Classification MultilayerPerceptron Learner
Source:R/learner_RWeka_classif_multilayer_perceptron.R
mlr_learners_classif.multilayer_perceptron.RdClassifier that uses backpropagation to learn a multi-layer perceptron.
Calls RWeka::make_Weka_classifier() from RWeka.
Custom mlr3 parameters
output_debug_info:original id: output-debug-info
do_not_check_capabilities:original id: do-not-check-capabilities
num_decimal_places:original id: num-decimal-places
batch_size:original id: batch-size
Reason for change: This learner contains changed ids of the following control arguments since their ids contain irregular pattern
Gremoved:GUI will be opened
Reason for change: The parameter is removed because we don't want to launch GUI.
Parameters
| Id | Type | Default | Levels | Range |
| subset | untyped | - | - | |
| na.action | untyped | - | - | |
| L | numeric | 0.3 | \([0, 1]\) | |
| M | numeric | 0.2 | \([0, 1]\) | |
| N | integer | 500 | \([1, \infty)\) | |
| V | numeric | 0 | \([0, 100]\) | |
| S | integer | 0 | \([0, \infty)\) | |
| E | integer | 20 | \([1, \infty)\) | |
| A | logical | FALSE | TRUE, FALSE | - |
| B | logical | FALSE | TRUE, FALSE | - |
| H | untyped | "a" | - | |
| C | logical | FALSE | TRUE, FALSE | - |
| I | logical | FALSE | TRUE, FALSE | - |
| R | logical | FALSE | TRUE, FALSE | - |
| D | logical | FALSE | TRUE, FALSE | - |
| output_debug_info | logical | FALSE | TRUE, FALSE | - |
| do_not_check_capabilities | logical | FALSE | TRUE, FALSE | - |
| num_decimal_places | integer | 2 | \([1, \infty)\) | |
| batch_size | integer | 100 | \([1, \infty)\) | |
| options | untyped | NULL | - |
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifMultilayerPerceptron
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
Method marshal()
Marshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::marshal_model().
Method unmarshal()
Unmarshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::unmarshal_model().
Examples
# Define the Learner
learner = lrn("classif.multilayer_perceptron")
print(learner)
#>
#> ── <LearnerClassifMultilayerPerceptron> (classif.multilayer_perceptron): Multila
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3 and RWeka
#> • Predict Types: [response] and prob
#> • Feature Types: logical, integer, numeric, factor, and ordered
#> • Encapsulation: none (fallback: -)
#> • Properties: marshal, missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> Sigmoid Node 0
#> Inputs Weights
#> Threshold -0.707096023798437
#> Node 2 1.660848565140988
#> Node 3 1.45076741108816
#> Node 4 0.852560138147722
#> Node 5 -2.85679152322506
#> Node 6 1.838085383120794
#> Node 7 3.059355584822417
#> Node 8 1.8869645496907572
#> Node 9 3.541264320178987
#> Node 10 -2.664692581027619
#> Node 11 1.4680003172968632
#> Node 12 1.5785173771466066
#> Node 13 0.9588399703042327
#> Node 14 1.5777624900784017
#> Node 15 -2.5894312394796035
#> Node 16 0.017710160402520984
#> Node 17 0.9883094532039115
#> Node 18 -0.3801918953147572
#> Node 19 2.6628731713837333
#> Node 20 1.077836360031833
#> Node 21 -2.197410951108455
#> Node 22 0.8919903877652718
#> Node 23 1.531301518002489
#> Node 24 -1.2798861432470856
#> Node 25 4.440512797476496
#> Node 26 0.09772170539625086
#> Node 27 2.726070196306178
#> Node 28 -2.077245191763202
#> Node 29 1.055345897110466
#> Node 30 0.4222203426051533
#> Node 31 0.8374353752835335
#> Node 32 1.2974762260604376
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.746981233218911
#> Node 2 -1.7012680197748469
#> Node 3 -1.4399639666546042
#> Node 4 -0.8217746419363009
#> Node 5 2.874350292983084
#> Node 6 -1.8074958266774281
#> Node 7 -3.04844968959365
#> Node 8 -1.9058062039028252
#> Node 9 -3.532319554803754
#> Node 10 2.6066060885031708
#> Node 11 -1.4357204557806422
#> Node 12 -1.6505076708556536
#> Node 13 -0.9160487048839284
#> Node 14 -1.5166699523020049
#> Node 15 2.589972022217809
#> Node 16 -0.04118672294670293
#> Node 17 -0.965564998738779
#> Node 18 0.42100503916189425
#> Node 19 -2.6499290278994767
#> Node 20 -1.0797125847703102
#> Node 21 2.2624612847684715
#> Node 22 -0.9597049002704443
#> Node 23 -1.5857964494909973
#> Node 24 1.2635943308903042
#> Node 25 -4.4213256577493265
#> Node 26 -0.1881224956701948
#> Node 27 -2.765406752754051
#> Node 28 2.0327359631906075
#> Node 29 -1.0891156173168866
#> Node 30 -0.35649174701781805
#> Node 31 -0.79528258179539
#> Node 32 -1.327915582233393
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.2631527405538642
#> Attrib V1 0.39274204287055003
#> Attrib V10 0.09495679688057719
#> Attrib V11 0.4180688621996672
#> Attrib V12 0.45234946334937104
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#> Attrib V15 -0.20015999623513472
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#> Attrib V17 0.09769215853413049
#> Attrib V18 -0.3643466422015026
#> Attrib V19 0.03440560668240974
#> Attrib V2 -0.279635580003706
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#> Attrib V22 0.030205086073615852
#> Attrib V23 0.6624395500099471
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#> Attrib V25 -0.3825655328922288
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#> Attrib V28 0.29200398476195105
#> Attrib V29 -0.151089279036077
#> Attrib V3 0.18082867947670256
#> Attrib V30 0.36172828623624087
#> Attrib V31 -0.7309529088103065
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#> Attrib V8 -3.529014338734229E-4
#> Attrib V9 0.6373783411675599
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.26868751386326495
#> Attrib V1 0.2759322881977707
#> Attrib V10 0.057880232691551875
#> Attrib V11 0.311615245900946
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#> Attrib V28 -4.947376181064257E-4
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#> Attrib V30 0.11460687297698623
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#> Attrib V40 -0.16347302906810782
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#> Attrib V42 0.1392238242879271
#> Attrib V43 0.1745754641595933
#> Attrib V44 -0.013200031882938052
#> Attrib V45 0.06478308937279989
#> Attrib V46 0.02149998815815254
#> Attrib V47 0.06623708613108079
#> Attrib V48 0.11590674905390938
#> Attrib V49 0.457059562520235
#> Attrib V5 0.19060319100722917
#> Attrib V50 -0.6965379441544624
#> Attrib V51 -0.005141951505450567
#> Attrib V52 0.18698303451973083
#> Attrib V53 0.24561064629789964
#> Attrib V54 0.28462817477242547
#> Attrib V55 -0.2795632329249616
#> Attrib V56 0.07495296539032692
#> Attrib V57 0.2824078533155026
#> Attrib V58 0.5900370550195024
#> Attrib V59 0.7141723741891568
#> Attrib V6 0.02258193722991276
#> Attrib V60 0.10086625755642038
#> Attrib V7 -0.5664955321589035
#> Attrib V8 0.19773475367080154
#> Attrib V9 0.4604280054608785
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.0038506800386421507
#> Attrib V1 0.22393888270277074
#> Attrib V10 -0.05229084372723751
#> Attrib V11 0.10408190203647426
#> Attrib V12 0.06555281344658129
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#> Attrib V15 0.151748592673685
#> Attrib V16 -3.649760459028586E-4
#> Attrib V17 0.12979747803311006
#> Attrib V18 -0.11866157583396135
