Classification MultilayerPerceptron Learner
Source:R/learner_RWeka_classif_multilayer_perceptron.R
mlr_learners_classif.multilayer_perceptron.RdClassifier that uses backpropagation to learn a multi-layer perceptron.
Calls RWeka::make_Weka_classifier() from RWeka.
Custom mlr3 parameters
output_debug_info:original id: output-debug-info
do_not_check_capabilities:original id: do-not-check-capabilities
num_decimal_places:original id: num-decimal-places
batch_size:original id: batch-size
Reason for change: This learner contains changed ids of the following control arguments since their ids contain irregular pattern
Gremoved:GUI will be opened
Reason for change: The parameter is removed because we don't want to launch GUI.
Parameters
| Id | Type | Default | Levels | Range |
| subset | untyped | - | - | |
| na.action | untyped | - | - | |
| L | numeric | 0.3 | \([0, 1]\) | |
| M | numeric | 0.2 | \([0, 1]\) | |
| N | integer | 500 | \([1, \infty)\) | |
| V | numeric | 0 | \([0, 100]\) | |
| S | integer | 0 | \([0, \infty)\) | |
| E | integer | 20 | \([1, \infty)\) | |
| A | logical | FALSE | TRUE, FALSE | - |
| B | logical | FALSE | TRUE, FALSE | - |
| H | untyped | "a" | - | |
| C | logical | FALSE | TRUE, FALSE | - |
| I | logical | FALSE | TRUE, FALSE | - |
| R | logical | FALSE | TRUE, FALSE | - |
| D | logical | FALSE | TRUE, FALSE | - |
| output_debug_info | logical | FALSE | TRUE, FALSE | - |
| do_not_check_capabilities | logical | FALSE | TRUE, FALSE | - |
| num_decimal_places | integer | 2 | \([1, \infty)\) | |
| batch_size | integer | 100 | \([1, \infty)\) | |
| options | untyped | NULL | - |
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifMultilayerPerceptron
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
Method marshal()
Marshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::marshal_model().
Method unmarshal()
Unmarshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::unmarshal_model().
Examples
# Define the Learner
learner = lrn("classif.multilayer_perceptron")
print(learner)
#>
#> ── <LearnerClassifMultilayerPerceptron> (classif.multilayer_perceptron): Multila
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3 and RWeka
#> • Predict Types: [response] and prob
#> • Feature Types: logical, integer, numeric, factor, and ordered
#> • Encapsulation: none (fallback: -)
#> • Properties: marshal, missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> Sigmoid Node 0
#> Inputs Weights
#> Threshold -1.520275741899603
#> Node 2 2.1562948646067013
#> Node 3 1.4452679990615056
#> Node 4 1.2596232292926564
#> Node 5 -2.206137968335329
#> Node 6 0.1594422699478727
#> Node 7 3.1794203308945246
#> Node 8 0.6157014351760175
#> Node 9 2.767906714233784
#> Node 10 -1.1224799602283004
#> Node 11 1.6578331275254337
#> Node 12 1.4842727738616035
#> Node 13 1.2035850796582357
#> Node 14 1.8127967795443125
#> Node 15 -2.3866529593155543
#> Node 16 -0.0677500044974166
#> Node 17 -0.8664262716381734
#> Node 18 -1.1780531677445008
#> Node 19 3.053999042027661
#> Node 20 2.106717543910633
#> Node 21 -3.6467746104014425
#> Node 22 1.8158932890249966
#> Node 23 2.0601600614128386
#> Node 24 -2.1054074238237
#> Node 25 3.202996761987705
#> Node 26 -0.25526456833158045
#> Node 27 1.7593280931028483
#> Node 28 -3.213786314105492
#> Node 29 1.5529672761410604
#> Node 30 -1.0648647880073518
#> Node 31 1.6153259402017495
#> Node 32 0.07826669204296594
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 1.4536130600113235
#> Node 2 -2.1671364376146687
#> Node 3 -1.4180518182997204
#> Node 4 -1.2066357379206634
#> Node 5 2.245164844822717
#> Node 6 -0.12770970042903604
#> Node 7 -3.172627952644347
#> Node 8 -0.6297337464047315
#> Node 9 -2.761316736167432
#> Node 10 1.0793784156206947
#> Node 11 -1.64939197228398
#> Node 12 -1.530402357327481
#> Node 13 -1.158649773538393
#> Node 14 -1.7720931997836842
#> Node 15 2.3754848069041414
#> Node 16 0.05808724356612191
#> Node 17 0.8879119434009587
#> Node 18 1.199974936196223
#> Node 19 -3.0593841396532895
#> Node 20 -2.0799516428148213
#> Node 21 3.6794857539207646
#> Node 22 -1.882909731976779
#> Node 23 -2.0754588942713776
#> Node 24 2.111994675820957
#> Node 25 -3.1852828404102196
#> Node 26 0.17865823471932543
#> Node 27 -1.793555383322508
#> Node 28 3.1821452659285643
#> Node 29 -1.5817251592055497
#> Node 30 1.1250923436393634
#> Node 31 -1.571404110472821
#> Node 32 -0.08818816875621027
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.25525047208785184
#> Attrib V1 0.2966887935033427
#> Attrib V10 -0.22596860952408698
#> Attrib V11 -0.06100514568483273
#> Attrib V12 0.031131488233397016
#> Attrib V13 0.22487118547853693
#> Attrib V14 0.1774742397354698
#> Attrib V15 0.4185740407685431
#> Attrib V16 0.2608246415720065
#> Attrib V17 0.21537813801906547
#> Attrib V18 0.5856918647788353
#> Attrib V19 0.6474584102643716
#> Attrib V2 -0.04313893990132631
#> Attrib V20 0.37180122467520244
#> Attrib V21 0.1597609723419351
#> Attrib V22 0.1968199045004778
#> Attrib V23 0.37406300903551537
#> Attrib V24 0.22791100296830455
#> Attrib V25 -0.3703085000476149
#> Attrib V26 -0.45874150278633696
#> Attrib V27 0.03361412942188043
#> Attrib V28 1.3142791711773332
#> Attrib V29 1.097080061108873
#> Attrib V3 -0.07810921369974286
#> Attrib V30 0.6307731171259582
#> Attrib V31 -1.3527320639057432
#> Attrib V32 -0.4483816884412312
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#> Attrib V40 0.18569334424203518
#> Attrib V41 0.5180568270103456
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#> Attrib V43 0.4752906225995425
#> Attrib V44 0.43787904389925913
#> Attrib V45 0.46054954214280647
#> Attrib V46 0.07908531484848863
#> Attrib V47 -0.3151560303665082
#> Attrib V48 0.02117741010640593
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#> Attrib V5 -0.2430212747609364
#> Attrib V50 -0.7764580051834709
#> Attrib V51 0.10288059920650555
#> Attrib V52 0.48221435944230034
#> Attrib V53 0.5628375529805822
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#> Attrib V56 0.6462070704294562
#> Attrib V57 -0.9088141613215134
#> Attrib V58 0.6889390975625577
#> Attrib V59 0.5749754986397584
#> Attrib V6 0.06875234484633518
#> Attrib V60 0.6090271909419288
#> Attrib V7 0.036056734061508625
#> Attrib V8 -0.5316041351603713
#> Attrib V9 -0.4235869506564526
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.06349037951747753
#> Attrib V1 0.411960658227542
#> Attrib V10 -0.12385961157855932
#> Attrib V11 -0.00973555189068693
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#> Attrib V16 0.4153865500300484
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#> Attrib V19 0.1855537234826085
#> Attrib V2 0.17908219852485843
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#> Attrib V28 0.17249023672902938
#> Attrib V29 -0.27104335803723967
#> Attrib V3 -0.05739022453410243
#> Attrib V30 0.4616238641358261
#> Attrib V31 -0.5672652404177386
#> Attrib V32 0.6010644869749853
#> Attrib V33 0.24082865646175142
#> Attrib V34 -0.08666146669829482
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#> Attrib V38 0.22400906538002552
#> Attrib V39 0.27362501628569635
#> Attrib V4 -0.05053671326757543
#> Attrib V40 -0.022644187575450378
#> Attrib V41 -0.04509505890771768
#> Attrib V42 0.3354025446630766
#> Attrib V43 0.007931654428657802
#> Attrib V44 0.22375954872469855
#> Attrib V45 0.37502357225339367
#> Attrib V46 0.030368182834398117
#> Attrib V47 -0.3224837911481905
#> Attrib V48 0.01683181329210471
#> Attrib V49 0.22122443606383121
#> Attrib V5 -0.4541014023868279
#> Attrib V50 -0.8398721805119392
#> Attrib V51 -0.08611198590294528
#> Attrib V52 0.06367626050791979
#> Attrib V53 -0.35187310660633114
#> Attrib V54 0.38172360741935396
#> Attrib V55 -0.12498254116746808
#> Attrib V56 0.6344347554074182
#> Attrib V57 -0.5925128342492235
#> Attrib V58 0.3913068410803796
#> Attrib V59 0.01604241909170682
#> Attrib V6 -0.22423372031592365
