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 -0.40757551460581365
#> Node 2 2.1853879450063802
#> Node 3 1.564052975274061
#> Node 4 -0.015277850666121393
#> Node 5 -2.0954701526344626
#> Node 6 0.9912919015961706
#> Node 7 3.6753935458565583
#> Node 8 0.6798950042693463
#> Node 9 2.817390906616512
#> Node 10 -2.793343376401645
#> Node 11 0.4072275434862461
#> Node 12 1.766817536988716
#> Node 13 1.2609200496043003
#> Node 14 1.5433278282934808
#> Node 15 -2.0623149998464285
#> Node 16 -0.9349513305572666
#> Node 17 0.038612585393933634
#> Node 18 1.0627852078992754
#> Node 19 2.224105452958948
#> Node 20 1.4378162388876594
#> Node 21 -1.7281289572388787
#> Node 22 0.3475088877820215
#> Node 23 2.231227580386471
#> Node 24 -1.1759614810274335
#> Node 25 4.214681695177871
#> Node 26 -0.06606999313161305
#> Node 27 1.600559107454616
#> Node 28 -2.0952950806008164
#> Node 29 1.1950521531835478
#> Node 30 0.44141893608436616
#> Node 31 0.36524764939831156
#> Node 32 -0.12283868353082822
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.4320830485697135
#> Node 2 -2.222279959479643
#> Node 3 -1.5363160299093077
#> Node 4 0.05121946493831411
#> Node 5 2.110220166881784
#> Node 6 -0.9635465496676334
#> Node 7 -3.6867217236237972
#> Node 8 -0.7127429224016746
#> Node 9 -2.8283629751335253
#> Node 10 2.7487346628626192
#> Node 11 -0.3752331167958733
#> Node 12 -1.8303629233647103
#> Node 13 -1.1991203459659665
#> Node 14 -1.4621191265719937
#> Node 15 2.0615324638385806
#> Node 16 0.9160372182755433
#> Node 17 -0.010432072693018886
#> Node 18 -1.0154466048636168
#> Node 19 -2.2280041878301526
#> Node 20 -1.4328201782463006
#> Node 21 1.7852507507585749
#> Node 22 -0.3984654965272227
#> Node 23 -2.2620914504910523
#> Node 24 1.1607435507293928
#> Node 25 -4.221396852329059
#> Node 26 -0.021425261275631352
#> Node 27 -1.6394419900089026
#> Node 28 2.050438759634597
#> Node 29 -1.2221868408012508
#> Node 30 -0.3652765543189268
#> Node 31 -0.31022508157337325
#> Node 32 0.09966663479096914
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold -0.27912181023631755
#> Attrib V1 0.30915353002225565
#> Attrib V10 -0.2845532662345373
#> Attrib V11 0.029419232978030372
#> Attrib V12 -0.011867820152050101
#> Attrib V13 -0.5522454384242943
#> Attrib V14 -0.37476617335452095
#> Attrib V15 0.18215566869383393
#> Attrib V16 0.05584856057086132
#> Attrib V17 0.14036385464266204
#> Attrib V18 -0.2886914857644229
#> Attrib V19 0.16460414358482886
#> Attrib V2 0.32069402032512184
#> Attrib V20 1.0165187562658389
#> Attrib V21 1.0340555349994305
#> Attrib V22 0.3316952074393624
#> Attrib V23 0.10839694957744934
#> Attrib V24 0.27787783642819924
#> Attrib V25 -0.41901914782424626
#> Attrib V26 -0.8216003542199336
#> Attrib V27 -1.0432069499562882
#> Attrib V28 -0.7381347682607932
#> Attrib V29 -0.3671588280117288
#> Attrib V3 0.42468827215773247
#> Attrib V30 0.1327086034053602
#> Attrib V31 -1.1310567497412751
#> Attrib V32 -0.7950134689136787
#> Attrib V33 -0.21600303358090966
