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 0.05889118873790305
#> Node 2 2.42835597945687
#> Node 3 2.0470207404572167
#> Node 4 1.201659239837088
#> Node 5 -1.8741382876477832
#> Node 6 1.2815507263806474
#> Node 7 2.0944706459739844
#> Node 8 1.9856776383953756
#> Node 9 2.3277100249889187
#> Node 10 -1.440656946412014
#> Node 11 1.2219166899565663
#> Node 12 1.9621273057598263
#> Node 13 0.27225679905822175
#> Node 14 2.133791283026281
#> Node 15 -1.9543102450026264
#> Node 16 0.5310191290876861
#> Node 17 0.47273377707653863
#> Node 18 -0.37598810448006925
#> Node 19 2.590589984006969
#> Node 20 1.9136509739163725
#> Node 21 -2.589259109357901
#> Node 22 1.0291600693821816
#> Node 23 1.7021795743457244
#> Node 24 -2.4227727843973264
#> Node 25 4.028033366671409
#> Node 26 0.035908895417857904
#> Node 27 2.00561743442814
#> Node 28 -3.030759990599508
#> Node 29 1.0608433993439965
#> Node 30 -1.3994429758468583
#> Node 31 1.4398887687952369
#> Node 32 0.3634741469422583
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold -0.06113836954066313
#> Node 2 -2.4663339085502445
#> Node 3 -2.018195829754852
#> Node 4 -1.1631085555241027
#> Node 5 1.8827794978452017
#> Node 6 -1.255249741516764
#> Node 7 -2.077898419582176
#> Node 8 -2.027038860070429
#> Node 9 -2.333566858499766
#> Node 10 1.3703739653226281
#> Node 11 -1.190616298581851
#> Node 12 -2.0300176020976086
#> Node 13 -0.22005169525831605
#> Node 14 -2.0584627997749947
#> Node 15 1.9421542778738519
#> Node 16 -0.5449929921169646
#> Node 17 -0.43988809988996647
#> Node 18 0.4098447785396699
#> Node 19 -2.583929883110351
#> Node 20 -1.89664639484388
#> Node 21 2.6363087699490446
#> Node 22 -1.0744579713829296
#> Node 23 -1.7398422605882287
#> Node 24 2.414662216885878
#> Node 25 -4.02249771878142
#> Node 26 -0.12240376869941462
#> Node 27 -2.0461793678415403
#> Node 28 2.9820837807816396
#> Node 29 -1.094777809659427
#> Node 30 1.4747661500456624
#> Node 31 -1.3770503164640666
#> Node 32 -0.38201458752298656
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.34368470772760673
#> Attrib V1 0.3039781130442142
#> Attrib V10 -0.4100842081508006
#> Attrib V11 -0.007837689130383308
#> Attrib V12 0.18974696281156395
#> Attrib V13 -0.1186371821293238
#> Attrib V14 -0.11466698078750102
#> Attrib V15 0.32376849365860744
#> Attrib V16 0.32092839911029675
#> Attrib V17 -0.020206610422718194
#> Attrib V18 -0.22813657794274242
#> Attrib V19 0.25761311092406497
#> Attrib V2 -0.1487053949872843
#> Attrib V20 0.5933795641294463
#> Attrib V21 0.7981837996730079
#> Attrib V22 0.2706787389095884
#> Attrib V23 -0.03076971900264376
#> Attrib V24 0.45872346631029987
#> Attrib V25 -0.7141953934339409
#> Attrib V26 -1.0989243850057568
#> Attrib V27 -0.4939906183995824
#> Attrib V28 -0.20902265964976935
#> Attrib V29 -0.9496823009631805
#> Attrib V3 0.19835148809995876
#> Attrib V30 0.021297434658791463
#> Attrib V31 -1.1871847621503495
#> Attrib V32 -0.45156016857694997
#> Attrib V33 0.15961332580879506
#> Attrib V34 -0.14399108381110853
#> Attrib V35 -0.21879820668019104
#> Attrib V36 -0.6778031138578248
#> Attrib V37 -0.9558790227875598
#> Attrib V38 0.6750265440770211
#> Attrib V39 0.36641399981285266
#> Attrib V4 0.10439672584181878
#> Attrib V40 -0.33951720941202784
#> Attrib V41 -0.2895889529010542
#> Attrib V42 0.451065113018462
#> Attrib V43 0.542245708665295
#> Attrib V44 0.5751916506054512
#> Attrib V45 0.43797766633416824
#> Attrib V46 0.26553984553648724
#> Attrib V47 -0.3362627331804463
#> Attrib V48 0.04008575256079072
#> Attrib V49 0.42871663499446216
#> Attrib V5 0.10995593533730831
#> Attrib V50 -0.9189609421601334
#> Attrib V51 -0.6284471190908018
#> Attrib V52 -0.2638262823278741
#> Attrib V53 0.3950531862722765
#> Attrib V54 0.666396534057706
#> Attrib V55 -0.009071222799516132
#> Attrib V56 0.7765610480818725
#> Attrib V57 0.3010950257836554
#> Attrib V58 0.4418254558688266
#> Attrib V59 0.8190662573716577
#> Attrib V6 -0.5186940479709574
#> Attrib V60 0.8866307282851172
#> Attrib V7 -0.20077516359150827
#> Attrib V8 -0.056294919907800965
#> Attrib V9 0.4586098296765635
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.34767310842771654
#> Attrib V1 0.2872247833901558
#> Attrib V10 -0.39571629672961106
#> Attrib V11 0.01269270173175762
#> Attrib V12 0.23868393230919277
#> Attrib V13 -0.07728634163654731
#> Attrib V14 -0.12277698279176474
#> Attrib V15 0.338978454830954
#> Attrib V16 0.27770817309511103
#> Attrib V17 -0.02239594160181435
#> Attrib V18 -0.2570940520351131
#> Attrib V19 0.2561467294870784
#> Attrib V2 -0.06769899229365543
#> Attrib V20 0.4710397918589011
#> Attrib V21 0.5708096672116226
#> Attrib V22 0.22992874920776593
#> Attrib V23 -0.051851766895237086
#> Attrib V24 0.403603025601966
#> Attrib V25 -0.5196031571129011
#> Attrib V26 -0.9084303573241064
#> Attrib V27 -0.474314510319124
#> Attrib V28 -0.3436789753435618
#> Attrib V29 -1.0311184112620935
#> Attrib V3 0.1525024322690094
#> Attrib V30 -0.024012076175524057
#> Attrib V31 -0.8827425530356192
#> Attrib V32 -0.3684309912581667
#> Attrib V33 0.15515735541314565
#> Attrib V34 -0.07942086883524191
#> Attrib V35 -0.08851421646214544
#> Attrib V36 -0.48405554512798066
#> Attrib V37 -0.7434806278491853
#> Attrib V38 0.5192433064804322
#> Attrib V39 0.30795572282928474
#> Attrib V4 0.08788847719200876
#> Attrib V40 -0.3091063477866329
#> Attrib V41 -0.30541546455394086
#> Attrib V42 0.30979026503361456
#> Attrib V43 0.4215254922852595
#> Attrib V44 0.4220410921806627
#> Attrib V45 0.3587450923414949
#> Attrib V46 0.20462973354405398
#> Attrib V47 -0.243426501447916
#> Attrib V48 0.04424555404510757
#> Attrib V49 0.3650579921892682
#> Attrib V5 0.06771421037182951
#> Attrib V50 -0.7490289121582248
#> Attrib V51 -0.5645774800259132
#> Attrib V52 -0.1716334628979179
#> Attrib V53 0.35850572245334467
#> Attrib V54 0.6946156399439526
#> Attrib V55 0.11356163789826554
#> Attrib V56 0.659246558125995
#> Attrib V57 0.33384324297287005
#> Attrib V58 0.42922518123259623
#> Attrib V59 0.724604356030126
#> Attrib V6 -0.4654263393637877
#> Attrib V60 0.7061498146557766
#> Attrib V7 -0.2598153250387554
#> Attrib V8 -0.056953190949989865
#> Attrib V9 0.333002634083993
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.27250997312603153
#> Attrib V1 -0.005889002114810296
#> Attrib V10 0.1918443388629387
#> Attrib V11 0.35486415642746705
#> Attrib V12 0.35425235970572333
#> Attrib V13 0.13601480627288892
#> Attrib V14 -0.12606700580679803
#> Attrib V15 -0.092936630893611
#> Attrib V16 -0.05003973324572003
#> Attrib V17 -0.3684639209070663
#> Attrib V18 -0.30768324483633014
#> Attrib V19 0.1968617021922851
#> Attrib V2 -0.2549097618050696
#> Attrib V20 -0.08921912385215269
#> Attrib V21 0.06501682349886555
#> Attrib V22 -0.04727849334241684
#> Attrib V23 -0.24337981219283883
#> Attrib V24 0.17398214580251908
#> Attrib V25 -0.1742147415760415
#> Attrib V26 -0.020656688520232346
#> Attrib V27 0.4147566772274085
#> Attrib V28 0.6048965234956001
#> Attrib V29 0.1772239544350773
#> Attrib V3 -0.0068550190450472025
#> Attrib V30 0.3417234087738684
#> Attrib V31 -0.20439299581035647
#> Attrib V32 0.07468465492105801
#> Attrib V33 0.05641723953133086
#> Attrib V34 0.023966352664426344
#> Attrib V35 0.12395400130161661
#> Attrib V36 -0.17920820674433408
#> Attrib V37 -0.3938683835377139
#> Attrib V38 0.19247216778548612
#> Attrib V39 0.12481880203392046
#> Attrib V4 0.09424393774231073
#> Attrib V40 -0.1692409169164136
#> Attrib V41 -0.07918459719896195
#> Attrib V42 0.03716886375019687
#> Attrib V43 0.07505339822649328
#> Attrib V44 0.19802323863074883
#> Attrib V45 0.3080525085534966
#> Attrib V46 0.2798004759413151
#> Attrib V47 0.06725690110534036
#> Attrib V48 0.3078448356558548
#> Attrib V49 0.48400541132006686
#> Attrib V5 0.19645951470320125
#> Attrib V50 -0.5430645869376906
#> Attrib V51 -0.14100510128436464
#> Attrib V52 0.11124877673024396
#> Attrib V53 0.33720674988893184
#> Attrib V54 -0.021495590249703364
#> Attrib V55 -0.11205294516586847
#> Attrib V56 -0.11663355799029816
#> Attrib V57 0.031017289263518575
#> Attrib V58 0.003869559978401024
#> Attrib V59 0.34555409954346034
#> Attrib V6 -0.23278461608100523
#> Attrib V60 0.24756338254612514
#> Attrib V7 -0.27312205121719707
#> Attrib V8 -0.09127018805855844
#> Attrib V9 0.498596923666283
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.439623635545428
#> Attrib V1 0.11859454646239252
