Classification MultilayerPerceptron Learner
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
Examples
# Define the Learner
learner = mlr3::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: missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error'
# Define a Task
task = mlr3::tsk("sonar")
# Create train and test set
ids = mlr3::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 -0.7765338915088893
#> Node 2 2.1757178126618917
#> Node 3 1.8320747176666452
#> Node 4 0.9441575344924538
#> Node 5 -1.9911481461858362
#> Node 6 1.7814901849564542
#> Node 7 2.79515599262533
#> Node 8 0.6901576609585133
#> Node 9 3.524691625938865
#> Node 10 -1.4693476303329525
#> Node 11 1.3974346227587522
#> Node 12 1.2634070754747913
#> Node 13 -0.34479214438334244
#> Node 14 1.4458800204032085
#> Node 15 -1.8310512065003033
#> Node 16 0.20753892602555743
#> Node 17 0.9319400638839487
#> Node 18 -1.8040344017132732
#> Node 19 1.3164168307638824
#> Node 20 1.3390964162100154
#> Node 21 -2.2395600214229234
#> Node 22 0.9220706039563364
#> Node 23 1.7202137555400916
#> Node 24 -1.5718690451703532
#> Node 25 5.419648847214305
#> Node 26 0.010680414028675693
#> Node 27 1.128367855875243
#> Node 28 -2.636462667933297
#> Node 29 1.4039803570136373
#> Node 30 -0.09782200904781328
#> Node 31 1.810565973435996
#> Node 32 0.5979048725184882
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.8018612318954832
#> Node 2 -2.221032858058187
#> Node 3 -1.8224556611395177
#> Node 4 -0.9008112438746986
#> Node 5 1.990664963798846
#> Node 6 -1.7653016111329327
#> Node 7 -2.793425302297533
#> Node 8 -0.7185345480454639
#> Node 9 -3.5275800680626705
#> Node 10 1.3974411998988727
#> Node 11 -1.3667685449526343
#> Node 12 -1.3344719819043809
#> Node 13 0.3978821580819694
#> Node 14 -1.3824834587871457
#> Node 15 1.7970677813991045
#> Node 16 -0.21888187021603794
#> Node 17 -0.8995165279211227
#> Node 18 1.8289200282872784
#> Node 19 -1.3025838817942106
#> Node 20 -1.328424751638079
#> Node 21 2.2853421669949205
#> Node 22 -0.9740466643258469
#> Node 23 -1.774744100098253
#> Node 24 1.5560115568134891
#> Node 25 -5.4256357913292845
#> Node 26 -0.09254067193437188
#> Node 27 -1.1646448159228842
#> Node 28 2.598462560412829
#> Node 29 -1.4410429753789493
#> Node 30 0.17607488916135244
#> Node 31 -1.7637241882373265
#> Node 32 -0.61192423207605
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.015307958748597264
#> Attrib V1 -0.2887330241683375
#> Attrib V10 0.7344668670046088
#> Attrib V11 0.47974767916565403
#> Attrib V12 0.9645920623710328
#> Attrib V13 -0.13485346296601614
#> Attrib V14 -0.3538247128020478
#> Attrib V15 0.30791528238216986
#> Attrib V16 -0.16693525826779976
#> Attrib V17 -0.05062830489117171
#> Attrib V18 -0.13322534493602653
#> Attrib V19 0.44408067873893675
#> Attrib V2 -0.1956952282622339
#> Attrib V20 0.9831136149677195
#> Attrib V21 0.6885266963269971
#> Attrib V22 0.6058350814858274
#> Attrib V23 0.9276078532010704
#> Attrib V24 0.3938165171693175
#> Attrib V25 -0.3129899141504198
#> Attrib V26 -0.8400119690431035
#> Attrib V27 -0.5461229427777722
#> Attrib V28 -0.0524605851055297
#> Attrib V29 -0.19382105201692015
#> Attrib V3 0.0048770373996057746
#> Attrib V30 0.7234513093940841
#> Attrib V31 -1.0925741129765516
#> Attrib V32 0.503677532175312
#> Attrib V33 0.633045731982609
#> Attrib V34 0.06143387071787594
#> Attrib V35 -0.03474020244917916
#> Attrib V36 -0.6715588875290155
#> Attrib V37 -0.3863014143968744
#> Attrib V38 0.21782789704497052
#> Attrib V39 0.05317217668939125
#> Attrib V4 0.7240490496105468
#> Attrib V40 -0.2078243412120456
#> Attrib V41 0.16507803753580322
#> Attrib V42 0.29604125623720606
#> Attrib V43 0.25450504191074186
#> Attrib V44 1.0789655744206799
#> Attrib V45 0.7398874160161738
#> Attrib V46 -0.3223525439187378
#> Attrib V47 -0.25921129524690273
#> Attrib V48 0.11250027333268017
#> Attrib V49 0.5118763845382983
#> Attrib V5 0.24660875368123908
#> Attrib V50 -1.4327449974386808
#> Attrib V51 0.10528788083752272
#> Attrib V52 0.5605328213063993
#> Attrib V53 0.20535381776108932
#> Attrib V54 0.5698796311304608
#> Attrib V55 -1.0213893377598713
#> Attrib V56 0.7317607096633553
#> Attrib V57 -0.535582288313829
#> Attrib V58 0.10285061725418225
#> Attrib V59 -0.21067656520627379
#> Attrib V6 -0.2731466064940714
#> Attrib V60 -0.14700997206425737
#> Attrib V7 -0.20542948940545466
#> Attrib V8 0.17889127473343502
#> Attrib V9 1.6623482620404348
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold -0.03306584725072862
#> Attrib V1 0.14681047921948046
#> Attrib V10 0.06804678311766763
#> Attrib V11 0.015066188259023356
#> Attrib V12 0.31948515761144824
#> Attrib V13 -0.1889045915097179
#> Attrib V14 0.0024852512661815026
#> Attrib V15 0.49598705923541886
#> Attrib V16 0.08601406729034518
#> Attrib V17 0.159958791651403
#> Attrib V18 -0.0692970180373803
#> Attrib V19 0.31486159068789243
#> Attrib V2 -0.10642345303078789
#> Attrib V20 0.8055218100631081
#> Attrib V21 0.5529263728264442
#> Attrib V22 0.4312726007146012
#> Attrib V23 0.5758458380716005
#> Attrib V24 0.21379371863474517
#> Attrib V25 -0.37783852897925907
#> Attrib V26 -0.9653487668610281
#> Attrib V27 -0.7944774283256647
#> Attrib V28 -0.4908032276231645
#> Attrib V29 -0.5335891468833903
#> Attrib V3 0.1039403582143609
#> Attrib V30 0.08880965469164548
#> Attrib V31 -0.9024502651280388
#> Attrib V32 0.21215091856392226
#> Attrib V33 0.47065935101119677
#> Attrib V34 0.0840634516668086
#> Attrib V35 0.046104847202625025
#> Attrib V36 -0.2258864967284418
#> Attrib V37 -0.17585183298169232
#> Attrib V38 0.09587321633906645
#> Attrib V39 0.03784111747326684
#> Attrib V4 0.7157011588154422
#> Attrib V40 -0.1918326501874661
#> Attrib V41 0.05697790579966142
#> Attrib V42 0.2579477484250318
#> Attrib V43 0.2414408974883237
#> Attrib V44 0.6944622596765415
#> Attrib V45 0.4193139494378904
#> Attrib V46 -0.40162506894284467
#> Attrib V47 -0.37574851539149495
#> Attrib V48 -0.11403805374025096
#> Attrib V49 0.1354165854910105
#> Attrib V5 0.14016475561727046
#> Attrib V50 -0.8589201247616906
#> Attrib V51 -0.1366696285172437
#> Attrib V52 0.14064597463098574
#> Attrib V53 -0.0802230884649493
#> Attrib V54 0.8435007265463232
#> Attrib V55 -0.3590556247643894
#> Attrib V56 0.7179430228549927
#> Attrib V57 0.12135101112045046
#> Attrib V58 0.43123328061512345
#> Attrib V59 0.43529837158685547
#> Attrib V6 -0.17682098469716534
#> Attrib V60 0.20611520839156397
#> Attrib V7 -0.09377761397003546
#> Attrib V8 0.2055408917983054
#> Attrib V9 0.6702528099486449
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.038821351100661615
#> Attrib V1 0.06320217026370177
#> Attrib V10 0.03772417161961736
#> Attrib V11 -0.009688880380130346
#> Attrib V12 0.22485284615068307
#> Attrib V13 -0.0906504958614711
#> Attrib V14 0.03987148378841866
#> Attrib V15 0.312584628335966
#> Attrib V16 0.05432785603619779
#> Attrib V17 0.1007143582051995
#> Attrib V18 0.008642041378535926
#> Attrib V19 0.1715097262139308
#> Attrib V2 -0.013715786389287431
#> Attrib V20 0.44754820903420867
#> Attrib V21 0.3600863002030992
#> Attrib V22 0.21211312765323106
#> Attrib V23 0.3434355179893521
#> Attrib V24 0.10194500646395763
#> Attrib V25 -0.25340448285475387
#> Attrib V26 -0.5631396542672056
#> Attrib V27 -0.4146887489906995
#> Attrib V28 -0.07645446155840044
#> Attrib V29 -0.11627085416769838
#> Attrib V3 0.13301578580796547
#> Attrib V30 0.07244653429711698
#> Attrib V31 -0.5338748721293298
#> Attrib V32 0.10311611482830556
#> Attrib V33 0.20490372994240574
#> Attrib V34 0.0026298186446420623
#> Attrib V35 0.017964656023986655
#> Attrib V36 -0.16638695751860957
#> Attrib V37 -0.06868106554948733
#> Attrib V38 0.11230220537058515
#> Attrib V39 0.09395814338346398
#> Attrib V4 0.4297844225018089
#> Attrib V40 -0.10252310722440561
#> Attrib V41 0.022740783840467696
#> Attrib V42 0.12495882189655975
#> Attrib V43 0.07870894357104556
#> Attrib V44 0.38710104408431456
#> Attrib V45 0.3181957845983283
#> Attrib V46 -0.2026949195236271
#> Attrib V47 -0.20801357805027995
#> Attrib V48 -0.0018279307878397801
#> Attrib V49 0.19459971915696342
#> Attrib V5 0.15491376797383005
#> Attrib V50 -0.4313670664756683
#> Attrib V51 -0.013062999385417067
#> Attrib V52 0.11412259905091238
#> Attrib V53 0.07198484988080171
#> Attrib V54 0.341256561443435
#> Attrib V55 -0.2706105133318708
#> Attrib V56 0.3793609355027227
#> Attrib V57 0.1294514225814003
#> Attrib V58 0.167714088315894