#> Attrib V34 -0.14553036578968667
#> Attrib V35 -0.2077864306489278
#> Attrib V36 -0.9109630054335439
#> Attrib V37 -0.9181932164499691
#> Attrib V38 0.2433130421511269
#> Attrib V39 0.3929937189678793
#> Attrib V4 0.4078947806706752
#> Attrib V40 -0.42352780417316443
#> Attrib V41 -0.11915787196347878
#> Attrib V42 0.47980565004397474
#> Attrib V43 0.2875434422511873
#> Attrib V44 0.22624851655592274
#> Attrib V45 0.49656643330869626
#> Attrib V46 0.06005608690675773
#> Attrib V47 -0.22902439572071595
#> Attrib V48 0.13560704346153968
#> Attrib V49 -0.04434582873521321
#> Attrib V5 -0.19568383490327101
#> Attrib V50 -0.4545270447793746
#> Attrib V51 0.09455362836304179
#> Attrib V52 0.4080791674577241
#> Attrib V53 0.3508837506093732
#> Attrib V54 0.30699295077879885
#> Attrib V55 0.4713299405234335
#> Attrib V56 0.9338164253974643
#> Attrib V57 0.5512221243939857
#> Attrib V58 0.5462438698427668
#> Attrib V59 0.7417115770936116
#> Attrib V6 -0.13968143824106286
#> Attrib V60 0.10393043029279564
#> Attrib V7 -0.4745815738709925
#> Attrib V8 0.10303955393586932
#> Attrib V9 0.21829327253271644
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold -0.19697323552800172
#> Attrib V1 0.21409467366471005
#> Attrib V10 -0.199074939225324
#> Attrib V11 0.008098055878581272
#> Attrib V12 0.006060439316661784
#> Attrib V13 -0.38066449708653993
#> Attrib V14 -0.2654481584758863
#> Attrib V15 0.2174477438533835
#> Attrib V16 0.061816225123529606
#> Attrib V17 0.1205381693743131
#> Attrib V18 -0.2541167157554412
#> Attrib V19 0.18561417796997015
#> Attrib V2 0.30830889335607803
#> Attrib V20 0.7204650676296834
#> Attrib V21 0.6861727523679892
#> Attrib V22 0.27773244667648345
#> Attrib V23 0.09911764755208574
#> Attrib V24 0.21516780241026817
#> Attrib V25 -0.27320897164462155
#> Attrib V26 -0.6120888576176271
#> Attrib V27 -0.7867158052610668
#> Attrib V28 -0.5555869593841665
#> Attrib V29 -0.3698305660014568
#> Attrib V3 0.3311023355727027
#> Attrib V30 0.09667345821046915
#> Attrib V31 -0.7565325999850016
#> Attrib V32 -0.5210758123948095
#> Attrib V33 -0.11363287687680335
#> Attrib V34 -0.1370323748769546
#> Attrib V35 -0.14925938082436382
#> Attrib V36 -0.6889084198905958
#> Attrib V37 -0.7031387309064492
#> Attrib V38 0.10486893177477918
#> Attrib V39 0.28845473779626757
#> Attrib V4 0.32225779318400943
#> Attrib V40 -0.3053351891138207
#> Attrib V41 -0.08201435538206552
#> Attrib V42 0.31383074072273653
#> Attrib V43 0.14637212661337057
#> Attrib V44 0.12804073084128653
#> Attrib V45 0.33767292996202675
#> Attrib V46 0.03122137536937682
#> Attrib V47 -0.13389678620055767
#> Attrib V48 0.0700868922380287
#> Attrib V49 -0.023210624296546842
#> Attrib V5 -0.15070002349090722
#> Attrib V50 -0.3255510558547961
#> Attrib V51 0.04535428980203094
#> Attrib V52 0.3463577247867259
#> Attrib V53 0.2725080743652471
#> Attrib V54 0.2539742957629716
#> Attrib V55 0.39190685478415804
#> Attrib V56 0.7080801223173627
#> Attrib V57 0.45293344557436466
#> Attrib V58 0.5038068370056555
#> Attrib V59 0.564424501043183
