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 -0.09502096993465332
#> Node 2 2.0718439289131285
#> Node 3 1.6298490552932616
#> Node 4 0.745011571947425
#> Node 5 -1.5938479937177483
#> Node 6 1.8434284026090437
#> Node 7 2.7057423170976223
#> Node 8 1.4498487860604787
#> Node 9 2.2888414867281934
#> Node 10 -2.428233875011541
#> Node 11 1.6319320052429547
#> Node 12 1.8689103213228
#> Node 13 0.7680459123040918
#> Node 14 1.9673024964722399
#> Node 15 -1.7696827799893888
#> Node 16 0.1890730285710782
#> Node 17 0.7612680484427471
#> Node 18 0.4788221666370587
#> Node 19 2.1067146449805474
#> Node 20 1.8849858499572758
#> Node 21 -2.7462787988362813
#> Node 22 1.4495890525348614
#> Node 23 1.806060813890651
#> Node 24 -1.7664197746476948
#> Node 25 2.708912031277686
#> Node 26 -0.87660817299199
#> Node 27 2.49609566724004
#> Node 28 -2.9666143809149945
#> Node 29 1.4030129299597751
#> Node 30 -0.43553018620600525
#> Node 31 2.014948380185357
#> Node 32 0.9083162282232381
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.12991013199114956
#> Node 2 -2.1200373747365124
#> Node 3 -1.6117116435654772
#> Node 4 -0.707282329372707
#> Node 5 1.610156474371828
#> Node 6 -1.8211161515435668
#> Node 7 -2.696386874270271
#> Node 8 -1.4821959885462384
#> Node 9 -2.278888843377574
#> Node 10 2.376428223211054
#> Node 11 -1.5991794647149848
#> Node 12 -1.944886974454868
#> Node 13 -0.7172628373192544
#> Node 14 -1.9112118173517938
#> Node 15 1.7641340973076558
#> Node 16 -0.21429531340970837
#> Node 17 -0.7315131617621123
#> Node 18 -0.4427142708056211
#> Node 19 -2.1043819483962523
#> Node 20 -1.8746160832084806
#> Node 21 2.816516452455918
#> Node 22 -1.5015800395998218
#> Node 23 -1.850454218381973
#> Node 24 1.7592276709932981
#> Node 25 -2.695459312439755
#> Node 26 0.7964451650716128
#> Node 27 -2.5377903357084732
#> Node 28 2.9286125342345386
#> Node 29 -1.438097163684509
#> Node 30 0.5029611260762662
#> Node 31 -1.955613325452818
#> Node 32 -0.9276897182223127
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.21215163752502114
#> Attrib V1 0.5285551470653561
#> Attrib V10 -0.12575908080668002
#> Attrib V11 -0.15952824110105834
#> Attrib V12 -0.5781392823137177
#> Attrib V13 -0.49020266146970826
#> Attrib V14 -0.037116542691646576
#> Attrib V15 0.0873450247266441
#> Attrib V16 0.10049008806142863
#> Attrib V17 0.33660996265674287
#> Attrib V18 0.3981288393452014
#> Attrib V19 -0.08567558246428172
#> Attrib V2 -0.03230926900495502
#> Attrib V20 0.5344590956820527
#> Attrib V21 0.5463446230088009
#> Attrib V22 0.011488570082292714
#> Attrib V23 -0.046085577155622164
#> Attrib V24 0.10477458025077177
#> Attrib V25 -0.5896253842886233
#> Attrib V26 -0.6460969946261844
#> Attrib V27 -0.7684557418716023
#> Attrib V28 -0.21216976995077202
#> Attrib V29 -0.5393350458536379
#> Attrib V3 0.3380083443689248
#> Attrib V30 0.07057010273515836
#> Attrib V31 -1.0347476780053178
#> Attrib V32 -0.2952774325545997
#> Attrib V33 0.4127323443688826
#> Attrib V34 -0.06766687119779662
#> Attrib V35 -0.08886258699539706
#> Attrib V36 -0.7497357352193426
#> Attrib V37 -0.7776968149875143
#> Attrib V38 0.2794778156802784
#> Attrib V39 0.08428177848643405
#> Attrib V4 0.6003960422945649
#> Attrib V40 -0.1868212925690071
#> Attrib V41 0.1771002335452891
#> Attrib V42 0.23717508408632418
#> Attrib V43 0.1802541729249256
#> Attrib V44 0.14628576740886187
#> Attrib V45 0.05879737192073684
#> Attrib V46 -0.15580739134962862
#> Attrib V47 -0.7686190905662093
#> Attrib V48 0.016949299993425457
#> Attrib V49 0.3688970032697607
#> Attrib V5 0.15185132797340606
#> Attrib V50 -0.790826594119194
#> Attrib V51 -0.11547031115136192
#> Attrib V52 -0.5345793244762533
#> Attrib V53 0.5629334364830295
#> Attrib V54 1.0316740157634412
#> Attrib V55 0.10256533175465583
#> Attrib V56 0.23084826169505396
#> Attrib V57 0.04464130583387238
#> Attrib V58 0.488046389485351
#> Attrib V59 0.8738620521747162
#> Attrib V6 -0.1446243929045701
#> Attrib V60 0.3792049472293155
#> Attrib V7 0.2070225580584144
#> Attrib V8 0.4866196709676977
#> Attrib V9 0.3382938412014993
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.17545027007897795
#> Attrib V1 0.3672277647562669
#> Attrib V10 -0.10170635339974436
#> Attrib V11 -0.11920287116570127
#> Attrib V12 -0.39419801730681037
#> Attrib V13 -0.3105125209113699
#> Attrib V14 -0.005817251374832345
#> Attrib V15 0.1410480347205594
#> Attrib V16 0.07461082344265633
#> Attrib V17 0.2513947187225003
#> Attrib V18 0.264934663988366
#> Attrib V19 -0.031057059077022026
#> Attrib V2 0.007504143005405928
#> Attrib V20 0.3663933424117667
#> Attrib V21 0.34105536719293655
#> Attrib V22 0.027247008551321564
#> Attrib V23 -0.03022572612294128
#> Attrib V24 0.08071317105679011
#> Attrib V25 -0.4239184575865673
#> Attrib V26 -0.5053840857224611
#> Attrib V27 -0.6341000391547335
#> Attrib V28 -0.23390668178193405
#> Attrib V29 -0.5216316113868047
#> Attrib V3 0.23217281467787657
#> Attrib V30 0.060603817319574635
#> Attrib V31 -0.723022071734408
#> Attrib V32 -0.16518374312531214
#> Attrib V33 0.3847889590645018
#> Attrib V34 -0.0791426452556508
#> Attrib V35 -0.07167289300957111
#> Attrib V36 -0.6310390494582192
#> Attrib V37 -0.6676884281641059
#> Attrib V38 0.11186569540401328
#> Attrib V39 0.04868285718928697
#> Attrib V4 0.4808728448887708
#> Attrib V40 -0.16207452924258303
#> Attrib V41 0.1055614189905489
#> Attrib V42 0.1345360704530572
#> Attrib V43 0.09911264281188198
#> Attrib V44 0.10656228964519965
#> Attrib V45 0.04416532663724203
#> Attrib V46 -0.1149991735124249
#> Attrib V47 -0.5525282301132253
#> Attrib V48 0.0026849346309572313
#> Attrib V49 0.28972513906390324
#> Attrib V5 0.10459933215890693
#> Attrib V50 -0.5907415167627147
#> Attrib V51 -0.07859815121198428
#> Attrib V52 -0.37664965110427673
#> Attrib V53 0.3921271396629946
#> Attrib V54 0.8837149870973794
#> Attrib V55 0.20702684994752207
#> Attrib V56 0.20078225870815408
#> Attrib V57 0.0721389887841192
#> Attrib V58 0.4612320041364448
#> Attrib V59 0.6923965220794496
#> Attrib V6 -0.14667601353523818
#> Attrib V60 0.2730203692904784
#> Attrib V7 0.10960457347128623
#> Attrib V8 0.37355911732134234
#> Attrib V9 0.23073857463792832
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.04598693826971226
#> Attrib V1 0.14037129246596508
#> Attrib V10 0.006211191099621411
#> Attrib V11 0.026465314774018325
#> Attrib V12 -0.09858786853139384
#> Attrib V13 -0.07902819331514828
#> Attrib V14 0.058554176096503395
#> Attrib V15 0.0723138362120971
#> Attrib V16 -0.0034692686373300687
#> Attrib V17 0.11435701181573998
#> Attrib V18 0.1376149304318789
#> Attrib V19 -0.06162104088976143
#> Attrib V2 -0.012370613309231037
#> Attrib V20 0.17233912095955134
#> Attrib V21 0.18306242081135504
#> Attrib V22 -0.06659769059257539
#> Attrib V23 -0.03551214437193596
#> Attrib V24 -0.023710773413882575
#> Attrib V25 -0.27757208713022474
#> Attrib V26 -0.25548986722214456
#> Attrib V27 -0.3131952385238355
#> Attrib V28 -0.049036510402819145
#> Attrib V29 -0.16832113678703353
#> Attrib V3 0.17059940148548236
#> Attrib V30 -0.002834607767575904
#> Attrib V31 -0.3416458416308366
#> Attrib V32 -0.08164225344331597
#> Attrib V33 0.1903697015934736
#> Attrib V34 0.0011847245684765504
#> Attrib V35 0.014586513294893178
#> Attrib V36 -0.28692271147161397
#> Attrib V37 -0.27399433829042025
#> Attrib V38 0.041780234952036914
#> Attrib V39 0.01379363789451314
#> Attrib V4 0.29314285175944765
#> Attrib V40 -0.11345510143464045
#> Attrib V41 -0.00273643898827495
#> Attrib V42 -0.010970171987577092
#> Attrib V43 -0.016006943344036576
#> Attrib V44 0.04252065800522484
#> Attrib V45 0.10009489888498764
#> Attrib V46 -0.04009144675994984
#> Attrib V47 -0.26415119047747526
#> Attrib V48 0.06267500687096886
#> Attrib V49 0.2151452870059289
#> Attrib V5 0.1321080513546701
#> Attrib V50 -0.23172964150528896
#> Attrib V51 0.011279644788479497
#> Attrib V52 -0.1406269277794266
#> Attrib V53 0.22255858178672144
#> Attrib V54 0.30066532637006566
#> Attrib V55 0.13738683718369887
#> Attrib V56 0.07953305717503355
#> Attrib V57 0.06444318703044653
#> Attrib V58 0.22077837894625355
#> Attrib V59 0.31691689982999705
#> Attrib V6 -0.09939432890304048
#> Attrib V60 0.16109050252533488
#> Attrib V7 0.018790992057617112
#> Attrib V8 0.09677752011721572
#> Attrib V9 0.19389554818915455
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.5087452995366869
#> Attrib V1 -0.30834271201765834
