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 -0.06147361535081564
#> Node 2 1.8730417927432788
#> Node 3 1.2707847281175246
#> Node 4 0.6916217352015298
#> Node 5 -3.1555869728678014
#> Node 6 1.109323009639087
#> Node 7 2.1423684787558077
#> Node 8 1.2958050446948715
#> Node 9 3.280290019061024
#> Node 10 -1.4790670884154566
#> Node 11 1.0258953986337616
#> Node 12 1.2163447226895452
#> Node 13 0.8690078122983554
#> Node 14 1.0909288168506444
#> Node 15 -2.8871115750947673
#> Node 16 -0.17480551503508415
#> Node 17 0.3821401219177999
#> Node 18 -0.050333417646159104
#> Node 19 1.8325801330650777
#> Node 20 1.976945970313253
#> Node 21 -2.5940171204584233
#> Node 22 1.0252599549630468
#> Node 23 2.178072910554774
#> Node 24 -0.9596994099699835
#> Node 25 4.061131160254451
#> Node 26 -0.01555207927458401
#> Node 27 1.7141227902723624
#> Node 28 -2.1103495331810462
#> Node 29 1.0449630931330909
#> Node 30 -0.7766254200580353
#> Node 31 1.2465233871095505
#> Node 32 0.19399001236303562
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.06544081950580367
#> Node 2 -1.9165578980954063
#> Node 3 -1.2674430500196479
#> Node 4 -0.6506739733019993
#> Node 5 3.153823070489092
#> Node 6 -1.1061113201109332
#> Node 7 -2.117564224980061
#> Node 8 -1.3123991918025597
#> Node 9 -3.2705427678615178
#> Node 10 1.4181807244484348
#> Node 11 -0.9867506515868839
#> Node 12 -1.2866719343661752
#> Node 13 -0.8300784669540553
#> Node 14 -1.0303199266375018
#> Node 15 2.863608084836217
#> Node 16 0.1607345276111976
#> Node 17 -0.34742222474695245
#> Node 18 0.0944287139350463
#> Node 19 -1.8111326411413766
#> Node 20 -1.954830956742391
#> Node 21 2.6443769285181378
#> Node 22 -1.0923475634050017
#> Node 23 -2.245273809749284
#> Node 24 0.9527169661962064
#> Node 25 -4.043007726749162
#> Node 26 -0.06455986119352145
#> Node 27 -1.7389649959278644
#> Node 28 2.0748636761772485
#> Node 29 -1.0693235033705282
#> Node 30 0.8525404635032299
#> Node 31 -1.2126898654390013
#> Node 32 -0.21291367497458955
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.3528632913247643
#> Attrib V1 -0.09796652581781425
#> Attrib V10 0.6093775489833453
#> Attrib V11 0.44500396530652186
#> Attrib V12 0.9680972428310698
#> Attrib V13 0.054169847649320695
#> Attrib V14 -0.16788254562612992
#> Attrib V15 0.07533216183050215
#> Attrib V16 -0.25534925104496725
#> Attrib V17 -0.6100706095825357
#> Attrib V18 -0.25829496892671244
#> Attrib V19 0.3778408909348646
#> Attrib V2 0.04753818916796375
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#> Attrib V22 0.21498518187335322
#> Attrib V23 0.02747083048506207
#> Attrib V24 0.6667927622070013
#> Attrib V25 0.11629092739587202
#> Attrib V26 0.15543474315738615
#> Attrib V27 0.7265572007284575
#> Attrib V28 0.8282783277560474
#> Attrib V29 0.6796963970651109
#> Attrib V3 0.30092057356931873
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#> Attrib V7 -0.4807401824257354
#> Attrib V8 -0.5367129940126584
#> Attrib V9 0.5771461956816248
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.15717504063198015
#> Attrib V1 -0.14992092484892852
#> Attrib V10 0.19348709565089026
#> Attrib V11 0.0026081779516261977
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#> Attrib V4 0.3045206168768529
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#> Attrib V42 -0.05371968382444134
#> Attrib V43 0.22408353578606996
#> Attrib V44 0.5379601353331005
#> Attrib V45 0.414525219455453
#> Attrib V46 0.3742302262037059
#> Attrib V47 -0.03068423608222281
#> Attrib V48 -0.10939173466568679
#> Attrib V49 0.3358125366148345
#> Attrib V5 0.21225478621400912
#> Attrib V50 -0.8232813139934967
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#> Attrib V52 0.10838965254829118
#> Attrib V53 0.36374288177065095
#> Attrib V54 0.3121063287482396
#> Attrib V55 -0.22245304312232705
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#> Attrib V57 0.10698332227300694
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#> Attrib V59 0.3332611202707281
#> Attrib V6 -0.32870931877664283
#> Attrib V60 -0.005902418603291329
#> Attrib V7 -0.21186307399096094
#> Attrib V8 -0.14639721845225456
#> Attrib V9 0.3462653146319816
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.011368482455368565
#> Attrib V1 -0.08808742863191767
#> Attrib V10 0.0667493217294065
#> Attrib V11 0.01387693536268026
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#> Attrib V15 0.10628949888470961
#> Attrib V16 -0.07364320609131998
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#> Attrib V25 -0.11543510825607535
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#> Attrib V27 -0.04918201404250022
#> Attrib V28 0.06645729075687677
#> Attrib V29 0.1480832185571528
#> Attrib V3 0.09710655657320102
#> Attrib V30 0.05119099958408877
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#> Attrib V40 -0.07973391645042488
#> Attrib V41 0.06420646234944531
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#> Attrib V5 0.18669316213730247
#> Attrib V50 -0.3852422465064599
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#> Attrib V55 -0.09922660431027473
#> Attrib V56 -1.922220415538971E-4
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#> Attrib V6 -0.14282153819826213
#> Attrib V60 0.04049443198432625
#> Attrib V7 -0.12471447303266307
#> Attrib V8 -0.1536133656811674
#> Attrib V9 0.21865583961252263
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.147309931431615
#> Attrib V1 0.2335857549277671
#> Attrib V10 0.09800976716962252
#> Attrib V11 0.4639066388272124
#> Attrib V12 0.0748251723707754
#> Attrib V13 0.6609112109153
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#> Attrib V8 -0.18691885093652236
#> Attrib V9 -0.5634398929820004
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.09135389668445625
#> Attrib V1 -0.03370177022826164
#> Attrib V10 0.06420274606082209
#> Attrib V11 -0.0787584894355609
#> Attrib V12 0.18535690814891678
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#> Attrib V7 -0.01196638464832701
#> Attrib V8 -0.016040132597370717
#> Attrib V9 0.3604023719196985
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.2666396328722688
#> Attrib V1 0.031190652247208864
#> Attrib V10 0.823969801642946
#> Attrib V11 0.7655601592972722
#> Attrib V12 1.1516369768662265
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#> Attrib V34 0.23136191318334082
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#> Attrib V38 0.1389402240221113
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#> Attrib V42 -0.11892386806516253
#> Attrib V43 0.12580102967474546
#> Attrib V44 0.23726092016754718
#> Attrib V45 0.40069677699837514
#> Attrib V46 0.773278807794836
#> Attrib V47 0.3720424440197397
#> Attrib V48 0.11584010836152231
#> Attrib V49 0.6389766206078777