#> Attrib V60 0.11350815299992979
#> Attrib V7 0.14482564158407332
#> Attrib V8 -0.49212340607039007
#> Attrib V9 -0.19221732377810424
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.017699054693106897
#> Attrib V1 0.347898202455347
#> Attrib V10 -0.11939430666348529
#> Attrib V11 -0.018208381305595857
#> Attrib V12 -0.07174683761868952
#> Attrib V13 -0.1824476188865192
#> Attrib V14 -0.41225064497301395
#> Attrib V15 0.20393878668628457
#> Attrib V16 0.38446249225333756
#> Attrib V17 0.32948262669990014
#> Attrib V18 0.015247454194063577
#> Attrib V19 0.08978230447602813
#> Attrib V2 0.1342257572149693
#> Attrib V20 0.044467000277502326
#> Attrib V21 -0.0647714502714378
#> Attrib V22 -0.09423089389575644
#> Attrib V23 -0.1823073085716402
#> Attrib V24 -0.1396734081203673
#> Attrib V25 -0.45195662251629853
#> Attrib V26 -0.7382116073453013
#> Attrib V27 -0.6619353205288989
#> Attrib V28 0.2162163397689583
#> Attrib V29 -0.02249454158720361
#> Attrib V3 -0.030139210676989894
#> Attrib V30 0.43651024343780626
#> Attrib V31 -0.5077445863491664
#> Attrib V32 0.4797711850805692
#> Attrib V33 0.17711584898824725
#> Attrib V34 -0.11257481100227468
#> Attrib V35 0.02152448317772232
#> Attrib V36 -0.625379917331308
#> Attrib V37 -0.09683693675412404
#> Attrib V38 0.1736682803067759
#> Attrib V39 0.20870870081573895
#> Attrib V4 -0.0329355230480349
#> Attrib V40 -0.06366067136368056
#> Attrib V41 -0.07178614159965793
#> Attrib V42 0.28347883838047977
#> Attrib V43 -0.04714324784476983
#> Attrib V44 0.1641327529047224
#> Attrib V45 0.4020169885714608
#> Attrib V46 0.03649991380951486
#> Attrib V47 -0.29394090277873225
#> Attrib V48 0.09904758791692696
#> Attrib V49 0.2754323030007415
#> Attrib V5 -0.34239776266034033
#> Attrib V50 -0.6656308936866028
#> Attrib V51 0.02449904387380962
#> Attrib V52 0.07317314798976857
#> Attrib V53 -0.24759920908536448
#> Attrib V54 0.1935992848519275
#> Attrib V55 -0.12998866911263227
#> Attrib V56 0.536540588578464
#> Attrib V57 -0.5033441173587392
#> Attrib V58 0.29998788568996126
#> Attrib V59 0.015452256245033642
#> Attrib V6 -0.1975038461177874
#> Attrib V60 0.07197364538277981
#> Attrib V7 0.15060384304030106
#> Attrib V8 -0.46032618874135806
#> Attrib V9 -0.1069403186274608
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold 0.049856921005906545
#> Attrib V1 0.045662535229600426
#> Attrib V10 -0.7948960857246802
#> Attrib V11 -0.8793270483384069
#> Attrib V12 -0.6084117047192319
#> Attrib V13 0.07573853954429044
#> Attrib V14 0.6770600526577044
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#> Attrib V16 0.14198260143957223
#> Attrib V17 0.1975575048257707
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#> Attrib V2 0.4714676407442128
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#> Attrib V3 0.15284203023149434
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#> Attrib V31 1.8650385528857347
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#> Attrib V50 1.2910018091516116
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#> Attrib V7 0.31567821965271314
#> Attrib V8 0.14956984798103218
#> Attrib V9 -0.4711256479740292
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold -0.09298021992810958
#> Attrib V1 0.1999746306614132
#> Attrib V10 -0.030761395012224052
#> Attrib V11 0.0219586155806677
#> Attrib V12 0.009035129797343392
#> Attrib V13 -0.08390683664972755
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#> Attrib V53 0.10924906349574738
#> Attrib V54 0.08848241390489611
#> Attrib V55 0.0663877484529826
#> Attrib V56 0.21015379668711387
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#> Attrib V59 0.1545180274195659
#> Attrib V6 0.0182677194364287
#> Attrib V60 0.13534509093071043
#> Attrib V7 0.0045459700516539405
#> Attrib V8 -0.053681085918615326
#> Attrib V9 0.04104482518768875
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.4380532038815729
#> Attrib V1 0.22194785995021923
#> Attrib V10 0.8600974828223044
#> Attrib V11 1.0867140365201602
#> Attrib V12 0.6680453048292304
#> Attrib V13 0.5048116713122541
#> Attrib V14 -0.11276246201511542
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#> Attrib V24 0.5291641955493794
#> Attrib V25 0.25411514999018664
#> Attrib V26 0.8109448869609323
#> Attrib V27 0.8482232452131571
#> Attrib V28 1.635959834608934
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#> Attrib V3 -0.007742767310093995
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#> Attrib V34 -0.05876722957201044
#> Attrib V35 0.28989418672303574
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#> Attrib V38 -0.25126052036700797
#> Attrib V39 0.08398553703480043
#> Attrib V4 0.1633903170097397
#> Attrib V40 0.7279300149105106
#> Attrib V41 1.3993664540115314
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#> Attrib V43 -0.0591120989786133
#> Attrib V44 0.10789760560613187
#> Attrib V45 0.29549809820310297
#> Attrib V46 0.765820952295243
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#> Attrib V48 0.5459321596826892
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#> Attrib V51 0.6839626709864977
#> Attrib V52 0.8641593831298902
#> Attrib V53 0.6704711406825591
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#> Attrib V55 0.3943220100104722
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#> Attrib V58 0.6532432480003261
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#> Attrib V6 0.11853146026382015
#> Attrib V60 -0.09652741778851062
#> Attrib V7 -0.0466432702218406
#> Attrib V8 -0.43360510138367325
#> Attrib V9 0.49949409950035006
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold -0.005857664665894813
#> Attrib V1 0.29692228764782025
#> Attrib V10 0.05652360758891929
#> Attrib V11 0.12874606722403834
#> Attrib V12 -0.02746299484754842
#> Attrib V13 -0.05625144134205001
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#> Attrib V15 0.07847849080850947
#> Attrib V16 0.12446145908533396
#> Attrib V17 0.04723496111173858
#> Attrib V18 -0.008579271543691805
#> Attrib V19 0.04288206452785484
#> Attrib V2 0.1230190734299715
#> Attrib V20 0.014428259604541459
#> Attrib V21 0.0033685073937821212
#> Attrib V22 -0.1170226888009445
#> Attrib V23 -0.19435352028325759
#> Attrib V24 -0.08530405127592874
#> Attrib V25 -0.1844455670356259
#> Attrib V26 -0.23255613578459033
#> Attrib V27 -0.23667681168217486
#> Attrib V28 0.1419631224033473
#> Attrib V29 0.14601949763985214
#> Attrib V3 0.0387344390739413
#> Attrib V30 0.2730028087965918
#> Attrib V31 -0.3592081683864352
#> Attrib V32 0.017820191780640947
#> Attrib V33 -0.019022961172804508
#> Attrib V34 -0.006206943573444787
#> Attrib V35 0.16808087791680562
#> Attrib V36 -0.1841479109319137
#> Attrib V37 -0.042937324256028295
#> Attrib V38 0.12140056777490293
#> Attrib V39 0.11777031811618938
#> Attrib V4 0.13914667912947953
#> Attrib V40 -0.029625952443144254
#> Attrib V41 -0.023588327237429176
#> Attrib V42 0.048189516144307054
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#> Attrib V45 0.3518038971609262
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#> Attrib V48 0.29179884732642086
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#> Attrib V5 -0.10991632496200023
#> Attrib V50 -0.1889942107870068
#> Attrib V51 0.11294037146602968
#> Attrib V52 0.18229758587212197
#> Attrib V53 0.0823946265095496
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#> Attrib V55 0.08228313578621416
#> Attrib V56 0.2578278046248371
#> Attrib V57 -0.15723640263717353
#> Attrib V58 0.26308689747678465
#> Attrib V59 0.18882899652249888
#> Attrib V6 -0.12126178560340116
#> Attrib V60 0.19835762024133488
#> Attrib V7 -0.010221858001740771
#> Attrib V8 -0.25719035464908496
#> Attrib V9 -0.017651158487136453
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.19720900166152452
#> Attrib V1 0.2325866782386098
#> Attrib V10 0.9222181442252626
#> Attrib V11 1.0568355854245568