#> Attrib V10 -0.28431862124485563
#> Attrib V11 -0.48647024305945985
#> Attrib V12 -0.4627938671462724
#> Attrib V13 -0.08549720400810748
#> Attrib V14 0.45770116055125415
#> Attrib V15 0.7692838193444103
#> Attrib V16 0.6659345748746106
#> Attrib V17 0.09618091161570304
#> Attrib V18 -0.28152168314781467
#> Attrib V19 0.48565274193833435
#> Attrib V2 0.1591346471596205
#> Attrib V20 -0.09454382439538221
#> Attrib V21 -0.19125224312103523
#> Attrib V22 -0.0746086273439424
#> Attrib V23 -0.20657995958458344
#> Attrib V24 -0.3622368500278919
#> Attrib V25 0.2855709310186744
#> Attrib V26 0.21553261551431757
#> Attrib V27 0.17917399224985694
#> Attrib V28 -0.5856391682171187
#> Attrib V29 0.0528139183923784
#> Attrib V3 -0.08507472011312014
#> Attrib V30 -0.2078144200355312
#> Attrib V31 0.7163168403381913
#> Attrib V32 0.04613339524306837
#> Attrib V33 -0.29959440818135935
#> Attrib V34 0.21506029190552278
#> Attrib V35 -0.13185812738041106
#> Attrib V36 0.6996318166805636
#> Attrib V37 0.4436559706948787
#> Attrib V38 -0.1188475283103826
#> Attrib V39 0.1524041743995722
#> Attrib V4 -0.6834915942350688
#> Attrib V40 0.38691898444426076
#> Attrib V41 -0.6036561341926798
#> Attrib V42 -0.0020584570157852213
#> Attrib V43 -0.08580757887159389
#> Attrib V44 -0.26177489511878244
#> Attrib V45 -0.4725787645091159
#> Attrib V46 -0.4675096494465203
#> Attrib V47 0.20228371981607796
#> Attrib V48 -0.3414675367750283
#> Attrib V49 -0.7131770142162416
#> Attrib V5 -0.11546363323179676
#> Attrib V50 0.9071040921681561
#> Attrib V51 -0.11302772754449633
#> Attrib V52 0.3099763143324945
#> Attrib V53 -0.1593145284597584
#> Attrib V54 -0.5871745289317091
#> Attrib V55 0.3766535620202189
#> Attrib V56 0.4476610677759921
#> Attrib V57 0.2878675913547779
#> Attrib V58 -0.09678014520857557
#> Attrib V59 -0.13183361324757523
#> Attrib V6 0.15343760889288485
#> Attrib V60 -0.012708526585073114
#> Attrib V7 0.3135740459024563
#> Attrib V8 -0.009793572493002051
#> Attrib V9 -0.6667666827619158
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.241685714768712
#> Attrib V1 0.39980695281950296
#> Attrib V10 -0.14518867317338413
#> Attrib V11 -0.12054493805392905
#> Attrib V12 -0.4156716803370174
#> Attrib V13 -0.4416127078534159
#> Attrib V14 -0.11262129693686242
#> Attrib V15 0.008804721168377057
#> Attrib V16 0.11649433662067157
#> Attrib V17 0.27618460716087784
#> Attrib V18 0.37793842823144047
#> Attrib V19 -0.09773818527569031
#> Attrib V2 -0.06691074598691732
#> Attrib V20 0.3998434882422019
#> Attrib V21 0.4352417245470724
#> Attrib V22 0.008637363241612168
#> Attrib V23 0.032940450494858046
#> Attrib V24 0.21632370585248414
#> Attrib V25 -0.3915414725179389
#> Attrib V26 -0.5295624584243407
#> Attrib V27 -0.6350489694987119
#> Attrib V28 -0.25627411162875124
#> Attrib V29 -0.5472318702651171
#> Attrib V3 0.2612624633592216
#> Attrib V30 0.08770163671430267
#> Attrib V31 -0.8050056995967915
#> Attrib V32 -0.1644027654140074
#> Attrib V33 0.4763970520006707
#> Attrib V34 -0.04412852097795977
#> Attrib V35 -0.06621360426087733
#> Attrib V36 -0.7472453001709379
#> Attrib V37 -0.7598584204357204
#> Attrib V38 0.1527941070167722
#> Attrib V39 -0.002825340332722246
#> Attrib V4 0.5882121374394068
#> Attrib V40 -0.2180713846697033
#> Attrib V41 0.22091968817914373
#> Attrib V42 0.2122846801430325
#> Attrib V43 0.11528743673322178
#> Attrib V44 0.07170228380680921
#> Attrib V45 0.06042954424148662
#> Attrib V46 -0.10387322209695922
#> Attrib V47 -0.6793408923079762
#> Attrib V48 0.01641304917818575
#> Attrib V49 0.3481178293953882
#> Attrib V5 0.1216215042621933
#> Attrib V50 -0.6883871293427452
#> Attrib V51 -0.09023390502880337
#> Attrib V52 -0.505513279158521
#> Attrib V53 0.49802869575260234
#> Attrib V54 0.8638303002369417
#> Attrib V55 0.06754568728250171
#> Attrib V56 0.20858306848359492
#> Attrib V57 0.04939831801076336
#> Attrib V58 0.45171219960840175
#> Attrib V59 0.7859263027009169
#> Attrib V6 -0.06542441569396339
#> Attrib V60 0.3876160055268515
#> Attrib V7 0.20130779017583264
#> Attrib V8 0.4393279929781445
#> Attrib V9 0.3849007230722096
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.38610582076999717
#> Attrib V1 0.4989178674990542
#> Attrib V10 0.9062709671466886
#> Attrib V11 1.1205374818971503
#> Attrib V12 1.076712127748664
#> Attrib V13 0.47979615695481465
#> Attrib V14 -0.6180111939263507
#> Attrib V15 -1.2288799743710672
#> Attrib V16 -1.1506375558166744
#> Attrib V17 -0.3930250179165795
#> Attrib V18 0.20818457415785016
#> Attrib V19 -0.6775416344466751
#> Attrib V2 0.08248069803601689
#> Attrib V20 0.04573135911575847
#> Attrib V21 0.5027365174811136
#> Attrib V22 0.43238724912378185
#> Attrib V23 0.681639048207523
#> Attrib V24 0.5925628763797611
#> Attrib V25 0.04107268511363344
#> Attrib V26 0.21199965182014432
#> Attrib V27 0.29500813101981904
#> Attrib V28 0.9922022354524768
#> Attrib V29 0.2653524953726407
#> Attrib V3 0.2705059499934759
#> Attrib V30 0.16284416683256456
#> Attrib V31 -0.7159002194199564
#> Attrib V32 0.01977536582490432
#> Attrib V33 0.14110629612761133
#> Attrib V34 -0.3691242343987389
#> Attrib V35 0.36181079039815356
#> Attrib V36 -0.46599263601659335
#> Attrib V37 0.006402438503666517
#> Attrib V38 -0.05527854920817311
#> Attrib V39 -0.3793560629544314
#> Attrib V4 0.830727668281755
#> Attrib V40 -0.38733342548226124
#> Attrib V41 0.9996514040274105
#> Attrib V42 -0.14735718163579045
#> Attrib V43 -0.14172855485791613
#> Attrib V44 0.25390152992300935
#> Attrib V45 0.6436919821909655
#> Attrib V46 0.9955968769250467
#> Attrib V47 0.45401518343025243
#> Attrib V48 0.7829079577478448
#> Attrib V49 0.9917611356318061
#> Attrib V5 0.38159956981416576
#> Attrib V50 -0.6090502575431024
#> Attrib V51 0.597139690917374
#> Attrib V52 0.034768860444295065
#> Attrib V53 -0.18735913898366396
#> Attrib V54 0.37180053121377993
#> Attrib V55 -0.5940537732098035
#> Attrib V56 -0.9311149691675524
#> Attrib V57 -0.5229222716407951
#> Attrib V58 -0.19780619635236882
#> Attrib V59 -0.12018398420267207
#> Attrib V6 0.0616239401647844
#> Attrib V60 0.3209979873899077
#> Attrib V7 -0.3804516864533635
#> Attrib V8 -0.3943227040539589
#> Attrib V9 1.0588840610721573
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.40635125152428225
#> Attrib V1 0.2568365811407996
#> Attrib V10 0.2449452219426086
#> Attrib V11 0.3876626383346881
#> Attrib V12 0.2514009929824645
#> Attrib V13 -0.03486577123100322
#> Attrib V14 -0.482190928106156
#> Attrib V15 -0.6148144183615798
#> Attrib V16 -0.49511568218295676
#> Attrib V17 -0.026789902065970227
#> Attrib V18 0.1898098051917587
#> Attrib V19 -0.42759449721336223
#> Attrib V2 -0.09368321143159858
#> Attrib V20 0.0871652094449862
#> Attrib V21 0.20904806243840277
#> Attrib V22 0.02176685884777168
#> Attrib V23 0.20432001039032097
#> Attrib V24 0.2863357264156966
#> Attrib V25 -0.2777201197466452
#> Attrib V26 -0.1951605814363095
#> Attrib V27 -0.14965832059082035
#> Attrib V28 0.5084104478456957
#> Attrib V29 -0.015078045303172515
#> Attrib V3 0.160963947085651
#> Attrib V30 0.26158986751263574
#> Attrib V31 -0.6847042864870533
#> Attrib V32 -0.06931575626738257
#> Attrib V33 0.3207700792863769
#> Attrib V34 -0.1557562983371457
#> Attrib V35 0.15918814168983397
#> Attrib V36 -0.521981092199208
#> Attrib V37 -0.3152898140458628
#> Attrib V38 0.15648456677975445
#> Attrib V39 -0.17170148366154164
#> Attrib V4 0.6453210849499409
#> Attrib V40 -0.34334543676486673
#> Attrib V41 0.46085850341908324
#> Attrib V42 -0.08018495150551495
#> Attrib V43 0.026519721696018492
#> Attrib V44 0.2533110033291765
#> Attrib V45 0.38010175232197935
#> Attrib V46 0.37744835899053014
#> Attrib V47 -0.1859125022274106
#> Attrib V48 0.32863232473657167
#> Attrib V49 0.6033862543577987
#> Attrib V5 0.14040210423493585
#> Attrib V50 -0.8122337541802463
#> Attrib V51 0.022977013912529657
#> Attrib V52 -0.31379596230437484
#> Attrib V53 0.16180895188458988
#> Attrib V54 0.5224441431322505
#> Attrib V55 -0.35657659939971886
#> Attrib V56 -0.36653381692344755
#> Attrib V57 -0.2074914516894034
#> Attrib V58 -0.00400678180706731
#> Attrib V59 0.22743864975519573
#> Attrib V6 -0.1815335117608335
#> Attrib V60 0.1315360022219781
#> Attrib V7 -0.28878851838549313
#> Attrib V8 -0.03634472407751635
#> Attrib V9 0.5518590129478073
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.31037707850813845
#> Attrib V1 0.4490537246053993