#> Attrib V5 0.6769358773947991
#> Attrib V50 -0.7286155716603873
#> Attrib V51 0.019488194576253844
#> Attrib V52 0.7759546388294926
#> Attrib V53 0.928156311684769
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#> Attrib V57 -0.2668955880486344
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#> Attrib V6 -0.10597211924897519
#> Attrib V60 0.4434851665189737
#> Attrib V7 -0.4831475823443099
#> Attrib V8 -0.6055893609131977
#> Attrib V9 0.7680501065477576
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.21609086374281145
#> Attrib V1 -0.08395977125989706
#> Attrib V10 0.3800415129055117
#> Attrib V11 0.34142563448940044
#> Attrib V12 0.6634798033112222
#> Attrib V13 0.04493529635391615
#> Attrib V14 -0.17484720648000784
#> Attrib V15 0.010591888470337384
#> Attrib V16 -0.13613443864174662
#> Attrib V17 -0.4733898219434554
#> Attrib V18 -0.3389182028790852
#> Attrib V19 0.10651307263939892
#> Attrib V2 0.08185882959235696
#> Attrib V20 -0.2797955003314511
#> Attrib V21 -0.13939440397031347
#> Attrib V22 -0.05003116071128845
#> Attrib V23 -0.18418371086432317
#> Attrib V24 0.33994404590812843
#> Attrib V25 0.05845711819137628
#> Attrib V26 0.14925970349411613
#> Attrib V27 0.5361443106096127
#> Attrib V28 0.5589943405341116
#> Attrib V29 0.44708024080093506
#> Attrib V3 0.18826262194680407
#> Attrib V30 0.18812979279689743
#> Attrib V31 -0.2316815703872492
#> Attrib V32 0.26983906664128865
#> Attrib V33 -0.06458635435211743
#> Attrib V34 0.14570588179246421
#> Attrib V35 0.11977761061093557
#> Attrib V36 -0.5444402701696105
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#> Attrib V38 0.1811861889535145
#> Attrib V39 0.21466877515480692
#> Attrib V4 0.1824723249338311
#> Attrib V40 0.009699889813833325
#> Attrib V41 0.37120601447420376
#> Attrib V42 -0.14156052211523668
#> Attrib V43 0.1327503176198016
#> Attrib V44 0.3111652490158189
#> Attrib V45 0.32111888341397476
#> Attrib V46 0.4834625920691523
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#> Attrib V48 0.1673659640861777
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#> Attrib V5 0.39393825983412156
#> Attrib V50 -0.6619964594884414
#> Attrib V51 -0.13452427421730967
#> Attrib V52 0.38195465835568687
#> Attrib V53 0.6476128610529124
#> Attrib V54 0.09407678872997857
#> Attrib V55 -0.22811506129212647
#> Attrib V56 -0.1965701380744095
#> Attrib V57 0.01781352554437826
#> Attrib V58 -0.08963865829021077
#> Attrib V59 0.31388927711378145
#> Attrib V6 -0.15278354553547768
#> Attrib V60 0.277799834822551
#> Attrib V7 -0.332799659038685
#> Attrib V8 -0.34473226801472706
#> Attrib V9 0.4098442546594215
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.1721796607486485
#> Attrib V1 0.07583652514072356
#> Attrib V10 1.3876735400098499
#> Attrib V11 1.1331046138379228
#> Attrib V12 1.6949976205923154
#> Attrib V13 0.5594496301024231
#> Attrib V14 -0.3179493618623502
#> Attrib V15 -0.03273732937111658
#> Attrib V16 -0.4486990439490304
#> Attrib V17 -0.9000833884131977
#> Attrib V18 -0.43189008872041645
#> Attrib V19 0.4171911095313291
#> Attrib V2 0.40144994976525655
#> Attrib V20 -0.25826761535162024
#> Attrib V21 0.003395789004654154
#> Attrib V22 0.4681395203366071
#> Attrib V23 0.45721731728016624
#> Attrib V24 1.0806622923337625
#> Attrib V25 0.6974901895193009
#> Attrib V26 1.0362675219879103
#> Attrib V27 1.5053969657145172
#> Attrib V28 1.3045729771011292
#> Attrib V29 0.9068034485199652
#> Attrib V3 0.4964089879533379
#> Attrib V30 0.12772850391745175
#> Attrib V31 -0.4825711637334681
#> Attrib V32 0.47260748426456645
#> Attrib V33 -0.30659213008020425
#> Attrib V34 0.3156148404896529
#> Attrib V35 0.4965060003962412
#> Attrib V36 -0.9747985812531416
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#> Attrib V38 0.050255172050476485
#> Attrib V39 0.41085287853610997
#> Attrib V4 -0.06130173968382704
#> Attrib V40 0.25450740438703845
#> Attrib V41 1.1522248727945834
#> Attrib V42 -0.23152172218834782
#> Attrib V43 0.16990868454091793
#> Attrib V44 0.1467071993496943
#> Attrib V45 0.4664762221104694
#> Attrib V46 0.9553469273631418
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#> Attrib V48 0.11812883417578776
#> Attrib V49 0.9216453088213389
#> Attrib V5 0.8811126631186441
#> Attrib V50 -0.8304771000832398
#> Attrib V51 0.22063371153770686
#> Attrib V52 1.2697057111060837
#> Attrib V53 1.4649410305357564
#> Attrib V54 -0.28482353699577306
#> Attrib V55 -0.6337833874216936
#> Attrib V56 -0.38350174886993105
#> Attrib V57 -0.515751036546469
#> Attrib V58 -0.24461304029957054
#> Attrib V59 0.10971359778183
#> Attrib V6 -0.011089198890054906
#> Attrib V60 0.4195017151878837
#> Attrib V7 -0.6082386338433049
#> Attrib V8 -0.7136610676873788
#> Attrib V9 1.111747025125193
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.25777843905513576
#> Attrib V1 0.19075354422550284
#> Attrib V10 -0.25211330339329724
#> Attrib V11 -0.09984631496148529
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#> Attrib V13 0.1806102372788155
#> Attrib V14 0.23599754339660836
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#> Attrib V16 0.1792814634026457
#> Attrib V17 0.5247930952689025
#> Attrib V18 0.49115919444167505
#> Attrib V19 -0.16175288017017306
#> Attrib V2 0.16264061015424344
#> Attrib V20 -0.13682236018305804
#> Attrib V21 -0.20987319300990015
#> Attrib V22 -0.2538444221581706
#> Attrib V23 -0.04735796224570916
#> Attrib V24 -0.4979785341574555
#> Attrib V25 0.31522384083391825
#> Attrib V26 0.5691446772259069
#> Attrib V27 0.2981092860192448
#> Attrib V28 0.13651644967826906
#> Attrib V29 -0.2967001242650322
#> Attrib V3 -0.16354978877985776
#> Attrib V30 -0.0047698238122243055
#> Attrib V31 0.8227806560984323
#> Attrib V32 -0.12842022297342875
#> Attrib V33 0.20592129025015313
#> Attrib V34 -0.046765610468120326
#> Attrib V35 0.19653216901947937
#> Attrib V36 1.037364985743236
#> Attrib V37 0.606921834347974
#> Attrib V38 -0.20528074913221858
#> Attrib V39 -0.19041054005044944
#> Attrib V4 -0.3073098986339843
#> Attrib V40 0.3745130084749964
#> Attrib V41 -0.21003130640002443
#> Attrib V42 0.10912202459389715
#> Attrib V43 -0.13607334127437964
#> Attrib V44 -0.32278438115027547
#> Attrib V45 -0.37060892479095675
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#> Attrib V48 0.08806877805225362
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#> Attrib V5 -0.33132316046481697
#> Attrib V50 1.0774676892042805
#> Attrib V51 0.16267132786491145
#> Attrib V52 -0.3529023646584014
#> Attrib V53 -0.43144099316153944
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#> Attrib V55 0.3104203470538598
#> Attrib V56 0.1706540576978362
#> Attrib V57 0.0024453379105327726
#> Attrib V58 0.010249659164933617
#> Attrib V59 -0.30661322326774476
#> Attrib V6 0.23301002836777224
#> Attrib V60 0.06055906780257324
