib V57 0.1932580153483341
#> Attrib V58 0.2258953526719709
#> Attrib V59 0.42517831243718607
#> Attrib V6 0.03489828143673086
#> Attrib V60 0.49476449189939675
#> Attrib V7 -0.08906526940548609
#> Attrib V8 -0.3481106263622601
#> Attrib V9 0.04665366483171054
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.06420039103987006
#> Attrib V1 0.25167433038004294
#> Attrib V10 0.22970494108478484
#> Attrib V11 0.004434235124082065
#> Attrib V12 0.05947421020880698
#> Attrib V13 -0.13648787323641107
#> Attrib V14 -0.06664439037267432
#> Attrib V15 0.16278847189358228
#> Attrib V16 0.0071633122625242625
#> Attrib V17 0.031238228573502464
#> Attrib V18 -0.13334886052287862
#> Attrib V19 -0.021519099498873664
#> Attrib V2 -0.15876914913704102
#> Attrib V20 0.12629113577509463
#> Attrib V21 0.1030595075134499
#> Attrib V22 -0.0977780867243711
#> Attrib V23 -0.12464375870646634
#> Attrib V24 -0.09586218134280114
#> Attrib V25 -0.1490401259991782
#> Attrib V26 -0.2628396191323846
#> Attrib V27 -0.3028211235995065
#> Attrib V28 0.05612771362651718
#> Attrib V29 0.08533376058964225
#> Attrib V3 -0.003221345451853782
#> Attrib V30 -0.1083253579952288
#> Attrib V31 -0.4871316396589122
#> Attrib V32 0.1083648871839188
#> Attrib V33 0.31196194120935805
#> Attrib V34 0.047704582944669956
#> Attrib V35 0.014300654321646135
#> Attrib V36 -0.12260721432554399
#> Attrib V37 -0.28939379097203977
#> Attrib V38 -0.11633561932106715
#> Attrib V39 0.2187794018003199
#> Attrib V4 0.13389801520935626
#> Attrib V40 -0.048535243820677386
#> Attrib V41 -0.26883354550629734
#> Attrib V42 0.0438998920111123
#> Attrib V43 0.11835493424620093
#> Attrib V44 0.17052491678526124
#> Attrib V45 0.15957039417928792
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#> Attrib V48 0.2669507301346054
#> Attrib V49 0.15067772760091985
#> Attrib V5 0.25333628924031193
#> Attrib V50 -0.18432385626454617
#> Attrib V51 0.11114730343994601
#> Attrib V52 0.11412093719635452
#> Attrib V53 0.06936587992243001
#> Attrib V54 0.09180572134531681
#> Attrib V55 -0.17016570521768168
#> Attrib V56 0.12039508972694028
#> Attrib V57 0.18819128851962996
#> Attrib V58 0.04868920971277309
#> Attrib V59 0.3142398455751265
#> Attrib V6 -0.021745241572608903
#> Attrib V60 0.3683401267419409
#> Attrib V7 -0.05132144675627399
#> Attrib V8 -0.354747886745984
#> Attrib V9 0.0798487194099632
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.5190243758448502
#> Attrib V1 -0.20695538288794535
#> Attrib V10 -0.9771310882380456
#> Attrib V11 -0.5324171014995012
#> Attrib V12 -0.5106313833005683
#> Attrib V13 0.02612486315941687
#> Attrib V14 0.33111271860920655
#> Attrib V15 -0.05122280706041624
#> Attrib V16 0.1658906051058479
#> Attrib V17 0.2667426651744136
#> Attrib V18 0.5015614255988159
#> Attrib V19 0.04014465912919215
#> Attrib V2 0.624244393891955
#> Attrib V20 -0.33463368780344316
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#> Attrib V22 -0.1651764470205077
#> Attrib V23 -0.07893300509868434
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#> Attrib V3 0.47586792300006286
#> Attrib V30 0.1269616533276321
#> Attrib V31 1.0431482259733196
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#> Attrib V50 0.7998957961887199
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#> Attrib V7 0.32235056491595104
#> Attrib V8 0.5924767901070574
#> Attrib V9 -0.3870989352017747
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.028219789851300144
#> Attrib V1 0.2865809004836303
#> Attrib V10 0.12149950801216217
#> Attrib V11 0.015335324397886109
#> Attrib V12 0.11794718344323024
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#> Attrib V7 0.0070672967346741885
#> Attrib V8 -0.1858395577487664
#> Attrib V9 0.07633059759139194
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.19106062422516434
#> Attrib V1 0.5643265870400307
#> Attrib V10 0.48440377179621086
#> Attrib V11 0.2531446096778719
#> Attrib V12 0.12792181096179583
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#> Attrib V45 0.17493927669448225
#> Attrib V46 0.4772406795276372
#> Attrib V47 0.27941628631203663
#> Attrib V48 0.14451032239977238
#> Attrib V49 -0.01448491566737137
#> Attrib V5 0.32801763950571344
#> Attrib V50 -0.5815087296038454
#> Attrib V51 0.13185520663031186
#> Attrib V52 0.37188165934369627
#> Attrib V53 0.21206360110901762
#> Attrib V54 0.4365070826776088
#> Attrib V55 -0.4058057797105597
#> Attrib V56 0.31111104490438585
#> Attrib V57 0.19116459199835337
#> Attrib V58 0.5124163944500841
#> Attrib V59 0.4438178737814058
#> Attrib V6 0.010249312362005276
#> Attrib V60 0.5582498844892194
#> Attrib V7 -0.14144128789090787
#> Attrib V8 -0.37048463293824696
#> Attrib V9 0.3410817801514524
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.20718779549992528
#> Attrib V1 0.3202014988801024
#> Attrib V10 0.5806168750485968
#> Attrib V11 0.286742526008151
#> Attrib V12 0.2286595708628594
#> Attrib V13 -0.011166332917391482
#> Attrib V14 -0.1793573374082477
#> Attrib V15 -0.07570362518618295
#> Attrib V16 -0.11990447787994168
#> Attrib V17 -0.17001704688985053
#> Attrib V18 -0.43130899117911775
#> Attrib V19 -0.35536930649162446
#> Attrib V2 -0.1320793268928161
#> Attrib V20 -0.30344319340918974
#> Attrib V21 -0.31444840816567293
#> Attrib V22 -0.5292849085449874
#> Attrib V23 -0.5034604762240074
#> Attrib V24 -0.22115655872685863
#> Attrib V25 -0.08393774982522885
#> Attrib V26 0.1409310806256042
#> Attrib V27 0.22465743654118397
#> Attrib V28 0.4601124527021813
#> Attrib V29 0.359051686597905
#> Attrib V3 -0.029811005509405113
#> Attrib V30 0.1944013418800653
#> Attrib V31 -0.23166988034886732
#> Attrib V32 0.27303220613122886
#> Attrib V33 0.27635456463040914
#> Attrib V34 0.05915935054677927
#> Attrib V35 0.14743813296864489
#> Attrib V36 0.15222880438401876
#> Attrib V37 -0.02087150858833591
#> Attrib V38 0.10310783470743905
#> Attrib V39 0.16437586339800897
#> Attrib V4 0.31190184062347165
#> Attrib V40 -0.15697438629373126
#> Attrib V41 -0.27403909137211424
#> Attrib V42 -0.2367035886414802
#> Attrib V43 -0.0809844654607638
#> Attrib V44 0.15686848240045395
#> Attrib V45 0.24638283626299903
#> Attrib V46 0.28852369053851334
#> Attrib V47 0.27654282580308415
#> Attrib V48 0.6262742676992133
#> Attrib V49 0.4157797258260279
#> Attrib V5 0.22073824958770089
#> Attrib V50 -0.14353710862131933
#> Attrib V51 0.20029609560627976
#> Attrib V52 0.18855700994784863
#> Attrib V53 -0.02969514168898751
#> Attrib V54 0.10926801979661725
#> Attrib V55 -0.21156073935049527
#> Attrib V56 -0.16361200510774443
#> Attrib V57 0.25364534590055243
#> Attrib V58 -0.11977007882641115
#> Attrib V59 0.3327952753550307
#> Attrib V6 -0.04634194856751734
#> Attrib V60 0.4602431718661284
#> Attrib V7 -0.006794737335209721
#> Attrib V8 -0.4459265800917421
#> Attrib V9 0.1727364410192619
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.4124447873605845
#> Attrib V1 0.2857438670047441
#> Attrib V10 1.4647622097382598
#> Attrib V11 1.1149158451179202
#> Attrib V12 1.1038784891737852
#> Attrib V13 0.5051112934189868