#> Attrib V10 -0.4723921423978061
#> Attrib V11 -0.7218122515070536
#> Attrib V12 -0.7528283327859348
#> Attrib V13 -0.40436898135351595
#> Attrib V14 0.26410575914266177
#> Attrib V15 0.35866071755302587
#> Attrib V16 0.15971035229539923
#> Attrib V17 0.5857401338703414
#> Attrib V18 0.3781960299807475
#> Attrib V19 -0.6999615566682895
#> Attrib V2 0.4706848551345249
#> Attrib V20 -0.20925184283394577
#> Attrib V21 -0.30622743836976135
#> Attrib V22 -0.2955774663086774
#> Attrib V23 -0.012369799838688321
#> Attrib V24 -0.8255542699527132
#> Attrib V25 0.04125123987161416
#> Attrib V26 0.04665611770462414
#> Attrib V27 -0.529980775124539
#> Attrib V28 -0.675105669189531
#> Attrib V29 0.23349259218318294
#> Attrib V3 7.890859819059552E-4
#> Attrib V30 -0.3296444054435215
#> Attrib V31 0.6752006388706214
#> Attrib V32 -0.003089986546389725
#> Attrib V33 -0.11885763563028047
#> Attrib V34 -0.010527518491888654
#> Attrib V35 -0.0928013295549685
#> Attrib V36 0.5217900632422942
#> Attrib V37 0.8914168841007313
#> Attrib V38 -0.4792907107899703
#> Attrib V39 -0.3621967670425194
#> Attrib V4 -0.1989798461522311
#> Attrib V40 0.1868120725535617
#> Attrib V41 -0.11435566923107358
#> Attrib V42 -0.23195419508492632
#> Attrib V43 -0.1895461452309997
#> Attrib V44 -0.19840324498012335
#> Attrib V45 -0.38998068650998774
#> Attrib V46 -0.5999875362358942
#> Attrib V47 -0.17884164114220308
#> Attrib V48 -0.4990115997021379
#> Attrib V49 -0.9731313991833103
#> Attrib V5 -0.2572105691460136
#> Attrib V50 1.0521272611948091
#> Attrib V51 0.24684825992257964
#> Attrib V52 -0.20036641743266093
#> Attrib V53 -0.39110563950115484
#> Attrib V54 0.12309687824867686
#> Attrib V55 0.48054227497079927
#> Attrib V56 0.09404196455981725
#> Attrib V57 0.2735428586543928
#> Attrib V58 -0.053388286177518805
#> Attrib V59 -0.36290404867671755
#> Attrib V6 0.42141869382299896
#> Attrib V60 -0.3643627121378923
#> Attrib V7 0.5210631854627791
#> Attrib V8 0.21778352287163963
#> Attrib V9 -1.0513113841693398
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.3612675097543005
#> Attrib V1 0.22232086773829068
#> Attrib V10 -0.25429992173085597
#> Attrib V11 0.08840810246773012
#> Attrib V12 0.2757626881565011
#> Attrib V13 -0.06889627883678696
#> Attrib V14 -0.13678771892791086
#> Attrib V15 0.10139438430574584
#> Attrib V16 0.2145900959075412
#> Attrib V17 -0.09754438553275177
#> Attrib V18 -0.1005841948948377
#> Attrib V19 0.23006554150299627
#> Attrib V2 -0.11547003022655669
#> Attrib V20 0.24045855883940634
#> Attrib V21 0.29705547357664264
#> Attrib V22 0.016772750877397942
#> Attrib V23 -0.1755564000724477
#> Attrib V24 0.28730310696982353
#> Attrib V25 -0.2244360877963162
#> Attrib V26 -0.4493923518973261
#> Attrib V27 -0.11859764306576658
#> Attrib V28 -0.14978099966790642
#> Attrib V29 -0.5558888027871711
#> Attrib V3 0.036803798533457
#> Attrib V30 -0.019876566547840605
#> Attrib V31 -0.5477531005758336
#> Attrib V32 -0.18658107332582044
#> Attrib V33 0.05475552093646832
#> Attrib V34 -0.020070550754651154
#> Attrib V35 0.0476689251377248
#> Attrib V36 -0.2729471695629031
#> Attrib V37 -0.4666973028490171
#> Attrib V38 0.33480299754595233
#> Attrib V39 0.16537455336634116
#> Attrib V4 0.10844997319130727
#> Attrib V40 -0.2686009264307342
#> Attrib V41 -0.17093767683933234
#> Attrib V42 0.12664554935180336
#> Attrib V43 0.20884905446160745
#> Attrib V44 0.22969665668382652
#> Attrib V45 0.29591586057597463
#> Attrib V46 0.2033181565520078
#> Attrib V47 -0.13273120430775634
#> Attrib V48 0.09011324455135908
#> Attrib V49 0.29039180867889786
#> Attrib V5 0.0992146442935968
#> Attrib V50 -0.5065616738624213
#> Attrib V51 -0.34460218983323887
#> Attrib V52 -0.07885954012269754
#> Attrib V53 0.40976628773459334
#> Attrib V54 0.3596229602722737
#> Attrib V55 0.026096513305883022
#> Attrib V56 0.2703292368322351
#> Attrib V57 0.24625641744880541
#> Attrib V58 0.20764614819778718
#> Attrib V59 0.5797111205582899
#> Attrib V6 -0.22444458794596736
#> Attrib V60 0.48317114962614394
#> Attrib V7 -0.1661073659743585
#> Attrib V8 -0.036530633100551976
#> Attrib V9 0.3056317912249111
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.14287620973906756
#> Attrib V1 0.21161591338648233
#> Attrib V10 0.1692812895326193
#> Attrib V11 0.5920766999476453
#> Attrib V12 0.47601749168048096
#> Attrib V13 0.2744672494757872
#> Attrib V14 -0.23453069442938074
#> Attrib V15 -0.2172794564449151
#> Attrib V16 -0.0689595009929098
#> Attrib V17 -0.29058000583998855
#> Attrib V18 -0.2620103144807363
#> Attrib V19 0.6567534496552245
#> Attrib V2 -0.25360636549327753
#> Attrib V20 0.7616097429749742
#> Attrib V21 0.9573623888343535
#> Attrib V22 0.7351969755766787
#> Attrib V23 0.6529308840522193
#> Attrib V24 0.949406733177469
#> Attrib V25 -0.08643244488529467
#> Attrib V26 -0.25196862908880113
#> Attrib V27 0.1274863330858896
#> Attrib V28 0.2378746677200376
#> Attrib V29 -0.63706406925884
#> Attrib V3 0.25077774330449915
#> Attrib V30 0.2401674174623537
#> Attrib V31 -0.9523965152411726
#> Attrib V32 -0.24161528214266265
#> Attrib V33 0.11964969380191791
#> Attrib V34 -0.08637292226211396
#> Attrib V35 0.23100378919244544
#> Attrib V36 -0.364423534807769
#> Attrib V37 -0.8100772316739243
#> Attrib V38 0.7633193737595856
#> Attrib V39 0.38995135504689676
#> Attrib V4 0.1804385128590166
#> Attrib V40 -0.3833191757523068
#> Attrib V41 -0.19522275592149643
#> Attrib V42 0.3141138016912513
#> Attrib V43 0.4482606397298112
#> Attrib V44 0.4132642036929024
#> Attrib V45 0.4464249281573788
#> Attrib V46 0.5286820988323909
#> Attrib V47 0.026928333364157536
#> Attrib V48 0.06822347653377545
#> Attrib V49 0.6971256263878234
#> Attrib V5 0.11583563423234153
#> Attrib V50 -0.7756179947388014
#> Attrib V51 -0.23710811337504964
#> Attrib V52 -0.029370344382300927
#> Attrib V53 0.03923634045584264
#> Attrib V54 0.2720678942336273
#> Attrib V55 -0.17214577724067137
#> Attrib V56 0.46366463513554756
#> Attrib V57 -0.276248047262628
#> Attrib V58 0.31090736651102097
#> Attrib V59 0.5126121941620646
#> Attrib V6 -0.6562619212753248
#> Attrib V60 0.6867477176615503
#> Attrib V7 -0.47169835711023905
#> Attrib V8 -0.23458759269177873
#> Attrib V9 0.9537138337421137
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.5200783720121679
#> Attrib V1 0.10272161728772353
#> Attrib V10 0.3988709433440004
#> Attrib V11 0.6376998829184856
#> Attrib V12 0.6476695641731847
#> Attrib V13 0.27103705041734066
#> Attrib V14 -0.2073133390819003
#> Attrib V15 -0.1496559375135334
#> Attrib V16 -0.017193214722234534
#> Attrib V17 -0.6723739563029348
#> Attrib V18 -0.5930920648325947
#> Attrib V19 2.2645968236610913E-4
#> Attrib V2 -0.18581780087117772
#> Attrib V20 -0.6262964347652554
#> Attrib V21 -0.37026224817343373
#> Attrib V22 -0.2796710181002593
#> Attrib V23 -0.6140374833163188
#> Attrib V24 0.03636204253022767
#> Attrib V25 -0.1330522079051587
#> Attrib V26 0.29620375784757774
#> Attrib V27 0.9387595294965827
#> Attrib V28 1.1236125943533521
#> Attrib V29 0.7150712997341747
#> Attrib V3 -0.05080799947343273
#> Attrib V30 0.5053386033902069
#> Attrib V31 -0.03712062648644737
#> Attrib V32 0.15919462589726058
#> Attrib V33 -0.09267372557620684
#> Attrib V34 0.03545702617033032
#> Attrib V35 0.17163018456247123
#> Attrib V36 -0.014836682898122797
#> Attrib V37 -0.23544545935636005
#> Attrib V38 0.17228223523673225
#> Attrib V39 0.13387709202886214
#> Attrib V4 0.22776376302344184
#> Attrib V40 -0.04843129827051679
#> Attrib V41 0.09124414814459093
#> Attrib V42 -0.16414975831171733
#> Attrib V43 -0.016385949636449237
#> Attrib V44 0.07919723032713126
#> Attrib V45 0.2960104584922285
#> Attrib V46 0.5492129002492642
#> Attrib V47 0.36048505961203264
#> Attrib V48 0.5320817872951178
#> Attrib V49 0.5968811536234347
#> Attrib V5 0.2997711029313774
#> Attrib V50 -0.5592366378695803
#> Attrib V51 -0.13801532088016683
#> Attrib V52 0.25669823496861105
#> Attrib V53 0.5541077000808164
#> Attrib V54 0.011525870433011903
#> Attrib V55 -0.0670365738257366
#> Attrib V56 -0.49655408693793596
#> Attrib V57 0.3212792622482167
#> Attrib V58 -0.056600249386209646
#> Attrib V59 0.5839116318225932
#> Attrib V6 0.039997149903387964
#> Attrib V60 0.3261868985104318
#> Attrib V7 -0.1137719838907376
#> Attrib V8 -0.008804522696880252
#> Attrib V9 0.46412552620608905
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.19560014358554081
#> Attrib V1 0.01105521556351922