#> Attrib V7 0.22707267065680292
#> Attrib V8 0.14623561688599895
#> Attrib V9 -0.5290438478576213
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.17944472909844472
#> Attrib V1 -0.13865375868213964
#> Attrib V10 0.11423334821060907
#> Attrib V11 0.08801315516522011
#> Attrib V12 0.42248338202453045
#> Attrib V13 -0.13252785004195344
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#> Attrib V15 0.06638312325335775
#> Attrib V16 -0.08790045988182695
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#> Attrib V18 -0.10938212215260754
#> Attrib V19 0.17855325210725856
#> Attrib V2 -0.13453821492395424
#> Attrib V20 0.07656653852821534
#> Attrib V21 0.1059291827753475
#> Attrib V22 0.054131649031623034
#> Attrib V23 -0.10969859321166002
#> Attrib V24 0.28142788233038535
#> Attrib V25 -0.06259048383173076
#> Attrib V26 -0.25297658041853816
#> Attrib V27 0.05183513899906872
#> Attrib V28 0.11242933377904411
#> Attrib V29 0.1637655965669273
#> Attrib V3 0.025471371323335917
#> Attrib V30 0.07348823895834354
#> Attrib V31 -0.4956857401407117
#> Attrib V32 0.055972129654775125
#> Attrib V33 -0.15418367218398446
#> Attrib V34 0.05292088227407229
#> Attrib V35 0.032258149295479155
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#> Attrib V38 0.3418346374054115
#> Attrib V39 0.206113249473031
#> Attrib V4 0.22103354466070024
#> Attrib V40 -0.1911693318716639
#> Attrib V41 0.06654734609948688
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#> Attrib V43 0.2060236090994789
#> Attrib V44 0.4994140222997797
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#> Attrib V47 0.005876544904034589
#> Attrib V48 0.04178783376970781
#> Attrib V49 0.2945101326997891
#> Attrib V5 0.26907612264339315
#> Attrib V50 -0.6208830748949864
#> Attrib V51 -0.19049662153338298
#> Attrib V52 0.08618375033285088
#> Attrib V53 0.37219561364857323
#> Attrib V54 0.27469008468053735
#> Attrib V55 -0.19043358412139677
#> Attrib V56 -0.09584694742564596
#> Attrib V57 0.07879885223543676
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#> Attrib V59 0.22642777145429605
#> Attrib V6 -0.18022957807644152
#> Attrib V60 0.029607902593050545
#> Attrib V7 -0.22645896349489023
#> Attrib V8 -0.16480114064489862
#> Attrib V9 0.28133157290316446
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.30079337786982624
#> Attrib V1 -0.17302930972553238
#> Attrib V10 0.16739503970713582
#> Attrib V11 0.1874042415096377
#> Attrib V12 0.5040959783521283
#> Attrib V13 -0.07612481694730343
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#> Attrib V15 0.09150264368744905
#> Attrib V16 -0.11048656514025289
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#> Attrib V18 -0.22343124370314876
#> Attrib V19 0.26523425572479375
#> Attrib V2 -0.015973564433845077
#> Attrib V20 -0.03906064621432732
#> Attrib V21 0.083741960115479
#> Attrib V22 0.1288596669740127
#> Attrib V23 -0.10281547584149676
#> Attrib V24 0.3647691167315762
#> Attrib V25 -0.07629609280167272
#> Attrib V26 -0.15133149394370898
#> Attrib V27 0.26465945277860686
#> Attrib V28 0.28400365667993566
#> Attrib V29 0.38776338395659704
#> Attrib V3 0.08811156807339411
#> Attrib V30 0.11140926152428764
#> Attrib V31 -0.566034620912144
#> Attrib V32 0.10836995421017992
#> Attrib V33 -0.14061659157394166
#> Attrib V34 0.06486870291951047
#> Attrib V35 0.025923995949842855
#> Attrib V36 -0.6947733921240504
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#> Attrib V38 0.3015098990604441
#> Attrib V39 0.20644264577099258
#> Attrib V4 0.2742773450423477
#> Attrib V40 -0.09793333524277684
#> Attrib V41 0.27299161371762515
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#> Attrib V43 0.3034551552607896
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#> Attrib V48 0.06836022637752237
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#> Attrib V5 0.32844036366151713
#> Attrib V50 -0.8063427521674829
#> Attrib V51 -0.2753430836043682
#> Attrib V52 0.24433923416582384
#> Attrib V53 0.5991433721492058
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#> Attrib V55 -0.2889876655369048
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#> Attrib V57 0.05780151446767093
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#> Attrib V59 0.3648737531594332
#> Attrib V6 -0.3002977467079149
#> Attrib V60 0.08487031321939707
#> Attrib V7 -0.28123023132428815
#> Attrib V8 -0.2631558304266481
#> Attrib V9 0.3670421310229511
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.02648501490893364
#> Attrib V1 -0.05257968411326118
#> Attrib V10 0.04706844230469669
#> Attrib V11 -0.0545148153437499
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#> Attrib V15 0.11150799984003129
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#> Attrib V19 0.19266418632939147
#> Attrib V2 -0.08398281350393219
#> Attrib V20 0.19432030397546107
#> Attrib V21 0.23945986610603884
#> Attrib V22 0.14074005726981656
#> Attrib V23 0.015131376100398945
#> Attrib V24 0.22438052373484843
#> Attrib V25 -0.1319391846660181
#> Attrib V26 -0.3983884759611634
#> Attrib V27 -0.19979439754655096
#> Attrib V28 -0.20380493845323788
#> Attrib V29 0.06493390377942197
#> Attrib V3 0.08723258824601089
#> Attrib V30 0.019906815203021008
#> Attrib V31 -0.4800818885350581
#> Attrib V32 0.08442490363075565
#> Attrib V33 -0.05136849651093871
#> Attrib V34 0.039997010407117214
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#> Attrib V38 0.21586510201947506
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#> Attrib V4 0.2151406208197668
#> Attrib V40 -0.1420351922060485
#> Attrib V41 0.08584733722445208
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#> Attrib V43 0.05564061445029928
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#> Attrib V52 -0.01905060967914707
#> Attrib V53 0.2439505379836809
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#> Attrib V57 0.11595728126790428
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#> Attrib V6 -0.1080698786408872
#> Attrib V60 0.09622275236137567
#> Attrib V7 -0.01140624479192114
#> Attrib V8 -0.13815618670912402
#> Attrib V9 0.23852845185092794
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.10851812451211883
#> Attrib V1 -0.04469973901696122
#> Attrib V10 0.06494347603750315
#> Attrib V11 0.035470330652133224
#> Attrib V12 0.3013435391498309
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#> Attrib V22 0.15128899973830645
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#> Attrib V28 -0.2562153119640361
#> Attrib V29 -0.01818994196910724
#> Attrib V3 -0.021102763742284446
#> Attrib V30 0.015436787077414133
#> Attrib V31 -0.521688876789366
#> Attrib V32 0.03775079601094028
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#> Attrib V38 0.25965392275548144
#> Attrib V39 0.185185004860181