#> Attrib V19 0.060720023003298165
#> Attrib V2 -0.08301636634373331
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#> Attrib V23 0.24969839140022376
#> Attrib V24 0.1283774640489141
#> Attrib V25 -0.25273834796428835
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#> Attrib V27 -0.20909460153882792
#> Attrib V28 0.03913611697505675
#> Attrib V29 -0.09188439371637956
#> Attrib V3 0.16572518864058366
#> Attrib V30 0.09406427182875204
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#> Attrib V4 0.18578276616592393
#> Attrib V40 -0.1326278008778332
#> Attrib V41 -0.07697030705647616
#> Attrib V42 0.0966852307611974
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#> Attrib V46 0.011147433874208962
#> Attrib V47 3.498565724020734E-4
#> Attrib V48 0.04990688328183635
#> Attrib V49 0.25659380406601195
#> Attrib V5 0.1391579762532678
#> Attrib V50 -0.3028628104040464
#> Attrib V51 0.06717430626045438
#> Attrib V52 0.0987361370472634
#> Attrib V53 0.2105805914339775
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#> Attrib V55 -0.0807451379614174
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#> Attrib V57 0.26554132459068747
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#> Attrib V6 -0.024344451599463315
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#> Attrib V7 -0.24032839422204288
#> Attrib V8 0.06615083373484926
#> Attrib V9 0.2754323917053217
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.34675860381002677
#> Attrib V1 -0.6031296981556402
#> Attrib V10 -0.12013928067921335
#> Attrib V11 -0.7349451032825085
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#> Attrib V13 0.3546046257931511
#> Attrib V14 0.9258584489798656
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#> Attrib V7 0.860374384338465
#> Attrib V8 -0.027677176974417073
#> Attrib V9 -1.0486348078452647
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.5040333550413059
#> Attrib V1 0.19285856174822935
#> Attrib V10 0.3886796559526871
#> Attrib V11 0.6724604735067993
#> Attrib V12 0.8041201694866563
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#> Attrib V7 -0.5992292945173281
#> Attrib V8 0.16076014046974593
#> Attrib V9 0.800102100804439
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.7267874844468913
#> Attrib V1 0.2255581076794653
#> Attrib V10 1.0225004968800948
#> Attrib V11 1.2440165223095363
#> Attrib V12 1.3955596363864113
#> Attrib V13 0.4993592138408301
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#> Attrib V34 -0.222154171085648
#> Attrib V35 0.11015460069689734
#> Attrib V36 -0.4891281514548025
#> Attrib V37 0.05604747994249312
#> Attrib V38 0.35020950401467205
#> Attrib V39 0.3094495337215099
#> Attrib V4 -0.13193328253709977
#> Attrib V40 0.16902554966156874
#> Attrib V41 0.48609966136084
#> Attrib V42 -0.3966110547006423
#> Attrib V43 -0.17464416882634323
#> Attrib V44 -0.0995895033985188
#> Attrib V45 0.5261789504642722
#> Attrib V46 0.7744820690248682
#> Attrib V47 0.5489128779872042
#> Attrib V48 0.3305657043951403
#> Attrib V49 0.7507296003595365
#> Attrib V5 0.52888015130308
#> Attrib V50 -0.4628549332607307
#> Attrib V51 0.29716545280851037
#> Attrib V52 0.8936167449333513
#> Attrib V53 0.7717203283050458
#> Attrib V54 -0.39127463590508116
#> Attrib V55 -0.23834113506818771
#> Attrib V56 -0.7692870723924766
#> Attrib V57 -0.39158835390398805
#> Attrib V58 0.13084756037672612
#> Attrib V59 -0.1177978940869704
#> Attrib V6 0.37932600452798493
#> Attrib V60 0.1075366807340415
#> Attrib V7 -0.4953228916356241
#> Attrib V8 -0.06807885612799978
#> Attrib V9 0.8414589225205599
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.41474174450017454
#> Attrib V1 0.06524317220820607
#> Attrib V10 0.5945863426762299
#> Attrib V11 0.83894548282681
#> Attrib V12 0.935503069517465
#> Attrib V13 0.07691174067730151
#> Attrib V14 -0.6323336109279126
#> Attrib V15 -0.2978915261975028
#> Attrib V16 -0.3040865263339763
#> Attrib V17 -0.19945859531692203
#> Attrib V18 -0.4780065642786199
#> Attrib V19 -0.11653748758768087
#> Attrib V2 -0.23834840024236723
#> Attrib V20 -0.00101109587074121
#> Attrib V21 -0.5600436610375887
#> Attrib V22 -0.19431592891111965
#> Attrib V23 0.5176667870850845
#> Attrib V24 0.5357142612329255
#> Attrib V25 0.003621312966937312
#> Attrib V26 0.09677527366302331
#> Attrib V27 0.45461492648539964
#> Attrib V28 0.7118870251195355
#> Attrib V29 -0.15272284053039673
#> Attrib V3 0.12071610338079639
#> Attrib V30 0.0542144594408755
#> Attrib V31 -0.5253664979122596
#> Attrib V32 -0.00491057477252654
#> Attrib V33 0.21977173438514996
#> Attrib V34 0.3265344657077486
#> Attrib V35 0.2539201919061299
#> Attrib V36 -0.4331699595540351
#> Attrib V37 -0.41847822630790477
#> Attrib V38 0.23054674386295446
#> Attrib V39 0.06683165035131997
#> Attrib V4 -0.03153843088286073
#> Attrib V40 -0.08881507591839455
#> Attrib V41 0.16370039909684034
#> Attrib V42 -0.31386704543655547
#> Attrib V43 -0.06757523608614671
#> Attrib V44 -0.022883260384568123
#> Attrib V45 0.36892165936420246
#> Attrib V46 0.4543196897820483
#> Attrib V47 0.3380022089070188
#> Attrib V48 0.3777627440848231
#> Attrib V49 0.7217655935399894
#> Attrib V5 0.2233177138267168
#> Attrib V50 -0.6983086971546474
#> Attrib V51 0.12485541211056674
#> Attrib V52 0.5664891276241306
#> Attrib V53 0.4558408278302278
#> Attrib V54 -0.20060375978627973
#> Attrib V55 -0.32195890191925924
#> Attrib V56 -0.40954705554203436
#> Attrib V57 -0.1042295944562848
#> Attrib V58 0.3000756651945987
#> Attrib V59 0.1675787204865756
#> Attrib V6 0.04222616139646009
#> Attrib V60 -0.03796148467084742
#> Attrib V7 -0.6475134071621257
#> Attrib V8 0.014986291380701199
#> Attrib V9 0.7111846258641451
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.8262711847615025
#> Attrib V1 0.2811328500457588
#> Attrib V10 1.3032875108187485
#> Attrib V11 1.39463640996479
#> Attrib V12 1.6752631462345542
#> Attrib V13 0.6453462783156767
#> Attrib V14 -0.5831706890568706
#> Attrib V15 -0.1486648011888815
#> Attrib V16 -0.35317368216871087
#> Attrib V17 -0.4464555664894225
#> Attrib V18 -0.5738090245396419
#> Attrib V19 -0.3436518749106182
#> Attrib V2 0.15836966134825248
#> Attrib V20 -0.02302985254482418
#> Attrib V21 -0.3628639560467656
#> Attrib V22 0.03588737511974336
#> Attrib V23 0.7448941351840463
#> Attrib V24 0.5696251270434832
#> Attrib V25 -0.1077945710003541
#> Attrib V26 0.3733624846586706
#> Attrib V27 1.0373819611758437
#> Attrib V28 1.6281335294034516
#> Attrib V29 0.4746026607661874
#> Attrib V3 0.26263376997348564
#> Attrib V30 0.13987321582334286
#> Attrib V31 -0.6768443434235466
#> Attrib V32 -0.5108163834566476
#> Attrib V33 -0.5313768201446583
#> Attrib V34 -0.07389773452518576
#> Attrib V35 0.23420781042319938
#> Attrib V36 -0.5380627503389064
#> Attrib V37 0.01853695052165256
#> Attrib V38 0.3741036221280993
#> Attrib V39 0.379842967779533
#> Attrib V4 -0.16963617241795154
#> Attrib V40 0.17390228520892834
#> Attrib V41 0.529949954682761
#> Attrib V42 -0.5418577280335988
#> Attrib V43 -0.22662420225889812
#> Attrib V44 -0.21633821395125533
#> Attrib V45 0.5733793020004702