#> Attrib V14 -0.5418576627250055
#> Attrib V15 -0.5451306051810705
#> Attrib V16 -0.34173467276165204
#> Attrib V17 -0.09245615527657758
#> Attrib V18 -0.52451131903025
#> Attrib V19 -0.3543631178190216
#> Attrib V2 -0.4279729680003886
#> Attrib V20 -0.29118231339549044
#> Attrib V21 -0.13323083969056815
#> Attrib V22 -0.1508981248640479
#> Attrib V23 0.2706308348479329
#> Attrib V24 0.7579619899556992
#> Attrib V25 0.8881891917882853
#> Attrib V26 1.2770716024874749
#> Attrib V27 1.0810909858672586
#> Attrib V28 0.9596176979613521
#> Attrib V29 0.5771808777588457
#> Attrib V3 -0.25758205541283474
#> Attrib V30 0.3639603758085092
#> Attrib V31 -0.16722400526960915
#> Attrib V32 0.4926805703903599
#> Attrib V33 0.07263196322265596
#> Attrib V34 -0.1895435897779651
#> Attrib V35 -0.05232222464212286
#> Attrib V36 0.04075689913590714
#> Attrib V37 -0.14760365480097556
#> Attrib V38 -0.0328881219547023
#> Attrib V39 0.3093595844089799
#> Attrib V4 0.47713803651205733
#> Attrib V40 -0.15918159932112336
#> Attrib V41 -0.24185343451252575
#> Attrib V42 -0.19319888617291808
#> Attrib V43 0.07206679549905665
#> Attrib V44 0.43400199318267785
#> Attrib V45 0.5230135510740849
#> Attrib V46 0.7246529210152121
#> Attrib V47 0.8800607870554793
#> Attrib V48 1.118939335244656
#> Attrib V49 1.0678168672596247
#> Attrib V5 0.5855278896606946
#> Attrib V50 -0.4602660699892279
#> Attrib V51 0.6119732900375658
#> Attrib V52 0.7776613665132588
#> Attrib V53 0.027077414539848223
#> Attrib V54 0.1814128143934811
#> Attrib V55 -0.47486525097193577
#> Attrib V56 -0.5516604993940432
#> Attrib V57 -0.2280128079683845
#> Attrib V58 -0.6066435979509511
#> Attrib V59 0.4647221231183143
#> Attrib V6 0.07288511845797536
#> Attrib V60 0.1706008854948848
#> Attrib V7 -0.12188400627378083
#> Attrib V8 -0.6298237741243369
#> Attrib V9 0.4066010686073837
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.43086388001118553
#> Attrib V1 -0.11119377166306475
#> Attrib V10 -0.8780237713022797
#> Attrib V11 -0.5095817136117383
#> Attrib V12 -0.41308634588882526
#> Attrib V13 0.09889062927293016
#> Attrib V14 0.3781205480057608
#> Attrib V15 -0.11735657859395808
#> Attrib V16 0.0813080004397778
#> Attrib V17 0.03255812710513551
#> Attrib V18 0.4236773966735106
#> Attrib V19 0.13209692044306615
#> Attrib V2 0.5265939614414382
#> Attrib V20 -0.1172630085227372
#> Attrib V21 -0.10173111804727711
#> Attrib V22 -0.10103048431768802
#> Attrib V23 -0.07713990874001209
#> Attrib V24 -0.2300455282751302
#> Attrib V25 -0.2028153269655402
#> Attrib V26 0.005708623127879803
#> Attrib V27 0.11274324109271082
#> Attrib V28 -0.37992842159825985
#> Attrib V29 -0.4508020713526639
#> Attrib V3 0.39202038735647204
#> Attrib V30 -0.05603674609720048
#> Attrib V31 0.7375459690376596
#> Attrib V32 -0.4706184834646013
#> Attrib V33 -0.41296890327370883
#> Attrib V34 0.21791824509200683
#> Attrib V35 0.19515212682150063
#> Attrib V36 0.19184445517181456
#> Attrib V37 0.46765292305410894
#> Attrib V38 0.13298479930647836
#> Attrib V39 -0.43299189120109544
#> Attrib V4 -0.08626544094231849
#> Attrib V40 0.22147621072371687
#> Attrib V41 0.5752901269358422
#> Attrib V42 -0.11290598359664553
#> Attrib V43 -0.4328640101968132
#> Attrib V44 -0.45212013446392924
#> Attrib V45 -0.24064240657627498
#> Attrib V46 -0.43394427313602163
#> Attrib V47 -0.29683203910019984
#> Attrib V48 -0.42166764601809353
#> Attrib V49 -0.2825074955162024
#> Attrib V5 -0.2595884368345698
#> Attrib V50 0.7317865460769186
#> Attrib V51 -0.2578625859937003
#> Attrib V52 -0.36238213321619495
#> Attrib V53 0.15312589805956933
#> Attrib V54 -0.1730064418888108
#> Attrib V55 0.44377678295002004
#> Attrib V56 0.14495420092404718
#> Attrib V57 0.042003271276833974
#> Attrib V58 -0.03805428433010347
#> Attrib V59 -0.2403911946740794
#> Attrib V6 0.10939717388541592
#> Attrib V60 -0.24219935325041583
#> Attrib V7 0.22061214667000734
#> Attrib V8 0.4416091103754101
#> Attrib V9 -0.3795339148538431
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.1405455418287183
#> Attrib V1 0.37545443437664094
#> Attrib V10 0.317493041823642
#> Attrib V11 0.024830305512535962
#> Attrib V12 0.1582064279142086
#> Attrib V13 -0.34904454193795126
#> Attrib V14 -0.2136432450991976
#> Attrib V15 0.30279156855060174
#> Attrib V16 0.12936158617851248
#> Attrib V17 0.1447688459869347
#> Attrib V18 -0.05004506369558228
#> Attrib V19 0.1803976430394492
#> Attrib V2 -0.27971278495060753
#> Attrib V20 0.5315964873045602
#> Attrib V21 0.43210346249195875
#> Attrib V22 0.30459395618522056
#> Attrib V23 0.2007717463382983
#> Attrib V24 0.1560998147652732
#> Attrib V25 -0.011292334490239989
#> Attrib V26 -0.5961924318724745
#> Attrib V27 -0.684386538759463
#> Attrib V28 -0.1731700660781624
#> Attrib V29 -0.17993761342917006
#> Attrib V3 -0.16364491576085793
#> Attrib V30 -0.4379292385564108
#> Attrib V31 -1.1033345148645204
#> Attrib V32 0.11291805874248843
#> Attrib V33 0.5487327255407496
#> Attrib V34 0.075549226578786
#> Attrib V35 -0.042206133961063194
#> Attrib V36 -0.2818000376429568
#> Attrib V37 -0.7050017544452464
#> Attrib V38 -0.25191950637506366
#> Attrib V39 0.32134648186540776
#> Attrib V4 0.08367236889122645
#> Attrib V40 -0.08580200774042518
#> Attrib V41 -0.49393919328425234
#> Attrib V42 0.22536088164761536
#> Attrib V43 0.4871110160960842
#> Attrib V44 0.35806344319799355
#> Attrib V45 0.11232982292191539
#> Attrib V46 0.23499500529769962
#> Attrib V47 0.15800070040695002
#> Attrib V48 0.18371656960296645
#> Attrib V49 -0.028479483391673655
#> Attrib V5 0.3305685648154474
#> Attrib V50 -0.41387156013728005
#> Attrib V51 0.14653737316896828
#> Attrib V52 0.14050490358555315
#> Attrib V53 0.14881567691029138
#> Attrib V54 0.3844066647393986
#> Attrib V55 -0.3127002203238353
#> Attrib V56 0.24309950069613434
#> Attrib V57 0.23362043689624737
#> Attrib V58 0.2635031855884407
#> Attrib V59 0.3922711413869441
#> Attrib V6 0.08347714599973263
#> Attrib V60 0.5808454946951499
#> Attrib V7 -0.10061041163241587
#> Attrib V8 -0.3777614133391815
#> Attrib V9 0.14789882313906713
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.17819003450741666
#> Attrib V1 0.46190583975781163
#> Attrib V10 0.2117105814455783
#> Attrib V11 -0.043942342377189164
#> Attrib V12 0.00278820079380764
#> Attrib V13 -0.40876014587904325
#> Attrib V14 -0.1582048314725825
#> Attrib V15 0.4137759446849777
#> Attrib V16 0.20101524124729656
#> Attrib V17 0.11233459271857991
#> Attrib V18 -0.06614058914068006
#> Attrib V19 0.2629146844951249
#> Attrib V2 -0.18261874086174612
#> Attrib V20 0.5752218717022793
#> Attrib V21 0.545538783810218
#> Attrib V22 0.4471243159092906
#> Attrib V23 0.2193203571042251
#> Attrib V24 0.07757943635220818
#> Attrib V25 -0.17970116835306146
#> Attrib V26 -0.8187277486513805
#> Attrib V27 -0.8660888731408719
#> Attrib V28 -0.29903232539788005
#> Attrib V29 -0.14884875423813013
#> Attrib V3 -0.12058916555931362
#> Attrib V30 -0.5433068847467762
#> Attrib V31 -1.2731103421456769
#> Attrib V32 0.030162231602707437