#> Attrib V4 0.2644927127088118
#> Attrib V40 -0.22759508526207803
#> Attrib V41 0.032182955897207044
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#> Attrib V43 0.16253920469870645
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#> Attrib V48 0.006319655947006773
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#> Attrib V5 0.14583415272315314
#> Attrib V50 -0.6048838378266537
#> Attrib V51 -0.2749377194479204
#> Attrib V52 0.010015882820342383
#> Attrib V53 0.2859945213165425
#> Attrib V54 0.33580552706059014
#> Attrib V55 -0.1217721159224264
#> Attrib V56 -0.02700448337733121
#> Attrib V57 0.1825164978413454
#> Attrib V58 -0.002777573996824163
#> Attrib V59 0.3149724330292278
#> Attrib V6 -0.23031476831052436
#> Attrib V60 0.08497428251991683
#> Attrib V7 -0.11205541990606008
#> Attrib V8 -0.1636504446164943
#> Attrib V9 0.2558958927762922
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.1028351694412919
#> Attrib V1 0.1803807971367847
#> Attrib V10 0.09544849251838669
#> Attrib V11 0.38293147172347075
#> Attrib V12 0.1862485840808036
#> Attrib V13 0.618320080779812
#> Attrib V14 -0.05971381013183198
#> Attrib V15 -0.3823588005083293
#> Attrib V16 -0.035316925999001186
#> Attrib V17 0.24808551069749044
#> Attrib V18 0.13574289377631968
#> Attrib V19 -0.393938723732109
#> Attrib V2 0.5104687955573983
#> Attrib V20 -0.602787317998907
#> Attrib V21 -0.8258471137515787
#> Attrib V22 -0.3408629843800758
#> Attrib V23 0.1733116707334896
#> Attrib V24 -0.34015724396062597
#> Attrib V25 0.6002071532186857
#> Attrib V26 1.1939851645226656
#> Attrib V27 0.9469629103912003
#> Attrib V28 0.7470247532965982
#> Attrib V29 -0.08098265910476646
#> Attrib V3 0.0021732892455165066
#> Attrib V30 -0.07343087869944992
#> Attrib V31 1.4428185741081454
#> Attrib V32 0.19812823999530924
#> Attrib V33 0.19981249308740331
#> Attrib V34 0.3769662879177492
#> Attrib V35 0.6461754966995327
#> Attrib V36 1.2271615280626809
#> Attrib V37 0.927548694226953
#> Attrib V38 -0.8055943374490738
#> Attrib V39 -0.4619730317722483
#> Attrib V4 -0.9789968239726297
#> Attrib V40 0.5142690488774926
#> Attrib V41 0.030826017178895604
#> Attrib V42 -0.20161902667855164
#> Attrib V43 -0.6400248138400356
#> Attrib V44 -1.2950076089027316
#> Attrib V45 -0.7890948458213404
#> Attrib V46 -0.5700239280566508
#> Attrib V47 0.03466038460530106
#> Attrib V48 -0.0959003494465783
#> Attrib V49 -0.6959000476187258
#> Attrib V5 -0.30653816433531045
#> Attrib V50 1.122737880893282
#> Attrib V51 0.596500656945959
#> Attrib V52 0.2746849740743031
#> Attrib V53 -0.3424324272302673
#> Attrib V54 -0.6943161347704001
#> Attrib V55 0.3842623749745586
#> Attrib V56 -0.06688598079347743
#> Attrib V57 -0.6101438709058867
#> Attrib V58 -0.0971024887566314
#> Attrib V59 -0.7854037915938457
#> Attrib V6 0.29260919910354616
#> Attrib V60 -0.01047532487323244
#> Attrib V7 -0.2424003868885214
#> Attrib V8 -0.18056239332085652
#> Attrib V9 -0.4915199062060002
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.1749059168686235
#> Attrib V1 0.06918259865136875
#> Attrib V10 0.03959680412402183
#> Attrib V11 -0.011960144039307714
#> Attrib V12 -0.05807863614830825
#> Attrib V13 0.07125884827493813
#> Attrib V14 0.01708347784798244
#> Attrib V15 -0.008663444924810427
#> Attrib V16 0.06014053835440186
#> Attrib V17 0.07326956433561539
#> Attrib V18 0.060407335855033724
#> Attrib V19 -0.035358272070235085
#> Attrib V2 0.03065396303428908
#> Attrib V20 -0.08125731800641367
#> Attrib V21 -0.09273664171436186
#> Attrib V22 -0.06973840947055303
#> Attrib V23 -0.038383365293933464
#> Attrib V24 -0.0381709250673646
#> Attrib V25 0.006072762191777015
#> Attrib V26 -0.028891876455401647
#> Attrib V27 -0.04974007095792036
#> Attrib V28 -0.0027652933777134224
#> Attrib V29 -0.04379119999267629
#> Attrib V3 0.05999199641469491
#> Attrib V30 -0.041619079518884085
#> Attrib V31 0.03487022375889806
#> Attrib V32 0.04947373540005724
#> Attrib V33 0.06706674271315498
#> Attrib V34 0.0843874818619937
#> Attrib V35 0.07310596626877695
#> Attrib V36 0.13716563165105322
#> Attrib V37 0.15336936444564855
#> Attrib V38 0.03931298641722113
#> Attrib V39 0.04167268148744435
#> Attrib V4 0.020109593582413047
#> Attrib V40 0.09193658407412894
#> Attrib V41 0.09671677420416543
#> Attrib V42 0.1315109460481591
#> Attrib V43 0.006137129673919866
#> Attrib V44 -0.08398128315595284
#> Attrib V45 -0.014960630513971509
#> Attrib V46 0.012810281511519998
#> Attrib V47 0.039645297407553404
#> Attrib V48 0.005220495255944394
#> Attrib V49 -0.023300055834798154
#> Attrib V5 0.028147071646488935
#> Attrib V50 0.20243541380880725
#> Attrib V51 0.14444738765349743
#> Attrib V52 0.06722738460686645
#> Attrib V53 0.05839445020983289
#> Attrib V54 -0.010297485381366125
#> Attrib V55 0.1029867525688456
#> Attrib V56 0.0942463565904284
#> Attrib V57 0.06542225552821014
#> Attrib V58 0.10732403812247318
#> Attrib V59 -0.018229048100060746
#> Attrib V6 0.09210644385494554
#> Attrib V60 0.1034689952853007
#> Attrib V7 0.07580130617918718
#> Attrib V8 0.039191249454720224
#> Attrib V9 0.036050127385087186
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.03918380933703931
#> Attrib V1 0.04666357001178777
#> Attrib V10 0.08637295488282325
#> Attrib V11 0.042915622876053834
#> Attrib V12 0.08356673572078722
#> Attrib V13 -0.05083865509581133
#> Attrib V14 -0.009003663118323716
#> Attrib V15 0.10098156518161862
#> Attrib V16 -0.018374765243257398
#> Attrib V17 -0.08258385765690923
#> Attrib V18 -0.0639613315315143
#> Attrib V19 0.07037369042621996
#> Attrib V2 0.05688526717706297
#> Attrib V20 -0.017054948818397662
#> Attrib V21 -0.007469324915144592
#> Attrib V22 0.012497463210821846
#> Attrib V23 -0.11407198197615918
#> Attrib V24 0.06490891011882367
#> Attrib V25 -0.10481513921978126
#> Attrib V26 -0.18066616954954776
#> Attrib V27 -0.0653698261568392
#> Attrib V28 -0.041228532861338804
#> Attrib V29 -0.005561970097095939
#> Attrib V3 0.04215499012171671
#> Attrib V30 0.0461578672199932
#> Attrib V31 -0.07839083490975844
#> Attrib V32 0.0398763016619482
#> Attrib V33 0.03802076953134717
#> Attrib V34 -0.006005714078773501
#> Attrib V35 0.015089022595373331
#> Attrib V36 -0.21977705047866078
#> Attrib V37 -0.13670133167190185
#> Attrib V38 0.15833848656061478
#> Attrib V39 0.1468748047371826
#> Attrib V4 0.12078448468229955
#> Attrib V40 -0.07262250011096691
#> Attrib V41 0.046212603135154934
#> Attrib V42 -0.045861651019525385
#> Attrib V43 0.06873990418803051
#> Attrib V44 0.1511533400788977
#> Attrib V45 0.1606413120033243
#> Attrib V46 0.057533444417726815
#> Attrib V47 -0.06876663304275552
#> Attrib V48 0.0718533743955702
#> Attrib V49 0.09905961213930162
#> Attrib V5 0.10829685039497412
#> Attrib V50 -0.17480579624334697
#> Attrib V51 -0.043576277848712916
#> Attrib V52 0.01602733889214806