#> Attrib V46 0.8612965728080841
#> Attrib V47 0.5690962950600409
#> Attrib V48 0.3178347421864902
#> Attrib V49 0.7754483921770057
#> Attrib V5 0.4257612152210756
#> Attrib V50 -0.5956139250713816
#> Attrib V51 0.3574499482195563
#> Attrib V52 0.9655153361687306
#> Attrib V53 0.9172731971297557
#> Attrib V54 -0.5262998908462928
#> Attrib V55 -0.2984285715593307
#> Attrib V56 -0.8724809971154514
#> Attrib V57 -0.7220867940267732
#> Attrib V58 0.09704305098747515
#> Attrib V59 -0.22893238726053539
#> Attrib V6 0.4223597021102808
#> Attrib V60 0.20127014473067498
#> Attrib V7 -0.518887150835967
#> Attrib V8 -0.04111846053427609
#> Attrib V9 0.9475203007496127
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.39801324868324495
#> Attrib V1 -0.5241025294443284
#> Attrib V10 0.04134885974704448
#> Attrib V11 -0.5847750589371868
#> Attrib V12 -0.4530289405862186
#> Attrib V13 0.4147986316959543
#> Attrib V14 0.7625284023462938
#> Attrib V15 0.008132477332491346
#> Attrib V16 0.07417913614370947
#> Attrib V17 -0.46677584747388795
#> Attrib V18 0.31113703822414873
#> Attrib V19 -0.31764361904950555
#> Attrib V2 0.5204470047758214
#> Attrib V20 -1.0131914926575705
#> Attrib V21 0.04292782459415071
#> Attrib V22 -0.24460302800052797
#> Attrib V23 -1.1226447636602228
#> Attrib V24 -0.8830699532526514
#> Attrib V25 0.32326047845556444
#> Attrib V26 0.8881642353939122
#> Attrib V27 0.5020121541752952
#> Attrib V28 -0.010738791877042584
#> Attrib V29 0.5465430084710267
#> Attrib V3 -0.002542478410000169
#> Attrib V30 -0.23674249206570092
#> Attrib V31 1.1334866477839654
#> Attrib V32 -0.019765721499378833
#> Attrib V33 -0.7920709540978141
#> Attrib V34 -0.17438058388896877
#> Attrib V35 0.28791870317009827
#> Attrib V36 1.218190696086649
#> Attrib V37 1.1822290208747528
#> Attrib V38 -0.7353976506287654
#> Attrib V39 -0.48990318207141376
#> Attrib V4 0.032849775458013715
#> Attrib V40 0.38259965299871607
#> Attrib V41 0.25200188524219796
#> Attrib V42 -0.07372348249032443
#> Attrib V43 -0.43280294048468115
#> Attrib V44 -0.2721447011584596
#> Attrib V45 -0.2928334320603404
#> Attrib V46 -0.18191397957532104
#> Attrib V47 -0.13647604924866
#> Attrib V48 -0.28083457890995384
#> Attrib V49 -0.9917317642104546
#> Attrib V5 -0.08653720479122348
#> Attrib V50 1.4195037253950484
#> Attrib V51 0.03484962175348718
#> Attrib V52 -0.20897627613939915
#> Attrib V53 0.05190386263996977
#> Attrib V54 -0.5651485854864612
#> Attrib V55 0.5196084518163478
#> Attrib V56 -0.28277963261016115
#> Attrib V57 -0.40488320920201487
#> Attrib V58 -0.9200697894882532
#> Attrib V59 -1.1833833910571798
#> Attrib V6 -0.14092068605042643
#> Attrib V60 0.004660878324858239
#> Attrib V7 0.6971358685448225
#> Attrib V8 -0.1963109029979127
#> Attrib V9 -0.8749764924462831
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.10492840921947506
#> Attrib V1 0.34967542723127587
#> Attrib V10 -0.06857812362502179
#> Attrib V11 0.22706875975304355
#> Attrib V12 0.1589551387673765
#> Attrib V13 -0.2782736678496364
#> Attrib V14 -0.3358069815058648
#> Attrib V15 0.0337747471492264
#> Attrib V16 -0.037810023899252136
#> Attrib V17 0.26013126022689537
#> Attrib V18 -0.1646346748039086
#> Attrib V19 0.1429602657304519
#> Attrib V2 -0.28268586395842227
#> Attrib V20 0.6467504935381517
#> Attrib V21 0.038537781306459414
#> Attrib V22 0.08774714848245643
#> Attrib V23 0.5672371623983604
#> Attrib V24 0.3777490648901287
#> Attrib V25 -0.28516618250003983
#> Attrib V26 -0.638921792614483
#> Attrib V27 -0.4410751986149509
#> Attrib V28 -0.15792032373831244
#> Attrib V29 -0.42412563604028264
#> Attrib V3 0.06406515233222454
#> Attrib V30 0.18334239531953664
#> Attrib V31 -0.6240763470377783
#> Attrib V32 -0.05510666411555585
#> Attrib V33 0.47678403685910853
#> Attrib V34 0.16162391771776732
#> Attrib V35 -0.137773551364173
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#> Attrib V37 -0.7624243681671166
#> Attrib V38 0.40189971549662507
#> Attrib V39 0.16415224662298233
#> Attrib V4 0.11663383976613273
#> Attrib V40 -0.27090956219766066
#> Attrib V41 -0.15690403528642696
#> Attrib V42 0.11981048070212796
#> Attrib V43 0.2738868610915893
#> Attrib V44 0.1635400453875574
#> Attrib V45 0.20289642061828292
#> Attrib V46 0.03171788351413446
#> Attrib V47 0.04717503012668896
#> Attrib V48 0.1220774794280711
#> Attrib V49 0.4569890532457063
#> Attrib V5 0.1225759910129836
#> Attrib V50 -0.6938989008729981
#> Attrib V51 0.07695671168435804
#> Attrib V52 0.06254485737227401
#> Attrib V53 0.03259208686473536
#> Attrib V54 0.41443301613143435
#> Attrib V55 -0.2524643381664462
#> Attrib V56 0.17649941086337362
#> Attrib V57 0.27838814242791454
#> Attrib V58 0.5573682312358365
#> Attrib V59 0.642077757247526
#> Attrib V6 0.07880453223999434
#> Attrib V60 -0.06985283403502308
#> Attrib V7 -0.41806990653979714
#> Attrib V8 0.22127015634028796
#> Attrib V9 0.5276965340356007
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.3153337952370987
#> Attrib V1 0.32709840374112337
#> Attrib V10 0.010915614849703645
#> Attrib V11 0.4211082818508654
#> Attrib V12 0.2737085061636365
#> Attrib V13 -0.2607332763247924
#> Attrib V14 -0.4558926877208624
#> Attrib V15 -0.06388958753035631
#> Attrib V16 -0.09834890085280057
#> Attrib V17 0.15279386201745673
#> Attrib V18 -0.32141805527524736
#> Attrib V19 0.1419380641734329
#> Attrib V2 -0.26216437420681843
#> Attrib V20 0.5255567644634055
#> Attrib V21 -0.1404031382963691
#> Attrib V22 0.09712554805592212
#> Attrib V23 0.6535973663633805
#> Attrib V24 0.40320175271509295
#> Attrib V25 -0.37721098560928557
#> Attrib V26 -0.5968604574839801
#> Attrib V27 -0.26320521242217637
#> Attrib V28 0.03428745598709576
#> Attrib V29 -0.2923976828102383
#> Attrib V3 0.053085981101715925
#> Attrib V30 0.23846762139507044
#> Attrib V31 -0.6600739707666826
#> Attrib V32 -0.029254050224958802
#> Attrib V33 0.5052150193917614
#> Attrib V34 0.14330366733489197
#> Attrib V35 -0.1865476647977859
#> Attrib V36 -0.8697257269393216
#> Attrib V37 -0.8524070007547756
#> Attrib V38 0.34685281239228277
#> Attrib V39 0.13138179520335533
#> Attrib V4 0.14265198622266606
#> Attrib V40 -0.24048896520154298
#> Attrib V41 -0.0744806361064453
#> Attrib V42 0.038732585373419684
#> Attrib V43 0.27074844500000206
#> Attrib V44 0.02791632669082609
#> Attrib V45 0.19059895318348224
#> Attrib V46 0.14000255504093115
#> Attrib V47 0.05990699735632584
#> Attrib V48 0.1988762904739386
#> Attrib V49 0.5651527825070992
#> Attrib V5 0.13970157855816617
#> Attrib V50 -0.9386729293913706
#> Attrib V51 0.03720366806089546
#> Attrib V52 0.23855880991739964
#> Attrib V53 0.1383584303967007
#> Attrib V54 0.19524432484756568
#> Attrib V55 -0.46797870342620057
#> Attrib V56 0.07188851247002238
#> Attrib V57 0.19292421102425464
#> Attrib V58 0.5833959762457019
#> Attrib V59 0.7243091343648023
#> Attrib V6 0.026530652527832724
#> Attrib V60 -0.09052631715608116
#> Attrib V7 -0.5982152336290057
#> Attrib V8 0.1759382303989594
#> Attrib V9 0.6197194175966725
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.038773032392425445
#> Attrib V1 0.29147753683484345
#> Attrib V10 -0.10137448629418598