#> Attrib V59 0.20678513007708346
#> Attrib V6 -0.08674527056524223
#> Attrib V60 0.13207015382223958
#> Attrib V7 -0.06488621241473551
#> Attrib V8 0.014248785123399712
#> Attrib V9 0.4600338313415512
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.37507702246776364
#> Attrib V1 0.36051192628393147
#> Attrib V10 -0.5385893239752517
#> Attrib V11 -0.2602644185015721
#> Attrib V12 -1.0786517548821295
#> Attrib V13 0.2870713921696282
#> Attrib V14 0.7259956271804355
#> Attrib V15 -0.24306614432548201
#> Attrib V16 0.2715187979509043
#> Attrib V17 0.5501080073129585
#> Attrib V18 0.4978596995693827
#> Attrib V19 0.058457116921748854
#> Attrib V2 -0.07285540967157628
#> Attrib V20 -0.5270187962605067
#> Attrib V21 -0.24562009973058654
#> Attrib V22 -0.31307354916483454
#> Attrib V23 -0.7075421429225076
#> Attrib V24 -0.3132507376228436
#> Attrib V25 0.33428299318267657
#> Attrib V26 0.558860395993393
#> Attrib V27 -0.0706922904821726
#> Attrib V28 -0.705097622419872
#> Attrib V29 -0.15525673452085864
#> Attrib V3 -0.030230011062431294
#> Attrib V30 -0.5689890032352632
#> Attrib V31 0.9834624083238604
#> Attrib V32 -0.1667449418660398
#> Attrib V33 -0.28687603293883046
#> Attrib V34 -0.14879621556248313
#> Attrib V35 -0.08321152574191892
#> Attrib V36 0.9709594207725037
#> Attrib V37 0.25717079868459086
#> Attrib V38 -0.14784934830128277
#> Attrib V39 -0.25264645213937353
#> Attrib V4 -0.2471116245843424
#> Attrib V40 0.027848981942009056
#> Attrib V41 -0.4246565187659764
#> Attrib V42 -0.07682592382102847
#> Attrib V43 0.056599212751210715
#> Attrib V44 -0.48442469994991977
#> Attrib V45 -0.7656761645430633
#> Attrib V46 -0.2759529085796856
#> Attrib V47 -0.2193714619785032
#> Attrib V48 -0.4181642726383672
#> Attrib V49 -0.8101338743471118
#> Attrib V5 -0.22659565835051917
#> Attrib V50 1.117563859120826
#> Attrib V51 -0.22123651445583312
#> Attrib V52 -0.5288742743523399
#> Attrib V53 -0.32606865871618024
#> Attrib V54 -0.08208018599547576
#> Attrib V55 1.0200305475946694
#> Attrib V56 -0.35398875784107203
#> Attrib V57 0.36176878346855945
#> Attrib V58 0.12912803531612788
#> Attrib V59 0.5053675269934474
#> Attrib V6 0.02563724964409067
#> Attrib V60 0.24654271674744815
#> Attrib V7 0.37210981990015446
#> Attrib V8 0.21391030855701315
#> Attrib V9 -1.4844914365056396
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.02740302263039841
#> Attrib V1 0.19771889421667396
#> Attrib V10 0.008307596913798116
#> Attrib V11 -0.02864384449581803
#> Attrib V12 0.24732809370239675
#> Attrib V13 -0.2308597252800602
#> Attrib V14 0.020600829100379123
#> Attrib V15 0.4367192538156123
#> Attrib V16 0.1486077976581371
#> Attrib V17 0.1289584173624862
#> Attrib V18 0.009560957030104709
#> Attrib V19 0.25809062404376526
#> Attrib V2 -0.14674871818990004
#> Attrib V20 0.7734005813951316
#> Attrib V21 0.6066122358241401
#> Attrib V22 0.37541865891635323
#> Attrib V23 0.5091174971392418
#> Attrib V24 0.206971546517369
#> Attrib V25 -0.38828230121889407
#> Attrib V26 -0.9601303806002585
#> Attrib V27 -0.7541553719138014
#> Attrib V28 -0.49944796625400567
#> Attrib V29 -0.4394119884413843
#> Attrib V3 0.07202701260184755
#> Attrib V30 0.02317421470531041
#> Attrib V31 -0.9475351488712499
#> Attrib V32 0.15821739208786154
#> Attrib V33 0.4309686846621414
#> Attrib V34 0.05388771800262747
#> Attrib V35 0.03373618153780907
#> Attrib V36 -0.2015424015876776
#> Attrib V37 -0.13687826371273554
#> Attrib V38 0.10733799656957582
#> Attrib V39 -0.0022062454216526454
#> Attrib V4 0.7378389787374819
#> Attrib V40 -0.2138023162975865
#> Attrib V41 0.11966275992898878
#> Attrib V42 0.30075577930161157
#> Attrib V43 0.2185082883965075
#> Attrib V44 0.6219656911976043
#> Attrib V45 0.38695607814890354
#> Attrib V46 -0.36024247418414945
#> Attrib V47 -0.4111507680885699
#> Attrib V48 -0.13960529452044332
#> Attrib V49 0.11649186334072124
#> Attrib V5 0.18102745636341308
#> Attrib V50 -0.7594092637555292
#> Attrib V51 -0.1385202884529503
#> Attrib V52 0.026804007967625318
#> Attrib V53 -0.005959759477831057
#> Attrib V54 0.7463318767923072
#> Attrib V55 -0.4502575733582572
#> Attrib V56 0.6521063528435936
#> Attrib V57 0.15869034206930008
#> Attrib V58 0.42705865092452727
#> Attrib V59 0.5160672400450239
#> Attrib V6 -0.060867494444358336
#> Attrib V60 0.33308029997962835
#> Attrib V7 0.044197884454936776
#> Attrib V8 0.2501423792425972
#> Attrib V9 0.6997518983226324
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.43874043631354553
#> Attrib V1 -0.10444938645552616
#> Attrib V10 0.708323269994461
#> Attrib V11 0.6946417051502674
#> Attrib V12 1.552092025699028
#> Attrib V13 0.018624294147554763
#> Attrib V14 -0.7182105752504475
#> Attrib V15 0.06578315310708319
#> Attrib V16 -0.1925433540684294
#> Attrib V17 -0.5097223972651863
#> Attrib V18 -0.39411512717274255
#> Attrib V19 -0.2517086330723651
#> Attrib V2 0.7248102384353354
#> Attrib V20 -0.10955043090741202
#> Attrib V21 -0.19709416534705343
#> Attrib V22 0.011199813557988594
#> Attrib V23 0.46929935821699326
#> Attrib V24 0.29625161277290524
#> Attrib V25 0.2174768113549719
#> Attrib V26 0.481456005396285
#> Attrib V27 1.161316574821635
#> Attrib V28 1.4710250554931057
#> Attrib V29 0.7013631722724566
#> Attrib V3 0.4538916413823878
#> Attrib V30 0.5644072273981876
#> Attrib V31 -0.16043988456446193
#> Attrib V32 0.061683459222424145
#> Attrib V33 -0.2161940558230986
#> Attrib V34 0.05338544837669717
#> Attrib V35 0.3214547966700773
#> Attrib V36 -0.9422312096962329
#> Attrib V37 0.03910830135303307
#> Attrib V38 0.04700646439583344
#> Attrib V39 0.2568101799726733
#> Attrib V4 -0.27200638827219886
#> Attrib V40 0.28399571049001526
#> Attrib V41 0.554176491324961
#> Attrib V42 -0.3667016132352797
#> Attrib V43 -0.19978118577461876
#> Attrib V44 -0.050047738373382125
#> Attrib V45 0.4542228345964634
#> Attrib V46 0.6270477916371129
#> Attrib V47 0.6779101634340998
#> Attrib V48 0.6566592430965111
#> Attrib V49 0.8436766924638297
#> Attrib V5 0.33025266968809325
#> Attrib V50 -0.2271723985389609
#> Attrib V51 0.5916881915051543
#> Attrib V52 0.8750110097100547
#> Attrib V53 0.9951970823287403
#> Attrib V54 -0.3672453773384735
#> Attrib V55 -0.42957887102840026
#> Attrib V56 0.26162446785273985
#> Attrib V57 0.2270901619137037
#> Attrib V58 -0.2925250664609377
#> Attrib V59 -0.5463810509806081
#> Attrib V6 0.32167460947793997
#> Attrib V60 0.07055194906120632
#> Attrib V7 -0.48950785442276856
#> Attrib V8 -0.7440330252394077
#> Attrib V9 1.1170164787606578
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.10801495406059476
#> Attrib V1 0.056225796602771605
#> Attrib V10 0.11577724705997712
#> Attrib V11 0.11321148959134879
#> Attrib V12 0.39526754039064144
#> Attrib V13 -0.020872146260601993
#> Attrib V14 -0.11228151003101529
#> Attrib V15 0.14246591159155142
#> Attrib V16 0.022088396310066552
#> Attrib V17 -0.026644202013409654
#> Attrib V18 -0.08604216713228752
#> Attrib V19 0.0584737943613052
#> Attrib V2 0.10164908178760022
#> Attrib V20 0.17888064421799252
#> Attrib V21 0.11409973116428195
#> Attrib V22 0.07825774876855456
#> Attrib V23 0.21367558477992266
#> Attrib V24 0.14763066395721394
#> Attrib V25 -0.047211243992292096
#> Attrib V26 -0.22760024239544835
#> Attrib V27 -0.062340995247051334
#> Attrib V28 0.09442894096166388
#> Attrib V29 -0.09400407836391524
#> Attrib V3 0.14793927540010585
#> Attrib V30 0.07813795440513185
#> Attrib V31 -0.36368282815005615
#> Attrib V32 0.12144010715650919
#> Attrib V33 0.12119175962063157
#> Attrib V34 0.014230458509211416
#> Attrib V35 0.04207852021978451
#> Attrib V36 -0.14833700771160763
#> Attrib V37 -0.06016884659018694
#> Attrib V38 0.15527019605342943
#> Attrib V39 0.07821264131874836
#> Attrib V4 0.3645700457977531
#> Attrib V40 -0.07527306294461279
#> Attrib V41 0.042620929145538056
#> Attrib V42 -0.05564821687713891
#> Attrib V43 0.01866983901271131
#> Attrib V44 0.24243603180384393
#> Attrib V45 0.21265876302473669
#> Attrib V46 -0.057473660011739244
#> Attrib V47 -0.052463750850066604
#> Attrib V48 0.11712679712643376
#> Attrib V49 0.22746907712382455
#> Attrib V5 0.12390017022078327
#> Attrib V50 -0.3497025623030676
#> Attrib V51 -0.013005647393082409
#> Attrib V52 0.14098131090780128
#> Attrib V53 0.13955681000328932
#> Attrib V54 0.27038812393468176
#> Attrib V55 -0.22346376172606952
#> Attrib V56 0.24151739662024135
#> Attrib V57 0.15249876182374295
#> Attrib V58 0.05972683830056724
#> Attrib V59 0.13561961241875162
