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 -0.5883641135801164
#> Node 2 2.769180168940066
#> Node 3 2.064438506752989
#> Node 4 1.184883383306861
#> Node 5 -2.2019158026107015
#> Node 6 1.5185652725502707
#> Node 7 1.4039469879914535
#> Node 8 2.3430151321819728
#> Node 9 3.637753180216662
#> Node 10 -2.05203741523785
#> Node 11 1.9640597891353382
#> Node 12 1.8978615265138765
#> Node 13 0.25019527765602984
#> Node 14 1.588788203543538
#> Node 15 -1.6390833992124145
#> Node 16 0.871698571183216
#> Node 17 0.4393771370964272
#> Node 18 -2.795594601231283
#> Node 19 1.7639132192347988
#> Node 20 1.5252462546480758
#> Node 21 -2.667678426738478
#> Node 22 1.5162095678803276
#> Node 23 1.1202227665208022
#> Node 24 -0.7821386338579736
#> Node 25 4.810854825615328
#> Node 26 -0.3666158184324734
#> Node 27 2.68714979055285
#> Node 28 -2.0416742872056046
#> Node 29 1.28941910049646
#> Node 30 -1.451018525385482
#> Node 31 1.7282874539796336
#> Node 32 0.5845377290715007
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.5974349705365443
#> Node 2 -2.8121679548028764
#> Node 3 -2.0588271984911737
#> Node 4 -1.1532547615235955
#> Node 5 2.1922177878766336
#> Node 6 -1.5019373881004339
#> Node 7 -1.3757706623019244
#> Node 8 -2.3560977245006884
#> Node 9 -3.6172835451329974
#> Node 10 1.9834377913489754
#> Node 11 -1.9152500322004022
#> Node 12 -1.9683395542670206
#> Node 13 -0.18889099253383457
#> Node 14 -1.5335373657278448
#> Node 15 1.6221248073594
#> Node 16 -0.8902481412327634
#> Node 17 -0.40324061024726127
#> Node 18 2.811852697973023
#> Node 19 -1.7492789900365118
#> Node 20 -1.4964850120519464
#> Node 21 2.7093729306568948
#> Node 22 -1.57739699749062
#> Node 23 -1.1651231361894354
#> Node 24 0.793542241714766
#> Node 25 -4.81619527965632
#> Node 26 0.30235256174315095
#> Node 27 -2.7147325911517752
#> Node 28 1.9818575082121332
#> Node 29 -1.315447592352213
#> Node 30 1.5270125712298437
#> Node 31 -1.6729862649236913
#> Node 32 -0.6036045536527388
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold -0.35133769651146207
#> Attrib V1 -0.4933405115090995
#> Attrib V10 0.007558211862950051
#> Attrib V11 0.011830169874166132
#> Attrib V12 0.36164018734275993
#> Attrib V13 0.15334564452471433
#> Attrib V14 -0.37437031612859833
#> Attrib V15 -0.36182797008894046
#> Attrib V16 0.2538485482810358
#> Attrib V17 0.47499938846986245
#> Attrib V18 0.5135556240423246
#> Attrib V19 0.7242063259031277
#> Attrib V2 -0.29249237152490926
#> Attrib V20 0.5233953106028023
#> Attrib V21 0.4573825326095241
#> Attrib V22 0.524861798741961
#> Attrib V23 1.2909132634570704
#> Attrib V24 0.9031586736854933
#> Attrib V25 -0.011311468621095517
#> Attrib V26 -0.42843921045219957
#> Attrib V27 -0.9151006073930631
#> Attrib V28 0.24409917995381808
#> Attrib V29 -1.0544045916744338
#> Attrib V3 -0.11130071813564024
#> Attrib V30 0.21927624254821546
#> Attrib V31 -1.4966132524342675
#> Attrib V32 -0.015085132636077062
#> Attrib V33 0.9907966991294295
#> Attrib V34 0.19527337782424883
#> Attrib V35 -0.21505665796337595
#> Attrib V36 -1.2426888554022082
#> Attrib V37 -1.7005567501223842
#> Attrib V38 0.4634274028238193
#> Attrib V39 0.3140722431019892
#> Attrib V4 0.5198806149511791
#> Attrib V40 -0.6701094691663276
#> Attrib V41 0.10571726804934967
#> Attrib V42 0.9522390044741412
#> Attrib V43 0.8285256217158845
#> Attrib V44 0.712101705831187
#> Attrib V45 0.6910056118967122
#> Attrib V46 0.527373733601769
#> Attrib V47 -0.08125602785280411
#> Attrib V48 0.49577103639483094
#> Attrib V49 1.0251661369951286
#> Attrib V5 -0.22606139612104648
#> Attrib V50 -1.0394607039898955
#> Attrib V51 0.11644875680665054
#> Attrib V52 0.8739033054192296
#> Attrib V53 0.0780556799943344
#> Attrib V54 0.7805254971242406
#> Attrib V55 -0.441849143822876
#> Attrib V56 0.45857477585162437
#> Attrib V57 -0.11197150496108202
#> Attrib V58 0.2851619031235411
#> Attrib V59 0.3911208817346022
#> Attrib V6 -0.44017484580369376
#> Attrib V60 0.24982621321957327
#> Attrib V7 -0.21749304404764944
#> Attrib V8 -0.07258299791007043
#> Attrib V9 1.0740084038456226
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.33535353781628524
#> Attrib V1 0.16097538986459137
#> Attrib V10 -0.4772820330997041
#> Attrib V11 -0.478061352774522
#> Attrib V12 -0.06455206195306223
#> Attrib V13 0.008053180483746685
#> Attrib V14 0.1644423667583185
#> Attrib V15 0.21875663179208787
#> Attrib V16 0.34854885517381407
#> Attrib V17 0.08957973938808812
#> Attrib V18 0.0579602355450245
#> Attrib V19 0.10899727238748379
#> Attrib V2 0.2221305860283075
#> Attrib V20 0.44320116142876587
#> Attrib V21 0.6316996669746381
#> Attrib V22 0.1830384075262962
#> Attrib V23 0.23004728874488817
#> Attrib V24 -0.01372398672723531
#> Attrib V25 -0.6319184325204896
#> Attrib V26 -0.8393212041285668
#> Attrib V27 -0.9665729515953702
#> Attrib V28 0.08200919184815103
#> Attrib V29 -0.4869472181049992
#> Attrib V3 0.15503194356431382
#> Attrib V30 0.2196209622953479
#> Attrib V31 -1.084699402042528
#> Attrib V32 -0.2547746203314339
#> Attrib V33 0.5134754709117149
#> Attrib V34 -0.06807631823852993
#> Attrib V35 -0.40179249359870195
#> Attrib V36 -0.9354531912785874
#> Attrib V37 -0.9531432200567932
#> Attrib V38 0.31600025965115275
#> Attrib V39 0.2895443639528834
#> Attrib V4 0.6232132109916421
#> Attrib V40 -0.3204722404818352
#> Attrib V41 0.15737508974914632
#> Attrib V42 0.7297421573580338
#> Attrib V43 0.36329432752441126
#> Attrib V44 0.19441755583101888
#> Attrib V45 0.2766162569261183
#> Attrib V46 0.1255571048299637
#> Attrib V47 -0.3760225470690363
#> Attrib V48 0.042543572369233014
#> Attrib V49 0.3752842175130428
#> Attrib V5 -0.17081760941787238
#> Attrib V50 -0.7859464915202153
#> Attrib V51 -0.24284528811355469
#> Attrib V52 0.3551237891486459
#> Attrib V53 0.12270133916697812
#> Attrib V54 0.9456849158314984
#> Attrib V55 -0.25285852491043853
#> Attrib V56 0.2941562756542501
#> Attrib V57 0.26772883331992975
#> Attrib V58 0.31183943486045973
#> Attrib V59 0.724555035524133
#> Attrib V6 -0.1977458031249338
#> Attrib V60 0.26638903148078596
#> Attrib V7 -0.0843872921641696
#> Attrib V8 0.2154357585796401
#> Attrib V9 0.4318887318425176
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.1456898241101937
#> Attrib V1 -0.16802513959905435
#> Attrib V10 -0.046487481065263035
#> Attrib V11 0.05715105972582378
#> Attrib V12 0.29492569347352626
#> Attrib V13 0.07383022879580466
#> Attrib V14 -0.07749939679388991
#> Attrib V15 -0.13970368919397178
#> Attrib V16 0.03926027454663745
#> Attrib V17 -0.04449868217138277
#> Attrib V18 -0.015518120196498212
#> Attrib V19 0.03479644538023893
#> Attrib V2 -0.0748650031573358
#> Attrib V20 0.14404659945808246
#> Attrib V21 0.32388209457264155
#> Attrib V22 0.032554768312279325
#> Attrib V23 0.3050791696471865
#> Attrib V24 0.14079442012701493
#> Attrib V25 -0.17557694463186987
#> Attrib V26 -0.11225295458236796
#> Attrib V27 -0.27639635866466705
#> Attrib V28 0.4036094086898777
#> Attrib V29 -0.14584775166485484
#> Attrib V3 -0.11417915916381279
#> Attrib V30 0.3128750815733487
#> Attrib V31 -0.683165819687456
#> Attrib V32 0.01604331055713687
#> Attrib V33 0.48200289359323156
#> Attrib V34 0.11610140443452903
#> Attrib V35 -0.00780725077787066
#> Attrib V36 -0.4816892020866079
#> Attrib V37 -0.5438526371004058
#> Attrib V38 0.16984761077144905
#> Attrib V39 0.25638628095107563
#> Attrib V4 0.2710963745058087
#> Attrib V40 -0.3074331409435983
#> Attrib V41 -0.013969934106473037
#> Attrib V42 0.1879874249057854
#> Attrib V43 0.16463887063023538
#> Attrib V44 0.13712695606815462
#> Attrib V45 0.316420965730894
#> Attrib V46 0.16250574208472796
#> Attrib V47 -0.17620565429669313
#> Attrib V48 0.2711566445992013
#> Attrib V49 0.4579969309873456
#> Attrib V5 -0.14810171246505138
#> Attrib V50 -0.7263462586756366
#> Attrib V51 0.03483843832562871
#> Attrib V52 0.5064269968426532
#> Attrib V53 0.033207397902902495
#> Attrib V54 0.29885955778847345
#> Attrib V55 -0.2990444013121904
#> Attrib V56 -0.025978090301976307
#> Attrib V57 -0.051906943221225646
#> Attrib V58 0.1184838567029884
#> Attrib V59 0.2003910615508221
#> Attrib V6 -0.23328206374195115
#> Attrib V60 0.028360740784174915
#> Attrib V7 -0.21701833578177357
#> Attrib V8 -0.1472988046230702
#> Attrib V9 0.5355413613351735
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.1194817113111619
#> Attrib V1 0.5159818357639583
#> Attrib V10 0.03484082026819442