#> Attrib V10 0.8891186363054838
#> Attrib V11 0.9807594609196796
#> Attrib V12 0.8483894048372134
#> Attrib V13 0.48940609852547157
#> Attrib V14 -0.38986851984583387
#> Attrib V15 -0.7025191639221323
#> Attrib V16 -0.3309273804541794
#> Attrib V17 -0.695018838961764
#> Attrib V18 -0.29093354866981685
#> Attrib V19 0.6330294517580747
#> Attrib V2 -0.33869594791925073
#> Attrib V20 -0.1542930447539792
#> Attrib V21 0.05508714979430533
#> Attrib V22 0.28208085864963006
#> Attrib V23 0.1446903459956841
#> Attrib V24 0.5852755994709288
#> Attrib V25 0.2535932325294079
#> Attrib V26 0.6099154297208343
#> Attrib V27 1.1592153739782598
#> Attrib V28 1.2104955615735105
#> Attrib V29 0.5048486222785378
#> Attrib V3 0.07308804209428701
#> Attrib V30 0.5303101015516501
#> Attrib V31 -0.11226127089424275
#> Attrib V32 0.4151100835563056
#> Attrib V33 0.05874450948081174
#> Attrib V34 0.06657197843481902
#> Attrib V35 0.2893779970969667
#> Attrib V36 -0.2428772484222206
#> Attrib V37 -0.7025939188315495
#> Attrib V38 0.08469410652638752
#> Attrib V39 0.23605134106656547
#> Attrib V4 0.2985058906188984
#> Attrib V40 -0.0357273260546695
#> Attrib V41 0.3351440802429824
#> Attrib V42 0.0022907453324423426
#> Attrib V43 0.0810685811275115
#> Attrib V44 0.0024716194474871988
#> Attrib V45 0.2598527847256702
#> Attrib V46 0.6591932482372648
#> Attrib V47 0.5753576798724326
#> Attrib V48 0.6273835610851383
#> Attrib V49 0.9921331830985698
#> Attrib V5 0.3542777789717806
#> Attrib V50 -0.5847533211930228
#> Attrib V51 0.21146949103872248
#> Attrib V52 0.5403847046158956
#> Attrib V53 0.4581277959032835
#> Attrib V54 -0.3539148785037741
#> Attrib V55 -0.3097171303401767
#> Attrib V56 -0.42907094526908174
#> Attrib V57 -0.38673965152999146
#> Attrib V58 -0.06742908921424517
#> Attrib V59 0.33727954008357297
#> Attrib V6 -0.05863112149992336
#> Attrib V60 0.17879806213035526
#> Attrib V7 -0.38955317072147416
#> Attrib V8 -0.05120160042150216
#> Attrib V9 0.987579970934236
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.41501314977556675
#> Attrib V1 0.11788239082127482
#> Attrib V10 -0.3343266015729666
#> Attrib V11 -0.5772114576173668
#> Attrib V12 -0.5173958621839992
#> Attrib V13 -0.20900310362908436
#> Attrib V14 0.27346474690016526
#> Attrib V15 0.19605842164244727
#> Attrib V16 0.1297867904119764
#> Attrib V17 0.3763291120796609
#> Attrib V18 0.3890081017749914
#> Attrib V19 -0.4129137532283496
#> Attrib V2 0.3421252116917416
#> Attrib V20 -0.10682161305831804
#> Attrib V21 -0.22694038713664721
#> Attrib V22 -0.19105495120116756
#> Attrib V23 0.04821838411592223
#> Attrib V24 -0.5726129760464498
#> Attrib V25 0.055259141744148074
#> Attrib V26 0.06724008235555773
#> Attrib V27 -0.3813006722931342
#> Attrib V28 -0.4403562751906677
#> Attrib V29 0.20355676098385483
#> Attrib V3 0.004423831862253483
#> Attrib V30 -0.26115864268848626
#> Attrib V31 0.5541036388974316
#> Attrib V32 -0.07675539404959308
#> Attrib V33 -0.11860055271811926
#> Attrib V34 0.005445888273611541
#> Attrib V35 -0.04028480753567834
#> Attrib V36 0.40018849552431834
#> Attrib V37 0.708330817673114
#> Attrib V38 -0.33190249893243995
#> Attrib V39 -0.308943206607482
#> Attrib V4 -0.11294265950922391
#> Attrib V40 0.17259959321253965
#> Attrib V41 0.03617249608142295
#> Attrib V42 -0.2148488908787124
#> Attrib V43 -0.19380537371585171
#> Attrib V44 -0.1835547343449222
#> Attrib V45 -0.2558837418557375
#> Attrib V46 -0.4224872984155439
#> Attrib V47 -0.08592298602130165
#> Attrib V48 -0.39656022175828204
#> Attrib V49 -0.7345422809473974
#> Attrib V5 -0.1718624602301433
#> Attrib V50 0.8411058762322581
#> Attrib V51 0.23388937508936067
#> Attrib V52 -0.1107266227812226
#> Attrib V53 -0.18212434458487808
#> Attrib V54 0.04150376947547694
#> Attrib V55 0.3115703430113223
#> Attrib V56 -0.025183851742532074
#> Attrib V57 0.19217672617559978
#> Attrib V58 -0.09685678787172416
#> Attrib V59 -0.3068316209269698
#> Attrib V6 0.4108296413219928
#> Attrib V60 -0.3315769842131427
#> Attrib V7 0.4051592463793191
#> Attrib V8 0.13116580101949984
#> Attrib V9 -0.813628409162697
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.33961961636969007
#> Attrib V1 0.03562333612420557
#> Attrib V10 0.09189628437079164
#> Attrib V11 0.3707366143462218
#> Attrib V12 0.4294915036896998
#> Attrib V13 0.04909522636471748
#> Attrib V14 -0.21109579151217256
#> Attrib V15 -0.12103307825859645
#> Attrib V16 -0.005658850622258862
#> Attrib V17 -0.26303089525659784
#> Attrib V18 -0.24221905644916056
#> Attrib V19 0.1627855677267336
#> Attrib V2 -0.2849189982351494
#> Attrib V20 -0.053282165317385374
#> Attrib V21 -0.024017508431869006
#> Attrib V22 -0.11499011535952076
#> Attrib V23 -0.30924379896767223
#> Attrib V24 0.19308991826948935
#> Attrib V25 -0.09275380494500114
#> Attrib V26 -0.0726351014264602
#> Attrib V27 0.3633046760539151
#> Attrib V28 0.4360447009979047
#> Attrib V29 -0.029048422395181968
#> Attrib V3 -0.1245804790239129
#> Attrib V30 0.32030069147994655
#> Attrib V31 -0.2653605770274374
#> Attrib V32 -0.03888983073939873
#> Attrib V33 -0.00851376449199259
#> Attrib V34 0.10112432503892364
#> Attrib V35 0.23329662679462884
#> Attrib V36 -0.0508842205707824
#> Attrib V37 -0.3380349549705827
#> Attrib V38 0.3600484260396995
#> Attrib V39 0.11515944892561533
#> Attrib V4 0.06455002776312618
#> Attrib V40 -0.28319320014445176
#> Attrib V41 -0.24335163675493746
#> Attrib V42 -0.05165221463938763
#> Attrib V43 0.1341024187707515
#> Attrib V44 0.30111193020845695
#> Attrib V45 0.3795807992311049
#> Attrib V46 0.30029678645328933
#> Attrib V47 0.08036911464101654
#> Attrib V48 0.2959862167791138
#> Attrib V49 0.39732126909591
#> Attrib V5 0.16604665674606933
#> Attrib V50 -0.5298250746022775
#> Attrib V51 -0.14776823982768036
#> Attrib V52 0.04746805738627404
#> Attrib V53 0.2944027038548661
#> Attrib V54 0.1846452836206197
#> Attrib V55 -0.024744954481376466
#> Attrib V56 -0.09853819191608724
#> Attrib V57 0.10912023693463058
#> Attrib V58 0.034408668367019224
#> Attrib V59 0.36051683341229823
#> Attrib V6 -0.2312806610098535
#> Attrib V60 0.2812013431722478
#> Attrib V7 -0.2916143486739818
#> Attrib V8 -0.05532073095772877
#> Attrib V9 0.42693809929213455
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.41541068068935083
#> Attrib V1 0.23785214138199803
#> Attrib V10 -0.42270374897450036
#> Attrib V11 0.08145665511327314
#> Attrib V12 0.16649568742567766
#> Attrib V13 -0.12690246591843368
#> Attrib V14 -0.12397316571587567
#> Attrib V15 0.26422158909719373
#> Attrib V16 0.33995256660503326
#> Attrib V17 -0.006638080286641891
#> Attrib V18 -0.19717481388956748
#> Attrib V19 0.3200035889791388
#> Attrib V2 -0.08731766945494875
#> Attrib V20 0.4406021368018654
#> Attrib V21 0.5861459135959223
#> Attrib V22 0.22782224277872112
#> Attrib V23 -0.086855628735348
#> Attrib V24 0.3339741465660929
#> Attrib V25 -0.6259437431353382
#> Attrib V26 -0.9178362749023522
#> Attrib V27 -0.34916674007668774
#> Attrib V28 -0.2426796896728252
#> Attrib V29 -0.8329693238213361
#> Attrib V3 0.05333497724292394
#> Attrib V30 -0.014768296551050494
#> Attrib V31 -0.9648600870836885
#> Attrib V32 -0.4234207702963735
#> Attrib V33 0.1552610800550733
#> Attrib V34 -0.03387144775102166
#> Attrib V35 -0.04093262905088881
#> Attrib V36 -0.4286004145959657
#> Attrib V37 -0.724750644546707
#> Attrib V38 0.6109853672976825
#> Attrib V39 0.2574650299578037
#> Attrib V4 0.1204608055251548
#> Attrib V40 -0.32376440119696165
#> Attrib V41 -0.3474093111042786
#> Attrib V42 0.24047554171017288
#> Attrib V43 0.48896391173985865
#> Attrib V44 0.45785840380854065
#> Attrib V45 0.4425704737729803
#> Attrib V46 0.30761499085404015
#> Attrib V47 -0.27050666893076986
#> Attrib V48 0.0783529546292949
#> Attrib V49 0.35010375870482463
#> Attrib V5 0.08166556958954845
#> Attrib V50 -0.776568161419907
#> Attrib V51 -0.5407605186360482
#> Attrib V52 -0.17107280529670255
#> Attrib V53 0.39406949462906143
#> Attrib V54 0.5999499489883808
#> Attrib V55 0.013954109332655113
#> Attrib V56 0.6012255703342068
#> Attrib V57 0.3664291288581734
#> Attrib V58 0.3791386458259051
#> Attrib V59 0.7242726530050544
#> Attrib V6 -0.4872217445180215
#> Attrib V60 0.7313274873019667
#> Attrib V7 -0.21555221067965863
#> Attrib V8 -0.06987748826090273
#> Attrib V9 0.40329385258441103
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.19547619539840808
#> Attrib V1 0.08588520958763886
#> Attrib V10 -0.0148258226551389
