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/chapters/chapter2/data_and_basic_modeling.html#sec-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()
LearnerClassifMultilayerPerceptron$marshal()
Marshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::marshal_model().
LearnerClassifMultilayerPerceptron$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', predict_raw = 'FALSE'
# 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 -0.044389914931812116
#> Node 2 2.4814840602990333
#> Node 3 1.7078419385025427
#> Node 4 1.4497528990487007
#> Node 5 -1.8199989565718244
#> Node 6 1.4024199499394847
#> Node 7 3.013319543236262
#> Node 8 1.5987813033567262
#> Node 9 2.9677542894979543
#> Node 10 -2.478357068254642
#> Node 11 1.5104964226568707
#> Node 12 1.7281028591888583
#> Node 13 0.8562758495430047
#> Node 14 1.3337747723963744
#> Node 15 -2.200363794103656
#> Node 16 -0.22327253483962076
#> Node 17 1.0722665415886519
#> Node 18 0.03653879006223791
#> Node 19 1.428762942963416
#> Node 20 1.8598905170543705
#> Node 21 -1.6608548412956756
#> Node 22 0.6593953106997031
#> Node 23 -0.1637778482061225
#> Node 24 -1.0597572763340486
#> Node 25 5.256911718161528
#> Node 26 -0.7015030927589642
#> Node 27 1.3594209168588505
#> Node 28 -2.532955889657288
#> Node 29 1.3493734600479403
#> Node 30 -0.8345728399281879
#> Node 31 0.2832083377058639
#> Node 32 -0.02421036001407387
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.08849852100291018
#> Node 2 -2.5253947726575188
#> Node 3 -1.6843603845034743
#> Node 4 -1.429168743852686
#> Node 5 1.8187186767358665
#> Node 6 -1.3656444879998222
#> Node 7 -3.017254598053469
#> Node 8 -1.6476883116110141
#> Node 9 -2.9777367378650506
#> Node 10 2.445520876284596
#> Node 11 -1.4742310778581085
#> Node 12 -1.7963590143434922
#> Node 13 -0.7942488851694776
#> Node 14 -1.2811520616266774
#> Node 15 2.174298921844339
#> Node 16 0.20554366606107496
#> Node 17 -1.0317361934980294
#> Node 18 0.005001229096173905
#> Node 19 -1.421761866738713
#> Node 20 -1.8321738761618005
#> Node 21 1.7007912695016134
#> Node 22 -0.7058792610041345
#> Node 23 0.11823222849693617
#> Node 24 1.0396698639580506
#> Node 25 -5.276543321502268
#> Node 26 0.6157808215888306
#> Node 27 -1.402731377379255
#> Node 28 2.5115604313154476
#> Node 29 -1.3792678193866923
#> Node 30 0.906256313430368
#> Node 31 -0.2256598585465156
#> Node 32 0.006635970512460911
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold -0.025570443947755907
#> Attrib V1 0.9264772114093737
#> Attrib V10 -0.39269697900146944
#> Attrib V11 -0.07880908314693646
#> Attrib V12 -0.23736121692778606
#> Attrib V13 -0.1610284723863679
#> Attrib V14 -0.4361672162526428
#> Attrib V15 0.4784343403564422
#> Attrib V16 0.2414709468921477
#> Attrib V17 0.5580046398690538
#> Attrib V18 -0.03739080723322622
#> Attrib V19 -0.2923436742266844
#> Attrib V2 0.23592407933240583
#> Attrib V20 0.7162892640810999
#> Attrib V21 1.0516601212231806
#> Attrib V22 0.4533306794412851
#> Attrib V23 0.026153000964766002
#> Attrib V24 0.12084127958829467
#> Attrib V25 -0.5156596144812765
#> Attrib V26 -0.8614329377113815
#> Attrib V27 -1.0864878757034193
#> Attrib V28 -0.3908449883458806
#> Attrib V29 0.10069960630089175
#> Attrib V3 0.3044591800325758
#> Attrib V30 0.3379276429827424
#> Attrib V31 -1.3531000055206164
#> Attrib V32 0.44362924039427204
#> Attrib V33 0.48920825214788205
#> Attrib V34 -0.5525010661843006
#> Attrib V35 -0.39940261689992645
#> Attrib V36 -0.8120302509443305
#> Attrib V37 -0.3694685205771764
#> Attrib V38 0.28235810513486786
#> Attrib V39 0.5344484767473408
#> Attrib V4 0.320182944857315
#> Attrib V40 -0.5314674936598887
#> Attrib V41 -0.6078752576971583
#> Attrib V42 0.7370613927957878
#> Attrib V43 0.3383728568701807
#> Attrib V44 0.8056532694282544
#> Attrib V45 0.42722378751349666
#> Attrib V46 0.33031915415644675
#> Attrib V47 -0.09171088404290167
#> Attrib V48 0.06919535259184106
#> Attrib V49 0.18980231780360698
#> Attrib V5 -0.2155829075989491
#> Attrib V50 -1.0167401636812199
#> Attrib V51 0.045572476874315246
#> Attrib V52 0.07441221174641699
#> Attrib V53 0.18947006023928623
#> Attrib V54 0.5972314484030928
#> Attrib V55 -0.5050169169882743
#> Attrib V56 1.242767719020904
#> Attrib V57 -0.5111601264240033
#> Attrib V58 1.0005620484724862
#> Attrib V59 0.597522859637758
#> Attrib V6 -0.4884203719053955
#> Attrib V60 0.024703771643359115
#> Attrib V7 0.14968377378514672
#> Attrib V8 -0.16580680924290825
#> Attrib V9 0.1960802848757421
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold -0.006869694524058638
#> Attrib V1 0.6023852621803553
#> Attrib V10 -0.24645248883861953
#> Attrib V11 -0.0013295999489703065
#> Attrib V12 -0.058312020328976366
#> Attrib V13 -0.02716825127967843
#> Attrib V14 -0.3561293005833019
#> Attrib V15 0.3495363152268765
#> Attrib V16 0.08630668574785745
#> Attrib V17 0.3903860290517884
#> Attrib V18 -0.027137727375544516
#> Attrib V19 -0.14198138043953146
#> Attrib V2 0.1914433722170599
#> Attrib V20 0.4714047810157008
#> Attrib V21 0.6769154065049485
#> Attrib V22 0.4150621381302747
#> Attrib V23 0.14250240961608052
#> Attrib V24 0.22896685198832392
#> Attrib V25 -0.19215753795218204
#> Attrib V26 -0.48141993670874833
#> Attrib V27 -0.74313162018317
#> Attrib V28 -0.33397316938868304
#> Attrib V29 -0.03534803925467002
#> Attrib V3 0.18479629660727817
#> Attrib V30 0.2556889977515304
#> Attrib V31 -0.911844043351574
#> Attrib V32 0.3579162652349516
#> Attrib V33 0.38643456067583887
#> Attrib V34 -0.41959159534742446
#> Attrib V35 -0.24825831052735237
#> Attrib V36 -0.6052979645481615
#> Attrib V37 -0.27679995874455887
#> Attrib V38 0.06819272028660212
#> Attrib V39 0.36886399432462175
#> Attrib V4 0.2151044523085411
#> Attrib V40 -0.3572882796804562
#> Attrib V41 -0.4103498321149625
#> Attrib V42 0.5281649273239197
#> Attrib V43 0.23338169893733404
#> Attrib V44 0.5640152581916622
#> Attrib V45 0.26012136151035137
#> Attrib V46 0.2537511274278724
#> Attrib V47 -0.01864427327504853
#> Attrib V48 0.017012452850471007
#> Attrib V49 0.1376098730132448
#> Attrib V5 -0.1567470678457999
#> Attrib V50 -0.7361367791673739
#> Attrib V51 0.062177961857118935
#> Attrib V52 0.13220003932121727
#> Attrib V53 0.18318584320142148
#> Attrib V54 0.5415963068334486
#> Attrib V55 -0.33276693528260654
#> Attrib V56 0.9068624033738741
#> Attrib V57 -0.377470615382381
#> Attrib V58 0.7442007540710439
#> Attrib V59 0.4462943602584678
#> Attrib V6 -0.3590631586132837
#> Attrib V60 0.060063331486833925
#> Attrib V7 0.0332376073428289
#> Attrib V8 -0.16083181462644716
#> Attrib V9 0.1524502696002249
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.34485063603017846
#> Attrib V1 0.2736718388386819
#> Attrib V10 -0.015664325064141126
#> Attrib V11 0.19047471207279051
#> Attrib V12 -0.09397319343343481
#> Attrib V13 0.028566586822349388
#> Attrib V14 -0.3243785161941528
#> Attrib V15 0.1546058026998101
#> Attrib V16 -0.07951567203548397
#> Attrib V17 0.23235254336014238
#> Attrib V18 -0.02947360140044787
#> Attrib V19 -0.20015899193290015
#> Attrib V2 0.007700550687377758
#> Attrib V20 0.30324909393873645
#> Attrib V21 0.560324165001315
#> Attrib V22 0.1550593218856085
#> Attrib V23 -0.026477661545526762
#> Attrib V24 0.0017060588445474121
#> Attrib V25 -0.3884481184280504
#> Attrib V26 -0.176877765161804
#> Attrib V27 -0.22560654532992816
#> Attrib V28 0.2942146214773297
#> Attrib V29 0.5022679291373553
#> Attrib V3 -0.07744210621513388
#> Attrib V30 0.44979908727245266
#> Attrib V31 -0.7052025527200485
#> Attrib V32 -0.03140410620789464
#> Attrib V33 0.16231266847932854
#> Attrib V34 -0.19455233623095425
#> Attrib V35 0.07025490391443853
#> Attrib V36 -0.40306957354297257
#> Attrib V37 0.05923030422009839
#> Attrib V38 0.12556952824021453
#> Attrib V39 0.4440904155311274
#> Attrib V4 -0.019416407136110987
#> Attrib V40 -0.08269535855352055
#> Attrib V41 -0.07066990930067749
#> Attrib V42 0.37304237158770365
#> Attrib V43 0.16137474339578672
#> Attrib V44 0.6411287079548023
#> Attrib V45 0.43108107658287736
#> Attrib V46 0.3477631238918108
#> Attrib V47 0.085494045102243
#> Attrib V48 0.35479778595509937
#> Attrib V49 0.48811166309263393
#> Attrib V5 0.0136540683000136
#> Attrib V50 -0.5854033377154196
#> Attrib V51 0.22508914682600142
#> Attrib V52 0.18311829114937195
#> Attrib V53 0.39379044107312633
#> Attrib V54 0.06850578923623638
#> Attrib V55 -0.4409084068188814
#> Attrib V56 0.37343359561715683
#> Attrib V57 -0.5961576223100984
