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 -0.4685353306264252
#> Node 2 1.8546541147729774
#> Node 3 1.4475244030034367
#> Node 4 0.5080225592837387
#> Node 5 -2.0594616395602836
#> Node 6 1.0715226582206698
#> Node 7 3.7668331438650817
#> Node 8 0.42957031238217586
#> Node 9 3.2235904500457995
#> Node 10 -1.2835044446658597
#> Node 11 1.2971315948524065
#> Node 12 1.342417070874144
#> Node 13 0.39640169935505193
#> Node 14 1.9106391851665667
#> Node 15 -2.362021558155755
#> Node 16 0.6171137967084552
#> Node 17 0.1399401047916663
#> Node 18 -0.5327205496245946
#> Node 19 2.159145875059108
#> Node 20 0.9480590576153063
#> Node 21 -2.881338755313336
#> Node 22 1.5410268007442414
#> Node 23 2.115849631862153
#> Node 24 -1.388070783227037
#> Node 25 3.952081042920356
#> Node 26 0.0017434950890538124
#> Node 27 1.2278927892851919
#> Node 28 -2.5359395317350066
#> Node 29 0.8585891022896951
#> Node 30 0.3975064247408129
#> Node 31 2.0581234742690713
#> Node 32 0.23293256163403647
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.4746304583328886
#> Node 2 -1.9121100799237598
#> Node 3 -1.426156380591724
#> Node 4 -0.46548466629869945
#> Node 5 2.0861891174572627
#> Node 6 -1.0451650385910936
#> Node 7 -3.765346536232662
#> Node 8 -0.4588469970871771
#> Node 9 -3.2238641878232173
#> Node 10 1.2190457422805585
#> Node 11 -1.258165301366569
#> Node 12 -1.41255757091514
#> Node 13 -0.34235297571408396
#> Node 14 -1.8446115279894573
#> Node 15 2.338964263173389
#> Node 16 -0.6314864103626235
#> Node 17 -0.10580536074980217
#> Node 18 0.5766833174291653
#> Node 19 -2.157920865449227
#> Node 20 -0.9379068125183206
#> Node 21 2.9294866463010285
#> Node 22 -1.5876766534035915
#> Node 23 -2.1552716162666337
#> Node 24 1.3845276365465766
#> Node 25 -3.9469133003306585
#> Node 26 -0.08634334313691773
#> Node 27 -1.2609127021526427
#> Node 28 2.502373410655498
#> Node 29 -0.8887951431954113
#> Node 30 -0.3203938308602757
#> Node 31 -1.9969728038469003
#> Node 32 -0.25027986617393355
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.25031091039933995
#> Attrib V1 0.47214784865719905
#> Attrib V10 0.6596370377987211
#> Attrib V11 1.0471691689897171
#> Attrib V12 0.7977483703166972
#> Attrib V13 -0.28215397370449247
#> Attrib V14 -0.6835157780710358
#> Attrib V15 -0.2443773164234533
#> Attrib V16 -0.3396678003487123
#> Attrib V17 -0.35281372369089853
#> Attrib V18 -0.4749077184786411
#> Attrib V19 -0.059750788321256354
#> Attrib V2 0.09235046397180019
#> Attrib V20 0.00577676896644837
#> Attrib V21 0.038494101610608206
#> Attrib V22 -0.06742813975566793
#> Attrib V23 0.0960348703179371
#> Attrib V24 0.4965927740556533
#> Attrib V25 0.5618266439618625
#> Attrib V26 0.3571985673730918
#> Attrib V27 0.5151616552055082
#> Attrib V28 0.9928785369010628
#> Attrib V29 0.5024579069417842
#> Attrib V3 0.06638373971329442
#> Attrib V30 0.6425953601291737
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#> Attrib V48 0.30653786929469967
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#> Attrib V5 0.38842927490861473
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#> Attrib V7 -0.5264617617705193
#> Attrib V8 0.15691448697169175
#> Attrib V9 0.8023425132722021
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.08229323588627133
#> Attrib V1 0.4213702311425629
#> Attrib V10 -0.14465095562972552
#> Attrib V11 0.14555309682589423
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#> Attrib V2 0.15606931279574057
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#> Attrib V3 0.015364345921478562
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#> Attrib V31 -1.056069121059
#> Attrib V32 -0.04661306635027286
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#> Attrib V4 0.19525137164828965
#> Attrib V40 -0.1085087367229797
#> Attrib V41 0.2672350622357097
#> Attrib V42 0.4752868724320129
#> Attrib V43 0.12730842235780618
#> Attrib V44 0.1711042331619944
#> Attrib V45 0.22485039753011743
#> Attrib V46 -0.10728774999895095
#> Attrib V47 -0.04190080826586909
#> Attrib V48 -0.06728623900451726
#> Attrib V49 0.005410968702006225
#> Attrib V5 0.24723796743762785
#> Attrib V50 -0.5174940595737986
#> Attrib V51 -0.2195633723976791
#> Attrib V52 -0.02736477463019162
#> Attrib V53 0.1629948689903059
#> Attrib V54 0.43393787724696853
#> Attrib V55 0.035561780462987753
#> Attrib V56 0.15047772986346208
#> Attrib V57 0.07562812510756892
#> Attrib V58 0.3085572950089885
#> Attrib V59 0.014443004949892303
#> Attrib V6 -0.013278193363900495
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#> Attrib V7 -0.31293034354499577
#> Attrib V8 0.3564269168055708
#> Attrib V9 0.2562994492569758
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.07661861508596436
#> Attrib V1 0.14570045306815976
#> Attrib V10 0.0065333302487824785
#> Attrib V11 0.14505848509561617
#> Attrib V12 0.04435335023090469
#> Attrib V13 -0.07061712617326843
#> Attrib V14 0.04933212271804384
#> Attrib V15 0.16935254312896908
#> Attrib V16 0.08977599390700979
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#> Attrib V2 0.07259931621266935
#> Attrib V20 0.08850984947937876
#> Attrib V21 0.04791974184417231
#> Attrib V22 -0.14449803485527407
#> Attrib V23 -0.12522387255224504
#> Attrib V24 -0.0794278766948419
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#> Attrib V27 -0.18509329199818172
#> Attrib V28 0.03564403267848763
#> Attrib V29 -0.015599824578476576
#> Attrib V3 0.08803016275601629
#> Attrib V30 0.0016249655055440848
#> Attrib V31 -0.3321148015927789
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#> Attrib V38 -0.004191841073552506
#> Attrib V39 0.10800372556958235
#> Attrib V4 0.08862365362824154
#> Attrib V40 -0.025045472878110663
#> Attrib V41 0.021332636545343068
#> Attrib V42 0.09962527360965814
#> Attrib V43 -0.04211742678395674
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#> Attrib V47 0.05620197926883267
#> Attrib V48 0.13299313439429433
#> Attrib V49 0.14812419816074407
#> Attrib V5 0.13114936026398416
#> Attrib V50 -0.08921503816555275
#> Attrib V51 0.041796815927727826
#> Attrib V52 0.052605076784640346
#> Attrib V53 0.11702948572003562
#> Attrib V54 0.11354327430146416
#> Attrib V55 0.10054628249429062