#> Attrib V11 0.03247804560689004
#> Attrib V12 0.061099765260276044
#> Attrib V13 0.05358073909086782
#> Attrib V14 0.02283430457868915
#> Attrib V15 -0.01771379402004043
#> Attrib V16 -0.009322998930780342
#> Attrib V17 -0.004696927119452172
#> Attrib V18 -0.041302699679616646
#> Attrib V19 -0.00343458861047793
#> Attrib V2 0.039243782725294024
#> Attrib V20 -0.03416707758122322
#> Attrib V21 -0.06861392221232598
#> Attrib V22 -0.12594843395752092
#> Attrib V23 -0.07674396746444631
#> Attrib V24 -0.023039327741359663
#> Attrib V25 -0.04116793950347252
#> Attrib V26 -0.1325091130145259
#> Attrib V27 0.022607207021837366
#> Attrib V28 -0.008860833195976246
#> Attrib V29 -0.03610520273196253
#> Attrib V3 0.15724431297551333
#> Attrib V30 0.046590846578739416
#> Attrib V31 -0.017089144541314424
#> Attrib V32 0.07112517411083659
#> Attrib V33 0.04633044840422871
#> Attrib V34 0.09010802713943919
#> Attrib V35 0.05697103369052369
#> Attrib V36 -1.0127454317214608E-4
#> Attrib V37 -0.0014817011127041379
#> Attrib V38 0.08862142010944761
#> Attrib V39 0.11868774533971148
#> Attrib V4 0.121420044695929
#> Attrib V40 0.03445336298635654
#> Attrib V41 0.022784927325967038
#> Attrib V42 0.025193921294463215
#> Attrib V43 -0.0035637130181205593
#> Attrib V44 0.002343025796769066
#> Attrib V45 0.033381243755555574
#> Attrib V46 0.11648809824999996
#> Attrib V47 0.10478168753983552
#> Attrib V48 0.06812198750731176
#> Attrib V49 0.12979415624646579
#> Attrib V5 0.11696655403607814
#> Attrib V50 -0.038464039393473946
#> Attrib V51 0.021305955354987218
#> Attrib V52 0.058290617538741256
#> Attrib V53 0.10884954922837596
#> Attrib V54 0.03417812303935358
#> Attrib V55 0.08498013218120533
#> Attrib V56 0.10301628671424248
#> Attrib V57 0.13495224061665992
#> Attrib V58 0.06512279685696025
#> Attrib V59 0.16693663210140683
#> Attrib V6 0.050192979020821295
#> Attrib V60 0.20024278731766473
#> Attrib V7 0.025885837023865384
#> Attrib V8 -0.003826131093442222
#> Attrib V9 0.0781599899985216
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.37943997084996756
#> Attrib V1 0.34155375174344393
#> Attrib V10 -0.37488935639363913
#> Attrib V11 0.2053477111806443
#> Attrib V12 0.4004987302551577
#> Attrib V13 -0.10050373804675537
#> Attrib V14 -0.2541071171960913
#> Attrib V15 0.2370633070503353
#> Attrib V16 0.22072023148760592
#> Attrib V17 -0.020318124579036177
#> Attrib V18 -0.24815994087167148
#> Attrib V19 0.19979990268270661
#> Attrib V2 -0.1173642151845939
#> Attrib V20 0.4210840384496726
#> Attrib V21 0.5064406243799217
#> Attrib V22 0.1557743473224329
#> Attrib V23 -0.05797819780919907
#> Attrib V24 0.49245539640700275
#> Attrib V25 -0.35115496100417476
#> Attrib V26 -0.7236269950087927
#> Attrib V27 -0.47373426855243017
#> Attrib V28 -0.5359365455940467
#> Attrib V29 -1.2652368807486989
#> Attrib V3 0.034695967388046325
#> Attrib V30 -0.06982780201172893
#> Attrib V31 -0.806103856111982
#> Attrib V32 -0.39957700121240414
#> Attrib V33 0.19574457936340908
#> Attrib V34 0.08748424044642218
#> Attrib V35 0.09806234580355813
#> Attrib V36 -0.4045396099409004
#> Attrib V37 -0.7293566822901842
#> Attrib V38 0.5531287522158908
#> Attrib V39 0.2857128377604656
#> Attrib V4 0.03192407218849276
#> Attrib V40 -0.3878620185136919
#> Attrib V41 -0.4685052516408514
#> Attrib V42 0.14631163493816826
#> Attrib V43 0.37709922154459863
#> Attrib V44 0.3878004503223824
#> Attrib V45 0.3321133416135771
#> Attrib V46 0.2545437983690539
#> Attrib V47 -0.25835646866475587
#> Attrib V48 0.18488793111553556
#> Attrib V49 0.4644830076869619
#> Attrib V5 0.014328838509882758
#> Attrib V50 -0.7626185344333001
#> Attrib V51 -0.541194876095223
#> Attrib V52 -0.2201532749142248
#> Attrib V53 0.35498421337207253
#> Attrib V54 0.7723746250440188
#> Attrib V55 0.1508723537786465
#> Attrib V56 0.6539693044451667
#> Attrib V57 0.3167322908267145
#> Attrib V58 0.3580717159070924
#> Attrib V59 0.7235725201381518
#> Attrib V6 -0.5139941723705704
#> Attrib V60 0.8083553110807555
#> Attrib V7 -0.2510249390932737
#> Attrib V8 -0.16322493386572848
#> Attrib V9 0.41600129735877245
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.40010479574484414
#> Attrib V1 0.09060841906876359
#> Attrib V10 -0.6222075995324634
#> Attrib V11 -0.858245188368496
#> Attrib V12 -0.7149256251018841
#> Attrib V13 -0.47904693119131847
#> Attrib V14 0.26527903124969
#> Attrib V15 0.48571389547930605
#> Attrib V16 0.2855839277899069
#> Attrib V17 0.629479214621119
#> Attrib V18 0.3109176780096051
#> Attrib V19 -0.7151610231030081
#> Attrib V2 0.40244071098977613
#> Attrib V20 -0.14193407999802476
#> Attrib V21 -0.3432089558467293
#> Attrib V22 -0.33111398689720906
#> Attrib V23 -0.16290069363513476
#> Attrib V24 -0.8382315871682541
#> Attrib V25 -0.0911653602162695
#> Attrib V26 -0.04518091060734123
#> Attrib V27 -0.6851401139536661
#> Attrib V28 -0.7829931565885141
#> Attrib V29 0.08667135728861777
#> Attrib V3 -0.02454762702408031
#> Attrib V30 -0.42948930992659207
#> Attrib V31 0.6073544384638448
#> Attrib V32 -0.0356482514902531
#> Attrib V33 -0.09754739408416546
#> Attrib V34 0.06034673925191992
#> Attrib V35 -0.15020641306805116
#> Attrib V36 0.5096180113485262
#> Attrib V37 0.9386423866141795
#> Attrib V38 -0.40984185339250756
#> Attrib V39 -0.29322145433203217
#> Attrib V4 -0.19122594082052072
#> Attrib V40 0.16858854610142426
#> Attrib V41 -0.1929652873918864
#> Attrib V42 -0.32900458068816507
#> Attrib V43 -0.2348684197245132
#> Attrib V44 -0.2646589032444707
#> Attrib V45 -0.3731900590758796
#> Attrib V46 -0.5983881629608918
#> Attrib V47 -0.2862843698888888
#> Attrib V48 -0.5635808789674315
#> Attrib V49 -0.9990136765931552
#> Attrib V5 -0.326731547844715
#> Attrib V50 1.0296555662223863
#> Attrib V51 0.15052095851712496
#> Attrib V52 -0.29780971970310566
#> Attrib V53 -0.3238341620496049
#> Attrib V54 0.16050008454135933
#> Attrib V55 0.48821998390644245
#> Attrib V56 0.1807072444276408
#> Attrib V57 0.3686627378271081
#> Attrib V58 0.008597335113543058
#> Attrib V59 -0.3618989191610299
#> Attrib V6 0.3143687412010944
#> Attrib V60 -0.3811580243613537
#> Attrib V7 0.40837873096317295
#> Attrib V8 0.19998800189970953
#> Attrib V9 -1.0992387475826895
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.04635012026185169
#> Attrib V1 0.12400381867129635
#> Attrib V10 -0.012758856269518302
#> Attrib V11 0.08133809511483123
#> Attrib V12 0.13924582999431934
#> Attrib V13 0.018182058220383795
#> Attrib V14 -0.056802052060871154
#> Attrib V15 -0.015435723837967704
#> Attrib V16 0.06723749963517614
#> Attrib V17 -0.07092126087295039
#> Attrib V18 -0.08456602777429119
#> Attrib V19 0.010716879530225069
#> Attrib V2 -0.03457514962519062
#> Attrib V20 -0.1309057608759846
#> Attrib V21 -0.1414602453813135
#> Attrib V22 -0.1889933960359723
#> Attrib V23 -0.25483251260424866
#> Attrib V24 0.026252043257470256
#> Attrib V25 -0.07514378035536129
#> Attrib V26 -0.150333708645079
#> Attrib V27 0.004675759072890155
#> Attrib V28 0.05694253459195372
#> Attrib V29 -0.11717363068745124
#> Attrib V3 0.09015457912079018
#> Attrib V30 0.017338946806488825
#> Attrib V31 -0.08071805056447248
#> Attrib V32 0.028695093690354292
#> Attrib V33 0.02366706338340904
#> Attrib V34 0.0795771514562367
#> Attrib V35 0.05957672850813229
#> Attrib V36 -0.055410545987739514
#> Attrib V37 -0.10990240385228618
#> Attrib V38 0.11454275003325065
#> Attrib V39 0.08122548323575324
#> Attrib V4 0.13333062839133766
#> Attrib V40 -0.08369195176818477
#> Attrib V41 -0.02821240618780284
#> Attrib V42 0.04183507500459454
#> Attrib V43 0.04298366427847111
#> Attrib V44 0.027798261644666346
#> Attrib V45 0.14301314444309743
#> Attrib V46 0.13946372345103847
#> Attrib V47 0.04209839343806742
#> Attrib V48 0.13072534806637912
#> Attrib V49 0.13399442221536048
#> Attrib V5 0.11721178254859657
#> Attrib V50 -0.10506637832438744
#> Attrib V51 0.017943334610523286
#> Attrib V52 0.1071438977520938
#> Attrib V53 0.24638338365961324
#> Attrib V54 0.129321333345268
#> Attrib V55 0.1426425511373889
#> Attrib V56 0.11766704599511259
#> Attrib V57 0.22596987307789412
#> Attrib V58 0.16536769180576705
#> Attrib V59 0.24386388240917176
#> Attrib V6 -0.0031679297512401394
#> Attrib V60 0.2659379998199432
#> Attrib V7 -0.03617754606831988
#> Attrib V8 0.010818020853037295
#> Attrib V9 0.16508049692944082
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.04461820404311304