#> Attrib V10 0.8867848194761792
#> Attrib V11 0.9810442906647914
#> Attrib V12 0.915638320419957
#> Attrib V13 0.42303329531141004
#> Attrib V14 -0.6171247561269132
#> Attrib V15 -1.054081208166846
#> Attrib V16 -0.9930192748563254
#> Attrib V17 -0.30510066915972994
#> Attrib V18 0.15942484759677922
#> Attrib V19 -0.7268085713206126
#> Attrib V2 0.01974794086529139
#> Attrib V20 -0.008838374676090234
#> Attrib V21 0.4308713273813674
#> Attrib V22 0.30156913537031743
#> Attrib V23 0.46468711483827096
#> Attrib V24 0.46095110855054544
#> Attrib V25 -0.0039591360342542655
#> Attrib V26 0.11421820267856644
#> Attrib V27 0.209685297202511
#> Attrib V28 0.8446405405494071
#> Attrib V29 0.09843533266741229
#> Attrib V3 0.182721358562795
#> Attrib V30 0.20740657775472884
#> Attrib V31 -0.6734742352020721
#> Attrib V32 0.03172350504957519
#> Attrib V33 0.22829422855984008
#> Attrib V34 -0.22886537767411863
#> Attrib V35 0.3494793177684329
#> Attrib V36 -0.44283826859854875
#> Attrib V37 -0.08321194379769133
#> Attrib V38 0.030985056935684787
#> Attrib V39 -0.25734864821009645
#> Attrib V4 0.7435040609300413
#> Attrib V40 -0.44777844601717703
#> Attrib V41 0.740356473080047
#> Attrib V42 -0.23097168211221508
#> Attrib V43 -0.09149938484526803
#> Attrib V44 0.2203150384251593
#> Attrib V45 0.5990670617593826
#> Attrib V46 0.8496514457026759
#> Attrib V47 0.30653099685399526
#> Attrib V48 0.6770428262015472
#> Attrib V49 0.9274378764216576
#> Attrib V5 0.23499738222695873
#> Attrib V50 -0.6591529207281829
#> Attrib V51 0.5166468498975676
#> Attrib V52 -0.08618996485959902
#> Attrib V53 -0.10296863944521167
#> Attrib V54 0.34877794336749846
#> Attrib V55 -0.45986571030747986
#> Attrib V56 -0.7945844251035886
#> Attrib V57 -0.5486059709193664
#> Attrib V58 -0.10530218371439333
#> Attrib V59 -0.08264902023622389
#> Attrib V6 -0.04474915514278135
#> Attrib V60 0.21176503683007802
#> Attrib V7 -0.3106642935092903
#> Attrib V8 -0.21449030733027194
#> Attrib V9 0.9710443418965882
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.3719249728980049
#> Attrib V1 -0.1851765119263341
#> Attrib V10 -0.7986374130004396
#> Attrib V11 -0.9522954109134258
#> Attrib V12 -1.043437739933813
#> Attrib V13 -0.5215336000620635
#> Attrib V14 0.5107195249980219
#> Attrib V15 1.078420279645413
#> Attrib V16 1.0987953466114913
#> Attrib V17 0.24714216174342596
#> Attrib V18 -0.2814463568621076
#> Attrib V19 0.6318251504469564
#> Attrib V2 0.05303380688945827
#> Attrib V20 0.11343401204118102
#> Attrib V21 -0.3236174627803175
#> Attrib V22 -0.46309246306012414
#> Attrib V23 -0.629398589031136
#> Attrib V24 -0.6231989727495765
#> Attrib V25 -0.14813268919290362
#> Attrib V26 -0.23300530756982632
#> Attrib V27 -0.378212852438649
#> Attrib V28 -0.9464064688181024
#> Attrib V29 -0.12298465655674465
#> Attrib V3 -0.1988122740993245
#> Attrib V30 -0.06394612809642819
#> Attrib V31 0.6786529135535837
#> Attrib V32 -0.09887209330606701
#> Attrib V33 -0.08767689117909093
#> Attrib V34 0.395764231235283
#> Attrib V35 -0.2699300170310851
#> Attrib V36 0.4992468372255901
#> Attrib V37 0.19421111991362705
#> Attrib V38 0.15619204178899965
#> Attrib V39 0.3728406166786716
#> Attrib V4 -0.8474087289172662
#> Attrib V40 0.40311997752873907
#> Attrib V41 -0.9166697292652989
#> Attrib V42 0.06632865976423923
#> Attrib V43 -0.00371607164645862
#> Attrib V44 -0.31495696166056436
#> Attrib V45 -0.545105767081124
#> Attrib V46 -0.8623720789472998
#> Attrib V47 -0.3628352298133018
#> Attrib V48 -0.7970375474406344
#> Attrib V49 -1.0412759694978964
#> Attrib V5 -0.3725218071011891
#> Attrib V50 0.6341446905416912
#> Attrib V51 -0.6150213184927628
#> Attrib V52 0.023046636893187887
#> Attrib V53 0.04881541927534873
#> Attrib V54 -0.34321488177721654
#> Attrib V55 0.5438196611173788
#> Attrib V56 0.7502705624330763
#> Attrib V57 0.464002291460589
#> Attrib V58 0.06803789708283883
#> Attrib V59 0.04028038427702678
#> Attrib V6 -0.009617443795812634
#> Attrib V60 -0.3119374984604046
#> Attrib V7 0.3493413780706701
#> Attrib V8 0.355469892610453
#> Attrib V9 -0.9274934249789749
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.18375963264143744
#> Attrib V1 0.2999023968081087
#> Attrib V10 -0.03288034326707415
#> Attrib V11 0.041485461922413806
#> Attrib V12 -0.24463280360818737
#> Attrib V13 -0.3446154062454122
#> Attrib V14 -0.15886969094795028
#> Attrib V15 -0.12059512891236612
#> Attrib V16 -0.05881545817994018
#> Attrib V17 0.2884895516745921
#> Attrib V18 0.3820738450785119
#> Attrib V19 -0.14059179442648018
#> Attrib V2 -0.12988307831832924
#> Attrib V20 0.41589303622197316
#> Attrib V21 0.40576106264130113
#> Attrib V22 0.057736211138948515
#> Attrib V23 0.12036328431353711
#> Attrib V24 0.2395549057594306
#> Attrib V25 -0.31927436782717306
#> Attrib V26 -0.4530169021145462
#> Attrib V27 -0.5615918570441305
#> Attrib V28 -0.08345745650584226
#> Attrib V29 -0.47466823381468204
#> Attrib V3 0.19853294568120944
#> Attrib V30 0.14411041730708476
#> Attrib V31 -0.7948823864518565
#> Attrib V32 -0.15993457351426307
#> Attrib V33 0.41321153896462876
#> Attrib V34 -0.03569759132833522
#> Attrib V35 -0.017452859054929857
#> Attrib V36 -0.6743309984433385
#> Attrib V37 -0.7142330954842318
#> Attrib V38 0.21143179878601137
#> Attrib V39 -0.04271327762585085
#> Attrib V4 0.5805211763018436
#> Attrib V40 -0.25251477001027883
#> Attrib V41 0.19114869660817796
#> Attrib V42 0.13491501835523562
#> Attrib V43 0.1075980424272698
#> Attrib V44 0.14858522518684192
#> Attrib V45 0.17107582279079742
#> Attrib V46 -0.054279866290038704
#> Attrib V47 -0.5663415693997894
#> Attrib V48 0.12551613548786963
#> Attrib V49 0.43295574099248907
#> Attrib V5 0.1464738760007945
#> Attrib V50 -0.734361871716137
#> Attrib V51 -0.019324584604567787
#> Attrib V52 -0.4550937663156699
#> Attrib V53 0.3991506569000141
#> Attrib V54 0.8472721021133058
#> Attrib V55 0.057877953846264714
#> Attrib V56 0.12438468669481477
#> Attrib V57 -0.055210516376719455
#> Attrib V58 0.3953776023587786
#> Attrib V59 0.5897345827908004
#> Attrib V6 -0.1221991170070693
#> Attrib V60 0.25339989861303647
#> Attrib V7 0.0468913388899443
#> Attrib V8 0.3518709699800009
#> Attrib V9 0.4079347269984488
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.3099470707270669
#> Attrib V1 0.40246120333438884
#> Attrib V10 -0.14352816802685858
#> Attrib V11 -0.05121128391870674
#> Attrib V12 -0.5022154204189764
#> Attrib V13 -0.42192409132146275
#> Attrib V14 -0.058824993412231366
#> Attrib V15 0.03360724485357858
#> Attrib V16 0.08874236946367701
#> Attrib V17 0.28472411234893497
#> Attrib V18 0.34098830631258603
#> Attrib V19 -0.04813026320332442
#> Attrib V2 -0.0016177091634051294
#> Attrib V20 0.4177259974757838
#> Attrib V21 0.45778146936533726
#> Attrib V22 0.06887323911237751
#> Attrib V23 0.003105519975504542
#> Attrib V24 0.11052028362359916
#> Attrib V25 -0.5338975578556493
#> Attrib V26 -0.5730433514094601
#> Attrib V27 -0.6393327655657293
#> Attrib V28 -0.1991060378529626
#> Attrib V29 -0.4809476004897265
#> Attrib V3 0.21810736070792697
#> Attrib V30 0.04493973753329265
#> Attrib V31 -0.931097780600287
#> Attrib V32 -0.24982263415812503
#> Attrib V33 0.4543349310171368
#> Attrib V34 -0.0590364069681751
#> Attrib V35 -0.0879464968258494
#> Attrib V36 -0.728898486602082
#> Attrib V37 -0.7551465663668149
#> Attrib V38 0.21552722279763833
#> Attrib V39 -0.00505974560814467
#> Attrib V4 0.6177649190495809
#> Attrib V40 -0.18568584150551676
#> Attrib V41 0.1682616757256426
#> Attrib V42 0.1449150089163133
#> Attrib V43 0.16675636500979413
#> Attrib V44 0.07336831876706006
#> Attrib V45 0.10924842187139702
#> Attrib V46 -0.05471374105296728
#> Attrib V47 -0.685934585167316
#> Attrib V48 0.09605686370723313
#> Attrib V49 0.37916712826005095
#> Attrib V5 0.13849736124840542
#> Attrib V50 -0.767509895865077
#> Attrib V51 -0.08972899762198537
#> Attrib V52 -0.4578747007873329
#> Attrib V53 0.5340654730564579
#> Attrib V54 0.986054725757704
#> Attrib V55 0.07896057372400823
#> Attrib V56 0.21188407263925865
#> Attrib V57 0.09980729695547999
#> Attrib V58 0.4859114259222658
#> Attrib V59 0.819135915385763
#> Attrib V6 -0.14621169936266576
#> Attrib V60 0.3348049866547386
#> Attrib V7 0.1858203709170795
#> Attrib V8 0.4194687481998822
#> Attrib V9 0.34269306338496663
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.0764543227593481
#> Attrib V1 0.1619734078403786
#> Attrib V10 -0.043406219733396346