#> Attrib V11 0.11793732286387575
#> Attrib V12 0.08134629540091134
#> Attrib V13 -0.05406346045845196
#> Attrib V14 -0.1166833091293483
#> Attrib V15 0.08407441617590317
#> Attrib V16 -0.03534886469869587
#> Attrib V17 0.1666903721578098
#> Attrib V18 -0.10932916287332566
#> Attrib V19 0.07527782380726634
#> Attrib V2 -0.10674201449000828
#> Attrib V20 0.437654681353244
#> Attrib V21 0.0900788915579255
#> Attrib V22 0.04978612012827272
#> Attrib V23 0.3796330442389581
#> Attrib V24 0.279213909980141
#> Attrib V25 -0.11804130791629877
#> Attrib V26 -0.3809386694769646
#> Attrib V27 -0.20117414950021228
#> Attrib V28 -0.1207277084687428
#> Attrib V29 -0.23331755249476444
#> Attrib V3 0.19546460774485927
#> Attrib V30 0.06812554769582262
#> Attrib V31 -0.4999018922083582
#> Attrib V32 -0.12441026755364529
#> Attrib V33 0.19073856564580335
#> Attrib V34 0.028664878950523505
#> Attrib V35 -0.16246937163730363
#> Attrib V36 -0.504674897066185
#> Attrib V37 -0.43639718938734784
#> Attrib V38 0.23360553559798128
#> Attrib V39 0.1644591103550907
#> Attrib V4 0.15350012503531635
#> Attrib V40 -0.14428455485545236
#> Attrib V41 -0.06879192328544334
#> Attrib V42 0.08551645461187815
#> Attrib V43 0.14893615545921657
#> Attrib V44 0.08926706965979497
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#> Attrib V48 0.017543618892190204
#> Attrib V49 0.3028687796164081
#> Attrib V5 0.12453621040539362
#> Attrib V50 -0.4217764141161802
#> Attrib V51 0.011995244825565408
#> Attrib V52 0.04859587563954343
#> Attrib V53 0.15862535303015426
#> Attrib V54 0.31925390608810494
#> Attrib V55 -0.11835666203682245
#> Attrib V56 0.1542568329056477
#> Attrib V57 0.30322054226464107
#> Attrib V58 0.3718908615643175
#> Attrib V59 0.5559916419047584
#> Attrib V6 0.04446892247282636
#> Attrib V60 0.09159422328802216
#> Attrib V7 -0.1988668049878848
#> Attrib V8 0.09265911449205277
#> Attrib V9 0.3017578430786177
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.1311443594736359
#> Attrib V1 0.4287530367396561
#> Attrib V10 -0.09755227062739902
#> Attrib V11 0.24226685017880276
#> Attrib V12 0.15167940961027954
#> Attrib V13 -0.24045097410824903
#> Attrib V14 -0.334308129756928
#> Attrib V15 0.10326756738365944
#> Attrib V16 -0.06248440797667055
#> Attrib V17 0.225485204203733
#> Attrib V18 -0.19667958962113916
#> Attrib V19 0.13020324395081595
#> Attrib V2 -0.24613357981728348
#> Attrib V20 0.5810622731310132
#> Attrib V21 0.05218435179478007
#> Attrib V22 0.11656243736560244
#> Attrib V23 0.583497086452434
#> Attrib V24 0.4146097749551601
#> Attrib V25 -0.20773471525013126
#> Attrib V26 -0.495739573462297
#> Attrib V27 -0.46183607880900646
#> Attrib V28 -0.3527868914473185
#> Attrib V29 -0.6142815865953843
#> Attrib V3 0.06320757329200609
#> Attrib V30 0.08896338609783559
#> Attrib V31 -0.5727627405426857
#> Attrib V32 -0.04313382750775996
#> Attrib V33 0.5039704816821263
#> Attrib V34 0.05539382614853076
#> Attrib V35 -0.22868127375812197
#> Attrib V36 -0.8771362652997203
#> Attrib V37 -0.8541409096614471
#> Attrib V38 0.213236057376951
#> Attrib V39 0.12612508269495162
#> Attrib V4 0.15719291270311167
#> Attrib V40 -0.24941871719679234
#> Attrib V41 -0.10893387477875305
#> Attrib V42 0.152097133772239
#> Attrib V43 0.2715282706436446
#> Attrib V44 0.13896499939079437
#> Attrib V45 0.0709520452325729
#> Attrib V46 0.007664692719999419
#> Attrib V47 -0.021551389915867747
#> Attrib V48 0.13895952641142506
#> Attrib V49 0.5058306584679219
#> Attrib V5 0.12392052716654461
#> Attrib V50 -0.6877308751355291
#> Attrib V51 -0.011149136926322875
#> Attrib V52 0.04534835786278133
#> Attrib V53 0.06726287053482899
#> Attrib V54 0.4813825471605444
#> Attrib V55 -0.240962500159925
#> Attrib V56 0.2274386749684752
#> Attrib V57 0.38243265605934745
#> Attrib V58 0.6504051275437767
#> Attrib V59 0.7916436761247272
#> Attrib V6 0.09737128399562471
#> Attrib V60 0.10567957998103866
#> Attrib V7 -0.3622826783223482
#> Attrib V8 0.23048924345486727
#> Attrib V9 0.5079120119681728
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.3066615703750713
#> Attrib V1 -0.5833391053300501
#> Attrib V10 0.03241548258884242
#> Attrib V11 -0.5914701740795658
#> Attrib V12 -0.36684989783825434
#> Attrib V13 0.3677254548050001
#> Attrib V14 0.6497078296832736
#> Attrib V15 0.06251053335043144
#> Attrib V16 0.0565640810567329
#> Attrib V17 -0.4473522117424752
#> Attrib V18 0.22964412418899835
#> Attrib V19 -0.3191128361547403
#> Attrib V2 0.46978683881287275
#> Attrib V20 -1.0568961302339104
#> Attrib V21 -0.09602582761632172
#> Attrib V22 -0.25446676373239285
#> Attrib V23 -1.1526854241809195
#> Attrib V24 -0.8273782088895949
#> Attrib V25 0.3122689581810133
#> Attrib V26 0.9077819807166029
#> Attrib V27 0.49332780247508123
#> Attrib V28 0.056268919691492406
#> Attrib V29 0.6054393814208806
#> Attrib V3 0.024793335955462497
#> Attrib V30 -0.3013341258924617
#> Attrib V31 1.1043494327906258
#> Attrib V32 0.04950952067544334
#> Attrib V33 -0.8398341658172389
#> Attrib V34 -0.14606737186422739
#> Attrib V35 0.2533823457123634
#> Attrib V36 1.13366215039418
#> Attrib V37 1.145535606654734
#> Attrib V38 -0.8045808063912385
#> Attrib V39 -0.46929847645877276
#> Attrib V4 0.056865936857542126
#> Attrib V40 0.3607831028720088
#> Attrib V41 0.23934432064727074
#> Attrib V42 -0.11214876728355667
#> Attrib V43 -0.4757254538445559
#> Attrib V44 -0.3589154284391837
#> Attrib V45 -0.27615010861671335
#> Attrib V46 -0.0841503892845841
#> Attrib V47 -0.0767235752220509
#> Attrib V48 -0.196183762992811
#> Attrib V49 -0.9218897097281008
#> Attrib V5 -0.05963212541839596
#> Attrib V50 1.3444367859899617
#> Attrib V51 0.06638566878719178
#> Attrib V52 -0.1965054117024715
#> Attrib V53 0.0848956051220096
#> Attrib V54 -0.6386798581276555
#> Attrib V55 0.49882593982276796
#> Attrib V56 -0.27660968720420104
#> Attrib V57 -0.41536525045491574
#> Attrib V58 -0.8864005758633777
#> Attrib V59 -1.13569707686001
#> Attrib V6 -0.17650062171540085
#> Attrib V60 0.004268831082864055
#> Attrib V7 0.5694603084221973
#> Attrib V8 -0.2273614084517723
#> Attrib V9 -0.8671664607581587
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.18983453297724187
#> Attrib V1 0.05882615941178178
#> Attrib V10 0.07095743832805905
#> Attrib V11 0.017636952877127632
#> Attrib V12 -0.012215407394414969
#> Attrib V13 0.04217257385152052
#> Attrib V14 0.030222714605839838
#> Attrib V15 0.021933683128769203
#> Attrib V16 0.07269349978569983
#> Attrib V17 0.06606107716698884
#> Attrib V18 0.049674507874443274
#> Attrib V19 0.010906641780936442
#> Attrib V2 0.03737860294022812
#> Attrib V20 -0.0384390618915291
#> Attrib V21 -0.03881664520700931
#> Attrib V22 -0.04162285160567402
#> Attrib V23 -0.056522362009734775
#> Attrib V24 0.0010115501087891764
#> Attrib V25 0.013226678664129748
#> Attrib V26 -0.03881399585660827
#> Attrib V27 -0.03372335625767628
#> Attrib V28 -0.012299466540420183
#> Attrib V29 -0.05614378517716118
#> Attrib V3 0.10400831960503398
#> Attrib V30 -0.0659533832634721
#> Attrib V31 -0.0747536905028212
#> Attrib V32 -0.014047811868051981
#> Attrib V33 4.015566349050401E-4