#> Attrib V58 0.3545602280809917
#> Attrib V59 0.2993453956279237
#> Attrib V6 -0.2906349369430422
#> Attrib V60 -0.05430452034637876
#> Attrib V7 -0.2609490143814326
#> Attrib V8 -0.31446807551793277
#> Attrib V9 0.33248264001233313
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.2737971745062553
#> Attrib V1 -0.4625389145993778
#> Attrib V10 -0.041594475008398274
#> Attrib V11 -0.43471252816026873
#> Attrib V12 -0.3646434457032165
#> Attrib V13 -0.30209558270467674
#> Attrib V14 0.5473873379820198
#> Attrib V15 -0.15167663333264497
#> Attrib V16 0.2056668966574377
#> Attrib V17 -0.053162087901657384
#> Attrib V18 0.3034488071443006
#> Attrib V19 0.5143392009703535
#> Attrib V2 -0.16993616453218696
#> Attrib V20 -0.16742273388945267
#> Attrib V21 -0.5595657646170211
#> Attrib V22 -0.5298822172242204
#> Attrib V23 -0.36503048912454883
#> Attrib V24 -0.6776403369319041
#> Attrib V25 0.02998986262333119
#> Attrib V26 0.2709842254768983
#> Attrib V27 0.5403391991326816
#> Attrib V28 0.05922798366108974
#> Attrib V29 -0.03984994320267837
#> Attrib V3 -0.04657569920794147
#> Attrib V30 -0.2382324759063851
#> Attrib V31 0.8048343569351402
#> Attrib V32 -0.6562053872800422
#> Attrib V33 -0.5657925549532247
#> Attrib V34 0.34199264112915734
#> Attrib V35 0.39191685296870643
#> Attrib V36 1.2026195384553644
#> Attrib V37 0.6033160688249313
#> Attrib V38 0.3421802839560716
#> Attrib V39 -0.2586738249092325
#> Attrib V4 -0.08501176129222603
#> Attrib V40 0.24568276757785923
#> Attrib V41 0.05111246308428949
#> Attrib V42 -0.5611854544337854
#> Attrib V43 -0.10820899476405693
#> Attrib V44 -0.05631267499381315
#> Attrib V45 0.024653952615976575
#> Attrib V46 -0.37317476885138046
#> Attrib V47 0.0014960561311447471
#> Attrib V48 -0.19469125514873034
#> Attrib V49 -0.2670056330413424
#> Attrib V5 0.0787221508264324
#> Attrib V50 1.2323208759863304
#> Attrib V51 -0.2728402868435805
#> Attrib V52 -0.352722384184982
#> Attrib V53 -0.3954935406844963
#> Attrib V54 -0.40836740293731705
#> Attrib V55 0.49040600524744066
#> Attrib V56 -0.7466463594665979
#> Attrib V57 0.6315297894274474
#> Attrib V58 -0.6710949748708344
#> Attrib V59 -0.3017849587027157
#> Attrib V6 0.3240973428449602
#> Attrib V60 -0.05101314363188436
#> Attrib V7 0.1284670218240616
#> Attrib V8 0.35764616471656707
#> Attrib V9 -0.5346140760328989
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold -0.13004004899644403
#> Attrib V1 0.5397205665374508
#> Attrib V10 -0.35374931632527373
#> Attrib V11 -0.11155876064000662
#> Attrib V12 -0.08138387314844692
#> Attrib V13 -0.13860806000521103
#> Attrib V14 -0.2882621014362836
#> Attrib V15 0.28487995487779105
#> Attrib V16 0.22822536316305536
#> Attrib V17 0.3340198268110019
#> Attrib V18 0.041846774445507065
#> Attrib V19 -0.11461640757478997
#> Attrib V2 0.2165641279943074
#> Attrib V20 0.42008977949025467
#> Attrib V21 0.5310992264299309
#> Attrib V22 0.21474770734147947
#> Attrib V23 0.0011400720563904693
#> Attrib V24 0.10184393129795334
#> Attrib V25 -0.19966109426315007
#> Attrib V26 -0.49788592628089007
#> Attrib V27 -0.7262568883910485
#> Attrib V28 -0.5368025491347106
#> Attrib V29 -0.19480124473157392
#> Attrib V3 0.20926376040291922
#> Attrib V30 0.06162986569845256
#> Attrib V31 -0.716301612106314
#> Attrib V32 0.31319579777134837
#> Attrib V33 0.3767595698593754
#> Attrib V34 -0.1935878164409606
#> Attrib V35 -0.10008317162798443
#> Attrib V36 -0.3940404440892735
#> Attrib V37 -0.15533281094555937
#> Attrib V38 0.10788568287312886
#> Attrib V39 0.27076405442604606
#> Attrib V4 0.24426429764811955
#> Attrib V40 -0.27125838085061243
#> Attrib V41 -0.3583617189510508
#> Attrib V42 0.34703426928708536
#> Attrib V43 0.16748657293177588
#> Attrib V44 0.33250371888198715
#> Attrib V45 0.20368034050779132
#> Attrib V46 0.1696761968508385
#> Attrib V47 -0.08553570938470711
#> Attrib V48 -0.03557210410762089
#> Attrib V49 0.032936037498613326
#> Attrib V5 -0.1405041888613471
#> Attrib V50 -0.5269899260043092
#> Attrib V51 0.030677310802817215
#> Attrib V52 -0.0015098379686372054
#> Attrib V53 0.1831270104556345
#> Attrib V54 0.3622942416099665
#> Attrib V55 -0.22115613268285747
#> Attrib V56 0.8283005162048924
#> Attrib V57 -0.16118997379170968
#> Attrib V58 0.6231275531640713
#> Attrib V59 0.37438215197521185
#> Attrib V6 -0.24876314510368577
#> Attrib V60 0.11045487350737873
#> Attrib V7 0.06425384549671907
#> Attrib V8 -0.14655653366455276
#> Attrib V9 0.0745678934300668
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.5982755668419981
#> Attrib V1 0.5740413189209252
#> Attrib V10 0.8114324398080571
#> Attrib V11 1.2659349163133518
#> Attrib V12 0.596313817778308
#> Attrib V13 0.5525970360782572
#> Attrib V14 -0.3560605236141308
#> Attrib V15 -0.14730375784705396
#> Attrib V16 -0.7661621642925742
#> Attrib V17 -0.8357402992197054
#> Attrib V18 -0.8174777125634083
#> Attrib V19 -0.9451684987104128
#> Attrib V2 0.4873104382671639
#> Attrib V20 -0.4967218270657804
#> Attrib V21 -0.0080183634882849
#> Attrib V22 -0.028525898489499688
#> Attrib V23 0.052189486929775764
#> Attrib V24 -0.13541346624083347
#> Attrib V25 -0.7292291470265675
#> Attrib V26 0.29011991225219075
#> Attrib V27 0.7146866636913017
#> Attrib V28 1.2678741116911938
#> Attrib V29 1.2252709854322634
#> Attrib V3 -0.07787520392541543
#> Attrib V30 0.680017413769541
#> Attrib V31 -0.06810662235261393
#> Attrib V32 -0.20811055632285325
#> Attrib V33 -0.08208631289392705
#> Attrib V34 0.02687129415970596
#> Attrib V35 0.17120466007652313
#> Attrib V36 -0.8748456357529014
#> Attrib V37 -0.029015170778636086
#> Attrib V38 -0.43420393601457
#> Attrib V39 0.4131263311304358
#> Attrib V4 -0.10745223824688063
#> Attrib V40 0.35994036908113924
#> Attrib V41 0.6191000275860074
#> Attrib V42 0.19658523853000154
#> Attrib V43 -0.11224396645487857
#> Attrib V44 -0.22749362524228425
#> Attrib V45 0.15957833437610497
#> Attrib V46 1.0096163082428773
#> Attrib V47 0.721976369900304
#> Attrib V48 0.7210374111037736
#> Attrib V49 0.7679662686063256
#> Attrib V5 0.41761057129381596
#> Attrib V50 -0.22465564952747813
#> Attrib V51 0.8746875697839619
#> Attrib V52 0.7676637323518808
#> Attrib V53 0.5482297199945967
#> Attrib V54 -0.17935421140798105
#> Attrib V55 -0.030707968955874066
#> Attrib V56 -0.3969554924636542
#> Attrib V57 -0.9335895626007292
#> Attrib V58 0.14467132430089685
#> Attrib V59 -0.10130442476648473
#> Attrib V6 0.07210328215187967
#> Attrib V60 0.3036857278511623
#> Attrib V7 -0.5025231760811332
#> Attrib V8 -0.2838621481856549
#> Attrib V9 0.9202154844404077
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.31414789125731774
#> Attrib V1 0.30141100326615017
#> Attrib V10 0.335078885719068
#> Attrib V11 0.5414126262982446
#> Attrib V12 0.12349291429322398
#> Attrib V13 0.189871601877795
#> Attrib V14 -0.2668027041097838
#> Attrib V15 -0.034671092647625495
#> Attrib V16 -0.27375059756922876
#> Attrib V17 -0.215189807634976
#> Attrib V18 -0.30748512393352656
#> Attrib V19 -0.37102708636814913
#> Attrib V2 0.12028167966715043
#> Attrib V20 -0.10726297245486834
#> Attrib V21 0.12344692774913824
#> Attrib V22 -0.1488911916980402
#> Attrib V23 -0.25167129031727575
#> Attrib V24 -0.21306552196987188
#> Attrib V25 -0.4290903298513491
#> Attrib V26 0.1500449323591564
#> Attrib V27 0.3242286264397952
#> Attrib V28 0.6972241373941805
#> Attrib V29 0.7335565691571826
#> Attrib V3 -0.10542070229006927
#> Attrib V30 0.505786041821809
#> Attrib V31 -0.3174448012232138
#> Attrib V32 -0.14918349062199068
#> Attrib V33 0.047856538030790645
#> Attrib V34 -0.0252748862473434
#> Attrib V35 0.12919322495752597
#> Attrib V36 -0.3127259582888342
#> Attrib V37 0.08650138691199827
#> Attrib V38 0.08840333371187013
#> Attrib V39 0.38770923901631354
#> Attrib V4 0.069594245920835
#> Attrib V40 0.019582039844006832
#> Attrib V41 0.08302061664034407
#> Attrib V42 0.14519857479063172
#> Attrib V43 0.08507989632631656
#> Attrib V44 0.3436761798729151
#> Attrib V45 0.36707462182384926
#> Attrib V46 0.5616066386687206
#> Attrib V47 0.4172221964005002
#> Attrib V48 0.6088844855183067
#> Attrib V49 0.5774843973636024
#> Attrib V5 0.1996287471024511
#> Attrib V50 -0.2608650251514457
#> Attrib V51 0.418823409881108
#> Attrib V52 0.3637633640458951
#> Attrib V53 0.38644531818390143
#> Attrib V54 -0.013963975982854725
#> Attrib V55 -0.13758014991588274
#> Attrib V56 -0.06167308493861469
#> Attrib V57 -0.54176955900675
#> Attrib V58 0.18985633586055678
#> Attrib V59 0.14861365720825045