#> Attrib V11 -0.09923218346206729
#> Attrib V12 -0.5689578517231949
#> Attrib V13 -0.1606983040316384
#> Attrib V14 0.3324594357304967
#> Attrib V15 0.4537501611026516
#> Attrib V16 -0.1024075368555746
#> Attrib V17 -0.10656135478266061
#> Attrib V18 -0.2694678475797276
#> Attrib V19 -0.31829657696819347
#> Attrib V2 0.32606074544039826
#> Attrib V20 -0.2361881610688441
#> Attrib V21 -0.4458749441744843
#> Attrib V22 -0.406898307417016
#> Attrib V23 -0.7827145029476962
#> Attrib V24 -0.4970966149189905
#> Attrib V25 0.2662948635355201
#> Attrib V26 0.16981214190711597
#> Attrib V27 0.4456901932783652
#> Attrib V28 -0.603344582129112
#> Attrib V29 0.5703467025972514
#> Attrib V3 0.2983774452666024
#> Attrib V30 -0.34021107412560714
#> Attrib V31 1.4829924274976645
#> Attrib V32 0.18452431214258602
#> Attrib V33 -0.8045207340639141
#> Attrib V34 -0.24825480609384076
#> Attrib V35 -0.08313948891386574
#> Attrib V36 0.6024580458776111
#> Attrib V37 0.8430514642681862
#> Attrib V38 -0.5991814293911797
#> Attrib V39 -0.4626898200558694
#> Attrib V4 -0.6307743685911952
#> Attrib V40 0.7071069822667228
#> Attrib V41 -0.0363377592478974
#> Attrib V42 -0.3715306531955459
#> Attrib V43 -0.529122548681206
#> Attrib V44 -0.4074434193742142
#> Attrib V45 -0.6428781107580721
#> Attrib V46 -0.6387880287193212
#> Attrib V47 0.12534927614489944
#> Attrib V48 -0.359857849906229
#> Attrib V49 -0.875990292810679
#> Attrib V5 0.2591674120409569
#> Attrib V50 1.2618004390568398
#> Attrib V51 -0.14026316371719674
#> Attrib V52 -0.9129763086689494
#> Attrib V53 0.07784617427981579
#> Attrib V54 -0.5750700714139317
#> Attrib V55 0.5933843858444703
#> Attrib V56 0.1426046956381825
#> Attrib V57 0.16728620184656393
#> Attrib V58 -0.22373410135131896
#> Attrib V59 -0.4566700870742111
#> Attrib V6 0.1460846881504687
#> Attrib V60 -0.3791599207128027
#> Attrib V7 0.2197134885990467
#> Attrib V8 0.3167930998871109
#> Attrib V9 -0.9020188340241581
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.24835422995276954
#> Attrib V1 0.1320169512813051
#> Attrib V10 -0.34490480901037746
#> Attrib V11 -0.2763800364982706
#> Attrib V12 0.05866992017714907
#> Attrib V13 -0.03502798250118838
#> Attrib V14 0.0260157180084257
#> Attrib V15 0.03919933010759638
#> Attrib V16 0.29678525996075344
#> Attrib V17 0.06310642238252104
#> Attrib V18 0.13837882445226335
#> Attrib V19 0.08603509817243442
#> Attrib V2 0.07839324184334447
#> Attrib V20 0.34171431512869566
#> Attrib V21 0.5150910878290805
#> Attrib V22 0.14866101951895874
#> Attrib V23 0.2574396520986816
#> Attrib V24 0.11559800777367545
#> Attrib V25 -0.34907525346439877
#> Attrib V26 -0.5556223191337778
#> Attrib V27 -0.6820583879257244
#> Attrib V28 0.011447198231953557
#> Attrib V29 -0.4491496064128074
#> Attrib V3 0.018451306075645487
#> Attrib V30 0.1348037551195015
#> Attrib V31 -0.90077141602345
#> Attrib V32 -0.18004755309142445
#> Attrib V33 0.4238339077723814
#> Attrib V34 -0.025095430366991345
#> Attrib V35 -0.2360504302949334
#> Attrib V36 -0.6953229040996938
#> Attrib V37 -0.7339514533834728
#> Attrib V38 0.2921161539144987
#> Attrib V39 0.21367898035704133
#> Attrib V4 0.4905373289818861
#> Attrib V40 -0.3616262916521933
#> Attrib V41 0.12208652299895431
#> Attrib V42 0.48629630823296005
#> Attrib V43 0.27527684484899634
#> Attrib V44 0.11991554787806268
#> Attrib V45 0.27399823926692785
#> Attrib V46 0.1729194690062202
#> Attrib V47 -0.2625049697141461
#> Attrib V48 0.10990452570337056
#> Attrib V49 0.36665709812296876
#> Attrib V5 -0.14276780096135794
#> Attrib V50 -0.5665053002917759
#> Attrib V51 -0.09424468233739824
#> Attrib V52 0.27973588098903623
#> Attrib V53 0.13461031166654894
#> Attrib V54 0.7158007430066354
#> Attrib V55 -0.24280019907745604
#> Attrib V56 0.20028344611733853
#> Attrib V57 0.19548990289557375
#> Attrib V58 0.23439048223089637
#> Attrib V59 0.6097513071298235
#> Attrib V6 -0.1436817826170801
#> Attrib V60 0.3325454568354158
#> Attrib V7 -0.07504284271152124
#> Attrib V8 0.09968997418035767
#> Attrib V9 0.46211750899996656
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.16117846147245532
#> Attrib V1 -0.15425468292308983
#> Attrib V10 -0.050089531294156234
#> Attrib V11 0.20687146618207553
#> Attrib V12 0.3602894754926192
#> Attrib V13 0.09538359054802366
#> Attrib V14 -0.19011766055962456
#> Attrib V15 -0.274704114713637
#> Attrib V16 0.13820589977478293
#> Attrib V17 0.08459629446618343
#> Attrib V18 0.1701329931137769
#> Attrib V19 0.21314628135852742
#> Attrib V2 -0.07489625403761586
#> Attrib V20 0.26088754782333085
#> Attrib V21 0.373122426965066
#> Attrib V22 0.21454947890499554
#> Attrib V23 0.6024637378814189
#> Attrib V24 0.37371426253625967
#> Attrib V25 0.012312193021104553
#> Attrib V26 0.02002020228386558
#> Attrib V27 -0.23009151570361075
#> Attrib V28 0.45019147232290035
#> Attrib V29 -0.16821130997677525
#> Attrib V3 -0.19094036796640784
#> Attrib V30 0.32229477167737614
#> Attrib V31 -0.8907405998860861
#> Attrib V32 -0.07340432393791728
#> Attrib V33 0.5091368634280531
#> Attrib V34 0.15113396573254834
#> Attrib V35 0.18347321664654048
#> Attrib V36 -0.25204327819825556
#> Attrib V37 -0.32045905148222176
#> Attrib V38 0.4702935648271772
#> Attrib V39 0.3136030081343705
#> Attrib V4 0.2938435700498717
#> Attrib V40 -0.4105970341696701
#> Attrib V41 0.01793667638965459
#> Attrib V42 0.17293039443010086
#> Attrib V43 0.290258527904463
#> Attrib V44 0.27231856508395313
#> Attrib V45 0.4692201210313909
#> Attrib V46 0.4256473253819867
#> Attrib V47 -0.05467171806844341
#> Attrib V48 0.2505199301553015
#> Attrib V49 0.5170430679242617
#> Attrib V5 -0.21183075310598345
#> Attrib V50 -0.7417942168854306
#> Attrib V51 0.007355666211951169
#> Attrib V52 0.6260430171840462
#> Attrib V53 -0.05222224490454151
#> Attrib V54 0.5222729324265504
#> Attrib V55 -0.2834944367536528
#> Attrib V56 -0.07335080216682184
#> Attrib V57 -0.13315080449883537
#> Attrib V58 0.13557597251269118
#> Attrib V59 0.2669767936199897
#> Attrib V6 -0.24960140783057802
#> Attrib V60 0.1932114667924367
#> Attrib V7 -0.2239057005965332
#> Attrib V8 -0.25306541886762896
#> Attrib V9 0.6459401799307087
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.2753349628725156
#> Attrib V1 0.20631253854863849
#> Attrib V10 0.4439486017790135
#> Attrib V11 0.7446163177141227
#> Attrib V12 1.0809583845981217
#> Attrib V13 0.27348813207462014
#> Attrib V14 0.18478695556694177
#> Attrib V15 -0.1974576746044215
#> Attrib V16 -0.14372440416559182
#> Attrib V17 -0.6838521684477293
#> Attrib V18 -0.5809037013806678
#> Attrib V19 -0.7289490808883234
#> Attrib V2 0.20109705900360256
#> Attrib V20 -0.35565056942387735
#> Attrib V21 0.29555046610361285
#> Attrib V22 -0.296689716127015
#> Attrib V23 -0.21825709983535038
#> Attrib V24 -0.2252344609884706
#> Attrib V25 -0.1515571291240281
#> Attrib V26 0.5804935669842888
#> Attrib V27 0.8431626787229942
#> Attrib V28 1.363491145185913
#> Attrib V29 0.7703743133799427
#> Attrib V3 0.0671672964235442
#> Attrib V30 0.5858956128153487
#> Attrib V31 -0.7587512561884824
#> Attrib V32 0.038884314798807655
#> Attrib V33 0.30407876799167605
#> Attrib V34 0.04869493950658083
#> Attrib V35 0.25115877851057944
#> Attrib V36 0.008670075174945788
#> Attrib V37 0.30217395315284157
#> Attrib V38 0.3125559756834284
#> Attrib V39 0.46988683114723906
#> Attrib V4 0.6560950746786157
#> Attrib V40 -0.315964415402945
#> Attrib V41 0.04320210032235696
#> Attrib V42 -0.5168530568166919
#> Attrib V43 -0.07187175711674287
#> Attrib V44 -0.1644317115148495
#> Attrib V45 0.20098325200117498
#> Attrib V46 0.4341085581378744
#> Attrib V47 0.05139531657665184
#> Attrib V48 0.5517374810800734
#> Attrib V49 0.48980761527991895
#> Attrib V5 0.0659553765405615
#> Attrib V50 -0.8583994592719708
#> Attrib V51 0.3144562604046054
#> Attrib V52 0.7952944846217928
#> Attrib V53 -0.06757019062742108
#> Attrib V54 0.16622156251513806
#> Attrib V55 -0.270284782076267
#> Attrib V56 -0.3758408031577427
#> Attrib V57 -0.03864748783464469
#> Attrib V58 0.26233124050166
#> Attrib V59 0.4085938304621302
#> Attrib V6 0.1494120676203794
#> Attrib V60 0.507437710040314
#> Attrib V7 -0.30843899019505444
#> Attrib V8 -0.3702213163777143
#> Attrib V9 0.6403791790536755
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.2528244466003629
#> Attrib V1 0.2789598984618747
#> Attrib V10 0.8064510353846551
#> Attrib V11 1.351331070763332