#> Attrib V56 0.0870565883822883
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#> Attrib V58 0.10828333802546429
#> Attrib V59 0.011383208237810973
#> Attrib V6 -0.05228273930836608
#> Attrib V60 -0.03354019534734149
#> Attrib V7 -0.12606111215367977
#> Attrib V8 0.09397107447281532
#> Attrib V9 0.16618099987545884
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.43896341563693253
#> Attrib V1 -0.46103303885577057
#> Attrib V10 0.015552772608633811
#> Attrib V11 -0.7157124567051871
#> Attrib V12 -0.6258051664575089
#> Attrib V13 0.3598845100174807
#> Attrib V14 0.6419536786106786
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#> Attrib V7 1.2717218599911027
#> Attrib V8 0.04339015325181489
#> Attrib V9 -0.5512763640038016
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.08906863245959434
#> Attrib V1 0.33879377212605555
#> Attrib V10 -0.1597627106361166
#> Attrib V11 0.11682603513773153
#> Attrib V12 0.025782120242613303
#> Attrib V13 -0.23851236870665582
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#> Attrib V7 -0.20525587849606586
#> Attrib V8 0.27032811453796407
#> Attrib V9 0.25525423497800315
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.5592161589993742
#> Attrib V1 0.6715513182567725
#> Attrib V10 1.2683064245927103
#> Attrib V11 1.7337047052284547
#> Attrib V12 1.5826258858207336
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#> Attrib V27 1.013820265213986
#> Attrib V28 1.6220435912362605
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#> Attrib V32 -0.4358670507361333
#> Attrib V33 -0.9283854860875829
#> Attrib V34 -0.7038176025648718
#> Attrib V35 0.22211016947491427
#> Attrib V36 -0.9278355515981975
#> Attrib V37 0.3583070076250334
#> Attrib V38 0.487550700754344
#> Attrib V39 0.16533876615684023
#> Attrib V4 -0.12920804381306883
#> Attrib V40 0.09846416731138705
#> Attrib V41 1.144201676123854
#> Attrib V42 -0.4610961570072309
#> Attrib V43 -0.44369188765071
#> Attrib V44 0.18782043564575712
#> Attrib V45 0.9570351773195012
#> Attrib V46 1.109998365663433
#> Attrib V47 0.893507073530528
#> Attrib V48 0.30571230006143485
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#> Attrib V5 0.4307988917589708
#> Attrib V50 0.12206767260096332
#> Attrib V51 0.7584073153556928
#> Attrib V52 0.6117676486336152
#> Attrib V53 0.917410261258137
#> Attrib V54 0.24298278926033468
#> Attrib V55 0.05133283022730129
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#> Attrib V57 0.07721049105494375
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#> Attrib V59 -0.5840854437110972
#> Attrib V6 0.1187634800039196
#> Attrib V60 -0.08511834218823323
#> Attrib V7 -0.5326343343863741
#> Attrib V8 -0.1567420024801176
#> Attrib V9 1.3465136130493602
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold -0.025311908725975947
#> Attrib V1 0.15134794201578242
#> Attrib V10 0.06472496564964511
#> Attrib V11 0.19394977839391941
#> Attrib V12 0.0602498088825547
#> Attrib V13 -0.06076635272492034
#> Attrib V14 -0.04056795608520511
#> Attrib V15 0.08188145477325097
#> Attrib V16 0.10137205694626042
#> Attrib V17 -0.027833987723571298
#> Attrib V18 -0.16168190974812668
#> Attrib V19 -0.015315923255617751
#> Attrib V2 0.12026860885197836
#> Attrib V20 -0.010562548581043569
#> Attrib V21 -0.04625003955580425
#> Attrib V22 -0.1775896666208242
#> Attrib V23 -0.1469051322185793
#> Attrib V24 -0.024992242585152973
#> Attrib V25 -0.0395467682475356
#> Attrib V26 -0.1261283921123236
#> Attrib V27 -0.07814830045833099
#> Attrib V28 0.07857240360092356
#> Attrib V29 0.020572348720149927
#> Attrib V3 0.07660869899318157
#> Attrib V30 0.06464764330364188
#> Attrib V31 -0.26510760249658755
#> Attrib V32 -0.018118072662212572
#> Attrib V33 0.13363785027461883
#> Attrib V34 0.012423620133853478
#> Attrib V35 -0.01899642430836438
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#> Attrib V38 0.0860923087448414
#> Attrib V39 0.07492856392935726
#> Attrib V4 0.1614069012815743
#> Attrib V40 -0.04289040626480977
#> Attrib V41 0.030614942611506
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#> Attrib V43 -0.046467451111737876
#> Attrib V44 0.07803154276282954
#> Attrib V45 0.17522777495492697
#> Attrib V46 0.11755302080923581
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#> Attrib V48 0.1795035182022645
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#> Attrib V5 0.08436202488439175
#> Attrib V50 -0.09404226863249521
#> Attrib V51 0.02779689438698842
#> Attrib V52 0.07328254933940141
#> Attrib V53 0.13746801724301685
#> Attrib V54 0.16678180932140274
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#> Attrib V56 0.022219646681293
#> Attrib V57 0.21071616314435285
#> Attrib V58 0.08952008681937823
#> Attrib V59 0.03701290126904378
#> Attrib V6 -0.050379444839163574
#> Attrib V60 0.02097161418425851
#> Attrib V7 -0.0977633257955712
#> Attrib V8 0.0897720131561342
#> Attrib V9 0.15795923740215423
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.3218733480119077
#> Attrib V1 0.4497988977019642
#> Attrib V10 1.0589649281006308
#> Attrib V11 1.5140162430245672
#> Attrib V12 1.4510663571577869
#> Attrib V13 -0.13053736293684626
#> Attrib V14 -1.1801107890399538
#> Attrib V15 -0.6944361067662896
#> Attrib V16 -0.6683164709155933
#> Attrib V17 -0.40206538561662647
#> Attrib V18 -0.49555024634933265
#> Attrib V19 0.052337208945794265
#> Attrib V2 0.047802598449918944
#> Attrib V20 0.11957510912293073
#> Attrib V21 0.17284203922113453
#> Attrib V22 0.09969958050154962
#> Attrib V23 0.6209764948219084
#> Attrib V24 1.0917809701096215
#> Attrib V25 1.1311475280021464
#> Attrib V26 0.9451329380603495
#> Attrib V27 0.8117655496419749
#> Attrib V28 1.3367752140226121
#> Attrib V29 0.5735623057782335
#> Attrib V3 0.1046615080362631
#> Attrib V30 0.7109092525721017
#> Attrib V31 -0.31482610669484684
#> Attrib V32 0.1429762910814598
#> Attrib V33 -0.2431954861924283
#> Attrib V34 -0.0671117122386485
#> Attrib V35 0.5421721606435151
#> Attrib V36 -0.6046042400115526
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#> Attrib V38 0.18946499800570304
#> Attrib V39 0.286683686378029
#> Attrib V4 -0.02675922603949794
#> Attrib V40 0.1838651062411046
#> Attrib V41 1.160954447156107
#> Attrib V42 -0.3981364739682659