#> Attrib V6 -0.11430880382885693
#> Attrib V60 0.08970556628297999
#> Attrib V7 -0.42458142393609505
#> Attrib V8 0.10146981943575736
#> Attrib V9 0.1651950717616754
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.2022825839207394
#> Attrib V1 0.034824967205454666
#> Attrib V10 0.0037907870831013985
#> Attrib V11 -0.006271438332000303
#> Attrib V12 -0.013288960459113736
#> Attrib V13 0.0470490470207914
#> Attrib V14 0.08098553390592488
#> Attrib V15 0.06939155767656506
#> Attrib V16 0.012801935844738117
#> Attrib V17 0.011272570517854536
#> Attrib V18 -0.027472091650456866
#> Attrib V19 -0.014310000889241547
#> Attrib V2 0.024186936071706026
#> Attrib V20 -0.012631723288671681
#> Attrib V21 0.017670550209768997
#> Attrib V22 -0.078763494088665
#> Attrib V23 -0.06108426299597514
#> Attrib V24 -0.09348728167273271
#> Attrib V25 -0.0886597430071167
#> Attrib V26 -0.05497915701654235
#> Attrib V27 -0.10339112071596898
#> Attrib V28 -0.032724141138694963
#> Attrib V29 -0.02812729471790807
#> Attrib V3 0.1351050187903849
#> Attrib V30 -0.023269335181298118
#> Attrib V31 -0.023991331173015187
#> Attrib V32 -0.01408277683286494
#> Attrib V33 0.059424104850663344
#> Attrib V34 0.06088153425658753
#> Attrib V35 0.0778025908249819
#> Attrib V36 0.05105048692459809
#> Attrib V37 0.052861855687429855
#> Attrib V38 0.0021499277430369473
#> Attrib V39 0.060597543055529335
#> Attrib V4 0.06391683719415857
#> Attrib V40 0.09156970759482444
#> Attrib V41 0.07929081397816086
#> Attrib V42 0.12181401893219854
#> Attrib V43 0.019387739890622268
#> Attrib V44 0.027294729850134532
#> Attrib V45 0.08264698407626936
#> Attrib V46 -7.886184639296846E-4
#> Attrib V47 0.01128848089274439
#> Attrib V48 0.034792876838241366
#> Attrib V49 0.047191756814941116
#> Attrib V5 0.09340087984602242
#> Attrib V50 0.07149992025605272
#> Attrib V51 0.09839428228489334
#> Attrib V52 0.022992323553675774
#> Attrib V53 0.1044463744575533
#> Attrib V54 0.01303489139497581
#> Attrib V55 0.04266697325577664
#> Attrib V56 0.11885568018356674
#> Attrib V57 0.14257600327421213
#> Attrib V58 0.0918299578104968
#> Attrib V59 0.10040296470529529
#> Attrib V6 0.022831799826059315
#> Attrib V60 0.05860233571069057
#> Attrib V7 0.04261077580464114
#> Attrib V8 0.017255220974889435
#> Attrib V9 0.04692129028179956
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.3445215477258938
#> Attrib V1 0.1417932526331777
#> Attrib V10 -0.13367928295998516
#> Attrib V11 -0.6505341425225322
#> Attrib V12 -0.7616636943939621
#> Attrib V13 0.21691475887849962
#> Attrib V14 0.6913320916263567
#> Attrib V15 0.3693457042609672
#> Attrib V16 0.19442574646172914
#> Attrib V17 0.10414141314361748
#> Attrib V18 0.6621722967780909
#> Attrib V19 -0.11646910425455072
#> Attrib V2 -0.0893412387300212
#> Attrib V20 -0.5612302502975138
#> Attrib V21 -0.385709911295352
#> Attrib V22 -0.14522823770153476
#> Attrib V23 -0.013402837277761023
#> Attrib V24 -0.5514618606107023
#> Attrib V25 0.014251083908700533
#> Attrib V26 0.1593655614648169