#> Attrib V12 1.7371671421272568
#> Attrib V13 0.5879548722664751
#> Attrib V14 0.32204742977406986
#> Attrib V15 -0.3052950671230534
#> Attrib V16 -0.3190388240327246
#> Attrib V17 -0.9182582224908961
#> Attrib V18 -0.5298824190860262
#> Attrib V19 -0.8727917455937897
#> Attrib V2 0.4005733462310844
#> Attrib V20 -0.18381024065734747
#> Attrib V21 0.9230860497249117
#> Attrib V22 0.07877419152411953
#> Attrib V23 -0.024647701887939442
#> Attrib V24 -0.23464832147807035
#> Attrib V25 0.08012202260415009
#> Attrib V26 1.1500865560031155
#> Attrib V27 1.1811915018673593
#> Attrib V28 1.794789014080674
#> Attrib V29 1.3021385018184215
#> Attrib V3 0.04430232073013309
#> Attrib V30 1.0153469586850106
#> Attrib V31 -0.9455480697893581
#> Attrib V32 -0.08082823831740196
#> Attrib V33 0.2257980628486229
#> Attrib V34 -0.16958772363650762
#> Attrib V35 0.09890273286324056
#> Attrib V36 -0.2693544250634324
#> Attrib V37 0.37630349983004185
#> Attrib V38 0.16163340861198536
#> Attrib V39 0.8402303885061988
#> Attrib V4 0.8441920342889151
#> Attrib V40 -0.19077922117276136
#> Attrib V41 0.1837568490294723
#> Attrib V42 -0.54205129548347
#> Attrib V43 0.08661269242330638
#> Attrib V44 -0.16947588165378516
#> Attrib V45 0.2989097416234388
#> Attrib V46 0.534800924966674
#> Attrib V47 0.12387305807769487
#> Attrib V48 0.7735054513660795
#> Attrib V49 0.813722514058989
#> Attrib V5 -0.0013931520073218711
#> Attrib V50 -1.0205851515108144
#> Attrib V51 0.5182042016559232
#> Attrib V52 1.1859039426680416
#> Attrib V53 0.032965145350295835
#> Attrib V54 -0.014713075423777007
#> Attrib V55 -0.43097038180399455
#> Attrib V56 -0.44597709110994804
#> Attrib V57 -0.4996118745924142
#> Attrib V58 0.4076093084111322
#> Attrib V59 0.12445509363880441
#> Attrib V6 0.3960682596143776
#> Attrib V60 0.14969917463309107
#> Attrib V7 -0.29733445352009896
#> Attrib V8 -0.20249713536392985
#> Attrib V9 0.974837951654341
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.13244786216910046
#> Attrib V1 0.5901054343455778
#> Attrib V10 0.11780276914801845
#> Attrib V11 -0.0631487661409301
#> Attrib V12 -0.687950773625637
#> Attrib V13 -0.21257653057650117
#> Attrib V14 0.25479903166122986
#> Attrib V15 0.3128303965521762
#> Attrib V16 0.031026328593604716
#> Attrib V17 -0.04857695553571591
#> Attrib V18 -0.13474587842476018
#> Attrib V19 -0.18147439151660313
#> Attrib V2 0.20795046088118496
#> Attrib V20 0.11068418200931225
#> Attrib V21 -0.07908537183709859
#> Attrib V22 -0.15867503966414276
#> Attrib V23 -0.6574140960310983
#> Attrib V24 -0.4544774313653269
#> Attrib V25 0.22276706710011504
#> Attrib V26 0.21759798554926954
#> Attrib V27 0.31148119199974855
#> Attrib V28 -0.6494315262133628
#> Attrib V29 0.3903456747136444
#> Attrib V3 0.08612377550280292
#> Attrib V30 -0.2223644445460402
#> Attrib V31 1.102805503791133
#> Attrib V32 -0.10024978590945455
#> Attrib V33 -0.7401714664366232
#> Attrib V34 -0.15488735522219474
#> Attrib V35 0.23189529406908738
#> Attrib V36 1.0879881050608637
#> Attrib V37 1.246747363712405
#> Attrib V38 -0.057766258451049525
#> Attrib V39 -0.34967488881650755
#> Attrib V4 -0.5273886956871963
#> Attrib V40 0.5309254763410968
#> Attrib V41 -0.15764048779208775
#> Attrib V42 -0.49902578289099553
#> Attrib V43 -0.42673095204622846
#> Attrib V44 -0.1606753588152843
#> Attrib V45 -0.1756654012633323
#> Attrib V46 -0.43797693040572344
#> Attrib V47 0.04754724288912968
#> Attrib V48 -0.48053501770527707
#> Attrib V49 -0.7750416638901806
#> Attrib V5 0.09370257231400242
#> Attrib V50 1.2752987181130206
#> Attrib V51 -0.2923394567253425
#> Attrib V52 -1.0244949222699669
#> Attrib V53 -0.026294385893195337
#> Attrib V54 -0.3502291795745308
#> Attrib V55 0.5388511354734239
#> Attrib V56 0.0038290413603179678
#> Attrib V57 0.11339254621536884
#> Attrib V58 -0.23800035314515328
#> Attrib V59 -0.36035252652771405
#> Attrib V6 0.003544606785635341
#> Attrib V60 -0.3509315839345573
#> Attrib V7 0.20740155577583244
#> Attrib V8 0.5034505800635835
#> Attrib V9 -0.6830738316112022
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold -0.029275173616666365
#> Attrib V1 -0.3378803010370203
#> Attrib V10 0.6300709191172795
#> Attrib V11 0.7444949809539115
#> Attrib V12 0.8610981146595921
#> Attrib V13 0.08056121720525104
#> Attrib V14 -0.3555254072358878
#> Attrib V15 -0.4601372760714915
#> Attrib V16 -0.06790335228057451
#> Attrib V17 -0.21970114874676108
#> Attrib V18 -0.11723841079066775
#> Attrib V19 -0.12830291141261563
#> Attrib V2 -0.3605701051804656
#> Attrib V20 -0.08323511402799949
#> Attrib V21 0.15691128927816791
#> Attrib V22 -0.01703195242204522
#> Attrib V23 0.43689182541790006
#> Attrib V24 0.31305513271137375
#> Attrib V25 0.2608999078463798
#> Attrib V26 0.49757025877786826
#> Attrib V27 0.3696952395284299
#> Attrib V28 0.9074665525869969
#> Attrib V29 -0.06180670478548267
#> Attrib V3 -0.5030578534355742
#> Attrib V30 0.5730884532913461
#> Attrib V31 -0.6298808385026545
#> Attrib V32 0.2504371929193638
#> Attrib V33 0.5796557157143853
#> Attrib V34 0.22138223142806396
#> Attrib V35 0.2900734082733199
#> Attrib V36 -0.3591873101435858
#> Attrib V37 -0.5408684260656895
#> Attrib V38 0.08875148333418806
#> Attrib V39 0.23250140252838877
#> Attrib V4 0.261144023469699
#> Attrib V40 -0.5167664169361889
#> Attrib V41 -0.1793372217993278
#> Attrib V42 -0.31107224929985855
#> Attrib V43 0.06634512168029696
#> Attrib V44 0.0660576906085143
#> Attrib V45 0.40422082745914284
#> Attrib V46 0.47755451593097725
#> Attrib V47 0.2967223521881474
#> Attrib V48 0.7923455448092206
#> Attrib V49 0.7757330870620222
#> Attrib V5 -0.1793745023988992
#> Attrib V50 -0.7770830163668346
#> Attrib V51 0.5570137669574892
#> Attrib V52 0.8836771667986791
#> Attrib V53 -0.18585788592554686
#> Attrib V54 0.19779278466777192
#> Attrib V55 -0.2519962838893862
#> Attrib V56 -0.25989900354574275
#> Attrib V57 -0.27852608802804246
#> Attrib V58 0.27304939759527896
#> Attrib V59 -0.004947011595609468
#> Attrib V6 -0.23048419166368628
#> Attrib V60 0.16006297818889922
#> Attrib V7 -0.2823448895499212
#> Attrib V8 -0.1017273155127553
#> Attrib V9 1.040013565775475
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.1071846516250296
#> Attrib V1 -0.5256648445670061
#> Attrib V10 0.2039837880177735
#> Attrib V11 0.42866175157148717
#> Attrib V12 0.6783560128228733
#> Attrib V13 0.13740135284196775
#> Attrib V14 -0.2666277695223324
#> Attrib V15 -0.42616950701230005
#> Attrib V16 0.040493111954403915
#> Attrib V17 -0.05661538408182927
#> Attrib V18 0.019695357047183587
#> Attrib V19 0.13077368504540815
#> Attrib V2 -0.25766154036688993
#> Attrib V20 -0.09970332159314267
#> Attrib V21 0.09978025716385738
#> Attrib V22 0.046662322087481015
#> Attrib V23 0.6388723437894773
#> Attrib V24 0.4008837562250105
#> Attrib V25 0.0036552528424104295
#> Attrib V26 0.20672936269691083
#> Attrib V27 0.13591835912784542
#> Attrib V28 0.9434816815548437
#> Attrib V29 -0.041467711551895235
#> Attrib V3 -0.35914418106272866
#> Attrib V30 0.541923668829227
#> Attrib V31 -0.8953688438355676
#> Attrib V32 0.18689585681429
#> Attrib V33 0.7392290253113456
#> Attrib V34 0.18100882779618607
#> Attrib V35 0.1105856902256913
#> Attrib V36 -0.6486948786627749
#> Attrib V37 -0.8219624856182857
#> Attrib V38 0.15164290187451915
#> Attrib V39 0.27309806163321887
#> Attrib V4 0.4493005335783863
#> Attrib V40 -0.5429324571422163
#> Attrib V41 0.007723343102726243
#> Attrib V42 0.0745424534813086
#> Attrib V43 0.3185029067091536
#> Attrib V44 0.2036428733606285
#> Attrib V45 0.48164822515083217
#> Attrib V46 0.5899392205379952
#> Attrib V47 0.10243735997130822
#> Attrib V48 0.6794753443044486
#> Attrib V49 0.8050987327218234
#> Attrib V5 -0.14428169686003664
#> Attrib V50 -1.1462966361478215
#> Attrib V51 0.33658494489287455
#> Attrib V52 1.1047827263655672
#> Attrib V53 -0.0039024651935458793
#> Attrib V54 0.15638870659871965
#> Attrib V55 -0.47924024355374767
#> Attrib V56 -0.19894694297518423
#> Attrib V57 -0.2216569621253617
#> Attrib V58 0.2528690897275602
#> Attrib V59 0.12224455732068595
#> Attrib V6 -0.17357343278614323
#> Attrib V60 0.14974068809457247
#> Attrib V7 -0.21103432506769323
#> Attrib V8 -0.27320949623754065
#> Attrib V9 0.9069680705142168
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.21581611855906158
#> Attrib V1 0.128351110718818
#> Attrib V10 -0.027280748058186696
#> Attrib V11 0.02508608352686598
#> Attrib V12 0.03534511739245634