#> Attrib V33 0.6252311713938796
#> Attrib V34 0.05819104058797107
#> Attrib V35 -0.1193218711229523
#> Attrib V36 -0.36268899483447703
#> Attrib V37 -0.7709440766663743
#> Attrib V38 -0.30704232821469146
#> Attrib V39 0.3426739513791134
#> Attrib V4 0.15016978384005855
#> Attrib V40 -0.012759195417170978
#> Attrib V41 -0.4528227075910042
#> Attrib V42 0.2651761135369414
#> Attrib V43 0.5872865839545156
#> Attrib V44 0.25596727313113854
#> Attrib V45 0.0311656047587353
#> Attrib V46 0.3152354045977845
#> Attrib V47 0.09912701192368933
#> Attrib V48 0.11598515470816742
#> Attrib V49 -0.13512800590946503
#> Attrib V5 0.3372786388926704
#> Attrib V50 -0.44978716908361976
#> Attrib V51 0.07037730667126027
#> Attrib V52 0.16471867913117905
#> Attrib V53 0.2444091424403071
#> Attrib V54 0.4124803533961755
#> Attrib V55 -0.34843143530310655
#> Attrib V56 0.3131333172615257
#> Attrib V57 0.34843637749251827
#> Attrib V58 0.390764310935771
#> Attrib V59 0.5659872031389701
#> Attrib V6 0.055648256766220976
#> Attrib V60 0.7530364602931994
#> Attrib V7 -0.016585450614519822
#> Attrib V8 -0.3658440715127545
#> Attrib V9 0.13048937481867925
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.059132155537449556
#> Attrib V1 0.2685627230832331
#> Attrib V10 0.12401765010566004
#> Attrib V11 0.007253962750511761
#> Attrib V12 0.07700026837801008
#> Attrib V13 -0.024411293393984016
#> Attrib V14 -0.02577371640965236
#> Attrib V15 0.09657068922370962
#> Attrib V16 -0.02301174154126685
#> Attrib V17 0.006210783586292333
#> Attrib V18 -0.09902489351373593
#> Attrib V19 -0.04724224159298604
#> Attrib V2 -0.04554459755136702
#> Attrib V20 0.09955272363994722
#> Attrib V21 0.03603238647838066
#> Attrib V22 -0.1274331690237476
#> Attrib V23 -0.11331863556039534
#> Attrib V24 -0.040110401435654974
#> Attrib V25 -0.00921353686247108
#> Attrib V26 -0.1638974473953884
#> Attrib V27 -0.11796949818544514
#> Attrib V28 -0.033615798257469756
#> Attrib V29 -0.017412674471761945
#> Attrib V3 0.10282959033774745
#> Attrib V30 -0.15665648658784034
#> Attrib V31 -0.43309526352326677
#> Attrib V32 0.050135983461608316
#> Attrib V33 0.18551385635427306
#> Attrib V34 0.09672791274607585
#> Attrib V35 0.05046380215145409
#> Attrib V36 -0.039067164339083846
#> Attrib V37 -0.12948336245522296
#> Attrib V38 -0.02451090124952281
#> Attrib V39 0.2171354358959355
#> Attrib V4 0.1900164046397713
#> Attrib V40 0.006207246560041126
#> Attrib V41 -0.1413307158977444
#> Attrib V42 0.01866932353169567
#> Attrib V43 0.05971155495820769
#> Attrib V44 0.0998864678202363
#> Attrib V45 0.0403002212875163
#> Attrib V46 0.15132420739490135
#> Attrib V47 0.11821947559527282
#> Attrib V48 0.17157359641738523
#> Attrib V49 0.11756904997384099
#> Attrib V5 0.23989662733465958
#> Attrib V50 -0.11809532441108313
#> Attrib V51 0.06342413982495708
#> Attrib V52 0.06622518541544897
#> Attrib V53 0.09287372391197064
#> Attrib V54 0.15181870346244525
#> Attrib V55 -0.05454104625062894
#> Attrib V56 0.1319892069376946
#> Attrib V57 0.21078831363568626
#> Attrib V58 0.09062374554118974
#> Attrib V59 0.3579840541632649
#> Attrib V6 0.0645172571024053
#> Attrib V60 0.44271200943020816
#> Attrib V7 0.03818905465065685
#> Attrib V8 -0.2646520755840806
#> Attrib V9 0.029217404040101473
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.21456342838021333
#> Attrib V1 0.45439087986979754
#> Attrib V10 0.3766594671600506
#> Attrib V11 0.120631533366354
#> Attrib V12 0.21963738288569715
#> Attrib V13 -0.2927899554371835
#> Attrib V14 -0.2386777946012964
#> Attrib V15 0.3099362981168836
#> Attrib V16 0.054462723997161316
#> Attrib V17 0.09879328680579082
#> Attrib V18 -0.09265952139013778
#> Attrib V19 0.14806680677019196
#> Attrib V2 -0.2481726616107654
#> Attrib V20 0.4397894448038503
#> Attrib V21 0.39072337927232614
#> Attrib V22 0.2834009659458779
#> Attrib V23 0.22291099434092584
#> Attrib V24 0.17022732305317076
#> Attrib V25 0.023120897789108884
#> Attrib V26 -0.46514779675413825
#> Attrib V27 -0.6539919733343137
#> Attrib V28 -0.2236402481323123
#> Attrib V29 -0.21068783594802312
#> Attrib V3 -0.19291341739597012
#> Attrib V30 -0.40550691725379456
#> Attrib V31 -1.0034380426806364
#> Attrib V32 0.15396835221499497
#> Attrib V33 0.5619978459866978
#> Attrib V34 0.01997195409805673
#> Attrib V35 -0.027118665952562054
#> Attrib V36 -0.2905276506196315
#> Attrib V37 -0.6279145542082477
#> Attrib V38 -0.2918477087501688
#> Attrib V39 0.35307468923542706
#> Attrib V4 0.08500421345186635
#> Attrib V40 -0.1013445978630426
#> Attrib V41 -0.5061620343680631
#> Attrib V42 0.13179533223348902
#> Attrib V43 0.4401601333798505
#> Attrib V44 0.3543870674218448
#> Attrib V45 0.010213986336619789
#> Attrib V46 0.23656963859957153
#> Attrib V47 0.11679973297597494
#> Attrib V48 0.22496041843682088
#> Attrib V49 0.04101895835009174
#> Attrib V5 0.2654121718652626
#> Attrib V50 -0.46561454694338955
#> Attrib V51 0.05992979643859111
#> Attrib V52 0.15244007468370635
#> Attrib V53 0.09474812502574437
#> Attrib V54 0.40763391842264624
#> Attrib V55 -0.28964621628498927
#> Attrib V56 0.24834602672704137
#> Attrib V57 0.22269629729664614
#> Attrib V58 0.24016112015857977
#> Attrib V59 0.4669716719623079
#> Attrib V6 0.06082826950131294
#> Attrib V60 0.641450733234503
#> Attrib V7 -0.0663938111369846
#> Attrib V8 -0.49532561634425243
#> Attrib V9 0.12075244102591494
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.5189713271195787
#> Attrib V1 -0.23808292584135646
#> Attrib V10 -1.1799702512122103
#> Attrib V11 -0.7274506769178943
#> Attrib V12 -0.47609708002454204
#> Attrib V13 0.06241641679384251
#> Attrib V14 0.38571943041734974
#> Attrib V15 -0.06139380465552799
#> Attrib V16 0.09606340834021558
#> Attrib V17 0.07030267511351072
#> Attrib V18 0.45216322896898087
#> Attrib V19 0.1323878223076643
#> Attrib V2 0.605111992179377
#> Attrib V20 -0.20757061542772665
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#> Attrib V27 0.1107164510004784
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#> Attrib V31 1.0062169791188067
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#> Attrib V34 0.3549160823529907
#> Attrib V35 0.2745889698917984
#> Attrib V36 0.2677836168407289
#> Attrib V37 0.6493392945168297
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#> Attrib V39 -0.4887985311477389
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#> Attrib V40 0.2743032974195534
#> Attrib V41 0.6748652027593858
#> Attrib V42 -0.2228862364521371
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#> Attrib V44 -0.6545872222846445
#> Attrib V45 -0.3291100405428907
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#> Attrib V50 0.9043712355792416
#> Attrib V51 -0.3341207658022286
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#> Attrib V53 0.16691731329499485
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#> Attrib V55 0.6307203644087424
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#> Attrib V6 0.08800027905793437
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#> Attrib V7 0.268167996346741