#> Attrib V43 -0.4591084674042202
#> Attrib V44 -0.059863813335920314
#> Attrib V45 0.5745044520798895
#> Attrib V46 0.8131682111667534
#> Attrib V47 0.8165959200991868
#> Attrib V48 0.4607389252297895
#> Attrib V49 1.3003307736717649
#> Attrib V5 0.3618548784327768
#> Attrib V50 0.07436593310591234
#> Attrib V51 0.8214402361868435
#> Attrib V52 0.5543484249896468
#> Attrib V53 0.7143727889667477
#> Attrib V54 -0.03074303886226002
#> Attrib V55 0.1514014283387017
#> Attrib V56 -0.28166180706932326
#> Attrib V57 -0.1787530371461579
#> Attrib V58 0.19826470957488113
#> Attrib V59 -0.4389929351746029
#> Attrib V6 -0.018655789471807516
#> Attrib V60 -0.21460209724977652
#> Attrib V7 -0.7931594778101689
#> Attrib V8 -0.007260953278480465
#> Attrib V9 1.178146705701321
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.1570006685306833
#> Attrib V1 -0.30569289074385947
#> Attrib V10 -0.04985704108896255
#> Attrib V11 -0.45809483782654153
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#> Attrib V13 0.2762143360431584
#> Attrib V14 0.2796729806538643
#> Attrib V15 -0.16084878830943847
#> Attrib V16 -0.12180193876903542
#> Attrib V17 -0.21322584113396312
#> Attrib V18 0.041362318561287206
#> Attrib V19 -0.4023900899446778
#> Attrib V2 -0.017691407329706244
#> Attrib V20 -0.3570626386158527
#> Attrib V21 -0.31302929771472465
#> Attrib V22 -0.29527091903958186
#> Attrib V23 -0.23734694821343588
#> Attrib V24 -0.4020959640735078
#> Attrib V25 -0.2519886905042703
#> Attrib V26 0.24522331880520115
#> Attrib V27 0.19350542336883123
#> Attrib V28 -0.11114818823472461
#> Attrib V29 -0.0537758914715232
#> Attrib V3 0.014234430301225032
#> Attrib V30 -0.12982595864771887
#> Attrib V31 0.8278049500634137
#> Attrib V32 -0.06709900557817129
#> Attrib V33 -0.2987422277801608
#> Attrib V34 0.049647406898611315
#> Attrib V35 -0.04317045460857122
#> Attrib V36 0.38559468328706586
#> Attrib V37 0.5712721395624215
#> Attrib V38 -0.041946751081984354
#> Attrib V39 -0.23612580210353723
#> Attrib V4 -0.20488230566384688
#> Attrib V40 0.1206798293126028
#> Attrib V41 -0.43428732933615183
#> Attrib V42 -0.3774541011335624
#> Attrib V43 -0.12194333183042688
#> Attrib V44 -0.14096679135801482
#> Attrib V45 -0.18584861746256354
#> Attrib V46 -0.09834025832143015
#> Attrib V47 -0.09960924299091936
#> Attrib V48 0.04899411741220081
#> Attrib V49 -0.2425196722130524
#> Attrib V5 -0.31045738825054414
#> Attrib V50 0.5630170074769507
#> Attrib V51 -0.06403818314476066
#> Attrib V52 -0.042442835490298175
#> Attrib V53 -0.1600670280307938
#> Attrib V54 -0.20897558210211786
#> Attrib V55 0.04539828980065122
#> Attrib V56 -0.003054337802175917
#> Attrib V57 0.14040368506946946
#> Attrib V58 -0.25903563451239914
#> Attrib V59 0.039798304285317075
#> Attrib V6 0.10160014099780049
#> Attrib V60 0.11475743592509396
#> Attrib V7 0.5811008982888606
#> Attrib V8 -0.16138694257411906
#> Attrib V9 -0.4613941900150846
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.1269850219562505
#> Attrib V1 0.3655297874465467
#> Attrib V10 -0.12464915435122952
#> Attrib V11 0.19528626432015314
#> Attrib V12 0.021121612342873186
#> Attrib V13 -0.35456900418860227
#> Attrib V14 -0.030690833995279013
#> Attrib V15 0.3401851782876947
#> Attrib V16 0.31228591973276915
#> Attrib V17 0.20225268970273796
#> Attrib V18 -0.06640645138798733
#> Attrib V19 0.20201306071115435
#> Attrib V2 0.0779397401887741
#> Attrib V20 0.3312944485645042
#> Attrib V21 0.20250714975410028
#> Attrib V22 -0.06406243467639089
#> Attrib V23 -0.13844817116913255
#> Attrib V24 -0.05237827676603389
#> Attrib V25 -0.1463874253530031
#> Attrib V26 -0.6632693698445513
#> Attrib V27 -0.42199524378416853
#> Attrib V28 -0.05826800185443996
#> Attrib V29 -0.13717796655842207
#> Attrib V3 -0.06756445841925718
#> Attrib V30 -0.035868441444420515
#> Attrib V31 -1.008736274022823
#> Attrib V32 -0.11886210951221678
#> Attrib V33 0.36927462734100164
#> Attrib V34 -0.055827513791636675
#> Attrib V35 -0.1445282482995488
#> Attrib V36 -0.5253382771857215
#> Attrib V37 -0.694477258660752
#> Attrib V38 0.06750495950121414
#> Attrib V39 0.16086458668495085
#> Attrib V4 0.12495537930408898
#> Attrib V40 -0.15841641218280153
#> Attrib V41 0.16095824726701938
#> Attrib V42 0.359630151296211
#> Attrib V43 0.053089906610057996
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#> Attrib V45 0.352436561131252
#> Attrib V46 -0.024707456168293628
#> Attrib V47 0.04667539424742301
#> Attrib V48 0.1020290970779536
#> Attrib V49 0.10520221304467739
#> Attrib V5 0.25918525831789846
#> Attrib V50 -0.46883784622965324
#> Attrib V51 -0.09336824505061536
#> Attrib V52 -0.07403665080700791
#> Attrib V53 0.15387510667442547
#> Attrib V54 0.3862349111668871
#> Attrib V55 -0.022712805554176388
#> Attrib V56 0.09733172522613953
#> Attrib V57 0.07651590401097756
#> Attrib V58 0.20530608539248266
#> Attrib V59 -0.12269569862819503
#> Attrib V6 0.010098599880899258
#> Attrib V60 -0.06654630003349882
#> Attrib V7 -0.33388415557485035
#> Attrib V8 0.2687973139963565
#> Attrib V9 0.28541848792341806
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.15725199617359087
#> Attrib V1 0.39431415241617007
#> Attrib V10 -0.17852581024893505
#> Attrib V11 0.20860029536986557
#> Attrib V12 -0.08430034919510682
#> Attrib V13 -0.31238026790525136
#> Attrib V14 0.058868557347046775
#> Attrib V15 0.39771339142639933
#> Attrib V16 0.40058668546323056
#> Attrib V17 0.2250305461402722
#> Attrib V18 -0.0338525933615945
#> Attrib V19 0.30615370416896476
#> Attrib V2 0.18539004000474676
#> Attrib V20 0.3383789176188593
#> Attrib V21 0.2697997067616104
#> Attrib V22 0.04561543501441522
#> Attrib V23 -0.10216608785322936
#> Attrib V24 -0.09192623537565439
#> Attrib V25 -0.2622670472418447
#> Attrib V26 -0.7374835365437937
#> Attrib V27 -0.46516165778237034
#> Attrib V28 -0.18270215530488942
#> Attrib V29 -0.15388583568831277
#> Attrib V3 -0.045819966954894584
#> Attrib V30 -0.11213306185526398
#> Attrib V31 -1.115904703634482
#> Attrib V32 -0.18330236733244226
#> Attrib V33 0.4113522171204567
#> Attrib V34 -0.11464634227373637
#> Attrib V35 -0.22092531215610348
#> Attrib V36 -0.5273910970043004
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#> Attrib V38 0.07429726571655396