#> Attrib V1 0.1296200828361303
#> Attrib V10 0.055836922720412484
#> Attrib V11 0.11174948271791207
#> Attrib V12 0.08426674421718679
#> Attrib V13 -0.057195825011050576
#> Attrib V14 -0.03981899270253491
#> Attrib V15 0.054150453372652306
#> Attrib V16 0.02843837393120184
#> Attrib V17 -0.08502610714130385
#> Attrib V18 -0.12828906850434105
#> Attrib V19 7.48170827138528E-4
#> Attrib V2 0.08060792483380115
#> Attrib V20 -0.1416133174203842
#> Attrib V21 -0.1537998012457224
#> Attrib V22 -0.12154358459269238
#> Attrib V23 -0.23375759458834064
#> Attrib V24 -0.03088319936764351
#> Attrib V25 -0.13663856507779257
#> Attrib V26 -0.1286826561641333
#> Attrib V27 0.0483241491170489
#> Attrib V28 0.07323967451795188
#> Attrib V29 -0.08006470661290939
#> Attrib V3 0.06911753713928669
#> Attrib V30 0.1040815122521411
#> Attrib V31 0.040048236501348894
#> Attrib V32 0.004564281663759576
#> Attrib V33 0.06602767838141685
#> Attrib V34 0.025112844949782012
#> Attrib V35 0.12508108783760097
#> Attrib V36 -0.010645704374651153
#> Attrib V37 -0.07237228376419057
#> Attrib V38 0.1687098143645781
#> Attrib V39 0.1126115562182539
#> Attrib V4 0.12227240060540318
#> Attrib V40 -0.06584705961277024
#> Attrib V41 -0.007085372585218332
#> Attrib V42 -0.022957127483893502
#> Attrib V43 0.08339508325624063
#> Attrib V44 0.07197027336809858
#> Attrib V45 0.15426415057099355
#> Attrib V46 0.09633339111293521
#> Attrib V47 0.022900702841133005
#> Attrib V48 0.1701568617070575
#> Attrib V49 0.12165441244382261
#> Attrib V5 0.10948273141233443
#> Attrib V50 -0.08226031080641313
#> Attrib V51 0.014172379103143687
#> Attrib V52 0.07389315465176462
#> Attrib V53 0.13826286610685193
#> Attrib V54 0.0835402671274306
#> Attrib V55 0.15626175512599633
#> Attrib V56 0.10709342114111463
#> Attrib V57 0.21803124203811203
#> Attrib V58 0.06713901578134741
#> Attrib V59 0.17772916990822837
#> Attrib V6 0.002876263327156571
#> Attrib V60 0.22631428212276913
#> Attrib V7 -0.08131767067876225
#> Attrib V8 0.07689654759443217
#> Attrib V9 0.1391612164455059
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.25948269173997246
#> Attrib V1 0.019745159611722327
#> Attrib V10 -0.054739296386891324
#> Attrib V11 -0.1975101829694907
#> Attrib V12 -0.19136787012632575
#> Attrib V13 -0.08194896328777637
#> Attrib V14 0.06654855268800977
#> Attrib V15 0.007197689629181761
#> Attrib V16 0.03497673410028228
#> Attrib V17 0.10539120052774192
#> Attrib V18 0.2020439999627038
#> Attrib V19 -0.11577149892488302
#> Attrib V2 0.1304130983461367
#> Attrib V20 -0.03124193249266592
#> Attrib V21 -0.045626043862175704
#> Attrib V22 -0.03769120394417295
#> Attrib V23 0.036152921387894575
#> Attrib V24 -0.191120379113053
#> Attrib V25 -0.021653086695364587
#> Attrib V26 -0.059482080282246275
#> Attrib V27 -0.14725843802248034
#> Attrib V28 -0.14798009408141105
#> Attrib V29 0.030157971188409346
#> Attrib V3 0.10213234893867922
#> Attrib V30 -0.15223831870603538
#> Attrib V31 0.16204904931188305
#> Attrib V32 0.0827061210351014
#> Attrib V33 0.024205290083999954
#> Attrib V34 0.04408925078932108
#> Attrib V35 0.010367212714336708
#> Attrib V36 0.2335776642614435
#> Attrib V37 0.26072697490381014
#> Attrib V38 -0.06018352525084889
#> Attrib V39 -0.01069635048424544
#> Attrib V4 -0.025917284361668316
#> Attrib V40 0.10071454715070818
#> Attrib V41 0.05662874683753726
#> Attrib V42 -0.011978359835299525
#> Attrib V43 -0.03479065928980387
#> Attrib V44 -0.029552747287957322
#> Attrib V45 -0.1481849906715047
#> Attrib V46 -0.10643354597127318
#> Attrib V47 0.056383441282919326
#> Attrib V48 -0.12029223791459906
#> Attrib V49 -0.1672457591795664
#> Attrib V5 -0.014616302185291105
#> Attrib V50 0.24166788571782633
#> Attrib V51 0.15304110832235307
#> Attrib V52 -0.002076142669290125
#> Attrib V53 -0.03987092465924258
#> Attrib V54 -0.0722523240135371
#> Attrib V55 0.09655995721757601
#> Attrib V56 0.029110535987513585
#> Attrib V57 0.0230596552480058
#> Attrib V58 -0.03500118600875565
#> Attrib V59 -0.09691427153255044
#> Attrib V6 0.12346698182424524
#> Attrib V60 -0.03305623465795501
#> Attrib V7 0.14429903540412245
#> Attrib V8 0.06675323784606688
#> Attrib V9 -0.19916412864567334
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.3142246818788641
#> Attrib V1 0.1391764044412934
#> Attrib V10 -0.23883363197993604
#> Attrib V11 0.31105360235121354
#> Attrib V12 0.6208447726306151
#> Attrib V13 0.10316418342672858
#> Attrib V14 -0.34188861665696196
#> Attrib V15 -0.17909811976443904
#> Attrib V16 -0.0675306825813355
#> Attrib V17 -0.18062880489348576
#> Attrib V18 -0.27573106945176584
#> Attrib V19 0.5668819876890658
#> Attrib V2 -0.2651466469446118
#> Attrib V20 0.5547576441511503
#> Attrib V21 0.6801136307823448
#> Attrib V22 0.45937353629526667
#> Attrib V23 0.37234986421713334
#> Attrib V24 1.0360711742349022
#> Attrib V25 -0.15345872711119193
#> Attrib V26 -0.6897503477058388
#> Attrib V27 -0.3353585367356832
#> Attrib V28 -0.37015200682130867
#> Attrib V29 -1.4058885716963068
#> Attrib V3 0.2290113606179366
#> Attrib V30 0.04400391229236276
#> Attrib V31 -0.9204657271529427
#> Attrib V32 -0.1498030633276504
#> Attrib V33 0.5084955617713923
#> Attrib V34 0.04497281792858343
#> Attrib V35 -0.048031550666930864
#> Attrib V36 -0.8016582852551927
#> Attrib V37 -1.5007341937055039
#> Attrib V38 0.4320967535067891
#> Attrib V39 0.2958837561741924
#> Attrib V4 0.213691288908681
#> Attrib V40 -0.3550771782134635
#> Attrib V41 -0.20870879763623668
#> Attrib V42 0.49078414198366954
#> Attrib V43 0.3973420750087282
#> Attrib V44 0.09921876994567035
#> Attrib V45 0.29929216888944504
#> Attrib V46 0.2643782506022341
#> Attrib V47 -0.23403376651543212
#> Attrib V48 0.3751074910849615
#> Attrib V49 0.9921191192763481
#> Attrib V5 0.10489624153988714
#> Attrib V50 -1.0584578330444547
#> Attrib V51 -0.4175490289305705
#> Attrib V52 -0.11716210049658728
#> Attrib V53 0.30245331257450886
#> Attrib V54 0.6555533392664693
#> Attrib V55 0.08659285507563974
#> Attrib V56 0.7497031504219541
#> Attrib V57 -0.02150488661765184
#> Attrib V58 0.5906634242730362
#> Attrib V59 0.8786748943137588
#> Attrib V6 -0.6238502471293144
#> Attrib V60 0.8834252235349359
#> Attrib V7 -0.4105084159072531
#> Attrib V8 -0.078206133034317
#> Attrib V9 0.7937360524029149
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.24230222491458075
#> Attrib V1 0.2634913767489847
#> Attrib V10 -0.05235943362107621
#> Attrib V11 0.25869135366626866
#> Attrib V12 0.3659330740376441
#> Attrib V13 0.1398508615638172
#> Attrib V14 -0.11972304446779902
#> Attrib V15 0.12777395787909335
#> Attrib V16 0.08034615371722213
#> Attrib V17 -0.1192445960859869
#> Attrib V18 -0.21842074978498793
#> Attrib V19 0.4225316290264163
#> Attrib V2 -0.22882611795914853
#> Attrib V20 0.564431046555584
#> Attrib V21 0.8069884777413768
#> Attrib V22 0.5748406489637006
#> Attrib V23 0.2972124388310787
#> Attrib V24 0.59868194381791
#> Attrib V25 -0.35330447997551706
#> Attrib V26 -0.4998164825517597
#> Attrib V27 0.018494947531920224
#> Attrib V28 0.12168935638091699
#> Attrib V29 -0.5306224712538216
#> Attrib V3 0.08391254809120435
#> Attrib V30 0.22234296308734877
#> Attrib V31 -1.0146440496718843
#> Attrib V32 -0.5368425639487295
#> Attrib V33 -0.09376705521032616
#> Attrib V34 -0.18925205143984664
#> Attrib V35 0.12938605991192412
#> Attrib V36 -0.16219208939810087
#> Attrib V37 -0.4414007226009934
#> Attrib V38 0.8617431409252454
#> Attrib V39 0.3735218667442667
#> Attrib V4 0.1071800615430379
#> Attrib V40 -0.4421418098197872
#> Attrib V41 -0.368347298036398
#> Attrib V42 0.16813616991222502
#> Attrib V43 0.5382312779394386
#> Attrib V44 0.6714150599408429
#> Attrib V45 0.5706140972303131
#> Attrib V46 0.4364893232427265
#> Attrib V47 -0.13573860322170547
#> Attrib V48 0.014130610148619447
#> Attrib V49 0.4454849132073844
#> Attrib V5 0.15743681913731516
#> Attrib V50 -0.766693300963015
#> Attrib V51 -0.33463401892202926
#> Attrib V52 -0.12983798965135393
#> Attrib V53 0.11757074483630593
#> Attrib V54 0.42609959919892837
#> Attrib V55 -0.1347611152242021
#> Attrib V56 0.47503879808777605
#> Attrib V57 -0.04631164423684447
#> Attrib V58 0.2706407871582778
#> Attrib V59 0.6006747948100296
#> Attrib V6 -0.518931328617168
#> Attrib V60 0.7580575311646144
#> Attrib V7 -0.28595944593322664
#> Attrib V8 -0.31336065303963245
#> Attrib V9 0.5908167856724931
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.24088120846929656
