Classification MultilayerPerceptron Learner
Source:R/learner_RWeka_classif_multilayer_perceptron.R
mlr_learners_classif.multilayer_perceptron.RdClassifier that uses backpropagation to learn a multi-layer perceptron.
Calls RWeka::make_Weka_classifier() from RWeka.
Custom mlr3 parameters
output_debug_info:original id: output-debug-info
do_not_check_capabilities:original id: do-not-check-capabilities
num_decimal_places:original id: num-decimal-places
batch_size:original id: batch-size
Reason for change: This learner contains changed ids of the following control arguments since their ids contain irregular pattern
Gremoved:GUI will be opened
Reason for change: The parameter is removed because we don't want to launch GUI.
Parameters
| Id | Type | Default | Levels | Range |
| subset | untyped | - | - | |
| na.action | untyped | - | - | |
| L | numeric | 0.3 | \([0, 1]\) | |
| M | numeric | 0.2 | \([0, 1]\) | |
| N | integer | 500 | \([1, \infty)\) | |
| V | numeric | 0 | \([0, 100]\) | |
| S | integer | 0 | \([0, \infty)\) | |
| E | integer | 20 | \([1, \infty)\) | |
| A | logical | FALSE | TRUE, FALSE | - |
| B | logical | FALSE | TRUE, FALSE | - |
| H | untyped | "a" | - | |
| C | logical | FALSE | TRUE, FALSE | - |
| I | logical | FALSE | TRUE, FALSE | - |
| R | logical | FALSE | TRUE, FALSE | - |
| D | logical | FALSE | TRUE, FALSE | - |
| output_debug_info | logical | FALSE | TRUE, FALSE | - |
| do_not_check_capabilities | logical | FALSE | TRUE, FALSE | - |
| num_decimal_places | integer | 2 | \([1, \infty)\) | |
| batch_size | integer | 100 | \([1, \infty)\) | |
| options | untyped | NULL | - |
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifMultilayerPerceptron
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
Method marshal()
Marshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::marshal_model().
Method unmarshal()
Unmarshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::unmarshal_model().
Examples
# Define the Learner
learner = lrn("classif.multilayer_perceptron")
print(learner)
#>
#> ── <LearnerClassifMultilayerPerceptron> (classif.multilayer_perceptron): Multila
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3 and RWeka
#> • Predict Types: [response] and prob
#> • Feature Types: logical, integer, numeric, factor, and ordered
#> • Encapsulation: none (fallback: -)
#> • Properties: marshal, missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> Sigmoid Node 0
#> Inputs Weights
#> Threshold -0.5894701242828663
#> Node 2 2.6390009326254136
#> Node 3 1.914876793995945
#> Node 4 1.1131554433651882
#> Node 5 -1.989482018927043
#> Node 6 1.771883070704819
#> Node 7 1.9793052772293578
#> Node 8 1.742422182467741
#> Node 9 1.4974182483136254
#> Node 10 -1.126694946070072
#> Node 11 1.2906442746552724
#> Node 12 2.0750940372002957
#> Node 13 0.4473158097150289
#> Node 14 2.0637755738726904
#> Node 15 -2.663772484378027
#> Node 16 -0.27451125973226165
#> Node 17 0.8609064908376789
#> Node 18 0.028742842923090556
#> Node 19 1.9214849860531804
#> Node 20 2.575023162180803
#> Node 21 -1.3896724533569316
#> Node 22 1.6908605239323917
#> Node 23 1.7914217240476584
#> Node 24 -3.3075586554208383
#> Node 25 4.245523569752236
#> Node 26 -0.09942992511727301
#> Node 27 2.5168600197408737
#> Node 28 -2.3504796418303253
#> Node 29 0.42881934459622073
#> Node 30 -0.299384800454063
#> Node 31 1.5100000218714156
#> Node 32 0.8549396915128521
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.6096392259405252
#> Node 2 -2.6833674711565245
#> Node 3 -1.89431915068579
#> Node 4 -1.0740969743527324
#> Node 5 2.001405291070909
#> Node 6 -1.7556404233055551
#> Node 7 -1.9634813471118246
#> Node 8 -1.7730104784706555
#> Node 9 -1.4957073382603283
#> Node 10 1.0632823868142194
#> Node 11 -1.256285999632627
#> Node 12 -2.147102841117623
#> Node 13 -0.40052823124289655
#> Node 14 -1.9978050896960462
#> Node 15 2.66622514428802
#> Node 16 0.25491649205627487
#> Node 17 -0.8324335480127288
#> Node 18 0.008637826263604514
#> Node 19 -1.9185204601334025
#> Node 20 -2.558661380430385
#> Node 21 1.4477751118702251
#> Node 22 -1.7402119363051796
#> Node 23 -1.838986881585426
#> Node 24 3.300841119741996
#> Node 25 -4.217552585108916
#> Node 26 0.013514586048134762
#> Node 27 -2.55825309276889
#> Node 28 2.303805629164291
#> Node 29 -0.46622816792404215
#> Node 30 0.3718102606533165
#> Node 31 -1.4577456548695789
#> Node 32 -0.8776581558778928
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold -0.24123605804432893
#> Attrib V1 -0.46734303127273874
#> Attrib V10 -0.05704828400162847
#> Attrib V11 0.5768779154389698
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#> Attrib V14 -0.9081082964908264
#> Attrib V15 -0.5733801502075819
#> Attrib V16 -0.09119389877111149
#> Attrib V17 0.22920800768256938
#> Attrib V18 0.323161994163225
#> Attrib V19 0.4478078721279906
#> Attrib V2 -0.09928743112285576
#> Attrib V20 0.5979598096324313
#> Attrib V21 1.0944113687932997
#> Attrib V22 1.1290830934484768
#> Attrib V23 0.4817764184363303
#> Attrib V24 0.48799856393118757
#> Attrib V25 -0.23316696124004643
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#> Attrib V3 0.283199120881845
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#> Attrib V7 0.05045487183227767
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#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.06647082675279686
#> Attrib V1 0.093826585108395
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#> Attrib V42 0.3039001933605262
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#> Attrib V48 0.041839173684999495
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#> Attrib V5 -0.06363249997028966
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#> Attrib V52 -0.03624231087830477
#> Attrib V53 0.40690380545475835
#> Attrib V54 0.6818786760819726
#> Attrib V55 -0.23320018719888397
#> Attrib V56 0.5317698265717892
#> Attrib V57 0.3147579291069919
#> Attrib V58 0.4257088742269577
#> Attrib V59 0.9404505345220892
#> Attrib V6 -0.17768500330089199
#> Attrib V60 0.28682871652853476
#> Attrib V7 0.03322545618460435
#> Attrib V8 -0.13644152340965993
#> Attrib V9 0.11449246070904806
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.022514514873801517
#> Attrib V1 -0.10548577235866129
#> Attrib V10 -0.2455669946780349
#> Attrib V11 0.11989460718091216
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#> Attrib V15 -4.3641813498732866E-4
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#> Attrib V17 0.10442426632165117
#> Attrib V18 0.1561186601528909
#> Attrib V19 0.10639079190372792