#> Attrib V11 9.165288042203459E-4
#> Attrib V12 -0.11548364442422644
#> Attrib V13 -0.06448426598365835
#> Attrib V14 0.010542442652932906
#> Attrib V15 0.0019434695912309951
#> Attrib V16 -0.0052001459436504084
#> Attrib V17 0.16933663307975882
#> Attrib V18 0.2189684829299623
#> Attrib V19 -0.024306114179517654
#> Attrib V2 -0.023727106196930157
#> Attrib V20 0.22761968202780597
#> Attrib V21 0.17926742211026692
#> Attrib V22 -0.03162109457159185
#> Attrib V23 0.06120811671969272
#> Attrib V24 0.07440597921178632
#> Attrib V25 -0.17256213727732753
#> Attrib V26 -0.28816951455061107
#> Attrib V27 -0.2566251888695804
#> Attrib V28 -0.11968701742375709
#> Attrib V29 -0.2064421909349908
#> Attrib V3 0.20423318947335578
#> Attrib V30 0.009224281658911138
#> Attrib V31 -0.4083731948710058
#> Attrib V32 -0.1020617037388834
#> Attrib V33 0.1629668163478633
#> Attrib V34 0.03243925595219718
#> Attrib V35 0.013183191629176253
#> Attrib V36 -0.2692312508094531
#> Attrib V37 -0.2381216310226532
#> Attrib V38 0.10588993482440939
#> Attrib V39 0.060041831389398594
#> Attrib V4 0.3367479892350808
#> Attrib V40 -0.08250735833859489
#> Attrib V41 0.0567013837076386
#> Attrib V42 0.0022980437268931902
#> Attrib V43 -0.00485912149857494
#> Attrib V44 0.0285379254729316
#> Attrib V45 -0.007234089846709809
#> Attrib V46 -0.003211196312253641
#> Attrib V47 -0.2370136419725971
#> Attrib V48 -1.9948468080474964E-4
#> Attrib V49 0.2008661516992055
#> Attrib V5 0.12801259741360765
#> Attrib V50 -0.2951872260881858
#> Attrib V51 -0.05993892050541831
#> Attrib V52 -0.19428409393219218
#> Attrib V53 0.2068999214333608
#> Attrib V54 0.3421637741663689
#> Attrib V55 0.1096859564849727
#> Attrib V56 0.07874643225503399
#> Attrib V57 0.045907338358195264
#> Attrib V58 0.20585922763049888
#> Attrib V59 0.3728451378667754
#> Attrib V6 -0.03221238408504766
#> Attrib V60 0.2569406435209672
#> Attrib V7 0.06884408037754225
#> Attrib V8 0.10186986201818712
#> Attrib V9 0.16695913241433583
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.45095589330774943
#> Attrib V1 0.3610694692624099
#> Attrib V10 0.07067881917417845
#> Attrib V11 0.244854924354321
#> Attrib V12 -0.055724918723313005
#> Attrib V13 -0.23072749747342747
#> Attrib V14 -0.35074302175005856
#> Attrib V15 -0.31185222627203574
#> Attrib V16 -0.2796385169833031
#> Attrib V17 0.21575928741091652
#> Attrib V18 0.3785440265681236
#> Attrib V19 -0.3525889295721594
#> Attrib V2 -0.20058182273847844
#> Attrib V20 0.1949274847896762
#> Attrib V21 0.3797935494220098
#> Attrib V22 0.14037546583625019
#> Attrib V23 0.29086627719859304
#> Attrib V24 0.4740937142470898
#> Attrib V25 -0.20501441939859166
#> Attrib V26 -0.30914065594923845
#> Attrib V27 -0.5470182328015287
#> Attrib V28 -0.032725494098557836
#> Attrib V29 -0.5970364566870152
#> Attrib V3 0.13083902737939293
#> Attrib V30 0.2270707083645068
#> Attrib V31 -0.7092821268997056
#> Attrib V32 0.04880282602397844
#> Attrib V33 0.574981374356704
#> Attrib V34 -0.17904169536088238
#> Attrib V35 -0.09717455608897704
#> Attrib V36 -1.0395395418736424
#> Attrib V37 -0.9570898912149993
#> Attrib V38 -0.01843297016722152
#> Attrib V39 -0.20425351631959465
#> Attrib V4 0.6462003318518078
#> Attrib V40 -0.32230472602251975
#> Attrib V41 0.4396760597153622
#> Attrib V42 0.15584208415491793
#> Attrib V43 0.07864829754516009
#> Attrib V44 0.12139785122976958
#> Attrib V45 0.04009175412723662
#> Attrib V46 0.022610791042545316
#> Attrib V47 -0.6219165043475279
#> Attrib V48 0.29572690249408645
#> Attrib V49 0.6395500311620479
#> Attrib V5 0.10104771290066634
#> Attrib V50 -1.0121821403386535
#> Attrib V51 0.0799522872512611
#> Attrib V52 -0.5251136429260375
#> Attrib V53 0.3599647528361495
#> Attrib V54 0.9824713545886965
#> Attrib V55 -0.0407139564564833
#> Attrib V56 0.06951914953747602
#> Attrib V57 -0.14215020478840892
#> Attrib V58 0.39908960689027684
#> Attrib V59 0.7287000095861121
#> Attrib V6 -0.16668304279968946
#> Attrib V60 0.31658634194369273
#> Attrib V7 0.031862753840214204
#> Attrib V8 0.28316951708403326
#> Attrib V9 0.5184029907669819
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.5324760463000937
#> Attrib V1 -0.3986060533740616
#> Attrib V10 -0.3807242788180243
#> Attrib V11 -0.5951785276212407
#> Attrib V12 -0.40014911592200997
#> Attrib V13 -0.08029923710462443
#> Attrib V14 0.5106790381046151
#> Attrib V15 0.8927100885294789
#> Attrib V16 0.8042963624667132
#> Attrib V17 0.07619459403592731
#> Attrib V18 -0.3423108074369033
#> Attrib V19 0.5486689993486771
#> Attrib V2 0.069823826187812
#> Attrib V20 -0.13074091084881617
#> Attrib V21 -0.32712135232479767
#> Attrib V22 -0.14764397358262696
#> Attrib V23 -0.3976911811227219
#> Attrib V24 -0.4132671932778679
#> Attrib V25 0.25747103887188016
#> Attrib V26 0.28008500678996057
#> Attrib V27 0.16810547343946775
#> Attrib V28 -0.6182585365518639
#> Attrib V29 0.03717039447282015
#> Attrib V3 -0.13368510186642982
#> Attrib V30 -0.28895490806050583
#> Attrib V31 0.7662076685796048
#> Attrib V32 0.04505177083071339
#> Attrib V33 -0.3205652641590093
#> Attrib V34 0.2976471440511237
#> Attrib V35 -0.19876088121684538
#> Attrib V36 0.7151609244493923
#> Attrib V37 0.47538698538083796
#> Attrib V38 -0.14152603695358976
#> Attrib V39 0.1877793738268592
#> Attrib V4 -0.707955868067078
#> Attrib V40 0.4079921958033668
#> Attrib V41 -0.6891168199131518
#> Attrib V42 -0.10047512738395299
#> Attrib V43 -0.1552952878181356
#> Attrib V44 -0.3784945404779155
#> Attrib V45 -0.47556494556149453
#> Attrib V46 -0.4631399963085599
#> Attrib V47 0.18771151735492328
#> Attrib V48 -0.3789678779497974
#> Attrib V49 -0.786841300141153
#> Attrib V5 -0.1703025616498447
#> Attrib V50 0.9713347427871751
#> Attrib V51 -0.1417031855790871
#> Attrib V52 0.3431852189542107
#> Attrib V53 -0.06040687884444864
#> Attrib V54 -0.6636502090179569
#> Attrib V55 0.45082408777269417
#> Attrib V56 0.5085663351202436
#> Attrib V57 0.37876523579230936
#> Attrib V58 -0.021302650930332828
#> Attrib V59 -0.09858711679405942
#> Attrib V6 0.1012190093268821
#> Attrib V60 -0.01426184252763368
#> Attrib V7 0.27775383678473087
#> Attrib V8 0.011165987164639653
#> Attrib V9 -0.7385702745297232
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.17878003968148404
#> Attrib V1 0.06866110744923648
#> Attrib V10 0.04084184282974206
#> Attrib V11 0.016762606470732272
#> Attrib V12 -0.009592347169716917
#> Attrib V13 -5.2596365001368285E-5
#> Attrib V14 0.007065679829900864
#> Attrib V15 0.023097570346932435
#> Attrib V16 0.09446762782182216
#> Attrib V17 0.11246598811507974
#> Attrib V18 0.11759837930372281
#> Attrib V19 0.014513514559410547
#> Attrib V2 0.013662404874951337
#> Attrib V20 0.0062434147711197836
#> Attrib V21 -0.035687254825526024
#> Attrib V22 -0.07691744751263957
#> Attrib V23 -0.06270861942860154
#> Attrib V24 -0.0016447382947575911
#> Attrib V25 -0.06114673951617003
#> Attrib V26 -0.11945011111143172
#> Attrib V27 -0.09602585038642479
#> Attrib V28 -0.0038102020433806844
#> Attrib V29 -0.06671564609850188
#> Attrib V3 0.13064768010540356
#> Attrib V30 -0.03961087136504556
#> Attrib V31 -0.10615542908462958
#> Attrib V32 0.004653639324798855
#> Attrib V33 0.05199354412710551
#> Attrib V34 0.06594134370787631
#> Attrib V35 0.05435700061135207
#> Attrib V36 -0.022752421422036474
#> Attrib V37 0.023850145142022383
#> Attrib V38 0.06463147381139706
#> Attrib V39 0.03874846508814497
#> Attrib V4 0.1727351158223724
#> Attrib V40 -0.027508946181535213
#> Attrib V41 0.02897021724230311
#> Attrib V42 0.02211369280075086
#> Attrib V43 0.004219994249182069
#> Attrib V44 0.003322508715665281
#> Attrib V45 0.037395321703169594
#> Attrib V46 0.03287765203822734
#> Attrib V47 -0.036016146628465084
#> Attrib V48 0.014454448188742893
#> Attrib V49 0.04488945653193524
#> Attrib V5 0.09502556087854866
#> Attrib V50 0.030968759193750826
#> Attrib V51 0.04064463098755444
#> Attrib V52 0.02790948570052679
#> Attrib V53 0.1319624832091005
#> Attrib V54 0.08768455570455412
#> Attrib V55 0.11064125678089243
#> Attrib V56 0.0810183388724478
#> Attrib V57 0.10811769885373153
#> Attrib V58 0.15639162794153996
#> Attrib V59 0.08720642619367559
#> Attrib V6 0.039486718073648217
#> Attrib V60 0.1426807954483106
#> Attrib V7 0.017131005749557487
#> Attrib V8 0.02667379158870137
#> Attrib V9 0.11306374710159524
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold 0.017097453080417727
#> Attrib V1 0.19317321891072572
