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/chapters/chapter2/data_and_basic_modeling.html#sec-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()
LearnerClassifMultilayerPerceptron$marshal()
Marshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::marshal_model().
LearnerClassifMultilayerPerceptron$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', predict_raw = 'FALSE'
# 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 0.02354134481477727
#> Node 2 1.808157868953777
#> Node 3 1.2485775826639511
#> Node 4 0.6456398433488203
#> Node 5 -2.1306655145381335
#> Node 6 1.0676289977325404
#> Node 7 2.11335015206654
#> Node 8 1.8054350655087492
#> Node 9 3.172608085591687
#> Node 10 -3.8361511073403953
#> Node 11 1.6239018721401994
#> Node 12 2.449347477627545
#> Node 13 -0.3584544568848045
#> Node 14 1.9154584553728082
#> Node 15 -1.908263125895511
#> Node 16 -0.23586971567445084
#> Node 17 1.0061398516080509
#> Node 18 -0.2908348393581815
#> Node 19 1.7035190309498727
#> Node 20 1.8186518998682712
#> Node 21 -1.657661571299946
#> Node 22 0.831883607852282
#> Node 23 0.6783293138073913
#> Node 24 -1.1940194135955153
#> Node 25 3.3471690759405694
#> Node 26 -1.2723625898628148
#> Node 27 2.1470207803942465
#> Node 28 -4.353949539947871
#> Node 29 1.3621127194743454
#> Node 30 -0.47620112243453366
#> Node 31 0.9869831653943163
#> Node 32 0.7629576280527077
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.00692020352140921
#> Node 2 -1.8534969224520896
#> Node 3 -1.2265842379921026
#> Node 4 -0.6062031627107711
#> Node 5 2.1462833890432926
#> Node 6 -1.0417929941165842
#> Node 7 -2.100424284735639
#> Node 8 -1.8392302054225893
#> Node 9 -3.1788184156851527
#> Node 10 3.8154206452189996
#> Node 11 -1.5831314799657632
#> Node 12 -2.5151920523686067
#> Node 13 0.3875402132750471
#> Node 14 -1.8409723315030158
#> Node 15 1.8972464714871387
#> Node 16 0.19796317393159504
#> Node 17 -0.9722590553346426
#> Node 18 0.307501438836923
#> Node 19 -1.687145758726568
#> Node 20 -1.7989943423347343
#> Node 21 1.7069156582128013
#> Node 22 -0.8818774478639124
#> Node 23 -0.7227196792249255
#> Node 24 1.1647624798838854
#> Node 25 -3.360877955835593
#> Node 26 1.1773586256663509
#> Node 27 -2.1819937651819803
#> Node 28 4.35174080872103
#> Node 29 -1.3886267942499317
#> Node 30 0.5266526792596966
#> Node 31 -0.9287088228692714
#> Node 32 -0.780173737939139
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold -0.538393104412589
#> Attrib V1 0.10893095805647995
#> Attrib V10 0.06303070303197789
#> Attrib V11 0.4120881058294463
#> Attrib V12 0.18652973400863446
#> Attrib V13 -0.4711206613064511
#> Attrib V14 -0.2736530188653108
#> Attrib V15 -0.22632169372657587
#> Attrib V16 -0.011072536283664062
#> Attrib V17 0.15223642020083403
#> Attrib V18 0.18498890100867896
#> Attrib V19 0.20396166799178148
#> Attrib V2 0.17745323871751872
#> Attrib V20 0.8511874989761342
#> Attrib V21 0.6555332440882731
#> Attrib V22 0.4312633536639559
#> Attrib V23 0.2923823040465337
#> Attrib V24 -0.010009939257180845
#> Attrib V25 -0.3052245310595661
#> Attrib V26 -0.7316688735285048
#> Attrib V27 -0.7336971691952691
#> Attrib V28 -0.5415199535662064
#> Attrib V29 -0.3828683250823538
#> Attrib V3 0.06706129788429746
#> Attrib V30 0.13336790891628403
#> Attrib V31 -1.040118055072346
#> Attrib V32 -0.3969214308080127
#> Attrib V33 0.5144800311550057
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#> Attrib V4 0.36810476883592597
#> Attrib V40 0.1078318312938677
#> Attrib V41 0.04591132655264966
#> Attrib V42 0.1659280833601436
#> Attrib V43 0.39483203791161436
#> Attrib V44 0.3681304053444143
#> Attrib V45 0.24771777903294057
#> Attrib V46 -0.218489520919797
#> Attrib V47 -0.09730238670040096
#> Attrib V48 0.3620142577389267
#> Attrib V49 0.022208087258492673
#> Attrib V5 -0.22023062073139146
#> Attrib V50 -0.6170725503625459
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#> Attrib V52 0.27877164876854127
#> Attrib V53 0.23521107839100192
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#> Attrib V55 0.02883419002134344
#> Attrib V56 0.28398563792039405
#> Attrib V57 0.16490694427234054
#> Attrib V58 0.4525652495045359
#> Attrib V59 0.7856101637033527
#> Attrib V6 -0.4203288467514254
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#> Attrib V7 -0.8331999351501438
#> Attrib V8 0.4140510724754663
#> Attrib V9 0.44169775736519185
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold -0.34134161811369834
#> Attrib V1 0.05580664000296344
#> Attrib V10 0.05027823280347566
#> Attrib V11 0.2955992869370265
#> Attrib V12 0.18042186377626085
#> Attrib V13 -0.3053158117124467
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#> Attrib V17 0.10271967117156593
#> Attrib V18 0.10838887594075418
#> Attrib V19 0.2011272804348028
#> Attrib V2 0.1586274127450599
#> Attrib V20 0.5798839931910509
#> Attrib V21 0.3744526966546911
#> Attrib V22 0.32968067906125753
#> Attrib V23 0.26293165845184174
#> Attrib V24 0.012536867827065703
#> Attrib V25 -0.19543374586375678
#> Attrib V26 -0.5357588017721259
#> Attrib V27 -0.5094857372101306
#> Attrib V28 -0.34187109497418344
#> Attrib V29 -0.29971514300072744
#> Attrib V3 0.014126182493171097
#> Attrib V30 0.14334425250657637
#> Attrib V31 -0.7031810647951465
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#> Attrib V33 0.38444445169739794
#> Attrib V34 0.0713738140054665
#> Attrib V35 -0.09403435604275787
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#> Attrib V38 -0.24001606028022693
#> Attrib V39 0.10406989530275586
#> Attrib V4 0.294392177348124
#> Attrib V40 0.057243565352172184
#> Attrib V41 0.042988658181596445
#> Attrib V42 0.09869451632129182
#> Attrib V43 0.2441872830886453
#> Attrib V44 0.2707639267159945
#> Attrib V45 0.19759346921614793
#> Attrib V46 -0.1716103322336269
#> Attrib V47 -0.0202044769320708
#> Attrib V48 0.222011516148131
#> Attrib V49 -0.015562438266150362
#> Attrib V5 -0.15585474556561457
#> Attrib V50 -0.48801618464167323
#> Attrib V51 0.08139680654144482
#> Attrib V52 0.27316570775778254
#> Attrib V53 0.1762467882424913
#> Attrib V54 0.4322212784272829
#> Attrib V55 0.04223391218743657
#> Attrib V56 0.20915838837646972
#> Attrib V57 0.1631085887373049
#> Attrib V58 0.39478409459170916
#> Attrib V59 0.5638594212026332
#> Attrib V6 -0.2890740126700487
#> Attrib V60 0.025590063380794854
#> Attrib V7 -0.6316375057681426
#> Attrib V8 0.3084267767252017
#> Attrib V9 0.2820800020633685
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.23424574584004293
#> Attrib V1 -0.002799674904796295
#> Attrib V10 -0.011223767568545874
#> Attrib V11 0.17279743581371182
#> Attrib V12 0.11592238056127083
#> Attrib V13 -0.15674513725305414
#> Attrib V14 -0.0732078427907162
#> Attrib V15 -0.0407336899171537
#> Attrib V16 -0.01914299088079751
#> Attrib V17 0.08497903465887927
#> Attrib V18 0.08008652526859668
#> Attrib V19 0.09343800574549589
#> Attrib V2 0.05864256531032621
#> Attrib V20 0.30694438332327595
#> Attrib V21 0.2377238407949463
#> Attrib V22 0.1337279729076449
#> Attrib V23 0.1609068087643923
#> Attrib V24 -0.004438912418276578
#> Attrib V25 -0.16739811934354687
#> Attrib V26 -0.2914415722542603
#> Attrib V27 -0.2659217637729637
#> Attrib V28 -0.06525642149363227
#> Attrib V29 -0.018064467390404702
#> Attrib V3 0.011784617808158683
#> Attrib V30 0.09297910334374476
#> Attrib V31 -0.4157855193376687
#> Attrib V32 -0.16810678615059346
#> Attrib V33 0.19286592494515065
#> Attrib V34 0.02753761574653878
#> Attrib V35 -0.05396485074592749
#> Attrib V36 -0.32447555274106965
#> Attrib V37 -0.24434158851994872
#> Attrib V38 -0.14145425743537862
#> Attrib V39 0.057469012078487584
#> Attrib V4 0.16293629982536892
#> Attrib V40 0.012470441257552846