#> Attrib V8 0.5176557371653041
#> Attrib V9 -0.48814247245454206
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.17992355776879426
#> Attrib V1 0.07546774846258404
#> Attrib V10 0.02376201032524086
#> Attrib V11 -0.024487325179885982
#> Attrib V12 0.006698703479564512
#> Attrib V13 0.014225840111196882
#> Attrib V14 -0.0154016334075339
#> Attrib V15 0.027467800665662425
#> Attrib V16 0.08168405622173412
#> Attrib V17 0.05482622305380475
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#> Attrib V19 -0.012915512667703691
#> Attrib V2 0.023779584223271772
#> Attrib V20 -0.07818680647732092
#> Attrib V21 -0.10411819796047955
#> Attrib V22 -0.10121947329190152
#> Attrib V23 -0.11566301585500376
#> Attrib V24 -0.030495216499543155
#> Attrib V25 -0.003970838236703271
#> Attrib V26 -0.05752456952038579
#> Attrib V27 -0.062414817843873656
#> Attrib V28 -0.015832850284182243
#> Attrib V29 -0.04197215129818991
#> Attrib V3 0.11031209885386038
#> Attrib V30 -0.06643332152074512
#> Attrib V31 -0.04296001605352523
#> Attrib V32 0.03703411436781582
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#> Attrib V34 0.08319581258684235
#> Attrib V35 0.0662737336129144
#> Attrib V36 0.046528790026187476
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#> Attrib V4 0.11507801221072547
#> Attrib V40 0.06359306962337283
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#> Attrib V45 0.038457652611104
#> Attrib V46 0.07226407792759211
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#> Attrib V48 0.029082972346646408
#> Attrib V49 -0.0032117002103615117
#> Attrib V5 0.09198807994789178
#> Attrib V50 0.0956704962417247
#> Attrib V51 0.10282993801115096
#> Attrib V52 0.08989077876189287
#> Attrib V53 0.1289671010358569
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#> Attrib V55 0.0855729569157951
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#> Attrib V58 0.11092260796873295
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#> Attrib V6 0.06608569076572794
#> Attrib V60 0.16065284106114913
#> Attrib V7 0.042120093553604306
#> Attrib V8 -0.007986279728380586
#> Attrib V9 0.05996880456929168
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.13779031983939288
#> Attrib V1 0.0559256399393116
#> Attrib V10 -5.532719962744097E-4
#> Attrib V11 -0.009932793163056518
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#> Attrib V13 -0.04113488778196067
#> Attrib V14 0.018367518463676156
#> Attrib V15 0.10790832852130823
#> Attrib V16 0.06972407714317812
#> Attrib V17 0.052476688370581344
#> Attrib V18 0.048231843312862635
#> Attrib V19 0.0105541777602439
#> Attrib V2 0.1522551016092296
#> Attrib V20 -0.08127626707814946
#> Attrib V21 -0.0828809564006995
#> Attrib V22 1.0156153601235153E-4
#> Attrib V23 -0.047792491675973554
#> Attrib V24 -0.006614179249508869
#> Attrib V25 -0.04896192082561663
#> Attrib V26 -0.07083757089397832
#> Attrib V27 -0.05729538151205482
#> Attrib V28 -0.08338890214513557
#> Attrib V29 -0.0970536022367996
#> Attrib V3 0.10215197661516953
#> Attrib V30 0.012844006794546333
#> Attrib V31 0.12024564592026304
#> Attrib V32 -0.041710781850755184
#> Attrib V33 0.04863086588170809
#> Attrib V34 0.03718967324932057
#> Attrib V35 0.12804370447879732
#> Attrib V36 0.06465274552030591
#> Attrib V37 0.08487020759108556
#> Attrib V38 0.11051764328313907
#> Attrib V39 0.06890360144120367
#> Attrib V4 0.0797585711268973
#> Attrib V40 0.09117705265634427
#> Attrib V41 0.1406292009882347
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#> Attrib V43 0.05602715951227452
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#> Attrib V45 0.03810198990252766
#> Attrib V46 -0.016097505996517162
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#> Attrib V48 0.007272520931665856
#> Attrib V49 -0.060733204259953204
#> Attrib V5 0.057347061473543175
#> Attrib V50 0.079196609324945
#> Attrib V51 0.02786249357475291
#> Attrib V52 -0.004229731575994307
#> Attrib V53 0.04370926361861726
#> Attrib V54 -0.03698884967530203
#> Attrib V55 0.12719099620951646
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#> Attrib V57 0.0978201875644882
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#> Attrib V59 -0.0163148060348404
#> Attrib V6 0.08542713151323564
#> Attrib V60 0.08496675789963198
#> Attrib V7 0.04896633429778987
#> Attrib V8 0.15406345471469013
#> Attrib V9 0.03323958574604315
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.22054611901617677
#> Attrib V1 -0.02991088149044188
#> Attrib V10 -0.14332446884866984
#> Attrib V11 -0.11912641821326117
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#> Attrib V13 -0.0284078372424621
#> Attrib V14 0.05961988847344053
#> Attrib V15 -6.407347245408661E-4
#> Attrib V16 0.08320656179216085
#> Attrib V17 0.04775018048912727
#> Attrib V18 0.1570922142238217
#> Attrib V19 -0.037412374197906564
#> Attrib V2 0.12815375250455086
#> Attrib V20 -0.06986790949594422
#> Attrib V21 -0.04612927713661526
#> Attrib V22 -0.049710179722413525
#> Attrib V23 1.881285936363931E-4
#> Attrib V24 -0.03926892061560573
#> Attrib V25 -0.004360562470288129
#> Attrib V26 -0.007756637821642349
#> Attrib V27 -0.024558915275283772
#> Attrib V28 -0.1215736479652625
#> Attrib V29 -0.12058553363394739
#> Attrib V3 0.17176367132663706
#> Attrib V30 -0.05806305162827695
#> Attrib V31 0.13307778113437713
#> Attrib V32 -0.07147149158400946
#> Attrib V33 -0.06190652176738647
#> Attrib V34 0.08301226890403593
#> Attrib V35 0.05837235460935466
#> Attrib V36 0.15308399253125876
#> Attrib V37 0.1337598436553962
#> Attrib V38 0.029094469961562192
#> Attrib V39 -0.01505952007360626
#> Attrib V4 0.006453680595574893
#> Attrib V40 0.0844914577967534
#> Attrib V41 0.1149993727387926
#> Attrib V42 0.02098522069431055
#> Attrib V43 -0.06562657269732254
#> Attrib V44 -0.030152538298689004
#> Attrib V45 -0.1048576558097417
#> Attrib V46 -0.0874351302309326
#> Attrib V47 -0.0019324080826473463
#> Attrib V48 -0.09916911771309365
#> Attrib V49 -0.057697214828881724
#> Attrib V5 -0.0012420181283317986
#> Attrib V50 0.06820168444207712
#> Attrib V51 0.029184498371882153
#> Attrib V52 -0.045751509319203056
#> Attrib V53 0.06092762084623047
#> Attrib V54 -0.10993893732137813
#> Attrib V55 0.1411422754006275
#> Attrib V56 0.09111903083661306
#> Attrib V57 -0.02673908063237891
#> Attrib V58 0.02166295700159719
#> Attrib V59 -0.0211594441020048
#> Attrib V6 0.030190324531076868
#> Attrib V60 0.03985074524912945
#> Attrib V7 0.12452812696097651
#> Attrib V8 0.20085701418485222
#> Attrib V9 -0.022075652297122328
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.20469883649938822
#> Attrib V1 0.44594440511506656
#> Attrib V10 0.3892411416798038
#> Attrib V11 0.04307528699284307
#> Attrib V12 0.22531748001399296
#> Attrib V13 -0.3411255718682229
#> Attrib V14 -0.2134115496182313
#> Attrib V15 0.4229626941224701
#> Attrib V16 0.10429581972848873
#> Attrib V17 0.0921546978627736
#> Attrib V18 -0.1168883679024717
#> Attrib V19 0.25325675247715523
#> Attrib V2 -0.2597150837583898
#> Attrib V20 0.5785352208954971