#> Attrib V10 0.0440307315657875
#> Attrib V11 0.05558758197680856
#> Attrib V12 -0.12045045862619462
#> Attrib V13 -0.15719642448715476
#> Attrib V14 -0.025635875185958095
#> Attrib V15 0.07122753593102495
#> Attrib V16 0.016676197705388755
#> Attrib V17 0.1304925186663255
#> Attrib V18 0.17206956696494344
#> Attrib V19 -0.035265923266456695
#> Attrib V2 0.05862150453373378
#> Attrib V20 0.147053710762564
#> Attrib V21 0.11146684541774765
#> Attrib V22 -0.0038654900798185403
#> Attrib V23 -0.03758569471915961
#> Attrib V24 0.043578318049237834
#> Attrib V25 -0.26401549634199634
#> Attrib V26 -0.2848261041142661
#> Attrib V27 -0.2862806191087726
#> Attrib V28 -0.10214101557676951
#> Attrib V29 -0.25191587308890356
#> Attrib V3 0.12973519982512668
#> Attrib V30 0.019533127918840317
#> Attrib V31 -0.3125092966972585
#> Attrib V32 -0.11076362941033215
#> Attrib V33 0.22600227291810815
#> Attrib V34 -0.024031730290339975
#> Attrib V35 0.05352955191012504
#> Attrib V36 -0.29409644693165926
#> Attrib V37 -0.2922404557913631
#> Attrib V38 0.12927143299808186
#> Attrib V39 0.028286255044309063
#> Attrib V4 0.32457101082800976
#> Attrib V40 -0.1618825174797354
#> Attrib V41 0.04432411690164232
#> Attrib V42 -0.05590541994465715
#> Attrib V43 0.047230727115796456
#> Attrib V44 0.054464861871098044
#> Attrib V45 0.07713842319219322
#> Attrib V46 -0.050201679475942736
#> Attrib V47 -0.3133089641613445
#> Attrib V48 0.06606626218385951
#> Attrib V49 0.14998029038738778
#> Attrib V5 0.10082651146598288
#> Attrib V50 -0.2659818377020667
#> Attrib V51 -0.034449579801583356
#> Attrib V52 -0.17728190292726748
#> Attrib V53 0.16208385019921964
#> Attrib V54 0.33011009626905596
#> Attrib V55 0.1692391349577264
#> Attrib V56 0.07344508185312375
#> Attrib V57 0.07841786228621343
#> Attrib V58 0.1836867324206803
#> Attrib V59 0.2813447485594512
#> Attrib V6 -0.04487736170022865
#> Attrib V60 0.2053584418228538
#> Attrib V7 -0.016371072119810013
#> Attrib V8 0.16045262398535498
#> Attrib V9 0.18728044308276592
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.15129268495219683
#> Attrib V1 0.13251874803259972
#> Attrib V10 0.04522937356610365
#> Attrib V11 0.04295768343494003
#> Attrib V12 -0.051570500191126266
#> Attrib V13 -0.06203753618133639
#> Attrib V14 0.03540921547180327
#> Attrib V15 0.019541421294600528
#> Attrib V16 0.04525142995577563
#> Attrib V17 0.07444643330274134
#> Attrib V18 0.18092988586755598
#> Attrib V19 -0.05888569144449881
#> Attrib V2 0.04756186079310301
#> Attrib V20 0.1258225104169518
#> Attrib V21 0.09439964469504092
#> Attrib V22 -0.05736575634684541
#> Attrib V23 -0.017844326773435157
#> Attrib V24 -0.028882141575550392
#> Attrib V25 -0.13919597302469947
#> Attrib V26 -0.14849677675529654
#> Attrib V27 -0.15491661680702842
#> Attrib V28 -0.05772392948490426
#> Attrib V29 -0.14866655126611178
#> Attrib V3 0.18377744996660117
#> Attrib V30 -0.048498659509090804
#> Attrib V31 -0.23142186786993824
#> Attrib V32 -0.06913731261145788
#> Attrib V33 0.10866493979493777
#> Attrib V34 0.047770319323784505
#> Attrib V35 0.034632467511827025
#> Attrib V36 -0.06104711919574346
#> Attrib V37 -0.12231816815654822
#> Attrib V38 0.06680325310105788
#> Attrib V39 0.050791650229415376
#> Attrib V4 0.2171386578944791
#> Attrib V40 -0.08689222574178959
#> Attrib V41 -0.030609739181726034
#> Attrib V42 -0.04630502511592885
#> Attrib V43 4.5582793811703323E-4
#> Attrib V44 0.060345260608277225
#> Attrib V45 -0.014515060169283722
#> Attrib V46 -0.01862170436777431
#> Attrib V47 -0.10328528966997884
#> Attrib V48 0.034603645514750106
#> Attrib V49 0.15212889350376216
#> Attrib V5 0.10123060524394308
#> Attrib V50 -0.16083478081966662
#> Attrib V51 0.03472534471610477
#> Attrib V52 -0.08450573166228424
#> Attrib V53 0.14015017465348725
#> Attrib V54 0.18236231595985314
#> Attrib V55 0.15203586180072268
#> Attrib V56 0.08472636525613812
#> Attrib V57 0.023933246226208203
#> Attrib V58 0.1697803766784559
#> Attrib V59 0.24279136988065458
#> Attrib V6 -0.04590441604615156
#> Attrib V60 0.21730300294301258
#> Attrib V7 0.05763131633744236
#> Attrib V8 0.12124933726968812
#> Attrib V9 0.14512182685413302
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.31238257882669196
#> Attrib V1 0.29926932518461435
#> Attrib V10 -0.08581419755802175
#> Attrib V11 0.030183704354271392
#> Attrib V12 -0.22989731093059587
#> Attrib V13 -0.31400337304503095
#> Attrib V14 -0.21651142730554596
#> Attrib V15 -0.19813973224384196
#> Attrib V16 -0.16558703291574048
#> Attrib V17 0.30273767260408335
#> Attrib V18 0.44486499232674453
#> Attrib V19 -0.18078173375938916
#> Attrib V2 -0.1536545626964116
#> Attrib V20 0.3367160360176133
#> Attrib V21 0.46955671614557903
#> Attrib V22 0.2060796107278317
#> Attrib V23 0.2691057527288553
#> Attrib V24 0.47436711741820425
#> Attrib V25 -0.2375825347592969
#> Attrib V26 -0.3952561961474995
#> Attrib V27 -0.5793888073447304
#> Attrib V28 -0.04375508673561641
#> Attrib V29 -0.5917198002951148
#> Attrib V3 0.2783522008448586
#> Attrib V30 0.19639093566421117
#> Attrib V31 -0.8635001745670492
#> Attrib V32 -0.10582222328048943
#> Attrib V33 0.5749575723925407
#> Attrib V34 -0.15491251105284182
#> Attrib V35 -0.09427821351629989
#> Attrib V36 -0.956219088129006
#> Attrib V37 -1.016002649007008
#> Attrib V38 0.09598793946666763
#> Attrib V39 -0.160404770127763
#> Attrib V4 0.77183347660871
#> Attrib V40 -0.2902290050434753
#> Attrib V41 0.36859484762766265
#> Attrib V42 0.31209342664630496
#> Attrib V43 0.1909875480777633
#> Attrib V44 0.1506713699247155
#> Attrib V45 0.14620027115177545
#> Attrib V46 -0.08283285359176944
#> Attrib V47 -0.7912970650942959
#> Attrib V48 0.1817266404312787
#> Attrib V49 0.6394941882140196
#> Attrib V5 0.15174100665276224
#> Attrib V50 -1.055207332413512
#> Attrib V51 -0.04804495927314284
#> Attrib V52 -0.5061733654621487
#> Attrib V53 0.5477259188111138
#> Attrib V54 1.1068844689722284
#> Attrib V55 -0.023676686575079483
#> Attrib V56 0.1677531573090958
#> Attrib V57 -0.14757211607981818
#> Attrib V58 0.5172144410255782
#> Attrib V59 0.7906145607383108
#> Attrib V6 -0.15902716995453442
#> Attrib V60 0.3204263574908864
#> Attrib V7 0.14519078097774746
#> Attrib V8 0.39166325323152773
#> Attrib V9 0.5023693665595907
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.22580017573495798
#> Attrib V1 0.42490711716931634
#> Attrib V10 -0.04910487432321132
#> Attrib V11 -0.011678211517791276
#> Attrib V12 -0.3245317662186021
#> Attrib V13 -0.3460901559238399
#> Attrib V14 -0.12836235028617202
#> Attrib V15 -0.11573716874013998
#> Attrib V16 -0.10174733723192855
#> Attrib V17 0.293347041193179
#> Attrib V18 0.44752051918693614
#> Attrib V19 -0.10112975779358738
#> Attrib V2 -0.09659457746191512
#> Attrib V20 0.46031281949846337
#> Attrib V21 0.5848779699115918
#> Attrib V22 0.21081110652015017
#> Attrib V23 0.2223966609737306
#> Attrib V24 0.31661296172330056
#> Attrib V25 -0.3631078804426381
#> Attrib V26 -0.37808562905659826
#> Attrib V27 -0.5098520170301001
#> Attrib V28 -0.07414298806990162
#> Attrib V29 -0.44031389261906523
#> Attrib V3 0.29415673451618923
#> Attrib V30 0.18460470629425055
#> Attrib V31 -0.8866430265051176
#> Attrib V32 -0.25092824051320184
#> Attrib V33 0.3826973559847599
#> Attrib V34 -0.22234904696084276
#> Attrib V35 -0.1064417653213812
#> Attrib V36 -0.7284677202563864
#> Attrib V37 -0.7273211248151256
#> Attrib V38 0.23809375014343845
#> Attrib V39 -0.06640098120578738
#> Attrib V4 0.6922612551205833
#> Attrib V40 -0.2789907011618133
#> Attrib V41 0.2926756606970114
#> Attrib V42 0.18468855809950754
#> Attrib V43 0.22075347076134416
#> Attrib V44 0.24067289302496792
#> Attrib V45 0.11559334954631449
#> Attrib V46 -0.12012615555192083
#> Attrib V47 -0.7366253557014688
#> Attrib V48 0.12698125874638339
#> Attrib V49 0.49731491388130455
#> Attrib V5 0.20100549281982202
#> Attrib V50 -0.8715294245031057
#> Attrib V51 0.011247667857248482
#> Attrib V52 -0.46356326129977937
#> Attrib V53 0.49565639938369577
#> Attrib V54 1.0253899702708094
#> Attrib V55 -0.008437946700201131
#> Attrib V56 0.2315050560524948
#> Attrib V57 -0.11886315369997826
#> Attrib V58 0.4704766578227668
#> Attrib V59 0.7729198617765227
#> Attrib V6 -0.11516758724621957
#> Attrib V60 0.3248537942791498
#> Attrib V7 0.1647939493333339
#> Attrib V8 0.29545373818719844
#> Attrib V9 0.45097557050315773
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.22985165516158776