#> Attrib V34 0.06954208331812106
#> Attrib V35 0.05905727639772312
#> Attrib V36 0.04756170732341084
#> Attrib V37 0.08302457941066091
#> Attrib V38 0.050981761518165046
#> Attrib V39 0.048995175839173954
#> Attrib V4 0.0719241093720141
#> Attrib V40 0.0297568226727784
#> Attrib V41 0.06944922836820841
#> Attrib V42 0.09082946102605988
#> Attrib V43 0.04181827677368766
#> Attrib V44 0.02199539932636922
#> Attrib V45 0.044039623274280404
#> Attrib V46 0.06095455882947202
#> Attrib V47 0.062027190963222935
#> Attrib V48 0.04015472842185506
#> Attrib V49 0.01563163189459475
#> Attrib V5 0.08109792935424175
#> Attrib V50 0.10577529168655038
#> Attrib V51 0.13393025563530084
#> Attrib V52 0.10110131892414513
#> Attrib V53 0.0938392391849636
#> Attrib V54 0.05289673404080009
#> Attrib V55 0.09275573773851684
#> Attrib V56 0.08212026428881992
#> Attrib V57 0.07730118377097282
#> Attrib V58 0.09782382024669076
#> Attrib V59 0.03752696870759298
#> Attrib V6 0.05576671259205727
#> Attrib V60 0.06242263994053923
#> Attrib V7 0.03248491944524934
#> Attrib V8 0.02310227806332598
#> Attrib V9 0.10210248854199867
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold 0.05933167829496627
#> Attrib V1 0.34142292873188734
#> Attrib V10 -0.020876065043178925
#> Attrib V11 0.14015609765044987
#> Attrib V12 0.003822121012280564
#> Attrib V13 -0.1819743091036587
#> Attrib V14 -0.14879838924249958
#> Attrib V15 0.1827022269844891
#> Attrib V16 0.031207081619641995
#> Attrib V17 0.15727786636284666
#> Attrib V18 -0.11743579272454867
#> Attrib V19 0.11159231522317817
#> Attrib V2 -0.025157507605412906
#> Attrib V20 0.41005716868170167
#> Attrib V21 0.08119397631725495
#> Attrib V22 0.1145470388746937
#> Attrib V23 0.27449506277337016
#> Attrib V24 0.19433761525232507
#> Attrib V25 -0.2993682184583848
#> Attrib V26 -0.4755303553736397
#> Attrib V27 -0.2942673732211612
#> Attrib V28 -0.12249185486342273
#> Attrib V29 -0.2566848976793771
#> Attrib V3 0.1013192385090049
#> Attrib V30 0.12007563307779803
#> Attrib V31 -0.4006558617958622
#> Attrib V32 -0.15740646099647326
#> Attrib V33 0.26139801261057605
#> Attrib V34 -0.03730347874664139
#> Attrib V35 -0.13812387680337265
#> Attrib V36 -0.5481137550537485
#> Attrib V37 -0.4885483789328188
#> Attrib V38 0.270886258795552
#> Attrib V39 0.1331318935432563
#> Attrib V4 0.1817664729801921
#> Attrib V40 -0.22656179016270978
#> Attrib V41 -0.08057901916788766
#> Attrib V42 0.06349423417367996
#> Attrib V43 0.21898589747013372
#> Attrib V44 0.12132658837938866
#> Attrib V45 0.13942447637162037
#> Attrib V46 -0.009789689002200043
#> Attrib V47 -0.04542062212034814
#> Attrib V48 0.06608953157980693
#> Attrib V49 0.22356513138380157
#> Attrib V5 0.09332313519061215
#> Attrib V50 -0.3881986151733167
#> Attrib V51 0.03702694675228675
#> Attrib V52 0.0475099985879894
#> Attrib V53 0.09909669910249864
#> Attrib V54 0.3110044660046698
#> Attrib V55 -0.054861102522460445
#> Attrib V56 0.13889098518004056
#> Attrib V57 0.3248031953018567
#> Attrib V58 0.34849469040731007
#> Attrib V59 0.4678792704483031
#> Attrib V6 0.043630712979891975
#> Attrib V60 0.019134836456975234
#> Attrib V7 -0.24760590906157823
#> Attrib V8 0.1777108996395927
#> Attrib V9 0.3262282589897742
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.22497634488768678
#> Attrib V1 -0.06102998768389561
#> Attrib V10 0.04752095479550095
#> Attrib V11 -0.11084371763428293
#> Attrib V12 -0.17673858678667406
#> Attrib V13 0.008544287254376528
#> Attrib V14 0.1575979850955345
#> Attrib V15 0.013117842639107199
#> Attrib V16 0.0749834994098717
#> Attrib V17 -0.042685688688775876
#> Attrib V18 0.12685263133931016
#> Attrib V19 -0.06063571648587881
#> Attrib V2 0.1419173442798031
#> Attrib V20 -0.11183335813375146
#> Attrib V21 0.1176765069286559
#> Attrib V22 0.03355777603838171
#> Attrib V23 -0.13566104918226377
#> Attrib V24 -0.15248008394279217
#> Attrib V25 0.06981664033294903
#> Attrib V26 0.09941373267477902
#> Attrib V27 -0.054605021867961734
#> Attrib V28 -0.20722179684370234
#> Attrib V29 -0.10224212656220133
#> Attrib V3 0.05936133077911604
#> Attrib V30 -0.21083071845958418
#> Attrib V31 0.08754644613558198
#> Attrib V32 0.03554186136753274
#> Attrib V33 -0.03569347697944256
#> Attrib V34 0.05618851633706706
#> Attrib V35 0.07550159778878165
#> Attrib V36 0.3417491102815985
#> Attrib V37 0.2123637270825482
#> Attrib V38 -0.0842903918387606
#> Attrib V39 0.04476467142928715
#> Attrib V4 -0.006785707682271675
#> Attrib V40 0.16054385509256072
#> Attrib V41 0.09175304187171891
#> Attrib V42 0.13078393645343414
#> Attrib V43 0.04215013729018143
#> Attrib V44 0.06271531979235757
#> Attrib V45 -0.12398008390471796
#> Attrib V46 -0.07183883104039908
#> Attrib V47 0.016845625841846155
#> Attrib V48 -0.004644193341349376
#> Attrib V49 -0.09192309419061626
#> Attrib V5 0.09197227616064974
#> Attrib V50 0.20653016625251203
#> Attrib V51 0.10763880242666483
#> Attrib V52 -0.012961448659804925
#> Attrib V53 0.014824994078654468
#> Attrib V54 -0.049860118235619845
#> Attrib V55 0.1359609322480789
#> Attrib V56 0.09005520125008393
#> Attrib V57 -0.05449718326421773
#> Attrib V58 -0.044664603008969794
#> Attrib V59 -0.06056373846856001
#> Attrib V6 0.04484203400835131
#> Attrib V60 0.08683384540373766
#> Attrib V7 0.17436039843234968
#> Attrib V8 0.07996116838032018
#> Attrib V9 -0.0722627792145361
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.7336057890638166
#> Attrib V1 -0.11378185366045102
#> Attrib V10 0.796876667229118
#> Attrib V11 1.1081308221122443
#> Attrib V12 1.4110456862515652
#> Attrib V13 0.30958065629544945
#> Attrib V14 -0.5826239603286393
#> Attrib V15 -0.2504639750111094
#> Attrib V16 -0.4024484227331215
#> Attrib V17 -0.2964676878379889
#> Attrib V18 -0.5074644459462184
#> Attrib V19 -0.14683865332443316
#> Attrib V2 -0.3208830029765121
#> Attrib V20 -0.16076946720202162
#> Attrib V21 -0.7327290171681845
#> Attrib V22 -0.15477845510812202
#> Attrib V23 0.6424207718073393
#> Attrib V24 0.7800808396405549
#> Attrib V25 0.24178695657442925
#> Attrib V26 0.4434170821185167
#> Attrib V27 0.8253025210571002
#> Attrib V28 0.942697080335139
#> Attrib V29 -0.34886567525275164
#> Attrib V3 0.0364192360504218
#> Attrib V30 -0.20738533574047321
#> Attrib V31 -0.6067702202088603
#> Attrib V32 -0.2414358359101629
#> Attrib V33 -0.08214283041085566
#> Attrib V34 0.24734878744513186
#> Attrib V35 0.4036347404418768
#> Attrib V36 -0.48647207674908644
#> Attrib V37 -0.5020008858412187
#> Attrib V38 0.08985245444898762
#> Attrib V39 0.042347024155388636
#> Attrib V4 -0.09082499068962181
#> Attrib V40 0.05970265637681652
#> Attrib V41 0.2910413382181618
#> Attrib V42 -0.4230715827572561
#> Attrib V43 -0.19041252082215998
#> Attrib V44 -0.18263228115130817
#> Attrib V45 0.5552408787326196
#> Attrib V46 0.620581291160083
#> Attrib V47 0.35837768462294056
#> Attrib V48 0.4525740614563185
#> Attrib V49 0.9665151897721659
#> Attrib V5 0.3202830825122429
#> Attrib V50 -0.653570316244567
#> Attrib V51 0.15510610458302043
#> Attrib V52 0.7388989459493973
#> Attrib V53 0.79246922247019
#> Attrib V54 -0.3900033215659409