#> Attrib V1 0.1326710262297758
#> Attrib V10 -0.9276988763964769
#> Attrib V11 -1.1467025501913735
#> Attrib V12 -1.0008428658752255
#> Attrib V13 -0.7585045997653825
#> Attrib V14 0.30170378447090385
#> Attrib V15 0.6329388521596119
#> Attrib V16 0.45310790705675824
#> Attrib V17 0.7962193229469502
#> Attrib V18 0.36312215525827557
#> Attrib V19 -1.1004006375093554
#> Attrib V2 0.3628839131943647
#> Attrib V20 -0.33869386592673045
#> Attrib V21 -0.4158821695420283
#> Attrib V22 -0.6014376698209405
#> Attrib V23 -0.4585912300531807
#> Attrib V24 -1.1309986819984397
#> Attrib V25 -0.1075332966104367
#> Attrib V26 -0.1318487526387862
#> Attrib V27 -0.8589396155923418
#> Attrib V28 -1.0568575320821472
#> Attrib V29 0.08835174228084093
#> Attrib V3 -0.25403247411911756
#> Attrib V30 -0.4495250197913844
#> Attrib V31 0.8465707605356292
#> Attrib V32 -0.08185926665275217
#> Attrib V33 -0.005159902874029699
#> Attrib V34 0.17900972810971819
#> Attrib V35 -0.15297440136222573
#> Attrib V36 0.6521258413475439
#> Attrib V37 1.1152557471993452
#> Attrib V38 -0.5721162949748633
#> Attrib V39 -0.40060296802064815
#> Attrib V4 -0.23207417523939564
#> Attrib V40 0.2824788994402467
#> Attrib V41 -0.17061702997550923
#> Attrib V42 -0.4675638048675629
#> Attrib V43 -0.2483769313104513
#> Attrib V44 -0.20779067168898377
#> Attrib V45 -0.5067113399665307
#> Attrib V46 -0.8043239186273939
#> Attrib V47 -0.4666253620340722
#> Attrib V48 -0.6375454153704497
#> Attrib V49 -1.297012350220016
#> Attrib V5 -0.4021654925577401
#> Attrib V50 1.1664325125041155
#> Attrib V51 0.0019515370677961959
#> Attrib V52 -0.45493086522718296
#> Attrib V53 -0.4133126222266991
#> Attrib V54 0.2678057338958466
#> Attrib V55 0.6109552863671807
#> Attrib V56 0.06352616840826356
#> Attrib V57 0.7527814135550829
#> Attrib V58 0.04670882749169666
#> Attrib V59 -0.17984900985698293
#> Attrib V6 0.4092369583504288
#> Attrib V60 -0.2303877524667715
#> Attrib V7 0.676730335022001
#> Attrib V8 0.3281320472493907
#> Attrib V9 -1.356011864708017
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.21852620305195106
#> Attrib V1 0.24738985000556318
#> Attrib V10 -0.18905832894903654
#> Attrib V11 0.0877905353607975
#> Attrib V12 0.20978436796817285
#> Attrib V13 -0.06887547972870618
#> Attrib V14 -0.06327122722538266
#> Attrib V15 0.07408618522962407
#> Attrib V16 0.183429110962897
#> Attrib V17 -0.09841917967359771
#> Attrib V18 -0.15406295057708994
#> Attrib V19 0.036687658630003665
#> Attrib V2 -0.034842407841795736
#> Attrib V20 0.010178201271658442
#> Attrib V21 -0.009942884119196619
#> Attrib V22 -0.19650704893151455
#> Attrib V23 -0.3499210803932835
#> Attrib V24 0.11109325096322607
#> Attrib V25 -0.2258766525172337
#> Attrib V26 -0.37535685507423766
#> Attrib V27 -0.16527480847370427
#> Attrib V28 -0.18713970127870028
#> Attrib V29 -0.3680139725347379
#> Attrib V3 -0.007704204561520477
#> Attrib V30 -0.059310842891468527
#> Attrib V31 -0.23086074705357307
#> Attrib V32 -0.12674819882234759
#> Attrib V33 0.002670563941725551
#> Attrib V34 0.06038437583360312
#> Attrib V35 0.07115044861340698
#> Attrib V36 -0.11048933461959934
#> Attrib V37 -0.2712423029361061
#> Attrib V38 0.1771783116509058
#> Attrib V39 0.07116941136385532
#> Attrib V4 0.11083000617416865
#> Attrib V40 -0.16243707952866104
#> Attrib V41 -0.21139774845759104
#> Attrib V42 -0.0029965174121621965
#> Attrib V43 0.1775871697258234
#> Attrib V44 0.14390082711389968
#> Attrib V45 0.15792867125232435
#> Attrib V46 0.16310284959052482
#> Attrib V47 -0.09365770842358757
#> Attrib V48 0.2017871499082393
#> Attrib V49 0.2211720966431975
#> Attrib V5 0.12941370207214808
#> Attrib V50 -0.35148146887160575
#> Attrib V51 -0.23367964858151585
#> Attrib V52 0.0020604995986854948
#> Attrib V53 0.32290277848056975
#> Attrib V54 0.40319466456812003
#> Attrib V55 0.2078779017448915
#> Attrib V56 0.22261834873646036
#> Attrib V57 0.35357920881754634
#> Attrib V58 0.2505752683679776
#> Attrib V59 0.5253812596708551
#> Attrib V6 -0.11968763980587738
#> Attrib V60 0.42363061483004616
#> Attrib V7 -0.07249680697688307
#> Attrib V8 -0.05430170240671274
#> Attrib V9 0.1366543910496569
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.32652134971548963
#> Attrib V1 0.3116894359762456
#> Attrib V10 -0.4153686611803114
#> Attrib V11 0.1099679958409019
#> Attrib V12 0.36475422211982267
#> Attrib V13 -0.038455003709991886
#> Attrib V14 -0.14663288953165127
#> Attrib V15 0.17382608428020574
#> Attrib V16 0.17108717846911017
#> Attrib V17 0.029054623682340786
#> Attrib V18 -0.17481713775990165
#> Attrib V19 0.2095289990584281
#> Attrib V2 -0.10379982308465761
#> Attrib V20 0.3221778391333503
#> Attrib V21 0.36979395971610585
#> Attrib V22 0.10373943751231193
#> Attrib V23 -0.08951904636244509
#> Attrib V24 0.3845929185046758
#> Attrib V25 -0.28535249129691953
#> Attrib V26 -0.6075922485521696
#> Attrib V27 -0.44085852684828186
#> Attrib V28 -0.5110687995621381
#> Attrib V29 -1.0566759146015163
#> Attrib V3 0.11881394693970548
#> Attrib V30 -0.13035817367461772
#> Attrib V31 -0.6954147914098112
#> Attrib V32 -0.3372683863238675
#> Attrib V33 0.12033493405548773
#> Attrib V34 0.043019475121376036
#> Attrib V35 0.07790582857168876
#> Attrib V36 -0.30515277280849684
#> Attrib V37 -0.5481091396765688
#> Attrib V38 0.4663970629142463
#> Attrib V39 0.2389689805770115
#> Attrib V4 0.09176105200365528
#> Attrib V40 -0.32273956505675255
#> Attrib V41 -0.3666934484065788
#> Attrib V42 0.12584030499556426
#> Attrib V43 0.3492807375901042
#> Attrib V44 0.22263756435818824
#> Attrib V45 0.3077556868811272
#> Attrib V46 0.1672100262865855
#> Attrib V47 -0.18274822747906602
#> Attrib V48 0.07862066647255966
#> Attrib V49 0.331463331345466
#> Attrib V5 0.04057924281628829
#> Attrib V50 -0.6370997377050045
#> Attrib V51 -0.46497644167808755
#> Attrib V52 -0.12288788388395436
#> Attrib V53 0.37586582646513217
#> Attrib V54 0.6330912527628177
#> Attrib V55 0.1471508056656435
#> Attrib V56 0.604838620112
#> Attrib V57 0.2762783855403523
#> Attrib V58 0.27960167770684363
#> Attrib V59 0.6817996312544529
#> Attrib V6 -0.38392631968957874
#> Attrib V60 0.6342410915189424
#> Attrib V7 -0.19461613695510419
#> Attrib V8 -0.14981389628680222
#> Attrib V9 0.27108424371214684
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.2583110228105122
#> Attrib V1 0.10743384005887495
#> Attrib V10 -0.9950797689599513
#> Attrib V11 -1.031832792417249
#> Attrib V12 -0.8736851528299407
#> Attrib V13 -0.6525129560240228
#> Attrib V14 0.34626152502885094
#> Attrib V15 0.7109100857244185
#> Attrib V16 0.40638377986733626
#> Attrib V17 0.8511708941404725
#> Attrib V18 0.32243363835341693
#> Attrib V19 -0.9563111421965278
#> Attrib V2 0.4228447184828077
#> Attrib V20 -0.1262154253795415
#> Attrib V21 -0.25883199891745096
#> Attrib V22 -0.47707680946172165
#> Attrib V23 -0.2777402950956731
#> Attrib V24 -0.9855267571557278
#> Attrib V25 -0.24917298220374487
#> Attrib V26 -0.3229911480219246
#> Attrib V27 -0.9763866076394826
#> Attrib V28 -1.1215962129307098
#> Attrib V29 -0.12130840945915816
#> Attrib V3 -0.12596305567365637
#> Attrib V30 -0.4809770433480109
#> Attrib V31 0.5243573651835227
#> Attrib V32 -0.09657473558696078
#> Attrib V33 -0.04592578789605985
#> Attrib V34 0.04891052716697985
#> Attrib V35 -0.26694119196451654
#> Attrib V36 0.5393302507335087
#> Attrib V37 0.966090865038774
#> Attrib V38 -0.3227664240164462
#> Attrib V39 -0.2751836323266023
#> Attrib V4 -0.2562721322363212
#> Attrib V40 0.2079869401475504
#> Attrib V41 -0.2716635537746699
#> Attrib V42 -0.3012770503924116
#> Attrib V43 -0.08425010807059566
#> Attrib V44 -0.214926053588296
#> Attrib V45 -0.5085374456176692
#> Attrib V46 -0.7728697971471848
#> Attrib V47 -0.48894686431368156
#> Attrib V48 -0.7140466630856345
#> Attrib V49 -1.211119707643608
#> Attrib V5 -0.4901299903755933
#> Attrib V50 1.0199334413500056
#> Attrib V51 -0.07550140164318789
#> Attrib V52 -0.3802194680702802
#> Attrib V53 -0.40299857318878923
#> Attrib V54 0.3189713523988698
#> Attrib V55 0.5949825902688591
#> Attrib V56 0.30955944112294437
#> Attrib V57 0.6392272847419188
#> Attrib V58 0.11025198717478099
#> Attrib V59 -0.3023951339243484
#> Attrib V6 0.23570154183057793
#> Attrib V60 -0.40571445321129657
#> Attrib V7 0.3680777417084924
#> Attrib V8 0.18396828541158264
#> Attrib V9 -1.2850326233967844
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.7765669530225672