#> Attrib V1 -0.11262961759647706
#> Attrib V10 -0.846965287198306
#> Attrib V11 -0.9988652038529566
#> Attrib V12 -1.0217696138441699
#> Attrib V13 -0.631643129170833
#> Attrib V14 0.529667418251178
#> Attrib V15 1.3353410780236477
#> Attrib V16 1.2253755476381307
#> Attrib V17 0.202614761879664
#> Attrib V18 -0.5500763336895919
#> Attrib V19 0.47642060173160056
#> Attrib V2 -0.046672289592056306
#> Attrib V20 -0.04619352827213634
#> Attrib V21 -0.4546902783908077
#> Attrib V22 -0.721735229235812
#> Attrib V23 -1.0648008066112724
#> Attrib V24 -0.8008743644210019
#> Attrib V25 -0.1054291277786385
#> Attrib V26 -0.17096779849536003
#> Attrib V27 -0.35849840827661666
#> Attrib V28 -1.094681083844189
#> Attrib V29 -0.1484024218855404
#> Attrib V3 -0.35143904802064246
#> Attrib V30 -0.21106022150768536
#> Attrib V31 0.8457121271782211
#> Attrib V32 0.042631344173221127
#> Attrib V33 -0.1273000936579758
#> Attrib V34 0.512154600183414
#> Attrib V35 -0.1757226933385434
#> Attrib V36 0.7376675920973752
#> Attrib V37 0.3547097329630262
#> Attrib V38 0.1288551813686354
#> Attrib V39 0.44633991613269125
#> Attrib V4 -0.9169789561042176
#> Attrib V40 0.4268191913843806
#> Attrib V41 -1.156154916103466
#> Attrib V42 -0.1645723349318882
#> Attrib V43 -0.11253583538148701
#> Attrib V44 -0.5204191406123904
#> Attrib V45 -0.760374245960183
#> Attrib V46 -0.951266972477432
#> Attrib V47 -0.3559281676064186
#> Attrib V48 -0.7784800550050452
#> Attrib V49 -1.2261915656620845
#> Attrib V5 -0.44837970073753625
#> Attrib V50 0.7559545863715212
#> Attrib V51 -0.582866685388851
#> Attrib V52 0.008480818558142776
#> Attrib V53 -0.025145515936692796
#> Attrib V54 -0.44331072843387903
#> Attrib V55 0.6837846471878465
#> Attrib V56 0.8023566725414053
#> Attrib V57 0.7455359662146761
#> Attrib V58 0.12102815201843135
#> Attrib V59 0.30666738266705157
#> Attrib V6 -0.15213176149328447
#> Attrib V60 0.0160344937676275
#> Attrib V7 0.4412301871573895
#> Attrib V8 0.21536227824905857
#> Attrib V9 -1.053455879781275
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.16003300707526147
#> Attrib V1 0.3914663177408279
#> Attrib V10 -0.08970081930988448
#> Attrib V11 -0.07287134131500356
#> Attrib V12 -0.333017966585838
#> Attrib V13 -0.3338334453813433
#> Attrib V14 0.010275093560921813
#> Attrib V15 0.09073233912547007
#> Attrib V16 0.16812567380202104
#> Attrib V17 0.2548851559006692
#> Attrib V18 0.25628647987309483
#> Attrib V19 -0.08059263873993522
#> Attrib V2 9.860925497629596E-4
#> Attrib V20 0.31366437467205105
#> Attrib V21 0.2544673145174026
#> Attrib V22 -0.10581065156454893
#> Attrib V23 -0.15442885899132475
#> Attrib V24 0.061656950525895864
#> Attrib V25 -0.44703857685586434
#> Attrib V26 -0.524977611221048
#> Attrib V27 -0.6264405691533852
#> Attrib V28 -0.3431920551619509
#> Attrib V29 -0.44659463360101886
#> Attrib V3 0.14040941855446878
#> Attrib V30 -0.04201890463051416
#> Attrib V31 -0.6003154535505634
#> Attrib V32 -0.17942320244156298
#> Attrib V33 0.29481062381017353
#> Attrib V34 0.0068068113649723165
#> Attrib V35 -0.008553498545070353
#> Attrib V36 -0.49614399842087964
#> Attrib V37 -0.5306628328636221
#> Attrib V38 0.1342829592628442
#> Attrib V39 0.027247842784854336
#> Attrib V4 0.4350317668492409
#> Attrib V40 -0.1406934089084576
#> Attrib V41 -0.0160662388089291
#> Attrib V42 0.003062044704248693
#> Attrib V43 0.10087203429351234
#> Attrib V44 0.015435604202314619
#> Attrib V45 -0.03193332614085055
#> Attrib V46 -0.08080722138373389
#> Attrib V47 -0.56228806131372
#> Attrib V48 0.057685999718336364
#> Attrib V49 0.2646805487798444
#> Attrib V5 0.12088332145233831
#> Attrib V50 -0.5073715572207171
#> Attrib V51 -0.08032864255975117
#> Attrib V52 -0.37950153916054663
#> Attrib V53 0.3408548395989916
#> Attrib V54 0.7446860670178421
#> Attrib V55 0.25062673569160626
#> Attrib V56 0.20352918581237267
#> Attrib V57 0.11681245404648247
#> Attrib V58 0.4275101520181639
#> Attrib V59 0.6578050230511737
#> Attrib V6 -0.08052259777421371
#> Attrib V60 0.37983384519377195
#> Attrib V7 0.15097186326988535
#> Attrib V8 0.21555058977598968
#> Attrib V9 0.21408088501438274
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.24403533845147618
#> Attrib V1 0.43471604091785454
#> Attrib V10 -0.1355636568947927
#> Attrib V11 -0.026107081142624753
#> Attrib V12 -0.3753792338592299
#> Attrib V13 -0.3800173980175046
#> Attrib V14 -0.10868364151765128
#> Attrib V15 -0.02843504217953582
#> Attrib V16 -0.006815060262299293
#> Attrib V17 0.3458365966958514
#> Attrib V18 0.39207092708549585
#> Attrib V19 -0.08413332311419891
#> Attrib V2 -0.09142930124328064
#> Attrib V20 0.41179784793579965
#> Attrib V21 0.43648589772124113
#> Attrib V22 0.06824232114644842
#> Attrib V23 0.07726214542698935
#> Attrib V24 0.16558640715900752
#> Attrib V25 -0.43580252018888593
#> Attrib V26 -0.47717841093128477
#> Attrib V27 -0.6783080716972074
#> Attrib V28 -0.2173155075116893
#> Attrib V29 -0.5447470424183232
#> Attrib V3 0.2984655020742953
#> Attrib V30 0.10863358569060338
#> Attrib V31 -0.8636152014661068
#> Attrib V32 -0.2555837472341971
#> Attrib V33 0.41056285187784575
#> Attrib V34 -0.07441514264414628
#> Attrib V35 0.006232768630854128
#> Attrib V36 -0.6832599210690542
#> Attrib V37 -0.6815494186930385
#> Attrib V38 0.21541572281865498
#> Attrib V39 0.013141730709991358
#> Attrib V4 0.643403844958224
#> Attrib V40 -0.27127415255634363
#> Attrib V41 0.1464248370170534
#> Attrib V42 0.13046965482607137
#> Attrib V43 0.17399748890151925
#> Attrib V44 0.1209954258181846
#> Attrib V45 0.12548929685182972
#> Attrib V46 -0.09766683796886168
#> Attrib V47 -0.6498468803512085
#> Attrib V48 0.027425921307849734
#> Attrib V49 0.4204200766738284
#> Attrib V5 0.10720885203663069
#> Attrib V50 -0.7836093579611495
#> Attrib V51 -0.13143231276043482
#> Attrib V52 -0.47203244771002506
#> Attrib V53 0.5082871308713836
#> Attrib V54 0.9407489559515513
#> Attrib V55 0.10509446497627496
#> Attrib V56 0.22459556214586252
#> Attrib V57 -0.03080269857864601
#> Attrib V58 0.44907609457055536
#> Attrib V59 0.7937301496407688
#> Attrib V6 -0.12632741380807555
#> Attrib V60 0.3299074341882606
#> Attrib V7 0.1730368333163391
#> Attrib V8 0.3621224256374007
#> Attrib V9 0.3710664911845716
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.4244334722718613
#> Attrib V1 -0.4209712615667358
#> Attrib V10 -0.4698036163947475
#> Attrib V11 -0.5853180168394694
#> Attrib V12 -0.47149563358067337
#> Attrib V13 -0.1207952916725964
#> Attrib V14 0.5357718177699354
#> Attrib V15 0.9108440506669397
#> Attrib V16 0.8017626457157107
#> Attrib V17 0.15365658445331723
#> Attrib V18 -0.31554344038723575
#> Attrib V19 0.4938210010526614
#> Attrib V2 0.022926223212401033
#> Attrib V20 -0.15257397448279136
#> Attrib V21 -0.3408650849227692
#> Attrib V22 -0.278670963102403
#> Attrib V23 -0.4338297369215739
#> Attrib V24 -0.47557533881818403
#> Attrib V25 0.19669197323096788
#> Attrib V26 0.20828273897737745
#> Attrib V27 0.12021344404897648
#> Attrib V28 -0.6307053051424828
#> Attrib V29 -0.028489529594727662
#> Attrib V3 -0.20547988008429102
#> Attrib V30 -0.29363856283508705
#> Attrib V31 0.6949603020545058
#> Attrib V32 0.07747764879212793
#> Attrib V33 -0.3169682256387717
#> Attrib V34 0.2656353422025078
#> Attrib V35 -0.20602971183063468
#> Attrib V36 0.6508866908684352
#> Attrib V37 0.289563715693413
#> Attrib V38 -0.1347754233069787
#> Attrib V39 0.18268282498586114
#> Attrib V4 -0.6887623174686158
#> Attrib V40 0.4222142917041316
#> Attrib V41 -0.6890231955004468
#> Attrib V42 -0.0887616747745411
#> Attrib V43 -0.04609564810042897
#> Attrib V44 -0.35169524136013125
#> Attrib V45 -0.5505184563965762
#> Attrib V46 -0.5239095331446911
#> Attrib V47 0.10911279074217958
#> Attrib V48 -0.42393505266333903
#> Attrib V49 -0.816071459145061
#> Attrib V5 -0.25861893365191746
#> Attrib V50 0.8972090754679499
#> Attrib V51 -0.1834006777091257
#> Attrib V52 0.3815604341309897
#> Attrib V53 -0.0767237856740883
#> Attrib V54 -0.6232116140716588
#> Attrib V55 0.5433125850100127
#> Attrib V56 0.5418069720274994
#> Attrib V57 0.46170599393703743
#> Attrib V58 0.08702659340869906
#> Attrib V59 -0.03587032138114268
#> Attrib V6 0.057280647513075524
#> Attrib V60 -0.07718099449663456
#> Attrib V7 0.25982627275394143
#> Attrib V8 0.040218797014212986
#> Attrib V9 -0.7235725760907777
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.3884729928579659