#> Attrib V55 -0.06930940351858096
#> Attrib V56 -0.6825108177419966
#> Attrib V57 -0.19855879846736085
#> Attrib V58 0.5491333909808271
#> Attrib V59 0.05648034104481689
#> Attrib V6 0.12374758019937039
#> Attrib V60 0.11895127401753192
#> Attrib V7 -0.5813225437388336
#> Attrib V8 0.11086507253010733
#> Attrib V9 0.7810384542019135
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.0677915718589235
#> Attrib V1 0.3624492540929394
#> Attrib V10 -0.07570221981303941
#> Attrib V11 0.15377375591605133
#> Attrib V12 0.16402661734048418
#> Attrib V13 -0.1359308981700442
#> Attrib V14 -0.1478721162004139
#> Attrib V15 0.08212184934201093
#> Attrib V16 -0.06632813483156573
#> Attrib V17 0.16102751724792333
#> Attrib V18 -0.10746266413762853
#> Attrib V19 0.13312832537542849
#> Attrib V2 -0.1380490101023119
#> Attrib V20 0.5053784922583915
#> Attrib V21 0.1229292830733476
#> Attrib V22 0.13277832599103617
#> Attrib V23 0.47900603149200516
#> Attrib V24 0.31817472935127383
#> Attrib V25 -0.21568610615566058
#> Attrib V26 -0.3910029230919523
#> Attrib V27 -0.22867267061652358
#> Attrib V28 -0.10185350935382419
#> Attrib V29 -0.20605628553834293
#> Attrib V3 0.09023653985926074
#> Attrib V30 0.1454505705958159
#> Attrib V31 -0.5377912562367014
#> Attrib V32 -0.19733343542527332
#> Attrib V33 0.24708448154875978
#> Attrib V34 -0.044616559855176964
#> Attrib V35 -0.17172406651995742
#> Attrib V36 -0.510364813602464
#> Attrib V37 -0.48334656012885685
#> Attrib V38 0.3286008083770265
#> Attrib V39 0.13172536761226872
#> Attrib V4 0.14917935158082388
#> Attrib V40 -0.20986453409695752
#> Attrib V41 -0.07887661620044571
#> Attrib V42 0.06038061667271342
#> Attrib V43 0.2745097014924269
#> Attrib V44 0.18691502747255137
#> Attrib V45 0.1498379798514467
#> Attrib V46 0.004735252875771309
#> Attrib V47 -0.03785292626945448
#> Attrib V48 0.05580092328070168
#> Attrib V49 0.3230093435792899
#> Attrib V5 0.1411957604525856
#> Attrib V50 -0.5204643731959733
#> Attrib V51 0.09479399953692562
#> Attrib V52 0.12489938256439329
#> Attrib V53 0.08094361955206857
#> Attrib V54 0.3872272243104605
#> Attrib V55 -0.15263659519762335
#> Attrib V56 0.15469106810719804
#> Attrib V57 0.2606661581169441
#> Attrib V58 0.4471467035647742
#> Attrib V59 0.6170483240031212
#> Attrib V6 0.04798381634645863
#> Attrib V60 0.016965524130992865
#> Attrib V7 -0.2576007567850543
#> Attrib V8 0.07838626982787006
#> Attrib V9 0.3811273333059279
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.2063324730840575
#> Attrib V1 -0.48844617241667626
#> Attrib V10 0.0546500309686671
#> Attrib V11 -0.4685219147321869
#> Attrib V12 -0.32610933800858866
#> Attrib V13 0.34379078091026877
#> Attrib V14 0.5816973065674776
#> Attrib V15 0.017812331931123613
#> Attrib V16 0.02459808975924847
#> Attrib V17 -0.384969789558867
#> Attrib V18 0.2160834560955354
#> Attrib V19 -0.3168723899249628
#> Attrib V2 0.4012041735215018
#> Attrib V20 -0.8675029334202679
#> Attrib V21 0.03784363085857318
#> Attrib V22 -0.22338732041397932
#> Attrib V23 -0.960312625488315
#> Attrib V24 -0.6910519648081802
#> Attrib V25 0.33238004431362966
#> Attrib V26 0.8320282575347973
#> Attrib V27 0.5120492183939652
#> Attrib V28 0.0766073010902996
#> Attrib V29 0.5484166993134735
#> Attrib V3 -0.05156130268431812
#> Attrib V30 -0.20900734868546395
#> Attrib V31 0.9259890658239736
#> Attrib V32 -0.030342795128552362
#> Attrib V33 -0.7355121298597762
#> Attrib V34 -0.18684753017911288
#> Attrib V35 0.22192922147314126
#> Attrib V36 1.011296979765522
#> Attrib V37 1.026991271463373
#> Attrib V38 -0.6473865912519963
#> Attrib V39 -0.36531694395986175
#> Attrib V4 0.05747169028401327
#> Attrib V40 0.35525317054552935
#> Attrib V41 0.2309278508593559
#> Attrib V42 -0.11681530387967386
#> Attrib V43 -0.36674262849365064
#> Attrib V44 -0.2512551830176605
#> Attrib V45 -0.27372143225975026
#> Attrib V46 -0.14654370145890475
#> Attrib V47 -0.11698969932686755
#> Attrib V48 -0.17490164596490068
#> Attrib V49 -0.8131485813910526
#> Attrib V5 -0.048082542137910016
#> Attrib V50 1.1636239248818256
#> Attrib V51 0.03910751889669535
#> Attrib V52 -0.12270961422809493
#> Attrib V53 0.038473145786177394
#> Attrib V54 -0.4936188179706437
#> Attrib V55 0.4000834444687684
#> Attrib V56 -0.2889695649456792
#> Attrib V57 -0.2973747084514369
#> Attrib V58 -0.7903173281713315
#> Attrib V59 -0.9463179563466043
#> Attrib V6 -0.13928048509520624
#> Attrib V60 0.06065286347847402
#> Attrib V7 0.5851222547233521
#> Attrib V8 -0.20743685459906466
#> Attrib V9 -0.693117417566166
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold -0.007504161791344525
#> Attrib V1 0.34536001493258744
#> Attrib V10 -0.09522392948884639
#> Attrib V11 0.07457746242578037
#> Attrib V12 0.006855091405008588
#> Attrib V13 -0.1310158937866928
#> Attrib V14 -0.038699289506202376
#> Attrib V15 0.13522589012144623
#> Attrib V16 0.10483156582610793
#> Attrib V17 0.17816374517028385
#> Attrib V18 -0.08355373826420448
#> Attrib V19 0.05558926389709535
#> Attrib V2 -0.027344504079853244
#> Attrib V20 0.391863129430147
#> Attrib V21 0.08312718449116595
#> Attrib V22 0.02118247241654323
#> Attrib V23 0.21517617314101536
#> Attrib V24 0.21028148964062984
#> Attrib V25 -0.22953436751514628
#> Attrib V26 -0.4067162770227944
#> Attrib V27 -0.27658251194643974
#> Attrib V28 -0.18675118685662087
#> Attrib V29 -0.2127946770487837
#> Attrib V3 0.12818098924847512
#> Attrib V30 0.025218262085520936
#> Attrib V31 -0.3972878769593381
#> Attrib V32 -0.18303369556460652
#> Attrib V33 0.10756912941907908
#> Attrib V34 -0.08552620264374565
#> Attrib V35 -0.19595496290133363
#> Attrib V36 -0.49998133990384735
#> Attrib V37 -0.4277080193199478
#> Attrib V38 0.16548666202118092
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#> Attrib V7 -0.1683590179587008
#> Attrib V8 0.0801869805797466
#> Attrib V9 0.2602711090516213
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.11847831710879184
#> Attrib V1 0.4278349106208583
#> Attrib V10 -0.16356517118686612
#> Attrib V11 0.2405332458950069
#> Attrib V12 0.1890865651008011
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#> Attrib V19 0.1828591252752688
#> Attrib V2 -0.308842874811917
#> Attrib V20 0.6380590845725583
#> Attrib V21 0.0693758240829329
#> Attrib V22 0.15308039126358455
#> Attrib V23 0.6457437261758483
#> Attrib V24 0.44542602363502426
#> Attrib V25 -0.23101374530075508
#> Attrib V26 -0.5331239770798775
#> Attrib V27 -0.49633190799271254
#> Attrib V28 -0.32721418329192925
#> Attrib V29 -0.5571701531356139
#> Attrib V3 0.1400492670593132
#> Attrib V30 0.12050656998278148
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#> Attrib V33 0.5045632703059724
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#> Attrib V38 0.31739614972749397
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#> Attrib V51 -0.0026509600200994503
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#> Attrib V7 -0.3486819774591599
#> Attrib V8 0.20606375455589765
#> Attrib V9 0.5263909024901974
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.29376437790984555
#> Attrib V1 -0.2563562836517003
#> Attrib V10 -0.00934894110433971