#> Attrib V41 -0.004570172681731736
#> Attrib V42 0.06180565465814178
#> Attrib V43 0.11396140826319501
#> Attrib V44 0.16417834980447346
#> Attrib V45 0.19916957048530362
#> Attrib V46 -0.09762578029038116
#> Attrib V47 -0.021674907192819833
#> Attrib V48 0.16911311185926778
#> Attrib V49 0.04121695213114284
#> Attrib V5 -0.02888265325524767
#> Attrib V50 -0.2624971336081414
#> Attrib V51 0.11476105155390964
#> Attrib V52 0.1660608390025006
#> Attrib V53 0.15872437091501695
#> Attrib V54 0.1554501669109973
#> Attrib V55 0.02145631053417429
#> Attrib V56 0.1063617318854809
#> Attrib V57 0.10560902109847804
#> Attrib V58 0.18279218553923365
#> Attrib V59 0.29442199745268577
#> Attrib V6 -0.19397065060287827
#> Attrib V60 -0.01469935146226659
#> Attrib V7 -0.3765964395715372
#> Attrib V8 0.09670596611653431
#> Attrib V9 0.17523043669586938
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold 0.05062323195931238
#> Attrib V1 0.14049909284018788
#> Attrib V10 -0.34534419348172185
#> Attrib V11 -1.0388248461682694
#> Attrib V12 -0.8962145823969252
#> Attrib V13 0.3610339965423094
#> Attrib V14 0.6492226525389265
#> Attrib V15 0.6993066353307522
#> Attrib V16 0.39441236335295493
#> Attrib V17 0.09543661438057652
#> Attrib V18 -0.0217299686603502
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#> Attrib V26 0.4089676845205847
#> Attrib V27 0.09841557604598418
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#> Attrib V3 0.42263768801545865
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#> Attrib V50 1.3072702814459742
#> Attrib V51 -0.4759447310685257
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#> Attrib V55 0.34324819159820197
#> Attrib V56 0.376052043980043
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#> Attrib V6 0.2601497246926202
#> Attrib V60 0.39001685163595584
#> Attrib V7 1.0578446391517526
#> Attrib V8 -0.42648018547850747
#> Attrib V9 -0.7283537497319011
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold -0.3068571845314362
#> Attrib V1 0.09252474037167205
#> Attrib V10 -0.03578135009100891
#> Attrib V11 0.239750763065896
#> Attrib V12 0.15905564835277722
#> Attrib V13 -0.31856515512053096
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#> Attrib V16 0.07765099458962184
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#> Attrib V3 0.03533376888693054
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#> Attrib V4 0.3061030055857771
#> Attrib V40 0.002979713683338739
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#> Attrib V53 0.21852439575959418
#> Attrib V54 0.33386055977370704
#> Attrib V55 0.012927687288402984
#> Attrib V56 0.21101708113250645
#> Attrib V57 0.13254760756552014
#> Attrib V58 0.33040383427453063
#> Attrib V59 0.5254390595867408
#> Attrib V6 -0.18713156282300458
#> Attrib V60 0.07627032035084906
#> Attrib V7 -0.5072942298875972
#> Attrib V8 0.27081752712085155
#> Attrib V9 0.30786886355732107
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold -0.19280046681290938
#> Attrib V1 -0.07045676602215746
#> Attrib V10 0.4907877231590106
#> Attrib V11 1.1463378816835186
#> Attrib V12 0.6494300095426466
#> Attrib V13 -0.46076664843084797
#> Attrib V14 -0.6769092852810211
#> Attrib V15 -0.7568259920754997
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#> Attrib V22 0.032001927973663816
#> Attrib V23 0.5856733174487574
#> Attrib V24 0.32567172413084805
#> Attrib V25 -0.00968288306068621
#> Attrib V26 -0.01504743054222174
#> Attrib V27 0.09645948781543714
#> Attrib V28 0.5659229530910064
#> Attrib V29 0.2878247508680326
#> Attrib V3 -0.4044727115634366
#> Attrib V30 0.39905952610462114
#> Attrib V31 -0.840449677124924
#> Attrib V32 0.1416646721940558
#> Attrib V33 0.561400670497675
#> Attrib V34 0.11845514510884281
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#> Attrib V36 -0.5013283274868383
#> Attrib V37 -0.4341163770144444
#> Attrib V38 -0.3414603515481264
#> Attrib V39 -0.11605424756489506
#> Attrib V4 0.31343698652419016
#> Attrib V40 -0.27502896063300636
#> Attrib V41 0.014608824380122811
#> Attrib V42 -0.2602442555930434
#> Attrib V43 0.07004026959717084
#> Attrib V44 0.4410900315388939
#> Attrib V45 0.7827802694917709
#> Attrib V46 0.23410119005447497
#> Attrib V47 0.3562266075618505
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#> Attrib V49 0.3768615332670546
#> Attrib V5 -0.20461084938647708
#> Attrib V50 -0.9295199082957055
#> Attrib V51 0.6600725177132852
#> Attrib V52 0.828324901165879
#> Attrib V53 -0.40515270669656506
#> Attrib V54 0.11669568662167397
#> Attrib V55 0.0563696599639421
#> Attrib V56 -0.49887333842450454
#> Attrib V57 -0.10695090293762013
#> Attrib V58 0.5981564664045725
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#> Attrib V6 -0.532807440811353
#> Attrib V60 -0.3941417495907328
#> Attrib V7 -0.8652075018658262
#> Attrib V8 0.26734386842075686
#> Attrib V9 0.756686561558896
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold -0.1652780621128488
#> Attrib V1 -0.1558932031882136
#> Attrib V10 0.26075244751816934
#> Attrib V11 0.8698956595119547
#> Attrib V12 0.6662220963693186
#> Attrib V13 -0.33444366528857916
#> Attrib V14 -0.5582128917981821
#> Attrib V15 -0.5467844693478664
#> Attrib V16 -0.24740889166309024
#> Attrib V17 -0.02186893938458372
#> Attrib V18 0.01142725271093157
#> Attrib V19 -0.06071280196497726
#> Attrib V2 0.08335665607205038
#> Attrib V20 0.4340539028275574
#> Attrib V21 0.2140404049275383
#> Attrib V22 0.2755417513950752
#> Attrib V23 0.48348156554841976
#> Attrib V24 0.2402115300493335
#> Attrib V25 -0.11063854384351567
#> Attrib V26 -0.2998243427484452
#> Attrib V27 -0.16004839878285534
#> Attrib V28 0.2469275626833601
#> Attrib V29 0.20049420111541752
#> Attrib V3 -0.3445017412085675
#> Attrib V30 0.38195706487803954
#> Attrib V31 -1.1248959504578468
#> Attrib V32 -0.27443242711581445
#> Attrib V33 0.43945573539964866
#> Attrib V34 -0.007629853767342776
#> Attrib V35 -0.002962647158191746
#> Attrib V36 -0.584727317086242
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#> Attrib V39 0.0995672198505939
#> Attrib V4 0.3254112103736585
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#> Attrib V41 0.06861058742090544
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#> Attrib V43 0.25356559396186873
#> Attrib V44 0.4627562732657607
#> Attrib V45 0.6155097630440567
#> Attrib V46 0.04391651394545309
#> Attrib V47 0.1371369544704579
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#> Attrib V5 -0.2561436072729977
#> Attrib V50 -1.0320351580073757
#> Attrib V51 0.37815646530043606
#> Attrib V52 0.5419157349942196
#> Attrib V53 0.12634093633112126
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#> Attrib V55 -0.1418646346431097
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#> Attrib V57 -0.10811608464375336
#> Attrib V58 0.3072897513188803
#> Attrib V59 0.3576302109479684
#> Attrib V6 -0.4336516316356539
#> Attrib V60 -0.2508012827178294
#> Attrib V7 -1.0207593900680247
#> Attrib V8 0.30550832002860384
#> Attrib V9 0.5490246861575636
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold -0.35436887460097877
#> Attrib V1 -0.08523711939910483
#> Attrib V10 0.92948596346881
#> Attrib V11 1.5208698889103123
#> Attrib V12 1.2064302197642944
#> Attrib V13 0.027932115273838286
#> Attrib V14 -0.7062678088131676
#> Attrib V15 -0.9983463408447883
#> Attrib V16 -0.6054010233275497
#> Attrib V17 -0.22396018513685878
#> Attrib V18 0.08106741354236956
#> Attrib V19 -0.29451002454127007
#> Attrib V2 0.14330985963003776
#> Attrib V20 -0.39973995599480405
#> Attrib V21 -0.487988458314934
#> Attrib V22 0.1001218788879617
#> Attrib V23 1.0122218549401478
#> Attrib V24 0.9122629252404705
#> Attrib V25 0.7240233045293409