#> Attrib V12 0.9106953079939263
#> Attrib V13 0.5634734650415035
#> Attrib V14 -0.2767069963504428
#> Attrib V15 -0.1876701679503058
#> Attrib V16 -0.6887207084470852
#> Attrib V17 -0.9155726661216645
#> Attrib V18 -0.4373903339193263
#> Attrib V19 -0.39508753751259573
#> Attrib V2 0.09257846462180828
#> Attrib V20 -0.4468426281213186
#> Attrib V21 -0.262437424429269
#> Attrib V22 0.06245178041134524
#> Attrib V23 0.4846808813740239
#> Attrib V24 0.44572924811629944
#> Attrib V25 0.33129210886939625
#> Attrib V26 0.7430339340268947
#> Attrib V27 0.7981553905646721
#> Attrib V28 1.4194383309474001
#> Attrib V29 1.31304101653261
#> Attrib V3 0.12290370030893219
#> Attrib V30 0.5419789850759528
#> Attrib V31 -0.5295204116935313
#> Attrib V32 0.018147556327796237
#> Attrib V33 -0.31161154408586694
#> Attrib V34 0.06944593351384323
#> Attrib V35 0.2526162070701005
#> Attrib V36 -0.6310290019322251
#> Attrib V37 -0.051105198850741024
#> Attrib V38 -0.16651518303521096
#> Attrib V39 0.09844449123317929
#> Attrib V4 0.21957984466779149
#> Attrib V40 0.49338113956843876
#> Attrib V41 1.0505362316808735
#> Attrib V42 -0.07580794249164681
#> Attrib V43 -0.048443151954155265
#> Attrib V44 0.014963057058190822
#> Attrib V45 0.277530020598918
#> Attrib V46 0.7253592483155719
#> Attrib V47 0.5682789153549299
#> Attrib V48 0.47197557721992967
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#> Attrib V5 0.3003789815188941
#> Attrib V50 -0.2806850211396278
#> Attrib V51 0.6351750996465402
#> Attrib V52 0.8159838856161251
#> Attrib V53 0.5170467076225526
#> Attrib V54 0.41657402786836
#> Attrib V55 0.35444958116686837
#> Attrib V56 -0.23474257771397783
#> Attrib V57 -0.8148903307150063
#> Attrib V58 0.46961352016729596
#> Attrib V59 -0.07961422942555288
#> Attrib V6 0.07101153981778097
#> Attrib V60 -0.08446890463022845
#> Attrib V7 -0.19918014236011639
#> Attrib V8 -0.45900070257297526
#> Attrib V9 0.48241889897386786
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.004246625884042758
#> Attrib V1 -0.14894387944534546
#> Attrib V10 0.025680170595417964
#> Attrib V11 -0.11479702128131317
#> Attrib V12 0.06001331762486646
#> Attrib V13 0.22945997614318242
#> Attrib V14 0.3082942101485909
#> Attrib V15 -0.1850823199205939
#> Attrib V16 -0.019197822341935143
#> Attrib V17 -0.005864972864943552
#> Attrib V18 0.14359133865029197
#> Attrib V19 0.007425517601404426
#> Attrib V2 -0.013261616462013338
#> Attrib V20 -0.0670178087347704
#> Attrib V21 -0.021237814438376523
#> Attrib V22 -0.06470279936247987
#> Attrib V23 0.0939559723781428
#> Attrib V24 -0.13456178007181688
#> Attrib V25 -0.15231288031577186
#> Attrib V26 -0.04507480647468713
#> Attrib V27 0.14411290951744588
#> Attrib V28 0.03729250501757531
#> Attrib V29 -0.050783484533098534
#> Attrib V3 0.0450673933002306
#> Attrib V30 -0.10894601065140468
#> Attrib V31 0.5586414850692936
#> Attrib V32 0.05713453835726326
#> Attrib V33 0.30239086556517025
#> Attrib V34 0.12668159123347805
#> Attrib V35 -0.015385712876471697
#> Attrib V36 0.5348344689589121
#> Attrib V37 0.200986495057436
#> Attrib V38 0.25914993297982525
#> Attrib V39 0.1309829140929277
#> Attrib V4 0.10868934524523809
#> Attrib V40 0.2914904124555435
#> Attrib V41 0.33964318382161324
#> Attrib V42 0.04872728491673513
#> Attrib V43 0.13515215057180474
#> Attrib V44 0.065263381010831
#> Attrib V45 -0.2077443712342895
#> Attrib V46 -0.24711740207619765
#> Attrib V47 -0.16638972984622166
#> Attrib V48 -0.3107978821066877
#> Attrib V49 -0.21168799882166217
#> Attrib V5 0.30726098646286537
#> Attrib V50 0.48535880734417924
#> Attrib V51 -0.13177755446033257
#> Attrib V52 -0.18546970587178035
#> Attrib V53 0.08874294558361016
#> Attrib V54 -0.2174050832585773
#> Attrib V55 -0.09757344487981262
#> Attrib V56 -0.2694357673201341
#> Attrib V57 0.44890016687964834
#> Attrib V58 -0.2046966893087394
#> Attrib V59 0.026960301096896094
#> Attrib V6 0.3726144425261229
#> Attrib V60 0.03891948984511237
#> Attrib V7 0.3456640429689866
#> Attrib V8 0.5886243355639885
#> Attrib V9 0.117761003880932
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.12970951557822213
#> Attrib V1 0.049351003680730476
#> Attrib V10 0.32202483891302464
#> Attrib V11 0.372134008375025
#> Attrib V12 0.2447515959817324
#> Attrib V13 -0.16684862171729647
#> Attrib V14 -0.7100592494406716
#> Attrib V15 -0.317283099895323
#> Attrib V16 -0.19344737622183591
#> Attrib V17 -0.14980638334812318
#> Attrib V18 0.030431512233956303
#> Attrib V19 -0.06918694170267331
#> Attrib V2 -0.2180519950945138
#> Attrib V20 -0.1280673774429835
#> Attrib V21 -0.10357187300567186
#> Attrib V22 0.07071025682865482
#> Attrib V23 0.2762120416569891
#> Attrib V24 0.5074318645770841
#> Attrib V25 0.45061723503080375
#> Attrib V26 0.38194134647872313
#> Attrib V27 0.23313236450985622
#> Attrib V28 0.7644653365168147
#> Attrib V29 0.10970252251177699
#> Attrib V3 -0.18391364595396395
#> Attrib V30 0.43888373908795053
#> Attrib V31 -0.7286215614830126
#> Attrib V32 0.13306165812530701
#> Attrib V33 0.11151122322522801
#> Attrib V34 0.367035148714444
#> Attrib V35 0.5911904179045533
#> Attrib V36 -0.5444022696896808
#> Attrib V37 -0.29338689567609194
#> Attrib V38 -0.20155505873727572
#> Attrib V39 -0.059092750880861425
#> Attrib V4 -0.11960269839870392
#> Attrib V40 0.3501835556618792
#> Attrib V41 0.6662439129324091
#> Attrib V42 0.4492192672401539
#> Attrib V43 0.27259013085802114
#> Attrib V44 0.41382352884984114
#> Attrib V45 0.5493062270414641
#> Attrib V46 0.3976934760855654
#> Attrib V47 0.16966309716436326
#> Attrib V48 0.41512386216980407
#> Attrib V49 0.49319871879619653
#> Attrib V5 -0.34427521889263696
#> Attrib V50 -0.7260398919376774
#> Attrib V51 0.19302546725805933
#> Attrib V52 0.21846814261320482
#> Attrib V53 0.020756358579169413
#> Attrib V54 0.45010712246296775
#> Attrib V55 -0.24253162855992208
#> Attrib V56 0.34935041880607315
#> Attrib V57 -0.6967067579474571
#> Attrib V58 0.3652491604902383
#> Attrib V59 -0.08117174532830022
#> Attrib V6 -0.10814568356716533
#> Attrib V60 0.21494555491170597
#> Attrib V7 -0.10656074349392379
#> Attrib V8 -0.3233984691620703
#> Attrib V9 0.20302489902847398
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.34961541618230596
#> Attrib V1 0.25952098399363
#> Attrib V10 -0.05807025295945412
#> Attrib V11 0.131736949204414
#> Attrib V12 -0.00590849838679987
#> Attrib V13 0.0637348186772818
#> Attrib V14 -0.10214275284746865
#> Attrib V15 0.2583635497385806
#> Attrib V16 0.23598892558053375
#> Attrib V17 0.12529832929416382
#> Attrib V18 0.25541039877440547
#> Attrib V19 0.40339087925231354
#> Attrib V2 -0.015162531024200825
#> Attrib V20 0.1637166288940813
#> Attrib V21 0.0032843058367723202
#> Attrib V22 0.06611237220803262
#> Attrib V23 0.11538612275080992
#> Attrib V24 0.05354928041103881
#> Attrib V25 -0.3453717995825825
#> Attrib V26 -0.3356098419843242
#> Attrib V27 0.03389403967433774
#> Attrib V28 1.0091363436647172
#> Attrib V29 0.7886900825227044
#> Attrib V3 -0.188734324581154
#> Attrib V30 0.5875787221344051
#> Attrib V31 -1.0080228895589962
#> Attrib V32 -0.22652389999594208
#> Attrib V33 -0.2456697041695712
#> Attrib V34 -0.10718897718400967
#> Attrib V35 0.3452589576588257
#> Attrib V36 -0.680900988458285
#> Attrib V37 -0.17864817627943366
#> Attrib V38 0.06420632838882226
#> Attrib V39 0.11055833266045248
#> Attrib V4 0.007358055557138501
#> Attrib V40 0.12398360350877358
#> Attrib V41 0.3454239396946924
#> Attrib V42 0.40248933054591607
#> Attrib V43 0.23485080571270442
#> Attrib V44 0.20121186747114198
#> Attrib V45 0.4611845905298778
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#> Attrib V47 -0.19733074113656113
#> Attrib V48 0.1632496681018259
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#> Attrib V5 -0.2993250790611942
#> Attrib V50 -0.6983465751723875
#> Attrib V51 0.09302395605593405
#> Attrib V52 0.3805653207128868
#> Attrib V53 0.3017306238926289