#> Attrib V6 -0.02209745568662087
#> Attrib V60 0.17256912127127033
#> Attrib V7 -0.06518364842226751
#> Attrib V8 -0.08360838759850567
#> Attrib V9 0.382809158765564
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.49652892593217196
#> Attrib V1 -0.5311630191668271
#> Attrib V10 1.2037196022889742
#> Attrib V11 0.9797485627291248
#> Attrib V12 2.1827946192567347
#> Attrib V13 0.15399593329863884
#> Attrib V14 -1.1663962496302331
#> Attrib V15 -0.151737148164408
#> Attrib V16 -0.2933416359647254
#> Attrib V17 -0.453223074852179
#> Attrib V18 -0.28275600869199263
#> Attrib V19 -0.052120688004701855
#> Attrib V2 0.5746375311210101
#> Attrib V20 -0.08916226499433541
#> Attrib V21 -0.2409050421236123
#> Attrib V22 0.14203949909370955
#> Attrib V23 0.783771364367475
#> Attrib V24 0.7892830389761398
#> Attrib V25 0.8378278522210785
#> Attrib V26 0.9395771989549964
#> Attrib V27 1.297421397002879
#> Attrib V28 1.2351933390325625
#> Attrib V29 -0.1580983204840159
#> Attrib V3 0.2412247602047289
#> Attrib V30 0.3206054761779583
#> Attrib V31 -0.18539351503272275
#> Attrib V32 0.25839472329958024
#> Attrib V33 -0.05650036450335033
#> Attrib V34 0.47108068758953936
#> Attrib V35 0.7444544121494359
#> Attrib V36 -0.943574408691488
#> Attrib V37 -0.26701680178669074
#> Attrib V38 -0.17156091123743358
#> Attrib V39 0.36390179958109986
#> Attrib V4 -0.5730527781151943
#> Attrib V40 0.5230014096068095
#> Attrib V41 0.6325862775386989
#> Attrib V42 -0.656114718482606
#> Attrib V43 -0.2507357511092789
#> Attrib V44 -0.03279987806510705
#> Attrib V45 0.5126219592626168
#> Attrib V46 0.6616853430667698
#> Attrib V47 0.8545359652145245
#> Attrib V48 0.920890203482803
#> Attrib V49 1.2303135813992514
#> Attrib V5 0.33222035484938184
#> Attrib V50 -0.34560299597663013
#> Attrib V51 0.753525611486867
#> Attrib V52 1.006164422582098
#> Attrib V53 1.2674234320813405
#> Attrib V54 -0.5062953314404495
#> Attrib V55 -0.5181215239221664
#> Attrib V56 0.3241696209587037
#> Attrib V57 -0.17468664299178854
#> Attrib V58 -0.36520114263805253
#> Attrib V59 -0.8594210714890601
#> Attrib V6 0.445239977585682
#> Attrib V60 -0.13911612053092065
#> Attrib V7 -0.43486006574540337
#> Attrib V8 -0.6736719098916287
#> Attrib V9 1.5841479255397815
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.49208044852415506
#> Attrib V1 0.26765764739164155
#> Attrib V10 -0.18933111817716278
#> Attrib V11 -0.01727012488017147
#> Attrib V12 -0.5781319196970264
#> Attrib V13 0.40425982469807265
#> Attrib V14 0.6616537517909471
#> Attrib V15 -0.17381936843240048
#> Attrib V16 0.24213982468058515
#> Attrib V17 0.381494160888657
#> Attrib V18 0.4555340303425673
#> Attrib V19 0.19685181129352275
#> Attrib V2 0.03429571631462946
#> Attrib V20 -0.14270423792933074
#> Attrib V21 -0.09982893579346458
#> Attrib V22 -0.1922946727201528
#> Attrib V23 -0.47143395214252193
#> Attrib V24 -0.29742788187579194
#> Attrib V25 0.18749393261970465
#> Attrib V26 0.4969082229888859
#> Attrib V27 0.03982774030643642
#> Attrib V28 -0.4111354126504182
#> Attrib V29 -0.1389485293897129
#> Attrib V3 0.048972750505507465
#> Attrib V30 -0.37569109801496386
#> Attrib V31 0.7150975683055524
#> Attrib V32 -0.1485167078461229
#> Attrib V33 -0.18282075879978923
#> Attrib V34 -0.12737995417627593
#> Attrib V35 -0.12665621172466004
#> Attrib V36 0.5634822583213611
#> Attrib V37 0.13225984835930205
#> Attrib V38 -0.09759188792650321
#> Attrib V39 -0.27037120807454723
#> Attrib V4 -0.06180638947392703
#> Attrib V40 -0.1026313980197244
#> Attrib V41 -0.39987829393555313
#> Attrib V42 -0.2455540493931037
#> Attrib V43 -0.14314198953269675
#> Attrib V44 -0.4452252072853217
#> Attrib V45 -0.5591064629911916
#> Attrib V46 -0.19754572460967473
#> Attrib V47 -0.109587585637459
#> Attrib V48 -0.26433700934468074
#> Attrib V49 -0.4857658736666715
#> Attrib V5 -0.11524003384962231
#> Attrib V50 0.8831697807371407
#> Attrib V51 -0.017257590093029646
#> Attrib V52 -0.14906140300776827
#> Attrib V53 -0.06482032751641352
#> Attrib V54 -0.03753664892288372
#> Attrib V55 0.7268340150086465
#> Attrib V56 -0.342212976191091
#> Attrib V57 0.19469732626340305
#> Attrib V58 0.043980929649151
#> Attrib V59 0.11623723860019598
#> Attrib V6 0.08458815336962881
#> Attrib V60 -0.013602484131783445
#> Attrib V7 0.22930274821946467
#> Attrib V8 0.1656622486679275
#> Attrib V9 -0.8807661671909243
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.11369689112924486
#> Attrib V1 -0.11353983621047285
#> Attrib V10 0.27373544497624985
#> Attrib V11 0.16768759554107895
#> Attrib V12 0.6217791098375475
#> Attrib V13 -0.27706321223133257
#> Attrib V14 -0.369711776939272
#> Attrib V15 0.19660253480853832
#> Attrib V16 -0.09784714957769901
#> Attrib V17 0.0025355766100012456
#> Attrib V18 -0.08100102264144689
#> Attrib V19 0.20848803512653383
#> Attrib V2 -0.017555060833531255
#> Attrib V20 0.70292887078922
#> Attrib V21 0.39230868396944063
#> Attrib V22 0.3845350736734216
#> Attrib V23 0.6651692048074969
#> Attrib V24 0.19296515573601258
#> Attrib V25 -0.23703820501377537
#> Attrib V26 -0.6615686100239289
#> Attrib V27 -0.23172169537809073
#> Attrib V28 0.24839411975078332
#> Attrib V29 -0.06845239762030891
#> Attrib V3 -0.03439695285310282
#> Attrib V30 0.39720851665343676
#> Attrib V31 -0.8197197284399673
#> Attrib V32 0.138541064635322
#> Attrib V33 0.27313279073465735
#> Attrib V34 0.156205308277402
#> Attrib V35 0.2429682739952566
#> Attrib V36 -0.23915495966753464
#> Attrib V37 -0.0525552699324261
#> Attrib V38 0.3401377643662535
#> Attrib V39 0.20523583821640343
#> Attrib V4 0.44175235416096875
#> Attrib V40 -0.1698526640598903
#> Attrib V41 -0.050769339577373326
#> Attrib V42 0.021520406182030265
#> Attrib V43 0.09544578055357693
#> Attrib V44 0.7079185595327294
#> Attrib V45 0.7041141924525919
#> Attrib V46 -0.09553871486990766
#> Attrib V47 -0.0331005684374269
#> Attrib V48 0.21370870435691655
#> Attrib V49 0.47821615211489393
#> Attrib V5 0.17245405717002954
#> Attrib V50 -0.826628052844432
#> Attrib V51 0.08029893168399427
#> Attrib V52 0.23901680289159777
#> Attrib V53 -0.047471265615053854
#> Attrib V54 0.4380494913479741
#> Attrib V55 -0.5680432577678629
#> Attrib V56 0.43984332062302034
#> Attrib V57 -0.1540547657339123
#> Attrib V58 0.011557266762646703
#> Attrib V59 -0.19356549567758968
#> Attrib V6 -0.12298765139786863
#> Attrib V60 -0.07395634549629362
#> Attrib V7 -0.3017767164094596
#> Attrib V8 -0.0450561949627199
#> Attrib V9 0.9722747489129282
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.15072667873657616
#> Attrib V1 -0.0857142075891375
#> Attrib V10 0.2233297037886606
#> Attrib V11 0.20251488335907225
#> Attrib V12 0.5238960790292397
#> Attrib V13 -0.1177892014408954
#> Attrib V14 -0.1301546298964469
#> Attrib V15 0.27845558109838775
#> Attrib V16 0.012696587661809823
#> Attrib V17 0.029693253214372245
#> Attrib V18 -0.055403441014076606
#> Attrib V19 0.27007669868119266
#> Attrib V2 -0.028296541015905737
#> Attrib V20 0.5056755854151593
#> Attrib V21 0.3896639722215064
#> Attrib V22 0.40944519546371166
#> Attrib V23 0.581990531197941
#> Attrib V24 0.29089824249497337
#> Attrib V25 -0.15925207555999932
#> Attrib V26 -0.5984703513755585
#> Attrib V27 -0.3442247378009747
#> Attrib V28 -0.07723270010089239
#> Attrib V29 -0.128769343570974
#> Attrib V3 -0.02589739491689789
#> Attrib V30 0.34435614619925137
#> Attrib V31 -0.6844946391805922
#> Attrib V32 0.2799634265419424
#> Attrib V33 0.40180951131573955
#> Attrib V34 0.00951927914728111
#> Attrib V35 -0.057509938866950744
#> Attrib V36 -0.4269776841431459
#> Attrib V37 -0.29965809677912475
#> Attrib V38 0.07220606455219504
#> Attrib V39 -0.04165996637595353
#> Attrib V4 0.5407857661781728
#> Attrib V40 -0.12917625480618714
#> Attrib V41 0.12306002919972445
#> Attrib V42 0.1631089792924088
#> Attrib V43 0.2034292931638249
#> Attrib V44 0.5134134888136316
#> Attrib V45 0.40165503321343093
#> Attrib V46 -0.20599519317418358
#> Attrib V47 -0.2439644716255511
#> Attrib V48 0.047305037968611616
#> Attrib V49 0.2722227075822074
#> Attrib V5 0.14127025156881878
#> Attrib V50 -0.8034240492240096
#> Attrib V51 -0.02767917200390505
#> Attrib V52 0.25682401224983004
#> Attrib V53 0.15536321414180673
#> Attrib V54 0.47871522867949595
#> Attrib V55 -0.554591644604366
#> Attrib V56 0.5174027578060794
#> Attrib V57 -0.00562228437527719
#> Attrib V58 0.1855587124343084
#> Attrib V59 0.17164604063598746
#> Attrib V6 -0.17845707629401314
#> Attrib V60 0.11460432900313985