#> Attrib V1 0.1567406383311655
#> Attrib V10 0.7541621920215663
#> Attrib V11 1.0009058652431175
#> Attrib V12 1.246249043979136
#> Attrib V13 0.586417904044137
#> Attrib V14 -0.5201298832080196
#> Attrib V15 -1.257645420968562
#> Attrib V16 -1.1635809483256292
#> Attrib V17 -0.23765434905885174
#> Attrib V18 0.3943626721915075
#> Attrib V19 -0.6339147592772113
#> Attrib V2 -0.067156290456826
#> Attrib V20 -0.12463878149483423
#> Attrib V21 0.3217165704692907
#> Attrib V22 0.49289395827354143
#> Attrib V23 0.7796414813218602
#> Attrib V24 0.6683045509486044
#> Attrib V25 0.1303835213948652
#> Attrib V26 0.24922182994634343
#> Attrib V27 0.4608337370119663
#> Attrib V28 1.0271055038765666
#> Attrib V29 0.09275084309918333
#> Attrib V3 0.2969218861909424
#> Attrib V30 0.05902436203195149
#> Attrib V31 -0.6721653446284696
#> Attrib V32 0.06645215546222137
#> Attrib V33 0.06229258657179236
#> Attrib V34 -0.3822082184234231
#> Attrib V35 0.3229218856417627
#> Attrib V36 -0.6043817655455836
#> Attrib V37 -0.22976292127748857
#> Attrib V38 -0.2230122984546869
#> Attrib V39 -0.4488003220787727
#> Attrib V4 0.8781937270576095
#> Attrib V40 -0.438462578880197
#> Attrib V41 1.0680616729786883
#> Attrib V42 -0.02138893026476375
#> Attrib V43 0.005055930213258561
#> Attrib V44 0.39507073101805396
#> Attrib V45 0.5943549853212078
#> Attrib V46 0.8767251916344773
#> Attrib V47 0.37198120919768213
#> Attrib V48 0.8566385079768937
#> Attrib V49 1.1571699206343864
#> Attrib V5 0.4389563243698046
#> Attrib V50 -0.6581087950204673
#> Attrib V51 0.6562286718286473
#> Attrib V52 0.04559121724594713
#> Attrib V53 0.028637169512681804
#> Attrib V54 0.3729518578684418
#> Attrib V55 -0.6685020813820365
#> Attrib V56 -0.7725079511454761
#> Attrib V57 -0.47000195266306927
#> Attrib V58 -0.09134061459511639
#> Attrib V59 0.026303837362213686
#> Attrib V6 0.027086330466902637
#> Attrib V60 0.3507674218932482
#> Attrib V7 -0.5405419415537955
#> Attrib V8 -0.5357641613208769
#> Attrib V9 0.8786887978431028
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.3488244863348229
#> Attrib V1 -0.16376948523853116
#> Attrib V10 -0.15025384333820385
#> Attrib V11 -0.320719662692759
#> Attrib V12 -0.23060347511861473
#> Attrib V13 -0.0700984816483941
#> Attrib V14 0.24656962495638704
#> Attrib V15 0.33859592686473233
#> Attrib V16 0.3543188116019066
#> Attrib V17 0.08345061391204793
#> Attrib V18 -0.1585966927942863
#> Attrib V19 0.31111527044547155
#> Attrib V2 0.07606468073469637
#> Attrib V20 -9.871904068257265E-4
#> Attrib V21 -0.049851100936020375
#> Attrib V22 0.026692235669490916
#> Attrib V23 -0.06536312326601776
#> Attrib V24 -0.16952176824591506
#> Attrib V25 0.18081487905659696
#> Attrib V26 0.1278738339231348
#> Attrib V27 0.16667169876951782
#> Attrib V28 -0.2286124400159234
#> Attrib V29 0.05044608469781621
#> Attrib V3 -0.07800930554359727
#> Attrib V30 -0.13542156842609882
#> Attrib V31 0.3317994889498861
#> Attrib V32 0.005686543670729363
#> Attrib V33 -0.10273808784888525
#> Attrib V34 0.12263512515927676
#> Attrib V35 -0.010908862001841818
#> Attrib V36 0.44934678741629436
#> Attrib V37 0.3752154880946841
#> Attrib V38 -0.0967337889704372
#> Attrib V39 0.048692789435131875
#> Attrib V4 -0.2975027647004634
#> Attrib V40 0.19673810421078594
#> Attrib V41 -0.25451407456064845
#> Attrib V42 0.0268204559279237
#> Attrib V43 -0.07029556048732866
#> Attrib V44 -0.15874653079815518
#> Attrib V45 -0.2677702044927443
#> Attrib V46 -0.2647206741808764
#> Attrib V47 0.10073085356061282
#> Attrib V48 -0.14008998811300968
#> Attrib V49 -0.39686675847681946
#> Attrib V5 -0.08955942888335533
#> Attrib V50 0.47033612683227577
#> Attrib V51 -0.0562976255077985
#> Attrib V52 0.16869349062018282
#> Attrib V53 -0.10641086726312718
#> Attrib V54 -0.3519516554711535
#> Attrib V55 0.05608767596070458
#> Attrib V56 0.2048829676682172
#> Attrib V57 0.18421111645750982
#> Attrib V58 -0.08436166509205804
#> Attrib V59 -0.10696498633857593
#> Attrib V6 0.1575593361568197
#> Attrib V60 0.02651351329936513
#> Attrib V7 0.10574821478510607
#> Attrib V8 -0.013194993610941615
#> Attrib V9 -0.32445891747895406
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.47409914055107333
#> Attrib V1 0.6617942573222515
#> Attrib V10 0.9672994442998504
#> Attrib V11 1.061608056332311
#> Attrib V12 0.932422258652623
#> Attrib V13 0.4073911668179932
#> Attrib V14 -0.685307651026413
#> Attrib V15 -1.0962226773653108
#> Attrib V16 -1.1055316122257874
#> Attrib V17 -0.3964284088116409
#> Attrib V18 0.1609612501566716
#> Attrib V19 -0.8108481276698827
#> Attrib V2 0.05503333428327115
#> Attrib V20 -0.03554739467278164
#> Attrib V21 0.4813346674078872
#> Attrib V22 0.30834050266107604
#> Attrib V23 0.38038904370707777
#> Attrib V24 0.4155802626743851
#> Attrib V25 -0.1503386690800928
#> Attrib V26 0.06106066071418073
#> Attrib V27 0.0723232679987116
#> Attrib V28 0.8508787986648169
#> Attrib V29 0.09357014600582918
#> Attrib V3 0.18257704078629974
#> Attrib V30 0.2403916585524911
#> Attrib V31 -0.7622420097023758
#> Attrib V32 0.04905837446990308
#> Attrib V33 0.2740346677276151
#> Attrib V34 -0.22925949659430034
#> Attrib V35 0.4391865336811894
#> Attrib V36 -0.4889318990174456
#> Attrib V37 -0.08322556273776673
#> Attrib V38 0.044260408952997224
#> Attrib V39 -0.3074745643680048
#> Attrib V4 0.8394274749198656
#> Attrib V40 -0.5736719590716515
#> Attrib V41 0.7779066300367146
#> Attrib V42 -0.24803090415643136
#> Attrib V43 -0.2400328026828988
#> Attrib V44 0.25702293176328156
#> Attrib V45 0.7127764702687883
#> Attrib V46 0.8431632255901422
#> Attrib V47 0.21721288628249116
#> Attrib V48 0.730337021859599
#> Attrib V49 0.9284301848666687
#> Attrib V5 0.27990315372654134
#> Attrib V50 -0.8034704035624303
#> Attrib V51 0.5192573173152244
#> Attrib V52 -0.20525016733485982
#> Attrib V53 -0.2193384573667635
#> Attrib V54 0.4125572535073221
#> Attrib V55 -0.5448153675445788
#> Attrib V56 -0.9861220572251926
#> Attrib V57 -0.58949592522415
#> Attrib V58 -0.09587353147327654
#> Attrib V59 -0.012586966243534505
#> Attrib V6 -0.003115646201994881
#> Attrib V60 0.30572796335595137
#> Attrib V7 -0.33939397575995195
#> Attrib V8 -0.22689797854647042
#> Attrib V9 1.0965339480725529
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.2616642026235193
#> Attrib V1 -0.10395178637811794
#> Attrib V10 -0.8760549412834449
#> Attrib V11 -1.061132136321429
#> Attrib V12 -1.3258753695325347
#> Attrib V13 -0.6924529737863261
#> Attrib V14 0.561810880212527
#> Attrib V15 1.440487377486205
#> Attrib V16 1.3183218438703799
#> Attrib V17 0.19970945736598855
#> Attrib V18 -0.48666818559025055
#> Attrib V19 0.4919222553363371
#> Attrib V2 -0.02850681121992982
#> Attrib V20 0.038430008492169154
#> Attrib V21 -0.40184604138858826
#> Attrib V22 -0.6486210795005322
#> Attrib V23 -1.037240931010427
#> Attrib V24 -0.8313705381454165
#> Attrib V25 -0.27344252518606726
#> Attrib V26 -0.30044029907909126
#> Attrib V27 -0.4558902984047612
#> Attrib V28 -1.1046864856100065
#> Attrib V29 -0.12107686466436023
#> Attrib V3 -0.31465821709868685
#> Attrib V30 -0.11834569262160646
#> Attrib V31 0.7130630946174806
#> Attrib V32 0.07682203285718261
#> Attrib V33 -0.07871700266467008
#> Attrib V34 0.4880939682462433
#> Attrib V35 -0.2436077742816366
#> Attrib V36 0.6522458920254175
#> Attrib V37 0.20919962188872962
#> Attrib V38 0.227237283298094
#> Attrib V39 0.4704482390660206
#> Attrib V4 -0.9160026089789448
#> Attrib V40 0.32808301556023045
#> Attrib V41 -1.227437087885688
#> Attrib V42 -0.053980217032719394
#> Attrib V43 -0.07289675867683897
#> Attrib V44 -0.4606920669957844
#> Attrib V45 -0.6345240885855353
#> Attrib V46 -0.9763857214694618
#> Attrib V47 -0.4913025393823646
#> Attrib V48 -0.8885041561507389
#> Attrib V49 -1.2145968484348129
#> Attrib V5 -0.5469372719516643
#> Attrib V50 0.6573235378463634
#> Attrib V51 -0.7259255797527896
#> Attrib V52 -0.05329138415081363
#> Attrib V53 -0.05991130234813291
#> Attrib V54 -0.3465034306640952
#> Attrib V55 0.7120675365931761
#> Attrib V56 0.8404031778551599
#> Attrib V57 0.5904910568016866
#> Attrib V58 0.2209373668343325
#> Attrib V59 0.2057700832380453
#> Attrib V6 -0.14844991169381241
#> Attrib V60 -0.27024828826123637
#> Attrib V7 0.4898889798546446
#> Attrib V8 0.48283701587109423
#> Attrib V9 -0.9632664931562156
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.21053325650073543
#> Attrib V1 0.24879843831732396