#> Attrib V6 -0.13124376017215358
#> Attrib V60 0.0900158069782055
#> Attrib V7 -0.33092981137951355
#> Attrib V8 -0.2302445778128537
#> Attrib V9 0.4125441229316228
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.6689252805080692
#> Attrib V1 0.19779010189117055
#> Attrib V10 0.6680788832365094
#> Attrib V11 0.998352950982568
#> Attrib V12 0.5847111189065706
#> Attrib V13 0.6649551450030285
#> Attrib V14 -0.24906814512242406
#> Attrib V15 -0.10766557877565185
#> Attrib V16 -0.6389711771521381
#> Attrib V17 -0.3259073906776892
#> Attrib V18 -0.18598910228287308
#> Attrib V19 -0.5584295064938413
#> Attrib V2 0.20057595739219183
#> Attrib V20 -0.35609690817496464
#> Attrib V21 0.2844043854174367
#> Attrib V22 0.4765093007478292
#> Attrib V23 0.6527215565860071
#> Attrib V24 0.5596370559784064
#> Attrib V25 -0.14556450959302447
#> Attrib V26 0.6499736235964211
#> Attrib V27 1.005857732159063
#> Attrib V28 1.3845558015641566
#> Attrib V29 1.2682898653777341
#> Attrib V3 -0.1964103317049707
#> Attrib V30 0.7004711450825439
#> Attrib V31 -0.26614747523361215
#> Attrib V32 -0.32443500716531554
#> Attrib V33 -0.32885853792855685
#> Attrib V34 -0.2666066588416274
#> Attrib V35 0.03477387945995541
#> Attrib V36 -0.8612073987936499
#> Attrib V37 -0.1296262506474987
#> Attrib V38 -0.4902637612640148
#> Attrib V39 0.482790528558645
#> Attrib V4 -0.17174403184151316
#> Attrib V40 0.37145142929268643
#> Attrib V41 0.8369092478884314
#> Attrib V42 0.33234867090864284
#> Attrib V43 0.04600354039271013
#> Attrib V44 0.07513680948695942
#> Attrib V45 0.15576597612798745
#> Attrib V46 0.9329359043393798
#> Attrib V47 0.6244587137514759
#> Attrib V48 0.746240403116753
#> Attrib V49 0.9594203165416221
#> Attrib V5 0.5256695642228877
#> Attrib V50 -0.19119890410671178
#> Attrib V51 0.9900614315577492
#> Attrib V52 0.9208794437742798
#> Attrib V53 0.9678514528517237
#> Attrib V54 0.2721736682612773
#> Attrib V55 -0.1922069934533762
#> Attrib V56 -0.39396293696368356
#> Attrib V57 -0.9199398680700269
#> Attrib V58 0.07537793591583312
#> Attrib V59 0.03071458927221624
#> Attrib V6 0.2654631466071162
#> Attrib V60 0.13327816656041178
#> Attrib V7 -0.436666438127638
#> Attrib V8 -0.29427888109135125
#> Attrib V9 0.8027011044584448
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.6693572768324704
#> Attrib V1 -0.14507921345093716
#> Attrib V10 -0.5648405011397003
#> Attrib V11 -0.62647474037668
#> Attrib V12 -0.046201399067846066
#> Attrib V13 -0.25760552485964267
#> Attrib V14 0.3366975958991714
#> Attrib V15 -0.10477586272153581
#> Attrib V16 0.45490810079256583
#> Attrib V17 0.1354155854431973
#> Attrib V18 0.19209364333094633
#> Attrib V19 0.4315717553293846
#> Attrib V2 -0.13708771767060918
#> Attrib V20 0.1553413566337033
#> Attrib V21 -0.4740423333102699
#> Attrib V22 -0.6261648940008349
#> Attrib V23 -0.6248724216254888
#> Attrib V24 -0.5633402748840219
#> Attrib V25 0.2773757503737762
#> Attrib V26 -0.23454414676066132
#> Attrib V27 -0.636279032943092
#> Attrib V28 -1.3329050965874858
#> Attrib V29 -1.4064029837515026
#> Attrib V3 0.13228203006768555
#> Attrib V30 -0.8786912982306725
#> Attrib V31 0.5756506015472836
#> Attrib V32 0.04837762352902062
#> Attrib V33 0.12389299795117326
#> Attrib V34 0.46025473676569983
#> Attrib V35 0.10866088281353962
#> Attrib V36 0.9554322934232614
#> Attrib V37 0.19519596064445524
#> Attrib V38 0.3677179340188009
#> Attrib V39 -0.4137220080680363
#> Attrib V4 0.08572001120021627
#> Attrib V40 -0.06805536999596527
#> Attrib V41 -0.7033000687329816
#> Attrib V42 -0.7297233572853219
#> Attrib V43 -0.06302375122049203
#> Attrib V44 -0.3027171624752257
#> Attrib V45 -0.26628279856853926
#> Attrib V46 -0.8577997338780537
#> Attrib V47 -0.5270223936033506
#> Attrib V48 -0.7718676419430301
#> Attrib V49 -0.9142642690156169
#> Attrib V5 -0.4536458618948651
#> Attrib V50 0.548052201743195
#> Attrib V51 -0.8332684091229078
#> Attrib V52 -0.9254607483109912
#> Attrib V53 -0.7342168041595482
#> Attrib V54 -0.3462485003735616
#> Attrib V55 0.40760858066855027
#> Attrib V56 0.09007224062817383
#> Attrib V57 0.9013376807800204
#> Attrib V58 -0.31310453757518886
#> Attrib V59 -0.039440823054280184
#> Attrib V6 -0.11555609455564765
#> Attrib V60 0.05066221644711124
#> Attrib V7 0.4002588565120144
#> Attrib V8 0.19825169852969166
#> Attrib V9 -0.9175846920348599
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold -0.03207825819832064
#> Attrib V1 0.46554038350847626
#> Attrib V10 -0.29019442045657373
#> Attrib V11 -0.03814693358772121
#> Attrib V12 -0.10805554065172694
#> Attrib V13 -0.1623452827830061
#> Attrib V14 -0.40009510329065695
#> Attrib V15 0.22553119286914725
#> Attrib V16 0.13919417418192576
#> Attrib V17 0.4077173447707159
#> Attrib V18 0.01428322003727622
#> Attrib V19 -0.1639105921765581
#> Attrib V2 0.10309995622219367
#> Attrib V20 0.4880711631396186
#> Attrib V21 0.5650098675220271
#> Attrib V22 0.18639677436321245
#> Attrib V23 -0.1019722071488207
#> Attrib V24 -0.05616325070776715
#> Attrib V25 -0.32687514967091147
#> Attrib V26 -0.545736238708681
#> Attrib V27 -0.7416496477486136
#> Attrib V28 -0.3554165642259669
#> Attrib V29 -0.08677602468700929
#> Attrib V3 0.04763825801598695
#> Attrib V30 0.15644976806401392
#> Attrib V31 -0.8610953829156165
#> Attrib V32 0.16348523760393582
#> Attrib V33 0.32112165109969654
#> Attrib V34 -0.13728586495769432
#> Attrib V35 0.006534719635807294
#> Attrib V36 -0.3009303412487531
#> Attrib V37 -0.06149190676563095
#> Attrib V38 0.31689265740654055
#> Attrib V39 0.41227463226263916
#> Attrib V4 0.14022527442223218
#> Attrib V40 -0.26148344124300554
#> Attrib V41 -0.5081482543190633
#> Attrib V42 0.2542093086889171
#> Attrib V43 0.15752540290057668
#> Attrib V44 0.5720797271876905
#> Attrib V45 0.41449957261984194
#> Attrib V46 0.2518605056825122
#> Attrib V47 0.027388916411593824
#> Attrib V48 0.17045295899189097
#> Attrib V49 0.20403360037650498
#> Attrib V5 -0.16397375382219756
#> Attrib V50 -0.6186822801937719
#> Attrib V51 0.0863627939757949
#> Attrib V52 -0.055758353650584194
#> Attrib V53 0.05078614681316135
#> Attrib V54 0.30357328334519357
#> Attrib V55 -0.27876290528634
#> Attrib V56 0.7670793849354801
#> Attrib V57 -0.31367940505386616
#> Attrib V58 0.6071981586224826
#> Attrib V59 0.2867333470486856
#> Attrib V6 -0.3669445599481774
#> Attrib V60 -0.00706011018508253
#> Attrib V7 -0.050287770852683614
#> Attrib V8 -0.22777901451812832
#> Attrib V9 0.08271143993601643
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold -0.03405684831889021
#> Attrib V1 0.6214521156630529
#> Attrib V10 -0.3837241383758776
#> Attrib V11 -0.04007187092238117
#> Attrib V12 -0.22452897934257332
#> Attrib V13 -0.15437643259341982
#> Attrib V14 -0.3587960148963132
#> Attrib V15 0.3417133466965931
#> Attrib V16 0.23867792568624993
#> Attrib V17 0.42865117025479826
#> Attrib V18 -0.03167237975767227
#> Attrib V19 -0.115407236409288
#> Attrib V2 0.24368984880681707
#> Attrib V20 0.5149915046604995
#> Attrib V21 0.6883843991542303
#> Attrib V22 0.3273655756330109
#> Attrib V23 -0.022655149098313607
#> Attrib V24 -0.01595773436317944
#> Attrib V25 -0.42582593754012027
#> Attrib V26 -0.6652048850137591
#> Attrib V27 -0.8655224225080547
#> Attrib V28 -0.4764405998598695
#> Attrib V29 -0.029600063281835017
#> Attrib V3 0.1489312584099118
#> Attrib V30 0.18240102755642915
#> Attrib V31 -0.9666013888897477
#> Attrib V32 0.2665244680521924
#> Attrib V33 0.45206981935764134
#> Attrib V34 -0.24091679428974053
#> Attrib V35 -0.15497768137006757
#> Attrib V36 -0.47684065847648655
#> Attrib V37 -0.19315859182384185
#> Attrib V38 0.24632287197756247
#> Attrib V39 0.38553846163772504
#> Attrib V4 0.2775325809683585
#> Attrib V40 -0.30322477738561326
#> Attrib V41 -0.501824499568138
#> Attrib V42 0.377299806775352
#> Attrib V43 0.240136403957924
#> Attrib V44 0.5030192440116561
#> Attrib V45 0.3624518398028033
#> Attrib V46 0.30878002513826097
#> Attrib V47 -0.048392267151850514
#> Attrib V48 0.09166751328159312
#> Attrib V49 0.11376605814298016
#> Attrib V5 -0.17819188849517278
#> Attrib V50 -0.7525251253620416
#> Attrib V51 0.039965005770098476
#> Attrib V52 0.04248962457527808
#> Attrib V53 0.13755672756214718
#> Attrib V54 0.38552186219641127
#> Attrib V55 -0.3297389977267994
#> Attrib V56 0.9683122800741912
#> Attrib V57 -0.2780077660639942
#> Attrib V58 0.7652737031120108
#> Attrib V59 0.4613233740039263
#> Attrib V6 -0.4225846930660617
#> Attrib V60 0.046868492865511265
#> Attrib V7 0.07825585683291864