#> Attrib V7 -0.096114455541606
#> Attrib V8 0.11328529019929626
#> Attrib V9 0.8945353442259343
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.23093480962073903
#> Attrib V1 0.030747337433154845
#> Attrib V10 -0.06398339905103963
#> Attrib V11 -0.05109230830718815
#> Attrib V12 -0.24343647598426635
#> Attrib V13 0.15223810653364045
#> Attrib V14 0.13885606230595537
#> Attrib V15 -0.05502468433965864
#> Attrib V16 0.057610777470347756
#> Attrib V17 0.15556791664749103
#> Attrib V18 0.1469815296849923
#> Attrib V19 0.0384021612892718
#> Attrib V2 -0.006144330312780868
#> Attrib V20 -0.02853308704128471
#> Attrib V21 -0.010190179121477102
#> Attrib V22 -0.027831770145198692
#> Attrib V23 -0.03071304094972387
#> Attrib V24 -0.037996006660733224
#> Attrib V25 0.07625639566925256
#> Attrib V26 0.04707420401752217
#> Attrib V27 -0.006455813854622508
#> Attrib V28 -0.15271347113077835
#> Attrib V29 -0.007477219789888284
#> Attrib V3 0.05266254252026348
#> Attrib V30 -0.029515743953742363
#> Attrib V31 0.21764219425840217
#> Attrib V32 0.014478147811500093
#> Attrib V33 -0.015499119116080446
#> Attrib V34 0.046876824026784995
#> Attrib V35 0.02935582570337168
#> Attrib V36 0.20607692027418278
#> Attrib V37 0.09381761356094918
#> Attrib V38 -0.061458728020307246
#> Attrib V39 -0.04719511468308037
#> Attrib V4 -0.026214224090147033
#> Attrib V40 0.044129497327315956
#> Attrib V41 -0.016705020847633416
#> Attrib V42 0.005766846905362089
#> Attrib V43 -0.0359387991877174
#> Attrib V44 -0.10398293888870157
#> Attrib V45 -0.18826637597812584
#> Attrib V46 0.0038182101550237285
#> Attrib V47 0.0414740609653412
#> Attrib V48 -0.1061423492453853
#> Attrib V49 -0.1371075717096489
#> Attrib V5 0.03268002083322592
#> Attrib V50 0.21402146945579067
#> Attrib V51 -0.0037083487917164712
#> Attrib V52 -0.06819224084930776
#> Attrib V53 -0.017809112840974986
#> Attrib V54 -0.08335011377146728
#> Attrib V55 0.14126526107716603
#> Attrib V56 -0.11118810706369797
#> Attrib V57 0.037264810211546665
#> Attrib V58 -0.019749386392289122
#> Attrib V59 0.03953101240684807
#> Attrib V6 0.08327426699764715
#> Attrib V60 0.046755612777635125
#> Attrib V7 0.1344060715523444
#> Attrib V8 0.05104948574416226
#> Attrib V9 -0.20303890675287706
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.13558280017007768
#> Attrib V1 0.1547908863953823
#> Attrib V10 0.1235419519535962
#> Attrib V11 0.23290952931404568
#> Attrib V12 0.688134645083596
#> Attrib V13 -0.1671452489610932
#> Attrib V14 -0.2169206290567904
#> Attrib V15 0.2994714269458268
#> Attrib V16 -0.059072863932390196
#> Attrib V17 0.07332898472119007
#> Attrib V18 -0.040781915645347014
#> Attrib V19 0.22533625814931074
#> Attrib V2 0.003941103099808565
#> Attrib V20 0.5386481729505335
#> Attrib V21 0.2903943998085425
#> Attrib V22 0.2607873131485674
#> Attrib V23 0.5294103923567972
#> Attrib V24 0.3247424542879548
#> Attrib V25 -0.041637276259170554
#> Attrib V26 -0.5144568988026381
#> Attrib V27 -0.48082730594596035
#> Attrib V28 -0.4402819592196068
#> Attrib V29 -0.6489183035971866
#> Attrib V3 0.03301180405857252
#> Attrib V30 0.030027361752461082
#> Attrib V31 -0.6468412891644988
#> Attrib V32 0.2853893244113681
#> Attrib V33 0.4056100081180106
#> Attrib V34 0.20830662560941568
#> Attrib V35 0.1922139523840193
#> Attrib V36 -0.24265609612144287
#> Attrib V37 -0.16671932334549922
#> Attrib V38 0.11693359606852934
#> Attrib V39 0.0996208952688173
#> Attrib V4 0.501805142449777
#> Attrib V40 -0.13440112159852197
#> Attrib V41 -0.026581098772380806
#> Attrib V42 0.04324305085459277
#> Attrib V43 0.1499830488641608
#> Attrib V44 0.5410558212819088
#> Attrib V45 0.28103013373186936
#> Attrib V46 -0.3442492148548608
#> Attrib V47 -0.3190329712302637
#> Attrib V48 0.057938440809307434
#> Attrib V49 0.2845093596517762
#> Attrib V5 0.1063843844770186
#> Attrib V50 -0.774221465102854
#> Attrib V51 -0.1025229866921335
#> Attrib V52 0.1281696675761007
#> Attrib V53 -0.03575310857423928
#> Attrib V54 0.8144954839833402
#> Attrib V55 -0.2483541776572291
#> Attrib V56 0.6606585663742339
#> Attrib V57 0.009301660045129563
#> Attrib V58 0.24516600745073425
#> Attrib V59 0.24445482160028723
#> Attrib V6 -0.11520600288881964
#> Attrib V60 0.2085264994978712
#> Attrib V7 -0.10889718981535526
#> Attrib V8 -0.05331493162829999
#> Attrib V9 0.668062787568355
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.22370598529514898
#> Attrib V1 0.3271611814516545
#> Attrib V10 -0.6756628759554147
#> Attrib V11 -0.40509840422660426
#> Attrib V12 -0.9002777833839386
#> Attrib V13 0.18123921006484514
#> Attrib V14 0.4682733406625552
#> Attrib V15 -0.26717722457166254
#> Attrib V16 0.2114630583036202
#> Attrib V17 0.3196151799288394
#> Attrib V18 0.2872737412553319
#> Attrib V19 -0.007561561676493455
#> Attrib V2 0.07671996087858089
#> Attrib V20 -0.4054914571305611
#> Attrib V21 -0.27660652779084044
#> Attrib V22 -0.2176682093793488
#> Attrib V23 -0.5732686661019264
#> Attrib V24 -0.269156703965824
#> Attrib V25 0.18712850831999062
#> Attrib V26 0.5412246878756791
#> Attrib V27 0.07480594508689664
#> Attrib V28 -0.36872499936337866
#> Attrib V29 -0.07583817427551462
#> Attrib V3 0.0551736358641431
#> Attrib V30 -0.6462322819428479
#> Attrib V31 0.7672986280463763
#> Attrib V32 -0.37813914232381357
#> Attrib V33 -0.48944649725406586
#> Attrib V34 -0.0025407031743972636
#> Attrib V35 0.09976055835301978
#> Attrib V36 0.9504093263528071
#> Attrib V37 0.4487190881431255
#> Attrib V38 -0.028152688220283446
#> Attrib V39 -0.055810853547826555
#> Attrib V4 -0.2731617077514463
#> Attrib V40 0.09630922698719856
#> Attrib V41 -0.29083839990740307
#> Attrib V42 -0.17166249612631
#> Attrib V43 -0.006674760311068122
#> Attrib V44 -0.5763037466165937
#> Attrib V45 -0.4766668132258579
#> Attrib V46 0.014859831288578053
#> Attrib V47 -0.014066126493426973
#> Attrib V48 -0.2602343862167105
#> Attrib V49 -0.590947521165389
#> Attrib V5 -0.14510142746591748
#> Attrib V50 1.1066160528470377
#> Attrib V51 -0.18275522096476574
#> Attrib V52 -0.49805037939565516
#> Attrib V53 -0.2801029544776804
#> Attrib V54 -0.19750955709907891
#> Attrib V55 0.912279528606416
#> Attrib V56 -0.37515255324369795
#> Attrib V57 0.3455635373043522
#> Attrib V58 -0.0012647387042774773
#> Attrib V59 0.35792287580217447
#> Attrib V6 0.0360880891305828
#> Attrib V60 0.08597811553651576
#> Attrib V7 0.07145744133682816
#> Attrib V8 0.04657444487470469
#> Attrib V9 -1.4554133273704217
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.1835094707276749
#> Attrib V1 0.09502925980432227
#> Attrib V10 0.084611336581118
#> Attrib V11 0.049011890376906994
#> Attrib V12 0.0915706629835807
#> Attrib V13 0.0671052045293998
#> Attrib V14 0.017493023734671004
#> Attrib V15 0.06433881808280907
#> Attrib V16 0.08491256600801099
#> Attrib V17 0.07631905662216903
#> Attrib V18 0.058830517191747256
#> Attrib V19 0.032280997515761536
#> Attrib V2 0.06839391198697731
#> Attrib V20 0.019752744750421148
#> Attrib V21 -0.034126825376647685
#> Attrib V22 -0.040154326150039665
#> Attrib V23 -0.010941243568193875
#> Attrib V24 0.008460648039876216
#> Attrib V25 -0.046339733301907174
#> Attrib V26 -0.15243006493175526
#> Attrib V27 -0.09507283592454693
#> Attrib V28 -0.020821467094916602
#> Attrib V29 -0.09792044361504798
#> Attrib V3 0.16548107120861605
#> Attrib V30 -0.06352581824217989
#> Attrib V31 -0.11170588256775113
#> Attrib V32 0.06141043517937566
#> Attrib V33 0.023115136414673665
#> Attrib V34 0.04851294533186945
#> Attrib V35 0.06047110068766385
#> Attrib V36 0.023334063176308154
#> Attrib V37 0.07413643537547532
#> Attrib V38 0.06583180450851593
#> Attrib V39 0.05267074385935074
#> Attrib V4 0.20416396312736365
#> Attrib V40 -0.02560474526473093
#> Attrib V41 0.04414886346090459
#> Attrib V42 0.04149559026896043
#> Attrib V43 0.008355657882116766
#> Attrib V44 0.045854429990469826
#> Attrib V45 0.062083296067871205
#> Attrib V46 0.02860306801093664
#> Attrib V47 0.02533916713528908
#> Attrib V48 0.0313054405790252
#> Attrib V49 0.05704666858225478
#> Attrib V5 0.12103755867181808
#> Attrib V50 0.03825062569705075
#> Attrib V51 0.12446116381298546
#> Attrib V52 0.1470114724282351
#> Attrib V53 0.14387445449705863
#> Attrib V54 0.10475878268801261
#> Attrib V55 0.043950019608085256
#> Attrib V56 0.13083652529841597
#> Attrib V57 0.12906489710783015
#> Attrib V58 0.1619079652011398
#> Attrib V59 0.07092601789285428
#> Attrib V6 0.10973245575375572
#> Attrib V60 0.15419092542985424