#> Attrib V21 0.5338852744754449
#> Attrib V22 0.46500552196252687
#> Attrib V23 0.3017723795507333
#> Attrib V24 0.2723163750330086
#> Attrib V25 0.0344259195755999
#> Attrib V26 -0.6555667948374875
#> Attrib V27 -0.8069327230267995
#> Attrib V28 -0.22227128830981507
#> Attrib V29 -0.20464497761572484
#> Attrib V3 -0.1728394571088885
#> Attrib V30 -0.5536223871185548
#> Attrib V31 -1.240029668622106
#> Attrib V32 0.1096083836193153
#> Attrib V33 0.6521894879683626
#> Attrib V34 0.010249670463742654
#> Attrib V35 -0.07318287939942911
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#> Attrib V37 -0.8462374166655312
#> Attrib V38 -0.3925417910377375
#> Attrib V39 0.3610685830342897
#> Attrib V4 0.1406474425023025
#> Attrib V40 -0.07658767286694984
#> Attrib V41 -0.5257519083501014
#> Attrib V42 0.35554397086966805
#> Attrib V43 0.6235534176489795
#> Attrib V44 0.355337529723984
#> Attrib V45 0.11734159554475708
#> Attrib V46 0.3194919113171807
#> Attrib V47 0.11179515474089836
#> Attrib V48 0.13297828966096442
#> Attrib V49 0.008066037760903571
#> Attrib V5 0.3567695471422701
#> Attrib V50 -0.5677332514299263
#> Attrib V51 0.058978868168297734
#> Attrib V52 0.2249409104095292
#> Attrib V53 0.22043626945976486
#> Attrib V54 0.4450566707451693
#> Attrib V55 -0.3483482958353861
#> Attrib V56 0.22524508182726433
#> Attrib V57 0.21519629608194474
#> Attrib V58 0.392258778032076
#> Attrib V59 0.5126617906613478
#> Attrib V6 0.09036584346426231
#> Attrib V60 0.7040060926606566
#> Attrib V7 -0.027907780199551153
#> Attrib V8 -0.4361800970619126
#> Attrib V9 0.17419108385981064
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.20175972878588105
#> Attrib V1 0.598059562503791
#> Attrib V10 0.3477158668128406
#> Attrib V11 -0.05825963699420384
#> Attrib V12 0.1052206643259184
#> Attrib V13 -0.47116987029204344
#> Attrib V14 -0.19440636853121943
#> Attrib V15 0.4893492653267264
#> Attrib V16 0.14951614396550944
#> Attrib V17 0.08477783550386045
#> Attrib V18 -0.08741035032374038
#> Attrib V19 0.25203143679397716
#> Attrib V2 -0.2752074750665059
#> Attrib V20 0.6790532350009824
#> Attrib V21 0.686694674078727
#> Attrib V22 0.5289144399613037
#> Attrib V23 0.302209753741389
#> Attrib V24 0.17587018599965945
#> Attrib V25 -0.13773639705421953
#> Attrib V26 -0.8723739516624611
#> Attrib V27 -0.9710400253852456
#> Attrib V28 -0.3129251489450168
#> Attrib V29 -0.13309029442095122
#> Attrib V3 -0.16759806760540577
#> Attrib V30 -0.5788733973024042
#> Attrib V31 -1.4124822092812876
#> Attrib V32 0.055114319600458955
#> Attrib V33 0.6611855072043213
#> Attrib V34 -0.03743619335883392
#> Attrib V35 -0.17524211178062019
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#> Attrib V37 -0.8630340843925443
#> Attrib V38 -0.37418395018906864
#> Attrib V39 0.406483198404009
#> Attrib V4 0.09649003310325956
#> Attrib V40 -0.06150515583534228
#> Attrib V41 -0.5224876472304906
#> Attrib V42 0.328823278482147
#> Attrib V43 0.7353424950943013
#> Attrib V44 0.41734824821003313
#> Attrib V45 0.02616473276080277
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#> Attrib V5 0.371097331981118
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#> Attrib V51 0.11157273550698807
#> Attrib V52 0.17947382335032588
#> Attrib V53 0.2328542330635031
#> Attrib V54 0.5031276577881001
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#> Attrib V56 0.32169268322422384
#> Attrib V57 0.3111909793154127
#> Attrib V58 0.47814526069014157
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#> Attrib V6 0.08578823760474145
#> Attrib V60 0.8488626017993998
#> Attrib V7 -0.008627490956058206
#> Attrib V8 -0.4647063346871376
#> Attrib V9 0.17109707723796827
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.34642736834445564
#> Attrib V1 -0.19161007816136824
#> Attrib V10 -1.3165601615269091
#> Attrib V11 -0.9898408815027283
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#> Attrib V13 -0.02938839397480732
#> Attrib V14 0.40757088271242714
#> Attrib V15 -0.13613152634523845
#> Attrib V16 0.09161442300729254
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#> Attrib V19 -0.07755692699137229
#> Attrib V2 0.5616308901673324
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#> Attrib V21 -0.3570486106488747
#> Attrib V22 -0.44110161739960185
#> Attrib V23 -0.5504844403742017
#> Attrib V24 -0.4795053012732086
#> Attrib V25 -0.32040886724265716
#> Attrib V26 -0.11743103035385581
#> Attrib V27 0.2749113605927633
#> Attrib V28 -0.36304895850525154
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#> Attrib V3 0.44500288506525176
#> Attrib V30 -0.1444068016178818
#> Attrib V31 1.1429643769291697
#> Attrib V32 -0.5813722132688498
#> Attrib V33 -0.6125292893801839
#> Attrib V34 0.47553589813219377
#> Attrib V35 0.4090758036992638
#> Attrib V36 0.4250453055601856
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#> Attrib V40 0.32619377401542915
#> Attrib V41 0.8717378377987093
#> Attrib V42 -0.38371172004402154
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#> Attrib V50 0.996674453560741
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#> Attrib V53 0.10749718086058932
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#> Attrib V55 0.5165995329690365
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#> Attrib V58 -0.1696604401749449
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#> Attrib V6 0.16135113685713193
#> Attrib V60 0.3425720240062073
#> Attrib V7 0.5452377304318324
#> Attrib V8 0.36385840698212857
#> Attrib V9 -0.5611831701777334
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.050699206987563195
#> Attrib V1 0.38326237754888237
#> Attrib V10 0.15606272229989673
#> Attrib V11 -0.020263981173766984
#> Attrib V12 0.07572435048193693
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#> Attrib V15 0.12951276389965485
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#> Attrib V19 0.007130801003313657
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#> Attrib V24 -0.003102041663669193
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#> Attrib V29 -0.11350126907664966
#> Attrib V3 -0.005382622275520715
#> Attrib V30 -0.294584968637105
#> Attrib V31 -0.5323136732273503
#> Attrib V32 0.03983437000295684
#> Attrib V33 0.24385144587774102
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#> Attrib V35 0.041611461458594796
#> Attrib V36 -0.10110938440356528
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#> Attrib V39 0.18315770760509725
#> Attrib V4 0.17431172137356238
#> Attrib V40 -0.026070709729968687
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#> Attrib V43 0.1892830989959043
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#> Attrib V46 0.14198310056668303
#> Attrib V47 0.022512358194623005
#> Attrib V48 0.19812377560942476
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#> Attrib V5 0.25324988692209843
#> Attrib V50 -0.1642440556159572
#> Attrib V51 0.05006659866847503
#> Attrib V52 0.0881476986872995
#> Attrib V53 0.08941024146687505