#> Attrib V26 0.800765882537154
#> Attrib V27 0.7240769352503199
#> Attrib V28 1.0905981758982346
#> Attrib V29 0.028582042771571742
#> Attrib V3 -0.3923593101937754
#> Attrib V30 0.09831569852139523
#> Attrib V31 -0.6179644764774315
#> Attrib V32 0.5231588461664395
#> Attrib V33 0.4157433292966664
#> Attrib V34 0.13709857840029166
#> Attrib V35 0.5067270996346355
#> Attrib V36 -0.3593015189522157
#> Attrib V37 -0.5287106362508098
#> Attrib V38 -0.3536414375059181
#> Attrib V39 -0.08320033918334022
#> Attrib V4 0.437343897021256
#> Attrib V40 -0.21750071611407248
#> Attrib V41 0.24826524755503385
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#> Attrib V43 0.04497613331901958
#> Attrib V44 0.4199356637533468
#> Attrib V45 0.6957786609312707
#> Attrib V46 0.4272300012487382
#> Attrib V47 0.6388710795273851
#> Attrib V48 0.9267800721015397
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#> Attrib V5 0.16026163623685266
#> Attrib V50 -0.8347448418698868
#> Attrib V51 1.1403363337154881
#> Attrib V52 1.1853716334336168
#> Attrib V53 -0.31146177425967775
#> Attrib V54 0.17114418782526988
#> Attrib V55 0.38100741190736875
#> Attrib V56 -0.5987090512187287
#> Attrib V57 -0.7411899862063057
#> Attrib V58 0.6855453301362457
#> Attrib V59 -0.34164669457786995
#> Attrib V6 -0.33729859899556913
#> Attrib V60 -0.2985206031028814
#> Attrib V7 -0.7005330997824818
#> Attrib V8 0.11321485737725243
#> Attrib V9 0.8866025710507146
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.20074714346461375
#> Attrib V1 -0.34618968056146676
#> Attrib V10 -0.7717361070407167
#> Attrib V11 -1.506049083319848
#> Attrib V12 -1.247001188067159
#> Attrib V13 -0.39737709816269334
#> Attrib V14 0.34139463634612266
#> Attrib V15 0.5275475713929162
#> Attrib V16 0.4859466368982763
#> Attrib V17 0.19289241147676733
#> Attrib V18 -0.03672128661351973
#> Attrib V19 0.3978264397072329
#> Attrib V2 -0.4658081312469164
#> Attrib V20 0.2342764314365841
#> Attrib V21 0.1770019313459109
#> Attrib V22 -0.33868740286605825
#> Attrib V23 -1.1391092882354894
#> Attrib V24 -0.7366164210212408
#> Attrib V25 -0.1272284344827316
#> Attrib V26 -0.45471216251753993
#> Attrib V27 -1.155783118495776
#> Attrib V28 -2.1909104323280895
#> Attrib V29 -1.475271444517866
#> Attrib V3 0.37284381472117356
#> Attrib V30 -0.40306403485141357
#> Attrib V31 0.8923273016518257
#> Attrib V32 -0.24475877282558883
#> Attrib V33 0.27704658244177477
#> Attrib V34 0.6007170148500672
#> Attrib V35 -0.1449058536829996
#> Attrib V36 0.37829059644385893
#> Attrib V37 -0.1142838545548543
#> Attrib V38 -0.12903779734670667
#> Attrib V39 -0.1730006280061967
#> Attrib V4 -0.5021364294271249
#> Attrib V40 0.14625185708827643
#> Attrib V41 -0.6585205260838036
#> Attrib V42 0.17075099560182655
#> Attrib V43 -0.04164813303445197
#> Attrib V44 -0.46049351551927026
#> Attrib V45 -0.9735251952023006
#> Attrib V46 -0.7563629231970096
#> Attrib V47 -0.7520120904281117
#> Attrib V48 -0.7252064708443863
#> Attrib V49 -0.49332455934207947
#> Attrib V5 -0.46798467640235986
#> Attrib V50 0.7331222196408885
#> Attrib V51 -1.3489582996484633
#> Attrib V52 -1.2999632741771507
#> Attrib V53 0.09084893033098175
#> Attrib V54 -0.21144479417975603
#> Attrib V55 -0.3031401480913438
#> Attrib V56 0.7692505417288091
#> Attrib V57 0.410797165161283
#> Attrib V58 -0.5965865278346766
#> Attrib V59 0.378516543333136
#> Attrib V6 0.046642515356787526
#> Attrib V60 0.23028166131464795
#> Attrib V7 0.42531733636661423
#> Attrib V8 0.07229624081570772
#> Attrib V9 -0.6556091088989437
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold -0.46171941693843804
#> Attrib V1 -0.015216928158661982
#> Attrib V10 0.09256271572044909
#> Attrib V11 0.48342204690692564
#> Attrib V12 0.31984912768595003
#> Attrib V13 -0.4667903503440498
#> Attrib V14 -0.369172971451503
#> Attrib V15 -0.30578304346827584
#> Attrib V16 -0.06979421225495867
#> Attrib V17 0.15070876015903192
#> Attrib V18 0.17575876701850168
#> Attrib V19 0.17115189446334686
#> Attrib V2 0.08177817975967108
#> Attrib V20 0.7149774654123173
#> Attrib V21 0.4604802420160566
#> Attrib V22 0.3750777031731315
#> Attrib V23 0.36127992962471156
#> Attrib V24 0.09069107492492243
#> Attrib V25 -0.1343038860402506
#> Attrib V26 -0.5758814511796387
#> Attrib V27 -0.6061614569686026
#> Attrib V28 -0.46012344200947997
#> Attrib V29 -0.4286073807497208
#> Attrib V3 -0.08587349976725214
#> Attrib V30 0.10462435896878056
#> Attrib V31 -0.9374321617459989
#> Attrib V32 -0.3280743944582303
#> Attrib V33 0.4961273898050031
#> Attrib V34 0.2371517864551729
#> Attrib V35 -0.005562324846933392
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#> Attrib V38 -0.25512263687903824
#> Attrib V39 0.07130752304482714
#> Attrib V4 0.3196794375597585
#> Attrib V40 0.03228778232366334
#> Attrib V41 -0.025570759313395496
#> Attrib V42 0.0645458794100446
#> Attrib V43 0.32172669803029247
#> Attrib V44 0.3680218014819276
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#> Attrib V46 -0.16258754650097912
#> Attrib V47 0.0029951458217166963
#> Attrib V48 0.4026507350179294
#> Attrib V49 0.07479113396821176
#> Attrib V5 -0.20247576921392507
#> Attrib V50 -0.5939560379977686
#> Attrib V51 0.17352704572906028
#> Attrib V52 0.3074497618575683
#> Attrib V53 0.1875417461031196
#> Attrib V54 0.4998752127241004
#> Attrib V55 -0.005069116776160315
#> Attrib V56 0.2115609231553826
#> Attrib V57 0.08961849205745437
#> Attrib V58 0.446267420709843
#> Attrib V59 0.5698966414986933
#> Attrib V6 -0.3492843502025943
#> Attrib V60 -0.011377440855323809
#> Attrib V7 -0.8315704081429592
#> Attrib V8 0.35683309925624185
#> Attrib V9 0.4562341873581814
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold -0.596412067962964
#> Attrib V1 -0.03656440447380072
#> Attrib V10 0.17183503859734928
#> Attrib V11 0.7503137406403002
#> Attrib V12 0.34773569203375715
#> Attrib V13 -0.6335911021514641
#> Attrib V14 -0.5358827574214488
#> Attrib V15 -0.4738292326305788
#> Attrib V16 -0.12766359361503274
#> Attrib V17 0.10133192196236854
#> Attrib V18 0.12318883145586433
#> Attrib V19 0.23441238617879173
#> Attrib V2 0.17564594218557628
#> Attrib V20 0.9229498984755203
#> Attrib V21 0.6801283637197791
#> Attrib V22 0.604846949145094
#> Attrib V23 0.48875333331077336
#> Attrib V24 0.08641670002211861
#> Attrib V25 -0.22175810667602328
#> Attrib V26 -0.7806057555814776
#> Attrib V27 -0.8810946150014592
#> Attrib V28 -0.8230236943430497
#> Attrib V29 -0.703838812613335
#> Attrib V3 -0.07723533853616342
#> Attrib V30 0.06552032588316553
#> Attrib V31 -1.3274633419921145
#> Attrib V32 -0.4968395390885084
#> Attrib V33 0.8053995391069568
#> Attrib V34 0.44068592671632123
#> Attrib V35 -0.029879148633430296
#> Attrib V36 -0.9080323884105693
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#> Attrib V39 0.06781304423792096
#> Attrib V4 0.4868402593023562
#> Attrib V40 0.11643487092805503
#> Attrib V41 -0.01308815480872351
#> Attrib V42 0.0928994156860919
#> Attrib V43 0.5155556452985149
#> Attrib V44 0.43550116876624645
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#> Attrib V48 0.611783320122519
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#> Attrib V5 -0.3636699823570499
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#> Attrib V51 0.13523678057853275
#> Attrib V52 0.43873493304416566
#> Attrib V53 0.22863178184613334
#> Attrib V54 0.6817524032899606
#> Attrib V55 -0.059051824494934464
#> Attrib V56 0.35096396394070806
#> Attrib V57 0.16432348656566553
#> Attrib V58 0.6557230250646033
#> Attrib V59 0.9131114656494895
#> Attrib V6 -0.5792317228134904
#> Attrib V60 -0.021524440324074794
#> Attrib V7 -1.1048988119060967
#> Attrib V8 0.5706053788925864
#> Attrib V9 0.7138359463826306