#> Attrib V7 0.04491074196076104
#> Attrib V8 0.030303163642755718
#> Attrib V9 0.1734605827933629
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold 0.0061884551179924654
#> Attrib V1 0.1956588662769078
#> Attrib V10 0.03636234260194223
#> Attrib V11 0.01757914096690282
#> Attrib V12 0.16790540549574023
#> Attrib V13 -0.14662476624739526
#> Attrib V14 -0.012640843190151454
#> Attrib V15 0.3088210056317059
#> Attrib V16 0.06976341850106252
#> Attrib V17 0.10255433528724413
#> Attrib V18 0.03564297665971624
#> Attrib V19 0.19654366290643563
#> Attrib V2 0.10234301526430473
#> Attrib V20 0.4269204945112242
#> Attrib V21 0.2815374329885753
#> Attrib V22 0.23848208742892907
#> Attrib V23 0.2714138412158161
#> Attrib V24 0.11058040709764924
#> Attrib V25 -0.26579633306175887
#> Attrib V26 -0.578908828779393
#> Attrib V27 -0.409839802862314
#> Attrib V28 -0.23375984124859797
#> Attrib V29 -0.3062366542301884
#> Attrib V3 0.12513444917576919
#> Attrib V30 -0.02311494309390884
#> Attrib V31 -0.4855585131508883
#> Attrib V32 0.04511535329933445
#> Attrib V33 0.20900746169916914
#> Attrib V34 0.013616770486432585
#> Attrib V35 0.10524972487499887
#> Attrib V36 -0.0976548220768964
#> Attrib V37 -0.035136729469249
#> Attrib V38 0.2127713133388179
#> Attrib V39 0.11876610774376012
#> Attrib V4 0.445941586849808
#> Attrib V40 -0.1509934937603955
#> Attrib V41 0.01937280734658661
#> Attrib V42 0.05076552183721111
#> Attrib V43 0.13058329993465684
#> Attrib V44 0.35031238898158434
#> Attrib V45 0.24466939396008527
#> Attrib V46 -0.219555583058651
#> Attrib V47 -0.2519189083366939
#> Attrib V48 -0.006156959495200784
#> Attrib V49 0.09591247469784822
#> Attrib V5 0.11780746114572889
#> Attrib V50 -0.3820229449437052
#> Attrib V51 -0.043864120749540096
#> Attrib V52 0.06076456728651316
#> Attrib V53 -0.010129854067724235
#> Attrib V54 0.43508341084115976
#> Attrib V55 -0.11939481813794792
#> Attrib V56 0.3855006652611956
#> Attrib V57 0.18950434192671645
#> Attrib V58 0.1792893941500851
#> Attrib V59 0.2132560318870803
#> Attrib V6 -0.0015348447009667656
#> Attrib V60 0.2026128613724826
#> Attrib V7 -0.06433288936637763
#> Attrib V8 0.07422237927203151
#> Attrib V9 0.3610092148799458
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.3449004470557275
#> Attrib V1 0.33955657410012613
#> Attrib V10 -0.5842544839844961
#> Attrib V11 -0.33828379792367236
#> Attrib V12 -1.0240217423827822
#> Attrib V13 0.22521172166174527
#> Attrib V14 0.5875278146370445
#> Attrib V15 -0.29819637878096666
#> Attrib V16 0.2533353085070544
#> Attrib V17 0.37852057568116887
#> Attrib V18 0.4442958822628896
#> Attrib V19 0.003865005619074715
#> Attrib V2 0.0024764427704177657
#> Attrib V20 -0.37825483194791815
#> Attrib V21 -0.16642036560993337
#> Attrib V22 -0.22084058084149671
#> Attrib V23 -0.5980739085555267
#> Attrib V24 -0.2681820286285985
#> Attrib V25 0.2575800318408665
#> Attrib V26 0.5068365707218955
#> Attrib V27 0.006952084744540261
#> Attrib V28 -0.5568590022158978
#> Attrib V29 -0.15229865456574124
#> Attrib V3 0.028448282910681112
#> Attrib V30 -0.625947180199414
#> Attrib V31 0.8161735727134849
#> Attrib V32 -0.2700650286578334
#> Attrib V33 -0.35105994267084156
#> Attrib V34 -0.06046378960400674
#> Attrib V35 -0.05287967665702761
#> Attrib V36 0.9513429752790145
#> Attrib V37 0.2886770908090542
#> Attrib V38 -0.11765499267280351
#> Attrib V39 -0.13799851907824362
#> Attrib V4 -0.26666379112496463
#> Attrib V40 0.05926462251104365
#> Attrib V41 -0.3136675985914374
#> Attrib V42 -0.0732908613963232
#> Attrib V43 0.05321818001859404
#> Attrib V44 -0.47366091271609306
#> Attrib V45 -0.6516986506925633
#> Attrib V46 -0.14246377594179882
#> Attrib V47 -0.08931366144112408
#> Attrib V48 -0.35436620895779075
#> Attrib V49 -0.6631368692936055
#> Attrib V5 -0.16425766234617792
#> Attrib V50 1.003122363635682
#> Attrib V51 -0.1773139641538821
#> Attrib V52 -0.4869234296919036
#> Attrib V53 -0.28822247426193076
#> Attrib V54 -0.11919505890422767
#> Attrib V55 0.928749695532974
#> Attrib V56 -0.36882163967093784
#> Attrib V57 0.3515035879159805
#> Attrib V58 0.07006055241507746
#> Attrib V59 0.4507044452572847
#> Attrib V6 0.003850961920757618
#> Attrib V60 0.19715357472069642
#> Attrib V7 0.2520353049883617
#> Attrib V8 0.16103321910381277
#> Attrib V9 -1.3956502008203837
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.2797814085003693
#> Attrib V1 0.022452242427487282
#> Attrib V10 0.1922348415064163
#> Attrib V11 0.2614136217020298
#> Attrib V12 1.0437145805830441
#> Attrib V13 0.02241821716764124
#> Attrib V14 -0.21101405878268692
#> Attrib V15 0.2752699196683974
#> Attrib V16 -0.16270772550217366
#> Attrib V17 -0.15005874789125806
#> Attrib V18 -0.2304293853202365
#> Attrib V19 0.09473261898344201
#> Attrib V2 0.15888807306388297
#> Attrib V20 0.313128990694556
#> Attrib V21 0.13736351983823356
#> Attrib V22 0.23057924519168554
#> Attrib V23 0.48172329316318324
#> Attrib V24 0.5124217434340261
#> Attrib V25 0.27386118476308013
#> Attrib V26 -0.19745193082145468
#> Attrib V27 -0.03950063284131313
#> Attrib V28 0.03754500162988486
#> Attrib V29 -0.3307726302488575
#> Attrib V3 0.09234282153867672
#> Attrib V30 0.23396982307576947
#> Attrib V31 -0.5128262818170011
#> Attrib V32 0.3155076950424778
#> Attrib V33 0.2885651125046216
#> Attrib V34 0.08204976578896228
#> Attrib V35 0.0761073222791024
#> Attrib V36 -0.458993059765297
#> Attrib V37 -0.32501019843115647
#> Attrib V38 -0.011970395708593881
#> Attrib V39 0.0387460554199516
#> Attrib V4 0.42424000778752863
#> Attrib V40 -0.036741797867856564
#> Attrib V41 0.14617001370832525
#> Attrib V42 0.20201399558188546
#> Attrib V43 0.1220841061174763
#> Attrib V44 0.2881642513260547
#> Attrib V45 0.2915727355159757
#> Attrib V46 -0.24757133261326733
#> Attrib V47 -0.2843553936337375
#> Attrib V48 -0.032380098284936196
#> Attrib V49 0.34008660304992494
#> Attrib V5 0.1491778326762264
#> Attrib V50 -0.8053870851870271
#> Attrib V51 -0.10955095058407652
#> Attrib V52 0.2509036019508842
#> Attrib V53 0.25860948426460934
#> Attrib V54 0.6205586122687521
#> Attrib V55 -0.30102897427428615
#> Attrib V56 0.5488170609035984
#> Attrib V57 -0.07626333131494265
#> Attrib V58 0.16942370103993631
#> Attrib V59 0.13702196744134076
#> Attrib V6 -0.17672143758390624
#> Attrib V60 0.18408439265541626
#> Attrib V7 -0.18761772558116527
#> Attrib V8 -0.11645421039794993
#> Attrib V9 0.7525665424882895
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.12421024299701677
#> Attrib V1 0.03401424033981532
#> Attrib V10 0.25451209498830385
#> Attrib V11 0.1961081983995171
#> Attrib V12 0.658069351654443
#> Attrib V13 -0.15436929640390562
#> Attrib V14 -0.18482658795038384
#> Attrib V15 0.27772294413651305
#> Attrib V16 -0.06673537635326883
#> Attrib V17 0.04512473291476809
#> Attrib V18 -0.005818858054211613
#> Attrib V19 0.2766704792302716
#> Attrib V2 -0.05038103994902098
#> Attrib V20 0.6069807775735446
#> Attrib V21 0.47177015716251536
#> Attrib V22 0.44744701572475537
#> Attrib V23 0.6596737438025896
#> Attrib V24 0.33299579514069444
#> Attrib V25 -0.13881363690594864
#> Attrib V26 -0.5585056856820491
#> Attrib V27 -0.32372864623368985
#> Attrib V28 -0.10070948659780823
#> Attrib V29 -0.17147104022882523
#> Attrib V3 -0.0316813980747108
#> Attrib V30 0.3326249256633311
#> Attrib V31 -0.715614207851801
#> Attrib V32 0.21035995390314668
#> Attrib V33 0.32228063021415154
#> Attrib V34 -0.00816493885596639
#> Attrib V35 0.00390780749281205
#> Attrib V36 -0.30600056726929703
#> Attrib V37 -0.17342681007863014
#> Attrib V38 0.14355548781363622
#> Attrib V39 0.023343904250337954
#> Attrib V4 0.5072293732655223
#> Attrib V40 -0.15183306297260857
#> Attrib V41 0.09227801801463903
#> Attrib V42 0.10779467178760947
#> Attrib V43 0.21296911074909816
#> Attrib V44 0.641704392339284
#> Attrib V45 0.42754455342404624
#> Attrib V46 -0.2871635286877836
#> Attrib V47 -0.27502145165878694
#> Attrib V48 0.042106796540746914
#> Attrib V49 0.32383292240660916
#> Attrib V5 0.19536448210931157
#> Attrib V50 -0.8020314485817104
#> Attrib V51 0.018791864686543425
#> Attrib V52 0.2556905029423233
#> Attrib V53 0.05467916134517395
#> Attrib V54 0.5555835729321499
#> Attrib V55 -0.4801528148679372
#> Attrib V56 0.5310664249537119
#> Attrib V57 -0.08439030147600303
#> Attrib V58 0.1888945935484328
#> Attrib V59 0.1330710702654355
#> Attrib V6 -0.12279154553513578
#> Attrib V60 0.11571038976726777
#> Attrib V7 -0.09719987394607063