#> Attrib V54 0.49135184648407604
#> Attrib V55 -0.014933981567448544
#> Attrib V56 0.47572707804927844
#> Attrib V57 -0.7754953411816579
#> Attrib V58 0.5314835160821735
#> Attrib V59 0.29879959751658536
#> Attrib V6 -0.034272135060735356
#> Attrib V60 0.3614792940260661
#> Attrib V7 0.04889763674018442
#> Attrib V8 -0.4382955292786628
#> Attrib V9 -0.1855555005773649
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold 0.06308748208094375
#> Attrib V1 0.278189159787947
#> Attrib V10 -0.15018494483483044
#> Attrib V11 0.0059714797317948435
#> Attrib V12 0.03689925615419821
#> Attrib V13 -0.1739785081487069
#> Attrib V14 -0.6442702410673941
#> Attrib V15 -0.08189420216278803
#> Attrib V16 0.21305089283014675
#> Attrib V17 0.2397821286965291
#> Attrib V18 -0.019568853561315384
#> Attrib V19 -0.002818622796388
#> Attrib V2 0.03538579688779181
#> Attrib V20 -0.06236396468511284
#> Attrib V21 -0.18311929487731188
#> Attrib V22 -0.10609411741240259
#> Attrib V23 -0.06744609935880595
#> Attrib V24 0.07887041903523377
#> Attrib V25 -0.11216972470653062
#> Attrib V26 -0.5029873696864545
#> Attrib V27 -0.4282615620769587
#> Attrib V28 0.1279910813964673
#> Attrib V29 -0.2867029776975201
#> Attrib V3 -0.0709732063008956
#> Attrib V30 0.34327891224278945
#> Attrib V31 -0.4127247565503061
#> Attrib V32 0.6449479552647801
#> Attrib V33 0.3393703278045923
#> Attrib V34 0.15586834630706167
#> Attrib V35 0.1872640847687755
#> Attrib V36 -0.4846988128191159
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#> Attrib V38 0.21208302378203425
#> Attrib V39 0.28103223973770475
#> Attrib V4 -0.12087613193795808
#> Attrib V40 0.10609468337487266
#> Attrib V41 0.11317417122251162
#> Attrib V42 0.35490520170785594
#> Attrib V43 0.04019139721529125
#> Attrib V44 0.2007224576281039
#> Attrib V45 0.2941594119269704
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#> Attrib V48 0.01347735303241085
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#> Attrib V5 -0.3998267685460136
#> Attrib V50 -0.7640963219120883
#> Attrib V51 -0.11942766665903178
#> Attrib V52 -0.07128609883486746
#> Attrib V53 -0.339902552824326
#> Attrib V54 0.17092516092371185
#> Attrib V55 -0.2836938580737965
#> Attrib V56 0.4360705059552513
#> Attrib V57 -0.5398840418566379
#> Attrib V58 0.18446638593749654
#> Attrib V59 -0.062386768992192684
#> Attrib V6 -0.16323267350412557
#> Attrib V60 0.11309902954166436
#> Attrib V7 0.17760031558132772
#> Attrib V8 -0.4949791526698834
#> Attrib V9 -0.1398875614746877
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.11200198432110722
#> Attrib V1 0.1382267678975511
#> Attrib V10 0.6288881966435784
#> Attrib V11 0.7331712725148375
#> Attrib V12 0.45906240210459703
#> Attrib V13 -0.013908245630942838
#> Attrib V14 -0.6507172204592251
#> Attrib V15 -0.2936785812154289
#> Attrib V16 -0.43118226065555143
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#> Attrib V18 -0.08313432105400204
#> Attrib V19 -0.18260585557814155
#> Attrib V2 -0.14957554923277358
#> Attrib V20 -0.2833845178470559
#> Attrib V21 -0.18631209398106227
#> Attrib V22 0.046010800310191835
#> Attrib V23 0.287740459587368
#> Attrib V24 0.4703254687102665
#> Attrib V25 0.5454442417352248
#> Attrib V26 0.6386346322470231
#> Attrib V27 0.2510492356864276
#> Attrib V28 0.5873154584651754
#> Attrib V29 0.07663986089906441
#> Attrib V3 -0.16531615943674727
#> Attrib V30 0.36652588952511783
#> Attrib V31 -0.5766133599918154
#> Attrib V32 0.11750056353377362
#> Attrib V33 0.047022722660365134
#> Attrib V34 0.3392257744055647
#> Attrib V35 0.5987328352006822
#> Attrib V36 -0.5338576042511259
#> Attrib V37 -0.26214134941602685
#> Attrib V38 -0.37885300942036576
#> Attrib V39 -0.13526199101881525
#> Attrib V4 -0.025040117047123684
#> Attrib V40 0.2513108385775212
#> Attrib V41 0.4997815373957575
#> Attrib V42 0.04110168340173552
#> Attrib V43 0.023102965486676775
#> Attrib V44 0.2430808115655277
#> Attrib V45 0.38456147473537305
#> Attrib V46 0.5105495519094972
#> Attrib V47 0.31167405467840825
#> Attrib V48 0.58744071785321
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#> Attrib V5 -0.21561380293849428
#> Attrib V50 -0.5617342946577304
#> Attrib V51 0.2823642076822204
#> Attrib V52 0.4650597709415261
#> Attrib V53 0.12165513552706145
#> Attrib V54 0.41639266354325605
#> Attrib V55 -0.0020517256174105367
#> Attrib V56 0.17721216283377264
#> Attrib V57 -0.7421517143304662
#> Attrib V58 0.45467016472173843
#> Attrib V59 -0.10615304153134705
#> Attrib V6 -0.10930907561179327
#> Attrib V60 0.1766444285489066
#> Attrib V7 -0.08321738678585625
#> Attrib V8 -0.4116941769560289
#> Attrib V9 0.3736298053019604
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold 0.26773809024235895
#> Attrib V1 0.3381411847014372
#> Attrib V10 -0.8513812234725524
#> Attrib V11 -0.7738276613672539
#> Attrib V12 -0.34923095712100566
#> Attrib V13 0.2590408984409369
#> Attrib V14 0.8644067680584062
#> Attrib V15 0.6453456946648302
#> Attrib V16 0.27185610586835407
#> Attrib V17 -0.10377114258506108
#> Attrib V18 -0.574614505614779
#> Attrib V19 -0.3317671759054107
#> Attrib V2 0.6132609238873344
#> Attrib V20 -0.43782205951336994
#> Attrib V21 -0.5424357024756364
#> Attrib V22 -0.6566393074601721
#> Attrib V23 -0.665677742149096
#> Attrib V24 -0.2005473916737445
#> Attrib V25 0.17555447895750864
#> Attrib V26 0.493967186636849
#> Attrib V27 1.0998264495421621
#> Attrib V28 0.45598858892741506
#> Attrib V29 0.8058858792331568
#> Attrib V3 0.3813670224852205
#> Attrib V30 -0.011035164993220364
#> Attrib V31 1.9284089835042655
#> Attrib V32 0.45200663865582097
#> Attrib V33 0.2981323381868945
#> Attrib V34 0.28602591624999574
#> Attrib V35 -0.4614495331854733
#> Attrib V36 0.3848238571431132
#> Attrib V37 0.4629126947339159
#> Attrib V38 0.1944338333904163
#> Attrib V39 0.13816288333346133
#> Attrib V4 -0.4361479802052489
#> Attrib V40 0.19033302639933325
#> Attrib V41 -0.09510647131147833
#> Attrib V42 -0.023531871412840046
#> Attrib V43 -0.3446459531082548
#> Attrib V44 -0.6423081537134021
#> Attrib V45 -0.5621917888173997
#> Attrib V46 -0.026809038690309008
#> Attrib V47 0.2522981831979499
#> Attrib V48 -0.272722450546053
#> Attrib V49 -0.2744314539598597
#> Attrib V5 0.49547418102135826
#> Attrib V50 1.1941138442749921
#> Attrib V51 -0.3614854354032193
#> Attrib V52 -0.6615170453876136
#> Attrib V53 0.20936295990468326
#> Attrib V54 -0.5214864958933957
#> Attrib V55 0.1661511314757096
#> Attrib V56 -0.30390620800186097
#> Attrib V57 0.4654620471915525
#> Attrib V58 -0.8422670549002976
#> Attrib V59 -0.44923487194125483
#> Attrib V6 0.08249705829149706
#> Attrib V60 -0.4262781698346659
#> Attrib V7 -0.4575462000133128
#> Attrib V8 -0.5595131916796366
#> Attrib V9 -0.7179603687223934
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.1649533456813256
#> Attrib V1 0.07397165322413601
#> Attrib V10 0.018066171019726282
#> Attrib V11 -0.009200463224631568
#> Attrib V12 -0.032348125072394776
#> Attrib V13 0.006438512719842712
#> Attrib V14 -0.008022400413381306
#> Attrib V15 0.006832933870466145
#> Attrib V16 0.07089414824283528
#> Attrib V17 0.050131423066834026
#> Attrib V18 0.04129372946706348
#> Attrib V19 -0.012194131872194702
#> Attrib V2 0.03054558146960022
#> Attrib V20 -0.08013425291350748
#> Attrib V21 -0.09862105435979783
#> Attrib V22 -0.10386675477677086
#> Attrib V23 -0.11774222548423084
#> Attrib V24 -0.0331502338544584
#> Attrib V25 -0.02147462426815225
#> Attrib V26 -0.07195721821449565
#> Attrib V27 -0.0730744406723169
#> Attrib V28 -0.013901500715033046
#> Attrib V29 -0.013788257266610912
#> Attrib V3 0.10503448403996629
#> Attrib V30 -0.00752709803516786
#> Attrib V31 -0.040360956913065536
#> Attrib V32 0.04340297019294683
#> Attrib V33 0.027757924954536117
#> Attrib V34 0.06837365962437728
#> Attrib V35 0.061135768036093885
#> Attrib V36 0.0411140642222126
#> Attrib V37 0.0862664919540462
#> Attrib V38 0.06783023785399489