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.16613757433826457
#> Attrib V1 0.04014651439896899
#> Attrib V10 -0.05636057270559117
#> Attrib V11 -0.11489289353887697
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#> Attrib V13 0.1013084549229848
#> Attrib V14 0.0667475845011135
#> Attrib V15 0.008253610418966405
#> Attrib V16 -0.019788149495651962
#> Attrib V17 0.018171846622796476
#> Attrib V18 0.0320634124913576
#> Attrib V19 0.003567337846355248
#> Attrib V2 0.03018544744679134
#> Attrib V20 -0.07223444950209924
#> Attrib V21 -0.02787817526537632
#> Attrib V22 -0.05394547133480735
#> Attrib V23 0.011258279668145466
#> Attrib V24 -0.0257270126806721
#> Attrib V25 -0.022040219986469566
#> Attrib V26 -0.14128695121349313
#> Attrib V27 -0.09662183889890862
#> Attrib V28 -0.14842756883608235
#> Attrib V29 -0.07943885896361114
#> Attrib V3 0.1339040082780093
#> Attrib V30 -0.08237821537328391
#> Attrib V31 0.08999397878841545
#> Attrib V32 0.13207970354806026
#> Attrib V33 0.07558754773129049
#> Attrib V34 0.1328001083498746
#> Attrib V35 0.07953563093500132
#> Attrib V36 0.13887918934381552
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#> Attrib V38 0.11483120470481933
#> Attrib V39 0.13755003894071044
#> Attrib V4 0.06360593020167671
#> Attrib V40 0.1609108705059836
#> Attrib V41 0.1354750157569511
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#> Attrib V51 0.0313278708715676
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#> Attrib V53 -0.022344229502624244
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#> Attrib V55 0.034602148208946006
#> Attrib V56 0.0778704053066489
#> Attrib V57 0.05843212295799938
#> Attrib V58 0.08041969846509028
#> Attrib V59 0.08956381289912886
#> Attrib V6 0.11206663612395522
#> Attrib V60 0.11875611037503889
#> Attrib V7 0.16987310259582308
#> Attrib V8 -0.021605053645138032
#> Attrib V9 -0.026118210749141342
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold -0.37724458571751945
#> Attrib V1 0.04307987008622666
#> Attrib V10 0.21428704950178035
#> Attrib V11 0.7184028838290881
#> Attrib V12 0.4383057125974348
#> Attrib V13 -0.5148230406953078
#> Attrib V14 -0.5226185240997541
#> Attrib V15 -0.36784319726358283
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#> Attrib V17 0.06306073243733155
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#> Attrib V19 0.12392451694868784
#> Attrib V2 0.13366525572150093
#> Attrib V20 0.6979712322293481
#> Attrib V21 0.44101719678749807
#> Attrib V22 0.39472211878840036
#> Attrib V23 0.46665589024851856
#> Attrib V24 0.12436233981001164
#> Attrib V25 -0.1779290519601591
#> Attrib V26 -0.6083940230186193
#> Attrib V27 -0.6650819152072915
#> Attrib V28 -0.48422333425499503
#> Attrib V29 -0.4618300348102567
#> Attrib V3 -0.2041437058235626
#> Attrib V30 0.1433658472877222
#> Attrib V31 -1.0320589283680708
#> Attrib V32 -0.3019887431164549
#> Attrib V33 0.6123856695045841
#> Attrib V34 0.18178879912326887
#> Attrib V35 -0.08514815460167817
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#> Attrib V39 0.09642791766138735
#> Attrib V4 0.356435305550677
#> Attrib V40 0.014875117944913144
#> Attrib V41 0.01134918012283698
#> Attrib V42 0.026467234696431332
#> Attrib V43 0.29910813272097875
#> Attrib V44 0.41854517672560704
#> Attrib V45 0.33623887544741193
#> Attrib V46 -0.1712779258048912
#> Attrib V47 0.008293900682972016
#> Attrib V48 0.5849835916520859
#> Attrib V49 0.16941689144945885
#> Attrib V5 -0.30419938371997923
#> Attrib V50 -0.8331093825159128
#> Attrib V51 0.2727314135463997
#> Attrib V52 0.45449133297599104
#> Attrib V53 0.14149756441933203
#> Attrib V54 0.5426561277458901
#> Attrib V55 -0.040542323969168896
#> Attrib V56 0.19851131146245052
#> Attrib V57 0.09146703816920745
#> Attrib V58 0.5366314801605364
#> Attrib V59 0.6751012469890953
#> Attrib V6 -0.4452206365112254
#> Attrib V60 -0.014896214476427274
#> Attrib V7 -0.955996284004726
#> Attrib V8 0.37099825319241386
#> Attrib V9 0.5432088552010422
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.04855035710749491
#> Attrib V1 0.10524971377060187
#> Attrib V10 -0.24809020549492553
#> Attrib V11 -0.9032236531835441
#> Attrib V12 -0.6714364778007044
#> Attrib V13 0.3507040278336666
#> Attrib V14 0.6566779593144255
#> Attrib V15 0.7300021682728595
#> Attrib V16 0.4621236061039118
#> Attrib V17 0.1115598037692592
#> Attrib V18 0.007795373449977935
#> Attrib V19 0.28073735247768034
#> Attrib V2 -0.08422795027239838
#> Attrib V20 -0.3607123386225618
#> Attrib V21 -0.17474789746030855
#> Attrib V22 -0.21305194633649965
#> Attrib V23 -0.5567858450290953
#> Attrib V24 -0.2949005475268055
#> Attrib V25 0.1726780786066683
#> Attrib V26 0.4996650794676698
#> Attrib V27 0.10056791044811027
#> Attrib V28 -0.25124121299012303
#> Attrib V29 -0.29479294351419155
#> Attrib V3 0.391105608306154
#> Attrib V30 -0.5216042637581279
#> Attrib V31 1.0004944245330567
#> Attrib V32 0.21105367830751715
#> Attrib V33 -0.504504956594212
#> Attrib V34 0.01687065376455482
#> Attrib V35 0.03281785151006188
#> Attrib V36 0.5590580532488489
#> Attrib V37 0.10268434405728406
#> Attrib V38 0.028125010666441488
#> Attrib V39 -0.2000114358620862
#> Attrib V4 -0.22808028255163942
#> Attrib V40 -0.03136196933953557
#> Attrib V41 -0.3861570661489597
#> Attrib V42 -0.17703144602759843
#> Attrib V43 -0.3497025178444867
#> Attrib V44 -0.5008781800613388
#> Attrib V45 -0.6870918214137768
#> Attrib V46 -0.06866077335124018
#> Attrib V47 -0.07862823367604113
#> Attrib V48 -0.45167483808594655
#> Attrib V49 0.044846928240094806
#> Attrib V5 0.2194901471480446
#> Attrib V50 1.2312704202999534
#> Attrib V51 -0.3161354252543149
#> Attrib V52 -0.582808912849318
#> Attrib V53 -0.16887999494896583
#> Attrib V54 -0.3389076203425657
#> Attrib V55 0.38064133213665113
#> Attrib V56 0.35196828609418734
#> Attrib V57 0.23721524027938662
#> Attrib V58 -0.16105320767110456
#> Attrib V59 -0.2624694510363647
#> Attrib V6 0.1680549999911271
#> Attrib V60 0.3429617004577653
#> Attrib V7 0.8652179313643473
#> Attrib V8 -0.36165482606378013
#> Attrib V9 -0.5787199366694106
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.1596042738878848
#> Attrib V1 0.04663100000329302
#> Attrib V10 0.008385695679121011
#> Attrib V11 -0.04168397470240763
#> Attrib V12 -0.015948051437961228
#> Attrib V13 0.055790573950871516
#> Attrib V14 0.020494674301810043
#> Attrib V15 0.009591582309078509
#> Attrib V16 0.07324678581084333
#> Attrib V17 0.0770466370067138
#> Attrib V18 0.08221946339407711
#> Attrib V19 0.031037683597991347
#> Attrib V2 0.015996091468529604
#> Attrib V20 -0.098436038293367
#> Attrib V21 -0.06467167149964582
#> Attrib V22 -0.03798330409851559
#> Attrib V23 -0.06049076550317535
#> Attrib V24 -0.017824793569011607
#> Attrib V25 -0.029340007588881625
#> Attrib V26 -0.10786991148955925
#> Attrib V27 -0.11742316646184688
#> Attrib V28 -0.07020400469296897
#> Attrib V29 -0.07264109327062125
#> Attrib V3 0.0943582905246456
#> Attrib V30 -0.089148185974825
#> Attrib V31 0.007250661741417452
#> Attrib V32 0.07805175898015713
#> Attrib V33 0.04401704591295932
#> Attrib V34 0.0807501313540945
#> Attrib V35 0.050265656300235585
#> Attrib V36 0.07078540815467257
#> Attrib V37 0.09582152504630856
#> Attrib V38 0.08379874528778304
#> Attrib V39 0.07616551767491941
#> Attrib V4 0.09144990690827327
#> Attrib V40 0.06167559234276686
#> Attrib V41 0.09934386518858374
#> Attrib V42 0.12064691059473069
#> Attrib V43 0.05751678055537341
#> Attrib V44 0.03955430127590597
#> Attrib V45 0.04363916673450415
#> Attrib V46 0.06628010673104867
#> Attrib V47 0.07112282042270762
#> Attrib V48 0.03779348968059904
#> Attrib V49 0.040180897313763
#> Attrib V5 0.09436552602789666
#> Attrib V50 0.14402282428622312