#> Attrib V8 -5.401741026379194E-4
#> Attrib V9 0.8918398613158106
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.4334552351782396
#> Attrib V1 0.38603980279717487
#> Attrib V10 -0.6697921089606866
#> Attrib V11 -0.4761965503064445
#> Attrib V12 -1.3993660533862997
#> Attrib V13 0.11502691278666548
#> Attrib V14 0.7414736785822326
#> Attrib V15 -0.2757615321451274
#> Attrib V16 0.40410334673699866
#> Attrib V17 0.6397099263066859
#> Attrib V18 0.5188828010174913
#> Attrib V19 -0.07733111220206736
#> Attrib V2 -0.27951749549953175
#> Attrib V20 -0.7212018373081324
#> Attrib V21 -0.3237574158803812
#> Attrib V22 -0.3776309802247159
#> Attrib V23 -0.7774600530396696
#> Attrib V24 -0.20780651440338535
#> Attrib V25 0.36851167228449544
#> Attrib V26 0.5162906486522275
#> Attrib V27 -0.21145781965721944
#> Attrib V28 -0.8182451591539747
#> Attrib V29 -0.15046746575173842
#> Attrib V3 -0.18617969146673
#> Attrib V30 -0.6077994696918465
#> Attrib V31 1.0878091483890528
#> Attrib V32 -0.2582524339354007
#> Attrib V33 -0.27259313129995555
#> Attrib V34 -0.17436592549615512
#> Attrib V35 -0.20714664660044674
#> Attrib V36 1.0905858088103755
#> Attrib V37 0.32315500274293585
#> Attrib V38 -0.21222320887539523
#> Attrib V39 -0.28433921698489406
#> Attrib V4 -0.18620232264368514
#> Attrib V40 0.08406326599220117
#> Attrib V41 -0.3184836425206318
#> Attrib V42 -0.1195886000514237
#> Attrib V43 0.07121116888128957
#> Attrib V44 -0.5464665355611309
#> Attrib V45 -0.8632503157081598
#> Attrib V46 -0.26786197801599554
#> Attrib V47 -0.2996965213004729
#> Attrib V48 -0.4854473660613769
#> Attrib V49 -1.000587020203833
#> Attrib V5 -0.23906056214633156
#> Attrib V50 1.1759274532446928
#> Attrib V51 -0.24437583797671
#> Attrib V52 -0.6391085526682674
#> Attrib V53 -0.39121566639174393
#> Attrib V54 -0.18469742378941775
#> Attrib V55 0.9992434928990571
#> Attrib V56 -0.5436434572222699
#> Attrib V57 0.6303437160017131
#> Attrib V58 0.14580733142338262
#> Attrib V59 0.7045761442679079
#> Attrib V6 0.0893650190459569
#> Attrib V60 0.5029231052576996
#> Attrib V7 0.5512737131583364
#> Attrib V8 0.31746683234837897
#> Attrib V9 -1.6158435701131615
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.003023072433986438
#> Attrib V1 0.2732668267268047
#> Attrib V10 -0.045286771735810236
#> Attrib V11 0.012610993730409682
#> Attrib V12 0.2700854956967877
#> Attrib V13 -0.08864970231526918
#> Attrib V14 0.05244788427331412
#> Attrib V15 0.21922254888071183
#> Attrib V16 0.11140164630817086
#> Attrib V17 0.11375031811618457
#> Attrib V18 0.04764015170863362
#> Attrib V19 0.13807560821928297
#> Attrib V2 0.1052765439840371
#> Attrib V20 0.39780748978980507
#> Attrib V21 0.22929624920090289
#> Attrib V22 0.11052851433059106
#> Attrib V23 0.2084985038832788
#> Attrib V24 0.1807687773547083
#> Attrib V25 -0.1490084729154747
#> Attrib V26 -0.5001868437841992
#> Attrib V27 -0.404486973535611
#> Attrib V28 -0.33548211458195437
#> Attrib V29 -0.3381607522910876
#> Attrib V3 0.15192803332548224
#> Attrib V30 -0.1562098113538971
#> Attrib V31 -0.4679507486027044
#> Attrib V32 0.06414288393588606
#> Attrib V33 0.10686237491465612
#> Attrib V34 0.044500670805969166
#> Attrib V35 0.09200904239754465
#> Attrib V36 -0.04668453260110489
#> Attrib V37 0.01576827974404466
#> Attrib V38 0.145772050372053
#> Attrib V39 0.07646660681370902
#> Attrib V4 0.4428305852063452
#> Attrib V40 -0.06557812654216445
#> Attrib V41 -0.022987768246088575
#> Attrib V42 0.058502146320034254
#> Attrib V43 0.17065915113468977
#> Attrib V44 0.2741932827025195
#> Attrib V45 0.10641357331152518
#> Attrib V46 -0.18919605807829115
#> Attrib V47 -0.25642246093327825
#> Attrib V48 -0.02087747858871611
#> Attrib V49 0.1047729880535363
#> Attrib V5 0.15015685093649206
#> Attrib V50 -0.3552132098434292
#> Attrib V51 -0.0769155133237016
#> Attrib V52 0.06027275145138432
#> Attrib V53 0.03449501011200026
#> Attrib V54 0.5546933958787189
#> Attrib V55 -0.05771517919759623
#> Attrib V56 0.46775867038342717
#> Attrib V57 0.21923458435051607
#> Attrib V58 0.289623996597994
#> Attrib V59 0.33580611029391316
#> Attrib V6 -0.00410527719055845
#> Attrib V60 0.2810407570921423
#> Attrib V7 -0.029918314785349887
#> Attrib V8 -0.05823044848496279
#> Attrib V9 0.2707514515401376
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.01288510203486469
#> Attrib V1 0.3380338274545295
#> Attrib V10 -0.12833490567812458
#> Attrib V11 -0.024412428972352875
#> Attrib V12 0.240345210299721
#> Attrib V13 -0.19821100527209476
#> Attrib V14 0.06338967733454329
#> Attrib V15 0.4462364511334136
#> Attrib V16 0.08920777696821629
#> Attrib V17 0.2160258173628543
#> Attrib V18 0.02810591841334542
#> Attrib V19 0.2600958608789174
#> Attrib V2 -0.08954484089112982
#> Attrib V20 0.7242915759663339
#> Attrib V21 0.48158457000422694
#> Attrib V22 0.3240928496819629
#> Attrib V23 0.4786197400674514
#> Attrib V24 0.12882057782587958
#> Attrib V25 -0.40890451259840027
#> Attrib V26 -0.8950035501239888
#> Attrib V27 -0.7934782595495662
#> Attrib V28 -0.582641002302443
#> Attrib V29 -0.5359414800420407
#> Attrib V3 0.13163307928644133
#> Attrib V30 -0.15128613401112329
#> Attrib V31 -0.899892743983781
#> Attrib V32 0.08014451538220553
#> Attrib V33 0.35901214472914766
#> Attrib V34 0.10573656732319796
#> Attrib V35 0.15012688089856366
#> Attrib V36 -0.046195409716846894
#> Attrib V37 0.03954605278279777
#> Attrib V38 0.19603376816018261
#> Attrib V39 0.08465276615791777
#> Attrib V4 0.6993204146223958
#> Attrib V40 -0.19782224285195776
#> Attrib V41 -4.324323054125714E-6
#> Attrib V42 0.16667757914258516
#> Attrib V43 0.2571042960776847
#> Attrib V44 0.5378433245054013
#> Attrib V45 0.3277067498391854
#> Attrib V46 -0.39122792578334253
#> Attrib V47 -0.3665797893633398
#> Attrib V48 -0.14848088681856214
#> Attrib V49 0.07222310780406455
#> Attrib V5 0.17722123455040864
#> Attrib V50 -0.7248820424546809
#> Attrib V51 -0.13747774655735553
#> Attrib V52 0.06665003737872015
#> Attrib V53 -0.030208855845935
#> Attrib V54 0.832870291093123
#> Attrib V55 -0.26966577694687627
#> Attrib V56 0.706076389606697
#> Attrib V57 0.17559223751626313
#> Attrib V58 0.4045863634392766
#> Attrib V59 0.562619732821015
#> Attrib V6 -0.04791790109127764
#> Attrib V60 0.3049130623777112
#> Attrib V7 -0.004739165477045482
#> Attrib V8 0.07935887120835501
#> Attrib V9 0.45772984027000835
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.428545068384397
#> Attrib V1 0.22830841475884406
#> Attrib V10 -0.2738931793802242
#> Attrib V11 -0.06039466809910467
#> Attrib V12 -0.6737811550482293
#> Attrib V13 0.35098722521071846
#> Attrib V14 0.667636076157163
#> Attrib V15 -0.1089968740630192
#> Attrib V16 0.24511119889844699
#> Attrib V17 0.48030847379665215
#> Attrib V18 0.40828894858648684
#> Attrib V19 0.14444402521475538
#> Attrib V2 -0.005789429488379358
#> Attrib V20 -0.22619297950933218
#> Attrib V21 -0.1858149427641987
#> Attrib V22 -0.2778566721447668
#> Attrib V23 -0.535606109551673
#> Attrib V24 -0.3107245415799889
#> Attrib V25 0.2097276651089247
#> Attrib V26 0.5303317551141339
#> Attrib V27 -0.004473206393962218
#> Attrib V28 -0.43425314478841415
#> Attrib V29 -0.14212139628387757
#> Attrib V3 0.03901802045863777
#> Attrib V30 -0.4987451673155255
#> Attrib V31 0.7111173259893109
#> Attrib V32 -0.1040275470569813
#> Attrib V33 -0.30586043449981776
#> Attrib V34 -0.17455760982575588
#> Attrib V35 -0.17523134469509447
#> Attrib V36 0.6252346213040104
#> Attrib V37 0.09418635212254034
#> Attrib V38 -0.17054829982339048
#> Attrib V39 -0.3037915672707278
#> Attrib V4 -0.046735628929244384
#> Attrib V40 -0.10714176473359624
#> Attrib V41 -0.4365892277094516
#> Attrib V42 -0.30157778348519965
#> Attrib V43 -0.11446112648539931
#> Attrib V44 -0.5598600025204961
#> Attrib V45 -0.702892270183678
#> Attrib V46 -0.17656152915561757
#> Attrib V47 -0.0874832455555962
#> Attrib V48 -0.2847529661791335
#> Attrib V49 -0.5679459295762191
#> Attrib V5 -0.18053484743907092
#> Attrib V50 0.9734138156929343
#> Attrib V51 -0.0028244115971702366
#> Attrib V52 -0.09533818725267465
#> Attrib V53 -0.12276741306029758
#> Attrib V54 -0.08060447767082753
#> Attrib V55 0.8369448033664146
#> Attrib V56 -0.31849920575892887
#> Attrib V57 0.32627223615795337
#> Attrib V58 0.1316478719625775
#> Attrib V59 0.20525152005371425
#> Attrib V6 0.06707542806596746
#> Attrib V60 0.02051874620969337
#> Attrib V7 0.21476486427169275
#> Attrib V8 0.19535927110862183