#> Attrib V1 -0.29587991108125433
#> Attrib V10 0.5406804427186402
#> Attrib V11 0.5777803530895985
#> Attrib V12 0.390653410133456
#> Attrib V13 0.023280065331172443
#> Attrib V14 -0.3359743983248656
#> Attrib V15 -0.6010875522403123
#> Attrib V16 0.09945644291132563
#> Attrib V17 -0.7871618298623756
#> Attrib V18 -0.04111531173529896
#> Attrib V19 0.777021901208196
#> Attrib V2 -0.29910206731058503
#> Attrib V20 -0.649149423170428
#> Attrib V21 -0.2740085717180278
#> Attrib V22 -0.18595768731685278
#> Attrib V23 -0.33922668390612276
#> Attrib V24 -0.10059265744637107
#> Attrib V25 -1.3063697100458687
#> Attrib V26 -0.5167127403425047
#> Attrib V27 1.5580057529059508
#> Attrib V28 2.27635001447212
#> Attrib V29 1.6663829929471994
#> Attrib V3 0.2469340832847433
#> Attrib V30 0.7275129599299002
#> Attrib V31 -0.622066551512684
#> Attrib V32 0.4900143425474377
#> Attrib V33 -0.12152215455964874
#> Attrib V34 -0.7644520584499566
#> Attrib V35 -0.7806339089809278
#> Attrib V36 -1.6143840344515104
#> Attrib V37 -1.851579275818698
#> Attrib V38 -0.5502935589041187
#> Attrib V39 0.11045792890772199
#> Attrib V4 0.5756544023839214
#> Attrib V40 0.35811571904742834
#> Attrib V41 1.2180589578179009
#> Attrib V42 0.7373961780431331
#> Attrib V43 0.3789642222553317
#> Attrib V44 0.7196798671545858
#> Attrib V45 0.6460376461187923
#> Attrib V46 0.8706048937356107
#> Attrib V47 0.4507469748974144
#> Attrib V48 0.7722357925550561
#> Attrib V49 1.4154338618482887
#> Attrib V5 0.6183384252081718
#> Attrib V50 -0.9047800770345427
#> Attrib V51 -0.24725355629270063
#> Attrib V52 0.9196320160611199
#> Attrib V53 1.4137434260988633
#> Attrib V54 -0.8370273344771018
#> Attrib V55 -0.6297134788078881
#> Attrib V56 -0.6582451336533793
#> Attrib V57 0.19828681172100415
#> Attrib V58 0.38456966055996594
#> Attrib V59 0.5593352230802887
#> Attrib V6 0.4190623756909585
#> Attrib V60 -0.06603968824883388
#> Attrib V7 -0.24954669238818758
#> Attrib V8 0.4476463042939733
#> Attrib V9 1.072119599617744
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.22988440180809974
#> Attrib V1 0.08383659980320608
#> Attrib V10 2.0212215268438727E-4
#> Attrib V11 -0.033556237652470115
#> Attrib V12 0.05027205861177406
#> Attrib V13 -0.021574889938654578
#> Attrib V14 0.0779815795377398
#> Attrib V15 -0.0024746383177765095
#> Attrib V16 0.02613551681135301
#> Attrib V17 0.061056303658723346
#> Attrib V18 -0.021433964431357082
#> Attrib V19 0.05042918119434199
#> Attrib V2 0.09727287085919022
#> Attrib V20 -0.04119579635367795
#> Attrib V21 -0.05578534527966819
#> Attrib V22 -0.07440646210638967
#> Attrib V23 -0.07148893182798595
#> Attrib V24 -0.08917092285007146
#> Attrib V25 -0.07592730867599592
#> Attrib V26 -0.12932158433966015
#> Attrib V27 -0.03702785111914653
#> Attrib V28 0.0022948214055161986
#> Attrib V29 -0.01615114904101464
#> Attrib V3 0.07708562260979451
#> Attrib V30 -4.8575854262201886E-4
#> Attrib V31 0.02802891045426225
#> Attrib V32 0.04843955816013963
#> Attrib V33 0.08088889990856718
#> Attrib V34 0.0318758074754449
#> Attrib V35 0.11427326608124794
#> Attrib V36 0.09744888354946848
#> Attrib V37 0.10734182718224172
#> Attrib V38 0.060134202282358745
#> Attrib V39 0.08017145252091773
#> Attrib V4 0.12423443141032772
#> Attrib V40 0.04505128437578223
#> Attrib V41 0.030817036064759964
#> Attrib V42 0.03493230536964866
#> Attrib V43 0.03831587718862358
#> Attrib V44 1.9316867448720572E-4
#> Attrib V45 0.02330488409963284
#> Attrib V46 0.037669670877371955
#> Attrib V47 0.04852993715781213
#> Attrib V48 0.07817173511465497
#> Attrib V49 0.033392266310733845
#> Attrib V5 0.030030844583762463
#> Attrib V50 0.08797775868093549
#> Attrib V51 0.045481793982324506
#> Attrib V52 0.05301028268371941
#> Attrib V53 0.05011628810394627
#> Attrib V54 0.01696752953181099
#> Attrib V55 0.09019252430075375
#> Attrib V56 0.11901315876327476
#> Attrib V57 0.13175764379393518
#> Attrib V58 0.058935681113248664
#> Attrib V59 0.07466969416765543
#> Attrib V6 0.09174757641783937
#> Attrib V60 0.1622586007893724
#> Attrib V7 -0.016795528074602037
#> Attrib V8 0.04825411705245657
#> Attrib V9 0.017160507478673353
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.30163767670704844
#> Attrib V1 0.22837363625280438
#> Attrib V10 0.09794976461368851
#> Attrib V11 0.48968188651521755
#> Attrib V12 0.4999334332992704
#> Attrib V13 0.23293435168972776
#> Attrib V14 -0.28734396742661583
#> Attrib V15 -0.06710199985181975
#> Attrib V16 0.009493138070108261
#> Attrib V17 -0.21491510247610807
#> Attrib V18 -0.21387762834155458
#> Attrib V19 0.5371202154495031
#> Attrib V2 -0.3224608081130531
#> Attrib V20 0.5735321580672851
#> Attrib V21 0.8230939301706084
#> Attrib V22 0.5924940859053782
#> Attrib V23 0.31530978420578837
#> Attrib V24 0.8228539967887953
#> Attrib V25 -0.15297312828219703
#> Attrib V26 -0.2734937110432322
#> Attrib V27 0.04772101737368076
#> Attrib V28 0.0782809092954237
#> Attrib V29 -0.7753575407204538
#> Attrib V3 0.07681005864187555
#> Attrib V30 0.2412893846383863
#> Attrib V31 -0.9535199086980036
#> Attrib V32 -0.3413485667407007
#> Attrib V33 0.07668370415027767
#> Attrib V34 0.0484372871808503
#> Attrib V35 0.3330645478357521
#> Attrib V36 -0.19246674240732406
#> Attrib V37 -0.6966947178292282
#> Attrib V38 0.8167018238057436
#> Attrib V39 0.4189324903433362
#> Attrib V4 0.12500294844744977
#> Attrib V40 -0.5351935137702654
#> Attrib V41 -0.39575692126376305
#> Attrib V42 0.16198806065915144
#> Attrib V43 0.4155697726833382
#> Attrib V44 0.5585360825073589
#> Attrib V45 0.5878994735861144
#> Attrib V46 0.4442682960645858
#> Attrib V47 -0.12352517301496704
#> Attrib V48 0.10291352718408532
#> Attrib V49 0.5909861068290154
#> Attrib V5 0.09185389026978275
#> Attrib V50 -0.8054224330372924
#> Attrib V51 -0.32447690161382375
#> Attrib V52 -0.1446463747337701
#> Attrib V53 0.11878624677441926
#> Attrib V54 0.4080737922553837
#> Attrib V55 -0.08844641735389892
#> Attrib V56 0.3735616456940522
#> Attrib V57 -0.13329555316280334
#> Attrib V58 0.270954912502077
#> Attrib V59 0.6288762873160446
#> Attrib V6 -0.6107653348645536
#> Attrib V60 0.7599963172792722
#> Attrib V7 -0.46176947279200586
#> Attrib V8 -0.20982158321286104
#> Attrib V9 0.8256239212482157
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.12029372021077027
#> Attrib V1 0.2224626768713312
#> Attrib V10 -1.307405501732427
#> Attrib V11 -1.2409435055795837
#> Attrib V12 -1.0336570994221252
#> Attrib V13 -0.7666534215451845
#> Attrib V14 0.42026703439051977
#> Attrib V15 1.0161459389430574
#> Attrib V16 0.6222543014703107
#> Attrib V17 0.8522428727895667
#> Attrib V18 0.29999084541151805
#> Attrib V19 -1.2046100325746365
#> Attrib V2 0.394524403529346
#> Attrib V20 -0.13103679770060409
#> Attrib V21 -0.21118705496122162
#> Attrib V22 -0.575208233307681
#> Attrib V23 -0.5713374992494086
#> Attrib V24 -1.0480425405211378
#> Attrib V25 -0.3037962966467357
#> Attrib V26 -0.5150056996763639
#> Attrib V27 -1.255585245727774
#> Attrib V28 -1.493804914850845
#> Attrib V29 -0.29814971943423235
#> Attrib V3 -0.21952518652541414
#> Attrib V30 -0.5403591504243291
#> Attrib V31 0.5338230402738157
#> Attrib V32 -0.2042673266821904
#> Attrib V33 0.02521295838409457
#> Attrib V34 0.1445923712151229
#> Attrib V35 -0.27444065039239424
#> Attrib V36 0.6011097768933169
#> Attrib V37 1.11185206320691
#> Attrib V38 -0.19101259999740133
#> Attrib V39 -0.2350291121308043
#> Attrib V4 -0.3618668065806738
#> Attrib V40 0.14170124902708356
#> Attrib V41 -0.4144696471080711
#> Attrib V42 -0.3212040816083397
#> Attrib V43 -0.1455675672978204
#> Attrib V44 -0.2789555032873437
#> Attrib V45 -0.5122853906111047
#> Attrib V46 -0.9166653028070733
#> Attrib V47 -0.7509207722490798
#> Attrib V48 -0.8290014204514712
#> Attrib V49 -1.4249892925565077
#> Attrib V5 -0.5532963264625771
#> Attrib V50 1.0131438997809696
#> Attrib V51 -0.32560879141761984
#> Attrib V52 -0.6033800342264339
#> Attrib V53 -0.39217843426018495
#> Attrib V54 0.5421661233758043
#> Attrib V55 0.6938977020264243
#> Attrib V56 0.3653435382080405
#> Attrib V57 0.80077439624785
#> Attrib V58 0.13958811651490796
#> Attrib V59 -0.16023813375852983
#> Attrib V6 0.14434344199091717
#> Attrib V60 -0.27624637587891643
#> Attrib V7 0.4763198637949831
#> Attrib V8 0.23943883233420493
#> Attrib V9 -1.481688907359869
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.3091482902171996
#> Attrib V1 0.03555380294808295