#> Attrib V39 0.07517704355184426
#> Attrib V4 0.08279619539264535
#> Attrib V40 0.04351952080601919
#> Attrib V41 0.08662897370165766
#> Attrib V42 0.12961560742860773
#> Attrib V43 0.05486460389327436
#> Attrib V44 0.04078190226431786
#> Attrib V45 0.08563983953191806
#> Attrib V46 0.09636873869778262
#> Attrib V47 0.08340689885124822
#> Attrib V48 0.0630214997095534
#> Attrib V49 0.014317241535736418
#> Attrib V5 0.056497432466535075
#> Attrib V50 0.08677611033036353
#> Attrib V51 0.1237417601790637
#> Attrib V52 0.10074768331688257
#> Attrib V53 0.10732237223187449
#> Attrib V54 0.010187092277703307
#> Attrib V55 0.0765451683548113
#> Attrib V56 0.10272944524646309
#> Attrib V57 0.08488862540552138
#> Attrib V58 0.13395485731264847
#> Attrib V59 0.04422245837561411
#> Attrib V6 0.052999106311470166
#> Attrib V60 0.08705416063089566
#> Attrib V7 0.0227690685064759
#> Attrib V8 -0.015442606909994494
#> Attrib V9 0.06084240444081216
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold 0.005061752642657325
#> Attrib V1 -0.11722784313075924
#> Attrib V10 0.13699070714730077
#> Attrib V11 0.06461014209304966
#> Attrib V12 0.006644857437070762
#> Attrib V13 0.08502617412853389
#> Attrib V14 0.2149716646782396
#> Attrib V15 0.08042079182838775
#> Attrib V16 -0.03602187435654401
#> Attrib V17 0.031218737646042768
#> Attrib V18 0.1323612959339904
#> Attrib V19 0.11469320427152382
#> Attrib V2 -0.019674434151572294
#> Attrib V20 0.10925713400534255
#> Attrib V21 0.12819209022412653
#> Attrib V22 0.07677812249648
#> Attrib V23 -0.003452182356117983
#> Attrib V24 -0.08046636120987602
#> Attrib V25 -0.10245514495934471
#> Attrib V26 0.012673692261622922
#> Attrib V27 0.07525288625384922
#> Attrib V28 -0.13139373944985652
#> Attrib V29 0.0038712874672584574
#> Attrib V3 0.053862968326409105
#> Attrib V30 -0.1486242504221123
#> Attrib V31 0.0489296950790048
#> Attrib V32 -0.40018673456773074
#> Attrib V33 -0.10667017737138511
#> Attrib V34 -0.06549731880567429
#> Attrib V35 -0.03192950588581153
#> Attrib V36 0.132116167999735
#> Attrib V37 -0.024074306317282756
#> Attrib V38 -0.006514914782017385
#> Attrib V39 -0.018499411433090394
#> Attrib V4 0.10008492854060697
#> Attrib V40 -0.027226523192170175
#> Attrib V41 0.07842585588213913
#> Attrib V42 -0.07254857958639911
#> Attrib V43 0.041722977929830665
#> Attrib V44 -0.0249808670377258
#> Attrib V45 -0.06180957352248983
#> Attrib V46 -0.09367906507869055
#> Attrib V47 0.005892327209352572
#> Attrib V48 0.0023866012801377736
#> Attrib V49 -0.1724023698090084
#> Attrib V5 0.23945375599784316
#> Attrib V50 0.18336452827484184
#> Attrib V51 0.001041219573503148
#> Attrib V52 -0.029536988526280422
#> Attrib V53 0.03178754756979888
#> Attrib V54 -0.1403403562362147
#> Attrib V55 0.09867022489647535
#> Attrib V56 -0.18381417803288028
#> Attrib V57 0.2741069762879267
#> Attrib V58 -0.1111515843052399
#> Attrib V59 0.05689021542827131
#> Attrib V6 0.14978849341171932
#> Attrib V60 0.006325882714170691
#> Attrib V7 -0.01658253816550578
#> Attrib V8 0.30238940360263683
#> Attrib V9 0.11107065194520727
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.09842155034528523
#> Attrib V1 -0.1798116027588994
#> Attrib V10 0.06125560278155612
#> Attrib V11 -0.03562281092181789
#> Attrib V12 -0.06203736695918822
#> Attrib V13 0.14644513016725022
#> Attrib V14 0.40836686957499396
#> Attrib V15 0.058179013443251625
#> Attrib V16 -0.03853169260089436
#> Attrib V17 -2.1240165214778703E-4
#> Attrib V18 0.22820828549899744
#> Attrib V19 0.10209631022471613
#> Attrib V2 -0.059475537526882054
#> Attrib V20 0.18538767860402477
#> Attrib V21 0.19880458190343359
#> Attrib V22 0.004751355420091094
#> Attrib V23 0.006824039271721932
#> Attrib V24 -0.1631412743759023
#> Attrib V25 -0.06619364002282531
#> Attrib V26 0.10229671911815545
#> Attrib V27 0.16655838802390582
#> Attrib V28 -0.1389260726496088
#> Attrib V29 0.11475598243510274
#> Attrib V3 0.12536070900837742
#> Attrib V30 -0.27856178888663313
#> Attrib V31 0.006497714186748662
#> Attrib V32 -0.538635885614743
#> Attrib V33 -0.25135506554099246
#> Attrib V34 -0.07896670833736447
#> Attrib V35 -0.13356929153569808
#> Attrib V36 0.2964333829717718
#> Attrib V37 -0.01012242836451915
#> Attrib V38 -0.11648600584870548
#> Attrib V39 -0.08017473970497857
#> Attrib V4 0.08359090461892964
#> Attrib V40 -0.09838252250188663
#> Attrib V41 -0.09085135994359324
#> Attrib V42 -0.12533040472729973
#> Attrib V43 -0.027191858948530604
#> Attrib V44 -0.07167167519807306
#> Attrib V45 -0.20162514262979228
#> Attrib V46 -0.1284236261759786
#> Attrib V47 0.10452504168355574
#> Attrib V48 -0.03905758874465562
#> Attrib V49 -0.1476769476000785
#> Attrib V5 0.2991618108423529
#> Attrib V50 0.29895798220303366
#> Attrib V51 0.06492408561452215
#> Attrib V52 0.01809049693163336
#> Attrib V53 0.18038698830030647
#> Attrib V54 -0.15808104865434536
#> Attrib V55 0.1831067416588343
#> Attrib V56 -0.2253554713567605
#> Attrib V57 0.26059415282014337
#> Attrib V58 -0.09216489504025976
#> Attrib V59 0.1644491041567514
#> Attrib V6 0.1308765635153114
#> Attrib V60 0.05113991794131112
#> Attrib V7 0.010120634212362485
#> Attrib V8 0.3325038774594019
#> Attrib V9 0.07033722780776885
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.34023945617365653
#> Attrib V1 0.008224626119337887
#> Attrib V10 0.7637679964834492
#> Attrib V11 0.9038767167329574
#> Attrib V12 0.7327208402279196
#> Attrib V13 0.5050832822386272
#> Attrib V14 -0.11212779311825999
#> Attrib V15 -0.07921672556468048
#> Attrib V16 -0.6597104413458295
#> Attrib V17 -0.7905658928613891
#> Attrib V18 0.02460091923441231
#> Attrib V19 0.14481719716214106
#> Attrib V2 -0.13833856223521726
#> Attrib V20 -0.2817950717741414
#> Attrib V21 -0.24340612793794678
#> Attrib V22 0.368930177986112
#> Attrib V23 0.8822761897573033
#> Attrib V24 0.6408182506391872
#> Attrib V25 0.4694155186382196
#> Attrib V26 0.8333576979350998
#> Attrib V27 0.7932189497536959
#> Attrib V28 1.4542765535494737
#> Attrib V29 1.38543223263458
#> Attrib V3 -0.11540851127362747
#> Attrib V30 0.4488647662291801
#> Attrib V31 -0.8286215777973435
#> Attrib V32 -0.1279377141763057
#> Attrib V33 -0.4610255686510169
#> Attrib V34 0.0374592422297621
#> Attrib V35 0.4169617987825658
#> Attrib V36 -0.7256932130174178
#> Attrib V37 -0.22396921521783894
#> Attrib V38 -0.37223192343973543
#> Attrib V39 -0.0028716007372474846
#> Attrib V4 0.20652064099851883
#> Attrib V40 0.6691930182515814
#> Attrib V41 1.2569764437323216
#> Attrib V42 0.12816027030756152
#> Attrib V43 0.01141789699577736
#> Attrib V44 0.15854945047951022
#> Attrib V45 0.3032518073168797
#> Attrib V46 0.6585398064347575
#> Attrib V47 0.5381873530842349
#> Attrib V48 0.5386107284497388
#> Attrib V49 0.9273462249907354
#> Attrib V5 0.33474709424116295
#> Attrib V50 -0.3942354369629321
#> Attrib V51 0.6661574819592894
#> Attrib V52 0.9217670920898822
#> Attrib V53 0.8006758229175974
#> Attrib V54 0.45284593934374573
#> Attrib V55 0.35972060338605916
#> Attrib V56 -0.36619166235216977
#> Attrib V57 -1.0586647410673364
#> Attrib V58 0.7223464624381619
#> Attrib V59 -0.18174048885272553
#> Attrib V6 0.13130154311258554
#> Attrib V60 -0.06375965360017483
#> Attrib V7 -0.035733030138602434
#> Attrib V8 -0.4940893610319584
#> Attrib V9 0.38089200752171515
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.3091656403947984
#> Attrib V1 0.03993365600389355
#> Attrib V10 0.10451464575584164
#> Attrib V11 0.2052070667534621
#> Attrib V12 0.2484398661632694
#> Attrib V13 0.2532045673795407
#> Attrib V14 0.025394830211615867
#> Attrib V15 0.16380430269109036
#> Attrib V16 -0.1391906197050355
#> Attrib V17 -0.23060974083706537
#> Attrib V18 0.3709974383401166
#> Attrib V19 0.5169492155871401
#> Attrib V2 -0.21728112594189483
#> Attrib V20 0.1033352317610672
#> Attrib V21 -0.013137865891455337
#> Attrib V22 0.25800621089322484
#> Attrib V23 0.6200578942751728