#> Attrib V13 0.0742519280968437
#> Attrib V14 0.058106166068162955
#> Attrib V15 0.015137321775149083
#> Attrib V16 0.01708097263342959
#> Attrib V17 0.026283389477438295
#> Attrib V18 0.01025091564945702
#> Attrib V19 0.011937084695844456
#> Attrib V2 0.09135694126899746
#> Attrib V20 0.0758720557074947
#> Attrib V21 0.06351125646404653
#> Attrib V22 -0.05322890619679284
#> Attrib V23 0.047800503227272785
#> Attrib V24 0.02352430961270916
#> Attrib V25 0.020813355913184613
#> Attrib V26 -0.07611213787319375
#> Attrib V27 -0.05835521284675336
#> Attrib V28 -0.03015668023560277
#> Attrib V29 -0.07141187933256155
#> Attrib V3 0.12722533450635717
#> Attrib V30 0.034684239065035385
#> Attrib V31 -0.17949834827761038
#> Attrib V32 0.015411382413617083
#> Attrib V33 0.10958017185123364
#> Attrib V34 0.09529163639675087
#> Attrib V35 0.059696806323423876
#> Attrib V36 -0.0017797502175833596
#> Attrib V37 0.018205406119233304
#> Attrib V38 0.13501555620264738
#> Attrib V39 0.158559707893429
#> Attrib V4 0.15617222844610476
#> Attrib V40 -0.018670189379182706
#> Attrib V41 0.020941522261873794
#> Attrib V42 0.043061723838943654
#> Attrib V43 0.04811208911495905
#> Attrib V44 0.11394950668305313
#> Attrib V45 0.09721748130812125
#> Attrib V46 0.08177712237980654
#> Attrib V47 0.025285541424143257
#> Attrib V48 0.058644007940707454
#> Attrib V49 0.1453544703128704
#> Attrib V5 0.055654014333862876
#> Attrib V50 -0.0520924350039916
#> Attrib V51 -0.011389943563324803
#> Attrib V52 0.07811298218229903
#> Attrib V53 0.07877026667486509
#> Attrib V54 0.1839439821352304
#> Attrib V55 0.0682328831288141
#> Attrib V56 0.11038024748562773
#> Attrib V57 0.14326582745353172
#> Attrib V58 0.1297336405862294
#> Attrib V59 0.21261174626787546
#> Attrib V6 -0.02910429081122369
#> Attrib V60 0.2087618689363153
#> Attrib V7 0.01305208488893129
#> Attrib V8 4.298433009717557E-4
#> Attrib V9 0.12321858219402583
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.42285191433474884
#> Attrib V1 0.18435430449564869
#> Attrib V10 0.16015448676069624
#> Attrib V11 0.3865004740006743
#> Attrib V12 0.6477497124097549
#> Attrib V13 0.017854517728940054
#> Attrib V14 0.09841394431896765
#> Attrib V15 -0.01710290623706221
#> Attrib V16 -0.050215716818858426
#> Attrib V17 -0.4348650068127485
#> Attrib V18 -0.3984093279954674
#> Attrib V19 -0.5692416414943287
#> Attrib V2 0.1309528800866432
#> Attrib V20 -0.3292298538429621
#> Attrib V21 0.011464439808936442
#> Attrib V22 -0.5001797742909823
#> Attrib V23 -0.3539021921411596
#> Attrib V24 -0.3388942974177027
#> Attrib V25 -0.3478501536478297
#> Attrib V26 -0.012628865562004645
#> Attrib V27 0.08880406779809392
#> Attrib V28 0.5205799708040224
#> Attrib V29 0.046739738056056024
#> Attrib V3 -0.10300973886029659
#> Attrib V30 0.4241843974917331
#> Attrib V31 -0.29056489187716816
#> Attrib V32 0.1873270891530641
#> Attrib V33 0.4113953939379453
#> Attrib V34 0.09103588150171472
#> Attrib V35 -0.08687869318521325
#> Attrib V36 -0.5510594957048297
#> Attrib V37 -0.4097288737844159
#> Attrib V38 -0.007435788805975326
#> Attrib V39 0.22613264963170784
#> Attrib V4 0.47757327374585196
#> Attrib V40 -0.2717954580955625
#> Attrib V41 -0.1047165110906349
#> Attrib V42 -0.24490131008767727
#> Attrib V43 -0.11054854353347017
#> Attrib V44 -0.15977406858187326
#> Attrib V45 -0.004847051021810086
#> Attrib V46 0.05664839224487975
#> Attrib V47 -0.16523066418486168
#> Attrib V48 0.5077336484020387
#> Attrib V49 0.4207353592808345
#> Attrib V5 -0.09958839742620845
#> Attrib V50 -0.678880699674574
#> Attrib V51 0.2004961954175927
#> Attrib V52 0.5020765658223881
#> Attrib V53 -0.0901567680385214
#> Attrib V54 0.4125058707324123
#> Attrib V55 -0.06342163320071394
#> Attrib V56 -0.13286721453012235
#> Attrib V57 0.12917709245820247
#> Attrib V58 0.2827083978823981
#> Attrib V59 0.38566285955195967
#> Attrib V6 -0.11473782581890868
#> Attrib V60 0.26953892019345227
#> Attrib V7 -0.22546264776661074
#> Attrib V8 -0.04603199196437041
#> Attrib V9 0.5178689582441017
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.2281783535478002
#> Attrib V1 0.35045865158674183
#> Attrib V10 0.05142161244129588
#> Attrib V11 -0.16166267114453975
#> Attrib V12 -0.5393237238870393
#> Attrib V13 -0.16049726955947027
#> Attrib V14 0.24473227382108315
#> Attrib V15 0.4200592790678564
#> Attrib V16 0.08887978739938499
#> Attrib V17 0.1358392299220662
#> Attrib V18 -0.028044265830820123
#> Attrib V19 0.06464143932739369
#> Attrib V2 0.1264126059193387
#> Attrib V20 0.08310077112397884
#> Attrib V21 -0.17944234903501988
#> Attrib V22 -0.002664663919461749
#> Attrib V23 -0.47056416621780134
#> Attrib V24 -0.2802515087056568
#> Attrib V25 0.22182600699021676
#> Attrib V26 0.175483205138477
#> Attrib V27 0.1528791334517594
#> Attrib V28 -0.6277257195192664
#> Attrib V29 0.2705328106602994
#> Attrib V3 0.15974453580185924
#> Attrib V30 -0.2917110390457736
#> Attrib V31 0.9934453073558375
#> Attrib V32 0.018296077717557476
#> Attrib V33 -0.6072658262092308
#> Attrib V34 -0.11343861266180433
#> Attrib V35 0.03365764778648521
#> Attrib V36 0.7131317234114728
#> Attrib V37 0.7574586031092752
#> Attrib V38 -0.2800033744153947
#> Attrib V39 -0.36474441610739755
#> Attrib V4 -0.3441891475347673
#> Attrib V40 0.41592170040065446
#> Attrib V41 -0.16800069994778855
#> Attrib V42 -0.31839571046294934
#> Attrib V43 -0.3334652032756369
#> Attrib V44 -0.18713383912033504
#> Attrib V45 -0.28892175642439755
#> Attrib V46 -0.4128694664987954
#> Attrib V47 0.1091400400620715
#> Attrib V48 -0.31817582432635655
#> Attrib V49 -0.5958049295479433
#> Attrib V5 0.1766704600903569
#> Attrib V50 1.1408310993178197
#> Attrib V51 -0.1218940384062432
#> Attrib V52 -0.8282642569134109
#> Attrib V53 0.07325647371041893
#> Attrib V54 -0.34870764316881775
#> Attrib V55 0.4808323642904951
#> Attrib V56 0.22352355979075436
#> Attrib V57 0.21224989237382616
#> Attrib V58 -0.14074078485580155
#> Attrib V59 -0.19062914386614324
#> Attrib V6 0.0037708402284975227
#> Attrib V60 -0.17235245041017144
#> Attrib V7 0.14866335316388607
#> Attrib V8 0.33716999837565415
#> Attrib V9 -0.628899907237044
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold 0.006631476766589743
#> Attrib V1 0.20402861130467617
#> Attrib V10 -0.22650188961352566
#> Attrib V11 -0.15167274157966504
#> Attrib V12 0.03126535610471823
#> Attrib V13 0.020496499528064583
#> Attrib V14 0.04468630220556449
#> Attrib V15 0.053915947352218656
#> Attrib V16 0.19888790746323623
#> Attrib V17 0.07502710133543516
#> Attrib V18 0.0951783114171924
#> Attrib V19 0.06923746836015333
#> Attrib V2 0.11760488671164394
#> Attrib V20 0.1813696702718515
#> Attrib V21 0.2354528994764163
#> Attrib V22 0.0011810014884061806
#> Attrib V23 0.03415312534509623
#> Attrib V24 0.05812379853879191
#> Attrib V25 -0.1869819300556093
#> Attrib V26 -0.3679464993360365
#> Attrib V27 -0.4550396323370152
#> Attrib V28 -0.07371775363841702
#> Attrib V29 -0.3238080687862294
#> Attrib V3 0.10004073646232385
#> Attrib V30 -0.030949835505979004
#> Attrib V31 -0.539279701388853
#> Attrib V32 -0.12463056718103413
#> Attrib V33 0.18939940768136027
#> Attrib V34 0.041904993021338495
#> Attrib V35 -0.09715951906384143
#> Attrib V36 -0.3022297208936932
#> Attrib V37 -0.2556762300490345
#> Attrib V38 0.2917747959707529
#> Attrib V39 0.19039894985706052
#> Attrib V4 0.2929465496358237
#> Attrib V40 -0.21834888431259894
#> Attrib V41 0.01448188837949135
#> Attrib V42 0.20242701602576788
#> Attrib V43 0.13783227604040277
#> Attrib V44 0.052613565440920336
#> Attrib V45 0.1721223975929215
#> Attrib V46 0.06374629704419181
#> Attrib V47 -0.19617927903150773
#> Attrib V48 0.016852003120581233
#> Attrib V49 0.1277967426446777
#> Attrib V5 -0.05872673149870459
#> Attrib V50 -0.2710755642864263
#> Attrib V51 -0.04977479488114305
#> Attrib V52 0.1920359067901946
#> Attrib V53 0.17011342842551103
#> Attrib V54 0.5420933559659622
#> Attrib V55 0.03144697827469528
#> Attrib V56 0.162789584348149
#> Attrib V57 0.22311597112739032
#> Attrib V58 0.216967566892678
#> Attrib V59 0.3805199606539885
#> Attrib V6 -0.13120191923907099
#> Attrib V60 0.2813834479390937
#> Attrib V7 -0.1140097694759529
#> Attrib V8 -0.04231268730721102
#> Attrib V9 0.2172591980847131
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.09144712125772621
#> Attrib V1 0.20065403773616264
#> Attrib V10 0.033750746930218435
#> Attrib V11 0.0733004436892097