#> Attrib V51 0.1077687189062877
#> Attrib V52 0.06263739547639499
#> Attrib V53 0.04823886650936425
#> Attrib V54 -0.019199105759285018
#> Attrib V55 0.06958393222520368
#> Attrib V56 0.08977723210992214
#> Attrib V57 0.09759552611507273
#> Attrib V58 0.13945386223664344
#> Attrib V59 0.04887804615102125
#> Attrib V6 0.053389645102998734
#> Attrib V60 0.08115052709372389
#> Attrib V7 0.0455402917987218
#> Attrib V8 -0.008516030778772447
#> Attrib V9 0.0502672429022592
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.2894340835087733
#> Attrib V1 0.06421808550765411
#> Attrib V10 0.047022367570833924
#> Attrib V11 0.28772880947867113
#> Attrib V12 0.12422002940844111
#> Attrib V13 -0.31452729417129005
#> Attrib V14 -0.20836529417738905
#> Attrib V15 -0.07700452967522194
#> Attrib V16 0.010514533745799162
#> Attrib V17 0.11912694827557278
#> Attrib V18 0.13303932352579595
#> Attrib V19 0.17748983737363389
#> Attrib V2 0.1714571758407943
#> Attrib V20 0.455181084411137
#> Attrib V21 0.31136832632788547
#> Attrib V22 0.3093025139879866
#> Attrib V23 0.2077672532415069
#> Attrib V24 0.05037988619945138
#> Attrib V25 -0.19152160073237784
#> Attrib V26 -0.4338726553224864
#> Attrib V27 -0.40117914980978786
#> Attrib V28 -0.2972376905681551
#> Attrib V29 -0.25155800047718235
#> Attrib V3 -0.02020048239676268
#> Attrib V30 0.09514233178532265
#> Attrib V31 -0.5707367537675209
#> Attrib V32 -0.2651644347479738
#> Attrib V33 0.3327795543707615
#> Attrib V34 0.04671955567760552
#> Attrib V35 -0.024236441001575924
#> Attrib V36 -0.42716898041741913
#> Attrib V37 -0.3692936644151041
#> Attrib V38 -0.12268991643681425
#> Attrib V39 0.08457366288529725
#> Attrib V4 0.25533164053530655
#> Attrib V40 -0.018032423668646852
#> Attrib V41 0.03235119380829596
#> Attrib V42 0.03246174036299582
#> Attrib V43 0.25719842400568627
#> Attrib V44 0.2523310936531262
#> Attrib V45 0.2197812730507868
#> Attrib V46 -0.14067940927667275
#> Attrib V47 -0.06917402208696558
#> Attrib V48 0.2609661335198767
#> Attrib V49 0.005755879980089034
#> Attrib V5 -0.12201259787589801
#> Attrib V50 -0.37897032900846833
#> Attrib V51 0.08205327795740888
#> Attrib V52 0.18974410645453466
#> Attrib V53 0.15543455490476435
#> Attrib V54 0.3096845867787377
#> Attrib V55 0.05631485023605986
#> Attrib V56 0.17485783129093654
#> Attrib V57 0.1326371158792146
#> Attrib V58 0.24681175525896865
#> Attrib V59 0.39652817297289883
#> Attrib V6 -0.22152961809457153
#> Attrib V60 0.03626355269225078
#> Attrib V7 -0.555265084869571
#> Attrib V8 0.2379624523338718
#> Attrib V9 0.2661283840901369
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.17733611100498053
#> Attrib V1 0.048518609997613205
#> Attrib V10 -0.016026415061941097
#> Attrib V11 -0.09145856947618031
#> Attrib V12 -0.07354765008598046
#> Attrib V13 0.02730102808507803
#> Attrib V14 0.05755601651603479
#> Attrib V15 0.0032046691652792155
#> Attrib V16 0.021105872781425002
#> Attrib V17 -0.018907961777608392
#> Attrib V18 0.07507732923167705
#> Attrib V19 -0.027013411451409675
#> Attrib V2 0.06296437740705363
#> Attrib V20 -0.07457529648946243
#> Attrib V21 -0.013536389490116681
#> Attrib V22 -0.033288296895853796
#> Attrib V23 -0.027039349563576866
#> Attrib V24 -0.06784683286609061
#> Attrib V25 -0.0397044862347199
#> Attrib V26 -0.07210521906185043
#> Attrib V27 -0.10111265661284138
#> Attrib V28 -0.11446291013018399
#> Attrib V29 -0.0984801038006948
#> Attrib V3 0.1350978371839048
#> Attrib V30 -0.12392498213144693
#> Attrib V31 0.07353355044183318
#> Attrib V32 0.08274562227284825
#> Attrib V33 0.057438500062295395
#> Attrib V34 0.09410248316714297
#> Attrib V35 0.055056184558822115
#> Attrib V36 0.1865045200880156
#> Attrib V37 0.09288415984455518
#> Attrib V38 0.08183091343105342
#> Attrib V39 0.1148877689712448
#> Attrib V4 0.03439215660837421
#> Attrib V40 0.09880345690286883
#> Attrib V41 0.06811993462774624
#> Attrib V42 0.10681347865129356
#> Attrib V43 0.0777494790032201
#> Attrib V44 0.10114795929031445
#> Attrib V45 -0.04549022257914187
#> Attrib V46 0.0303066092740653
#> Attrib V47 0.10236272889343943
#> Attrib V48 0.029977076753687795
#> Attrib V49 0.09189662026471719
#> Attrib V5 0.10915149425831214
#> Attrib V50 0.11625655344623098
#> Attrib V51 0.10330334884154391
#> Attrib V52 0.004234649664241187
#> Attrib V53 0.003324462361823029
#> Attrib V54 -0.04984988089688737
#> Attrib V55 0.07541942118185342
#> Attrib V56 0.1081925700337784
#> Attrib V57 0.015245047754647639
#> Attrib V58 0.09532890122863878
#> Attrib V59 0.08713849012641278
#> Attrib V6 0.040579588059623715
#> Attrib V60 0.11824221162157093
#> Attrib V7 0.12571009172128508
#> Attrib V8 0.046849469613210626
#> Attrib V9 -0.0011318002501821862
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold -0.4243606860529398
#> Attrib V1 0.015412162223860373
#> Attrib V10 0.08274686130472657
#> Attrib V11 0.47556616633912985
#> Attrib V12 0.3314458883572017
#> Attrib V13 -0.45568904655079845
#> Attrib V14 -0.36955891691785037
#> Attrib V15 -0.2647617734623543
#> Attrib V16 -0.1110765718415601
#> Attrib V17 0.10042937654580832
#> Attrib V18 0.1383499038012304
#> Attrib V19 0.19520630911717132
#> Attrib V2 0.15993876534592463
#> Attrib V20 0.6890691388271624
#> Attrib V21 0.48789177145369783
#> Attrib V22 0.45187425819826144
#> Attrib V23 0.3673101644658175
#> Attrib V24 0.11003490576398847
#> Attrib V25 -0.1407196121627438
#> Attrib V26 -0.5972813533034899
#> Attrib V27 -0.6543867106285228
#> Attrib V28 -0.513114821055746
#> Attrib V29 -0.4410088504118168
#> Attrib V3 -0.08370830532258114
#> Attrib V30 0.08180473115386483
#> Attrib V31 -0.9563890389066084
#> Attrib V32 -0.3604629667199632
#> Attrib V33 0.5857747241701735
#> Attrib V34 0.2399098895369401
#> Attrib V35 -0.0040584131525016704
#> Attrib V36 -0.6468211951459495
#> Attrib V37 -0.6420670857657479
#> Attrib V38 -0.3355610904893404
#> Attrib V39 0.07205424935803795
#> Attrib V4 0.38576921169583134
#> Attrib V40 0.06951439130750355
#> Attrib V41 -0.009252117874459922
#> Attrib V42 0.0942926236065677
#> Attrib V43 0.3065498954524902
#> Attrib V44 0.30901552123292847
#> Attrib V45 0.3509884732572649
#> Attrib V46 -0.14800755611714064
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#> Attrib V48 0.4116156552953048
#> Attrib V49 0.1362148234983706
#> Attrib V5 -0.24864585399788247
#> Attrib V50 -0.6986288869718549
#> Attrib V51 0.12718858614568218
#> Attrib V52 0.37860021883866535
#> Attrib V53 0.21111574390368834
#> Attrib V54 0.5406591442833926
#> Attrib V55 0.0054397353864989294
#> Attrib V56 0.18693145238154943
#> Attrib V57 0.08483613066713697
#> Attrib V58 0.5196479288326455
#> Attrib V59 0.6508296956635472
#> Attrib V6 -0.3891782438429364
#> Attrib V60 0.021461444005599673
#> Attrib V7 -0.7879607976098112
#> Attrib V8 0.34248097669669253
#> Attrib V9 0.4531290195524437
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold -0.5051433753079568
#> Attrib V1 0.07686311360354182
#> Attrib V10 0.09098203968827931
#> Attrib V11 0.47332564217804074
#> Attrib V12 0.29069919933714916
#> Attrib V13 -0.4873945591172025
#> Attrib V14 -0.34997813507423553
#> Attrib V15 -0.29532628683816625
#> Attrib V16 -0.08749275948686402
#> Attrib V17 0.12019884728349846
#> Attrib V18 0.16676073004579617
#> Attrib V19 0.21308640864843179
#> Attrib V2 0.15562922865694573
#> Attrib V20 0.7884792628192131
#> Attrib V21 0.6295206169805522
#> Attrib V22 0.5058353932647772
#> Attrib V23 0.40000379892942295
#> Attrib V24 0.06733464943553451
#> Attrib V25 -0.21105313003895168
#> Attrib V26 -0.6006192524922306
#> Attrib V27 -0.66448785995963
#> Attrib V28 -0.6222062610930541
#> Attrib V29 -0.43687507951492305
#> Attrib V3 -0.04637031302934607
#> Attrib V30 0.11305779850004904