#> Attrib V10 0.03220391635886539
#> Attrib V11 0.21316304078705797
#> Attrib V12 -0.07133113032473827
#> Attrib V13 -0.16397802583360177
#> Attrib V14 -0.1588045341101832
#> Attrib V15 -0.2505977365476641
#> Attrib V16 -0.22077603419301192
#> Attrib V17 0.17945250394339912
#> Attrib V18 0.3652183291459028
#> Attrib V19 -0.2091636440186863
#> Attrib V2 -0.13479200937988772
#> Attrib V20 0.3730597387750856
#> Attrib V21 0.4824481466763725
#> Attrib V22 0.23911739108050417
#> Attrib V23 0.2152826336241553
#> Attrib V24 0.3568151026377907
#> Attrib V25 -0.18170906938872877
#> Attrib V26 -0.29453931051311455
#> Attrib V27 -0.4065090100640876
#> Attrib V28 0.03326751947628631
#> Attrib V29 -0.3086173969124921
#> Attrib V3 0.25306130187582354
#> Attrib V30 0.14474587519456686
#> Attrib V31 -0.7024717238973518
#> Attrib V32 -0.10927022521170872
#> Attrib V33 0.3633391061314091
#> Attrib V34 -0.11358108569129757
#> Attrib V35 0.02626450170212048
#> Attrib V36 -0.6336920571149257
#> Attrib V37 -0.5677377785972426
#> Attrib V38 0.17356868856415006
#> Attrib V39 -0.0614578976184728
#> Attrib V4 0.5668668182963464
#> Attrib V40 -0.269480229567241
#> Attrib V41 0.29888115396821313
#> Attrib V42 0.0688645432225119
#> Attrib V43 0.16805954290049427
#> Attrib V44 0.11440344308211056
#> Attrib V45 0.19922401550577568
#> Attrib V46 0.04296639131451746
#> Attrib V47 -0.479229038012357
#> Attrib V48 0.12794340452189953
#> Attrib V49 0.45727147494896797
#> Attrib V5 0.08771418953315535
#> Attrib V50 -0.7241988952786067
#> Attrib V51 0.02466271348824582
#> Attrib V52 -0.3710552948419357
#> Attrib V53 0.30500281826269604
#> Attrib V54 0.704464818067645
#> Attrib V55 0.03342187589309731
#> Attrib V56 0.061328086921830144
#> Attrib V57 -0.1754648984555063
#> Attrib V58 0.2888304059737091
#> Attrib V59 0.4987858615006524
#> Attrib V6 -0.14928049588939135
#> Attrib V60 0.2216671844575947
#> Attrib V7 -0.022540841827739185
#> Attrib V8 0.22486244794534424
#> Attrib V9 0.454703600438041
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.23125668123999996
#> Attrib V1 -0.06311600981097219
#> Attrib V10 -0.030955695171684013
#> Attrib V11 -0.1615367370038638
#> Attrib V12 -0.11934165326776636
#> Attrib V13 0.007768311416576723
#> Attrib V14 0.1168771324074931
#> Attrib V15 0.2451123242385451
#> Attrib V16 0.2926686935736928
#> Attrib V17 0.1648073449789484
#> Attrib V18 0.0021242781273805383
#> Attrib V19 0.14472941860592484
#> Attrib V2 0.07680202980177257
#> Attrib V20 -0.06081218680374196
#> Attrib V21 -0.03150184261754212
#> Attrib V22 0.0293496526266965
#> Attrib V23 -0.035529123029292016
#> Attrib V24 -0.13877744751994833
#> Attrib V25 0.11698736216286182
#> Attrib V26 0.11542951143742412
#> Attrib V27 0.06622893946863481
#> Attrib V28 -0.1161112570850814
#> Attrib V29 -0.015516329954322432
#> Attrib V3 -0.02575623717345335
#> Attrib V30 -0.0231011481522175
#> Attrib V31 0.3055910963142731
#> Attrib V32 0.043499703223553156
#> Attrib V33 -0.048632783571395444
#> Attrib V34 0.11031186566623158
#> Attrib V35 0.07118072041460918
#> Attrib V36 0.287601910465232
#> Attrib V37 0.30801888389353554
#> Attrib V38 -0.06515727389722162
#> Attrib V39 0.07797092954147548
#> Attrib V4 -0.13869457953786826
#> Attrib V40 0.21175039266935117
#> Attrib V41 -0.01839535233871524
#> Attrib V42 0.12002790327544884
#> Attrib V43 -0.022008678709719984
#> Attrib V44 -0.09282103460310018
#> Attrib V45 -0.12836475356067154
#> Attrib V46 -0.10761420553592368
#> Attrib V47 0.08188733173605131
#> Attrib V48 -0.060605666102378546
#> Attrib V49 -0.22274630521172403
#> Attrib V5 -0.030376126388701415
#> Attrib V50 0.25050171526080756
#> Attrib V51 -0.03568682319740848
#> Attrib V52 0.11108869091922437
#> Attrib V53 -0.05067259074951255
#> Attrib V54 -0.19088052808379294
#> Attrib V55 0.01131024037800834
#> Attrib V56 0.1652336834515335
#> Attrib V57 0.09936495898028774
#> Attrib V58 -0.009720093267012618
#> Attrib V59 -0.03556022041456703
#> Attrib V6 0.12827797573825084
#> Attrib V60 0.008819252166354076
#> Attrib V7 0.03791340339868322
#> Attrib V8 -0.005637290307496858
#> Attrib V9 -0.17767390207979314
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.23223216941990207
#> Attrib V1 0.4594535011409265
#> Attrib V10 -0.12859456483009374
#> Attrib V11 -0.06805666222042057
#> Attrib V12 -0.5337189670284195
#> Attrib V13 -0.4229114854465633
#> Attrib V14 -0.08663113300304061
#> Attrib V15 0.05462919124339887
#> Attrib V16 0.07833865923692784
#> Attrib V17 0.3404582215126064
#> Attrib V18 0.3756859909828724
#> Attrib V19 -0.07970568044595722
#> Attrib V2 0.006960156689873894
#> Attrib V20 0.4912798815029475
#> Attrib V21 0.40839207808150885
#> Attrib V22 0.026354231858268906
#> Attrib V23 0.0068233290940987856
#> Attrib V24 0.1703838057324151
#> Attrib V25 -0.5506339696446735
#> Attrib V26 -0.5751008764309147
#> Attrib V27 -0.7589624836314206
#> Attrib V28 -0.3109440626481934
#> Attrib V29 -0.6070375682033093
#> Attrib V3 0.2396040421425718
#> Attrib V30 0.06050107367944717
#> Attrib V31 -0.8601729680926584
#> Attrib V32 -0.2817168861985604
#> Attrib V33 0.46818780758733497
#> Attrib V34 0.0032450190516968534
#> Attrib V35 -0.013446883487349653
#> Attrib V36 -0.7468592537399901
#> Attrib V37 -0.7445226311610309
#> Attrib V38 0.2724540310467788
#> Attrib V39 0.03698091283668898
#> Attrib V4 0.6045691338881712
#> Attrib V40 -0.20740541377195681
#> Attrib V41 0.10928963714599255
#> Attrib V42 0.14182195937266978
#> Attrib V43 0.15968243993465828
#> Attrib V44 0.1460922919248625
#> Attrib V45 0.07268020949733711
#> Attrib V46 -0.11909089032431364
#> Attrib V47 -0.7230555171753292
#> Attrib V48 0.04257744488948175
#> Attrib V49 0.39421849238761375
#> Attrib V5 0.09635372082804489
#> Attrib V50 -0.792263525764772
#> Attrib V51 -0.15729042105204646
#> Attrib V52 -0.5404452307851346
#> Attrib V53 0.5273134800819175
#> Attrib V54 1.0245108352892733
#> Attrib V55 0.15617125137534527
#> Attrib V56 0.19356820779522027
#> Attrib V57 0.024557235326792243
#> Attrib V58 0.4578972225445712
#> Attrib V59 0.8008418072892375
#> Attrib V6 -0.10460303936411032
#> Attrib V60 0.3657111425799309
#> Attrib V7 0.21971656063193537
#> Attrib V8 0.43453554353538293
#> Attrib V9 0.3909116922810266
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold 1.3676503129318374E-4
#> Attrib V1 0.2415724155910912
#> Attrib V10 -0.07999665230464556
#> Attrib V11 -0.003916878519457926
#> Attrib V12 -0.17376613315199854
#> Attrib V13 -0.2005825973131575
#> Attrib V14 0.06036425366681516
#> Attrib V15 0.07651567576093006
#> Attrib V16 0.08448438812743883
#> Attrib V17 0.1461272176635617
#> Attrib V18 0.27422627318339443
#> Attrib V19 -0.06305036988791834
#> Attrib V2 -0.014459578176956821
#> Attrib V20 0.23654431392042238
#> Attrib V21 0.20468725095182252
#> Attrib V22 -0.04934036126138699
#> Attrib V23 -0.0019163420854675292
#> Attrib V24 0.015154593685127846
#> Attrib V25 -0.337160433292231
#> Attrib V26 -0.3367186017145714
#> Attrib V27 -0.373473882310702
#> Attrib V28 -0.11899240371186195
#> Attrib V29 -0.26483563430968526
#> Attrib V3 0.19014461493842147
#> Attrib V30 0.024541676279268596
#> Attrib V31 -0.47255079389301113
#> Attrib V32 -0.1492376920164164
#> Attrib V33 0.22532214276590562
#> Attrib V34 -0.004979400818711469
#> Attrib V35 0.010068441034674478
#> Attrib V36 -0.27666814678898194
#> Attrib V37 -0.3244033952291902
#> Attrib V38 0.08862032794989941
#> Attrib V39 0.04302857639800258
#> Attrib V4 0.33916277680384116
#> Attrib V40 -0.1524470042915884
#> Attrib V41 -0.010653445139244244
#> Attrib V42 0.016874796374773838
#> Attrib V43 0.001259782868496415
#> Attrib V44 0.0654505983925126
#> Attrib V45 0.0783695875580335
#> Attrib V46 -0.033606234266603946
#> Attrib V47 -0.34294007264141696
#> Attrib V48 -0.021011283501660778
#> Attrib V49 0.23216746952436285
#> Attrib V5 0.11740349870542797
#> Attrib V50 -0.34962007777356835
#> Attrib V51 -0.0551827334355198
#> Attrib V52 -0.1822487749581862
#> Attrib V53 0.24997907599236194
#> Attrib V54 0.399143452613018
#> Attrib V55 0.14613020996611897
#> Attrib V56 0.09615933070334608
#> Attrib V57 0.034617708457986
#> Attrib V58 0.32172139941054045
#> Attrib V59 0.38373625922563837
#> Attrib V6 -0.04153257195705894
#> Attrib V60 0.2209536290059264
#> Attrib V7 0.061457718447765576
#> Attrib V8 0.20737877174879027
#> Attrib V9 0.20776101870609306
#> 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
#> 0.2318841