#> Attrib V39 0.15367902677207526
#> Attrib V4 0.21281155615794498
#> Attrib V40 -0.1141108818295271
#> Attrib V41 0.20782408043028724
#> Attrib V42 0.38750354163690404
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#> Attrib V46 0.015175955353780619
#> Attrib V47 -0.03917140970680024
#> Attrib V48 0.031442397845901186
#> Attrib V49 0.00504184349012386
#> Attrib V5 0.256649712559384
#> Attrib V50 -0.5175053455896305
#> Attrib V51 -0.17667266143551588
#> Attrib V52 -0.01618709328882529
#> Attrib V53 0.21879454403097395
#> Attrib V54 0.3963539441405482
#> Attrib V55 -0.039156158454283475
#> Attrib V56 0.1292005767002247
#> Attrib V57 0.13984382076862792
#> Attrib V58 0.24202689839435435
#> Attrib V59 -0.017160056311118915
#> Attrib V6 -0.01566606326441398
#> Attrib V60 -0.006617819273302376
#> Attrib V7 -0.23910792117992338
#> Attrib V8 0.3171017837154158
#> Attrib V9 0.3012848443882627
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.11919760721172847
#> Attrib V1 0.15164183490138466
#> Attrib V10 1.452423093087024E-4
#> Attrib V11 0.14173177982447793
#> Attrib V12 0.05636367055003278
#> Attrib V13 -4.099586855841571E-4
#> Attrib V14 0.03223952262329286
#> Attrib V15 0.09486478951034376
#> Attrib V16 0.05401982647071633
#> Attrib V17 0.04169781851699367
#> Attrib V18 -0.06099658755324569
#> Attrib V19 0.0175750897415452
#> Attrib V2 0.0796028159964601
#> Attrib V20 0.1001698253919687
#> Attrib V21 0.018561076315476224
#> Attrib V22 -0.11824654874597786
#> Attrib V23 -0.05644036405682966
#> Attrib V24 -0.013549099672946853
#> Attrib V25 0.00997535050658855
#> Attrib V26 -0.17666527261533035
#> Attrib V27 -0.06182891873830634
#> Attrib V28 -0.017558216166934697
#> Attrib V29 -0.016984731665070786
#> Attrib V3 0.11745021201298846
#> Attrib V30 0.015875472329557702
#> Attrib V31 -0.33413796643129484
#> Attrib V32 -0.04043238363699173
#> Attrib V33 0.09381243556693325
#> Attrib V34 0.05747555505432335
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#> Attrib V36 -0.15775419468024945
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#> Attrib V38 0.025788223247010345
#> Attrib V39 0.12830182351216757
#> Attrib V4 0.13148553013446965
#> Attrib V40 -0.0025691379030663756
#> Attrib V41 0.05264283598258111
#> Attrib V42 0.07781554429944826
#> Attrib V43 -0.04368057025311133
#> Attrib V44 0.043299045226691875
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#> Attrib V48 0.07994164307487764
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#> Attrib V5 0.13271313158748013
#> Attrib V50 -0.10266989950545602
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#> Attrib V52 0.031895656519131364
#> Attrib V53 0.09588484869749957
#> Attrib V54 0.11786252592045428
#> Attrib V55 0.08603657796268989
#> Attrib V56 0.06669906281239352
#> Attrib V57 0.12524942104219183
#> Attrib V58 0.09862091298576049
#> Attrib V59 0.05882512611913851
#> Attrib V6 0.029576596133046307
#> Attrib V60 0.04952850706718757
#> Attrib V7 -0.04620454426738689
#> Attrib V8 0.07296470811270231
#> Attrib V9 0.12970921825730639
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.3413830709510212
#> Attrib V1 0.46157747167922797
#> Attrib V10 0.5160027533876581
#> Attrib V11 1.0260806438611791
#> Attrib V12 0.806519926388483
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#> Attrib V2 0.17629314329591295
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#> Attrib V24 0.19459395577336097
#> Attrib V25 0.28618789455035604
#> Attrib V26 0.248553169577945
#> Attrib V27 0.42933526793422205
#> Attrib V28 0.747770329629577
#> Attrib V29 0.298701030140468
#> Attrib V3 -0.05298734897252617
#> Attrib V30 0.547501322312174
#> Attrib V31 -0.3558712647710829
#> Attrib V32 -0.08430965779707185
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#> Attrib V35 0.12302105137970613
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#> Attrib V38 0.1530741811292008
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#> Attrib V4 -0.02999191125334489
#> Attrib V40 -0.12325455673925076
#> Attrib V41 0.36618259535617187
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#> Attrib V5 0.15460325241352588
#> Attrib V50 -0.2021155314699691
#> Attrib V51 0.22479600606575995
#> Attrib V52 0.2134445675598621
#> Attrib V53 0.41299976211731904
#> Attrib V54 0.3351714390234062
#> Attrib V55 0.24424254371938284
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#> Attrib V58 0.21242512289447507
#> Attrib V59 -0.2115592741589082
#> Attrib V6 -0.13243435607783688
#> Attrib V60 -0.08740509247929303
#> Attrib V7 -0.4697872008257235
#> Attrib V8 0.1210276672713191
#> Attrib V9 0.6555498243338099
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.026762388425865098
#> Attrib V1 -0.5598725290489266
#> Attrib V10 0.1865981897432692
#> Attrib V11 -0.500926352357066
#> Attrib V12 -0.15530228262753074
#> Attrib V13 0.40405851000516446
#> Attrib V14 0.01989864333419959
#> Attrib V15 -0.23600748104240266
#> Attrib V16 -0.2597392611346435
#> Attrib V17 -0.25402803826908943
#> Attrib V18 -0.026061735163813056
#> Attrib V19 -0.6676589305848674
#> Attrib V2 -0.054751600266076644
#> Attrib V20 -0.547243688145192
#> Attrib V21 -0.4218722559565585
#> Attrib V22 -0.26736888535247894
#> Attrib V23 -0.2732102322453023
#> Attrib V24 -0.35044680256276983
#> Attrib V25 -0.21926606708818813
#> Attrib V26 0.693683845608266
#> Attrib V27 0.5574465832244485
#> Attrib V28 0.21005154970806675
#> Attrib V29 0.2877185155753201
#> Attrib V3 0.08303229332004303
#> Attrib V30 0.019504957163607447
#> Attrib V31 1.4747434024719719
#> Attrib V32 -0.20758688691385213
#> Attrib V33 -0.9068105806321369
#> Attrib V34 0.14705183858582035
#> Attrib V35 0.32845654104499394
#> Attrib V36 0.8430115003651587
#> Attrib V37 1.598086000911287
#> Attrib V38 0.2038616430726648
#> Attrib V39 -0.32930140134436087
#> Attrib V4 -0.42125390410779545
#> Attrib V40 0.07912856216736305
#> Attrib V41 -0.7598380577041023
#> Attrib V42 -0.9482431754977269
#> Attrib V43 -0.2809662904107616
#> Attrib V44 -0.12735571828007228
#> Attrib V45 0.014459753238782989
#> Attrib V46 0.3182876112825442
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#> Attrib V48 0.08661518382329388
#> Attrib V49 -0.20940680155151203