#> Attrib V31 -1.0052083006887216
#> Attrib V32 -0.42861253452973075
#> Attrib V33 0.5578817660130657
#> Attrib V34 0.23680113275313708
#> Attrib V35 -0.033713867100586284
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#> Attrib V37 -0.5845831048998732
#> Attrib V38 -0.298089496200139
#> Attrib V39 0.0686924577102577
#> Attrib V4 0.35786645086677665
#> Attrib V40 0.06115152537916761
#> Attrib V41 0.006854836070009004
#> Attrib V42 0.04675391734093072
#> Attrib V43 0.4111626365126984
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#> Attrib V48 0.4100671287086433
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#> Attrib V51 0.13015940288685512
#> Attrib V52 0.33947412395044774
#> Attrib V53 0.18171466641482878
#> Attrib V54 0.5557048924930019
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#> Attrib V56 0.26278932915771813
#> Attrib V57 0.08803140747814919
#> Attrib V58 0.5080369220964968
#> Attrib V59 0.7355699968192563
#> Attrib V6 -0.41148778612550224
#> Attrib V60 0.011568688288679489
#> Attrib V7 -0.8266968789264624
#> Attrib V8 0.3267975065940949
#> Attrib V9 0.49162851813716263
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold 0.05630042332533774
#> Attrib V1 0.11791428037337291
#> Attrib V10 -0.26547936051630555
#> Attrib V11 -0.8323041971573901
#> Attrib V12 -0.6539473476488779
#> Attrib V13 0.288781196579903
#> Attrib V14 0.4916725882682452
#> Attrib V15 0.5140220797398104
#> Attrib V16 0.3399006038382868
#> Attrib V17 0.11828081238368793
#> Attrib V18 0.09579654938409035
#> Attrib V19 0.13521075913804023
#> Attrib V2 -0.09464710369846922
#> Attrib V20 -0.39209432165383384
#> Attrib V21 -0.056341234686893116
#> Attrib V22 -0.16485461045491612
#> Attrib V23 -0.4358624686510342
#> Attrib V24 -0.24807673261151886
#> Attrib V25 0.14811413026777437
#> Attrib V26 0.35515731819864665
#> Attrib V27 0.044186637515191814
#> Attrib V28 -0.3157863475123821
#> Attrib V29 -0.23475008459169966
#> Attrib V3 0.2829508915695797
#> Attrib V30 -0.33216156728949275
#> Attrib V31 1.060414285502862
#> Attrib V32 0.2746342002142018
#> Attrib V33 -0.313138797838696
#> Attrib V34 0.0820139911738743
#> Attrib V35 0.06178395260008663
#> Attrib V36 0.5666206597330763
#> Attrib V37 0.22048081007531725
#> Attrib V38 0.07193724703657291
#> Attrib V39 -0.13206905614058834
#> Attrib V4 -0.18246113370319467
#> Attrib V40 0.1381760073361707
#> Attrib V41 -0.11766507960957825
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#> Attrib V43 -0.18897203897433693
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#> Attrib V48 -0.41083103868313503
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#> Attrib V5 0.20561096121311997
#> Attrib V50 1.0101669579866188
#> Attrib V51 -0.3344188126090329
#> Attrib V52 -0.5243696377620287
#> Attrib V53 -0.25693693738333073
#> Attrib V54 -0.36821451067185507
#> Attrib V55 0.1712500165477904
#> Attrib V56 0.22857158879639697
#> Attrib V57 0.24163920929140317
#> Attrib V58 -0.17772331964207957
#> Attrib V59 -0.2074884201003442
#> Attrib V6 0.2271701964518711
#> Attrib V60 0.3049272445135412
#> Attrib V7 0.87768156018842
#> Attrib V8 -0.3248767473236649
#> Attrib V9 -0.47536426784231395
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold -0.27448389495280856
#> Attrib V1 0.1263520527603083
#> Attrib V10 -0.008111762921755512
#> Attrib V11 0.19890909865933876
#> Attrib V12 0.0947039319466847
#> Attrib V13 -0.26105936286629755
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#> Attrib V15 -0.10242888858350985
#> Attrib V16 0.0800245218506495
#> Attrib V17 0.13173159171544555
#> Attrib V18 0.128159850538382
#> Attrib V19 0.1266412203322862
#> Attrib V2 0.15154224611796108
#> Attrib V20 0.4477918546273031
#> Attrib V21 0.29118123697088155
#> Attrib V22 0.17739565591716996
#> Attrib V23 0.11915128303320033
#> Attrib V24 0.022196390527134888
#> Attrib V25 -0.21882215990581153
#> Attrib V26 -0.4570236428667431
#> Attrib V27 -0.40698094794270595
#> Attrib V28 -0.32226061064749967
#> Attrib V29 -0.13796444780061182
#> Attrib V3 0.005633521683391463
#> Attrib V30 0.05874310130140121
#> Attrib V31 -0.5016720539507067
#> Attrib V32 -0.2579659249271336
#> Attrib V33 0.18957744138362848
#> Attrib V34 0.03497247352237257
#> Attrib V35 -0.07901321750540632
#> Attrib V36 -0.36413699818355905
#> Attrib V37 -0.2839293774083871
#> Attrib V38 -0.1589775116441373
#> Attrib V39 0.028795644686209657
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#> Attrib V40 0.019491618503377526
#> Attrib V41 -0.038958252987353274
#> Attrib V42 0.03633761413952004
#> Attrib V43 0.23476506503106176
#> Attrib V44 0.18416836235470055
#> Attrib V45 0.11283617247934594
#> Attrib V46 -0.07824105121761801
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#> Attrib V48 0.19582231666772823
#> Attrib V49 0.00849036125202099
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#> Attrib V51 0.044581840026254795
#> Attrib V52 0.19525751160697866
#> Attrib V53 0.1872236420725517
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#> Attrib V57 0.1760425078784257
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#> Attrib V6 -0.1524471533602388
#> Attrib V60 0.10452046709372668
#> Attrib V7 -0.4148220779091754
#> Attrib V8 0.12424871977690795
#> Attrib V9 0.2102310482337281
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold -0.2188643613427826
#> Attrib V1 0.02650861544072066
#> Attrib V10 -0.04438375641502456
#> Attrib V11 0.22687613396037926
#> Attrib V12 0.17093049571870758
#> Attrib V13 -0.1823910276840901
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#> Attrib V15 -0.13847858839716487
#> Attrib V16 -0.04553497200688643
#> Attrib V17 0.1434937423523067
#> Attrib V18 0.13010288199860426
#> Attrib V19 0.12908172966009035
#> Attrib V2 0.04444566832140382
#> Attrib V20 0.3202641721868452
#> Attrib V21 0.2127698531168434
#> Attrib V22 0.2048725498939911
#> Attrib V23 0.2110759076440092
#> Attrib V24 0.019751284265782335
#> Attrib V25 -0.07934674857583007
#> Attrib V26 -0.21195215750524243
#> Attrib V27 -0.2867734685796584
#> Attrib V28 -0.2364701027511704
#> Attrib V29 -0.1885257626267696
#> Attrib V3 0.009801578991985865
#> Attrib V30 0.026429096882419963
#> Attrib V31 -0.48825547017288384
#> Attrib V32 -0.2060030499427925
#> Attrib V33 0.1814776345643253
#> Attrib V34 0.030918547128251473
#> Attrib V35 0.051617490512155584
#> Attrib V36 -0.21224863490808105
#> Attrib V37 -0.14533979391368315
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#> Attrib V39 0.02354270791072405
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#> Attrib V40 -0.03863888733186463
#> Attrib V41 -0.020354386649636014
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#> Attrib V43 0.1915115624715522
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#> Attrib V46 -0.07107343946612875
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#> Attrib V51 0.023564207524644498
#> Attrib V52 0.21499990535731645
#> Attrib V53 0.15394538708746663
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#> Attrib V55 0.03316501909073011
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#> Attrib V57 0.008918926934368316
#> Attrib V58 0.2050191784380509
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#> Attrib V6 -0.16338431022365385
#> Attrib V60 0.005646512747190012
#> Attrib V7 -0.39745497678716607
#> Attrib V8 0.10451091834821932
#> Attrib V9 0.17674543081144803
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold 0.02569896600293206
#> Attrib V1 0.030021012195861497
#> Attrib V10 -0.21606997521315896
#> Attrib V11 -0.5714927684044707
#> Attrib V12 -0.42872537321189297
#> Attrib V13 0.20800195829860954
#> Attrib V14 0.3205176375041234
#> Attrib V15 0.3516011781452561
#> Attrib V16 0.2485907517685753