#> Attrib V8 -0.175746331536607
#> Attrib V9 0.1056645936498471
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.16334278265703303
#> Attrib V1 0.2880886961877392
#> Attrib V10 -0.27943324465180186
#> Attrib V11 -0.08199563343415445
#> Attrib V12 -0.04265329831236731
#> Attrib V13 0.03765166037363536
#> Attrib V14 -0.1391643546392782
#> Attrib V15 0.16042045284855574
#> Attrib V16 0.060305323588368105
#> Attrib V17 0.2516096260832919
#> Attrib V18 0.059181661291974524
#> Attrib V19 -0.042533058404749025
#> Attrib V2 0.10605629749766182
#> Attrib V20 0.2802102913643905
#> Attrib V21 0.29912434374726854
#> Attrib V22 0.08086889078917987
#> Attrib V23 0.0345793309466383
#> Attrib V24 0.08426394662244521
#> Attrib V25 -0.07464224066872926
#> Attrib V26 -0.31424295471993713
#> Attrib V27 -0.4207389777124714
#> Attrib V28 -0.33462625268251783
#> Attrib V29 -0.09538242385298001
#> Attrib V3 0.16610734649576928
#> Attrib V30 0.0199557960543018
#> Attrib V31 -0.4781534166607143
#> Attrib V32 0.15734001583853766
#> Attrib V33 0.223958545800369
#> Attrib V34 0.0022903692257872344
#> Attrib V35 0.012378680755272974
#> Attrib V36 -0.2056344239986836
#> Attrib V37 -0.056078325383862156
#> Attrib V38 0.07905911408985826
#> Attrib V39 0.27824291903594756
#> Attrib V4 0.13369653045881558
#> Attrib V40 -0.05988374147829661
#> Attrib V41 -0.21426687648080622
#> Attrib V42 0.18834338051089675
#> Attrib V43 0.07351593492756157
#> Attrib V44 0.2000392188774979
#> Attrib V45 0.07660093741479392
#> Attrib V46 0.12429738392655837
#> Attrib V47 -0.001947584841711453
#> Attrib V48 0.008368234015610734
#> Attrib V49 0.08382526254633321
#> Attrib V5 -0.04671675645508344
#> Attrib V50 -0.3861545292019681
#> Attrib V51 0.005783981029896288
#> Attrib V52 -0.003697001077731406
#> Attrib V53 0.16426593664259842
#> Attrib V54 0.20247334074910808
#> Attrib V55 -0.111225006622161
#> Attrib V56 0.5240215394866212
#> Attrib V57 -0.11700535265361414
#> Attrib V58 0.36394917510653674
#> Attrib V59 0.2850198805252314
#> Attrib V6 -0.1581437519242968
#> Attrib V60 0.10134445496028781
#> Attrib V7 0.017271925742197214
#> Attrib V8 -0.21934016857494784
#> Attrib V9 -0.03304024959692342
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.28651881726473966
#> Attrib V1 0.3311793750025093
#> Attrib V10 0.07363024601339181
#> Attrib V11 0.3525118781681776
#> Attrib V12 0.09900666315770687
#> Attrib V13 0.11704701569997275
#> Attrib V14 -0.24235822610807037
#> Attrib V15 0.10243357486645559
#> Attrib V16 -0.16142376044584184
#> Attrib V17 0.10193988979468693
#> Attrib V18 -0.048811531420592046
#> Attrib V19 -0.253985003645209
#> Attrib V2 0.022548802345700083
#> Attrib V20 0.11499793140413551
#> Attrib V21 0.2112062497856024
#> Attrib V22 -0.11779927166948548
#> Attrib V23 -0.29703700507951375
#> Attrib V24 -0.294616426487602
#> Attrib V25 -0.40189189341654263
#> Attrib V26 -0.03704553603325052
#> Attrib V27 -0.05194242037123535
#> Attrib V28 0.18666525875803627
#> Attrib V29 0.2993358822507195
#> Attrib V3 -0.17624746442966616
#> Attrib V30 0.32590705938099057
#> Attrib V31 -0.4687778554353982
#> Attrib V32 -0.059390026862643185
#> Attrib V33 0.15047116759174245
#> Attrib V34 -0.04006718277998676
#> Attrib V35 0.22937273995601437
#> Attrib V36 -0.23834067431757466
#> Attrib V37 0.1490536352509004
#> Attrib V38 0.12587119231955904
#> Attrib V39 0.3766073874784391
#> Attrib V4 -0.007922241764011718
#> Attrib V40 -0.08208160195318845
#> Attrib V41 -0.22531631518917472
#> Attrib V42 0.08529332188623981
#> Attrib V43 0.1251337374490636
#> Attrib V44 0.5195065496770894
#> Attrib V45 0.2779036110902913
#> Attrib V46 0.3159983454695015
#> Attrib V47 0.08850608474662719
#> Attrib V48 0.36309050637075513
#> Attrib V49 0.41747604072097616
#> Attrib V5 -0.11644142019955378
#> Attrib V50 -0.42941941238440007
#> Attrib V51 0.17681604051349864
#> Attrib V52 0.15081974433603923
#> Attrib V53 0.26665088933420256
#> Attrib V54 0.13790173103224548
#> Attrib V55 -0.20676739221794133
#> Attrib V56 0.2895378461960565
#> Attrib V57 -0.5720323447114019
#> Attrib V58 0.3820291757508009
#> Attrib V59 0.24881035399406287
#> Attrib V6 -0.34498750802745237
#> Attrib V60 0.16180703718598638
#> Attrib V7 -0.33122963946704104
#> Attrib V8 -0.3398940546679541
#> Attrib V9 0.23320359419710482
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.20916346824914556
#> Attrib V1 -0.55118728077121
#> Attrib V10 -0.07801009358654182
#> Attrib V11 -0.4934118951095417
#> Attrib V12 -0.2468070251143378
#> Attrib V13 -0.1887688454689249
#> Attrib V14 0.6406632489938959
#> Attrib V15 -0.06994720972403312
#> Attrib V16 0.17986317514459177
#> Attrib V17 -0.2393877134372821
#> Attrib V18 0.18885902347859246
#> Attrib V19 0.5369413941020142
#> Attrib V2 -0.12033327722548254
#> Attrib V20 -0.28940454183582015
#> Attrib V21 -0.8373695905514419
#> Attrib V22 -0.609666095940271
#> Attrib V23 -0.44250100272538145
#> Attrib V24 -0.7170044521823343
#> Attrib V25 -0.15923981575804302
#> Attrib V26 0.14882603495854044
#> Attrib V27 0.580465517118968
#> Attrib V28 0.29397397525209473
#> Attrib V29 0.20118897448680417
#> Attrib V3 -0.05184914438213995
#> Attrib V30 -0.29593703029178264
#> Attrib V31 0.961938469069839
#> Attrib V32 -0.6591288710439055
#> Attrib V33 -0.6608871791158506
#> Attrib V34 0.5598397240885211
#> Attrib V35 0.5320208266283986
#> Attrib V36 1.2008612662379419
#> Attrib V37 0.8645966225685214
#> Attrib V38 0.3129741078314381
#> Attrib V39 -0.18817835941801864
#> Attrib V4 -0.21305802524933407
#> Attrib V40 0.45872821944265696
#> Attrib V41 0.253365580030385
#> Attrib V42 -0.8165052776496079
#> Attrib V43 -0.3635018774436061
#> Attrib V44 -0.4660419783048772
#> Attrib V45 -0.06549930341007494
#> Attrib V46 -0.2953483492722329
#> Attrib V47 0.11017259378577951
#> Attrib V48 -0.04597162143488743
#> Attrib V49 -0.25978515957192344
#> Attrib V5 0.045960766969736395
#> Attrib V50 1.1582660600069166
#> Attrib V51 -0.20532163560681213
#> Attrib V52 -0.25695701225960105
#> Attrib V53 -0.2947565555602659
#> Attrib V54 -0.7229870705419474
#> Attrib V55 0.538547147736265
#> Attrib V56 -0.7875322179019292
#> Attrib V57 0.5877476799983375
#> Attrib V58 -0.7293215676137565
#> Attrib V59 -0.4846970024899928
#> Attrib V6 0.3241217720465362
#> Attrib V60 -0.1760909498059034
#> Attrib V7 -0.1640319652486568
#> Attrib V8 0.08873500881864178
#> Attrib V9 -0.5692979900064797
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.20061136414761882
#> Attrib V1 -0.019696397268608598
#> Attrib V10 0.016458359572734987
#> Attrib V11 -0.06455375069161161
#> Attrib V12 -0.019431697221942486
#> Attrib V13 0.011351155037918871
#> Attrib V14 0.05444605367967551
#> Attrib V15 -0.008066537725434048
#> Attrib V16 0.13014265316297025
#> Attrib V17 0.11317752824184223
#> Attrib V18 0.1415528289852551
#> Attrib V19 0.09235429937669844
#> Attrib V2 0.019068430115417683
#> Attrib V20 -0.1095660501142246
#> Attrib V21 -0.1553890512044929
#> Attrib V22 -0.08370798479584854
#> Attrib V23 -0.045275459074949086
#> Attrib V24 -0.036008710959944894
#> Attrib V25 0.002113336254824624
#> Attrib V26 -0.07582181851262185
#> Attrib V27 -0.045215005457206706
#> Attrib V28 -0.06137380888646827
#> Attrib V29 -0.09869964377325409
#> Attrib V3 0.11936520565093002
#> Attrib V30 -0.07613501250417375
#> Attrib V31 0.10553500372771456
#> Attrib V32 0.014869765720106842
#> Attrib V33 0.015506305938719971
#> Attrib V34 0.12207679641508112
#> Attrib V35 0.0901032815598382
#> Attrib V36 0.18398962549302472
#> Attrib V37 0.16745554682202177
#> Attrib V38 0.04538726323928282
#> Attrib V39 -0.021550717887027653
#> Attrib V4 0.0987194105487688
#> Attrib V40 0.06991962609073174
#> Attrib V41 0.15183327399148802
#> Attrib V42 0.0746075206131466
#> Attrib V43 0.021808311688002985
#> Attrib V44 -0.07111620129022116
#> Attrib V45 -0.019389583346103363
#> Attrib V46 -0.018797707110659093
#> Attrib V47 0.011095565476391043
#> Attrib V48 -0.0682292742896688
#> Attrib V49 -0.08370443010578302
#> Attrib V5 0.102490499357526
#> Attrib V50 0.18667915645081942
#> Attrib V51 0.07062299263281178
#> Attrib V52 0.041811057976780294
#> Attrib V53 0.05407815415752353
#> Attrib V54 -0.034267122396035764
#> Attrib V55 0.10642164253609122
#> Attrib V56 0.018418139399495277
#> Attrib V57 0.22712923029640483
#> Attrib V58 0.04583832938737028
#> Attrib V59 -0.004869942246300095
#> Attrib V6 0.13836061338693204
#> Attrib V60 0.06904110840817013
#> Attrib V7 0.04259561913625962
#> Attrib V8 0.045635994004883794