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#> Attrib V22 0.33445082574691354
#> Attrib V23 -0.041408083674045575
#> Attrib V24 -2.910085105280413E-4
#> Attrib V25 -0.49112503235488886
#> Attrib V26 -0.5780999353758348
#> Attrib V27 -0.26684939530390195
#> Attrib V28 -0.15222051915837048
#> Attrib V29 -0.35128969653633474
#> Attrib V3 0.21088882044743468
#> Attrib V30 0.35561152707755994
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#> Attrib V4 0.12850712982141155
#> Attrib V40 -0.08238862401231291
#> Attrib V41 -0.10619376961744742
#> Attrib V42 0.06964722729709456
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#> Attrib V50 -0.6391355134947602
#> Attrib V51 -0.03195183237743418
#> Attrib V52 3.9642648414847583E-4
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#> Attrib V54 0.34188498180671983
#> Attrib V55 -0.23959976310077774
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#> Attrib V7 -0.04104153812213977
#> Attrib V8 -0.2165429037221073
#> Attrib V9 0.2595935481885939
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.5392210161659061
#> Attrib V1 0.46848760560097646
#> Attrib V10 -0.2232335175469353
#> Attrib V11 -0.8555691213068054
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#> Attrib V7 0.13229123510691976
#> Attrib V8 0.2880433852843003
#> Attrib V9 -0.95994196414107
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.09469680463725229
#> Attrib V1 -0.0025357090106020858
#> Attrib V10 -0.42554388841662394
#> Attrib V11 0.13516714686740042
#> Attrib V12 0.1532168444146182
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#> Attrib V7 0.09999042618291906
#> Attrib V8 -0.07963643022808642
#> Attrib V9 0.34951260741303114
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.1446371961377301
#> Attrib V1 -0.26392657296093264
#> Attrib V10 0.16783678282024045
#> Attrib V11 0.7942358124236666
#> Attrib V12 0.6064643238902849
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#> Attrib V33 -0.11589443740531663
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#> Attrib V35 0.18870850667898184
#> Attrib V36 -0.24189541173238016
#> Attrib V37 0.25628653645319827
#> Attrib V38 0.8852615713846655
#> Attrib V39 0.4139808258037521
#> Attrib V4 0.11215770859913726
#> Attrib V40 0.062261751616127424
#> Attrib V41 0.12710552061637478
#> Attrib V42 -0.2401751419707765
#> Attrib V43 0.02385989377606847
#> Attrib V44 0.929103881719103
#> Attrib V45 0.6245890498010938
#> Attrib V46 0.16190653819130496
#> Attrib V47 -0.016163468531847736
#> Attrib V48 0.40321527889066455
#> Attrib V49 1.0233959188312827
#> Attrib V5 0.17738405226261134
#> Attrib V50 -0.8655700443679559
#> Attrib V51 0.20443927024305586
#> Attrib V52 0.2558343369283777
#> Attrib V53 0.40028329183675865
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#> Attrib V55 -0.7026838030888042
#> Attrib V56 0.3778806481026343
#> Attrib V57 -0.1388541198170981
#> Attrib V58 0.20177642274717913
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#> Attrib V6 -0.025839416191446318
#> Attrib V60 0.2934819484650945
#> Attrib V7 -0.0888464728761335
#> Attrib V8 -0.5066642809946938
#> Attrib V9 0.7684437372433365
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.3234137373945996
#> Attrib V1 -0.3452475457611305
#> Attrib V10 0.5850139479256119
#> Attrib V11 0.8939052897334568
#> Attrib V12 0.9081772872192815
#> Attrib V13 0.20838079921638952
#> Attrib V14 -0.36626755320600507
#> Attrib V15 -0.5169598039388666
#> Attrib V16 -0.47645960810275284
#> Attrib V17 -0.6215069623584574
#> Attrib V18 -0.08325535745914935
#> Attrib V19 0.0358994416998358
#> Attrib V2 0.12743127245173252
#> Attrib V20 -0.4346990475358163
#> Attrib V21 0.19577045311812577
#> Attrib V22 0.6251881885643403
#> Attrib V23 0.3002708602688203
#> Attrib V24 0.5486767299288869
#> Attrib V25 0.39933992089676495
#> Attrib V26 0.45719234416031507
#> Attrib V27 0.527959932961531
#> Attrib V28 0.5620324776063964
#> Attrib V29 0.20476649950445852
#> Attrib V3 0.01507305949774703
#> Attrib V30 0.5349233897092639
#> Attrib V31 -0.30513376003852755
#> Attrib V32 -0.3694641371923786
#> Attrib V33 0.043825478240108184
#> Attrib V34 -0.01700007507947634
#> Attrib V35 0.1650930152129805
#> Attrib V36 -0.46442235669486553
#> Attrib V37 -0.14683224228401695
#> Attrib V38 0.16164807678740895
#> Attrib V39 0.1797513318005312
#> Attrib V4 0.13852332519544802
#> Attrib V40 0.32455394599794146
#> Attrib V41 0.6184946175892645
#> Attrib V42 -0.3974308358096325
#> Attrib V43 -0.27825906955102775
#> Attrib V44 0.33035555360536206
#> Attrib V45 0.3674054927139053
#> Attrib V46 0.07007041553705404
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#> Attrib V48 0.6468561242641869
#> Attrib V49 1.1244355984977532
#> Attrib V5 0.411138557625028
#> Attrib V50 -0.7455212476339347
#> Attrib V51 0.42266029093642177
#> Attrib V52 0.35002080331284635
#> Attrib V53 0.5689897116216989
#> Attrib V54 0.13624728467557232
#> Attrib V55 -0.735377575614296
#> Attrib V56 -0.03819078888584699
#> Attrib V57 -0.14019479557756226
#> Attrib V58 0.11287121992218763
#> Attrib V59 0.08888837441759878
#> Attrib V6 0.1817878247237287
#> Attrib V60 0.14914677296196244
#> Attrib V7 -0.18852282307646026
#> Attrib V8 -0.4283276364729666
#> Attrib V9 0.8238491272965622
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.18954999132136086
#> Attrib V1 -0.3022708310259635
#> Attrib V10 0.28265485839622406
#> Attrib V11 0.7170136621798212
#> Attrib V12 0.7695942929022799
#> Attrib V13 0.0682381405607243
#> Attrib V14 -0.45951630050521053
#> Attrib V15 -0.4647332965114905
#> Attrib V16 -0.3174744546659965
#> Attrib V17 -0.25450599050259
#> Attrib V18 0.12375626577128937
#> Attrib V19 0.1444736476439602
#> Attrib V2 0.01899793242556627
#> Attrib V20 -0.05037484260084991
#> Attrib V21 0.5107387200223602
#> Attrib V22 0.7471008157870116
#> Attrib V23 0.40164857028772677
#> Attrib V24 0.6210908742918999
#> Attrib V25 0.278706602333598
#> Attrib V26 0.1454765946943629
#> Attrib V27 0.2551290866944954
#> Attrib V28 0.14080816701217122
#> Attrib V29 -0.2847967486715281
#> Attrib V3 0.10177835185386641
#> Attrib V30 0.47799426008475454
#> Attrib V31 -0.35601664841656155
#> Attrib V32 -0.37297373144475515
#> Attrib V33 0.12140846085035305
#> Attrib V34 -0.002544639919364303
#> Attrib V35 0.1251128922898826
#> Attrib V36 -0.4437266965787437
#> Attrib V37 -0.09360168752478
#> Attrib V38 0.5304847764869088
#> Attrib V39 0.35972212249533986
#> Attrib V4 0.06738841455470397
#> Attrib V40 0.10834728184047519
#> Attrib V41 0.2987829530869089