#> Attrib V12 0.05956792640066428
#> Attrib V13 -0.01689229721713773
#> Attrib V14 0.04654378632372187
#> Attrib V15 0.1029399704149276
#> Attrib V16 0.07683904161760666
#> Attrib V17 -0.010107007904718938
#> Attrib V18 -0.0180380767750952
#> Attrib V19 0.01661494523554141
#> Attrib V2 0.18059939197694178
#> Attrib V20 0.055302234267471564
#> Attrib V21 0.07922379308083738
#> Attrib V22 0.006051062157245293
#> Attrib V23 -0.026450956708552267
#> Attrib V24 5.925706398709418E-4
#> Attrib V25 -0.10080081453875207
#> Attrib V26 -0.11852309130260234
#> Attrib V27 -0.14664839847930156
#> Attrib V28 0.004739377366258093
#> Attrib V29 -0.16023179024972622
#> Attrib V3 0.06001640167514694
#> Attrib V30 0.06572531495396251
#> Attrib V31 -0.19500743717831828
#> Attrib V32 -0.054799501316201746
#> Attrib V33 0.1728130008635024
#> Attrib V34 0.004996369263560875
#> Attrib V35 0.0684130585788435
#> Attrib V36 -0.09178034398782252
#> Attrib V37 -0.09128702032328886
#> Attrib V38 0.21793910466268512
#> Attrib V39 0.15466614184596836
#> Attrib V4 0.20680289664845208
#> Attrib V40 -0.14181360085868497
#> Attrib V41 0.003981052657046706
#> Attrib V42 0.010901246840965289
#> Attrib V43 0.1347390492055602
#> Attrib V44 0.14296305256042033
#> Attrib V45 0.1975234501788986
#> Attrib V46 0.0363480261599935
#> Attrib V47 -0.09017215509009797
#> Attrib V48 0.13950428387492697
#> Attrib V49 0.12918018444776608
#> Attrib V5 0.0076973556490899505
#> Attrib V50 -0.09250167727367513
#> Attrib V51 0.0038932688671075174
#> Attrib V52 0.11753660675686912
#> Attrib V53 0.05867794826435718
#> Attrib V54 0.29267322754384517
#> Attrib V55 0.11295193186076478
#> Attrib V56 0.12907279621767387
#> Attrib V57 0.20599056911112937
#> Attrib V58 0.13055040090477052
#> Attrib V59 0.20350701911231253
#> Attrib V6 -0.09729975548256344
#> Attrib V60 0.21373457085149367
#> Attrib V7 -0.11076208247719628
#> Attrib V8 0.07388988402531037
#> Attrib V9 0.20211572864722357
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold 0.05461810295352944
#> Attrib V1 0.7885879070284919
#> Attrib V10 0.10052957271563678
#> Attrib V11 -0.13664998309905893
#> Attrib V12 -0.7206651438551732
#> Attrib V13 -0.24011452205892464
#> Attrib V14 0.40804322375163743
#> Attrib V15 0.5014651462672413
#> Attrib V16 -0.07126266692541201
#> Attrib V17 -0.3722859816929155
#> Attrib V18 -0.4240328555759147
#> Attrib V19 -0.680840681803776
#> Attrib V2 0.4009133393751514
#> Attrib V20 -0.16843985793391703
#> Attrib V21 -0.31696262124035807
#> Attrib V22 -0.5719256209341081
#> Attrib V23 -1.272727429269334
#> Attrib V24 -0.8345156106962354
#> Attrib V25 0.14248251696002542
#> Attrib V26 0.18931543205337617
#> Attrib V27 0.47919163119425673
#> Attrib V28 -0.7672122099202121
#> Attrib V29 0.6716684156234644
#> Attrib V3 0.32780496238048223
#> Attrib V30 -0.36026318166419763
#> Attrib V31 1.7750996863455233
#> Attrib V32 0.17678123891109665
#> Attrib V33 -0.9782684560891047
#> Attrib V34 -0.23643818937079292
#> Attrib V35 -0.10187914927069591
#> Attrib V36 0.8829749163680568
#> Attrib V37 1.226260991713018
#> Attrib V38 -0.6692230759715878
#> Attrib V39 -0.44962120314885196
#> Attrib V4 -0.8021489844860171
#> Attrib V40 0.8954484547541794
#> Attrib V41 -0.05146204502849854
#> Attrib V42 -0.6684720683314496
#> Attrib V43 -0.8265073241789073
#> Attrib V44 -0.7292116399387029
#> Attrib V45 -0.8612175630481147
#> Attrib V46 -0.7691067559936946
#> Attrib V47 0.07384278719715337
#> Attrib V48 -0.5222417154544375
#> Attrib V49 -1.1164057017300213
#> Attrib V5 0.17401347212412885
#> Attrib V50 1.3465420539575452
#> Attrib V51 -0.17228744183742306
#> Attrib V52 -1.1415848330719853
#> Attrib V53 0.088826597771704
#> Attrib V54 -0.6649290835289808
#> Attrib V55 0.6751909112860369
#> Attrib V56 -0.00959918724640189
#> Attrib V57 0.13058850090565344
#> Attrib V58 -0.2532399980550444
#> Attrib V59 -0.4701311512726606
#> Attrib V6 0.14478106848735486
#> Attrib V60 -0.4680384919618308
#> Attrib V7 0.26271785566357664
#> Attrib V8 0.5818021113055722
#> Attrib V9 -0.9206392828962863
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.19386222593464256
#> Attrib V1 -0.3172779146930782
#> Attrib V10 -0.0560795551433166
#> Attrib V11 0.10397100578110148
#> Attrib V12 0.495694117789072
#> Attrib V13 0.12991269730212693
#> Attrib V14 -0.22512232543929186
#> Attrib V15 -0.24853523722689516
#> Attrib V16 0.1371629673828283
#> Attrib V17 0.13517804708807493
#> Attrib V18 0.1643228196711615
#> Attrib V19 0.2652437738448591
#> Attrib V2 -0.13364564513038238
#> Attrib V20 0.19974175181216886
#> Attrib V21 0.3251288075332282
#> Attrib V22 0.24712380886636473
#> Attrib V23 0.6191193065753362
#> Attrib V24 0.440844083030197
#> Attrib V25 -0.007668507439027543
#> Attrib V26 -0.06871982666917831
#> Attrib V27 -0.33193764659425334
#> Attrib V28 0.5228115318676074
#> Attrib V29 -0.3999426203920516
#> Attrib V3 -0.3200076589871652
#> Attrib V30 0.3673886508174646
#> Attrib V31 -1.1087487372582614
#> Attrib V32 -0.07136582173694596
#> Attrib V33 0.7254233573735452
#> Attrib V34 0.23753992338854238
#> Attrib V35 0.24267998597563425
#> Attrib V36 -0.3835943964019927
#> Attrib V37 -0.6601930134334311
#> Attrib V38 0.4686377290256985
#> Attrib V39 0.36640706682306917
#> Attrib V4 0.4131145868883975
#> Attrib V40 -0.5176559882335081
#> Attrib V41 -0.039764642890999645
#> Attrib V42 0.2749328126843623
#> Attrib V43 0.3417433751907099
#> Attrib V44 0.27022369673040814
#> Attrib V45 0.5946659149347904
#> Attrib V46 0.4713684228598765
#> Attrib V47 -0.15177720088970773
#> Attrib V48 0.3447865448981798
#> Attrib V49 0.729875090979505
#> Attrib V5 -0.2572675642329895
#> Attrib V50 -1.0266152799281207
#> Attrib V51 0.057012829477191586
#> Attrib V52 0.7342926957646068
#> Attrib V53 -0.044645223113373295
#> Attrib V54 0.6102584915851152
#> Attrib V55 -0.3443126301939385
#> Attrib V56 -0.09743011050230618
#> Attrib V57 -0.18018900003379798
#> Attrib V58 0.19792557644353045
#> Attrib V59 0.35339761324660984
#> Attrib V6 -0.272002667674151
#> Attrib V60 0.2468896646519349
#> Attrib V7 -0.19721221175782194
#> Attrib V8 -0.2698594235121897
#> Attrib V9 0.7132526089840012
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold -0.005441527313676439
#> Attrib V1 -0.11609289886698371
#> Attrib V10 -0.033779763114382744
#> Attrib V11 0.06372734220827839
#> Attrib V12 0.3088534115770294
#> Attrib V13 0.08232927452124003
#> Attrib V14 -0.2088383564615714
#> Attrib V15 -0.22975561398266478
#> Attrib V16 0.1375805587189101
#> Attrib V17 0.21978826504259777
#> Attrib V18 0.2732810981215691
#> Attrib V19 0.3363178410824629
#> Attrib V2 -0.1286674468450813
#> Attrib V20 0.3471166826206324
#> Attrib V21 0.4446861115160187
#> Attrib V22 0.4036710950231776
#> Attrib V23 0.7032072767131599
#> Attrib V24 0.43982895634043884
#> Attrib V25 0.0555458176052126
#> Attrib V26 -0.010953938440567749
#> Attrib V27 -0.3177186086932297
#> Attrib V28 0.2864575214693518
#> Attrib V29 -0.3925180688584223
#> Attrib V3 -0.27244139252874966
#> Attrib V30 0.27623792773444306
#> Attrib V31 -1.0494716279166412
#> Attrib V32 -0.16450134545104195
#> Attrib V33 0.5320519321830901
#> Attrib V34 0.1423133781776733
#> Attrib V35 0.22770020665806953
#> Attrib V36 -0.10663185467600367
#> Attrib V37 -0.32202630612310673
#> Attrib V38 0.6177281981866289
#> Attrib V39 0.3294226893574808
#> Attrib V4 0.31049912182556777
#> Attrib V40 -0.47628915831121665
#> Attrib V41 -0.012687768860980322
#> Attrib V42 0.22590582493513353
#> Attrib V43 0.4472124669362875
#> Attrib V44 0.44221673365242425
#> Attrib V45 0.5831140513279377
#> Attrib V46 0.4196167148818696
#> Attrib V47 -0.1283042054402205
#> Attrib V48 0.20499072642335003
#> Attrib V49 0.5481698569236652
#> Attrib V5 -0.1563191625970867
#> Attrib V50 -0.705249626239384
#> Attrib V51 0.036461141782543754
#> Attrib V52 0.5209655680720344
#> Attrib V53 -0.06225868664059077
#> Attrib V54 0.653203243129358
#> Attrib V55 -0.25214822606478143
#> Attrib V56 0.009891033266666857
#> Attrib V57 -0.1690137986561058
#> Attrib V58 0.1469159267174631
#> Attrib V59 0.3484401118208604
#> Attrib V6 -0.28422432038406475
#> Attrib V60 0.2912648805164936
#> Attrib V7 -0.18192383828963743
#> Attrib V8 -0.26726110262338243
#> Attrib V9 0.5994611375782486
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold 0.14121576361795027
#> Attrib V1 0.5907701210461677
#> Attrib V10 0.10811656790407256
#> Attrib V11 -0.00862306430617104