#> Attrib V17 0.21995153537515363
#> Attrib V18 0.1941695133592679
#> Attrib V19 0.1273790328136638
#> Attrib V2 -0.08626668887486467
#> Attrib V20 -0.3238876828704729
#> Attrib V21 -0.0871646242995604
#> Attrib V22 -0.06404363184467804
#> Attrib V23 -0.19734302282706806
#> Attrib V24 -0.20185821609490293
#> Attrib V25 0.07618637801367963
#> Attrib V26 0.18198000956543586
#> Attrib V27 -0.10539209934136182
#> Attrib V28 -0.23539041636523494
#> Attrib V29 -0.17197999192597369
#> Attrib V3 0.1451970748485213
#> Attrib V30 -0.21903672393616008
#> Attrib V31 0.7245922809606318
#> Attrib V32 0.3416912905056807
#> Attrib V33 -0.14118242728551336
#> Attrib V34 0.0828650123703824
#> Attrib V35 0.0914988953848573
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#> Attrib V37 0.18967539666271646
#> Attrib V38 0.07766219830892741
#> Attrib V39 -0.09113953840655929
#> Attrib V4 -0.11487820714510852
#> Attrib V40 0.18658894094404446
#> Attrib V41 0.05530192333819316
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#> Attrib V43 -0.04184323650283852
#> Attrib V44 -0.21573424672799454
#> Attrib V45 -0.43462069502269657
#> Attrib V46 -0.04201661621965606
#> Attrib V47 0.009024421941835843
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#> Attrib V5 0.117506237189407
#> Attrib V50 0.689504020519516
#> Attrib V51 -0.12871775365267743
#> Attrib V52 -0.28524662348851126
#> Attrib V53 -0.26570609771693743
#> Attrib V54 -0.2612740073868512
#> Attrib V55 0.08138161382355892
#> Attrib V56 0.17435801877009635
#> Attrib V57 0.17163787355982854
#> Attrib V58 -0.0586067588029293
#> Attrib V59 -0.11805518793163644
#> Attrib V6 0.23016927132967935
#> Attrib V60 0.19844196873173456
#> Attrib V7 0.5581850128040542
#> Attrib V8 -0.1476563614218516
#> Attrib V9 -0.2725805056641853
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.680259861365548
#> Attrib V1 0.27800330584187144
#> Attrib V10 0.6248398730416629
#> Attrib V11 1.423195758077875
#> Attrib V12 0.9925516783692099
#> Attrib V13 -0.06392097379411424
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#> Attrib V15 -0.32755794534584337
#> Attrib V16 -0.2625153368120647
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#> Attrib V18 -0.20094582569913533
#> Attrib V19 -0.6099717580323507
#> Attrib V2 0.3004748306658615
#> Attrib V20 -0.4327870430404144
#> Attrib V21 -0.524366186408514
#> Attrib V22 -0.33771625143175166
#> Attrib V23 0.4711199774093182
#> Attrib V24 0.36603187448095664
#> Attrib V25 -0.48263342757540767
#> Attrib V26 -0.1567748521766509
#> Attrib V27 0.7999002918955894
#> Attrib V28 1.5715816376951506
#> Attrib V29 0.9838827982013008
#> Attrib V3 -0.5174213787351769
#> Attrib V30 0.40584816174285165
#> Attrib V31 -0.646813157843628
#> Attrib V32 0.38438887714858955
#> Attrib V33 0.06535115015196068
#> Attrib V34 -0.33458896086998163
#> Attrib V35 -0.14389296387139766
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#> Attrib V37 -0.35849357743372845
#> Attrib V38 0.015781322828779684
#> Attrib V39 0.20010380743867656
#> Attrib V4 0.12562792790068342
#> Attrib V40 -0.1280659492644699
#> Attrib V41 0.2394757079145749
#> Attrib V42 -0.4063663138658448
#> Attrib V43 -0.24673890312037344
#> Attrib V44 0.22638515989047758
#> Attrib V45 0.9427163992043276
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#> Attrib V48 0.7254760200742152
#> Attrib V49 0.622368755185386
#> Attrib V5 0.05109996354615239
#> Attrib V50 -0.7135601866825383
#> Attrib V51 0.9992889098566214
#> Attrib V52 1.1485654157655798
#> Attrib V53 0.08197551547653836
#> Attrib V54 0.07773291985971123
#> Attrib V55 0.760177732894379
#> Attrib V56 -0.9407484260185247
#> Attrib V57 0.5784325475424199
#> Attrib V58 0.9542034589824103
#> Attrib V59 -0.1452128644070113
#> Attrib V6 -0.1983082904069699
#> Attrib V60 -0.5107643162070771
#> Attrib V7 -0.4593336385577739
#> Attrib V8 0.33569432345987094
#> Attrib V9 0.5599268524417754
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.04120111644711098
#> Attrib V1 0.06323737581507055
#> Attrib V10 -0.20713110436808096
#> Attrib V11 -0.6372111524695968
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#> Attrib V13 0.21741759033761168
#> Attrib V14 0.4000620913359435
#> Attrib V15 0.34154838996334574
#> Attrib V16 0.25114005497956354
#> Attrib V17 0.1364433346673701
#> Attrib V18 0.08793037586082478
#> Attrib V19 0.17214333917740732
#> Attrib V2 -0.05504386145050771
#> Attrib V20 -0.30610492872200823
#> Attrib V21 -0.06840956493533812
#> Attrib V22 -0.0819027009228757
#> Attrib V23 -0.2820415061689604
#> Attrib V24 -0.19336840744758596
#> Attrib V25 0.10928886954205622
#> Attrib V26 0.1714032936549987
#> Attrib V27 -0.007351234212701184
#> Attrib V28 -0.22268235784999088
#> Attrib V29 -0.1769905803533364
#> Attrib V3 0.16715681184548672
#> Attrib V30 -0.2701232933684059
#> Attrib V31 0.7439319996887558
#> Attrib V32 0.2434449580528703
#> Attrib V33 -0.14865779023245745
#> Attrib V34 0.04765543235057929
#> Attrib V35 0.10422331137127591
#> Attrib V36 0.4699175904449691
#> Attrib V37 0.18424781967563816
#> Attrib V38 0.03221466622149875
#> Attrib V39 -0.08501977181264504
#> Attrib V4 -0.13774594720966898
#> Attrib V40 0.10752351132579982
#> Attrib V41 -0.07205632167670178
#> Attrib V42 0.04507904885956431
#> Attrib V43 -0.11695272596898855
#> Attrib V44 -0.23539645604462786
#> Attrib V45 -0.44323744325479325
#> Attrib V46 -0.08803101216326922
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#> Attrib V48 -0.24724051885709625
#> Attrib V49 -0.0015821038542956534
#> Attrib V5 0.1070596905109723
#> Attrib V50 0.7310440061581766
#> Attrib V51 -0.2347250915784872
#> Attrib V52 -0.41830528131983113
#> Attrib V53 -0.26582321975496903
#> Attrib V54 -0.28122192425115383
#> Attrib V55 0.11694370532597793
#> Attrib V56 0.20094521553678402
#> Attrib V57 0.16575332767805567
#> Attrib V58 -0.07947351182214131
#> Attrib V59 -0.14464099590186696
#> Attrib V6 0.21942754003617576
#> Attrib V60 0.259378468236221
#> Attrib V7 0.5890468358263916
#> Attrib V8 -0.17121232133251485
#> Attrib V9 -0.3676703316922496
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold -0.32794389139939545
#> Attrib V1 0.005813089936946055
#> Attrib V10 0.319317561269803
#> Attrib V11 0.930161730382384
#> Attrib V12 0.6250219695080859
#> Attrib V13 -0.49914879827177444
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#> Attrib V15 -0.5314893841682524
#> Attrib V16 -0.25277228893144976
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#> Attrib V18 0.16799825394524726
#> Attrib V19 0.08600397086413247
#> Attrib V2 0.12686805573080262
#> Attrib V20 0.6933768810142248
#> Attrib V21 0.49222445860812963
#> Attrib V22 0.5031674937811942
#> Attrib V23 0.5611426226226645
#> Attrib V24 0.23717218581734356
#> Attrib V25 -0.20534216214147316
#> Attrib V26 -0.5792891274903391
#> Attrib V27 -0.5957540677363818
#> Attrib V28 -0.315440307728629
#> Attrib V29 -0.27885272039252645
#> Attrib V3 -0.3101935232439994
#> Attrib V30 0.22275698307042582
#> Attrib V31 -1.2675036051753852
#> Attrib V32 -0.30563320021690615
#> Attrib V33 0.6320117539525664
#> Attrib V34 0.156068544612437
#> Attrib V35 -0.13302236293706385
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#> Attrib V37 -0.732237247096323
#> Attrib V38 -0.3825738948335395
#> Attrib V39 0.14330693068977904
#> Attrib V4 0.41376324512220813
#> Attrib V40 -0.08152319877998829
#> Attrib V41 0.025095777231124876
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#> Attrib V43 0.3081915255311855
#> Attrib V44 0.532444429708864
#> Attrib V45 0.6160415026931175
#> Attrib V46 -0.20173669547274153
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#> Attrib V48 0.7145192734603355
#> Attrib V49 0.1709270456016273