#> Attrib V24 0.4747059197081097
#> Attrib V25 0.04020183685986476
#> Attrib V26 0.19559837383706638
#> Attrib V27 0.5351192182949087
#> Attrib V28 1.443204775739525
#> Attrib V29 1.310358605288067
#> Attrib V3 -0.1485602775060784
#> Attrib V30 0.6430324258246016
#> Attrib V31 -1.032476070343209
#> Attrib V32 -0.43076536957030714
#> Attrib V33 -0.5058194715703346
#> Attrib V34 -0.17495940305615904
#> Attrib V35 0.31465870662693013
#> Attrib V36 -0.7421575167790497
#> Attrib V37 -0.12277379288839406
#> Attrib V38 -0.10324966807736981
#> Attrib V39 0.05961732713730828
#> Attrib V4 0.04191908217253685
#> Attrib V40 0.3985770650600621
#> Attrib V41 0.9315491100168912
#> Attrib V42 0.5415636043673244
#> Attrib V43 0.37782018746810736
#> Attrib V44 0.369775816560862
#> Attrib V45 0.2427421047311812
#> Attrib V46 0.23945158991775103
#> Attrib V47 -0.002572982849195001
#> Attrib V48 0.16517391838201495
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#> Attrib V5 -0.040323718061118105
#> Attrib V50 -0.7212910444759527
#> Attrib V51 0.32633741971871993
#> Attrib V52 0.6532581415254045
#> Attrib V53 0.6808771328852483
#> Attrib V54 0.6533976514825364
#> Attrib V55 0.07274931676869546
#> Attrib V56 0.2733007254972057
#> Attrib V57 -0.9763780661972745
#> Attrib V58 0.6419282689762701
#> Attrib V59 0.29936082793350877
#> Attrib V6 0.13079822440699682
#> Attrib V60 0.4559721442507454
#> Attrib V7 -0.06404956947876571
#> Attrib V8 -0.5098179853809764
#> Attrib V9 -0.09073985195728801
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold 0.5774911139910165
#> Attrib V1 0.5750993103122084
#> Attrib V10 -0.8245306567195866
#> Attrib V11 -0.628611251587452
#> Attrib V12 -0.27983137762021054
#> Attrib V13 0.510269625979743
#> Attrib V14 0.9359002848557735
#> Attrib V15 0.9795885648585743
#> Attrib V16 0.851818588240748
#> Attrib V17 0.37959326125621967
#> Attrib V18 -0.9957029328253387
#> Attrib V19 -0.7540320244406113
#> Attrib V2 0.9174372933800921
#> Attrib V20 -0.7234653613851559
#> Attrib V21 -0.6667986317959472
#> Attrib V22 -1.1084926140878149
#> Attrib V23 -1.0287203311310058
#> Attrib V24 -0.16131409968150007
#> Attrib V25 0.19937595173774175
#> Attrib V26 0.8108777966668375
#> Attrib V27 1.869598599612314
#> Attrib V28 0.618774466405149
#> Attrib V29 0.46660772859270977
#> Attrib V3 0.727198530211104
#> Attrib V30 0.11270865666825099
#> Attrib V31 2.458473101927335
#> Attrib V32 0.6562040176491184
#> Attrib V33 0.7888682258592333
#> Attrib V34 0.5948507670285583
#> Attrib V35 -0.9779876162334232
#> Attrib V36 -0.07604236448413323
#> Attrib V37 0.7901104081753327
#> Attrib V38 0.465984165021291
#> Attrib V39 0.3598152846897833
#> Attrib V4 -0.38839281646514445
#> Attrib V40 0.5102639088164652
#> Attrib V41 0.4260405021530684
#> Attrib V42 0.24132823158605396
#> Attrib V43 -0.7265475242158459
#> Attrib V44 -0.8592024324438443
#> Attrib V45 -0.7607045215679497
#> Attrib V46 -0.22357724230330253
#> Attrib V47 -0.10377426878008195
#> Attrib V48 -0.4315929571777891
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#> Attrib V5 1.1589378301606679
#> Attrib V50 0.6052321922523346
#> Attrib V51 -0.6302167039908242
#> Attrib V52 -1.1604007281649322
#> Attrib V53 -0.20779265459546836
#> Attrib V54 -0.5727078284347045
#> Attrib V55 0.12899460747916042
#> Attrib V56 -0.3340537252113056
#> Attrib V57 0.7416445798874318
#> Attrib V58 -1.3074234373830143
#> Attrib V59 -0.5838533663806029
#> Attrib V6 0.6656643384599356
#> Attrib V60 -0.87420989420916
#> Attrib V7 -0.094485727533065
#> Attrib V8 -0.600824277646025
#> Attrib V9 -0.5140896627350932
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.10908448740271542
#> Attrib V1 0.4351799954481691
#> Attrib V10 -0.18106146567671788
#> Attrib V11 -0.008413834012005388
#> Attrib V12 0.12718624886106836
#> Attrib V13 -0.3153023885575344
#> Attrib V14 -0.8340820092759258
#> Attrib V15 -0.08278254997546546
#> Attrib V16 0.4819374900469468
#> Attrib V17 0.41490090672294827
#> Attrib V18 -0.07809336855044446
#> Attrib V19 -0.022777804330633537
#> Attrib V2 0.16169751323568832
#> Attrib V20 -0.14253394856322749
#> Attrib V21 -0.38267407939661385
#> Attrib V22 -0.23435245478045155
#> Attrib V23 -0.23594687001264383
#> Attrib V24 0.081477784710582
#> Attrib V25 -0.282182649505907
#> Attrib V26 -0.7858768875011276
#> Attrib V27 -0.7651610550504763
#> Attrib V28 -0.09688187890315308
#> Attrib V29 -0.7354464224201154
#> Attrib V3 -0.11637700919160644
#> Attrib V30 0.2924712598866045
#> Attrib V31 -0.2897489735975518
#> Attrib V32 0.9931164049624888
#> Attrib V33 0.5487292998442365
#> Attrib V34 0.1542829420728144
#> Attrib V35 0.16049282693635736
#> Attrib V36 -0.628842618649721
#> Attrib V37 -0.04705550827430353
#> Attrib V38 0.3208864806057746
#> Attrib V39 0.3003018508600019
#> Attrib V4 -0.12183735896868607
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#> Attrib V42 0.44756651828822447
#> Attrib V43 0.13011120163157303
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#> Attrib V45 0.3305667575013095
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#> Attrib V48 -0.035612582089699966
#> Attrib V49 0.176805103784879
#> Attrib V5 -0.45144944450455293
#> Attrib V50 -0.9710819859143799
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#> Attrib V52 -0.0942643317131092
#> Attrib V53 -0.49629465724711574
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#> Attrib V56 0.6390454080563212
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#> Attrib V58 0.21938489694835567
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#> Attrib V6 -0.1174485936826229
#> Attrib V60 0.12297557161885138
#> Attrib V7 0.28669375050101326
#> Attrib V8 -0.6413234361818089
#> Attrib V9 -0.15959605230478918
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold -0.05985212555030251
#> Attrib V1 0.7584099287279037
#> Attrib V10 -0.40287353879681026
#> Attrib V11 -0.12166600226646884
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#> Attrib V13 -0.31636482364022883
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#> Attrib V15 0.34670247654805936
#> Attrib V16 0.6412264451337133
#> Attrib V17 0.6349135967683955
#> Attrib V18 0.2015408103527467
#> Attrib V19 0.3066610051029279
#> Attrib V2 0.39045420674527587
#> Attrib V20 0.3620562472144702
#> Attrib V21 0.18776056181442757
#> Attrib V22 0.08090898167447984
#> Attrib V23 -0.15408770353670562
#> Attrib V24 -0.11917786675109014
#> Attrib V25 -0.6600261769996348
#> Attrib V26 -1.2066124934268871
#> Attrib V27 -1.1227071729069897
#> Attrib V28 -0.050935491546164266
#> Attrib V29 -0.15278556733110302
#> Attrib V3 0.12388132149097157
#> Attrib V30 0.5183095514502027
#> Attrib V31 -0.9124816709981584
#> Attrib V32 0.34127397391341846
#> Attrib V33 0.043242612161811814
#> Attrib V34 -0.3150815118465414
#> Attrib V35 0.019890851475795945
#> Attrib V36 -0.6549564331143577
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#> Attrib V38 0.43442620135462034
#> Attrib V39 0.390333722976241
#> Attrib V4 0.22927628973913108
#> Attrib V40 -0.18299529399496228
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#> Attrib V42 0.3672663536661024
#> Attrib V43 0.09258181978680274
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#> Attrib V49 0.15994882807872468
#> Attrib V5 -0.4655374509352813
#> Attrib V50 -0.8788834729952711
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#> Attrib V52 0.10682561273172612
#> Attrib V53 -0.2525743281546314
#> Attrib V54 0.578296074658586
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#> Attrib V58 0.5525123868497929
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#> Attrib V6 -0.18745459403844772
#> Attrib V60 0.3375266551156612
#> Attrib V7 0.26075623675522264
#> Attrib V8 -0.5124781988155612
#> Attrib V9 -0.29423484508090675
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold 0.011488227705577949
#> Attrib V1 -0.023733218184506695