#> Attrib V12 -0.490708253962792
#> Attrib V13 -0.13688373241738508
#> Attrib V14 0.3425075621381824
#> Attrib V15 0.3609525723533066
#> Attrib V16 -0.1763853708609139
#> Attrib V17 -0.3498857089064471
#> Attrib V18 -0.4517238145991191
#> Attrib V19 -0.5905457723505977
#> Attrib V2 0.30871841278089374
#> Attrib V20 -0.29499417231605574
#> Attrib V21 -0.35023188826541596
#> Attrib V22 -0.47661110353000136
#> Attrib V23 -1.0862315581842714
#> Attrib V24 -0.7169771478203314
#> Attrib V25 0.2241820925634861
#> Attrib V26 0.5197546585681252
#> Attrib V27 0.8783450771981087
#> Attrib V28 -0.11714397603952638
#> Attrib V29 1.1345415311090425
#> Attrib V3 0.1062175732673926
#> Attrib V30 -0.040816915665101094
#> Attrib V31 1.3930676859048126
#> Attrib V32 0.04072059515908898
#> Attrib V33 -0.9443568368851503
#> Attrib V34 -0.1881195693661227
#> Attrib V35 0.34744547631401135
#> Attrib V36 1.364578087828147
#> Attrib V37 1.8243496435534083
#> Attrib V38 -0.18698305116183095
#> Attrib V39 -0.26660148047627696
#> Attrib V4 -0.6174069742548773
#> Attrib V40 0.5994105618461831
#> Attrib V41 -0.10751326536486555
#> Attrib V42 -0.9401227440294662
#> Attrib V43 -0.7506437062564646
#> Attrib V44 -0.5090092915004084
#> Attrib V45 -0.4683095719693632
#> Attrib V46 -0.49991661744306953
#> Attrib V47 0.04011976293326183
#> Attrib V48 -0.4986234175894253
#> Attrib V49 -1.0399683491473442
#> Attrib V5 0.1912674605215862
#> Attrib V50 1.0798188063539946
#> Attrib V51 -0.11620085880228646
#> Attrib V52 -0.8487048379140565
#> Attrib V53 -0.09870226650790871
#> Attrib V54 -0.6895471005674654
#> Attrib V55 0.4486542147313659
#> Attrib V56 -0.37587051781367753
#> Attrib V57 -0.0044663658833191885
#> Attrib V58 -0.36587546540834026
#> Attrib V59 -0.4709723008503807
#> Attrib V6 0.16518598685052496
#> Attrib V60 -0.3037930218884181
#> Attrib V7 0.1733750175134727
#> Attrib V8 0.061259898860309796
#> Attrib V9 -0.9123248928713537
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.2647529005416173
#> Attrib V1 0.3688453378856271
#> Attrib V10 -0.48038868099059406
#> Attrib V11 -0.34186275551751427
#> Attrib V12 -0.006859392151835962
#> Attrib V13 -0.06545443040094674
#> Attrib V14 0.18458577313419683
#> Attrib V15 0.15972126662377767
#> Attrib V16 0.3061686131393297
#> Attrib V17 0.05484764417971044
#> Attrib V18 0.04167096489553503
#> Attrib V19 -0.03564658170791014
#> Attrib V2 0.2875248646376192
#> Attrib V20 0.310955563944481
#> Attrib V21 0.4255209676940134
#> Attrib V22 -0.014759381263499561
#> Attrib V23 -0.04444303541286321
#> Attrib V24 -0.06163422406509619
#> Attrib V25 -0.5156838145279544
#> Attrib V26 -0.6871208467794311
#> Attrib V27 -0.7729470870330534
#> Attrib V28 -0.21090233187509197
#> Attrib V29 -0.38227500481659327
#> Attrib V3 0.11879820410541728
#> Attrib V30 -0.016913338525121106
#> Attrib V31 -0.7270208812978174
#> Attrib V32 -0.2539263974756587
#> Attrib V33 0.2539393265463544
#> Attrib V34 0.0042271228890105785
#> Attrib V35 -0.2199352690653089
#> Attrib V36 -0.509936065544896
#> Attrib V37 -0.4388143180811247
#> Attrib V38 0.3464380357912526
#> Attrib V39 0.2074649186242989
#> Attrib V4 0.4963714591741133
#> Attrib V40 -0.2478753743720423
#> Attrib V41 -0.009611123415737175
#> Attrib V42 0.3162286616843501
#> Attrib V43 0.2556847736026457
#> Attrib V44 0.050976138784572356
#> Attrib V45 0.09632597143328041
#> Attrib V46 0.04144594176166791
#> Attrib V47 -0.3855469203094382
#> Attrib V48 0.02165331143058696
#> Attrib V49 0.16770631961214902
#> Attrib V5 -0.05064762650713844
#> Attrib V50 -0.5055417728026279
#> Attrib V51 -0.19900945290846359
#> Attrib V52 0.1866857848788091
#> Attrib V53 0.14610279330629372
#> Attrib V54 0.8486171768185111
#> Attrib V55 -0.034281734696748195
#> Attrib V56 0.22702020482034785
#> Attrib V57 0.3244690895419961
#> Attrib V58 0.2567463433963649
#> Attrib V59 0.6643995109518819
#> Attrib V6 -0.11272940787576505
#> Attrib V60 0.39110341527955617
#> Attrib V7 -0.09335830420959983
#> Attrib V8 -0.08669178131442416
#> Attrib V9 0.16757262950891474
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.1111723916503222
#> Attrib V1 0.2906042871173429
#> Attrib V10 -0.38953478140427245
#> Attrib V11 -0.16795014064528738
#> Attrib V12 0.08995145224460953
#> Attrib V13 0.0341570909510182
#> Attrib V14 0.0953335940405706
#> Attrib V15 0.08746384151371243
#> Attrib V16 0.16127707939102037
#> Attrib V17 0.13843380440421083
#> Attrib V18 0.10997377493792017
#> Attrib V19 0.06315746055780894
#> Attrib V2 0.19022115726248626
#> Attrib V20 0.2331658485361306
#> Attrib V21 0.29651176771027943
#> Attrib V22 0.0750288317935932
#> Attrib V23 0.16195129196521854
#> Attrib V24 0.03403291175716708
#> Attrib V25 -0.25502487058741474
#> Attrib V26 -0.3963280624005008
#> Attrib V27 -0.5815436585465436
#> Attrib V28 -0.13779796823220766
#> Attrib V29 -0.41629707355087026
#> Attrib V3 0.12841309455266975
#> Attrib V30 -0.015487083568410684
#> Attrib V31 -0.7114291951221917
#> Attrib V32 -0.2432117900895522
#> Attrib V33 0.22733461358206078
#> Attrib V34 0.0011786567375989543
#> Attrib V35 -0.027588485172250238
#> Attrib V36 -0.26922487354414215
#> Attrib V37 -0.2121863338232133
#> Attrib V38 0.43139935121714407
#> Attrib V39 0.23787109230899664
#> Attrib V4 0.3812442471891104
#> Attrib V40 -0.2948086435634958
#> Attrib V41 -0.009086501460017654
#> Attrib V42 0.2007786638684903
#> Attrib V43 0.2465222246470738
#> Attrib V44 0.11420266169751403
#> Attrib V45 0.2566826820016333
#> Attrib V46 0.09942255618767755
#> Attrib V47 -0.2038043803584844
#> Attrib V48 -0.045483828846746344
#> Attrib V49 0.18141587610992294
#> Attrib V5 -0.07566198872495478
#> Attrib V50 -0.39594045912032727
#> Attrib V51 -0.14812110596273645
#> Attrib V52 0.2303187907872029
#> Attrib V53 0.16754330627548242
#> Attrib V54 0.7247059806635421
#> Attrib V55 0.013908894315563579
#> Attrib V56 0.2065349735073346
#> Attrib V57 0.1878638602103344
#> Attrib V58 0.1753811094832413
#> Attrib V59 0.5576989559818769
#> Attrib V6 -0.17152268947048432
#> Attrib V60 0.3094688457587785
#> Attrib V7 -0.12060754404037176
#> Attrib V8 -0.09099880555821638
#> Attrib V9 0.17522991047072728
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.17700526632144264
#> Attrib V1 0.07274983428649683
#> Attrib V10 0.027177658280523383
#> Attrib V11 -0.049075333614992535
#> Attrib V12 -0.14660814951213666
#> Attrib V13 -0.0794491775291967
#> Attrib V14 -0.03878027657758902
#> Attrib V15 0.043791125795093096
#> Attrib V16 -0.03827946186156605
#> Attrib V17 0.1313554073871123
#> Attrib V18 0.15296974938907024
#> Attrib V19 0.05123783848915952
#> Attrib V2 0.06054031899590169
#> Attrib V20 -0.05065824858042609
#> Attrib V21 -0.014956566290424035
#> Attrib V22 0.1281030944996546
#> Attrib V23 0.0481374722147576
#> Attrib V24 -0.1593902548889272
#> Attrib V25 -0.05822835367213823
#> Attrib V26 -0.09846249657900326
#> Attrib V27 -0.17051855023945273
#> Attrib V28 -0.2439248537599474
#> Attrib V29 0.08272014411644073
#> Attrib V3 0.08706408617669004
#> Attrib V30 0.00572915415563608
#> Attrib V31 0.43268494428646864
#> Attrib V32 0.35137873371658135
#> Attrib V33 0.15850794109766522
#> Attrib V34 0.2531878281998522
#> Attrib V35 0.27384390628377664
#> Attrib V36 0.4606557593641471
#> Attrib V37 0.302434745589834
#> Attrib V38 -0.110677583640463
#> Attrib V39 -0.03257584594624756
#> Attrib V4 0.02776829144173423
#> Attrib V40 0.4378649414618085
#> Attrib V41 0.3515354194483308
#> Attrib V42 0.19464285701627765
#> Attrib V43 0.21172804234631873
#> Attrib V44 0.15283552009595694
#> Attrib V45 -0.1054921179543315
#> Attrib V46 -0.05301881954119848
#> Attrib V47 0.14482462148980374
#> Attrib V48 -0.10100200154942882
#> Attrib V49 -0.19179526800032964
#> Attrib V5 0.10905037877257762
#> Attrib V50 0.41110640722522324
#> Attrib V51 0.08093818609507326
#> Attrib V52 -0.03367989017475229
#> Attrib V53 0.036350407802141806
#> Attrib V54 -0.18303981461586272
#> Attrib V55 0.06127318749516915
#> Attrib V56 0.1469493281776538
#> Attrib V57 0.12989448819441435
#> Attrib V58 0.07905605026220597
#> Attrib V59 -0.13547554876346538
#> Attrib V6 0.32013724004136523
#> Attrib V60 -0.10306099863720515
#> Attrib V7 0.19281481073992893
#> Attrib V8 0.21138601048101122
#> Attrib V9 -0.07880204305250808
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 1.162891032272329
#> Attrib V1 0.11133480076183079
#> Attrib V10 0.23271568826474656