#> Attrib V5 -0.5309183103222644
#> Attrib V50 0.8388050909594467
#> Attrib V51 0.05352261308514298
#> Attrib V52 -0.08647956188040559
#> Attrib V53 -0.3290961216683123
#> Attrib V54 -0.4890532922516217
#> Attrib V55 0.08888780410550096
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#> Attrib V57 0.15275048892374066
#> Attrib V58 -0.5549152698843945
#> Attrib V59 -0.06979424011472027
#> Attrib V6 -0.01145146148666123
#> Attrib V60 0.002383564081120821
#> Attrib V7 0.6974344804963809
#> Attrib V8 -0.5646570976671929
#> Attrib V9 -0.5773735202714848
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.02731285310434041
#> Attrib V1 0.20047092846989656
#> Attrib V10 -0.06258577047900082
#> Attrib V11 0.09803790807955218
#> Attrib V12 0.023446896199882508
#> Attrib V13 -0.08930762088882474
#> Attrib V14 0.015447891428331976
#> Attrib V15 0.1840759427412057
#> Attrib V16 0.2271424828439118
#> Attrib V17 0.12653400577775925
#> Attrib V18 0.0035451532010343724
#> Attrib V19 0.11985634683734174
#> Attrib V2 0.05813076741169054
#> Attrib V20 0.12506280637129882
#> Attrib V21 0.041598871814758596
#> Attrib V22 -0.11927046417178885
#> Attrib V23 -0.1657351449118
#> Attrib V24 -0.02100988985760746
#> Attrib V25 -0.07750291571803074
#> Attrib V26 -0.33007428478978307
#> Attrib V27 -0.2538346326449268
#> Attrib V28 -0.09222079460995751
#> Attrib V29 -0.13828973220710847
#> Attrib V3 0.051648975302975124
#> Attrib V30 -0.11751518728228492
#> Attrib V31 -0.5009901777324721
#> Attrib V32 -0.0447415609117194
#> Attrib V33 0.17774197402658756
#> Attrib V34 0.05267067775779169
#> Attrib V35 -0.046754535850117455
#> Attrib V36 -0.23585404273017113
#> Attrib V37 -0.26233339940224404
#> Attrib V38 0.034578468660336814
#> Attrib V39 0.10660630954370344
#> Attrib V4 0.11776603897143838
#> Attrib V40 -0.08199949476095854
#> Attrib V41 0.06102352866890517
#> Attrib V42 0.16414467771579463
#> Attrib V43 3.128496264972376E-4
#> Attrib V44 0.004725658004611683
#> Attrib V45 0.13709148938012994
#> Attrib V46 0.011710968161641433
#> Attrib V47 0.007715086433883439
#> Attrib V48 0.04229885556990182
#> Attrib V49 0.040444600799856005
#> Attrib V5 0.11018387560157439
#> Attrib V50 -0.13907870483802656
#> Attrib V51 -0.008769744509715635
#> Attrib V52 0.04862286114252093
#> Attrib V53 0.17759818321900722
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#> Attrib V55 0.11686753932427132
#> Attrib V56 0.09469057034157796
#> Attrib V57 0.1541849025600999
#> Attrib V58 0.17937884522403996
#> Attrib V59 -0.001767340617704492
#> Attrib V6 0.001399605373916823
#> Attrib V60 0.020164301942277273
#> Attrib V7 -0.13554108388699207
#> Attrib V8 0.10189003701497745
#> Attrib V9 0.15063548037595076
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.09749066949804935
#> Attrib V1 0.09303515925592558
#> Attrib V10 0.09011377251204403
#> Attrib V11 0.09583652880247231
#> Attrib V12 -0.020062023802652068
#> Attrib V13 -0.04514132290496512
#> Attrib V14 0.022369451855756898
#> Attrib V15 0.11562026803523211
#> Attrib V16 0.03797902917095585
#> Attrib V17 -0.005628767881937379
#> Attrib V18 -0.05526324616094236
#> Attrib V19 -0.016053848092102398
#> Attrib V2 0.13859552842177364
#> Attrib V20 -0.04281424885060973
#> Attrib V21 -0.07961989359255058
#> Attrib V22 -0.036354340516068576
#> Attrib V23 -0.09930541140221275
#> Attrib V24 -0.04188436134147746
#> Attrib V25 -0.06808475937424939
#> Attrib V26 -0.08174095857865221
#> Attrib V27 -0.033286628391148904
#> Attrib V28 -0.004959504929226483
#> Attrib V29 -0.03551227049141374
#> Attrib V3 0.07714857448155613
#> Attrib V30 0.06943780809309807
#> Attrib V31 -0.023131350639022746
#> Attrib V32 -0.03623651030221139
#> Attrib V33 0.08501415124107732
#> Attrib V34 0.009188121317617549
#> Attrib V35 0.07303600601269968
#> Attrib V36 -0.02987567104820046
#> Attrib V37 -0.023915238923776432
#> Attrib V38 0.07855254727556195
#> Attrib V39 0.08748986717443179
#> Attrib V4 0.10431053363877242
#> Attrib V40 0.008119880638577381
#> Attrib V41 0.05652564178627184
#> Attrib V42 0.025002481187182627
#> Attrib V43 0.061499110427109656
#> Attrib V44 0.0844514744005576
#> Attrib V45 0.12017943779174563
#> Attrib V46 0.04409194280011332
#> Attrib V47 0.03452639585496057
#> Attrib V48 0.1179915706722555
#> Attrib V49 0.02025888552784125
#> Attrib V5 0.08845884769792527
#> Attrib V50 0.03858118174492763
#> Attrib V51 0.06067538478504315
#> Attrib V52 0.02978167462629084
#> Attrib V53 0.023847269645770868
#> Attrib V54 0.05154868129682654
#> Attrib V55 0.12507007905003317
#> Attrib V56 0.08998901941709397
#> Attrib V57 0.14017743033522587
#> Attrib V58 0.0382509414324513
#> Attrib V59 -0.009882100353057116
#> Attrib V6 0.050270994737011424
#> Attrib V60 0.06228556681004095
#> Attrib V7 -0.03924414042911214
#> Attrib V8 0.10787611360222668
#> Attrib V9 0.09992799734954891
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.19340688257643443
#> Attrib V1 -0.1602822598436593
#> Attrib V10 -0.02001448072077563
#> Attrib V11 -0.24474965452147032
#> Attrib V12 -0.2735387565972762
#> Attrib V13 0.07763006557681985
#> Attrib V14 0.15410591671198928
#> Attrib V15 -0.08082040880927659
#> Attrib V16 -0.06781713852495967
#> Attrib V17 -0.13162569467729246
#> Attrib V18 0.021655945395083042
#> Attrib V19 -0.25267758409909885
#> Attrib V2 -0.007972988984565669
#> Attrib V20 -0.18349791876594213
#> Attrib V21 -0.14346535106695837
#> Attrib V22 -0.1063186918300441
#> Attrib V23 -0.05885201183330445
#> Attrib V24 -0.14812764478039672
#> Attrib V25 -0.028114305909777062
#> Attrib V26 0.14473454049345083
#> Attrib V27 0.10518590163355285
#> Attrib V28 -0.0766266593740946
#> Attrib V29 -0.042325515465088864
#> Attrib V3 0.08350092715213724
#> Attrib V30 -0.09277410118325602
#> Attrib V31 0.30413632828631293
#> Attrib V32 0.004599167250439634
#> Attrib V33 -0.10039706318495131
#> Attrib V34 0.022326962145563355
#> Attrib V35 -0.08644675342885746
#> Attrib V36 0.2622148554912646
#> Attrib V37 0.1907117295313438
#> Attrib V38 -0.05784884708029062
#> Attrib V39 -0.03582833562863293
#> Attrib V4 -0.05588890006822808
#> Attrib V40 0.05983361429762623
#> Attrib V41 -0.22016514984590888
#> Attrib V42 -0.08757029937173122
#> Attrib V43 -0.011930352783371465