#> Attrib V11 -0.31015673503192653
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#> Attrib V13 0.1772075825369422
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#> Attrib V15 0.18680250256853906
#> Attrib V16 0.13039991756421987
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#> Attrib V18 0.2630712735676777
#> Attrib V19 -0.012140547076168748
#> Attrib V2 0.196475203071102
#> Attrib V20 -0.2855616464930284
#> Attrib V21 0.278535147271069
#> Attrib V22 0.008713823079514111
#> Attrib V23 -0.395901666533014
#> Attrib V24 -0.31800423026455193
#> Attrib V25 0.3092876982207139
#> Attrib V26 0.5052512149653853
#> Attrib V27 0.10423270422882978
#> Attrib V28 -0.20197081870283518
#> Attrib V29 0.07954167037203938
#> Attrib V3 -0.074087393186037
#> Attrib V30 -0.25498740540614995
#> Attrib V31 0.36686751460310807
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#> Attrib V33 -0.41036999196824114
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#> Attrib V4 0.17398807191468044
#> Attrib V40 0.1512766847227331
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#> Attrib V44 -0.16471039828676703
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#> Attrib V50 0.7924483128137246
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#> Attrib V52 -0.10281346210685616
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#> Attrib V55 0.4467204498665565
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#> Attrib V59 -0.34893729129015993
#> Attrib V6 -0.02752233748777417
#> Attrib V60 0.056257297401097264
#> Attrib V7 0.4976173176665088
#> Attrib V8 0.09114074434898968
#> Attrib V9 -0.31382201489378303
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.9586606472616879
#> Attrib V1 0.5510140329694945
#> Attrib V10 1.38301151731352
#> Attrib V11 1.6223395954378474
#> Attrib V12 1.8941187394831238
#> Attrib V13 0.5392118749489063
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#> Attrib V2 0.5259959045182476
#> Attrib V20 -0.03688388928018135
#> Attrib V21 -0.4522861178160919
#> Attrib V22 -0.06218467372069539
#> Attrib V23 0.6113399871875712
#> Attrib V24 0.14261889783764772
#> Attrib V25 -0.7734783920590018
#> Attrib V26 0.007303506322032544
#> Attrib V27 1.1388490197393821
#> Attrib V28 2.2001963221218075
#> Attrib V29 1.1781026928609606
#> Attrib V3 0.5255952710992365
#> Attrib V30 0.4368686322123257
#> Attrib V31 -0.714220203829622
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#> Attrib V35 0.3269449306059001
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#> Attrib V4 0.012659416535287984
#> Attrib V40 0.20477618823595897
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#> Attrib V46 1.0512763970429664
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#> Attrib V50 -0.8089297873121829
#> Attrib V51 0.3495291739254946
#> Attrib V52 1.2609415645812223
#> Attrib V53 1.1538552882162811
#> Attrib V54 -0.6844310643798964
#> Attrib V55 -0.4468977966254571
#> Attrib V56 -1.0289084304205225
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#> Attrib V58 0.02739651807043026
#> Attrib V59 -0.24426417678958887
#> Attrib V6 0.36117597749755503
#> Attrib V60 0.25668061837879214
#> Attrib V7 -0.9366993968919229
#> Attrib V8 -0.3459636230580808
#> Attrib V9 0.9063450288287457
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.19411867607718764
#> Attrib V1 0.10691727813048889
#> Attrib V10 0.050137294776504505
#> Attrib V11 0.02558152169905393
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#> Attrib V13 -0.0021365876440225854
#> Attrib V14 0.08823983573551371
#> Attrib V15 0.03209339826719833
#> Attrib V16 0.009693865506148694
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#> Attrib V18 -0.05444112476928385
#> Attrib V19 0.03893950222317798
#> Attrib V2 0.08599798944830028
#> Attrib V20 0.03739891949660998
#> Attrib V21 -3.28001944362117E-4
#> Attrib V22 -0.03703802078539498
#> Attrib V23 0.004500814420797842
#> Attrib V24 -0.017534126377801874
#> Attrib V25 -0.019871086401169333
#> Attrib V26 -0.056705422951162585
#> Attrib V27 0.02484932451369494
#> Attrib V28 0.046683553118846324
#> Attrib V29 -0.01810825608565214
#> Attrib V3 0.07010262884834118
#> Attrib V30 -0.01419960314212643
#> Attrib V31 -0.12619284615820384
#> Attrib V32 -0.08422845205590113
#> Attrib V33 0.04475345733966385
#> Attrib V34 0.017725820710823258
#> Attrib V35 0.09864003517952472
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#> Attrib V4 0.11406650663551274
#> Attrib V40 0.008169542445939168
#> Attrib V41 0.016173180587715292
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#> Attrib V43 0.07431202745506205
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#> Attrib V5 0.03365067366113208
#> Attrib V50 0.04113758781949016
#> Attrib V51 0.06476250283880151
#> Attrib V52 0.0659347013077973
#> Attrib V53 0.06361566433301007
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#> Attrib V56 0.09700550034206006
#> Attrib V57 0.1121756330340721
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#> Attrib V6 0.051398573781287926
#> Attrib V60 0.09624911118679727
#> Attrib V7 -0.02583452175104546
#> Attrib V8 0.07439028008768693
#> Attrib V9 0.08735872721413619
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.8327513022007883
#> Attrib V1 0.058423128173088486
#> Attrib V10 0.9650160708046119
#> Attrib V11 1.1973321338471565
#> Attrib V12 1.375814849512471
#> Attrib V13 0.36187196871518035
#> Attrib V14 -0.614033845533261
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#> Attrib V2 -0.22338148495328464
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#> Attrib V21 -0.5794677614439706
#> Attrib V22 -0.11875104529743648
#> Attrib V23 0.6102772203584594
#> Attrib V24 0.6717680264939511
#> Attrib V25 0.048610540428968084
#> Attrib V26 0.43607998939439496
#> Attrib V27 0.8467331852728489
#> Attrib V28 1.0528744507055188
#> Attrib V29 -0.1294051078075893
#> Attrib V3 0.05507083206200335
#> Attrib V30 -0.1135580752961803
#> Attrib V31 -0.6493696230890803
#> Attrib V32 -0.3203381042556793
#> Attrib V33 -0.25245006833286077
#> Attrib V34 0.16062267341346498
#> Attrib V35 0.31066500775799893
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#> Attrib V40 0.016730257133369602
#> Attrib V41 0.3057872280750882
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#> Attrib V51 0.1972243991520279
#> Attrib V52 0.7494260405799568
#> Attrib V53 0.7740831217617846
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#> Attrib V58 0.4395948153245991
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#> Attrib V6 0.22469855387213458
#> Attrib V60 0.11652481921283385
#> Attrib V7 -0.5694601658443372
#> Attrib V8 0.12060042611267799
#> Attrib V9 0.8531422617080459
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.26874968456002934
#> Attrib V1 -0.4781346391706531
#> Attrib V10 -0.07727634204344985
#> Attrib V11 -0.5482455745658983
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#> Attrib V13 0.3046637584991913
#> Attrib V14 0.6625060148255046
#> Attrib V15 0.13079434082382355
#> Attrib V16 0.14747905855913604