#> Attrib V42 -0.21947303368129956
#> Attrib V43 -0.023376162870718982
#> Attrib V44 0.5147435297338956
#> Attrib V45 0.41988170466188607
#> Attrib V46 0.02732732007879927
#> Attrib V47 -0.11622007486995334
#> Attrib V48 0.39673633756873994
#> Attrib V49 0.9846221969695316
#> Attrib V5 0.1487236192347631
#> Attrib V50 -0.9181729833409531
#> Attrib V51 0.2000229978314589
#> Attrib V52 0.24806205360393066
#> Attrib V53 0.46551707742744824
#> Attrib V54 0.3067067663059602
#> Attrib V55 -0.6043059365400257
#> Attrib V56 0.2628426598574756
#> Attrib V57 -0.19154913550976366
#> Attrib V58 0.17717795515159282
#> Attrib V59 0.32005921135766935
#> Attrib V6 0.012497572716559319
#> Attrib V60 0.15220478929996997
#> Attrib V7 -0.12841534759071369
#> Attrib V8 -0.4110370497569875
#> Attrib V9 0.6709538111686622
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.36247443161971016
#> Attrib V1 0.30805513271798357
#> Attrib V10 -0.03669661476470719
#> Attrib V11 -0.48560297233072447
#> Attrib V12 -0.5160779074025564
#> Attrib V13 0.065383778698955
#> Attrib V14 0.3425539627706046
#> Attrib V15 0.21690988117009405
#> Attrib V16 0.16166561987370098
#> Attrib V17 0.14556088026284972
#> Attrib V18 0.09530394104236901
#> Attrib V19 0.0418725780492552
#> Attrib V2 0.0487611428248851
#> Attrib V20 0.1634756115199272
#> Attrib V21 -0.09416068525088214
#> Attrib V22 -0.26157865443168477
#> Attrib V23 -0.0999378621070073
#> Attrib V24 -0.31492193561222054
#> Attrib V25 0.2383383182777376
#> Attrib V26 0.3925012117119696
#> Attrib V27 0.08040282042605772
#> Attrib V28 -0.14855409233074043
#> Attrib V29 0.1071181482182392
#> Attrib V3 0.008335150678578629
#> Attrib V30 -0.3945709877597691
#> Attrib V31 0.27323291614561124
#> Attrib V32 0.16007823002498514
#> Attrib V33 -0.13603635830818764
#> Attrib V34 0.00919630054422835
#> Attrib V35 0.044022052033971755
#> Attrib V36 0.639538705416832
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#> Attrib V39 -0.1423798057879189
#> Attrib V4 0.04040005740418599
#> Attrib V40 0.049221888623661336
#> Attrib V41 -0.10138735663817529
#> Attrib V42 0.2268077141283837
#> Attrib V43 0.22650879342101476
#> Attrib V44 -0.18474845004949017
#> Attrib V45 -0.2790911782147263
#> Attrib V46 0.09527432765998203
#> Attrib V47 0.26360513708093447
#> Attrib V48 -0.2552588194553876
#> Attrib V49 -0.7134267215021087
#> Attrib V5 -0.055251759676159036
#> Attrib V50 0.9473179933853222
#> Attrib V51 -0.1378690864143076
#> Attrib V52 -0.24091915583606577
#> Attrib V53 -0.30343564189193767
#> Attrib V54 -0.1959226907100197
#> Attrib V55 0.3271226302050325
#> Attrib V56 -0.17453801432239188
#> Attrib V57 0.014217275246471622
#> Attrib V58 -0.3537998192663389
#> Attrib V59 -0.4173375223483176
#> Attrib V6 -0.04347925074748843
#> Attrib V60 -0.0451475802437437
#> Attrib V7 0.051918224407404956
#> Attrib V8 0.1291681898603754
#> Attrib V9 -0.5114701853775473
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold -0.010147019120201193
#> Attrib V1 -0.24309479009862942
#> Attrib V10 -0.24768297698644537
#> Attrib V11 0.18236720099695267
#> Attrib V12 0.15090128764704813
#> Attrib V13 -0.4331739385206652
#> Attrib V14 -0.37953311519412253
#> Attrib V15 -0.19835162881237628
#> Attrib V16 0.009637731770251992
#> Attrib V17 0.15320907783819876
#> Attrib V18 0.2212302109001948
#> Attrib V19 0.15157635620953525
#> Attrib V2 -0.029453546880483836
#> Attrib V20 0.2181968287221339
#> Attrib V21 0.4847976104384035
#> Attrib V22 0.4085241293909107
#> Attrib V23 -0.0034151897809117588
#> Attrib V24 0.08066733647717289
#> Attrib V25 -0.3469182415234978
#> Attrib V26 -0.554995513816939
#> Attrib V27 -0.186671400777892
#> Attrib V28 -0.1349511888632198
#> Attrib V29 -0.5063110210725426
#> Attrib V3 0.07801469696458954
#> Attrib V30 0.3908970366562288
#> Attrib V31 -0.3927283709844214
#> Attrib V32 -0.42749156743044947
#> Attrib V33 0.0916091064738797
#> Attrib V34 -0.008349515396669737
#> Attrib V35 0.12812539466809433
#> Attrib V36 -0.26879903559717916
#> Attrib V37 -0.1351697966859757
#> Attrib V38 0.6385012108157362
#> Attrib V39 0.29912353157722427
#> Attrib V4 0.08509048381778536
#> Attrib V40 -0.14553762402581105
#> Attrib V41 -0.23397287264394578
#> Attrib V42 -0.05499742210846661
#> Attrib V43 0.08735350815892495
#> Attrib V44 0.7444646129155499
#> Attrib V45 0.6318921091623662
#> Attrib V46 0.0456247245770353
#> Attrib V47 -0.14044050825031146
#> Attrib V48 0.30671051199020394
#> Attrib V49 0.6162114729637155
#> Attrib V5 -0.02475172683932024
#> Attrib V50 -0.7488442316946958
#> Attrib V51 0.002805222531194806
#> Attrib V52 -0.055009102047466736
#> Attrib V53 0.1577775419894589
#> Attrib V54 0.4881535638080154
#> Attrib V55 -0.28964553963099615
#> Attrib V56 0.3227809216045858
#> Attrib V57 0.05594970573801959
#> Attrib V58 0.18935807645265337
#> Attrib V59 0.342936179249949
#> Attrib V6 -0.17099270109159917
#> Attrib V60 0.06930907286279349
#> Attrib V7 -0.0961473823558894
#> Attrib V8 -0.23715599136183987
#> Attrib V9 0.30364186399233994
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.171921271436957
#> Attrib V1 -0.004257070727343803
#> Attrib V10 -0.6477851333260047
#> Attrib V11 0.10787052397230669
#> Attrib V12 0.009143052205672198
#> Attrib V13 -0.5555805773827346
#> Attrib V14 -0.10086429505049219
#> Attrib V15 0.12194303370448614
#> Attrib V16 0.26987131327933617
#> Attrib V17 0.23505730567788624
#> Attrib V18 0.20650562100448697
#> Attrib V19 0.11350227681090913
#> Attrib V2 0.21824157906924205
#> Attrib V20 0.32033431073287477
#> Attrib V21 0.8943768141849432
#> Attrib V22 0.6234440517902343
#> Attrib V23 -0.11073016631181676
#> Attrib V24 -0.12487928307984725
#> Attrib V25 -1.0230551846373577
#> Attrib V26 -1.1247723285672053
#> Attrib V27 -0.38897879598814994
#> Attrib V28 -0.321615437129044
#> Attrib V29 -0.5265484436838366
#> Attrib V3 0.27858148464674065
#> Attrib V30 0.5479651032696254
#> Attrib V31 -0.5561468596956631
#> Attrib V32 -0.5908214418631452
#> Attrib V33 0.12697483131442375
#> Attrib V34 -0.2790238395763454
#> Attrib V35 -0.3102229166216485
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#> Attrib V37 -0.5378199491519996
#> Attrib V38 0.592185437022218
#> Attrib V39 0.34631708499416214
#> Attrib V4 0.27435445859150903
#> Attrib V40 -0.14262640848018338
#> Attrib V41 -0.18859809569157787
#> Attrib V42 0.22574272066869286
#> Attrib V43 0.3399378752945521
#> Attrib V44 0.8302732446266937
#> Attrib V45 0.6066255141763177
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#> Attrib V48 0.20109354504028218