#> Attrib V10 -0.9208919448488379
#> Attrib V11 -1.0565732507193748
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#> Attrib V13 -0.031934630300638686
#> Attrib V14 0.9687754963451091
#> Attrib V15 0.3334466248299155
#> Attrib V16 -0.23275749136604204
#> Attrib V17 -0.37574751609310486
#> Attrib V18 -0.3198183424906191
#> Attrib V19 -0.1964692012754541
#> Attrib V2 0.3505219632900704
#> Attrib V20 -0.20934676845095013
#> Attrib V21 -0.3396334193811728
#> Attrib V22 -0.5485270634534766
#> Attrib V23 -0.24213303090151897
#> Attrib V24 -0.11171426454682928
#> Attrib V25 0.08367239956617413
#> Attrib V26 0.14279892843391512
#> Attrib V27 0.6367118811757096
#> Attrib V28 0.08125408446708356
#> Attrib V29 0.659378084905049
#> Attrib V3 0.19666153998660874
#> Attrib V30 -0.329028211149856
#> Attrib V31 1.209536278403325
#> Attrib V32 0.009193400401573114
#> Attrib V33 -0.10788374687790811
#> Attrib V34 -0.031453043225123954
#> Attrib V35 -0.14784668977019075
#> Attrib V36 0.9002968696753421
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#> Attrib V38 0.19033769911868115
#> Attrib V39 -0.11962872929892283
#> Attrib V4 -0.24616501094158422
#> Attrib V40 -0.07086456858440503
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#> Attrib V42 -0.02803716124958857
#> Attrib V43 0.07077339965478381
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#> Attrib V45 -0.49057174329044606
#> Attrib V46 -0.15857455086162264
#> Attrib V47 0.2304241829831582
#> Attrib V48 -0.269850577785561
#> Attrib V49 -0.3534387829467547
#> Attrib V5 0.04876012665974143
#> Attrib V50 1.3748559770858841
#> Attrib V51 -0.17010029177672964
#> Attrib V52 -0.04655564039447766
#> Attrib V53 0.6740789284136599
#> Attrib V54 -0.37531233467232417
#> Attrib V55 0.22646882652609887
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#> Attrib V57 0.46485843876014143
#> Attrib V58 -0.5064097748661757
#> Attrib V59 -0.15747394332587233
#> Attrib V6 -0.04981081334910212
#> Attrib V60 -0.19226030373153427
#> Attrib V7 -0.4823795686412036
#> Attrib V8 -0.28271208456241514
#> Attrib V9 -0.6709209576444203
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.4243502994737689
#> Attrib V1 0.08349177747619776
#> Attrib V10 0.8391906744504375
#> Attrib V11 1.0451497916772823
#> Attrib V12 0.774101080238194
#> Attrib V13 0.5588047934798679
#> Attrib V14 -0.04675889269947877
#> Attrib V15 -0.09630924442157238
#> Attrib V16 -0.6308328921190015
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#> Attrib V18 -0.1081519878219026
#> Attrib V19 -0.011327012071287931
#> Attrib V2 -0.07484349415063474
#> Attrib V20 -0.2982669772436173
#> Attrib V21 -0.21854504382037698
#> Attrib V22 0.3377818270645216
#> Attrib V23 0.915761568779858
#> Attrib V24 0.5936755853629277
#> Attrib V25 0.3289711411051667
#> Attrib V26 0.836717957703406
#> Attrib V27 0.9076963684487506
#> Attrib V28 1.6174170208221774
#> Attrib V29 1.5982903935111918
#> Attrib V3 0.005523627709774037
#> Attrib V30 0.5328286526077556
#> Attrib V31 -0.7608655092678562
#> Attrib V32 -0.08763341042652958
#> Attrib V33 -0.5351184096072406
#> Attrib V34 0.003314971852030284
#> Attrib V35 0.3083877948583899
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#> Attrib V37 -0.17859836541470758
#> Attrib V38 -0.2780794163344605
#> Attrib V39 0.12093112556785257
#> Attrib V4 0.19132683161616862
#> Attrib V40 0.6411255059316137
#> Attrib V41 1.3640060830464944
#> Attrib V42 0.11116348782265235
#> Attrib V43 0.001810242044410609
#> Attrib V44 0.20296804187981138
#> Attrib V45 0.2830348855102533
#> Attrib V46 0.6672307636479237
#> Attrib V47 0.54856225461879
#> Attrib V48 0.5047470873916531
#> Attrib V49 0.9543085647024029
#> Attrib V5 0.3755738539518598
#> Attrib V50 -0.3155637917137121
#> Attrib V51 0.6956703993512832
#> Attrib V52 0.9142252931363154
#> Attrib V53 0.7215179795345411
#> Attrib V54 0.41912943552829984
#> Attrib V55 0.4383127754655173
#> Attrib V56 -0.34783694138888327
#> Attrib V57 -0.9265371407914327
#> Attrib V58 0.6891729865286736
#> Attrib V59 -0.12020162692911203
#> Attrib V6 0.11985233969097256
#> Attrib V60 -0.15141379088570645
#> Attrib V7 -0.10498554072420255
#> Attrib V8 -0.4964819527272543
#> Attrib V9 0.42698735245834296
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.1471039040896423
#> Attrib V1 0.032215349736715956
#> Attrib V10 0.01828159028545069
#> Attrib V11 -0.0175090303806906
#> Attrib V12 0.01753612525954171
#> Attrib V13 -0.006259091647119391
#> Attrib V14 0.09073938243334
#> Attrib V15 -0.0042248007930753995
#> Attrib V16 0.008087952374984208
#> Attrib V17 0.04195857980354552
#> Attrib V18 -0.01685053504516519
#> Attrib V19 0.03507243954732458
#> Attrib V2 0.05013574367907357
#> Attrib V20 -0.010489228025175764
#> Attrib V21 -0.007022197148179152
#> Attrib V22 -0.05667489260871213
#> Attrib V23 -0.052432552632394096
#> Attrib V24 -0.07576349284757804
#> Attrib V25 -0.0437647375184289
#> Attrib V26 -0.051035044672402656
#> Attrib V27 -8.390728733590842E-4
#> Attrib V28 -0.01198754343416805
#> Attrib V29 0.006971171312423637
#> Attrib V3 0.041231254670100255
#> Attrib V30 -0.016602376997964605
#> Attrib V31 -0.03189664839968101
#> Attrib V32 -0.06247280320548513
#> Attrib V33 0.0462519642710504
#> Attrib V34 0.007060764519305447
#> Attrib V35 0.07141957188839484
#> Attrib V36 0.10717303384882693
#> Attrib V37 0.09122130733849002
#> Attrib V38 0.022413381458914743
#> Attrib V39 0.06447761928925519
#> Attrib V4 0.10395897627664548
#> Attrib V40 0.05584832012090072
#> Attrib V41 0.06921878495375511
#> Attrib V42 0.07754320816770999
#> Attrib V43 0.06166011231943085
#> Attrib V44 0.06185119593167939
#> Attrib V45 0.02726067767889654
#> Attrib V46 0.010366305114839519
#> Attrib V47 0.02765667781710019
#> Attrib V48 0.0756488888080158
#> Attrib V49 -0.017657710921423604
#> Attrib V5 0.047892662534283995
#> Attrib V50 0.06769017034576512
#> Attrib V51 0.022952784364640835
#> Attrib V52 0.013677346981981373
#> Attrib V53 0.02141780281921239
#> Attrib V54 -0.02111659758803578
#> Attrib V55 0.04019156013996392
#> Attrib V56 0.03991531851211712
#> Attrib V57 0.13227894598257398
#> Attrib V58 0.05511254355340671
#> Attrib V59 0.09340337568953226
#> Attrib V6 0.09502597405094042
#> Attrib V60 0.09844743307554772
#> Attrib V7 0.016427958519167996
#> Attrib V8 0.10395395180900642
#> Attrib V9 0.03823405009733485
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.2546030805848794
#> Attrib V1 0.36542276188451506
#> Attrib V10 0.6812636100289311
#> Attrib V11 0.7218838104948488
#> Attrib V12 0.3896601919318124
#> Attrib V13 0.15551828355710606
#> Attrib V14 -0.34411807244876014
#> Attrib V15 -0.12831891841757584
#> Attrib V16 -0.4995326800092672
#> Attrib V17 -0.6676021799510491
#> Attrib V18 -0.2554582486019171
#> Attrib V19 -0.2901986192626628
#> Attrib V2 -0.0041143081988271385
#> Attrib V20 -0.28847308749783646
#> Attrib V21 -0.06264439558679367
#> Attrib V22 -0.0026487719449594764
#> Attrib V23 0.06270916724387977
#> Attrib V24 0.1822142329978173
#> Attrib V25 0.07283247979473441
#> Attrib V26 0.43294681837967747
#> Attrib V27 0.35150895283677724
#> Attrib V28 0.9638985714471368
#> Attrib V29 0.9892069413073874
#> Attrib V3 -0.027437555731931754
#> Attrib V30 0.6277950038080501
#> Attrib V31 -0.5930389922219695
#> Attrib V32 -0.1192860699380099
#> Attrib V33 -0.2873811560830155
#> Attrib V34 0.04855048128125567
#> Attrib V35 0.32641279905003073
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#> Attrib V38 -0.12984125917911593
#> Attrib V39 0.07245740820818271
#> Attrib V4 0.1095368021305924
#> Attrib V40 0.1742666111433292
#> Attrib V41 0.5563767505796549
#> Attrib V42 -0.0876268643291042
#> Attrib V43 -0.16373691873424298
#> Attrib V44 0.07305770300287676
#> Attrib V45 0.44945039986336655
#> Attrib V46 0.5080795801717899
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#> Attrib V48 0.5355526221877643