#> Attrib V10 0.029765845725195195
#> Attrib V11 0.339131913472384
#> Attrib V12 0.38561995994397547
#> Attrib V13 0.10066939774118079
#> Attrib V14 -0.13459080109617502
#> Attrib V15 -0.09877980112554215
#> Attrib V16 -0.036136912390369334
#> Attrib V17 -0.2736928120318353
#> Attrib V18 -0.23964194503722797
#> Attrib V19 0.2075525597626018
#> Attrib V2 -0.23029454952364872
#> Attrib V20 0.14684323777228847
#> Attrib V21 0.21678862831286036
#> Attrib V22 0.11409382350863971
#> Attrib V23 -0.14361102811536128
#> Attrib V24 0.35983915196409577
#> Attrib V25 -0.023184510096331955
#> Attrib V26 -0.1157047173146769
#> Attrib V27 0.23579247762217015
#> Attrib V28 0.24089423639886198
#> Attrib V29 -0.16809623698501475
#> Attrib V3 0.003966879675867204
#> Attrib V30 0.14959057357602448
#> Attrib V31 -0.3218414484522884
#> Attrib V32 0.003374495057422161
#> Attrib V33 0.0794083608552492
#> Attrib V34 0.04893783774436719
#> Attrib V35 0.1440979666781754
#> Attrib V36 -0.20254223906401353
#> Attrib V37 -0.4041122072520535
#> Attrib V38 0.2963489447509864
#> Attrib V39 0.17276573158224404
#> Attrib V4 0.014157594466759888
#> Attrib V40 -0.1952776905237174
#> Attrib V41 -0.12864994187467693
#> Attrib V42 6.01149862586264E-4
#> Attrib V43 0.16549831691056646
#> Attrib V44 0.10412627380293951
#> Attrib V45 0.26320466124444686
#> Attrib V46 0.24498979632826573
#> Attrib V47 0.009604892263276772
#> Attrib V48 0.18501461766057226
#> Attrib V49 0.3778582235445407
#> Attrib V5 0.050535117146837144
#> Attrib V50 -0.5461728215646439
#> Attrib V51 -0.2191351808554351
#> Attrib V52 0.052246564310767865
#> Attrib V53 0.24984444449076035
#> Attrib V54 0.10383448199402258
#> Attrib V55 -0.05777944510761946
#> Attrib V56 0.036228410495917296
#> Attrib V57 -0.019402478900836018
#> Attrib V58 0.01815079446346343
#> Attrib V59 0.30205545201197226
#> Attrib V6 -0.27181120350921223
#> Attrib V60 0.2966230926803427
#> Attrib V7 -0.3057187605048404
#> Attrib V8 -0.12173435544737679
#> Attrib V9 0.4262747213439739
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.37799559377179415
#> Attrib V1 0.09872975260161608
#> Attrib V10 -0.34948110489127054
#> Attrib V11 -0.633679929856551
#> Attrib V12 -0.5592296057767507
#> Attrib V13 -0.2502240122407582
#> Attrib V14 0.21927127487762432
#> Attrib V15 0.25324218004179255
#> Attrib V16 0.13352853654174054
#> Attrib V17 0.48453631520936236
#> Attrib V18 0.3510750952726222
#> Attrib V19 -0.4916836535615335
#> Attrib V2 0.3598436407269562
#> Attrib V20 -0.14023705060639394
#> Attrib V21 -0.21874299997612412
#> Attrib V22 -0.1868429753050919
#> Attrib V23 0.013465034854036958
#> Attrib V24 -0.6107537533886435
#> Attrib V25 0.06725539649518772
#> Attrib V26 0.03956638504532083
#> Attrib V27 -0.44370301380026095
#> Attrib V28 -0.48293244623509746
#> Attrib V29 0.1520727674280362
#> Attrib V3 -0.01703384502541736
#> Attrib V30 -0.28807595249379925
#> Attrib V31 0.5790884978834612
#> Attrib V32 -0.04322122842150575
#> Attrib V33 -0.16404048942542487
#> Attrib V34 -0.042899975036663464
#> Attrib V35 -0.05649513499663407
#> Attrib V36 0.4053792788071488
#> Attrib V37 0.7658946149922304
#> Attrib V38 -0.3793830007353132
#> Attrib V39 -0.22497195334521203
#> Attrib V4 -0.08420621957571287
#> Attrib V40 0.1686685658195332
#> Attrib V41 -0.013228494196967068
#> Attrib V42 -0.16915864820257132
#> Attrib V43 -0.18230057173007247
#> Attrib V44 -0.22146857337106773
#> Attrib V45 -0.28966756073784294
#> Attrib V46 -0.4312283173007024
#> Attrib V47 -0.14139379041350547
#> Attrib V48 -0.38160393895521544
#> Attrib V49 -0.772027434261299
#> Attrib V5 -0.23974505098975507
#> Attrib V50 0.8081259305675247
#> Attrib V51 0.17802964855717313
#> Attrib V52 -0.12089616931272334
#> Attrib V53 -0.24010047472694546
#> Attrib V54 0.050492928760289206
#> Attrib V55 0.2968094536358333
#> Attrib V56 0.07793210881594533
#> Attrib V57 0.2120908003161815
#> Attrib V58 -0.02491701199078625
#> Attrib V59 -0.25685228472044885
#> Attrib V6 0.3577083249810421
#> Attrib V60 -0.2752211904253581
#> Attrib V7 0.3535346502549726
#> Attrib V8 0.09864597955255945
#> Attrib V9 -0.8473172435465091
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.24348683647953812
#> Attrib V1 0.2600802547952601
#> Attrib V10 -0.30614392268268154
#> Attrib V11 0.11188256991325417
#> Attrib V12 0.21758035989183908
#> Attrib V13 -0.030047603810974412
#> Attrib V14 -0.08899344753778024
#> Attrib V15 0.19069098406361704
#> Attrib V16 0.2042533675190438
#> Attrib V17 0.0042540718069309464
#> Attrib V18 -0.14662339146981773
#> Attrib V19 0.15587914625077365
#> Attrib V2 -0.021112524598043064
#> Attrib V20 0.3011568857214974
#> Attrib V21 0.2731235900161019
#> Attrib V22 0.07824164018953844
#> Attrib V23 -0.13881192638076548
#> Attrib V24 0.29279063327589794
#> Attrib V25 -0.3107161780487218
#> Attrib V26 -0.514030160534523
#> Attrib V27 -0.3236305141083306
#> Attrib V28 -0.3874144830091841
#> Attrib V29 -0.8163679497811869
#> Attrib V3 0.01865331111763334
#> Attrib V30 -0.11921500154928359
#> Attrib V31 -0.5553781481950593
#> Attrib V32 -0.29628668608898584
#> Attrib V33 0.08725767144858462
#> Attrib V34 0.08418589547893288
#> Attrib V35 0.11918946960594111
#> Attrib V36 -0.22104066078428974
#> Attrib V37 -0.4174503244070285
#> Attrib V38 0.4456076408833374
#> Attrib V39 0.15984669162308235
#> Attrib V4 0.07658728268236892
#> Attrib V40 -0.28462430526511484
#> Attrib V41 -0.35917796983641015
#> Attrib V42 0.05660878790777006
#> Attrib V43 0.28462403051739593
#> Attrib V44 0.26964271397947936
#> Attrib V45 0.24683079745103828
#> Attrib V46 0.15879633781586597
#> Attrib V47 -0.1699521800229188
#> Attrib V48 0.0958618999690551
#> Attrib V49 0.2580479783190538
#> Attrib V5 0.026905227472042288
#> Attrib V50 -0.5273992874709243
#> Attrib V51 -0.38867168673459673
#> Attrib V52 -0.11100616239083932
#> Attrib V53 0.3397104367199983
#> Attrib V54 0.5619987230850139
#> Attrib V55 0.1499071172823494
#> Attrib V56 0.37162295274054863
#> Attrib V57 0.28261971175984335
#> Attrib V58 0.20702323676608106
#> Attrib V59 0.535368078298094
#> Attrib V6 -0.33890020827945055
#> Attrib V60 0.5435445710818698
#> Attrib V7 -0.1909918801736734
#> Attrib V8 -0.12073312608210021
#> Attrib V9 0.2554015742297606
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.11045553648091656
#> Attrib V1 0.14610744057649086
#> Attrib V10 -0.04086517519205545
#> Attrib V11 0.0749230241192663
#> Attrib V12 0.09680247096171171
#> Attrib V13 -0.04425945034934384
#> Attrib V14 0.04655539791999666
#> Attrib V15 0.02208636012201575
#> Attrib V16 0.0569929758264542
#> Attrib V17 -0.07858501790327288
#> Attrib V18 -0.02853355085062369
#> Attrib V19 -0.048910613540149174
#> Attrib V2 0.02919282872366966
#> Attrib V20 -0.08699527828200479
#> Attrib V21 -0.09165525213571706
#> Attrib V22 -0.1475967420501458
#> Attrib V23 -0.14096315526309303
#> Attrib V24 -0.05466225596861675
#> Attrib V25 -0.14741404113304665
#> Attrib V26 -0.13831337980822464
#> Attrib V27 0.0013385346297004415
#> Attrib V28 0.06276533707708136
#> Attrib V29 -0.061394887920496355
#> Attrib V3 0.12283049385758918
#> Attrib V30 0.08184108928705396
#> Attrib V31 -0.039522965487975785
#> Attrib V32 0.01899749391759393
#> Attrib V33 0.056289291500477664
#> Attrib V34 0.05374733695019104
#> Attrib V35 0.08896395233165312
#> Attrib V36 0.06886806973601409
#> Attrib V37 -0.016302439509312688
#> Attrib V38 0.08704177452137393
#> Attrib V39 0.09468335264722726
#> Attrib V4 0.10407042673400377
#> Attrib V40 -0.04084161568961052
#> Attrib V41 -0.046430364036546615
#> Attrib V42 0.029986956797985374
#> Attrib V43 0.014646572491772378
#> Attrib V44 0.06713580338285703
#> Attrib V45 0.14132335674984095
#> Attrib V46 0.118118416688307
#> Attrib V47 0.05911170248876317
#> Attrib V48 0.08189391454623501
#> Attrib V49 0.16745454320695968
#> Attrib V5 0.11492861441093491
#> Attrib V50 -0.07729039632951136
#> Attrib V51 0.032458182645690316
#> Attrib V52 0.12291699951918818
#> Attrib V53 0.1447708807256236
#> Attrib V54 0.06969553291408276
#> Attrib V55 0.10195023011663285
#> Attrib V56 0.10179077577305816
#> Attrib V57 0.16138628742812472
#> Attrib V58 0.1557010789283917
#> Attrib V59 0.17624851763651855
#> Attrib V6 0.0321729908632767
#> Attrib V60 0.19882701624615068
#> Attrib V7 -0.017542761879440753
#> Attrib V8 0.07349090687299294
#> Attrib V9 0.1348252862334477
#> 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
#> 0.115942