#> Attrib V44 -0.005852402426105478
#> Attrib V45 -0.1765277701482748
#> Attrib V46 -0.12593202547819438
#> Attrib V47 -0.06309898835539765
#> Attrib V48 -0.024874065373873554
#> Attrib V49 -0.17748712941244865
#> Attrib V5 -0.09271695941465778
#> Attrib V50 0.15400675404293052
#> Attrib V51 0.026947447586889214
#> Attrib V52 -0.013844512645791332
#> Attrib V53 -0.09091022365768801
#> Attrib V54 -0.13400694242831246
#> Attrib V55 0.021055730515980836
#> Attrib V56 0.07611421937397485
#> Attrib V57 -0.001370029939048205
#> Attrib V58 -0.08088725963691733
#> Attrib V59 0.08524810865742324
#> Attrib V6 0.04354612773709171
#> Attrib V60 0.16411114241925576
#> Attrib V7 0.3364529464736486
#> Attrib V8 0.03174712049785647
#> Attrib V9 -0.16839903533970643
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.29393838549091555
#> Attrib V1 0.440678767308773
#> Attrib V10 0.7133201707958668
#> Attrib V11 1.1384289998689765
#> Attrib V12 1.046532200764453
#> Attrib V13 -0.24645784081358674
#> Attrib V14 -0.8078883171459383
#> Attrib V15 -0.3060980485527856
#> Attrib V16 -0.4789037310202978
#> Attrib V17 -0.4235959145862199
#> Attrib V18 -0.58539711254042
#> Attrib V19 -0.1444537897685432
#> Attrib V2 0.1700968667825469
#> Attrib V20 -0.10445151642505072
#> Attrib V21 -0.06955700397410935
#> Attrib V22 -0.08887242492514458
#> Attrib V23 0.11100575378855383
#> Attrib V24 0.5809450483123929
#> Attrib V25 0.6650904133235594
#> Attrib V26 0.5291350214943938
#> Attrib V27 0.6362315005510044
#> Attrib V28 1.0341602033105637
#> Attrib V29 0.47918685537024386
#> Attrib V3 0.03461014311150927
#> Attrib V30 0.6167496337487947
#> Attrib V31 -0.41103165982202194
#> Attrib V32 -0.11007836196606732
#> Attrib V33 -0.2189032577209488
#> Attrib V34 -0.2156261673621318
#> Attrib V35 0.30807862061428726
#> Attrib V36 -0.5229912712678548
#> Attrib V37 -0.08188798954235497
#> Attrib V38 0.2490614203232588
#> Attrib V39 0.18075023203503757
#> Attrib V4 0.06710285656825164
#> Attrib V40 0.00919251473616222
#> Attrib V41 0.6331142929253326
#> Attrib V42 -0.21889147072880288
#> Attrib V43 -0.3613361802672781
#> Attrib V44 0.04435448118797345
#> Attrib V45 0.6998396401183895
#> Attrib V46 0.6919161488120597
#> Attrib V47 0.5447901211618706
#> Attrib V48 0.33570475693271473
#> Attrib V49 0.8721209773975093
#> Attrib V5 0.31360512642170174
#> Attrib V50 -0.17408260039058396
#> Attrib V51 0.4015578095312347
#> Attrib V52 0.33063980304188645
#> Attrib V53 0.5028605747126657
#> Attrib V54 0.19591964657603694
#> Attrib V55 0.16066045401062912
#> Attrib V56 -0.33202058705420123
#> Attrib V57 0.011575349663235637
#> Attrib V58 0.2074129932540635
#> Attrib V59 -0.32595206911348523
#> Attrib V6 -0.0771589208577583
#> Attrib V60 -0.133500404155509
#> Attrib V7 -0.5368382502379093
#> Attrib V8 0.030956294464224557
#> Attrib V9 0.8363145614122953
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.20294932416242972
#> Attrib V1 0.35334987087019504
#> Attrib V10 0.017505351862312838
#> Attrib V11 0.3378896004398346
#> Attrib V12 0.2594307650396584
#> Attrib V13 -0.23900629232579668
#> Attrib V14 -0.1165286031856131
#> Attrib V15 0.18355180864703555
#> Attrib V16 0.068001393809433
#> Attrib V17 -0.0088706321504654
#> Attrib V18 -0.16926348737199073
#> Attrib V19 0.11222526736294525
#> Attrib V2 0.08081921579178424
#> Attrib V20 0.1630735108996984
#> Attrib V21 0.16722913039770573
#> Attrib V22 -0.012378942139725391
#> Attrib V23 -0.0031303703311336456
#> Attrib V24 0.15931158229401812
#> Attrib V25 0.06480936882652244
#> Attrib V26 -0.26142317749631155
#> Attrib V27 -0.10256452491050111
#> Attrib V28 0.08763140642080616
#> Attrib V29 0.061377029439168306
#> Attrib V3 -0.09711496877964126
#> Attrib V30 0.15152566875525408
#> Attrib V31 -0.7086069699675428
#> Attrib V32 -0.15923167673065003
#> Attrib V33 0.17668422724590313
#> Attrib V34 -0.17326813462771595
#> Attrib V35 -0.14745602743068761
#> Attrib V36 -0.46309480147214455
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#> Attrib V38 0.04123733681422499
#> Attrib V39 0.0757080290843789
#> Attrib V4 0.06643299048431409
#> Attrib V40 -0.149301627372415
#> Attrib V41 0.2419850942116234
#> Attrib V42 0.1931244190684773
#> Attrib V43 0.02720851180555258
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#> Attrib V45 0.2744708737787094
#> Attrib V46 0.01454622490287907
#> Attrib V47 0.01813111946804108
#> Attrib V48 0.06460844549666943
#> Attrib V49 0.12687163761458065
#> Attrib V5 0.22512426417868234
#> Attrib V50 -0.4459791216239695
#> Attrib V51 0.004359482332699276
#> Attrib V52 0.036113603117582486
#> Attrib V53 0.18558139012346334
#> Attrib V54 0.3222814894346693
#> Attrib V55 0.017775422567028284
#> Attrib V56 -0.002284801259418572
#> Attrib V57 -0.013652744121709904
#> Attrib V58 0.17515347152027805
#> Attrib V59 -0.05915095558413846
#> Attrib V6 -0.01762063405653721
#> Attrib V60 -0.05162352473738814
#> Attrib V7 -0.2586541357339077
#> Attrib V8 0.12348663354260425
#> Attrib V9 0.3136782309891996
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.0219386257379406
#> Attrib V1 -0.6033958906641766
#> Attrib V10 0.2191489961635982
#> Attrib V11 -0.6643410573627715
#> Attrib V12 -0.33876046320163195
#> Attrib V13 0.49310729197249903
#> Attrib V14 0.09860718554078207
#> Attrib V15 -0.24936019740977652
#> Attrib V16 -0.2051114650862036
#> Attrib V17 -0.222851701806907
#> Attrib V18 0.08745457606911287
#> Attrib V19 -0.8238796626286325
#> Attrib V2 -1.4515085644579824E-4
#> Attrib V20 -0.5686179237550618
#> Attrib V21 -0.3184509647952409
#> Attrib V22 -0.33544062214027504
#> Attrib V23 -0.30943514727949606
#> Attrib V24 -0.4852842286938731
#> Attrib V25 -0.34581255749352247
#> Attrib V26 0.7627080400317391
#> Attrib V27 0.6075106803459785
#> Attrib V28 0.11445138848950277
#> Attrib V29 0.279710186553731
#> Attrib V3 0.0888830676078566
#> Attrib V30 -0.03431216519707021
#> Attrib V31 1.8274265004241947
#> Attrib V32 -0.23546604239436486
#> Attrib V33 -1.0108767758453059
#> Attrib V34 0.25058536077757587
#> Attrib V35 0.5165172573174126
#> Attrib V36 1.1141512266157922
#> Attrib V37 2.0085235869277653
#> Attrib V38 0.22184976352958574
#> Attrib V39 -0.4226304803217592
#> Attrib V4 -0.4824950014038959