#> Attrib V53 0.1216738863039074
#> Attrib V54 0.08513106221794843
#> Attrib V55 0.04841904160841876
#> Attrib V56 0.06736066555665614
#> Attrib V57 0.1480457749760578
#> Attrib V58 0.011468345187769896
#> Attrib V59 0.1296740501041484
#> Attrib V6 0.0016311379825201353
#> Attrib V60 0.11763872710462497
#> Attrib V7 -0.045935583307091576
#> Attrib V8 0.02605573352900105
#> Attrib V9 0.1449330874377907
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.19918007003239538
#> Attrib V1 0.07656611967972521
#> Attrib V10 0.044980137643642226
#> Attrib V11 0.0042140564799862616
#> Attrib V12 -0.03961374720908219
#> Attrib V13 0.03130421565671758
#> Attrib V14 0.04775306923428894
#> Attrib V15 -0.012765832809668438
#> Attrib V16 2.945582605375549E-5
#> Attrib V17 -0.03296538998846416
#> Attrib V18 0.038516764024215305
#> Attrib V19 -0.08664733800411918
#> Attrib V2 0.0763714544976525
#> Attrib V20 -0.030970738618434045
#> Attrib V21 -0.022736504366596525
#> Attrib V22 -0.06507052751151039
#> Attrib V23 -0.021185324008001973
#> Attrib V24 -0.06599978424846271
#> Attrib V25 -0.00616315480578726
#> Attrib V26 -0.007625902972174139
#> Attrib V27 -0.01899302543599086
#> Attrib V28 -0.022162824838456215
#> Attrib V29 -0.03371473551395759
#> Attrib V3 0.10170535306398311
#> Attrib V30 -0.040856540641002324
#> Attrib V31 0.00946366898704486
#> Attrib V32 0.03160578992510102
#> Attrib V33 0.06519756901763457
#> Attrib V34 0.07719306717653993
#> Attrib V35 0.041575784599847905
#> Attrib V36 0.14245784347398172
#> Attrib V37 0.06328705337805014
#> Attrib V38 0.03207973968107966
#> Attrib V39 0.09385777184209308
#> Attrib V4 0.01044317689015419
#> Attrib V40 0.06839552865880942
#> Attrib V41 0.027000471169694115
#> Attrib V42 0.06828677197573038
#> Attrib V43 0.021759998966426643
#> Attrib V44 0.0275449889552578
#> Attrib V45 -0.033371781271150515
#> Attrib V46 -0.009323340611415555
#> Attrib V47 0.06356544233202824
#> Attrib V48 0.03650498376815158
#> Attrib V49 0.0620033496241299
#> Attrib V5 0.048527807985546664
#> Attrib V50 0.06379777049834616
#> Attrib V51 0.12503250331562105
#> Attrib V52 0.026884066662754048
#> Attrib V53 0.05122823982211437
#> Attrib V54 0.0012888565374454212
#> Attrib V55 0.10552177006834448
#> Attrib V56 0.11456968745360133
#> Attrib V57 0.01728288645945083
#> Attrib V58 0.07076276902136142
#> Attrib V59 0.08015983073662014
#> Attrib V6 0.039964660190458384
#> Attrib V60 0.1431137728002987
#> Attrib V7 0.10208171528698358
#> Attrib V8 0.09885629865154309
#> Attrib V9 0.040648924683949865
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.30108822096015225
#> Attrib V1 -0.06875192952387948
#> Attrib V10 0.5550064782570325
#> Attrib V11 0.5021801774314372
#> Attrib V12 1.0864806601368142
#> Attrib V13 0.1486161472156113
#> Attrib V14 -0.1551678837855472
#> Attrib V15 0.07720875481771387
#> Attrib V16 -0.3159695932264679
#> Attrib V17 -0.6875782851980292
#> Attrib V18 -0.4326810501186895
#> Attrib V19 0.19173783206212833
#> Attrib V2 0.20443824048739653
#> Attrib V20 -0.3270372558372365
#> Attrib V21 -0.1906974535837882
#> Attrib V22 0.09365843056386648
#> Attrib V23 -0.13013845844058597
#> Attrib V24 0.5073427757920211
#> Attrib V25 0.20245588336609707
#> Attrib V26 0.29709432748177433
#> Attrib V27 0.8001921304936487
#> Attrib V28 0.7840477317054196
#> Attrib V29 0.5493490741445075
#> Attrib V3 0.26204933245809703
#> Attrib V30 0.12857997803573126
#> Attrib V31 -0.35190148078081745
#> Attrib V32 0.29000464559901085
#> Attrib V33 -0.1608924379784053
#> Attrib V34 0.21051904594302817
#> Attrib V35 0.3253663394386441
#> Attrib V36 -0.6932838266206233
#> Attrib V37 -0.2877438897259414
#> Attrib V38 0.1695512744427595
#> Attrib V39 0.2730530543050467
#> Attrib V4 0.2018265048209165
#> Attrib V40 0.07821198821641562
#> Attrib V41 0.5774643256015772
#> Attrib V42 -0.1039485972799439
#> Attrib V43 0.1401775074176266
#> Attrib V44 0.26321600126955513
#> Attrib V45 0.45786696545058453
#> Attrib V46 0.6861497819337132
#> Attrib V47 0.20556205323294602
#> Attrib V48 0.12313240522031975
#> Attrib V49 0.6553856458476074
#> Attrib V5 0.5957316678786871
#> Attrib V50 -0.8457001856446562
#> Attrib V51 -0.14420328312225678
#> Attrib V52 0.6009313577728833
#> Attrib V53 0.8565892326194451
#> Attrib V54 0.13969773056998896
#> Attrib V55 -0.28000842443279034
#> Attrib V56 -0.3064080661369481
#> Attrib V57 -0.19348291193743336
#> Attrib V58 -0.07367843315362757
#> Attrib V59 0.321889136125989
#> Attrib V6 -0.19890077192195516
#> Attrib V60 0.36045656102213647
#> Attrib V7 -0.4679016698225979
#> Attrib V8 -0.5476433260373328
#> Attrib V9 0.5261965152446538
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.30200182920725316
#> Attrib V1 0.003438961315320266
#> Attrib V10 0.7255295411464945
#> Attrib V11 0.5642452019256214
#> Attrib V12 1.0830121837255864
#> Attrib V13 0.1487195098000816
#> Attrib V14 -0.19309227248731467
#> Attrib V15 0.017592352510488497
#> Attrib V16 -0.352618301130409
#> Attrib V17 -0.6780600640791599
#> Attrib V18 -0.3321307386881773
#> Attrib V19 0.31576188970326263
#> Attrib V2 0.14074147899644895
#> Attrib V20 -0.21468157731747597
#> Attrib V21 -0.03441333818863397
#> Attrib V22 0.23494387497598457
#> Attrib V23 0.0878026504779797
#> Attrib V24 0.6436023924395933
#> Attrib V25 0.2684855062861449
#> Attrib V26 0.46691498984821206
#> Attrib V27 0.9553693870655217
#> Attrib V28 0.8390441780860487
#> Attrib V29 0.7043884483723674
#> Attrib V3 0.23942861728818454
#> Attrib V30 0.27126396032682043
#> Attrib V31 -0.31647799425340856
#> Attrib V32 0.25518739929043427
#> Attrib V33 -0.29211243239500556
#> Attrib V34 0.11944516083919501
#> Attrib V35 0.2786230004614224
#> Attrib V36 -0.707161349037949
#> Attrib V37 -0.192969226473351
#> Attrib V38 0.21108242366574098
#> Attrib V39 0.2702767225230544
#> Attrib V4 0.13614886246487595
#> Attrib V40 0.06463991154033147
#> Attrib V41 0.6781173781144062
#> Attrib V42 -0.14499405042267166
#> Attrib V43 0.27310650679070536
#> Attrib V44 0.39430855495007394
#> Attrib V45 0.3869201789831438
#> Attrib V46 0.6527331691556245
#> Attrib V47 0.27112589352019884
#> Attrib V48 0.1414405116797234
#> Attrib V49 0.6370494507223396
#> Attrib V5 0.7260551116234361
#> Attrib V50 -0.8069084427061918
#> Attrib V51 0.05362171649916358
#> Attrib V52 0.7242966485686717
#> Attrib V53 0.9335198708532951
#> Attrib V54 0.08198749316404343
#> Attrib V55 -0.4094371365245288
#> Attrib V56 -0.24527074997063922
#> Attrib V57 -0.2711520636157139
#> Attrib V58 -0.1429890540630415
#> Attrib V59 0.34845635534982355
#> Attrib V6 -0.12749931255765004
#> Attrib V60 0.3954529350751096
#> Attrib V7 -0.4466540965326971
#> Attrib V8 -0.6224288078846741
#> Attrib V9 0.6568828955086967
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.027293601527831356