#> Attrib V11 0.9256766020338019
#> Attrib V12 2.1644051470675985
#> Attrib V13 0.2885933397229026
#> Attrib V14 0.37484100655400165
#> Attrib V15 -0.2906622485481493
#> Attrib V16 -0.34876109614984413
#> Attrib V17 -1.1303179371253733
#> Attrib V18 -0.8730416010949669
#> Attrib V19 -0.984777403784316
#> Attrib V2 0.6353073757137562
#> Attrib V20 -0.9530782165365441
#> Attrib V21 -0.21863797863376977
#> Attrib V22 -1.2824512394735157
#> Attrib V23 -0.9259094577036536
#> Attrib V24 -0.34669642575557463
#> Attrib V25 -0.33294705956722764
#> Attrib V26 0.47718321237318645
#> Attrib V27 1.0811194699431188
#> Attrib V28 1.1774759047857728
#> Attrib V29 0.40627164215115125
#> Attrib V3 0.6634211119279159
#> Attrib V30 0.3512041830873871
#> Attrib V31 -0.11492858458189918
#> Attrib V32 0.2856546028719397
#> Attrib V33 0.24117202529169013
#> Attrib V34 0.23618727480128412
#> Attrib V35 -0.4978620702509934
#> Attrib V36 -1.7216262246011138
#> Attrib V37 -1.0208453236840709
#> Attrib V38 -0.7679476812230756
#> Attrib V39 0.5034419934671418
#> Attrib V4 1.0968972065549645
#> Attrib V40 0.2584917491459446
#> Attrib V41 0.6028912604560376
#> Attrib V42 -0.06572685884466244
#> Attrib V43 -0.2565603078601097
#> Attrib V44 -0.43808448827067653
#> Attrib V45 -0.24111316492976925
#> Attrib V46 0.011510085565412146
#> Attrib V47 -0.23930977154563607
#> Attrib V48 1.4513365768817978
#> Attrib V49 0.8042937201729531
#> Attrib V5 0.6076318675938105
#> Attrib V50 -1.4594575066113558
#> Attrib V51 0.7426159533401908
#> Attrib V52 1.3660521080160064
#> Attrib V53 0.3760737073811443
#> Attrib V54 -0.1607165687484767
#> Attrib V55 -0.42366082447424624
#> Attrib V56 -0.16058090821333976
#> Attrib V57 0.6169624548379202
#> Attrib V58 0.6325723518792546
#> Attrib V59 0.5639102441103783
#> Attrib V6 1.3507770834738406
#> Attrib V60 0.32843368643010695
#> Attrib V7 0.05939079047754349
#> Attrib V8 -0.28439978923881704
#> Attrib V9 0.6416128149009369
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.22797502966653455
#> Attrib V1 0.0832444794545617
#> Attrib V10 0.012495375531583624
#> Attrib V11 -0.05291895917196813
#> Attrib V12 -0.0732474791957799
#> Attrib V13 -0.05202673836273914
#> Attrib V14 0.024474410085024198
#> Attrib V15 -0.010393260568499553
#> Attrib V16 -0.01509513014593432
#> Attrib V17 0.06329530963389376
#> Attrib V18 0.030562690384634262
#> Attrib V19 0.0926245403809622
#> Attrib V2 0.09137689240800552
#> Attrib V20 -0.01127953694107509
#> Attrib V21 -0.0016512850092725289
#> Attrib V22 0.041997500829261625
#> Attrib V23 0.006632900164555935
#> Attrib V24 -0.05852171529183084
#> Attrib V25 -2.1663760426104766E-4
#> Attrib V26 -0.07821280144097463
#> Attrib V27 -0.06810265506861249
#> Attrib V28 -0.11265812312274114
#> Attrib V29 0.02632845143889275
#> Attrib V3 0.05731445938465944
#> Attrib V30 -0.0013520087591411681
#> Attrib V31 0.1822542662144495
#> Attrib V32 0.13249526335023468
#> Attrib V33 0.1476112174432286
#> Attrib V34 0.13010010986892306
#> Attrib V35 0.21250065502558407
#> Attrib V36 0.2672597986748416
#> Attrib V37 0.22232583960819877
#> Attrib V38 -0.022684303703868616
#> Attrib V39 0.050475546480392076
#> Attrib V4 0.05281507162084601
#> Attrib V40 0.19742446047537868
#> Attrib V41 0.1497081452380193
#> Attrib V42 0.13524294435748796
#> Attrib V43 0.11394791446436645
#> Attrib V44 0.136890821141927
#> Attrib V45 0.013420305168172032
#> Attrib V46 -0.030648676572299145
#> Attrib V47 0.0513232940986301
#> Attrib V48 0.03396416961329119
#> Attrib V49 -0.03441675445580854
#> Attrib V5 0.04452399415595423
#> Attrib V50 0.22295715868157556
#> Attrib V51 0.013136376156781109
#> Attrib V52 -0.05206923276397591
#> Attrib V53 0.04944047246171195
#> Attrib V54 -0.05867105292683881
#> Attrib V55 0.0626484028200376
#> Attrib V56 0.13484032088725867
#> Attrib V57 0.10934433335745769
#> Attrib V58 0.09149430994791291
#> Attrib V59 -0.00662032594730401
#> Attrib V6 0.16434228679201243
#> Attrib V60 0.06324816688259699
#> Attrib V7 0.09597833372219473
#> Attrib V8 0.146764225972459
#> Attrib V9 -0.04852418310350971
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.4679091558274865
#> Attrib V1 0.28056653614738764
#> Attrib V10 0.4299633562849897
#> Attrib V11 0.8561455664096727
#> Attrib V12 1.3455215164532086
#> Attrib V13 0.33959185312143625
#> Attrib V14 0.27423247785578886
#> Attrib V15 -0.2155733745383721
#> Attrib V16 -0.28602873210432544
#> Attrib V17 -0.8294054181321144
#> Attrib V18 -0.574337328634745
#> Attrib V19 -0.9136638933484944
#> Attrib V2 0.27437438299689476
#> Attrib V20 -0.47562603898330463
#> Attrib V21 0.4014072648541309
#> Attrib V22 -0.3128831493644905
#> Attrib V23 -0.3174657694574883
#> Attrib V24 -0.32095725451844975
#> Attrib V25 -0.27254984598401094
#> Attrib V26 0.661141192368661
#> Attrib V27 0.8815311498006536
#> Attrib V28 1.3704981173783901
#> Attrib V29 0.8241762791704358
#> Attrib V3 0.11679320227811686
#> Attrib V30 0.6475168311503456
#> Attrib V31 -0.8865498166127704
#> Attrib V32 -0.04879876588205985
#> Attrib V33 0.26600275999404643
#> Attrib V34 0.08275886392547194
#> Attrib V35 0.2674237557667499
#> Attrib V36 -0.06826934731207342
#> Attrib V37 0.3274319175884492
#> Attrib V38 0.25192216479394447
#> Attrib V39 0.5637116475618391
#> Attrib V4 0.768456896027802
#> Attrib V40 -0.37970669731764073
#> Attrib V41 0.06805349204539045
#> Attrib V42 -0.4886738123564213
#> Attrib V43 -0.0671994428773279
#> Attrib V44 -0.19086960053104904
#> Attrib V45 0.24043691848537885
#> Attrib V46 0.3806925079698997
#> Attrib V47 -0.062402287816353326
#> Attrib V48 0.6098138758973398
#> Attrib V49 0.4833592405860232
#> Attrib V5 0.08869502465450235
#> Attrib V50 -0.9773033482749199
#> Attrib V51 0.38553740149956117
#> Attrib V52 0.9512303001311581
#> Attrib V53 -0.09307948036290947
#> Attrib V54 0.2051609932314641
#> Attrib V55 -0.2627038715609031
#> Attrib V56 -0.4645145132610377
#> Attrib V57 -0.09809960497150472
#> Attrib V58 0.36366080276102436
#> Attrib V59 0.4812464389390199
#> Attrib V6 0.2933589292801579
#> Attrib V60 0.4661072090451094
#> Attrib V7 -0.401815046307263
#> Attrib V8 -0.4085490189321863
#> Attrib V9 0.6601546472307427
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.01562737477781628
#> Attrib V1 0.5855598817222323
#> Attrib V10 0.09692336990750655
#> Attrib V11 -0.09069569301292106
#> Attrib V12 -0.7013497108681949
#> Attrib V13 -0.24760121552933625
#> Attrib V14 0.21083750759610892
#> Attrib V15 0.39361404358180724
#> Attrib V16 0.04432156488927827
#> Attrib V17 -0.11584505559247513
#> Attrib V18 -0.18763473271489933
#> Attrib V19 -0.3057203368053876
#> Attrib V2 0.17334071088318423
#> Attrib V20 0.052269166231390954
#> Attrib V21 -0.09061851990494807
#> Attrib V22 -0.21593319345850157
#> Attrib V23 -0.7918212589547644
#> Attrib V24 -0.4506438200458162
#> Attrib V25 0.19930223185949192
#> Attrib V26 0.20864804307468654
#> Attrib V27 0.3399839425327363
#> Attrib V28 -0.6428524836135859
#> Attrib V29 0.42016757721118797
#> Attrib V3 0.11090042843968438
#> Attrib V30 -0.2551021612432628
#> Attrib V31 1.0745358294193195
#> Attrib V32 0.028845984319767332
#> Attrib V33 -0.7909307094641851
#> Attrib V34 -0.16775416163037046
#> Attrib V35 0.2088150365695047
#> Attrib V36 1.0632656609411462
#> Attrib V37 1.2194005871153868
#> Attrib V38 -0.08939730454218288
#> Attrib V39 -0.3096047069093001
#> Attrib V4 -0.48142429085880223
#> Attrib V40 0.5208632907717947
#> Attrib V41 -0.136395053058083
#> Attrib V42 -0.513463238672966
#> Attrib V43 -0.45421306556899343
#> Attrib V44 -0.27365865318688876
#> Attrib V45 -0.23861861331412546
#> Attrib V46 -0.4229873469170093
#> Attrib V47 0.0013649770550399727
#> Attrib V48 -0.4562465008893134
#> Attrib V49 -0.8065498678793177
#> Attrib V5 0.055620033275277814
#> Attrib V50 1.2109645132682585
#> Attrib V51 -0.2839885916984794
#> Attrib V52 -0.9274104580755556
#> Attrib V53 -0.05658892096928192
#> Attrib V54 -0.32776716872781636
#> Attrib V55 0.5134590891809975
#> Attrib V56 -0.00918504806804406
#> Attrib V57 0.10907344394219803
#> Attrib V58 -0.20563791972093687
#> Attrib V59 -0.33665087609955185
#> Attrib V6 0.02157385135422384
#> Attrib V60 -0.34769400560865243
#> Attrib V7 0.21826185279585966
#> Attrib V8 0.5267544083767458
#> Attrib V9 -0.5938465571511476
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.1558985288190958
#> Attrib V1 -0.22427547566578954
#> Attrib V10 0.1556287996320312