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#> Attrib V5 -0.07293307017924135
#> Attrib V50 -0.9976499014756645
#> Attrib V51 -0.2611182214960621
#> Attrib V52 -0.06241851326852804
#> Attrib V53 0.47197226779870044
#> Attrib V54 0.7375161198694117
#> Attrib V55 -0.38667372466877126
#> Attrib V56 0.5666381530608541
#> Attrib V57 0.3164321857635932
#> Attrib V58 0.38549339009069766
#> Attrib V59 0.9976222033447549
#> Attrib V6 -0.2679036788479877
#> Attrib V60 0.30009033036507593
#> Attrib V7 0.04588887003327219
#> Attrib V8 -0.22305541370575926
#> Attrib V9 0.17819455915612534
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.13015139907886933
#> Attrib V1 -0.006888181707660237
#> Attrib V10 -0.06389829615216201
#> Attrib V11 0.09703963467035796
#> Attrib V12 0.09881178074485339
#> Attrib V13 0.010555825887381614
#> Attrib V14 -0.029359461255821503
#> Attrib V15 -0.033342092966109516
#> Attrib V16 -0.03481501082833802
#> Attrib V17 0.029226553491058134
#> Attrib V18 0.07867399785362036
#> Attrib V19 0.04346133252622526
#> Attrib V2 0.06294643636940774
#> Attrib V20 0.0668042337356611
#> Attrib V21 0.17742311606416855
#> Attrib V22 0.11383679238460236
#> Attrib V23 0.04699632516960849
#> Attrib V24 0.08489394533050569
#> Attrib V25 -0.06280348449747579
#> Attrib V26 -0.21005384227130108
#> Attrib V27 -0.03980051777898446
#> Attrib V28 -0.11037482795882161
#> Attrib V29 -0.1495423188457476
#> Attrib V3 0.18756560266499378
#> Attrib V30 0.1328938652099209
#> Attrib V31 -0.11674903655730033
#> Attrib V32 -0.07117940356840469
#> Attrib V33 0.05260660662608819
#> Attrib V34 0.00471015627980482
#> Attrib V35 -0.035388137796115424
#> Attrib V36 -0.19623613482234326
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#> Attrib V38 0.12996277163437553
#> Attrib V39 0.11692965930357589
#> Attrib V4 0.13592136625533716
#> Attrib V40 0.008595129993568203
#> Attrib V41 0.02941221774870589
#> Attrib V42 0.015166076006464064
#> Attrib V43 -0.01460806947011799
#> Attrib V44 0.14695665419339698
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#> Attrib V48 0.08521430252322783
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#> Attrib V5 0.09637711896925502
#> Attrib V50 -0.25847196601587685
#> Attrib V51 0.010169914949661825
#> Attrib V52 0.03676017421004892
#> Attrib V53 0.16431413685173188
#> Attrib V54 0.14679814509520284
#> Attrib V55 -0.06401451637827436
#> Attrib V56 0.15577272035018075
#> Attrib V57 0.1008694135784307
#> Attrib V58 0.12188669995300241
#> Attrib V59 0.2528290453792555
#> Attrib V6 0.026197366441339326
#> Attrib V60 0.14119099191326465
#> Attrib V7 0.04290898025400141
#> Attrib V8 -0.07584897350390386
#> Attrib V9 0.14982865879973864
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.07398943610452612
#> Attrib V1 -0.2077844041359386
#> Attrib V10 -0.38492255327475156
#> Attrib V11 0.33982675411252294
#> Attrib V12 0.22198392424051858
#> Attrib V13 -0.6571962844570045
#> Attrib V14 -0.5264445936294326
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#> Attrib V16 0.03966933484622265
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#> Attrib V18 0.2304219271480014
#> Attrib V19 0.096160797465515
#> Attrib V2 0.035697475761235574
#> Attrib V20 0.22333290138031275
#> Attrib V21 0.781309239303235
#> Attrib V22 0.6510311621906364
#> Attrib V23 0.016184652855486786
#> Attrib V24 0.09366010398568718
#> Attrib V25 -0.6311054331555614
#> Attrib V26 -0.7740358609654349
#> Attrib V27 -0.33627347446544864
#> Attrib V28 -0.4082557274274706
#> Attrib V29 -0.9600363124268588
#> Attrib V3 0.1770602439467957
#> Attrib V30 0.5474037091554231
#> Attrib V31 -0.5058606500141979
#> Attrib V32 -0.6013144468114691
#> Attrib V33 0.15943161033176864
#> Attrib V34 -0.18930364727112586
#> Attrib V35 -0.06282118243289976
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#> Attrib V37 -0.4367276356441007
#> Attrib V38 0.6481184005877997
#> Attrib V39 0.3639399559352608
#> Attrib V4 0.18368486053514677
#> Attrib V40 -0.27291219661181
#> Attrib V41 -0.35358392653808873
#> Attrib V42 -0.005710198127263542
#> Attrib V43 0.17292081884847474
#> Attrib V44 1.036983400164583
#> Attrib V45 0.6938993727634091
#> Attrib V46 0.022376178519864266
#> Attrib V47 -0.34151665175347096
#> Attrib V48 0.4544316210712527
#> Attrib V49 1.005225539821662
#> Attrib V5 -0.1511556179297923
#> Attrib V50 -1.1481552359284373
#> Attrib V51 -0.18124271862150534
#> Attrib V52 -0.07197116374908163
#> Attrib V53 0.3058587588658571
#> Attrib V54 0.8100089131326474
#> Attrib V55 -0.4405386187459483
#> Attrib V56 0.5583450285391749
#> Attrib V57 0.11629268171487867
#> Attrib V58 0.3363553736962659
#> Attrib V59 0.723726341134921
#> Attrib V6 -0.3076736259693935
#> Attrib V60 0.25752315781041524
#> Attrib V7 0.0053688752845134175
#> Attrib V8 -0.31042780299574
#> Attrib V9 0.40363513134001966
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.6623452267212757
#> Attrib V1 0.45068203869835377
#> Attrib V10 -0.9497563692721747
#> Attrib V11 -1.5044571259287343
#> Attrib V12 -1.6214563980822103
#> Attrib V13 -0.3561960241529679
#> Attrib V14 0.31394537012869894
#> Attrib V15 0.6776958269217784
#> Attrib V16 0.7176094550293141
#> Attrib V17 1.0309246412650686
#> Attrib V18 0.20124884136281843
#> Attrib V19 0.1324398233814186
#> Attrib V2 -0.08836758702607539
#> Attrib V20 0.8585787474744793
#> Attrib V21 -0.007085379938614242
#> Attrib V22 -0.3084448476167587
#> Attrib V23 0.19931070283264163
#> Attrib V24 -0.4906620027195575
#> Attrib V25 -0.18371752844487652
#> Attrib V26 -0.172569457955139
#> Attrib V27 -0.3564956375055377
#> Attrib V28 -0.03324945810702905
#> Attrib V29 0.5083529720603026
#> Attrib V3 0.10973382098252055
#> Attrib V30 -0.4962331610022878
#> Attrib V31 0.16017171539913877
#> Attrib V32 -0.09850674592589738
#> Attrib V33 -0.6059011206791931
#> Attrib V34 -0.126037477771065
#> Attrib V35 0.08494370978456191
#> Attrib V36 1.5076557640324642
#> Attrib V37 1.3072176385180083
#> Attrib V38 0.48348654897667875
#> Attrib V39 0.20538134235085698
#> Attrib V4 -0.13787173194887034
#> Attrib V40 -0.2792548329367565
#> Attrib V41 -0.9429550241590428
#> Attrib V42 0.2963791319923782
#> Attrib V43 0.35660154086571444
#> Attrib V44 0.011164131415738519
#> Attrib V45 -0.058816070038143944
#> Attrib V46 0.4240937545090232
#> Attrib V47 0.40077454733690526
#> Attrib V48 -0.7124026243908567
#> Attrib V49 -1.5118378021385341
#> Attrib V5 -0.4155803530253866
#> Attrib V50 1.2226989642447088
#> Attrib V51 -0.42994672473779383
#> Attrib V52 -0.4502766554612437
#> Attrib V53 -0.8001895062928671
#> Attrib V54 -0.31224013386746663