#> Attrib V1 0.19348974633563487
#> Attrib V10 0.047316215704365214
#> Attrib V11 0.3248543288506774
#> Attrib V12 0.10435110231829531
#> Attrib V13 0.5451631715778542
#> Attrib V14 -0.03213347634244637
#> Attrib V15 -0.3823701099948399
#> Attrib V16 -0.024982091919444418
#> Attrib V17 0.25783868876168015
#> Attrib V18 0.15532113665190792
#> Attrib V19 -0.4345308484575333
#> Attrib V2 0.4551152596827315
#> Attrib V20 -0.5627875142167769
#> Attrib V21 -0.7005483572735786
#> Attrib V22 -0.4006813081885416
#> Attrib V23 0.1137956021137078
#> Attrib V24 -0.3567048977109976
#> Attrib V25 0.5510645890923829
#> Attrib V26 1.0745032140680182
#> Attrib V27 0.8918123421906465
#> Attrib V28 0.677582870884198
#> Attrib V29 -0.07965798015971648
#> Attrib V3 -0.046715609094539784
#> Attrib V30 -0.044592509649300824
#> Attrib V31 1.3897192341482427
#> Attrib V32 0.1479877597779789
#> Attrib V33 0.1758346088328326
#> Attrib V34 0.30806070884585607
#> Attrib V35 0.5821484097829088
#> Attrib V36 1.1441433625410207
#> Attrib V37 0.8741801748326227
#> Attrib V38 -0.7729366139141283
#> Attrib V39 -0.4300020337126598
#> Attrib V4 -0.8570492994346902
#> Attrib V40 0.5141127478476167
#> Attrib V41 0.05048388291925305
#> Attrib V42 -0.20429818189383828
#> Attrib V43 -0.571314191802171
#> Attrib V44 -1.1654840653571905
#> Attrib V45 -0.8031673647045298
#> Attrib V46 -0.5939190773831831
#> Attrib V47 -0.0017948910670236703
#> Attrib V48 -0.051705505718758704
#> Attrib V49 -0.6729713811701797
#> Attrib V5 -0.27504567402274005
#> Attrib V50 1.0369412392956074
#> Attrib V51 0.5334818134272866
#> Attrib V52 0.28544389520850294
#> Attrib V53 -0.33680863780473824
#> Attrib V54 -0.6057395689775074
#> Attrib V55 0.3321666731898852
#> Attrib V56 -0.08465112500606503
#> Attrib V57 -0.4753522118675541
#> Attrib V58 -0.079882102218446
#> Attrib V59 -0.6730222341337956
#> Attrib V6 0.2727613168671149
#> Attrib V60 0.06098809328635757
#> Attrib V7 -0.1535508164957228
#> Attrib V8 -0.20889716922691776
#> Attrib V9 -0.463674471158406
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold -0.02082209068102131
#> Attrib V1 0.017835588766072507
#> Attrib V10 -0.004008591126892635
#> Attrib V11 -0.1191437684628071
#> Attrib V12 0.07579215453756886
#> Attrib V13 -0.19133186848851935
#> Attrib V14 0.01810029586167697
#> Attrib V15 0.14585322470836343
#> Attrib V16 0.10433705519215218
#> Attrib V17 -0.056563837066969776
#> Attrib V18 -0.0029878768159371924
#> Attrib V19 0.21368514317336762
#> Attrib V2 -0.08052731076688945
#> Attrib V20 0.24649421989562595
#> Attrib V21 0.2703944006441877
#> Attrib V22 0.11654126677409503
#> Attrib V23 -0.13341451280022662
#> Attrib V24 0.1927901524864595
#> Attrib V25 -0.25918126719938717
#> Attrib V26 -0.5565863970740482
#> Attrib V27 -0.47128049110720355
#> Attrib V28 -0.46315616269331017
#> Attrib V29 -0.06779264139396483
#> Attrib V3 -0.011445820943187022
#> Attrib V30 -0.028940617605095448
#> Attrib V31 -0.43809768438980123
#> Attrib V32 0.02071462458508328
#> Attrib V33 -0.09052576637494543
#> Attrib V34 -0.08024570699080705
#> Attrib V35 -0.18789016005568007
#> Attrib V36 -0.5260747184078803
#> Attrib V37 -0.3408370789778575
#> Attrib V38 0.23830327043473665
#> Attrib V39 0.13073561086246693
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#> Attrib V41 -0.04834128145059881
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#> Attrib V43 0.21399357344292239
#> Attrib V44 0.393363670873137
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#> Attrib V48 0.02838753110515623
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#> Attrib V5 0.13672613171951487
#> Attrib V50 -0.46893719437207826
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#> Attrib V6 -0.12064146548638278
#> Attrib V60 0.12542493617894973
#> Attrib V7 0.03308649129655406
#> Attrib V8 -0.07292381940937977
#> Attrib V9 0.24450118694471362
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.05394491226323863
#> Attrib V1 -0.11963251108925227
#> Attrib V10 -0.08343808357374276
#> Attrib V11 -0.2946863041872885
#> Attrib V12 -0.034745459907205796
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#> Attrib V14 0.029337004794586407
#> Attrib V15 0.32655766914828055
#> Attrib V16 -0.004149160705549912
#> Attrib V17 -0.14454232995880922
#> Attrib V18 -0.06301542296743431
#> Attrib V19 0.3821528414707658
#> Attrib V2 -0.41247379539934415
#> Attrib V20 0.45482565383995743
#> Attrib V21 0.6261637687100873
#> Attrib V22 0.34483933605690076
#> Attrib V23 -0.10943268316862528
#> Attrib V24 0.28180209035628473
#> Attrib V25 -0.42871607045571075
#> Attrib V26 -0.8173428426832093
#> Attrib V27 -0.7324016738676679
#> Attrib V28 -0.6119554894536033
#> Attrib V29 0.054914495428540995
#> Attrib V3 -0.046300782182100104
#> Attrib V30 0.07189766976809005
#> Attrib V31 -1.190590902117921
#> Attrib V32 -0.19052074813720887
#> Attrib V33 -0.2094672152494428
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#> Attrib V35 -0.35034295649193287
#> Attrib V36 -0.8171945164154106
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#> Attrib V38 0.688665794524651
#> Attrib V39 0.32612417299760404
#> Attrib V4 0.7478453754566075
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#> Attrib V42 0.03582736468981055
#> Attrib V43 0.538238848679508
#> Attrib V44 1.0689882723302175
#> Attrib V45 0.7384506816390038
#> Attrib V46 0.4331026488197371
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#> Attrib V50 -0.8723747763985722
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#> Attrib V53 0.3335015331975188
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#> Attrib V56 0.10807233780961277
#> Attrib V57 0.45253682537475676
#> Attrib V58 0.01874387872752302
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#> Attrib V6 -0.27016923786052544
#> Attrib V60 0.06412286938951951
#> Attrib V7 0.1877958543067105
#> Attrib V8 0.0894514699940653
#> Attrib V9 0.3880081425082061
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.1412463603890985
#> Attrib V1 0.09691451114294623
#> Attrib V10 -0.2025172598659767
#> Attrib V11 -0.11907407895590452
#> Attrib V12 -0.34063312653502203
#> Attrib V13 0.04818634104868375
#> Attrib V14 0.12553203174631708
#> Attrib V15 -0.09953352823290681
#> Attrib V16 0.06553447993979884
#> Attrib V17 0.37364728022059984
#> Attrib V18 0.2287144894360101
#> Attrib V19 -0.18263051137959488
#> Attrib V2 0.06682047913472607
#> Attrib V20 -0.09667739365645009
#> Attrib V21 -0.17276911287724395
#> Attrib V22 -0.22440070507980675
#> Attrib V23 0.029553856518060178
#> Attrib V24 -0.3128730722837805
#> Attrib V25 0.20117444250908728
#> Attrib V26 0.3955640351532774
#> Attrib V27 0.13535550718543632
#> Attrib V28 0.10197042898310259
#> Attrib V29 -0.18790776861974073
#> Attrib V3 -0.11224005980550437
#> Attrib V30 -0.0408420159107384