#> Attrib V9 0.01624703147228989
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.08703883200628314
#> Attrib V1 0.4062573325206279
#> Attrib V10 -0.21831717208681473
#> Attrib V11 -0.03974898656289385
#> Attrib V12 -0.11598656968154693
#> Attrib V13 -0.11770802013589905
#> Attrib V14 -0.280747846862967
#> Attrib V15 0.2496133081736652
#> Attrib V16 0.12039444817081062
#> Attrib V17 0.2758353988191567
#> Attrib V18 0.004657636801762218
#> Attrib V19 -0.06681239796794984
#> Attrib V2 0.2064727965249258
#> Attrib V20 0.29270961743722124
#> Attrib V21 0.3574300349743381
#> Attrib V22 0.18553537103540588
#> Attrib V23 -0.08382161735697057
#> Attrib V24 0.0036754891639514866
#> Attrib V25 -0.26814575708604893
#> Attrib V26 -0.41690994916369684
#> Attrib V27 -0.6026487120976066
#> Attrib V28 -0.43098796955214735
#> Attrib V29 -0.19699728087297816
#> Attrib V3 0.09667533083012998
#> Attrib V30 0.05299332562925635
#> Attrib V31 -0.5357428958475591
#> Attrib V32 0.15654075621839517
#> Attrib V33 0.33181374531800556
#> Attrib V34 -0.09548319756498035
#> Attrib V35 0.03593355476178006
#> Attrib V36 -0.23463585834580508
#> Attrib V37 -0.05998272586421835
#> Attrib V38 0.20225686117976255
#> Attrib V39 0.3139824859305783
#> Attrib V4 0.1458830311839748
#> Attrib V40 -0.18310118770795114
#> Attrib V41 -0.3204169896434341
#> Attrib V42 0.16041390397291327
#> Attrib V43 0.16253322535957962
#> Attrib V44 0.32925732728905915
#> Attrib V45 0.2292304054790492
#> Attrib V46 0.12158388993487378
#> Attrib V47 -0.0810023857208671
#> Attrib V48 0.0931320758571006
#> Attrib V49 0.06320011324340014
#> Attrib V5 -0.1195911840096474
#> Attrib V50 -0.44319809672806015
#> Attrib V51 0.04007323423738801
#> Attrib V52 -0.027884906705157145
#> Attrib V53 0.06909082605261668
#> Attrib V54 0.20618932801207998
#> Attrib V55 -0.12389615834867229
#> Attrib V56 0.6215613588640464
#> Attrib V57 -0.15871832440120456
#> Attrib V58 0.4136303791943953
#> Attrib V59 0.21359977397356508
#> Attrib V6 -0.26893769318434274
#> Attrib V60 0.059781764961459045
#> Attrib V7 -0.07577937759857617
#> Attrib V8 -0.18814866996907909
#> Attrib V9 0.018842881364568527
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.21926158066138343
#> Attrib V1 0.05365467232668474
#> Attrib V10 -0.025589121493750935
#> Attrib V11 -0.04023409858416789
#> Attrib V12 -0.019268627380707917
#> Attrib V13 -0.010206298222512062
#> Attrib V14 0.02842715392392389
#> Attrib V15 7.785213538960957E-5
#> Attrib V16 0.045281968979568
#> Attrib V17 0.02943747324041898
#> Attrib V18 0.10323330523170149
#> Attrib V19 -0.024157063678501338
#> Attrib V2 0.08603126682074252
#> Attrib V20 -0.030524486877118534
#> Attrib V21 -0.046483860113548
#> Attrib V22 -0.07361005446944938
#> Attrib V23 -0.026239393886588573
#> Attrib V24 -0.06335046906352652
#> Attrib V25 -0.021278472105099696
#> Attrib V26 -0.035055630299655624
#> Attrib V27 -0.04487431088468962
#> Attrib V28 -0.08719009077046103
#> Attrib V29 -0.07038394835346187
#> Attrib V3 0.15215628497982028
#> Attrib V30 -0.053246196657817754
#> Attrib V31 0.021643434875957268
#> Attrib V32 0.018985987685300867
#> Attrib V33 0.06292361340501008
#> Attrib V34 0.11274956320528501
#> Attrib V35 0.08867358079898822
#> Attrib V36 0.16509085199541457
#> Attrib V37 0.0822057185859662
#> Attrib V38 0.018457517475585324
#> Attrib V39 0.07774952552176397
#> Attrib V4 0.06647315502692916
#> Attrib V40 0.057308075885364955
#> Attrib V41 0.029227456762647177
#> Attrib V42 0.06192617106796751
#> Attrib V43 0.057667064733023826
#> Attrib V44 0.057630890148154826
#> Attrib V45 -0.027126483358465188
#> Attrib V46 0.005492768846654473
#> Attrib V47 0.06993220943260589
#> Attrib V48 0.010519186382014909
#> Attrib V49 0.023460525417169652
#> Attrib V5 0.08447538900322152
#> Attrib V50 0.012665048439601641
#> Attrib V51 0.10537095604514178
#> Attrib V52 0.031514424907677294
#> Attrib V53 0.08474145929122208
#> Attrib V54 -0.0026757342866898636
#> Attrib V55 0.08721791076037044
#> Attrib V56 0.1298898738431931
#> Attrib V57 0.07027749279149292
#> Attrib V58 0.08366031788871033
#> Attrib V59 0.07665324184297968
#> Attrib V6 0.03272908742327054
#> Attrib V60 0.08230888393022642
#> Attrib V7 0.032245979426930735
#> Attrib V8 0.032522761469767854
#> Attrib V9 -0.004868221228297336
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.056702450253538726
#> Attrib V1 0.4886839746790239
#> Attrib V10 -0.30243070181076265
#> Attrib V11 -0.024585611189572896
#> Attrib V12 0.018366599324450696
#> Attrib V13 -0.0012894508572495508
#> Attrib V14 -0.2421644847828904
#> Attrib V15 0.31762977270762005
#> Attrib V16 0.06512759239205534
#> Attrib V17 0.33448632098147985
#> Attrib V18 0.02847115350543531
#> Attrib V19 -0.07887995230867847
#> Attrib V2 0.14151238215288542
#> Attrib V20 0.43419227300869595
#> Attrib V21 0.5656607286327338
#> Attrib V22 0.2928106998483979
#> Attrib V23 0.06122754405483029
#> Attrib V24 0.19161225414826982
#> Attrib V25 -0.1277023446180765
#> Attrib V26 -0.36664634578950334
#> Attrib V27 -0.5933966979530817
#> Attrib V28 -0.2457608532714174
#> Attrib V29 0.021331657968057565
#> Attrib V3 0.0773538026072486
#> Attrib V30 0.15354622243783153
#> Attrib V31 -0.7881931726526314
#> Attrib V32 0.16258677533608204
#> Attrib V33 0.33916317342296465
#> Attrib V34 -0.21054337939696602
#> Attrib V35 -0.02987949004941887
#> Attrib V36 -0.4308391898538558
#> Attrib V37 -0.22961609014952478
#> Attrib V38 0.11539587168054329
#> Attrib V39 0.34337635784136894
#> Attrib V4 0.19157899171879322
#> Attrib V40 -0.23289812740480503
#> Attrib V41 -0.3781466148180152
#> Attrib V42 0.4004021483819936
#> Attrib V43 0.17805255874123999
#> Attrib V44 0.449157981055997
#> Attrib V45 0.3151306393634232
#> Attrib V46 0.24722076391837552
#> Attrib V47 -0.0777100597597653
#> Attrib V48 0.05867388186661687
#> Attrib V49 0.20810942962595777
#> Attrib V5 -0.13262775316020095
#> Attrib V50 -0.6732959625660263
#> Attrib V51 0.005881927443160281
#> Attrib V52 0.11169128356353268
#> Attrib V53 0.2594946252850256
#> Attrib V54 0.4524548527751544
#> Attrib V55 -0.23866328948848559
#> Attrib V56 0.7262796793941555
#> Attrib V57 -0.3707108389265888
#> Attrib V58 0.6350731995135539
#> Attrib V59 0.4135412402049426
#> Attrib V6 -0.28675878543204325
#> Attrib V60 0.10801031429441306
#> Attrib V7 0.06747055716364941
#> Attrib V8 -0.22999790436816694
#> Attrib V9 0.07619853461912632
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold -0.13404179830682064
#> Attrib V1 0.7233139119998132
#> Attrib V10 -0.4110061251813863
#> Attrib V11 -0.14037681619519118
#> Attrib V12 -0.13727356631471552
#> Attrib V13 -0.17064900870500455
#> Attrib V14 -0.334220813409478
#> Attrib V15 0.402937419633338
#> Attrib V16 0.22983675747192164
#> Attrib V17 0.44352247973385234
#> Attrib V18 -0.01997097362935195
#> Attrib V19 -0.13643124384103672
#> Attrib V2 0.23400861731824527
#> Attrib V20 0.5528071528822027
#> Attrib V21 0.7235628125624153
#> Attrib V22 0.30823754815678417
#> Attrib V23 -0.028245619696831342
#> Attrib V24 0.01809887389251392
#> Attrib V25 -0.395290288226427
#> Attrib V26 -0.6522909996519111
#> Attrib V27 -0.9096237783688783
#> Attrib V28 -0.6176047025516325
#> Attrib V29 -0.13700458114320418
#> Attrib V3 0.1944062395120508
#> Attrib V30 0.1604869060158794
#> Attrib V31 -0.9147285396871636
#> Attrib V32 0.2875411724411469
#> Attrib V33 0.42882599860815995
#> Attrib V34 -0.29743847087576825
#> Attrib V35 -0.19231767684825357
#> Attrib V36 -0.44384109203646704
#> Attrib V37 -0.17151798135017082
#> Attrib V38 0.2466181704473775
#> Attrib V39 0.3901301446726539
#> Attrib V4 0.2548521468475085
#> Attrib V40 -0.3246772858198499
#> Attrib V41 -0.5191105391208507
#> Attrib V42 0.37086648695565366
#> Attrib V43 0.25540061551646476
#> Attrib V44 0.5532517715727485
#> Attrib V45 0.30982260727483063
#> Attrib V46 0.18838539123740095
#> Attrib V47 -0.13226241434543584
#> Attrib V48 0.025175005819144544
#> Attrib V49 0.07334729945240265
#> Attrib V5 -0.15584618692523314
#> Attrib V50 -0.7444452104869896
#> Attrib V51 0.05262707673769864
#> Attrib V52 0.02560515957737829
#> Attrib V53 0.11726404893955783
#> Attrib V54 0.49457809879981535
#> Attrib V55 -0.23433543369134138
#> Attrib V56 1.0405889662590844
#> Attrib V57 -0.2725845077701424
#> Attrib V58 0.8069691266885688
#> Attrib V59 0.4743605080257384
#> Attrib V6 -0.36881536027322853
#> Attrib V60 0.08176917024946286
#> Attrib V7 0.1370701935953481
#> Attrib V8 -0.23320603744257196
#> Attrib V9 0.06478990663677618