#> Attrib V55 0.6918031459894
#> Attrib V56 0.05556220569445046
#> Attrib V57 0.06914077163689687
#> Attrib V58 -0.5291387430030059
#> Attrib V59 -0.2611346495455325
#> Attrib V6 -0.2989185893391824
#> Attrib V60 -0.2696980432949048
#> Attrib V7 0.09103565849116176
#> Attrib V8 0.13094350405947638
#> Attrib V9 -1.3512952530602504
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.1853507409123131
#> Attrib V1 0.08702941281989662
#> Attrib V10 0.06804680533680267
#> Attrib V11 -0.06067786394869744
#> Attrib V12 -0.0793954439838818
#> Attrib V13 0.05140981691018836
#> Attrib V14 0.02025716766083174
#> Attrib V15 0.047016625217791076
#> Attrib V16 0.10698492298616545
#> Attrib V17 0.09976159293520531
#> Attrib V18 0.08386246808955251
#> Attrib V19 0.004098243036494114
#> Attrib V2 0.03685229532666269
#> Attrib V20 -0.05364076519978907
#> Attrib V21 -0.05986891812144585
#> Attrib V22 -0.025340050922963743
#> Attrib V23 -0.019612794586077474
#> Attrib V24 -0.029953882335009386
#> Attrib V25 0.027167037396453115
#> Attrib V26 -0.04000289551350412
#> Attrib V27 -0.09816534813303793
#> Attrib V28 -0.07375623553152601
#> Attrib V29 -0.04880121608853738
#> Attrib V3 0.08416437291670818
#> Attrib V30 -0.13278641742313482
#> Attrib V31 0.03774708548886627
#> Attrib V32 0.13776011922166542
#> Attrib V33 0.07821472202276222
#> Attrib V34 0.1368585709214751
#> Attrib V35 0.10903710023447236
#> Attrib V36 0.20641097036031877
#> Attrib V37 0.22518293200204367
#> Attrib V38 0.04000405421906569
#> Attrib V39 0.031465312878508754
#> Attrib V4 0.08686497101257805
#> Attrib V40 0.0976477306522758
#> Attrib V41 0.1550387037377838
#> Attrib V42 0.18786732418597307
#> Attrib V43 0.10298227024792571
#> Attrib V44 -0.027564415084619303
#> Attrib V45 -0.006687229496543348
#> Attrib V46 0.104338279295217
#> Attrib V47 0.12014856161079482
#> Attrib V48 -0.0020857113100937867
#> Attrib V49 -0.08870567176255827
#> Attrib V5 0.07941166902994194
#> Attrib V50 0.25784466975499964
#> Attrib V51 0.1044194448409444
#> Attrib V52 0.05598701580236145
#> Attrib V53 0.019831755597389367
#> Attrib V54 -0.04550361243560605
#> Attrib V55 0.07034367123698235
#> Attrib V56 0.033820219247798676
#> Attrib V57 0.10085523450479511
#> Attrib V58 0.03012831198853171
#> Attrib V59 -0.06711165580561365
#> Attrib V6 0.0762274941955544
#> Attrib V60 0.06620528346516431
#> Attrib V7 0.02591849139333333
#> Attrib V8 0.01990553019320716
#> Attrib V9 0.01202258836279591
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold 0.023424051087896306
#> Attrib V1 -0.06790431741134244
#> Attrib V10 -0.09464682709794181
#> Attrib V11 0.1735417476035435
#> Attrib V12 0.10334586315794611
#> Attrib V13 -0.2525729108147716
#> Attrib V14 -0.19544717063564884
#> Attrib V15 -0.017899927017778806
#> Attrib V16 0.02235205785271889
#> Attrib V17 0.0611029192241031
#> Attrib V18 0.13511736276468062
#> Attrib V19 0.12740041963532686
#> Attrib V2 0.11624291953979923
#> Attrib V20 0.07705797368623903
#> Attrib V21 0.3262448192408704
#> Attrib V22 0.3275576688041383
#> Attrib V23 -0.04340776825469945
#> Attrib V24 0.08100661325974644
#> Attrib V25 -0.3308651432576795
#> Attrib V26 -0.43277564838429206
#> Attrib V27 -0.16276760751379285
#> Attrib V28 -0.17403576503325158
#> Attrib V29 -0.39144468464404375
#> Attrib V3 0.12858276950997696
#> Attrib V30 0.29070827186425763
#> Attrib V31 -0.14184822314449091
#> Attrib V32 -0.22173259927079964
#> Attrib V33 0.161518379060926
#> Attrib V34 -0.07927609165686555
#> Attrib V35 0.004115548857841401
#> Attrib V36 -0.37598858716083283
#> Attrib V37 -0.24901712672139478
#> Attrib V38 0.33685685030200674
#> Attrib V39 0.19126958172064792
#> Attrib V4 0.12240603907559333
#> Attrib V40 -0.10036603454556928
#> Attrib V41 -0.0374039172458786
#> Attrib V42 -0.03953227605737068
#> Attrib V43 0.08314034313231439
#> Attrib V44 0.40585886107189134
#> Attrib V45 0.3253709985855896
#> Attrib V46 -0.07058255292224828
#> Attrib V47 -0.22295380461985928
#> Attrib V48 0.20655827227322363
#> Attrib V49 0.3932123536150239
#> Attrib V5 0.017423062669146422
#> Attrib V50 -0.54210137391082
#> Attrib V51 -0.024895654659552995
#> Attrib V52 6.0763244410142374E-5
#> Attrib V53 0.17114173738354588
#> Attrib V54 0.27749076858229704
#> Attrib V55 -0.14525508383901564
#> Attrib V56 0.2473938829776265
#> Attrib V57 0.12367605802615235
#> Attrib V58 0.14949573021066456
#> Attrib V59 0.3029098869732447
#> Attrib V6 -0.059026739546817295
#> Attrib V60 0.09652156110514018
#> Attrib V7 -0.0696335481020586
#> Attrib V8 -0.11620977144019681
#> Attrib V9 0.2579606177934614
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.20982018224913584
#> Attrib V1 0.06136257335278637
#> Attrib V10 0.05541909719372126
#> Attrib V11 0.023584169794516784
#> Attrib V12 -0.019110691959138212
#> Attrib V13 -0.007347792858446055
#> Attrib V14 0.014615460888120222
#> Attrib V15 0.005260768434978083
#> Attrib V16 0.026011731803880663
#> Attrib V17 -0.011189180982309768
#> Attrib V18 0.06646697838451039
#> Attrib V19 -0.035144712718027694
#> Attrib V2 0.09976277481581612
#> Attrib V20 0.005362984949854671
#> Attrib V21 0.03010086671337581
#> Attrib V22 -0.0017021320300072778
#> Attrib V23 8.695227224793819E-4
#> Attrib V24 -0.03628593252295851
#> Attrib V25 -0.01271993210871035
#> Attrib V26 -0.03011927265395869
#> Attrib V27 -0.033449015142310454
#> Attrib V28 -0.0634945108119668
#> Attrib V29 -0.07524347339238409
#> Attrib V3 0.16361564326386008
#> Attrib V30 -0.050532641842789425
#> Attrib V31 -0.004832909354571164
#> Attrib V32 0.017533836183162642
#> Attrib V33 0.05078437562860867
#> Attrib V34 0.07740129527529796
#> Attrib V35 0.04698419256702332
#> Attrib V36 0.12827353118486515
#> Attrib V37 0.06606344307791856
#> Attrib V38 0.05019683126475239
#> Attrib V39 0.07487172688182155
#> Attrib V4 0.08429158694032542
#> Attrib V40 0.03581515831274232
#> Attrib V41 0.02766454851180179
#> Attrib V42 0.04944905800391443
#> Attrib V43 0.04577124210940412
#> Attrib V44 0.07980677267163601
#> Attrib V45 0.0013120098360873671
#> Attrib V46 0.047836583640409124
#> Attrib V47 0.11070104393161966
#> Attrib V48 0.06313816128393773
#> Attrib V49 0.06830327431332621
#> Attrib V5 0.09999310832290437
#> Attrib V50 0.014653831042061494
#> Attrib V51 0.12116789165161086
#> Attrib V52 0.05594816759089022
#> Attrib V53 0.06225060393967191
#> Attrib V54 0.006731261315231594
#> Attrib V55 0.07026101628230283
#> Attrib V56 0.11507466996833987
#> Attrib V57 0.050585841395012605
#> Attrib V58 0.06154195408966251
#> Attrib V59 0.07733225249663632
#> Attrib V6 0.03125419116107371