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#> Attrib V5 -0.015968742965236454
#> Attrib V50 -0.28960414341241
#> Attrib V51 0.40288134364826184
#> Attrib V52 0.579709947381384
#> Attrib V53 0.22817154424540845
#> Attrib V54 0.307907389539223
#> Attrib V55 0.19932528679837114
#> Attrib V56 -0.09810121715313905
#> Attrib V57 -0.6608251886555575
#> Attrib V58 0.466800069282463
#> Attrib V59 0.02884947277847067
#> Attrib V6 -0.021302575225235213
#> Attrib V60 0.12815919303335502
#> Attrib V7 -0.15266520874107625
#> Attrib V8 -0.3332446203178623
#> Attrib V9 0.3640131124448314
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold 0.49170105782419005
#> Attrib V1 0.5528593103027266
#> Attrib V10 -1.0502910780140822
#> Attrib V11 -1.0752477432147687
#> Attrib V12 -0.690328638757624
#> Attrib V13 0.31752888290392545
#> Attrib V14 1.04225195718611
#> Attrib V15 0.8089141364347182
#> Attrib V16 0.6775047209290437
#> Attrib V17 0.20038458150795543
#> Attrib V18 -0.363332595182442
#> Attrib V19 -0.17468587222380796
#> Attrib V2 0.8637760126034967
#> Attrib V20 -0.5391165518497771
#> Attrib V21 -0.7770799258741588
#> Attrib V22 -0.9530141942324386
#> Attrib V23 -0.7965596197874055
#> Attrib V24 -0.12607124260076136
#> Attrib V25 0.13055193735993514
#> Attrib V26 0.26319376520748733
#> Attrib V27 1.3865659721812327
#> Attrib V28 0.6878115432004751
#> Attrib V29 0.5234784410894905
#> Attrib V3 0.4974099726245253
#> Attrib V30 -0.14073234879325786
#> Attrib V31 2.6073399128085075
#> Attrib V32 1.1238530514405405
#> Attrib V33 0.7084071067665193
#> Attrib V34 0.44800959939558904
#> Attrib V35 -0.47297218494460236
#> Attrib V36 0.45784886945306313
#> Attrib V37 0.3929952120232204
#> Attrib V38 0.3802161865554947
#> Attrib V39 0.2752438447780597
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#> Attrib V40 0.35541907659532945
#> Attrib V41 -0.01688731876539562
#> Attrib V42 0.16427677333912608
#> Attrib V43 -0.36718515326724366
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#> Attrib V45 -0.7352611709558372
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#> Attrib V48 -0.5504201785198243
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#> Attrib V5 0.6314031579343616
#> Attrib V50 1.398761603936865
#> Attrib V51 -0.6895060662064368
#> Attrib V52 -0.7781226721165213
#> Attrib V53 0.2936805854727798
#> Attrib V54 -0.6349632998187743
#> Attrib V55 0.08860858832353735
#> Attrib V56 -0.22769495592790504
#> Attrib V57 0.4811836402227983
#> Attrib V58 -0.9397630954423936
#> Attrib V59 -0.6898594468248405
#> Attrib V6 0.4314836879831377
#> Attrib V60 -0.4755053912263177
#> Attrib V7 0.0626555840205269
#> Attrib V8 -0.5125367341509001
#> Attrib V9 -0.7075656887882691
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.1464453849020463
#> Attrib V1 0.20536690405701616
#> Attrib V10 0.5588140511862627
#> Attrib V11 0.6759091001903178
#> Attrib V12 0.36966430831614516
#> Attrib V13 0.12805123834615
#> Attrib V14 -0.21466806203197336
#> Attrib V15 -0.10521250891241946
#> Attrib V16 -0.44670174493835313
#> Attrib V17 -0.5791711156641298
#> Attrib V18 -0.28804835953560054
#> Attrib V19 -0.31565186041816096
#> Attrib V2 -0.024736513682784452
#> Attrib V20 -0.21700676467307167
#> Attrib V21 -0.07992680370349603
#> Attrib V22 0.008020826779448502
#> Attrib V23 0.03743636033353323
#> Attrib V24 0.17649601890978203
#> Attrib V25 0.14661256460594557
#> Attrib V26 0.3221627060797854
#> Attrib V27 0.358190435785032
#> Attrib V28 0.9437674410794079
#> Attrib V29 0.942636629870526
#> Attrib V3 0.03294783325620632
#> Attrib V30 0.5458199557945764
#> Attrib V31 -0.4977664738633155
#> Attrib V32 -0.06082236632547089
#> Attrib V33 -0.21667058552035923
#> Attrib V34 0.020469452876571842
#> Attrib V35 0.27533809245836754
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#> Attrib V38 -0.12756420323386403
#> Attrib V39 0.042481835399760796
#> Attrib V4 0.08142366843972099
#> Attrib V40 0.18301794406947333
#> Attrib V41 0.4887248580279281
#> Attrib V42 -0.06853320465407954
#> Attrib V43 -0.04091526684335544
#> Attrib V44 0.020101463678911222
#> Attrib V45 0.3991927587480134
#> Attrib V46 0.4878875937403399
#> Attrib V47 0.3716106288750758
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#> Attrib V5 -0.023749576163746264
#> Attrib V50 -0.2892952901220887
#> Attrib V51 0.38537906241213277
#> Attrib V52 0.552393363089005
#> Attrib V53 0.18077206808716928
#> Attrib V54 0.2400843793113195
#> Attrib V55 0.21278828307850126
#> Attrib V56 0.004116575339663152
#> Attrib V57 -0.5730582304800695
#> Attrib V58 0.3893425522805082
#> Attrib V59 -0.012228106629795113
#> Attrib V6 -0.025770935781620447
#> Attrib V60 0.10163944313780424
#> Attrib V7 -0.1231249231503568
#> Attrib V8 -0.2811737655668855
#> Attrib V9 0.31125467813046515
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.04035024556834439
#> Attrib V1 -0.14764546549789803
#> Attrib V10 0.10084045058909075
#> Attrib V11 -0.012923673152703485
#> Attrib V12 0.007913842849849629
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#> Attrib V8 0.2831856441354182
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#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.06912502550198732
#> Attrib V1 0.4092542821824135
#> Attrib V10 -0.19997122268323017
#> Attrib V11 0.029784072844684976
#> Attrib V12 0.05886395351633357
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#> Attrib V16 0.41879186409175867
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#> Attrib V18 -0.004842543448450596
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#> Attrib V2 0.19001967465713615
#> Attrib V20 -0.05454372111417139
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#> Attrib V22 -0.13607538959168447
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#> Attrib V7 0.23793349648086373
#> Attrib V8 -0.5592814932585081
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#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.15573619281490547
#> Attrib V1 0.17930160680381807
#> Attrib V10 -0.05630291408176876
#> Attrib V11 0.0130483647838694
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#> Attrib V16 0.07746471176489161
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#> Attrib V18 0.04641650526809225
#> Attrib V19 -0.06769812742891874
#> Attrib V2 0.08810042723918303
#> Attrib V20 -0.03172816898717896
#> Attrib V21 -0.059139829122063545
#> Attrib V22 -0.11410507728466864
#> Attrib V23 -0.0809781854324957
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#> Attrib V25 -0.10650036422213578
#> Attrib V26 -0.11534107792385431
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#> Attrib V28 0.005060231760870539
#> Attrib V29 0.0045035576571863115
#> Attrib V3 0.1173205415337485
#> Attrib V30 0.09969322220331556
#> Attrib V31 -0.0941417094008475
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#> Attrib V38 0.032068603178782726
#> Attrib V39 0.09378373696834787
#> Attrib V4 0.05459690265237025
#> Attrib V40 0.028632053758516518
#> Attrib V41 0.0046492412837732325
#> Attrib V42 0.12946800003146391
#> Attrib V43 0.03884390072491024
#> Attrib V44 0.125837053482175
#> Attrib V45 0.16185078005156303
#> Attrib V46 0.111372763467663
#> Attrib V47 0.08213319070677712
#> Attrib V48 0.0813586340649139
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#> Attrib V5 0.02169525014510566
#> Attrib V50 -0.011018913601166616
#> Attrib V51 0.11097309619986881
#> Attrib V52 0.13517097824618735
#> Attrib V53 0.079228752743589
#> Attrib V54 0.04143031061628334
#> Attrib V55 0.06363134629628384
#> Attrib V56 0.15863847863116046
#> Attrib V57 0.007092780160709977
#> Attrib V58 0.1975301365117475
#> Attrib V59 0.0842696480205213
#> Attrib V6 0.03692147287858639
#> Attrib V60 0.0891966039872674
#> Attrib V7 0.028567083092251058
#> Attrib V8 -0.01136179170009205
#> Attrib V9 0.03381729241613323
#> 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
#> 0.2463768