#> Attrib V31 0.45465012275359756
#> Attrib V32 -0.06313262949820753
#> Attrib V33 0.07550787298976912
#> Attrib V34 -0.04716271189984254
#> Attrib V35 0.11871854727851372
#> Attrib V36 0.7258424554730057
#> Attrib V37 0.3587394683517932
#> Attrib V38 -0.1812581766327842
#> Attrib V39 -0.16387396360188963
#> Attrib V4 -0.16470237768392368
#> Attrib V40 0.2636808314860661
#> Attrib V41 -0.11759745705620898
#> Attrib V42 0.11209040931054069
#> Attrib V43 -0.02588053424076455
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#> Attrib V45 -0.35870989950875093
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#> Attrib V48 0.00468416704536548
#> Attrib V49 -0.3156571376592686
#> Attrib V5 -0.2837106871326149
#> Attrib V50 0.7423419405142031
#> Attrib V51 0.17069459157927283
#> Attrib V52 -0.13234690565056012
#> Attrib V53 -0.3471396792300067
#> Attrib V54 -0.13678123799966654
#> Attrib V55 0.22777085120819276
#> Attrib V56 0.18644234131758888
#> Attrib V57 0.07465847342634051
#> Attrib V58 0.05839081877304504
#> Attrib V59 -0.1555620938035843
#> Attrib V6 0.16054849263802354
#> Attrib V60 0.040040650366486887
#> Attrib V7 0.16601377531578884
#> Attrib V8 0.16253232027479841
#> Attrib V9 -0.30363380957886826
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.2559227637820535
#> Attrib V1 0.09615089056264907
#> Attrib V10 1.5560216545116474
#> Attrib V11 1.335771749440738
#> Attrib V12 1.9653666417544
#> Attrib V13 0.5827989663203789
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#> Attrib V15 -0.07306634022656874
#> Attrib V16 -0.5300877817836869
#> Attrib V17 -1.028761828621053
#> Attrib V18 -0.4318671829608693
#> Attrib V19 0.5803792415468055
#> Attrib V2 0.47371951263316403
#> Attrib V20 -0.2283585815731918
#> Attrib V21 0.028975312090111605
#> Attrib V22 0.62011057755321
#> Attrib V23 0.6667968886780594
#> Attrib V24 1.2924766643016898
#> Attrib V25 0.7952659555834911
#> Attrib V26 1.224303198736491
#> Attrib V27 1.732380415798951
#> Attrib V28 1.5592633481719096
#> Attrib V29 1.0976377181080155
#> Attrib V3 0.6240712531119383
#> Attrib V30 0.09388517558907493
#> Attrib V31 -0.6717691749685859
#> Attrib V32 0.503274525107893
#> Attrib V33 -0.40506066970570487
#> Attrib V34 0.3215989699455878
#> Attrib V35 0.5808898169024779
#> Attrib V36 -1.1854429637098938
#> Attrib V37 -0.3055351164885468
#> Attrib V38 0.014584376583916555
#> Attrib V39 0.5201899289391635
#> Attrib V4 -0.0952255435821914
#> Attrib V40 0.3250974376133443
#> Attrib V41 1.415783416274856
#> Attrib V42 -0.15718496680343957
#> Attrib V43 0.15254769988902886
#> Attrib V44 0.22085151271640768
#> Attrib V45 0.539052838114975
#> Attrib V46 1.041649868156826
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#> Attrib V48 0.20318957495392848
#> Attrib V49 1.1608463666283828
#> Attrib V5 1.048679489849833
#> Attrib V50 -0.9381853145222344
#> Attrib V51 0.26030468475143353
#> Attrib V52 1.5908749095714032
#> Attrib V53 1.7077714147003167
#> Attrib V54 -0.38750213256010446
#> Attrib V55 -0.7903597525900643
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#> Attrib V57 -0.5888029073788748
#> Attrib V58 -0.27819792599052445
#> Attrib V59 0.13167076732162775
#> Attrib V6 -0.02382937552882872
#> Attrib V60 0.4712365985678503
#> Attrib V7 -0.7189277072178655
#> Attrib V8 -0.8569879563467514
#> Attrib V9 1.2813816750765166
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.18871858209181827
#> Attrib V1 0.08392807977352892
#> Attrib V10 0.02654174767082268
#> Attrib V11 -0.01524454156077626
#> Attrib V12 0.03996750608786803
#> Attrib V13 0.022606533091803525
#> Attrib V14 0.09430497940340696
#> Attrib V15 0.014024159699631238
#> Attrib V16 -0.005023621830748822
#> Attrib V17 0.014797289564274252
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#> Attrib V19 0.02988689164062274
#> Attrib V2 0.07642598859295055
#> Attrib V20 -0.026258575683943765
#> Attrib V21 -0.024932956099409893
#> Attrib V22 -0.06094707840246681
#> Attrib V23 -0.04581527168921594
#> Attrib V24 -0.04287363760743607
#> Attrib V25 -0.0281956095206178
#> Attrib V26 -0.07516031836172955
#> Attrib V27 -0.011394966027955726
#> Attrib V28 0.01861836090226706
#> Attrib V29 0.014600859595076733
#> Attrib V3 0.029986300677857146
#> Attrib V30 -0.0038109251158104885
#> Attrib V31 -0.03962517314961672
#> Attrib V32 0.01080066350517063
#> Attrib V33 0.06990587125839785
#> Attrib V34 0.020964744892901482
#> Attrib V35 0.08668813058116022
#> Attrib V36 0.06242402248229087
#> Attrib V37 0.08228316792734491
#> Attrib V38 0.047937824917352004
#> Attrib V39 0.0928709328969408
#> Attrib V4 0.10003143564486291
#> Attrib V40 0.048570528120310034
#> Attrib V41 0.04236012845403096
#> Attrib V42 0.06361987816815087
#> Attrib V43 0.036208917627112265
#> Attrib V44 0.031145107013926535
#> Attrib V45 0.03889540950737893
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#> Attrib V47 -0.002744046693111399
#> Attrib V48 0.0794010688973077
#> Attrib V49 0.05273948248500529
#> Attrib V5 0.02853899707477852
#> Attrib V50 0.06385661788840515
#> Attrib V51 0.030284080164198753
#> Attrib V52 0.02019697503651641
#> Attrib V53 0.059233439125105015
#> Attrib V54 0.04804388708846391
#> Attrib V55 0.0760455510180645
#> Attrib V56 0.11053394900796193
#> Attrib V57 0.10873549946486695
#> Attrib V58 0.0808645148584602
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#> Attrib V6 0.0905816909349031
#> Attrib V60 0.17138755435223135
#> Attrib V7 0.029892129684006133
#> Attrib V8 0.07179051520975867
#> Attrib V9 0.04428424031473497
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.3937636930357808
#> Attrib V1 -0.0352847068423412
#> Attrib V10 0.5527593612504618
#> Attrib V11 0.48831800942835135
#> Attrib V12 0.9850145526875135
#> Attrib V13 0.10412631568301141
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#> Attrib V15 0.030194976042483102
#> Attrib V16 -0.28251378658147364
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#> Attrib V18 -0.2847114290278012
#> Attrib V19 0.23105613221106505
#> Attrib V2 0.0958285955135582
#> Attrib V20 -0.2697140627599574
#> Attrib V21 -0.06109226121230236
#> Attrib V22 0.11370365925666659
#> Attrib V23 -0.1171582736939958
#> Attrib V24 0.542033860698515
#> Attrib V25 0.12934197859741628
#> Attrib V26 0.2785709446762861
#> Attrib V27 0.7124524531739949
#> Attrib V28 0.6721055229322157
#> Attrib V29 0.5622667984662248
#> Attrib V3 0.2195825010539234
#> Attrib V30 0.17731343773218597
#> Attrib V31 -0.4163501604655832
#> Attrib V32 0.22376618004795462
#> Attrib V33 -0.2827932343024906
#> Attrib V34 0.1459464412636525
#> Attrib V35 0.2221165229575268
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#> Attrib V38 0.2698255446046446
#> Attrib V39 0.3191210891749072
#> Attrib V4 0.2180881431816062