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#> Attrib V55 -0.07434971900141198
#> Attrib V56 0.2294421909226909
#> Attrib V57 0.23729067877839785
#> Attrib V58 0.19230681504554004
#> Attrib V59 0.3788344889318117
#> Attrib V6 0.06422272494086946
#> Attrib V60 0.5184430178101204
#> Attrib V7 0.001287367593490561
#> Attrib V8 -0.38199088495127625
#> Attrib V9 0.03147644350568854
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.14671176980231856
#> Attrib V1 0.5463831209062752
#> Attrib V10 0.16477498145488004
#> Attrib V11 -0.06051491844683802
#> Attrib V12 0.13131358521848369
#> Attrib V13 -0.35740325860501004
#> Attrib V14 -0.16503907334334622
#> Attrib V15 0.40065045149312467
#> Attrib V16 0.07830527096740722
#> Attrib V17 0.0797176453082951
#> Attrib V18 -0.08218045234659885
#> Attrib V19 0.2000870456289448
#> Attrib V2 -0.20773540311575692
#> Attrib V20 0.5545633118358143
#> Attrib V21 0.5043966040270336
#> Attrib V22 0.39887926043043187
#> Attrib V23 0.19293202145594418
#> Attrib V24 0.12516342991712173
#> Attrib V25 -0.03429536021307811
#> Attrib V26 -0.6667594723566668
#> Attrib V27 -0.9136030431581003
#> Attrib V28 -0.45473284386880247
#> Attrib V29 -0.37765996223486814
#> Attrib V3 -0.030973919270225313
#> Attrib V30 -0.6536255955333333
#> Attrib V31 -1.2048924886980605
#> Attrib V32 0.02748350765486349
#> Attrib V33 0.5538428328259657
#> Attrib V34 0.07199714364106455
#> Attrib V35 -0.0045592547940031146
#> Attrib V36 -0.29805426119396283
#> Attrib V37 -0.6457352977161344
#> Attrib V38 -0.316241191422643
#> Attrib V39 0.3554933116096166
#> Attrib V4 0.14751859341789955
#> Attrib V40 -0.0569815302213357
#> Attrib V41 -0.4536386616056408
#> Attrib V42 0.20519088602840757
#> Attrib V43 0.5431426483824686
#> Attrib V44 0.24402316818383948
#> Attrib V45 0.008384359302490799
#> Attrib V46 0.20103401514465308
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#> Attrib V49 -0.1406279389680306
#> Attrib V5 0.3006505672445426
#> Attrib V50 -0.3939895135066866
#> Attrib V51 0.02333143011506749
#> Attrib V52 0.1439704156205205
#> Attrib V53 0.27884622698832
#> Attrib V54 0.49678827215880234
#> Attrib V55 -0.251588456877527
#> Attrib V56 0.38187465258198827
#> Attrib V57 0.30893142171800586
#> Attrib V58 0.37527421050170995
#> Attrib V59 0.5833097097852709
#> Attrib V6 0.1211663757712842
#> Attrib V60 0.7651200755455564
#> Attrib V7 0.0016672595220273885
#> Attrib V8 -0.42366564400880685
#> Attrib V9 0.07183299433096732
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.408458290302367
#> Attrib V1 -0.18315424721758364
#> Attrib V10 -0.946020291512881
#> Attrib V11 -0.5511844835264826
#> Attrib V12 -0.4509671835398823
#> Attrib V13 0.028405914987861155
#> Attrib V14 0.32391510270273727
#> Attrib V15 -0.04645617037185238
#> Attrib V16 0.056733260897513696
#> Attrib V17 0.10831105900427482
#> Attrib V18 0.36703038988701764
#> Attrib V19 0.08017933832771537
#> Attrib V2 0.5101666176819574
#> Attrib V20 -0.1488746551222636
#> Attrib V21 -0.1358227844083644
#> Attrib V22 -0.13589934040837087
#> Attrib V23 -0.09673815008222267
#> Attrib V24 -0.24801725552118367
#> Attrib V25 -0.19225813241937095
#> Attrib V26 -5.793457756887429E-4
#> Attrib V27 0.05760040725662034
#> Attrib V28 -0.3822528509500878
#> Attrib V29 -0.44445106964377246
#> Attrib V3 0.3929052558182655
#> Attrib V30 -0.07599501742459273
#> Attrib V31 0.7496603280582731
#> Attrib V32 -0.3791924977836088
#> Attrib V33 -0.49418393657959336
#> Attrib V34 0.2108970017328876
#> Attrib V35 0.1840739674826642
#> Attrib V36 0.23493352607336238
#> Attrib V37 0.46779981397080733
#> Attrib V38 0.12711853674277385
#> Attrib V39 -0.43935498649280696
#> Attrib V4 -0.03518577676783436
#> Attrib V40 0.22211641718602376
#> Attrib V41 0.5717785890481242
#> Attrib V42 -0.16013015814278425
#> Attrib V43 -0.4154650588862675
#> Attrib V44 -0.5219732187516389
#> Attrib V45 -0.32949184010171995
#> Attrib V46 -0.40474211544765615
#> Attrib V47 -0.2662472861539904
#> Attrib V48 -0.44644285258010663
#> Attrib V49 -0.3470605349451495
#> Attrib V5 -0.30920788521840015
#> Attrib V50 0.743633343689326
#> Attrib V51 -0.23835323310136436
#> Attrib V52 -0.32061453943636486
#> Attrib V53 0.0695582635835287
#> Attrib V54 -0.22010110767939856
#> Attrib V55 0.5116136290221064
#> Attrib V56 0.2084789509058315
#> Attrib V57 0.10886492602924842
#> Attrib V58 -0.002016666787175597
#> Attrib V59 -0.23643700848946964
#> Attrib V6 0.08343138965638842
#> Attrib V60 -0.23159135287095017
#> Attrib V7 0.2109089856246495
#> Attrib V8 0.4765428436997896
#> Attrib V9 -0.3131384516762505
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.3072262918200206
#> Attrib V1 0.14649484491627793
#> Attrib V10 1.6809989446812148
#> Attrib V11 1.533188379670968
#> Attrib V12 1.2650735396145427
#> Attrib V13 0.5168874611169411
#> Attrib V14 -0.7109589144575539
#> Attrib V15 -0.8123945031387517
#> Attrib V16 -0.4214168451999779
#> Attrib V17 0.03826449782272614
#> Attrib V18 -0.38847923972944354
#> Attrib V19 -0.15155738481102884
#> Attrib V2 -0.49930646479112345
#> Attrib V20 -0.034996342677625095
#> Attrib V21 0.015997600705577042
#> Attrib V22 0.10417533678625011
#> Attrib V23 0.7763724281457196
#> Attrib V24 1.0479527826697022
#> Attrib V25 1.0751609137367644
#> Attrib V26 1.5034103925197104
#> Attrib V27 1.130612074584149
#> Attrib V28 1.0004114872840706
#> Attrib V29 0.6599991599502167
#> Attrib V3 -0.28910556499164525
#> Attrib V30 0.5086699970446719
#> Attrib V31 -0.19515216089838014
#> Attrib V32 0.5656517184176386
#> Attrib V33 0.06824043603919126
#> Attrib V34 -0.2459949048778241
#> Attrib V35 -0.11341254289828133
#> Attrib V36 -0.1552888869284356
#> Attrib V37 -0.4773413980263187
#> Attrib V38 -0.24870945990291551
#> Attrib V39 0.42703882086984235
#> Attrib V4 0.5484916344961
#> Attrib V40 -0.10271243454895025
#> Attrib V41 -0.25037597509839815
#> Attrib V42 0.014570240950154991
#> Attrib V43 0.19970528027439693
#> Attrib V44 0.823469095883926
#> Attrib V45 0.8405539489113871
#> Attrib V46 0.9320903772849558
#> Attrib V47 1.1359462251137804
#> Attrib V48 1.329782329799258
#> Attrib V49 1.4489998662735923
#> Attrib V5 0.6934737037100805
#> Attrib V50 -0.5162491577891051
#> Attrib V51 0.7954788924645807
#> Attrib V52 1.2427230740208293
#> Attrib V53 0.06348379104038462
#> Attrib V54 0.1457699275449604
#> Attrib V55 -0.544279832740598
#> Attrib V56 -0.6662840479006662
#> Attrib V57 -0.47043021493504183
#> Attrib V58 -0.6912544284343677
#> Attrib V59 0.11925355418835387
#> Attrib V6 0.0012346586018193173
#> Attrib V60 -0.43441020616212134
#> Attrib V7 -0.26853001755715306
#> Attrib V8 -0.46245777832935503
#> Attrib V9 0.5928962145978689
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.19824858173059173
#> Attrib V1 0.11357013548016169
#> Attrib V10 0.004660631383698182
#> Attrib V11 -0.0503642177644756
#> Attrib V12 0.03627198322083397
#> Attrib V13 -0.040518983988275546
#> Attrib V14 0.05447511508072601
#> Attrib V15 0.044041646610689836
#> Attrib V16 0.033558521216058096
#> Attrib V17 0.039528166440226935