#> Attrib V40 0.164931945045599
#> Attrib V41 -0.9171332934528741
#> Attrib V42 -1.2047216680969979
#> Attrib V43 -0.30433926080189777
#> Attrib V44 -0.10786420162780111
#> Attrib V45 -0.044446497636872404
#> Attrib V46 0.3167585991702441
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#> Attrib V48 0.039541945806596555
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#> Attrib V5 -0.7112006220504724
#> Attrib V50 1.0297559557155576
#> Attrib V51 0.00537395796531767
#> Attrib V52 -0.06502237267842101
#> Attrib V53 -0.4981958393088384
#> Attrib V54 -0.605584547299288
#> Attrib V55 0.19632833470908678
#> Attrib V56 -0.18784972010031864
#> Attrib V57 0.3192795822763546
#> Attrib V58 -0.6314170950387921
#> Attrib V59 -0.0625069564931414
#> Attrib V6 -0.007768335854093225
#> Attrib V60 0.06809342938218484
#> Attrib V7 1.0455293313019371
#> Attrib V8 -0.6165809575272745
#> Attrib V9 -0.6401180946659798
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.07108023043514884
#> Attrib V1 0.4926747311269972
#> Attrib V10 -0.2549618737982163
#> Attrib V11 0.044501924183275234
#> Attrib V12 -0.14376418382807035
#> Attrib V13 -0.3064243989047185
#> Attrib V14 0.17941341067299968
#> Attrib V15 0.5176370572217487
#> Attrib V16 0.5467262978958873
#> Attrib V17 0.3062471441916683
#> Attrib V18 0.013155538908590154
#> Attrib V19 0.28229805759068194
#> Attrib V2 0.21524216121518616
#> Attrib V20 0.4746615891288321
#> Attrib V21 0.33503575575159106
#> Attrib V22 0.01646352082283364
#> Attrib V23 -0.14912231133106676
#> Attrib V24 -0.10415096954442285
#> Attrib V25 -0.42270870886236805
#> Attrib V26 -0.9153429437264397
#> Attrib V27 -0.6976700327061971
#> Attrib V28 -0.4763836155430826
#> Attrib V29 -0.34458975711709783
#> Attrib V3 -3.7061055269700015E-4
#> Attrib V30 -0.3136450406816248
#> Attrib V31 -1.1109622560416401
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#> Attrib V7 -0.22037027813932986
#> Attrib V8 0.2209878095682905
#> Attrib V9 0.1964637924285538
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.17887305103766193
#> Attrib V1 0.6582052695722092
#> Attrib V10 -0.33901167377670033
#> Attrib V11 0.1495681509023446
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#> Attrib V18 -2.1353058948384512E-4
#> Attrib V19 0.4343132905686588
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#> Attrib V20 0.5793455763179415
#> Attrib V21 0.4067351013703783
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#> Attrib V26 -1.0764639190483554
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#> Attrib V3 0.023792410411080163
#> Attrib V30 -0.32446589902245393
#> Attrib V31 -1.690711234348573
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#> Attrib V33 0.5031571242214954
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#> Attrib V8 0.39393760110701276
#> Attrib V9 0.30954551461246615
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.08305970258916714
#> Attrib V1 -0.4329510031071283
#> Attrib V10 -0.15454382812204473
#> Attrib V11 -0.5407432984281941
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#> Attrib V26 0.2939897339650071
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#> Attrib V3 0.00448211038281851
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#> Attrib V33 -0.3639839846675411
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#> Attrib V40 0.11461071305202954
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#> Attrib V7 0.5811944244199486
#> Attrib V8 -0.15154942865538393
#> Attrib V9 -0.47095599146649547
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.29822063642484486
#> Attrib V1 0.2730523970840904
#> Attrib V10 0.9944466773538035
#> Attrib V11 1.6555640423531797
#> Attrib V12 1.6987937582386632
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#> Attrib V22 0.22361150406413183
#> Attrib V23 1.0193803781738524
#> Attrib V24 1.3402342096149347
#> Attrib V25 1.2957768383137163
#> Attrib V26 1.0720768762632822
#> Attrib V27 1.001136613870676
#> Attrib V28 1.6492208317065253
#> Attrib V29 0.6711385225111552
#> Attrib V3 0.23505805115358613
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#> Attrib V41 1.5116399457088932
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#> Attrib V6 0.06451068003881415
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#> Attrib V7 -1.138720688204144
#> Attrib V8 -0.2220414234496068
#> Attrib V9 1.2426903583643563
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.18669446847692842
#> Attrib V1 0.06322032639844251
#> Attrib V10 0.03384574667877119
#> Attrib V11 0.014874095671594431
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#> Attrib V28 0.0187862732761085
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#> Attrib V7 0.003496716985690903
#> Attrib V8 0.08711008027214456
#> Attrib V9 0.056937092579659294
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.29827174348678537
#> Attrib V1 0.44410528680997446
#> Attrib V10 0.20273762071120371
#> Attrib V11 0.5752061471308604
#> Attrib V12 0.41560428409010214
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#> Attrib V26 -0.06620946661417987
#> Attrib V27 0.07014938664537508
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#> Attrib V3 -0.05339521770506204
#> Attrib V30 0.319105391235739
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#> Attrib V6 0.016011275633867495
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#> Attrib V8 0.22753528882743193
#> Attrib V9 0.4188444191623444
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.5025136680033653
#> Attrib V1 -0.5556851076537749
#> Attrib V10 -0.00852124729281305
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#> Attrib V7 1.5884101917717222
#> Attrib V8 0.3155748348622411
#> Attrib V9 -0.4397425673062136
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.12266944853753202
#> Attrib V1 0.27083528084035
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#> Attrib V6 -0.022425239260143337
#> Attrib V60 -0.02266625101690221
#> Attrib V7 -0.22255911475702703
#> Attrib V8 0.18552767776007062
#> Attrib V9 0.19201413137207352
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.08077232410179713
#> Attrib V1 0.2073083974607614
#> Attrib V10 0.08293180031439717
#> Attrib V11 0.17160727658149244