#> Attrib V60 0.10536354795834665
#> Attrib V7 0.060752192706216734
#> Attrib V8 0.06656115047599019
#> Attrib V9 0.07132097442038773
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.11746767920012782
#> Attrib V1 -0.11484789755893493
#> Attrib V10 -0.4473458440080341
#> Attrib V11 0.21471405897953313
#> Attrib V12 0.25776322240557886
#> Attrib V13 -0.5104840779882488
#> Attrib V14 -0.2658248954175646
#> Attrib V15 7.479636860701902E-4
#> Attrib V16 0.1091381323737993
#> Attrib V17 0.1804428786007102
#> Attrib V18 0.21831510737611187
#> Attrib V19 0.10151805758372581
#> Attrib V2 0.11518745716258587
#> Attrib V20 0.21775720513342997
#> Attrib V21 0.7914494836336867
#> Attrib V22 0.6603594104535414
#> Attrib V23 -0.018533933548736076
#> Attrib V24 0.11619077241989094
#> Attrib V25 -0.6613356725943005
#> Attrib V26 -0.8752474290817114
#> Attrib V27 -0.3675449050737085
#> Attrib V28 -0.38834986631622676
#> Attrib V29 -0.7983560458368755
#> Attrib V3 0.23264628787092723
#> Attrib V30 0.4881989289570579
#> Attrib V31 -0.4792344242888425
#> Attrib V32 -0.5065839134919644
#> Attrib V33 0.20084151299195238
#> Attrib V34 -0.24559090623703622
#> Attrib V35 -0.2161760831539375
#> Attrib V36 -0.8104026183382781
#> Attrib V37 -0.6197504712764068
#> Attrib V38 0.4813170014493216
#> Attrib V39 0.2610601024039724
#> Attrib V4 0.25961665203492956
#> Attrib V40 -0.1948878045889348
#> Attrib V41 -0.20065647896968952
#> Attrib V42 0.201102499773957
#> Attrib V43 0.23656947655790286
#> Attrib V44 0.7967680829606669
#> Attrib V45 0.6125332129245429
#> Attrib V46 -0.06952276485926918
#> Attrib V47 -0.4462047057991558
#> Attrib V48 0.2809252901011801
#> Attrib V49 0.8817606031336193
#> Attrib V5 -0.06456233499042056
#> Attrib V50 -1.055567932525494
#> Attrib V51 -0.19680338725549631
#> Attrib V52 0.0017324734929674874
#> Attrib V53 0.45926375323876334
#> Attrib V54 0.8076051285967057
#> Attrib V55 -0.3812310494953868
#> Attrib V56 0.4793171610132591
#> Attrib V57 0.15499284889611536
#> Attrib V58 0.40564061169601456
#> Attrib V59 0.8272335260118563
#> Attrib V6 -0.23408979917326972
#> Attrib V60 0.3298575407924365
#> Attrib V7 0.07957282446792048
#> Attrib V8 -0.23331293031743267
#> Attrib V9 0.3194369933334837
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.5782574876969354
#> Attrib V1 -0.25083760537601185
#> Attrib V10 0.7655503008992962
#> Attrib V11 1.1440623237202396
#> Attrib V12 1.3312286664994668
#> Attrib V13 0.46522817293657
#> Attrib V14 -0.21881833945528803
#> Attrib V15 -0.5804578025158906
#> Attrib V16 -0.7951255965784669
#> Attrib V17 -0.8333624081311845
#> Attrib V18 0.02937202009046151
#> Attrib V19 0.10489100884117038
#> Attrib V2 0.19628011878260723
#> Attrib V20 -0.4272096314554244
#> Attrib V21 0.39522932341813716
#> Attrib V22 0.9724566013748984
#> Attrib V23 0.5601371887035422
#> Attrib V24 0.6298858614165277
#> Attrib V25 0.35336946288253007
#> Attrib V26 0.558042931789267
#> Attrib V27 0.777041949645095
#> Attrib V28 0.854855517940233
#> Attrib V29 0.6700288765607672
#> Attrib V3 -0.017365876664403243
#> Attrib V30 0.8595925546303272
#> Attrib V31 -0.43805224959097555
#> Attrib V32 -0.8202807193739202
#> Attrib V33 -0.23333242530676676
#> Attrib V34 -0.22620470075873575
#> Attrib V35 0.1511075196765769
#> Attrib V36 -0.5809883510554864
#> Attrib V37 0.01859986895016135
#> Attrib V38 0.17475160367247558
#> Attrib V39 0.30948629961293445
#> Attrib V4 0.07371537855353778
#> Attrib V40 0.587010025762044
#> Attrib V41 1.0312114049274124
#> Attrib V42 -0.3209529744704861
#> Attrib V43 -0.17942525989823396
#> Attrib V44 0.42660000219409755
#> Attrib V45 0.3327766157540576
#> Attrib V46 -0.09714335464391778
#> Attrib V47 0.007440709067945109
#> Attrib V48 0.6843368566248422
#> Attrib V49 1.336267338878755
#> Attrib V5 0.6884678910040911
#> Attrib V50 -0.8456883463090473
#> Attrib V51 0.7300394453011594
#> Attrib V52 0.6087341453143349
#> Attrib V53 0.9147828953088214
#> Attrib V54 0.12541597240178082
#> Attrib V55 -1.083773810183883
#> Attrib V56 -0.08097666341501669
#> Attrib V57 -0.3247144657494588
#> Attrib V58 0.126505910612944
#> Attrib V59 0.16853351317679224
#> Attrib V6 0.4351228052804955
#> Attrib V60 0.31641431061434566
#> Attrib V7 -0.17770015107485743
#> Attrib V8 -0.6233516005826216
#> Attrib V9 0.9509455554472819
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.3130811746541076
#> Attrib V1 0.2923905730804449
#> Attrib V10 -0.1723109877378832
#> Attrib V11 -0.6405426812518179
#> Attrib V12 -0.7111835590158271
#> Attrib V13 -0.00799952514733955
#> Attrib V14 0.2615119506174771
#> Attrib V15 0.2643158220473644
#> Attrib V16 0.16902853595633535
#> Attrib V17 0.31124109489321333
#> Attrib V18 0.07773588237333723
#> Attrib V19 0.0059910694601710435
#> Attrib V2 -0.04622085213544199
#> Attrib V20 0.27796122313635546
#> Attrib V21 -0.06590528966063194
#> Attrib V22 -0.25356446674899474
#> Attrib V23 0.06662227830421834
#> Attrib V24 -0.18814392188275395
#> Attrib V25 0.40667293457765685
#> Attrib V26 0.5882330984020943
#> Attrib V27 0.14856575554343054
#> Attrib V28 -0.09211992201934685
#> Attrib V29 0.2608236414627766
#> Attrib V3 0.005596201589622904
#> Attrib V30 -0.4959985480350973
#> Attrib V31 0.19736387149334142
#> Attrib V32 -0.055633464370334236
#> Attrib V33 -0.5006228673893333
#> Attrib V34 -0.1317685271525653
#> Attrib V35 0.08943482335620681
#> Attrib V36 0.9622563880220367
#> Attrib V37 0.7906324957186441
#> Attrib V38 -0.05059845792018508
#> Attrib V39 -0.09886007566246481
#> Attrib V4 0.05638799880124924
#> Attrib V40 0.0070859025799447535
#> Attrib V41 -0.24510901479213526
#> Attrib V42 0.11634452559906616
#> Attrib V43 0.2684256478878326
#> Attrib V44 -0.1136461078413303
#> Attrib V45 -0.266781187325619
#> Attrib V46 0.215354837759216
#> Attrib V47 0.37718009125514346
#> Attrib V48 -0.29586728923373357
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#> Attrib V5 -0.07269347419486769
#> Attrib V50 1.1107084911037308
#> Attrib V51 -0.10871533509355329
#> Attrib V52 -0.17044581353740076
#> Attrib V53 -0.32581394130541086
#> Attrib V54 -0.26762407452917936
#> Attrib V55 0.4068774186134343
#> Attrib V56 -0.19811062747311114
#> Attrib V57 0.1151595872874863
#> Attrib V58 -0.36386268435836655
#> Attrib V59 -0.34000099214456964
#> Attrib V6 -0.1180341898263662
#> Attrib V60 0.006051659039685004
#> Attrib V7 0.0770097455108714
#> Attrib V8 0.14514301517760714
#> Attrib V9 -0.6372771923858116
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.04571480661666807
#> Attrib V1 0.1211333305465371
#> Attrib V10 -0.48657184189045605