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.11833228273191894
#> Attrib V1 -0.4102251785334448
#> Attrib V10 -0.02519230973277161
#> Attrib V11 -0.37964197162439967
#> Attrib V12 -0.285138443548323
#> Attrib V13 -0.25293343732430784
#> Attrib V14 0.4532163565683905
#> Attrib V15 -0.18641008316181068
#> Attrib V16 0.15794754391006263
#> Attrib V17 -0.09494175872050575
#> Attrib V18 0.2614175711977057
#> Attrib V19 0.4449177619527884
#> Attrib V2 -0.2231011429941664
#> Attrib V20 -0.10333522993713196
#> Attrib V21 -0.46246255153920296
#> Attrib V22 -0.5231419397110547
#> Attrib V23 -0.42042308775965703
#> Attrib V24 -0.6392173677211758
#> Attrib V25 -0.07975402358735541
#> Attrib V26 0.245391644746995
#> Attrib V27 0.5203093580950766
#> Attrib V28 0.1449858689051957
#> Attrib V29 0.032622822448334636
#> Attrib V3 -0.12512069266101525
#> Attrib V30 -0.20766195843144364
#> Attrib V31 0.7046563775763459
#> Attrib V32 -0.6656130895155095
#> Attrib V33 -0.5297225060952709
#> Attrib V34 0.3376384856099817
#> Attrib V35 0.37259949052788577
#> Attrib V36 1.0663804046486534
#> Attrib V37 0.6660310985634857
#> Attrib V38 0.36021055639557287
#> Attrib V39 -0.1600221557070115
#> Attrib V4 -0.02961105995886806
#> Attrib V40 0.2737388452403291
#> Attrib V41 0.15173407391973
#> Attrib V42 -0.5776718736962931
#> Attrib V43 -0.11100008465384947
#> Attrib V44 -0.05428785120390984
#> Attrib V45 0.04723565502785511
#> Attrib V46 -0.2826389102234292
#> Attrib V47 0.021920248688730784
#> Attrib V48 -0.08686873694151052
#> Attrib V49 -0.2014215283014164
#> Attrib V5 0.09686101656221185
#> Attrib V50 1.0571761304712828
#> Attrib V51 -0.22030578840223686
#> Attrib V52 -0.2615460446648081
#> Attrib V53 -0.33432774630687645
#> Attrib V54 -0.41248231749534503
#> Attrib V55 0.3670746815476591
#> Attrib V56 -0.7836997999373431
#> Attrib V57 0.6086267290247211
#> Attrib V58 -0.6133830646785184
#> Attrib V59 -0.24096950824509367
#> Attrib V6 0.23903612948182215
#> Attrib V60 -0.07892834211717922
#> Attrib V7 0.06060524666745127
#> Attrib V8 0.23414359234323362
#> Attrib V9 -0.40756870143899976
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold -0.08506178661334199
#> Attrib V1 0.2919380440201143
#> Attrib V10 -0.18232237730833936
#> Attrib V11 -0.02783816653667004
#> Attrib V12 -0.003709455202204231
#> Attrib V13 -0.020569228789992778
#> Attrib V14 -0.12303758004213154
#> Attrib V15 0.08598894556413204
#> Attrib V16 0.10013095397890587
#> Attrib V17 0.19434664549192943
#> Attrib V18 0.036410338611181585
#> Attrib V19 -0.06157693339989181
#> Attrib V2 0.11133595924249501
#> Attrib V20 0.19586318463820596
#> Attrib V21 0.18419106706227625
#> Attrib V22 0.019604623087623473
#> Attrib V23 -0.08059726353376001
#> Attrib V24 0.05947111457460717
#> Attrib V25 -0.11692450834208903
#> Attrib V26 -0.23515282511794344
#> Attrib V27 -0.3792850011664773
#> Attrib V28 -0.31824942077983415
#> Attrib V29 -0.09543928720947949
#> Attrib V3 0.054703099204503905
#> Attrib V30 -0.019481475828808867
#> Attrib V31 -0.30513929176130866
#> Attrib V32 0.11715045609794252
#> Attrib V33 0.15693940136379034
#> Attrib V34 -0.008904043148420575
#> Attrib V35 0.07215906039101173
#> Attrib V36 -0.12135418311152915
#> Attrib V37 -0.013206288415556605
#> Attrib V38 0.049467578826278884
#> Attrib V39 0.1692174116298299
#> Attrib V4 0.10170767404824493
#> Attrib V40 -0.044130344701289806
#> Attrib V41 -0.24140480010983537
#> Attrib V42 0.09624370039261189
#> Attrib V43 0.14971813222045138
#> Attrib V44 0.18187708226039662
#> Attrib V45 0.044080074305217654
#> Attrib V46 0.11225271240250495
#> Attrib V47 -0.06802617638293801
#> Attrib V48 0.052604683986924826
#> Attrib V49 0.0484403498712596
#> Attrib V5 -0.03902890002004722
#> Attrib V50 -0.310404116940792
#> Attrib V51 0.00833058057090211
#> Attrib V52 0.019133499737833286
#> Attrib V53 0.12801724407010218
#> Attrib V54 0.1884966886883432
#> Attrib V55 -0.0647850521557927
#> Attrib V56 0.453966394259028
#> Attrib V57 -0.12477327859576437
#> Attrib V58 0.3464118842471056
#> Attrib V59 0.1982477305015194
#> Attrib V6 -0.15700977186473392
#> Attrib V60 0.10085250353639698
#> Attrib V7 -0.05366115148905871
#> Attrib V8 -0.24819732758357863
#> Attrib V9 -0.008907771512349835
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold -0.15020463752773758
#> Attrib V1 0.020888899077195003
#> Attrib V10 -0.04560159488487023
#> Attrib V11 -0.024225610035017636
#> Attrib V12 0.025506945124931592
#> Attrib V13 -0.0030164411838110297
#> Attrib V14 0.07903489111388552
#> Attrib V15 -0.01301180735172878
#> Attrib V16 0.026534091156158533
#> Attrib V17 0.10506900511111104
#> Attrib V18 0.0908403058830314
#> Attrib V19 0.054685030681186825
#> Attrib V2 0.03916242800934513
#> Attrib V20 -0.10696945737949941
#> Attrib V21 -0.15370849339986253
#> Attrib V22 -0.06973019527210415
#> Attrib V23 0.008354514685499661
#> Attrib V24 -0.08666729970316361
#> Attrib V25 -0.011672254470445724
#> Attrib V26 0.002672781644636918
#> Attrib V27 -0.05562854742123155
#> Attrib V28 -0.12848278922865994
#> Attrib V29 -0.11568961728623099
#> Attrib V3 0.12956751381362316
#> Attrib V30 -0.05936763166844165
#> Attrib V31 0.11322996633071371
#> Attrib V32 0.0015181121797827781
#> Attrib V33 0.029223894518857423
#> Attrib V34 0.07211991239421546
#> Attrib V35 0.1628582244113815
#> Attrib V36 0.21213085496754613
#> Attrib V37 0.1933582221833258
#> Attrib V38 -0.006664565248375666
#> Attrib V39 -0.05397898489057012
#> Attrib V4 0.137384093284528
#> Attrib V40 0.047562307562250654
#> Attrib V41 0.11681257603546692
#> Attrib V42 0.02260762376731272
#> Attrib V43 0.07939459895372254
#> Attrib V44 -0.022982703706663568
#> Attrib V45 0.006614564943236616
#> Attrib V46 -0.024167739973543014
#> Attrib V47 0.04981004099961793
#> Attrib V48 -0.0690972973862225
#> Attrib V49 -0.046064355568835695
#> Attrib V5 0.09971525248461267
#> Attrib V50 0.09665810033099112
#> Attrib V51 0.007209462671719088
#> Attrib V52 0.07154735385698031
#> Attrib V53 0.05905747843493296
#> Attrib V54 -0.017152483217611533
#> Attrib V55 0.09864773519370972
#> Attrib V56 0.07327820507851836
#> Attrib V57 0.16185631151894317
#> Attrib V58 0.02997623309580802
#> Attrib V59 0.07629612503839386
#> Attrib V6 0.11999651142359138
#> Attrib V60 0.021375575913661612
#> Attrib V7 0.019052405035419946
#> Attrib V8 0.03357378667396497
#> Attrib V9 -0.01963823134035863
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.21387284094095457
#> Attrib V1 -0.2670985336603865
#> Attrib V10 -0.08108572851979697
#> Attrib V11 -0.3230411995768806
#> Attrib V12 -0.19901076389485142
#> Attrib V13 -0.17799425190238918
#> Attrib V14 0.39983566403079096
#> Attrib V15 -0.040311035927122534
#> Attrib V16 0.15709886714165686
#> Attrib V17 0.04628914629341677
#> Attrib V18 0.22153825808415245
#> Attrib V19 0.36963948194516316
#> Attrib V2 -0.13469042751831864
#> Attrib V20 -0.06273716103875371
#> Attrib V21 -0.31248349953013965
#> Attrib V22 -0.29891967026421307
#> Attrib V23 -0.14550037401017793
#> Attrib V24 -0.3165220953686288
#> Attrib V25 0.12249816525304953
#> Attrib V26 0.26483042172590526
#> Attrib V27 0.31550252334475026
#> Attrib V28 0.038395593921554734
#> Attrib V29 -0.09963328814171331
#> Attrib V3 0.00865622137967651
#> Attrib V30 -0.18220992159410196
#> Attrib V31 0.4707561232373563
#> Attrib V32 -0.3296784445452939
#> Attrib V33 -0.32420219252518445
#> Attrib V34 0.1855162058422064
#> Attrib V35 0.13621104328482658
#> Attrib V36 0.6759729596291472
#> Attrib V37 0.19096008700023864
#> Attrib V38 0.08929235895887806
#> Attrib V39 -0.2780906660263092
#> Attrib V4 0.07875938065756123
#> Attrib V40 0.10455179381023388
#> Attrib V41 0.07832127691743117
#> Attrib V42 -0.289291717056728
#> Attrib V43 -0.006510436633326287
#> Attrib V44 -0.1467311281960364
#> Attrib V45 -0.10016926679417217
#> Attrib V46 -0.26841132792027306
#> Attrib V47 9.177007188718492E-5
#> Attrib V48 -0.19292004615300254
#> Attrib V49 -0.24019119510470155
#> Attrib V5 0.0303974741261487
#> Attrib V50 0.768812894515376
#> Attrib V51 -0.15443944364164225
#> Attrib V52 -0.15367035774732352
#> Attrib V53 -0.23224875049924476
#> Attrib V54 -0.1764369838002463
#> Attrib V55 0.30322915941520645
#> Attrib V56 -0.3858787975051107
#> Attrib V57 0.5279124771902672
#> Attrib V58 -0.34580143078159675
#> Attrib V59 -0.06054536550494214
#> Attrib V6 0.22791566247753972
#> Attrib V60 0.012074744882040812
#> Attrib V7 0.07494898891972965
#> Attrib V8 0.24927065079034988