#> Attrib V12 0.11360022769960845
#> Attrib V13 -0.005746804278021388
#> Attrib V14 0.034719352517057635
#> Attrib V15 0.12829016098530807
#> Attrib V16 0.08239950235134547
#> Attrib V17 0.04383788639019016
#> Attrib V18 -0.08511019292148321
#> Attrib V19 -0.0012674454154789458
#> Attrib V2 0.13495123936539397
#> Attrib V20 0.047923039662346366
#> Attrib V21 0.019087504511283174
#> Attrib V22 -0.10594063515107473
#> Attrib V23 -0.09203527439120739
#> Attrib V24 -0.051594571735414145
#> Attrib V25 -2.5368588959155333E-4
#> Attrib V26 -0.10330894314592542
#> Attrib V27 -0.10377540344392619
#> Attrib V28 0.004172758225516642
#> Attrib V29 -0.09703167416679119
#> Attrib V3 0.06059460484872325
#> Attrib V30 0.014234466790070784
#> Attrib V31 -0.22677124797281642
#> Attrib V32 -0.06337252179773337
#> Attrib V33 0.07242198259318013
#> Attrib V34 0.00874967853633786
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#> Attrib V37 -0.09870267778512502
#> Attrib V38 0.02201038526938238
#> Attrib V39 0.14578987834936014
#> Attrib V4 0.156886330973531
#> Attrib V40 -0.004342880596369911
#> Attrib V41 0.03815265531434442
#> Attrib V42 0.08672227153605522
#> Attrib V43 -0.022163782129421487
#> Attrib V44 0.006573258863673519
#> Attrib V45 0.12615059125513223
#> Attrib V46 0.04831716937901828
#> Attrib V47 0.04462226264476158
#> Attrib V48 0.12691154236130633
#> Attrib V49 0.07474899057107717
#> Attrib V5 0.06645444968304276
#> Attrib V50 -0.0753227079138676
#> Attrib V51 0.019155609650030127
#> Attrib V52 0.08481077285655313
#> Attrib V53 0.12074259879574582
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#> Attrib V58 0.15429382376506268
#> Attrib V59 0.07544310845552149
#> Attrib V6 0.0195385570527048
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#> Attrib V7 -0.1155308939479621
#> Attrib V8 0.09047949234024628
#> Attrib V9 0.12225182233712346
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.03880644888616754
#> Attrib V1 0.5254795254035605
#> Attrib V10 -0.39763043641420276
#> Attrib V11 -0.028403423567711455
#> Attrib V12 -0.29694013870646946
#> Attrib V13 -0.29110848026320785
#> Attrib V14 0.30565492338275607
#> Attrib V15 0.7390582795999503
#> Attrib V16 0.6305624959832049
#> Attrib V17 0.3845681965360408
#> Attrib V18 0.036985467508670634
#> Attrib V19 0.3264935068795863
#> Attrib V2 0.2974145398572409
#> Attrib V20 0.58975204028406
#> Attrib V21 0.3760739529763265
#> Attrib V22 0.08429945523574188
#> Attrib V23 -0.09095115172460444
#> Attrib V24 -0.2040665798669506
#> Attrib V25 -0.6540868189296448
#> Attrib V26 -1.1443524803454217
#> Attrib V27 -0.8975705220656515
#> Attrib V28 -0.5818203359866744
#> Attrib V29 -0.428032180189103
#> Attrib V3 5.943175982104689E-4
#> Attrib V30 -0.4469783296854771
#> Attrib V31 -1.3984464789040434
#> Attrib V32 -0.29292681753882444
#> Attrib V33 0.5369270004387333
#> Attrib V34 0.015989055358776205
#> Attrib V35 -0.13279064587642167
#> Attrib V36 -0.48333816900359305
#> Attrib V37 -0.7288090464723193
#> Attrib V38 0.10012539952936435
#> Attrib V39 0.17713645154968538
#> Attrib V4 0.2793860961606842
#> Attrib V40 -0.2031593989104151
#> Attrib V41 0.060526198073329096
#> Attrib V42 0.5599583385158723
#> Attrib V43 0.32730254088640914
#> Attrib V44 0.2941572672850472
#> Attrib V45 0.26987348902958863
#> Attrib V46 -0.10737127976689338
#> Attrib V47 -0.13809960756375309
#> Attrib V48 -0.10378316511122143
#> Attrib V49 -0.15396983594708313
#> Attrib V5 0.24829862175428866
#> Attrib V50 -0.5776302681994179
#> Attrib V51 -0.3359769920712341
#> Attrib V52 -0.06355313005811188
#> Attrib V53 0.24667582526894544
#> Attrib V54 0.6176142078451888
#> Attrib V55 0.08811338056834783
#> Attrib V56 0.2392437460359171
#> Attrib V57 0.15463081330279577
#> Attrib V58 0.29530539274885886
#> Attrib V59 0.04277685202202067
#> Attrib V6 0.031956266432800695
#> Attrib V60 0.0019655359296718573
#> Attrib V7 -0.26086874826525597
#> Attrib V8 0.34434154409829265
#> Attrib V9 0.1967158752864493
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.11499008463135617
#> Attrib V1 0.13739919676487758
#> Attrib V10 -0.01026092407957036
#> Attrib V11 0.1064725592185591
#> Attrib V12 0.01994653803470112
#> Attrib V13 -0.06627593972986169
#> Attrib V14 0.0853808154524974
#> Attrib V15 0.10169521621251532
#> Attrib V16 0.0909801739880596
#> Attrib V17 -0.01330438121861302
#> Attrib V18 0.0036011893402181716
#> Attrib V19 -0.045166805292418524
#> Attrib V2 0.07338654293027716
#> Attrib V20 0.03291166208988993
#> Attrib V21 -0.009440209660795203
#> Attrib V22 -0.0941929470277132
#> Attrib V23 -0.05825854020187779
#> Attrib V24 -0.06410912845136356
#> Attrib V25 -0.08753774827194911
#> Attrib V26 -0.12219436842161356
#> Attrib V27 -0.07448550531385284
#> Attrib V28 0.024998860885250728
#> Attrib V29 -0.013841050532544375
#> Attrib V3 0.10632195626268319
#> Attrib V30 0.05443810865128666
#> Attrib V31 -0.2004362824123947
#> Attrib V32 -0.04628149497770838
#> Attrib V33 0.08318885429333239
#> Attrib V34 0.0351948411592908
#> Attrib V35 0.03489822652995931
#> Attrib V36 -0.0024850563064238293
#> Attrib V37 -0.05152669366559606
#> Attrib V38 -0.006686358819033371
#> Attrib V39 0.07621380339764564
#> Attrib V4 0.09520383821202241
#> Attrib V40 -0.016556722861097925
#> Attrib V41 -0.005622700107222011
#> Attrib V42 0.06440848339715415
#> Attrib V43 -0.029269514436120088
#> Attrib V44 0.07751450045531123
#> Attrib V45 0.1353564399835078
#> Attrib V46 0.06983753161266583
#> Attrib V47 0.06533157237726167
#> Attrib V48 0.05220307730366873
#> Attrib V49 0.10279702707283328
#> Attrib V5 0.10736817237361647
#> Attrib V50 -0.03492734040885564
#> Attrib V51 0.05621984383836494
#> Attrib V52 0.0912441529909976
#> Attrib V53 0.07461507044707896
#> Attrib V54 0.07073331295545603
#> Attrib V55 0.08241637478489079
#> Attrib V56 0.06829689745664985
#> Attrib V57 0.09983091370464045
#> Attrib V58 0.143890167695407
#> Attrib V59 0.00830405602394206
#> Attrib V6 0.05119763912712471
#> Attrib V60 0.02633826004000258
#> Attrib V7 -0.03221320440276975
#> Attrib V8 0.12299701405198682
#> Attrib V9 0.1369373147823132
#> Class M
#> Input
#> Node 0
#> Class R
#> Input
#> Node 1
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.173913