#> Attrib V9 -0.9340850336849965
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.6355147325676542
#> Attrib V1 -0.427711627864728
#> Attrib V10 1.0121911490748212
#> Attrib V11 0.929501615947441
#> Attrib V12 2.405462842436027
#> Attrib V13 0.34201928118234004
#> Attrib V14 -0.8088139899936553
#> Attrib V15 -0.12030281803568373
#> Attrib V16 -0.09754989872816933
#> Attrib V17 -0.3315074622769036
#> Attrib V18 -0.24224029793014887
#> Attrib V19 -0.026794813869311308
#> Attrib V2 0.8696166298039744
#> Attrib V20 0.052428849671604716
#> Attrib V21 -0.03333881539806841
#> Attrib V22 0.33652978737862455
#> Attrib V23 1.0224340398643552
#> Attrib V24 0.5436074646612122
#> Attrib V25 0.4744672334262465
#> Attrib V26 0.9268025192649605
#> Attrib V27 2.008684281080686
#> Attrib V28 2.511838447774391
#> Attrib V29 1.2593150598888632
#> Attrib V3 0.5608099564973069
#> Attrib V30 0.8091677679237392
#> Attrib V31 -0.7437864876135192
#> Attrib V32 -0.4304190669413601
#> Attrib V33 -0.8489924956982928
#> Attrib V34 -0.3811097707942104
#> Attrib V35 0.3072305181960312
#> Attrib V36 -1.3636113232697225
#> Attrib V37 -0.24771971274010923
#> Attrib V38 -0.18663424929909353
#> Attrib V39 0.5898458435819118
#> Attrib V4 0.061424797920389275
#> Attrib V40 0.9063786018475698
#> Attrib V41 1.4815487992858432
#> Attrib V42 -0.1198331338491556
#> Attrib V43 0.015262920839247057
#> Attrib V44 0.2430939436847487
#> Attrib V45 0.858378934956809
#> Attrib V46 0.7281757076537705
#> Attrib V47 0.815741921444922
#> Attrib V48 0.7986623177987924
#> Attrib V49 1.1907046924748617
#> Attrib V5 0.7909573405551787
#> Attrib V50 -0.4494644664368116
#> Attrib V51 0.8989018443366897
#> Attrib V52 1.4616576963087897
#> Attrib V53 1.746544532022253
#> Attrib V54 -1.2897253164568958
#> Attrib V55 -1.031838845254292
#> Attrib V56 0.469269791314696
#> Attrib V57 0.5663497950176826
#> Attrib V58 -0.28199035389174554
#> Attrib V59 -0.3150990774958662
#> Attrib V6 0.2841747589417398
#> Attrib V60 0.30794137698186563
#> Attrib V7 -0.894618032896493
#> Attrib V8 -1.1411399057115594
#> Attrib V9 1.3448629720649474
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.2304745191695126
#> Attrib V1 0.0869630837047473
#> Attrib V10 0.049042753539877935
#> Attrib V11 0.002564247097151026
#> Attrib V12 0.00927068362471167
#> Attrib V13 0.03085211254122999
#> Attrib V14 0.09262805969661558
#> Attrib V15 0.03068094478666751
#> Attrib V16 0.047827866501387054
#> Attrib V17 0.08338947943671118
#> Attrib V18 0.0035797862126017476
#> Attrib V19 0.05787338457015286
#> Attrib V2 0.10393141746548919
#> Attrib V20 0.010885163805255773
#> Attrib V21 -0.007417821652485009
#> Attrib V22 -0.028660822353716055
#> Attrib V23 -0.0099632015812392
#> Attrib V24 -0.056487234125177865
#> Attrib V25 -0.04727473978382434
#> Attrib V26 -0.09373733946683761
#> Attrib V27 -0.04082223997333786
#> Attrib V28 -0.012069839451464818
#> Attrib V29 -0.025524395426715946
#> Attrib V3 0.07313864599971298
#> Attrib V30 -0.015235644271261818
#> Attrib V31 -0.008270246256459982
#> Attrib V32 -0.004738346284023851
#> Attrib V33 0.04742598799309388
#> Attrib V34 0.0037588772920702927
#> Attrib V35 0.12041667974005878
#> Attrib V36 0.13894252292175005
#> Attrib V37 0.12752262259570796
#> Attrib V38 0.007999769503080232
#> Attrib V39 0.03063910469020715
#> Attrib V4 0.14765519977293284
#> Attrib V40 0.0169468498659791
#> Attrib V41 0.028299952390425605
#> Attrib V42 0.03182071410703785
#> Attrib V43 0.03245911103250571
#> Attrib V44 0.05068642891347227
#> Attrib V45 -0.0015339630937464214
#> Attrib V46 0.008597909434347076
#> Attrib V47 0.02599632679020009
#> Attrib V48 0.06559241443157156
#> Attrib V49 0.01807074346225658
#> Attrib V5 0.0599853018250788
#> Attrib V50 0.088740577736865
#> Attrib V51 0.06067092316888241
#> Attrib V52 0.06033757309013608
#> Attrib V53 0.06656645578709705
#> Attrib V54 0.04730054711249616
#> Attrib V55 0.05821123730944463
#> Attrib V56 0.06446486426529617
#> Attrib V57 0.1121196504408553
#> Attrib V58 0.09513594006548155
#> Attrib V59 0.09770175068408245
#> Attrib V6 0.1301614443130866
#> Attrib V60 0.16376644521981099
#> Attrib V7 0.03276833007024837
#> Attrib V8 0.09264551792312747
#> Attrib V9 0.049531161406470216
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.290788473047611
#> Attrib V1 0.09837388392793293
#> Attrib V10 0.235582844156608
#> Attrib V11 0.27175778169350334
#> Attrib V12 0.8475149403426758
#> Attrib V13 -0.05190637962924486
#> Attrib V14 -0.3142115102672072
#> Attrib V15 0.19109019383036555
#> Attrib V16 -0.1313692388685066
#> Attrib V17 -0.11986733705698772
#> Attrib V18 -0.08685633522626071
#> Attrib V19 0.1150563926545471
#> Attrib V2 0.11546876930053393
#> Attrib V20 0.3309826914430174
#> Attrib V21 0.21739605606207005
#> Attrib V22 0.2531548944782914
#> Attrib V23 0.47209853611350927
#> Attrib V24 0.3983386201493937
#> Attrib V25 0.08883537819588741
#> Attrib V26 -0.21243360773800618
#> Attrib V27 -0.08025106659023616
#> Attrib V28 0.002783506845250042
#> Attrib V29 -0.2589795138164406
#> Attrib V3 0.06326017122175415
#> Attrib V30 0.2342590613806101
#> Attrib V31 -0.5183298753784056
#> Attrib V32 0.274761831904841
#> Attrib V33 0.21339117140769642
#> Attrib V34 0.11337946298522403
#> Attrib V35 0.07964308233709134
#> Attrib V36 -0.38606622175286825
#> Attrib V37 -0.20343871949321748
#> Attrib V38 0.10541259343645958
#> Attrib V39 0.12166823338152154
#> Attrib V4 0.36591780001580193
#> Attrib V40 -0.1525885842426385
#> Attrib V41 0.06476233850525916
#> Attrib V42 0.061882376854515884
#> Attrib V43 0.0754902083910002
#> Attrib V44 0.4073903964351782
#> Attrib V45 0.38085621267673286
#> Attrib V46 -0.2440186205701544
#> Attrib V47 -0.22748157233077698
#> Attrib V48 0.06528300624736601
#> Attrib V49 0.2783148901527644
#> Attrib V5 0.1332297266179889
#> Attrib V50 -0.6609860813538107
#> Attrib V51 -0.028177820577072528
#> Attrib V52 0.23295221109927144
#> Attrib V53 0.1476950147580363
#> Attrib V54 0.5352281330974518
#> Attrib V55 -0.299078167708456
#> Attrib V56 0.4456338825151216
#> Attrib V57 -0.05918978371019106
#> Attrib V58 0.0941059577587291
#> Attrib V59 0.07009158431245158
#> Attrib V6 -0.06628766580296086
#> Attrib V60 0.10160857207451755
#> Attrib V7 -0.2133011296804364
#> Attrib V8 -0.09908610703604576
#> Attrib V9 0.7750211980607401
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.8678546740877919
#> Attrib V1 0.20197263730153903
#> Attrib V10 -0.4599902638391279
#> Attrib V11 -0.8181771446191063
#> Attrib V12 -1.9386755836697234
#> Attrib V13 -0.07897240225158099
#> Attrib V14 0.8412915808801118
#> Attrib V15 -0.5079247408875401
#> Attrib V16 -0.11585780647046007
#> Attrib V17 -0.11982234480112655
#> Attrib V18 -0.04962478981889046
#> Attrib V19 -0.7954879581130024
#> Attrib V2 -0.4467538566999638
#> Attrib V20 -1.2667233367544861
#> Attrib V21 -0.8856204385154597
#> Attrib V22 -0.7455566916448865
#> Attrib V23 -0.18656525823652984
#> Attrib V24 0.3857918978152482
#> Attrib V25 0.3850452184738919
#> Attrib V26 0.0129091030240712
#> Attrib V27 -0.4242393468664606
#> Attrib V28 -0.3405226679948022
#> Attrib V29 -0.07128348267800934
#> Attrib V3 -0.23946723193360167
#> Attrib V30 -0.575794871583949
#> Attrib V31 0.6267686618205514
#> Attrib V32 0.22808043368501707
#> Attrib V33 0.08446570993975717
#> Attrib V34 -0.36451686843474335
#> Attrib V35 -0.12685800378626658
#> Attrib V36 1.4368493561756646
#> Attrib V37 0.20623272860965708
#> Attrib V38 0.21485171401890116
#> Attrib V39 -0.2805995241767024
#> Attrib V4 0.5333948347238335
#> Attrib V40 -0.1387562418620505
#> Attrib V41 -0.2535404048319952
#> Attrib V42 0.12670427168132115
#> Attrib V43 0.34396204562676447
#> Attrib V44 0.011561033386735128
#> Attrib V45 -0.5971745393859927
#> Attrib V46 -0.5492711053697897
#> Attrib V47 -0.7399736705383987
#> Attrib V48 -0.7248680161105152
#> Attrib V49 -0.9165706826038058
#> Attrib V5 -0.6666215322265759
#> Attrib V50 1.1201156902377805
#> Attrib V51 -5.627618895061698E-4
#> Attrib V52 -0.1071090045161943
#> Attrib V53 -0.16166854936021868
#> Attrib V54 -0.18238502687444785
#> Attrib V55 0.5394540030449664
#> Attrib V56 -0.5031864590557698
#> Attrib V57 0.19910144908783775
#> Attrib V58 0.44875679834870635
#> Attrib V59 0.7204709995767576
#> Attrib V6 0.024347042394057137
#> Attrib V60 0.683436024992775
#> Attrib V7 1.146975538721912
#> Attrib V8 1.073951375279741
#> Attrib V9 -1.1501548799023014
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.026880672926165815