#> Attrib V9 -0.2897331781746896
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 1.1701326187293921
#> Attrib V1 -0.08569848706753624
#> Attrib V10 0.8351682016687407
#> Attrib V11 1.2381516613960235
#> Attrib V12 0.6389413199756228
#> Attrib V13 0.7231649796826031
#> Attrib V14 -0.38833087906310587
#> Attrib V15 -0.27043558935439693
#> Attrib V16 -0.9149250836567849
#> Attrib V17 -0.37360325689393237
#> Attrib V18 0.011560162102646286
#> Attrib V19 -0.338664210863958
#> Attrib V2 0.12288305059411714
#> Attrib V20 -0.33872872948201393
#> Attrib V21 0.5011696417221205
#> Attrib V22 1.0642152654719448
#> Attrib V23 1.6534334190438273
#> Attrib V24 1.1204533073135217
#> Attrib V25 -0.5990283542152346
#> Attrib V26 0.5796049532779798
#> Attrib V27 1.5118783818131527
#> Attrib V28 2.3232061645684303
#> Attrib V29 2.302638365190167
#> Attrib V3 -0.14894091571494064
#> Attrib V30 1.191062946123279
#> Attrib V31 -0.5041294879216767
#> Attrib V32 -0.7069302034954748
#> Attrib V33 -0.7734206044538379
#> Attrib V34 -0.43219374591631454
#> Attrib V35 0.23030777215474263
#> Attrib V36 -1.4351749693506775
#> Attrib V37 -0.4830932795223669
#> Attrib V38 -0.9989668339281402
#> Attrib V39 0.6824122517221312
#> Attrib V4 -0.2402807488314271
#> Attrib V40 0.6669246848865084
#> Attrib V41 1.9304122557398056
#> Attrib V42 0.8704371066918063
#> Attrib V43 0.020694355040497384
#> Attrib V44 0.5317790275517394
#> Attrib V45 0.3978690482866183
#> Attrib V46 1.5628043191676713
#> Attrib V47 0.8208003634520931
#> Attrib V48 0.7883853992987097
#> Attrib V49 1.3476638297052117
#> Attrib V5 1.2915607702730054
#> Attrib V50 -0.2089787364953508
#> Attrib V51 1.6281302633950236
#> Attrib V52 1.6464290338514613
#> Attrib V53 1.556044156936644
#> Attrib V54 0.44329605524751103
#> Attrib V55 -0.5002895881784817
#> Attrib V56 -0.8720812222354593
#> Attrib V57 -1.3782060009387525
#> Attrib V58 0.036839044366966195
#> Attrib V59 -0.18296218749473186
#> Attrib V6 0.9174369100229499
#> Attrib V60 -0.04476525572177685
#> Attrib V7 -0.5860679060518579
#> Attrib V8 -0.4284058399412278
#> Attrib V9 1.3193395849862393
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.23137720505693823
#> Attrib V1 -0.14217954736557467
#> Attrib V10 -0.06502904962026408
#> Attrib V11 -0.24418298364964638
#> Attrib V12 -0.11218828088113326
#> Attrib V13 -0.10888137815787527
#> Attrib V14 0.2982670743614866
#> Attrib V15 -0.06371547850209026
#> Attrib V16 0.11159248175321324
#> Attrib V17 0.052533368612650934
#> Attrib V18 0.15640937413037476
#> Attrib V19 0.31776787876344037
#> Attrib V2 -0.03996956189017002
#> Attrib V20 -0.026115361651302942
#> Attrib V21 -0.1559272386338076
#> Attrib V22 -0.1192980650860256
#> Attrib V23 -0.04583906815174036
#> Attrib V24 -0.15752016006854738
#> Attrib V25 0.08862034445660842
#> Attrib V26 0.07365104917481517
#> Attrib V27 0.19730186000314517
#> Attrib V28 0.008857048720731732
#> Attrib V29 -0.07281664236542307
#> Attrib V3 0.016546107243463833
#> Attrib V30 -0.1306900601907762
#> Attrib V31 0.28481292005222913
#> Attrib V32 -0.2124100256876594
#> Attrib V33 -0.1166746251152474
#> Attrib V34 0.08693389665111553
#> Attrib V35 0.11097734067078771
#> Attrib V36 0.4215566525000337
#> Attrib V37 0.15246317729909273
#> Attrib V38 -0.010280081441101372
#> Attrib V39 -0.1994650630369186
#> Attrib V4 0.09344901949850172
#> Attrib V40 0.01538449412959596
#> Attrib V41 0.03722964262510592
#> Attrib V42 -0.10394136556969893
#> Attrib V43 -0.01650844157709262
#> Attrib V44 -0.12524538080132935
#> Attrib V45 -0.09907023881033601
#> Attrib V46 -0.23760486340220405
#> Attrib V47 -0.06752317487528325
#> Attrib V48 -0.13050782812071132
#> Attrib V49 -0.1951846154443695
#> Attrib V5 0.019472298502102078
#> Attrib V50 0.46704142367470897
#> Attrib V51 -0.13163055129405463
#> Attrib V52 -0.13799732472983225
#> Attrib V53 -0.13761059107162507
#> Attrib V54 -0.09079445001282126
#> Attrib V55 0.1859925873193974
#> Attrib V56 -0.19665714258132994
#> Attrib V57 0.3661117964234061
#> Attrib V58 -0.1783406371910279
#> Attrib V59 0.011326852458826397
#> Attrib V6 0.17526059590656243
#> Attrib V60 0.10672012401716902
#> Attrib V7 0.0396524277914572
#> Attrib V8 0.17193278258156952
#> Attrib V9 -0.23477049779073175
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.14055142950808416
#> Attrib V1 0.529398538797753
#> Attrib V10 -0.20117398643380768
#> Attrib V11 0.06316964877453403
#> Attrib V12 -0.05748747527855404
#> Attrib V13 -0.04506517033033718
#> Attrib V14 -0.40927743003110423
#> Attrib V15 0.1896835056994552
#> Attrib V16 0.04811827339576256
#> Attrib V17 0.2893154716179049
#> Attrib V18 0.04697206412280003
#> Attrib V19 -0.16713910541973953
#> Attrib V2 0.11470788759176334
#> Attrib V20 0.35985095417646207
#> Attrib V21 0.5754409084535549
#> Attrib V22 0.22244445985817593
#> Attrib V23 -0.09964444365111155
#> Attrib V24 0.020857825426128244
#> Attrib V25 -0.2877587032538509
#> Attrib V26 -0.2952329200309346
#> Attrib V27 -0.571286625709511
#> Attrib V28 -0.2910232026910882
#> Attrib V29 0.03182487625730612
#> Attrib V3 4.464470197858448E-4
#> Attrib V30 0.1996903429649926
#> Attrib V31 -0.752936828178479
#> Attrib V32 0.1359016913882809
#> Attrib V33 0.2409898259501262
#> Attrib V34 -0.16805733791711103
#> Attrib V35 -0.005881796619761651
#> Attrib V36 -0.3216577808899099
#> Attrib V37 -0.019052747155208945
#> Attrib V38 0.23601903024407758
#> Attrib V39 0.428664346500981
#> Attrib V4 0.10762155317076592
#> Attrib V40 -0.2882594254733347
#> Attrib V41 -0.42585784701628693
#> Attrib V42 0.22878129211203094
#> Attrib V43 0.12823864686288436
#> Attrib V44 0.5936565667181033
#> Attrib V45 0.3969764600588165
#> Attrib V46 0.23319340301569783
#> Attrib V47 -0.048449139331309524
#> Attrib V48 0.17035386234570482
#> Attrib V49 0.19524893359844855
#> Attrib V5 -0.18897969859116587
#> Attrib V50 -0.5931911291843356
#> Attrib V51 0.06152046272842642
#> Attrib V52 0.03247785725291797
#> Attrib V53 0.15914302858911392
#> Attrib V54 0.3151881832307547
#> Attrib V55 -0.2768094340828162
#> Attrib V56 0.5969758641585928
#> Attrib V57 -0.3955749139251111
#> Attrib V58 0.5245318326088566
#> Attrib V59 0.35656188964458635
#> Attrib V6 -0.33873911554907155
#> Attrib V60 0.06974893832506882
#> Attrib V7 -0.08699862589471373
#> Attrib V8 -0.26737347270450146
#> Attrib V9 0.1375468880207492
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.6338181944311393
#> Attrib V1 -0.13036693406485142
#> Attrib V10 -0.5618916171841812
#> Attrib V11 -0.6276232570305952
#> Attrib V12 -0.14149394464069787
#> Attrib V13 -0.32297588355308793
#> Attrib V14 0.2581599674363495
#> Attrib V15 -0.005663173980199454
#> Attrib V16 0.5092370602283272
#> Attrib V17 0.13952456779813294
#> Attrib V18 0.16741607785157175
#> Attrib V19 0.35902592378803777
#> Attrib V2 -0.17054429152813994
#> Attrib V20 0.14879003768737306
#> Attrib V21 -0.4265680924183215
#> Attrib V22 -0.5946140319858215
#> Attrib V23 -0.7419224815621234
#> Attrib V24 -0.6001073899252686
#> Attrib V25 0.21303753756957433
#> Attrib V26 -0.2867818940053923
#> Attrib V27 -0.6903068900609468
#> Attrib V28 -1.4285793904205863
#> Attrib V29 -1.412426837815124
#> Attrib V3 0.12463968861071062
#> Attrib V30 -0.8873851198521013
#> Attrib V31 0.5017331190702057
#> Attrib V32 0.17935448216955885
#> Attrib V33 0.10764490212912341
#> Attrib V34 0.43134769685911994
#> Attrib V35 0.08532324147453454
#> Attrib V36 0.990930235045535
#> Attrib V37 0.20123805245276138
#> Attrib V38 0.3865130127548508
#> Attrib V39 -0.38226485389408954
#> Attrib V4 0.12494630993055948
#> Attrib V40 -0.1390419601300381
#> Attrib V41 -0.7660562507336492
#> Attrib V42 -0.7432300530538138
#> Attrib V43 -0.060825906593058116
#> Attrib V44 -0.3461589974022196
#> Attrib V45 -0.2642859284365669
#> Attrib V46 -0.833155266921842
#> Attrib V47 -0.5598203390618299
#> Attrib V48 -0.7643045182877215
#> Attrib V49 -0.9499655974916466
#> Attrib V5 -0.5300321730126653
#> Attrib V50 0.5502021682434937
#> Attrib V51 -0.8634765332216147
#> Attrib V52 -0.8928951692697767
#> Attrib V53 -0.8512443359063464
#> Attrib V54 -0.33112541384448746
#> Attrib V55 0.3998700991832108
#> Attrib V56 0.10409567604489323
#> Attrib V57 0.8750661858127166
#> Attrib V58 -0.2724223987828553
#> Attrib V59 -0.08161446205746879
#> Attrib V6 -0.2119461859929758
#> Attrib V60 0.07235087944964434
#> Attrib V7 0.3966980501641265
#> Attrib V8 0.2351112854727011
#> Attrib V9 -0.8061902501772542
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.023709792538954413