#> Attrib V18 -0.05219730316904068
#> Attrib V19 0.004271691498323506
#> Attrib V2 0.08463856925362354
#> Attrib V20 -0.042836243920893954
#> Attrib V21 -0.06627072968659865
#> Attrib V22 -0.10660508484421502
#> Attrib V23 -0.10395159523148982
#> Attrib V24 -0.08254123199041707
#> Attrib V25 -0.024951360407661317
#> Attrib V26 -0.057959598796974265
#> Attrib V27 -0.024061390878931305
#> Attrib V28 0.008459547076046924
#> Attrib V29 -0.005481244121000125
#> Attrib V3 0.06677236311316333
#> Attrib V30 -0.04232721512572712
#> Attrib V31 -0.06816672599029018
#> Attrib V32 -0.006963329549868936
#> Attrib V33 0.08958733632997262
#> Attrib V34 0.046301079072695386
#> Attrib V35 0.13541219920190337
#> Attrib V36 0.10722261500244235
#> Attrib V37 0.09260975357665996
#> Attrib V38 0.030615342161715572
#> Attrib V39 0.10395215688349133
#> Attrib V4 0.15219731138507103
#> Attrib V40 0.07879830607018923
#> Attrib V41 0.01773981915956629
#> Attrib V42 0.03525805149969809
#> Attrib V43 0.04480309347928674
#> Attrib V44 0.06498511018602232
#> Attrib V45 0.036153245319832446
#> Attrib V46 0.04270367339383835
#> Attrib V47 0.035048600758633267
#> Attrib V48 0.09720288567337332
#> Attrib V49 0.02039971173009108
#> Attrib V5 0.05947040688922799
#> Attrib V50 0.06599742552706074
#> Attrib V51 0.03841836730177036
#> Attrib V52 0.04429499539065008
#> Attrib V53 0.07985774551214016
#> Attrib V54 0.04202145795480938
#> Attrib V55 0.07153517508557085
#> Attrib V56 0.11930595283961759
#> Attrib V57 0.12658869068953926
#> Attrib V58 0.07890486990936328
#> Attrib V59 0.11508568998945756
#> Attrib V6 0.08085566281304732
#> Attrib V60 0.23119657939430305
#> Attrib V7 0.017772210377223506
#> Attrib V8 0.02610264782576502
#> Attrib V9 0.012209319799593934
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.2910632915784849
#> Attrib V1 0.5249858193639949
#> Attrib V10 0.5192995759048472
#> Attrib V11 0.15182021922973202
#> Attrib V12 0.21767870076383466
#> Attrib V13 -0.3145976644542479
#> Attrib V14 -0.2986327707121647
#> Attrib V15 0.35650435272304204
#> Attrib V16 0.10702668890507691
#> Attrib V17 0.07551690010560361
#> Attrib V18 -0.07207589008817977
#> Attrib V19 0.22485186242381966
#> Attrib V2 -0.3238277988406063
#> Attrib V20 0.544564162878939
#> Attrib V21 0.5915809846212584
#> Attrib V22 0.47973206890449943
#> Attrib V23 0.3491200705331414
#> Attrib V24 0.336188907625107
#> Attrib V25 0.019574817767590097
#> Attrib V26 -0.5521562611600447
#> Attrib V27 -0.7892425710615809
#> Attrib V28 -0.21192981080358966
#> Attrib V29 -0.12597822745431966
#> Attrib V3 -0.22204716892261617
#> Attrib V30 -0.510120798906544
#> Attrib V31 -1.300875210338323
#> Attrib V32 0.18339154914421407
#> Attrib V33 0.6335893557029395
#> Attrib V34 -0.013848021863418755
#> Attrib V35 -0.13398144283713398
#> Attrib V36 -0.3638884183146045
#> Attrib V37 -0.8569034976725938
#> Attrib V38 -0.3751402167015856
#> Attrib V39 0.4250560744790728
#> Attrib V4 0.08890633866918854
#> Attrib V40 -0.1943315373551784
#> Attrib V41 -0.5925744226504747
#> Attrib V42 0.3145986449672388
#> Attrib V43 0.6692141061735569
#> Attrib V44 0.5007536057335458
#> Attrib V45 0.15516323583243963
#> Attrib V46 0.2825544916215859
#> Attrib V47 0.14276699358257824
#> Attrib V48 0.22756525671208777
#> Attrib V49 -0.021006627164018236
#> Attrib V5 0.3393981974176162
#> Attrib V50 -0.5425788968513726
#> Attrib V51 0.13527239454179693
#> Attrib V52 0.24185587955899757
#> Attrib V53 0.1837966779116868
#> Attrib V54 0.4482608373119961
#> Attrib V55 -0.3876339355880142
#> Attrib V56 0.2043042461322292
#> Attrib V57 0.21582059934186465
#> Attrib V58 0.3555285987745859
#> Attrib V59 0.5504443584235714
#> Attrib V6 0.11588302542685415
#> Attrib V60 0.6660725490558616
#> Attrib V7 -0.11400565059233986
#> Attrib V8 -0.43608854605603864
#> Attrib V9 0.24452272397961672
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.12006751276838534
#> Attrib V1 0.2823816124986793
#> Attrib V10 -2.0377897005829184
#> Attrib V11 -1.451163920059069
#> Attrib V12 -0.8908241120202007
#> Attrib V13 -0.2545372110166418
#> Attrib V14 0.7242566345345711
#> Attrib V15 0.49127562340774894
#> Attrib V16 0.08797241969568113
#> Attrib V17 -0.31495145390774026
#> Attrib V18 0.3065464172041666
#> Attrib V19 -0.20394545384236046
#> Attrib V2 0.8385403189520474
#> Attrib V20 -0.2158423219544802
#> Attrib V21 -0.16433247502664625
#> Attrib V22 -0.33398204555591027
#> Attrib V23 -1.0256721613854727
#> Attrib V24 -0.7461735007507821
#> Attrib V25 -0.568216251708657
#> Attrib V26 -0.8608130376756623
#> Attrib V27 -0.6994670018142986
#> Attrib V28 -1.243734198761262
#> Attrib V29 -0.9165089872193681
#> Attrib V3 0.6076698583442592
#> Attrib V30 -0.5683300799194787
#> Attrib V31 0.7642600670819987
#> Attrib V32 -0.6314184911960493
#> Attrib V33 -0.5244941458299314
#> Attrib V34 0.3662634576431355
#> Attrib V35 0.1851387032794363
#> Attrib V36 0.29987606522356963
#> Attrib V37 1.03129789524168
#> Attrib V38 0.5574511613412763
#> Attrib V39 -0.4106500754590415
#> Attrib V4 -0.3683715106531156
#> Attrib V40 0.3088548056784773
#> Attrib V41 0.6313928167473235
#> Attrib V42 -0.4977271391426904
#> Attrib V43 -0.8917848811274945
#> Attrib V44 -1.2592969701464587
#> Attrib V45 -0.7985418848146972
#> Attrib V46 -1.1151357563317776
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#> Attrib V48 -1.1160493829909919
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#> Attrib V5 -0.670536101420934
#> Attrib V50 0.9134048067225561
#> Attrib V51 -1.004785920031142
#> Attrib V52 -1.292607506402322
#> Attrib V53 0.168801213895365
#> Attrib V54 0.03324325426844225
#> Attrib V55 0.7375712500935342
#> Attrib V56 0.7279833181759445
#> Attrib V57 0.6943280645809511
#> Attrib V58 0.18837156098554686
#> Attrib V59 0.22656212251081093
#> Attrib V6 0.09679758878394137
#> Attrib V60 0.5420138991022079
#> Attrib V7 0.5061829873917951
#> Attrib V8 0.3303586728784485
#> Attrib V9 -0.9265404360682397
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.16194449663252813
#> Attrib V1 0.30106795862285995
#> Attrib V10 0.25332472377611465
#> Attrib V11 0.12056141932817897
#> Attrib V12 0.20808307974979054
#> Attrib V13 -0.18624757151736324
#> Attrib V14 -0.10047476406705926
#> Attrib V15 0.21044952583127252
#> Attrib V16 0.02800691857179779
#> Attrib V17 0.045700566964677905
#> Attrib V18 -0.09433757937983887
#> Attrib V19 0.07399037880223495
#> Attrib V2 -0.2120544062722514
#> Attrib V20 0.3625658247467172
#> Attrib V21 0.3199591407193504
#> Attrib V22 0.22353346443753008
#> Attrib V23 0.09338908217687371
#> Attrib V24 0.2135886623034016
#> Attrib V25 0.11045486510272524
#> Attrib V26 -0.3123359250013276
#> Attrib V27 -0.4024686872030683
#> Attrib V28 -0.09434992468143158
#> Attrib V29 -0.025852113152706434
#> Attrib V3 -0.07490005159959177
#> Attrib V30 -0.34795721008811675
#> Attrib V31 -0.7825363255280986
#> Attrib V32 0.1059355270578356
#> Attrib V33 0.37699600287968593
#> Attrib V34 0.020596764879844125
#> Attrib V35 -0.013928851372233667
#> Attrib V36 -0.1873903245775091