#> Attrib V5 -0.3485373293617195
#> Attrib V50 -1.0421097680592024
#> Attrib V51 0.44904284951727375
#> Attrib V52 0.6320514143009539
#> Attrib V53 0.1257887125119972
#> Attrib V54 0.5453614833647841
#> Attrib V55 -0.055984314979599124
#> Attrib V56 0.04541368484949673
#> Attrib V57 0.036609722352398975
#> Attrib V58 0.5986953789822956
#> Attrib V59 0.7474448075865593
#> Attrib V6 -0.5112116176710354
#> Attrib V60 -0.13493368525052976
#> Attrib V7 -1.197058583769248
#> Attrib V8 0.44664752987238915
#> Attrib V9 0.6637296188852432
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.23896517896758618
#> Attrib V1 -0.4291030493127863
#> Attrib V10 -0.8670333324611731
#> Attrib V11 -1.6051421037859805
#> Attrib V12 -1.3952143600293962
#> Attrib V13 -0.5397785329325481
#> Attrib V14 0.29627551119579754
#> Attrib V15 0.6311451998091717
#> Attrib V16 0.5544524151578885
#> Attrib V17 0.2023568573978312
#> Attrib V18 -0.03766025378008648
#> Attrib V19 0.37206714871242647
#> Attrib V2 -0.5492384104164346
#> Attrib V20 0.24226573627894177
#> Attrib V21 0.13129086242847415
#> Attrib V22 -0.4086351156722137
#> Attrib V23 -1.3395810974607874
#> Attrib V24 -0.7990317853780411
#> Attrib V25 -0.1748630873852474
#> Attrib V26 -0.5228825932580596
#> Attrib V27 -1.236785648285221
#> Attrib V28 -2.435626000605484
#> Attrib V29 -1.6038082304779253
#> Attrib V3 0.4348957087822623
#> Attrib V30 -0.3976238833809964
#> Attrib V31 0.9260186258743096
#> Attrib V32 -0.13687989535574951
#> Attrib V33 0.3136748631536029
#> Attrib V34 0.6302922706800821
#> Attrib V35 -0.1962763771269771
#> Attrib V36 0.4687728500260698
#> Attrib V37 -0.13588823124410165
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#> Attrib V39 -0.13266700957314229
#> Attrib V4 -0.462550070516808
#> Attrib V40 0.08831348245777712
#> Attrib V41 -0.8254020971054626
#> Attrib V42 0.1141529789656225
#> Attrib V43 -0.02712742064969121
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#> Attrib V45 -1.0519406979208386
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#> Attrib V50 0.7551501824505144
#> Attrib V51 -1.594555671395016
#> Attrib V52 -1.3139090837709606
#> Attrib V53 0.043002533555423994
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#> Attrib V55 -0.30950235011845467
#> Attrib V56 0.8186888692147378
#> Attrib V57 0.4744709071960452
#> Attrib V58 -0.6080374455961798
#> Attrib V59 0.4404580073504108
#> Attrib V6 -0.044185139014728154
#> Attrib V60 0.2536247580312248
#> Attrib V7 0.4075692456367548
#> Attrib V8 0.1327659930583119
#> Attrib V9 -0.619677246098072
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold -0.3642246973288724
#> Attrib V1 -0.03426604981931043
#> Attrib V10 0.07481414381440586
#> Attrib V11 0.5269093610241891
#> Attrib V12 0.3351314652752455
#> Attrib V13 -0.37722356381179944
#> Attrib V14 -0.2953083384328392
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#> Attrib V16 -0.10173751666297984
#> Attrib V17 0.09140568055958369
#> Attrib V18 0.1533556920925009
#> Attrib V19 0.1158315761830917
#> Attrib V2 0.09405969129219545
#> Attrib V20 0.6076860710096404
#> Attrib V21 0.4276328465058063
#> Attrib V22 0.40647823757596463
#> Attrib V23 0.3358013048950212
#> Attrib V24 0.1477897584564255
#> Attrib V25 -0.08238687673082629
#> Attrib V26 -0.4697874315003232
#> Attrib V27 -0.46455990204065434
#> Attrib V28 -0.313950562743785
#> Attrib V29 -0.2117180303074108
#> Attrib V3 -0.06431880654544295
#> Attrib V30 0.08376071766559331
#> Attrib V31 -0.829755073215694
#> Attrib V32 -0.2536959604423217
#> Attrib V33 0.4261169490437472
#> Attrib V34 0.1290697306175865
#> Attrib V35 -0.01952146363551993
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#> Attrib V39 0.0927121746774323
#> Attrib V4 0.27148036080472876
#> Attrib V40 0.007904921153254363
#> Attrib V41 0.022716619201991518
#> Attrib V42 -0.012221933190949415
#> Attrib V43 0.31252642376886125
#> Attrib V44 0.27131240606135215
#> Attrib V45 0.3403431449426675
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#> Attrib V48 0.3568399427981257
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#> Attrib V51 0.2080471315771961
#> Attrib V52 0.3788960821501512
#> Attrib V53 0.15215872712162007
#> Attrib V54 0.38902735841843145
#> Attrib V55 0.028598319261981045
#> Attrib V56 0.14735702185334584
#> Attrib V57 0.050070279927061034
#> Attrib V58 0.35941019251075007
#> Attrib V59 0.5011829223882173
#> Attrib V6 -0.3145788359569542
#> Attrib V60 -0.008325145167704879
#> Attrib V7 -0.7481744303078265
#> Attrib V8 0.2880394824776616
#> Attrib V9 0.3987088351985582
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.09678064545565183
#> Attrib V1 0.057101972767691384
#> Attrib V10 -0.012487338640384737
#> Attrib V11 -0.16675356132683103
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#> Attrib V8 -0.027602496075168674
#> Attrib V9 -0.07626400557177253
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.32497436958304954
#> Attrib V1 0.04755176726481036
#> Attrib V10 0.0014814581377647859
#> Attrib V11 0.2863053041469843
#> Attrib V12 0.10408250552828356
#> Attrib V13 -0.2451494121853107
#> Attrib V14 -0.16070218922618995
#> Attrib V15 -0.12755079474287007
#> Attrib V16 -0.0012925891793415314
#> Attrib V17 0.13799589259224543
#> Attrib V18 0.1543535092547769
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#> Attrib V2 0.156625253058054
#> Attrib V20 0.486938404342424
#> Attrib V21 0.27932585553820044
#> Attrib V22 0.2877449273900205
#> Attrib V23 0.24779848387282907
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#> Attrib V7 -0.4824557016308894
#> Attrib V8 0.19459677527523508
#> Attrib V9 0.2793564317071844
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.28720450316081886
#> Attrib V1 0.07714442978555974
#> Attrib V10 -0.07909470149162796
#> Attrib V11 0.18807508972730047
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#> Attrib V16 0.054827978277290246
#> Attrib V17 0.08915497007975519
#> Attrib V18 0.17386763090120178
#> Attrib V19 0.0963933322946796
#> Attrib V2 0.08917287481872645
#> Attrib V20 0.4010218269800446
#> Attrib V21 0.2949578320411976
#> Attrib V22 0.19535285180187764
#> Attrib V23 0.19703907768517293
#> Attrib V24 -0.007570267106942089
#> Attrib V25 -0.205486193312142
#> Attrib V26 -0.36815572932924057
#> Attrib V27 -0.33288196908307954
#> Attrib V28 -0.19801229676850596
#> Attrib V29 -0.14073595246775855
#> Attrib V3 0.04054720882779097
#> Attrib V30 0.08375305130348627
#> Attrib V31 -0.5549177081311087
#> Attrib V32 -0.2526689955874176
#> Attrib V33 0.21703990709782792
#> Attrib V34 0.05444443246790121
#> Attrib V35 -0.02301910386114535
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#> Attrib V38 -0.14375073698895455
#> Attrib V39 0.07294171073857805
#> Attrib V4 0.200439099363062
#> Attrib V40 -0.012342599958960141
#> Attrib V41 -0.03627937005554574
#> Attrib V42 0.06190350555831707
#> Attrib V43 0.1426973874603233
#> Attrib V44 0.2053444013385888
#> Attrib V45 0.18120214103877233
#> Attrib V46 -0.07665147254232596
#> Attrib V47 -0.02789580384891637
#> Attrib V48 0.12025366811651891
#> Attrib V49 0.04746812835219217
#> Attrib V5 -0.0684179330000862
#> Attrib V50 -0.3133256861967965
#> Attrib V51 0.05705046871259439
#> Attrib V52 0.20238273333629012
#> Attrib V53 0.16309487194870825
#> Attrib V54 0.2344770659375921
#> Attrib V55 0.02113546616938784
#> Attrib V56 0.1355754055596642
#> Attrib V57 0.07456331757891334
#> Attrib V58 0.2897983265615637
#> Attrib V59 0.35406368847176745
#> Attrib V6 -0.1483851867669835
#> Attrib V60 0.04716614937449352
#> Attrib V7 -0.3995669947033651
#> Attrib V8 0.1848079989176936
#> Attrib V9 0.201738703734915
#> 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
#> 0.1884058