#> Attrib V1 0.45630026965566345
#> Attrib V10 -0.2812074366516788
#> Attrib V11 0.0584543708143211
#> Attrib V12 -0.041918329743897524
#> Attrib V13 -0.06718685113720169
#> Attrib V14 -0.29750124770870373
#> Attrib V15 0.24045053445525238
#> Attrib V16 0.08363080766745158
#> Attrib V17 0.3322708343847421
#> Attrib V18 0.007975517309680082
#> Attrib V19 -0.18643683929191768
#> Attrib V2 0.11637080941493155
#> Attrib V20 0.438867224752732
#> Attrib V21 0.5960046616281465
#> Attrib V22 0.2878749786508646
#> Attrib V23 -0.0353899694431593
#> Attrib V24 0.11499219231089115
#> Attrib V25 -0.19192688949954104
#> Attrib V26 -0.4415172925998407
#> Attrib V27 -0.6521220680060149
#> Attrib V28 -0.32579112771421087
#> Attrib V29 0.018074885183480747
#> Attrib V3 0.10597331106272648
#> Attrib V30 0.10571732274083187
#> Attrib V31 -0.7846997749033029
#> Attrib V32 0.21652833468005395
#> Attrib V33 0.32736599639435576
#> Attrib V34 -0.2021216631862451
#> Attrib V35 -0.06505594495365583
#> Attrib V36 -0.40198540931166843
#> Attrib V37 -0.09177336189390661
#> Attrib V38 0.17599742780938957
#> Attrib V39 0.3817533165187974
#> Attrib V4 0.1157704781942807
#> Attrib V40 -0.24937280666892125
#> Attrib V41 -0.38866045638584984
#> Attrib V42 0.27758655389036885
#> Attrib V43 0.20796705459786147
#> Attrib V44 0.42943751822170645
#> Attrib V45 0.3339165792915938
#> Attrib V46 0.25470134299999164
#> Attrib V47 0.015220388156259358
#> Attrib V48 0.114152408708198
#> Attrib V49 0.17164507194205877
#> Attrib V5 -0.18018205981677599
#> Attrib V50 -0.6042079982152023
#> Attrib V51 0.07949036992918762
#> Attrib V52 0.06680749147825278
#> Attrib V53 0.1307380277066262
#> Attrib V54 0.32074016816130524
#> Attrib V55 -0.22456304844191782
#> Attrib V56 0.7429165058981622
#> Attrib V57 -0.3344726061448369
#> Attrib V58 0.5351771961714357
#> Attrib V59 0.33131409388381006
#> Attrib V6 -0.30636965926232207
#> Attrib V60 0.08549978410881423
#> Attrib V7 -0.0013282481905620737
#> Attrib V8 -0.21249598406568082
#> Attrib V9 0.10191916525051178
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.2431589159494945
#> Attrib V1 -0.1916994479719702
#> Attrib V10 -0.01963316473308612
#> Attrib V11 -0.28600151259334033
#> Attrib V12 -0.16417421547051136
#> Attrib V13 -0.09673446216007084
#> Attrib V14 0.35250108498125854
#> Attrib V15 -0.04201800706224645
#> Attrib V16 0.18721995132819946
#> Attrib V17 0.08805076482409639
#> Attrib V18 0.2444878857896591
#> Attrib V19 0.3228043905065391
#> Attrib V2 -0.06027414002911903
#> Attrib V20 -0.07871844831818836
#> Attrib V21 -0.23096884799162837
#> Attrib V22 -0.19420153144258273
#> Attrib V23 -0.1149520396561208
#> Attrib V24 -0.2571002216518403
#> Attrib V25 0.15846357109511133
#> Attrib V26 0.22605533753132778
#> Attrib V27 0.2630045785169336
#> Attrib V28 0.002605366230858993
#> Attrib V29 -0.13024398553807123
#> Attrib V3 0.019953802692618348
#> Attrib V30 -0.11384947102941767
#> Attrib V31 0.5030537844125856
#> Attrib V32 -0.3009465473251887
#> Attrib V33 -0.2413184254626903
#> Attrib V34 0.14286797574899998
#> Attrib V35 0.14154199880704627
#> Attrib V36 0.5576180926487926
#> Attrib V37 0.22623544444494093
#> Attrib V38 0.028506317305151792
#> Attrib V39 -0.19844360566476454
#> Attrib V4 0.08626442452018862
#> Attrib V40 0.08545073456819959
#> Attrib V41 0.06598502520644488
#> Attrib V42 -0.16489581102706022
#> Attrib V43 -0.05715286651000113
#> Attrib V44 -0.16699500951965665
#> Attrib V45 -0.06981277722811047
#> Attrib V46 -0.26350454980664945
#> Attrib V47 -0.07406232951925426
#> Attrib V48 -0.1708101544997996
#> Attrib V49 -0.22985513713032124
#> Attrib V5 0.021447286286021414
#> Attrib V50 0.605577482318552
#> Attrib V51 -0.18017162440586737
#> Attrib V52 -0.1885200689296049
#> Attrib V53 -0.17837181456283177
#> Attrib V54 -0.1330102083692211
#> Attrib V55 0.22623947413601544
#> Attrib V56 -0.2916067408868484
#> Attrib V57 0.4088361596914737
#> Attrib V58 -0.26785451648864267
#> Attrib V59 -0.013211039276722509
#> Attrib V6 0.18941979046109922
#> Attrib V60 0.06473428684961292
#> Attrib V7 0.05444573107163825
#> Attrib V8 0.19276294060708982
#> Attrib V9 -0.3096357356075593
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.1357676427962842
#> Attrib V1 0.15503711001241413
#> Attrib V10 -0.1029816775558308
#> Attrib V11 0.015044253214607877
#> Attrib V12 -0.021100827483388714
#> Attrib V13 0.03622644770771775
#> Attrib V14 0.004084683658093492
#> Attrib V15 0.07977521292241471
#> Attrib V16 0.023843549534460606
#> Attrib V17 0.11149484506242166
#> Attrib V18 0.06522479536567448
#> Attrib V19 -0.02042495422397122
#> Attrib V2 0.12287500301496335
#> Attrib V20 0.06663535949948744
#> Attrib V21 -0.03356635264262608
#> Attrib V22 -0.020685690341524347
#> Attrib V23 -0.015186981429506462
#> Attrib V24 0.015799772425435604
#> Attrib V25 -0.0856763911301573
#> Attrib V26 -0.07383823240211602
#> Attrib V27 -0.1633075059788547
#> Attrib V28 -0.16290034198367073
#> Attrib V29 -0.0761356628392083
#> Attrib V3 0.042910207412798315
#> Attrib V30 -0.03037287412755628
#> Attrib V31 -0.07698491647785842
#> Attrib V32 0.038654223678461094
#> Attrib V33 0.13133404072311747
#> Attrib V34 0.0927891155450395
#> Attrib V35 0.15908523744276443
#> Attrib V36 0.004256989526174274
#> Attrib V37 0.06999381375087056
#> Attrib V38 0.08282111828350344
#> Attrib V39 0.0728868820132191
#> Attrib V4 0.11507188181702013
#> Attrib V40 0.014477291619349646
#> Attrib V41 -0.07134722416337957
#> Attrib V42 0.06782792563470218
#> Attrib V43 0.10796997406077001
#> Attrib V44 0.12274994826841419
#> Attrib V45 0.03457691835661356
#> Attrib V46 0.06481392944239026
#> Attrib V47 0.03443892222992004
#> Attrib V48 0.052827195975688496
#> Attrib V49 0.03475590332174942
#> Attrib V5 0.02396041906954582
#> Attrib V50 -0.0884124431854063
#> Attrib V51 0.034584378110907865
#> Attrib V52 0.06216407573322664
#> Attrib V53 0.16383875277927262
#> Attrib V54 0.14372957444350534
#> Attrib V55 0.04773355385201053
#> Attrib V56 0.18347768047288732
#> Attrib V57 -0.010312188314666595
#> Attrib V58 0.13080797367007305
#> Attrib V59 0.1082144252570282
#> Attrib V6 -0.03556485407067768
#> Attrib V60 0.06242950673847414
#> Attrib V7 -0.037884576853185914
#> Attrib V8 -0.08995263328238595
#> Attrib V9 0.008400745004860093
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.17347712780662386
#> Attrib V1 0.08006365928220828
#> Attrib V10 -0.07379201754939359
#> Attrib V11 -0.020193057530084216
#> Attrib V12 0.009700060255651172
#> Attrib V13 -0.03628229686003235
#> Attrib V14 0.08518549512529733
#> Attrib V15 0.044814274863917494
#> Attrib V16 0.07747329187822118
#> Attrib V17 0.0390418503520785
#> Attrib V18 0.11357806716566916
#> Attrib V19 -0.021654862573551467
#> Attrib V2 0.06082818156174176
#> Attrib V20 -0.04700417461400821
#> Attrib V21 -0.0740242964138752
#> Attrib V22 -0.08299860316499322
#> Attrib V23 0.00818357508951017
#> Attrib V24 -0.041948259758412605
#> Attrib V25 -0.0725192546333026
#> Attrib V26 -0.07830073767062841
#> Attrib V27 -0.06388283353526568
#> Attrib V28 -0.05190232099945316
#> Attrib V29 -0.05638868824080219
#> Attrib V3 0.13195178589022752
#> Attrib V30 0.01632201134817144
#> Attrib V31 0.029352441837728522
#> Attrib V32 0.006167168456943706
#> Attrib V33 0.07414507524186811
#> Attrib V34 0.09966684193736347
#> Attrib V35 0.1287970100953606
#> Attrib V36 0.17889064910059607
#> Attrib V37 0.11394360848210498
#> Attrib V38 -0.006060724595768766
#> Attrib V39 0.04015307306575598
#> Attrib V4 0.07695787713163946
#> Attrib V40 0.05478199544340582
#> Attrib V41 0.036464055281547926
#> Attrib V42 0.07074337222626471
#> Attrib V43 0.015284050744066685
#> Attrib V44 0.030392432320324462
#> Attrib V45 0.03557580402454513
#> Attrib V46 0.012858282275744336
#> Attrib V47 0.015347985740540398
#> Attrib V48 -0.04122346654314855
#> Attrib V49 0.018917342002334803
#> Attrib V5 0.09157928643038431
#> Attrib V50 0.034739674440722124
#> Attrib V51 0.06333565743202621
#> Attrib V52 0.07265926303990758
#> Attrib V53 0.0776947507269439
#> Attrib V54 -0.00881575489762074
#> Attrib V55 0.04848493388573961
#> Attrib V56 0.09055891139689713
#> Attrib V57 0.11952122545057192
#> Attrib V58 0.12813912244968292
#> Attrib V59 0.033817474497563234
#> Attrib V6 0.10456973834800574
#> Attrib V60 0.03873905998314045
#> Attrib V7 0.025571957975691735
#> Attrib V8 0.05064048548894637
#> Attrib V9 0.015966590702345573
#> 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