#> Attrib V11 0.0013235870722736992
#> Attrib V12 0.007808017483201126
#> Attrib V13 -0.42356642678733314
#> Attrib V14 -0.04635252539064893
#> Attrib V15 0.129513390408974
#> Attrib V16 0.2840713530313247
#> Attrib V17 0.2548116132229172
#> Attrib V18 0.20094154219137197
#> Attrib V19 0.03833910285444748
#> Attrib V2 0.20300077764511715
#> Attrib V20 0.2976794933130512
#> Attrib V21 0.704785615571152
#> Attrib V22 0.3905425853622804
#> Attrib V23 -0.17478388942489034
#> Attrib V24 -0.05342467503996
#> Attrib V25 -0.8540652270031044
#> Attrib V26 -0.995610855037897
#> Attrib V27 -0.48039363535227075
#> Attrib V28 -0.4700686212368557
#> Attrib V29 -0.5704778306182665
#> Attrib V3 0.2824838342995962
#> Attrib V30 0.3581908435942059
#> Attrib V31 -0.31865258344589686
#> Attrib V32 -0.35236346394002466
#> Attrib V33 0.13159352144230954
#> Attrib V34 -0.22628019687244194
#> Attrib V35 -0.28806903469348005
#> Attrib V36 -0.7274004594010935
#> Attrib V37 -0.5132880038030291
#> Attrib V38 0.3328764666687805
#> Attrib V39 0.20170643861375925
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#> Attrib V7 0.07310420241942829
#> Attrib V8 -0.22597662629792015
#> Attrib V9 0.16091297184061873
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.07236363074341504
#> Attrib V1 -0.05165006803413234
#> Attrib V10 -0.46320681181136064
#> Attrib V11 0.1936978186116823
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#> Attrib V19 0.10805019634660874
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#> Attrib V21 0.761931681730328
#> Attrib V22 0.5801690388635726
#> Attrib V23 -0.0018559617777394058
#> Attrib V24 0.041628102754998786
#> Attrib V25 -0.7033011050700392
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#> Attrib V28 -0.4467145260420901
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#> Attrib V3 0.31008480534640503
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#> Attrib V53 0.4050306072870573
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#> Attrib V6 -0.21568497398388514
#> Attrib V60 0.2571063163992295
#> Attrib V7 0.058267581076834454
#> Attrib V8 -0.22466746042457336
#> Attrib V9 0.3032716361109102
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.5015964678656939
#> Attrib V1 0.671989631660879
#> Attrib V10 -1.2188841519033766
#> Attrib V11 -1.562208630133785
#> Attrib V12 -1.7649333376233656
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#> Attrib V18 -0.01310601859982704
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#> Attrib V20 0.7558429358051056
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#> Attrib V22 -0.8433968949831459
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#> Attrib V24 -1.0714989532370498
#> Attrib V25 -1.1783047452398192
#> Attrib V26 -1.0008469502125241
#> Attrib V27 -0.7974059085724032
#> Attrib V28 -0.7036556673296475
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#> Attrib V3 0.13135358162086752
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#> Attrib V31 0.4386549401159891
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#> Attrib V41 -1.2014017918361541
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#> Attrib V43 0.6368601395023133
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#> Attrib V50 0.9628124093892907
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#> Attrib V53 -1.058949005007226
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#> Attrib V55 1.0293342906673557
#> Attrib V56 0.1707048510292013
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#> Attrib V7 0.11383927604185644
#> Attrib V8 0.5028309917361184
#> Attrib V9 -1.372126874207397
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.838822360284998
#> Attrib V1 -0.41528479148047837
#> Attrib V10 1.3396349078399585
#> Attrib V11 1.7316466236660861
#> Attrib V12 2.028591417259185
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#> Attrib V18 0.03737214266272372
#> Attrib V19 0.3217946571470232
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#> Attrib V21 0.14877721666578378
#> Attrib V22 1.0391086924425363
#> Attrib V23 0.8141463637072813
#> Attrib V24 1.0109477053661946
#> Attrib V25 0.9892217568406309
#> Attrib V26 1.218492951749732
#> Attrib V27 1.1110748299870523
#> Attrib V28 1.356762242242215
#> Attrib V29 1.0258111553632254
#> Attrib V3 -0.023555284913687545
#> Attrib V30 0.792695979329891
#> Attrib V31 -0.4989880784297331
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#> Attrib V40 1.2232265312265176
#> Attrib V41 1.774955162513883
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#> Attrib V51 1.1700245949236354
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#> Attrib V53 1.4368763108868003
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#> Attrib V58 0.20039696447005337
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#> Attrib V6 0.8594633393224183
#> Attrib V60 0.3705177210010928
#> Attrib V7 -0.338702541312038
#> Attrib V8 -0.6789143038299368
#> Attrib V9 1.3546176517010906
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.20647683806559583
#> Attrib V1 0.08329739590537553
#> Attrib V10 0.04008231510193651
#> Attrib V11 -0.01655386740508389
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#> Attrib V19 0.05609223825463368
#> Attrib V2 0.10736421513418964
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#> Attrib V21 0.0066171329294368725
#> Attrib V22 -0.007455700849860556
#> Attrib V23 -2.0593674471323792E-4
#> Attrib V24 -0.038679913881022744
#> Attrib V25 -0.01431067889411159
#> Attrib V26 -0.06412628887572239
#> Attrib V27 -0.02806140266456553
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#> Attrib V29 -0.03449087936747217
#> Attrib V3 0.07578691721514721
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#> Attrib V31 -0.0049398324801853116
#> Attrib V32 0.01865561480344352
#> Attrib V33 0.0815060138305041
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#> Attrib V40 0.05896223397404618
#> Attrib V41 0.06602202926300854
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#> Attrib V50 0.10883665183818753
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#> Attrib V6 0.09558565683800672
#> Attrib V60 0.11917743368095862
#> Attrib V7 0.0038564389549961206
#> Attrib V8 0.05783014115148036
#> Attrib V9 0.030724290526821935
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.4741107379763049
#> Attrib V1 -0.4116847464748492
#> Attrib V10 0.9079742793589319
#> Attrib V11 1.2286254763784143
#> Attrib V12 1.3581703138381724
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#> Attrib V2 0.11681517918992107