#> Attrib V11 0.38928055900393777
#> Attrib V12 0.5756944884534546
#> Attrib V13 0.09473648282054317
#> Attrib V14 -0.14475084142811687
#> Attrib V15 -0.2852797136848755
#> Attrib V16 -0.027974841978498217
#> Attrib V17 -0.12212043925181049
#> Attrib V18 -0.03560186679201081
#> Attrib V19 -0.09179133692725051
#> Attrib V2 -0.14529401980663564
#> Attrib V20 0.003114074013807397
#> Attrib V21 0.20180563989579997
#> Attrib V22 0.028066869860913543
#> Attrib V23 0.2569901454015992
#> Attrib V24 0.24438945645568227
#> Attrib V25 0.10503317194249884
#> Attrib V26 0.18059921138727358
#> Attrib V27 0.0916159388023343
#> Attrib V28 0.6025089749456214
#> Attrib V29 0.004206524834373339
#> Attrib V3 -0.23192543151361508
#> Attrib V30 0.3902078439359312
#> Attrib V31 -0.6176041033961982
#> Attrib V32 0.09971352557610917
#> Attrib V33 0.45798797833850785
#> Attrib V34 0.13667228894026057
#> Attrib V35 0.1650435653658925
#> Attrib V36 -0.31505156035292664
#> Attrib V37 -0.32736329604234377
#> Attrib V38 0.23211455643770723
#> Attrib V39 0.2845925941667699
#> Attrib V4 0.22721535660282074
#> Attrib V40 -0.3861567395347539
#> Attrib V41 -0.053964077665148616
#> Attrib V42 -0.12530307138344646
#> Attrib V43 0.1493141256389393
#> Attrib V44 0.04155241529690072
#> Attrib V45 0.35437248479025263
#> Attrib V46 0.3281211146243524
#> Attrib V47 0.04026814038580581
#> Attrib V48 0.43125716848297035
#> Attrib V49 0.5088892249431183
#> Attrib V5 -0.1868138886937107
#> Attrib V50 -0.7108529447688032
#> Attrib V51 0.21407185773184276
#> Attrib V52 0.685818288414333
#> Attrib V53 -0.05687575982797333
#> Attrib V54 0.28974363404651593
#> Attrib V55 -0.22191522227832253
#> Attrib V56 -0.15025741340901058
#> Attrib V57 -0.16099447592276897
#> Attrib V58 0.12429169368265461
#> Attrib V59 0.12438054994769966
#> Attrib V6 -0.18224019503958025
#> Attrib V60 0.12209506686296409
#> Attrib V7 -0.2467153988440336
#> Attrib V8 -0.19353873328196639
#> Attrib V9 0.6513547548292725
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.22057378091863677
#> Attrib V1 0.3213612113250343
#> Attrib V10 0.06730538044566563
#> Attrib V11 -0.148225955169645
#> Attrib V12 -0.5418206740847861
#> Attrib V13 -0.09592288427761411
#> Attrib V14 0.22264125738628657
#> Attrib V15 0.33873055451003403
#> Attrib V16 0.09627926986328621
#> Attrib V17 0.23604601413985482
#> Attrib V18 0.07248908559185156
#> Attrib V19 -0.0022629402299504985
#> Attrib V2 0.13671787186271914
#> Attrib V20 0.007274660458087636
#> Attrib V21 -0.10570403468281488
#> Attrib V22 0.04479277933504373
#> Attrib V23 -0.3535147958077505
#> Attrib V24 -0.27861686098351934
#> Attrib V25 0.23961392250909422
#> Attrib V26 0.11128889785580125
#> Attrib V27 0.11958654748728584
#> Attrib V28 -0.5533979189868246
#> Attrib V29 0.2278511476962109
#> Attrib V3 0.08272500439444223
#> Attrib V30 -0.16412593556170196
#> Attrib V31 1.0109141405178568
#> Attrib V32 0.05897858450762544
#> Attrib V33 -0.4886507119635606
#> Attrib V34 -0.12298061730234519
#> Attrib V35 0.08941459343827993
#> Attrib V36 0.6857670787354392
#> Attrib V37 0.7004554794951815
#> Attrib V38 -0.3092801791416749
#> Attrib V39 -0.3147981569820271
#> Attrib V4 -0.2901422075430272
#> Attrib V40 0.42592934033512303
#> Attrib V41 -0.08066209995692261
#> Attrib V42 -0.16368030925661095
#> Attrib V43 -0.24814002773729119
#> Attrib V44 -0.15201547238279647
#> Attrib V45 -0.2975653813809877
#> Attrib V46 -0.4308064636810727
#> Attrib V47 0.05487322718098986
#> Attrib V48 -0.29301460490121245
#> Attrib V49 -0.581557842966848
#> Attrib V5 0.08146902918459115
#> Attrib V50 0.9901458802986625
#> Attrib V51 -0.13179957197601339
#> Attrib V52 -0.7356248742832545
#> Attrib V53 0.014375417323982391
#> Attrib V54 -0.3328648369483339
#> Attrib V55 0.39261361781392723
#> Attrib V56 0.2296244499778212
#> Attrib V57 0.20888766121166708
#> Attrib V58 -0.08618401676922839
#> Attrib V59 -0.13584421566216026
#> Attrib V6 0.03455926869304083
#> Attrib V60 -0.11093991961349951
#> Attrib V7 0.16170468434515295
#> Attrib V8 0.31025117400542856
#> Attrib V9 -0.5825469243024715
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.1807674574847525
#> Attrib V1 0.28677881293819374
#> Attrib V10 -0.5086928975481289
#> Attrib V11 -0.3427779040923558
#> Attrib V12 -0.08359999408696854
#> Attrib V13 0.014096266363645709
#> Attrib V14 0.1266974974947995
#> Attrib V15 0.18069035620439616
#> Attrib V16 0.3387809212574165
#> Attrib V17 0.16933390716551924
#> Attrib V18 0.14165536085785388
#> Attrib V19 0.08169915667478626
#> Attrib V2 0.27669774106290707
#> Attrib V20 0.39501282707802327
#> Attrib V21 0.41203784975292185
#> Attrib V22 0.13946000233532452
#> Attrib V23 0.21384860682265325
#> Attrib V24 0.08361905128242932
#> Attrib V25 -0.4716012517592297
#> Attrib V26 -0.6814649243561478
#> Attrib V27 -0.8867809037912803
#> Attrib V28 -0.15209294493240505
#> Attrib V29 -0.5381655059528861
#> Attrib V3 0.06559880859881514
#> Attrib V30 0.016664221872323373
#> Attrib V31 -0.9213358501318729
#> Attrib V32 -0.3136956617583979
#> Attrib V33 0.41793562741526946
#> Attrib V34 0.049185479862737164
#> Attrib V35 -0.17905837675588757
#> Attrib V36 -0.6141521022441555
#> Attrib V37 -0.5729217071542267
#> Attrib V38 0.5218887133891532
#> Attrib V39 0.2361395693293683
#> Attrib V4 0.4466735125388032
#> Attrib V40 -0.33506104459199293
#> Attrib V41 0.03864339687884843
#> Attrib V42 0.4596846521628368
#> Attrib V43 0.32836181621801125
#> Attrib V44 0.18445752416625383
#> Attrib V45 0.2780898165016309
#> Attrib V46 0.1457302786313869
#> Attrib V47 -0.3289597643461735
#> Attrib V48 0.01408413083622282
#> Attrib V49 0.26836853236377417
#> Attrib V5 -0.15613021979682615
#> Attrib V50 -0.600824228743547
#> Attrib V51 -0.22128133645020154
#> Attrib V52 0.2187477687674907
#> Attrib V53 0.1983541871707095
#> Attrib V54 0.9948874122940065
#> Attrib V55 -0.06587660890307133
#> Attrib V56 0.21321801561963588
#> Attrib V57 0.24645869302184295
#> Attrib V58 0.16113985722101726
#> Attrib V59 0.6462114486618701
#> Attrib V6 -0.21292760319383916
#> Attrib V60 0.38897025291752496
#> Attrib V7 -0.07844626280298328
#> Attrib V8 0.011178546010596986
#> Attrib V9 0.31469771713099115
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.08555684465835652
#> Attrib V1 0.22051537069588276
#> Attrib V10 -0.14837212018711
#> Attrib V11 -0.017876775371939498
#> Attrib V12 0.047725262439136426
#> Attrib V13 -0.023615593496814295
#> Attrib V14 0.12006265128591266
#> Attrib V15 0.07570134283563751
#> Attrib V16 0.13223557717165904
#> Attrib V17 -0.015757985053932198
#> Attrib V18 0.063142557945996
#> Attrib V19 -0.022896601690527492
#> Attrib V2 0.12538078422680551
#> Attrib V20 0.14622741837729605
#> Attrib V21 0.19954010427086938
#> Attrib V22 -3.9860852413642464E-4
#> Attrib V23 0.07853023787441048
#> Attrib V24 -0.011263108340776812
#> Attrib V25 -0.18016391319864394
#> Attrib V26 -0.193725062292683
#> Attrib V27 -0.2479518887485598
#> Attrib V28 0.03175625637959616
#> Attrib V29 -0.16151603775265644
#> Attrib V3 0.10503678554258906
#> Attrib V30 0.07739458629970655
#> Attrib V31 -0.4051944060677588
#> Attrib V32 -0.11851997138258988
#> Attrib V33 0.15496351130925007
#> Attrib V34 0.012339919059126231
#> Attrib V35 -8.811326146882737E-4
#> Attrib V36 -0.08651214603930674
#> Attrib V37 -0.1286038428426112
#> Attrib V38 0.18583321151601526
#> Attrib V39 0.16029276263312964
#> Attrib V4 0.21409093616891103
#> Attrib V40 -0.1892141678303246
#> Attrib V41 -0.060828413667270376
#> Attrib V42 0.09904934953232954
#> Attrib V43 0.08693532381349066
#> Attrib V44 0.13852042709195633
#> Attrib V45 0.21521504541038766
#> Attrib V46 0.08403646533984246
#> Attrib V47 -0.10528460626638456
#> Attrib V48 0.024051546998360793
#> Attrib V49 0.19717447037299127
#> Attrib V5 -0.020150365610033798
#> Attrib V50 -0.20252651072457278
#> Attrib V51 -0.030526436507882584
#> Attrib V52 0.18597432217373805
#> Attrib V53 0.09487410505836674
#> Attrib V54 0.34500697168083094
#> Attrib V55 0.02999041178779251
#> Attrib V56 0.11009601732396983
#> Attrib V57 0.15239893868988844
#> Attrib V58 0.22302391155688045
#> Attrib V59 0.27387450104099403
#> Attrib V6 -0.10659426561622212
#> Attrib V60 0.2193868585751915
#> Attrib V7 -0.08410708636765113
#> Attrib V8 0.055616362806307905
#> Attrib V9 0.21387039853791295
#> Class M
#> Input
#> Node 0
#> Class R
#> Input
#> Node 1
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2318841