#> Attrib V1 0.13620728774608834
#> Attrib V10 0.02354913204150536
#> Attrib V11 0.11775501258550468
#> Attrib V12 0.4029690317515769
#> Attrib V13 -0.185546831112734
#> Attrib V14 -0.01194620226008858
#> Attrib V15 0.362940031092664
#> Attrib V16 0.0475317503044946
#> Attrib V17 0.1257567441511629
#> Attrib V18 0.004764665679457329
#> Attrib V19 0.2443469536979686
#> Attrib V2 -0.048399853010343594
#> Attrib V20 0.721832921280507
#> Attrib V21 0.4906765131264347
#> Attrib V22 0.369161356118699
#> Attrib V23 0.47107491207846236
#> Attrib V24 0.25037082156321505
#> Attrib V25 -0.24693363540242774
#> Attrib V26 -0.8110109072696376
#> Attrib V27 -0.6188148190341348
#> Attrib V28 -0.3950875660704244
#> Attrib V29 -0.39222968289278787
#> Attrib V3 0.12410856380347583
#> Attrib V30 -0.04654478258562426
#> Attrib V31 -0.7823823108318162
#> Attrib V32 0.17901849504113032
#> Attrib V33 0.3493496334467201
#> Attrib V34 0.1352735216183091
#> Attrib V35 0.11919390887065727
#> Attrib V36 -0.1707053651666832
#> Attrib V37 -0.07855215072988285
#> Attrib V38 0.19419990015395858
#> Attrib V39 0.1263777531610853
#> Attrib V4 0.5568342415516988
#> Attrib V40 -0.15844143604257854
#> Attrib V41 0.010162082266478164
#> Attrib V42 0.10826835080597051
#> Attrib V43 0.2345674691531887
#> Attrib V44 0.521570213909942
#> Attrib V45 0.4265902145675506
#> Attrib V46 -0.30302880944907984
#> Attrib V47 -0.2909307803047359
#> Attrib V48 -0.052998379203508125
#> Attrib V49 0.1611184561936606
#> Attrib V5 0.12372045815755514
#> Attrib V50 -0.7024732360775839
#> Attrib V51 -0.06510216565928535
#> Attrib V52 0.15659327908298667
#> Attrib V53 -0.04998286591070978
#> Attrib V54 0.668291504215083
#> Attrib V55 -0.2582183635710238
#> Attrib V56 0.602615909351355
#> Attrib V57 0.060547515067359475
#> Attrib V58 0.2692971486729216
#> Attrib V59 0.25852678433711396
#> Attrib V6 -0.05462801899310697
#> Attrib V60 0.1775646718311819
#> Attrib V7 -0.06849453475396397
#> Attrib V8 0.10335499616935377
#> Attrib V9 0.6093522391717047
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.19361093307422947
#> Attrib V1 0.08769039759046438
#> Attrib V10 0.08730969762792458
#> Attrib V11 0.029146560177268382
#> Attrib V12 -0.047156471875462416
#> Attrib V13 0.11126641132501527
#> Attrib V14 0.07317766689185597
#> Attrib V15 0.035823938706826534
#> Attrib V16 0.08967566059360339
#> Attrib V17 0.14823607855361973
#> Attrib V18 0.08978215282241059
#> Attrib V19 0.010329290416941887
#> Attrib V2 0.08010488016068866
#> Attrib V20 -0.04862278869869803
#> Attrib V21 0.00294487001067491
#> Attrib V22 -4.714128246057071E-4
#> Attrib V23 -0.031993064935382655
#> Attrib V24 -0.08935704022659158
#> Attrib V25 3.198350487011639E-4
#> Attrib V26 0.01976312911586513
#> Attrib V27 -0.07083711036197733
#> Attrib V28 -0.06933706448501774
#> Attrib V29 -0.06730421673787303
#> Attrib V3 0.03965561876686205
#> Attrib V30 0.02287338234826749
#> Attrib V31 0.1819245913514262
#> Attrib V32 -0.0025633637311080026
#> Attrib V33 -0.021782967727714854
#> Attrib V34 -0.009014767285813567
#> Attrib V35 0.08674776177105163
#> Attrib V36 0.1316710644205084
#> Attrib V37 0.12293448363938005
#> Attrib V38 -0.03699706816465808
#> Attrib V39 0.034949825138112706
#> Attrib V4 0.07131717689184033
#> Attrib V40 0.05978891882389556
#> Attrib V41 0.04517586820916938
#> Attrib V42 0.057533390828110854
#> Attrib V43 0.0027114719967824582
#> Attrib V44 -0.04006507675700533
#> Attrib V45 -0.04145602803004116
#> Attrib V46 0.02814143035066616
#> Attrib V47 0.032715153385053174
#> Attrib V48 0.02503115595227936
#> Attrib V49 -0.05694606839375347
#> Attrib V5 0.03979153375337846
#> Attrib V50 0.10765872109481311
#> Attrib V51 0.04445550945859173
#> Attrib V52 0.033572125224074593
#> Attrib V53 0.039395332585870406
#> Attrib V54 -0.0031386760690446033
#> Attrib V55 0.06346570498409926
#> Attrib V56 0.022625015400195063
#> Attrib V57 0.019461667883647046
#> Attrib V58 0.07301540802852388
#> Attrib V59 0.07871682522395795
#> Attrib V6 0.10078437518628566
#> Attrib V60 0.09007880732777061
#> Attrib V7 0.025913320427957718
#> Attrib V8 0.058365807323529216
#> Attrib V9 -0.030346400766591695
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.05335993739189207
#> Attrib V1 0.2987387010683811
#> Attrib V10 -0.0873564726995953
#> Attrib V11 -0.04215173556640193
#> Attrib V12 0.07109893122700758
#> Attrib V13 -0.22432333198159815
#> Attrib V14 0.08169529671082963
#> Attrib V15 0.47817463810836713
#> Attrib V16 0.14106676625772502
#> Attrib V17 0.21362004989635308
#> Attrib V18 0.029765893595235245
#> Attrib V19 0.2389330337079725
#> Attrib V2 -0.041030074152227404
#> Attrib V20 0.7770593553556208
#> Attrib V21 0.4650704455777335
#> Attrib V22 0.31951766129129594
#> Attrib V23 0.4384047671890474
#> Attrib V24 0.10084189115416889
#> Attrib V25 -0.5539116858050148
#> Attrib V26 -1.0008370884642175
#> Attrib V27 -0.8650254785679854
#> Attrib V28 -0.6181860352522159
#> Attrib V29 -0.5016880292537953
#> Attrib V3 0.07842761820145261
#> Attrib V30 -0.12480110642918195
#> Attrib V31 -0.8492969513848879
#> Attrib V32 0.07770261540314491
#> Attrib V33 0.42684843350835466
#> Attrib V34 0.17697931778066858
#> Attrib V35 0.14302409378357722
#> Attrib V36 -0.08501193996841461
#> Attrib V37 0.015086644445816963
#> Attrib V38 0.24416440509663528
#> Attrib V39 0.047056696196073375
#> Attrib V4 0.682160300296209
#> Attrib V40 -0.20597351737588726
#> Attrib V41 -0.0526506893745807
#> Attrib V42 0.16229905159892954
#> Attrib V43 0.2336681734132631
#> Attrib V44 0.604866828272263
#> Attrib V45 0.3058406054862244
#> Attrib V46 -0.37969401972566996
#> Attrib V47 -0.40371731121806576
#> Attrib V48 -0.0922475513250301
#> Attrib V49 0.06695751553921252
#> Attrib V5 0.12487652571076799
#> Attrib V50 -0.760940427222515
#> Attrib V51 -0.13265081456058886
#> Attrib V52 0.031909932311029954
#> Attrib V53 -0.06390038542163014
#> Attrib V54 0.8536319359880044
#> Attrib V55 -0.2506099351781019
#> Attrib V56 0.6227449810399596
#> Attrib V57 0.16809084320944068
#> Attrib V58 0.3787784421974805
#> Attrib V59 0.48787076532099927
#> Attrib V6 -0.05061922399017327
#> Attrib V60 0.2987731342760674
#> Attrib V7 0.007228765490005061
#> Attrib V8 0.12282226641066676
#> Attrib V9 0.5137960868727804
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.08152057086336807
#> Attrib V1 0.17284897661715135
#> Attrib V10 -0.028338695389692307
#> Attrib V11 0.009041779804973313
#> Attrib V12 0.12484687689735946
#> Attrib V13 -0.06795761807128972
#> Attrib V14 0.08708506388716732
#> Attrib V15 0.20354106354747464
#> Attrib V16 0.09908092786516878
#> Attrib V17 0.06479449654251805
#> Attrib V18 0.11795084330519622
#> Attrib V19 0.08140121241431873
#> Attrib V2 0.06715241076810459
#> Attrib V20 0.2942377698610996
#> Attrib V21 0.218679058891496
#> Attrib V22 0.111786782648242
#> Attrib V23 0.2037027540060471
#> Attrib V24 0.029197931524492005
#> Attrib V25 -0.2052207289931087
#> Attrib V26 -0.3907982361299721
#> Attrib V27 -0.27310006461104974
#> Attrib V28 -0.10038204530238982
#> Attrib V29 -0.17133748777258717
#> Attrib V3 0.16362368196625066
#> Attrib V30 -0.0195180583687984
#> Attrib V31 -0.38485656488966213
#> Attrib V32 0.013575525850686315
#> Attrib V33 0.10323206831307473
#> Attrib V34 0.014357113346578052
#> Attrib V35 0.07842845299378068
#> Attrib V36 0.03414287722822653
#> Attrib V37 0.03103218412122492
#> Attrib V38 0.08186800313051422
#> Attrib V39 0.08390991078450767
#> Attrib V4 0.3169973085859571
#> Attrib V40 -0.08757043570502088
#> Attrib V41 -0.012092725228038184
#> Attrib V42 0.07302200495592835
#> Attrib V43 0.022242274338699713
#> Attrib V44 0.23141957086330314
#> Attrib V45 0.17601869631240233
#> Attrib V46 -0.08681685370677909
#> Attrib V47 -0.1094088668235158
#> Attrib V48 -0.04435491013636251
#> Attrib V49 0.14475386078551494
#> Attrib V5 0.12809614603946592
#> Attrib V50 -0.2214377744079128
#> Attrib V51 0.005935419089546763
#> Attrib V52 0.11122692224875737
#> Attrib V53 0.06220060843433054
#> Attrib V54 0.24671405103332805
#> Attrib V55 -0.10529809071889921
#> Attrib V56 0.23395340177169285
#> Attrib V57 0.12055214366074442
#> Attrib V58 0.22387091981067317
#> Attrib V59 0.178966868190296
#> Attrib V6 0.06060515337526729
#> Attrib V60 0.1701863625602068
#> Attrib V7 0.02143872004080036
#> Attrib V8 0.09043561344023004
#> Attrib V9 0.26885450102343805
#> 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
#> 0.1594203