#> Attrib V40 -0.06949684616870071
#> Attrib V41 0.5075538457511956
#> Attrib V42 -0.12579715462145696
#> Attrib V43 0.21180293961090654
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#> Attrib V45 0.4664232493184526
#> Attrib V46 0.6091098598055512
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#> Attrib V50 -0.7873784154720805
#> Attrib V51 -0.12928686228550976
#> Attrib V52 0.5334800591457313
#> Attrib V53 0.8541641558052872
#> Attrib V54 0.20808302569984627
#> Attrib V55 -0.3147659328472619
#> Attrib V56 -0.29277762593728657
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#> Attrib V58 -0.13735799034444765
#> Attrib V59 0.3698347496959962
#> Attrib V6 -0.17445335313145843
#> Attrib V60 0.28872130597129125
#> Attrib V7 -0.47278601181151536
#> Attrib V8 -0.4868986404366907
#> Attrib V9 0.5490315323047931
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.18029793183769807
#> Attrib V1 0.12306323947233924
#> Attrib V10 -0.23966718168091988
#> Attrib V11 -0.026458975500893312
#> Attrib V12 -0.3828930971813667
#> Attrib V13 0.26952466540691894
#> Attrib V14 0.04874651647993888
#> Attrib V15 -0.34708666333782934
#> Attrib V16 0.028138577673214794
#> Attrib V17 0.22948033265246984
#> Attrib V18 0.14455686228039846
#> Attrib V19 -0.5075774011737545
#> Attrib V2 0.30171656175613265
#> Attrib V20 -0.5054264042511639
#> Attrib V21 -0.6230594543060635
#> Attrib V22 -0.4960111904665267
#> Attrib V23 -0.008202810409726296
#> Attrib V24 -0.3992884828067106
#> Attrib V25 0.358188281875315
#> Attrib V26 0.7323911079432224
#> Attrib V27 0.6163202026276843
#> Attrib V28 0.5296293802738647
#> Attrib V29 -0.15968588739626946
#> Attrib V3 -0.029355834632600355
#> Attrib V30 -0.1123258806889767
#> Attrib V31 1.099948459574008
#> Attrib V32 0.11035367438214626
#> Attrib V33 0.16316452706235568
#> Attrib V34 0.2040785933792292
#> Attrib V35 0.5481779258527074
#> Attrib V36 1.3341880734744456
#> Attrib V37 0.8822747241731128
#> Attrib V38 -0.5107633125894211
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#> Attrib V4 -0.6007481751543509
#> Attrib V40 0.3499857452427159
#> Attrib V41 -0.2166520070509778
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#> Attrib V43 -0.44914120149571063
#> Attrib V44 -0.8110140794610372
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#> Attrib V50 1.0216956590872017
#> Attrib V51 0.34581069330851183
#> Attrib V52 0.1067188046678726
#> Attrib V53 -0.42080337045789085
#> Attrib V54 -0.3984001416188298
#> Attrib V55 0.38699646950551486
#> Attrib V56 0.07932221332892779
#> Attrib V57 -0.3001648151630158
#> Attrib V58 0.0991579353910818
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#> Attrib V6 0.24955707093310575
#> Attrib V60 0.06895879892719577
#> Attrib V7 0.010815080616468747
#> Attrib V8 -0.04030301470945379
#> Attrib V9 -0.5485181396043041
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.18850928001659148
#> Attrib V1 -0.11630819901110832
#> Attrib V10 0.1905280775394307
#> Attrib V11 0.2303777554533386
#> Attrib V12 0.5625567921292023
#> Attrib V13 -0.009900347226699824
#> Attrib V14 -0.039788506617257746
#> Attrib V15 0.07725335927783313
#> Attrib V16 -0.1716276116992975
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#> Attrib V19 0.09923379338381398
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#> Attrib V21 0.052861943921631446
#> Attrib V22 0.08640864015269792
#> Attrib V23 -0.152374645422606
#> Attrib V24 0.36460757829952667
#> Attrib V25 0.06188753959494862
#> Attrib V26 -0.06494544938213577
#> Attrib V27 0.28917031296645906
#> Attrib V28 0.29423670154376985
#> Attrib V29 0.35085528829362084
#> Attrib V3 0.16097535412474778
#> Attrib V30 0.052219590513366484
#> Attrib V31 -0.3717261454739532
#> Attrib V32 0.1536858881853606
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#> Attrib V34 0.058305119510201286
#> Attrib V35 0.05600636743731912
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#> Attrib V38 0.2445334576606063
#> Attrib V39 0.2321025813086205
#> Attrib V4 0.16616714465952326
#> Attrib V40 -0.09933951385675686
#> Attrib V41 0.2378535396384772
#> Attrib V42 -0.10310701064816208
#> Attrib V43 0.22643972128868783
#> Attrib V44 0.3293291971105009
#> Attrib V45 0.3730169684503866
#> Attrib V46 0.4041988780306185
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#> Attrib V50 -0.6081539370415034
#> Attrib V51 -0.17690291176492498
#> Attrib V52 0.25271038042647065
#> Attrib V53 0.4752113712034487
#> Attrib V54 0.17872413205625906
#> Attrib V55 -0.16381775198639953
#> Attrib V56 -0.08749325762412148
#> Attrib V57 0.028042139237110388
#> Attrib V58 -0.09671280217783998
#> Attrib V59 0.25061301929335417
#> Attrib V6 -0.16823464156933488
#> Attrib V60 0.12777036995146088
#> Attrib V7 -0.27150387842805473
#> Attrib V8 -0.275969476626898
#> Attrib V9 0.3107554750791623
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.1282782266506943
#> Attrib V1 0.11809511263413004
#> Attrib V10 -0.048087069264800955
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#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.05285584991724752
#> Attrib V1 -0.027235122275047607
#> Attrib V10 -0.007291852051937276
#> Attrib V11 -0.12350635967042523
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#> Attrib V8 0.019292718240051923
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#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.11639464327601631
#> Attrib V1 0.08777555356544751
#> Attrib V10 -0.002084633901665769
#> Attrib V11 0.0324846234479677
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#> Attrib V2 0.014926670745439886
#> Attrib V20 0.002769866819205607
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#> Attrib V22 -0.042862356711269256
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#> Attrib V4 0.08180122562316608
#> Attrib V40 -0.019597631298616323
#> Attrib V41 0.0034003334990526154
#> Attrib V42 0.033121656004396316
#> Attrib V43 9.734898164882089E-4
#> Attrib V44 0.1095029965977158
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#> Attrib V46 0.06798650232738965
#> Attrib V47 -0.006435687016673361
#> Attrib V48 0.00958816619478788
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#> Attrib V51 0.010009819723331892
#> Attrib V52 0.06008969818329049
#> Attrib V53 0.11385431809744737
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#> Attrib V55 0.025219673994873765
#> Attrib V56 0.07053978453731337
#> Attrib V57 0.08451602057110441
#> Attrib V58 0.11299554673909704
#> Attrib V59 0.11666216583047204
#> Attrib V6 0.05483854795824144
#> Attrib V60 0.11075258915239887
#> Attrib V7 0.04019190201073758
#> Attrib V8 0.0623159194106555
#> Attrib V9 0.13015586316233968
#> Class M
#> Input
#> Node 0
#> Class R
#> Input
#> Node 1
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.173913