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#> Attrib V18 0.3155732221396338
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#> Attrib V2 0.3319841581003392
#> Attrib V20 -0.8702076667599911
#> Attrib V21 0.05190928031994368
#> Attrib V22 -0.2078245867867213
#> Attrib V23 -0.9716940936740172
#> Attrib V24 -0.6416251567095775
#> Attrib V25 0.2524818874565522
#> Attrib V26 0.6619920145199121
#> Attrib V27 0.32784459786706116
#> Attrib V28 -0.2250177576083327
#> Attrib V29 0.27240144243075426
#> Attrib V3 0.014470189759937161
#> Attrib V30 -0.3167502964157656
#> Attrib V31 0.9126897591218109
#> Attrib V32 0.16015614973443235
#> Attrib V33 -0.6009536036254248
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#> Attrib V35 0.11589373705939757
#> Attrib V36 0.864039529098504
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#> Attrib V4 0.16600760892936456
#> Attrib V40 0.2886904819439811
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#> Attrib V50 1.1968803540838941
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#> Attrib V52 -0.16064741641458047
#> Attrib V53 0.038320305437816136
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#> Attrib V55 0.5291247517718468
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#> Attrib V6 -0.12731106315673116
#> Attrib V60 0.0414875956311171
#> Attrib V7 0.6323346282558961
#> Attrib V8 -0.009754303034194235
#> Attrib V9 -0.6457248315359791
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.2156092782779769
#> Attrib V1 0.18813194847390907
#> Attrib V10 0.04549900480809072
#> Attrib V11 0.3531017677328648
#> Attrib V12 0.3703323007246575
#> Attrib V13 -0.07275844569689821
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#> Attrib V16 -0.17288262101533455
#> Attrib V17 0.0031692516142389363
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#> Attrib V20 0.35022499161067394
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#> Attrib V22 0.04710149327511363
#> Attrib V23 0.4019902886277865
#> Attrib V24 0.4329505019847399
#> Attrib V25 -0.015727758483958756
#> Attrib V26 -0.22682059697705745
#> Attrib V27 -0.011799777382692486
#> Attrib V28 0.14698999040053382
#> Attrib V29 -0.17804862940449753
#> Attrib V3 0.13601925897461287
#> Attrib V30 0.05105914779558348
#> Attrib V31 -0.46419774713157935
#> Attrib V32 -0.04715978518258168
#> Attrib V33 0.23955471344913615
#> Attrib V34 0.07860795286253554
#> Attrib V35 -0.06539546301500447
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#> Attrib V38 0.23802455939508174
#> Attrib V39 0.13014055530654223
#> Attrib V4 0.028232913144785182
#> Attrib V40 -0.15587583966563434
#> Attrib V41 0.00529816150340038
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#> Attrib V43 0.1800822439351637
#> Attrib V44 0.00219031303511401
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#> Attrib V46 0.12120449075928642
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#> Attrib V5 0.10812643829979827
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#> Attrib V51 0.031901348673281635
#> Attrib V52 0.20059804155208552
#> Attrib V53 0.17876002857860196
#> Attrib V54 0.16758827924942227
#> Attrib V55 -0.19949588822196976
#> Attrib V56 0.026577736201026506
#> Attrib V57 0.1538388746543503
#> Attrib V58 0.34778658949242836
#> Attrib V59 0.41706714330447936
#> Attrib V6 0.05378715323401795
#> Attrib V60 0.017804275966749338
#> Attrib V7 -0.41806635885618143
#> Attrib V8 0.08294172641111353
#> Attrib V9 0.4261980435010303
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.10124682455236937
#> Attrib V1 0.19954259019649553
#> Attrib V10 0.0910041630822577
#> Attrib V11 0.11134845439888204
#> Attrib V12 0.11366087671660773
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#> Attrib V33 9.423626505679816E-4
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#> Attrib V6 -6.925689745044208E-4
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#> Attrib V7 -0.114021868397972
#> Attrib V8 0.04907873816265739
#> Attrib V9 0.15075826373984919
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.025294040204299793
#> Attrib V1 0.28883028243005593
#> Attrib V10 -0.07541368900522888
#> Attrib V11 0.12359351851361457
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#> Attrib V13 -0.0708862839030241
#> Attrib V14 -0.053486566108170396
#> Attrib V15 0.1316837117046203
#> Attrib V16 0.013261638624841914
#> Attrib V17 0.15732339305634196
#> Attrib V18 -0.06858023400122137
#> Attrib V19 0.06200439320712755
#> Attrib V2 -0.009057437120254083
#> Attrib V20 0.37813395717189574
#> Attrib V21 0.028921858691903272
#> Attrib V22 0.07153623768633786
#> Attrib V23 0.2769178452507801
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#> Attrib V3 0.08822746710128279
#> Attrib V30 0.03391608898179464
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#> Attrib V7 -0.12994018838654683
#> Attrib V8 0.1372056415729695
#> Attrib V9 0.29811040150538015
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold 0.03648586974470998
#> Attrib V1 0.4350335089672518
#> Attrib V10 -0.20663382138042719
#> Attrib V11 0.09635171174940273
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#> Attrib V13 -0.25707457008818196
#> Attrib V14 -0.11061213551337339
#> Attrib V15 0.19199998724965517
#> Attrib V16 0.08072601382849436
#> Attrib V17 0.2080674440332097
#> Attrib V18 -0.07603038007226659
#> Attrib V19 0.08310927275242275
#> Attrib V2 -0.14209219325170414
#> Attrib V20 0.5854099374886239
#> Attrib V21 0.1803216321069645
#> Attrib V22 0.09600730549312958
#> Attrib V23 0.419290858671411
#> Attrib V24 0.20445272669488623
#> Attrib V25 -0.44246098731025635
#> Attrib V26 -0.6608222216776819
#> Attrib V27 -0.48301711350165205
#> Attrib V28 -0.22239665150766139
#> Attrib V29 -0.31645569536894264
#> Attrib V3 0.1706207727869502
#> Attrib V30 0.17393119205781493
#> Attrib V31 -0.6032046249464262
#> Attrib V32 -0.17672935689029529
#> Attrib V33 0.34180249747409425
#> Attrib V34 -0.0010938531982973116
#> Attrib V35 -0.22785402571164834
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#> Attrib V37 -0.5921545341995728
#> Attrib V38 0.3008590334867748
#> Attrib V39 0.1777819393773525
#> Attrib V4 0.19534148446279165
#> Attrib V40 -0.267003629709366
#> Attrib V41 -0.18158367804308453
#> Attrib V42 0.16154576750557575
#> Attrib V43 0.23383837550784647
#> Attrib V44 0.1596582576509443
#> Attrib V45 0.14930474309385178
#> Attrib V46 -0.0017462169671263901
#> Attrib V47 -0.043438532900458834
#> Attrib V48 -0.015278769750597858
#> Attrib V49 0.3588576751830036
#> Attrib V5 0.10099626381094201
#> Attrib V50 -0.5474650244977054
#> Attrib V51 0.030161377433702938
#> Attrib V52 0.07514623080669183
#> Attrib V53 0.10334462008713567
#> Attrib V54 0.3994178885276096
#> Attrib V55 -0.1584971481142033
#> Attrib V56 0.20046415977731596
#> Attrib V57 0.3721463143260944
#> Attrib V58 0.5668097947788973
#> Attrib V59 0.6635563584069407
#> Attrib V6 0.07131963031769621
#> Attrib V60 0.0173531550789992
#> Attrib V7 -0.23531641593095137
#> Attrib V8 0.22178153293696187
#> Attrib V9 0.39427417691120953
#> 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
#> 0.115942