#> Attrib V20 -0.6151194759563393
#> Attrib V21 0.1690617969548737
#> Attrib V22 0.8506654510304137
#> Attrib V23 0.45329288548302016
#> Attrib V24 0.8051918633317438
#> Attrib V25 0.8028601412321513
#> Attrib V26 0.8462925248043952
#> Attrib V27 0.659329851027805
#> Attrib V28 0.6228041021780091
#> Attrib V29 0.16330018395763773
#> Attrib V3 -0.07594805055786333
#> Attrib V30 0.5366218637295003
#> Attrib V31 -0.38964422525798564
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#> Attrib V52 0.5662351162565831
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#> Attrib V58 0.13075425048800163
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#> Attrib V6 0.43927513330096407
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#> Attrib V7 -0.19046219478306745
#> Attrib V8 -0.492305076745071
#> Attrib V9 1.1438972779709164
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.5339781115081759
#> Attrib V1 0.44289027089687705
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#> Attrib V11 -1.2998213525593583
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#> Attrib V25 0.006720433328365444
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#> Attrib V29 0.4282377176475396
#> Attrib V3 0.10165772362621063
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#> Attrib V35 0.06926947092930355
#> Attrib V36 1.3420165107865856
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#> Attrib V55 0.5097420681761995
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#> Attrib V60 -0.18749465893721637
#> Attrib V7 0.167541344648222
#> Attrib V8 0.13873809448816632
#> Attrib V9 -1.1150032757980652
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold -0.0669754222806149
#> Attrib V1 -0.05178968805858748
#> Attrib V10 -0.06885120901905806
#> Attrib V11 0.17895431420238386
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#> Attrib V2 0.06032621930854664
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#> Attrib V28 -0.12466323341011379
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#> Attrib V3 0.1655991351933082
#> Attrib V30 0.08986174514326614
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#> Attrib V33 0.06860569847597975
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#> Attrib V41 0.022334865938932504
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#> Attrib V52 0.0981875338411734
#> Attrib V53 0.14785875521366562
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#> Attrib V55 -0.014412547751346939
#> Attrib V56 0.19204336379305537
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#> Attrib V58 0.12324383611344503
#> Attrib V59 0.19976643274207642
#> Attrib V6 0.005944955538825955
#> Attrib V60 0.12199482149054547
#> Attrib V7 -0.02424789533567773
#> Attrib V8 -0.045807916278693864
#> Attrib V9 0.17887909892651813
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.17059237876876607
#> Attrib V1 0.13259148204895457
#> Attrib V10 0.11001758162656629
#> Attrib V11 -0.05465651559973642
#> Attrib V12 -0.053037551045875646
#> Attrib V13 0.08480763195125293
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#> Attrib V7 -0.011858372105981056
#> Attrib V8 0.047782506818594216
#> Attrib V9 -0.05610990608940073
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.019220364707600635
#> Attrib V1 -0.033735663279019876
#> Attrib V10 -0.35319491616975707
#> Attrib V11 0.15171529853036916
#> Attrib V12 0.048023422893119345
#> Attrib V13 -0.378071554184259
#> Attrib V14 -0.21600849463612562
#> Attrib V15 -0.0016270285101686452
#> Attrib V16 0.1329447079592783
#> Attrib V17 0.23111918817176852
#> Attrib V18 0.2221796970724369
#> Attrib V19 0.09839666098026786
#> Attrib V2 0.15045699342201133
#> Attrib V20 0.2622578491095428
#> Attrib V21 0.5761271616028788
#> Attrib V22 0.4612198262074476
#> Attrib V23 0.001061481071421014
#> Attrib V24 0.10883568232426515
#> Attrib V25 -0.6001998512523309
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#> Attrib V28 -0.46463899128187297
#> Attrib V29 -0.7598521983680159
#> Attrib V3 0.23017762179560214
#> Attrib V30 0.3234385952765677
#> Attrib V31 -0.3010216262759528
#> Attrib V32 -0.3365670443002227
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#> Attrib V6 -0.14149825957722018
#> Attrib V60 0.23306490131034016
#> Attrib V7 0.07235103465667388
#> Attrib V8 -0.1509138945901477
#> Attrib V9 0.3127162195936965
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.030476047620878327
#> Attrib V1 4.166575266472225E-4
#> Attrib V10 -0.24578952671758006
#> Attrib V11 0.08907592993450664
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#> Attrib V13 -0.2301199898748192
#> Attrib V14 -0.06448695563969313
#> Attrib V15 0.0069182761755005795
#> Attrib V16 0.08243876688520642
#> Attrib V17 0.0726377995867531
#> Attrib V18 0.21734934002097492
#> Attrib V19 0.06268008199527154
#> Attrib V2 0.07263150236744975
#> Attrib V20 0.13673950240966254
#> Attrib V21 0.3937004333376619
#> Attrib V22 0.2612568746212656
#> Attrib V23 -0.021352650197592825
#> Attrib V24 0.011392129935417435
#> Attrib V25 -0.39520891571144534
#> Attrib V26 -0.48831757913425206
#> Attrib V27 -0.21971841265217204
#> Attrib V28 -0.17568255421008144
#> Attrib V29 -0.34264969731943484
#> Attrib V3 0.1926379287646774
#> Attrib V30 0.27627084446218253
#> Attrib V31 -0.22838908365620364
#> Attrib V32 -0.22689052005312849
#> Attrib V33 0.12246092694948463
#> Attrib V34 -0.0811830598038946
#> Attrib V35 -0.06016695090487881
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#> Attrib V38 0.2607745240973489
#> Attrib V39 0.17109865609952957
#> Attrib V4 0.11930546489667422
#> Attrib V40 -0.10713810491415772
#> Attrib V41 -0.09861300570865876
#> Attrib V42 0.06612832575112036
#> Attrib V43 0.055152730048195805
#> Attrib V44 0.39032746260010887
#> Attrib V45 0.3138147258346947
#> Attrib V46 -0.037655632255772106
#> Attrib V47 -0.19017940465640898
#> Attrib V48 0.10080110654351665
#> Attrib V49 0.40433303423329
#> Attrib V5 0.02212567939420427
#> Attrib V50 -0.50904494193218
#> Attrib V51 -0.04033085078233178
#> Attrib V52 0.02620574717879095
#> Attrib V53 0.21282803132212064
#> Attrib V54 0.2964239993381526
#> Attrib V55 -0.16189837532331075
#> Attrib V56 0.24853984951584943
#> Attrib V57 0.11087301921798419
#> Attrib V58 0.24076059855311477
#> Attrib V59 0.36934227744541054
#> Attrib V6 -0.04837954526689844
#> Attrib V60 0.12402490757525793
#> Attrib V7 0.005858619336209601
#> Attrib V8 -0.10731872609698674
#> Attrib V9 0.20682838027901365
#> 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