#> Attrib V37 -0.42448146153262983
#> Attrib V38 -0.16859737607974531
#> Attrib V39 0.2928092655408368
#> Attrib V4 0.07243968118194484
#> Attrib V40 -0.07231310730095619
#> Attrib V41 -0.3587961919897794
#> Attrib V42 0.05838175544428175
#> Attrib V43 0.3532348693714165
#> Attrib V44 0.19510090318608045
#> Attrib V45 0.10304358098376133
#> Attrib V46 0.19233753731647119
#> Attrib V47 0.12227436651730376
#> Attrib V48 0.14103671328860673
#> Attrib V49 1.4726568212458476E-4
#> Attrib V5 0.22935905476579685
#> Attrib V50 -0.3344183701812151
#> Attrib V51 0.09860887763120393
#> Attrib V52 0.1739809688323065
#> Attrib V53 0.09841487298984077
#> Attrib V54 0.2639105114099066
#> Attrib V55 -0.18305961189745265
#> Attrib V56 0.17030267950678316
#> Attrib V57 0.1680290586846759
#> Attrib V58 0.1077828057664739
#> Attrib V59 0.35564406991024095
#> Attrib V6 0.07693871444574982
#> Attrib V60 0.48656864306498293
#> Attrib V7 -0.07083276172529329
#> Attrib V8 -0.3811273940762121
#> Attrib V9 0.07317893533916854
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.19085376721925856
#> Attrib V1 -0.04099485445687693
#> Attrib V10 -0.22710997271723454
#> Attrib V11 -0.16867931577771322
#> Attrib V12 -0.14803458451324908
#> Attrib V13 0.04549584399892175
#> Attrib V14 0.12668613589494201
#> Attrib V15 0.034282546218521386
#> Attrib V16 0.1323783410379916
#> Attrib V17 0.19690174180702216
#> Attrib V18 0.22104841224118002
#> Attrib V19 0.0318521276402357
#> Attrib V2 0.20640378197259523
#> Attrib V20 -0.11216933149188574
#> Attrib V21 -0.046583582119157196
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#> Attrib V3 0.1423734239892636
#> Attrib V30 0.0030604878736466817
#> Attrib V31 0.3114233568046805
#> Attrib V32 -0.1757157484122038
#> Attrib V33 -0.19499463402755607
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#> Attrib V35 0.1063129525281444
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#> Attrib V4 0.034852682436213374
#> Attrib V40 0.09469219642020851
#> Attrib V41 0.22413129129387677
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#> Attrib V43 -0.1800689723592652
#> Attrib V44 -0.20358817870918675
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#> Attrib V46 -0.16273399188806084
#> Attrib V47 -0.1210393976412574
#> Attrib V48 -0.12913135569084747
#> Attrib V49 -0.14257861793712148
#> Attrib V5 -0.10709848080425509
#> Attrib V50 0.18118442764261347
#> Attrib V51 -0.0929836256546563
#> Attrib V52 -0.11401316868541805
#> Attrib V53 0.010022160632747726
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#> Attrib V60 -0.05179048656186778
#> Attrib V7 0.08491894395219181
#> Attrib V8 0.21986897891404508
#> Attrib V9 -0.09297629473330528
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.06411963539765687
#> Attrib V1 0.3896728106295054
#> Attrib V10 0.1286755260781647
#> Attrib V11 -0.0024493299103799313
#> Attrib V12 0.07119604017602287
#> Attrib V13 -0.19321972911496518
#> Attrib V14 -0.07794959481995478
#> Attrib V15 0.2713019000311352
#> Attrib V16 0.07055723170077227
#> Attrib V17 0.07326607668581897
#> Attrib V18 -0.026008169760503397
#> Attrib V19 0.12394180098312502
#> Attrib V2 -0.06091099820697774
#> Attrib V20 0.39378752239503356
#> Attrib V21 0.2720299309433486
#> Attrib V22 0.22435983254379568
#> Attrib V23 0.09026617797285255
#> Attrib V24 0.12043603178561665
#> Attrib V25 -0.03884950465523959
#> Attrib V26 -0.39677145829405613
#> Attrib V27 -0.5775879191803142
#> Attrib V28 -0.31336310293943576
#> Attrib V29 -0.25990847708559855
#> Attrib V3 -0.06839901640920461
#> Attrib V30 -0.4464494089269309
#> Attrib V31 -0.7860831199730841
#> Attrib V32 0.005010148239277968
#> Attrib V33 0.3809497664550556
#> Attrib V34 0.08529805037305628
#> Attrib V35 0.03498763365025431
#> Attrib V36 -0.18647672213203867
#> Attrib V37 -0.41146989775000214
#> Attrib V38 -0.1225878884621484
#> Attrib V39 0.2374522910177752
#> Attrib V4 0.13975386050203814
#> Attrib V40 -0.03283296749399782
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#> Attrib V42 0.07323328501301739
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#> Attrib V44 0.2149374510958198
#> Attrib V45 -0.012403344521650447
#> Attrib V46 0.13050864213494015
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#> Attrib V49 -0.05208257121796546
#> Attrib V5 0.22889892174784254
#> Attrib V50 -0.2715262509798225
#> Attrib V51 0.02925918568609983
#> Attrib V52 0.09680663905048704
#> Attrib V53 0.19610009238780735
#> Attrib V54 0.3808655794988349
#> Attrib V55 -0.12425095626451146
#> Attrib V56 0.20825435546829305
#> Attrib V57 0.23684883037119034
#> Attrib V58 0.17195215632120542
#> Attrib V59 0.4011914858765241
#> Attrib V6 0.0639242056370989
#> Attrib V60 0.5529273567715214
#> Attrib V7 -0.013970215057656502
#> Attrib V8 -0.34795187913451536
#> Attrib V9 0.05486125148288379
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.1477466924758494
#> Attrib V1 0.1397774555306023
#> Attrib V10 -0.01855234886929025
#> Attrib V11 -9.151664518598101E-4
#> Attrib V12 0.018639371350831064
#> Attrib V13 -0.059441153278745426
#> Attrib V14 0.052954971648636405
#> Attrib V15 0.07055120626083944
#> Attrib V16 0.05770472004348941
#> Attrib V17 -0.022355571744820318
#> Attrib V18 0.028136073544546083
#> Attrib V19 -0.08402968241859411
#> Attrib V2 0.0446138436051926
#> Attrib V20 -0.03067117760866949
#> Attrib V21 -0.052505399928012716
#> Attrib V22 -0.10462756433457909
#> Attrib V23 -0.06154478210739002
#> Attrib V24 -0.06785945002206965
#> Attrib V25 -0.07693048513070748
#> Attrib V26 -0.061261604939967934
#> Attrib V27 -0.06010211281366464
#> Attrib V28 0.0012372772998353503
#> Attrib V29 -0.026179097519888138
#> Attrib V3 0.1187130593208723
#> Attrib V30 -0.012297138141526403
#> Attrib V31 -0.08423995938566511
#> Attrib V32 0.00670015931763951
#> Attrib V33 0.08493185442467173
#> Attrib V34 0.06914052744006745
#> Attrib V35 0.09811339795059511
#> Attrib V36 0.11405835905020048
#> Attrib V37 0.044670946545154175
#> Attrib V38 0.005776860771916576
#> Attrib V39 0.09428714641357971
#> Attrib V4 0.09985343486090648
#> Attrib V40 0.053131807017570365
#> Attrib V41 -0.014781991027819477
#> Attrib V42 0.03964478362191935
#> Attrib V43 0.0018928801543834704
#> Attrib V44 0.08217829469499112
#> Attrib V45 0.07318029189938158
#> Attrib V46 0.06874116757490337
#> Attrib V47 0.052564357416036746
#> Attrib V48 0.03314751088011345
#> Attrib V49 0.07188919771071485
#> Attrib V5 0.11088051811275014
#> Attrib V50 0.02007586906135643
#> Attrib V51 0.07868921935984204
#> Attrib V52 0.10519597016586137
#> Attrib V53 0.09633104006911682
#> Attrib V54 0.01726785392430354
#> Attrib V55 0.040304544098628416
#> Attrib V56 0.09251882801861469
#> Attrib V57 0.08545986789682469
#> Attrib V58 0.12667818696758457
#> Attrib V59 0.08535524759923661
#> Attrib V6 0.07265052640440228
#> Attrib V60 0.1711030021374478
#> Attrib V7 0.05044605580560592
#> Attrib V8 0.03759975105978715
#> Attrib V9 0.0591815630498453
#> 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
#> 0.2318841