#> Attrib V27 0.45111061936685826
#> Attrib V28 -0.11072509954434352
#> Attrib V29 -0.3589490274465519
#> Attrib V3 0.05330606211754872
#> Attrib V30 -0.5191108242605426
#> Attrib V31 0.9137576475566446
#> Attrib V32 0.31418380954630815
#> Attrib V33 0.24866558248805015
#> Attrib V34 0.08540668617374922
#> Attrib V35 -0.016019002405388977
#> Attrib V36 0.6578317858496946
#> Attrib V37 0.7076936339869091
#> Attrib V38 -0.3672315292728023
#> Attrib V39 -0.7128716355619581
#> Attrib V4 -0.17411758489882798
#> Attrib V40 0.28089073513888657
#> Attrib V41 -0.2550971903701308
#> Attrib V42 -0.2028148968968152
#> Attrib V43 -0.030680458159163235
#> Attrib V44 -0.15736268892488803
#> Attrib V45 -0.5722516231101593
#> Attrib V46 -0.14680735565400324
#> Attrib V47 0.04748711778358515
#> Attrib V48 -0.680903960564736
#> Attrib V49 -0.2767080208620298
#> Attrib V5 0.42367631027209923
#> Attrib V50 1.1703299261669755
#> Attrib V51 -0.32487043909984437
#> Attrib V52 -0.7739331039691041
#> Attrib V53 -0.03684111403332995
#> Attrib V54 0.8011389173346946
#> Attrib V55 0.17381161878791032
#> Attrib V56 -0.29614189938821
#> Attrib V57 -0.0188846586414012
#> Attrib V58 -0.24580227184907869
#> Attrib V59 -0.46256370093240623
#> Attrib V6 0.15885826534325112
#> Attrib V60 0.18697873344049473
#> Attrib V7 1.0422830962271248
#> Attrib V8 0.036374789304363
#> Attrib V9 -0.5101138934738042
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold -0.13740081559985884
#> Attrib V1 0.18887293750267478
#> Attrib V10 -0.18078136654763016
#> Attrib V11 0.03281100846672031
#> Attrib V12 0.034585964668711895
#> Attrib V13 -0.2963176360043291
#> Attrib V14 -0.19438648909609413
#> Attrib V15 0.07999584701135709
#> Attrib V16 0.11627316831035232
#> Attrib V17 0.07627356470253037
#> Attrib V18 -0.11491041229510264
#> Attrib V19 0.13836014492930337
#> Attrib V2 0.1724113223334628
#> Attrib V20 0.4971647446077007
#> Attrib V21 0.4887179475888273
#> Attrib V22 0.12328650034430376
#> Attrib V23 0.038566766902658416
#> Attrib V24 0.18068632410721414
#> Attrib V25 -0.13155973572737054
#> Attrib V26 -0.3531911795614978
#> Attrib V27 -0.4896783074196705
#> Attrib V28 -0.41499450761368023
#> Attrib V29 -0.25801217968343654
#> Attrib V3 0.21480307712830213
#> Attrib V30 0.03439089267614887
#> Attrib V31 -0.5169666744020042
#> Attrib V32 -0.28487623944463636
#> Attrib V33 -0.014693198589069829
#> Attrib V34 -0.0373426527823516
#> Attrib V35 -0.05534020246335891
#> Attrib V36 -0.5025197717081092
#> Attrib V37 -0.5343813411302718
#> Attrib V38 0.032247821574545074
#> Attrib V39 0.17114639806472992
#> Attrib V4 0.24973334934000793
#> Attrib V40 -0.22043650589683456
#> Attrib V41 0.021701469213654068
#> Attrib V42 0.24666238298254656
#> Attrib V43 0.058036277520602635
#> Attrib V44 -0.011348462071712145
#> Attrib V45 0.21596494321669535
#> Attrib V46 0.01851327247819044
#> Attrib V47 -0.1223753835634248
#> Attrib V48 0.05827356489557483
#> Attrib V49 0.024649410360201317
#> Attrib V5 -0.11258402265399366
#> Attrib V50 -0.19863973521288245
#> Attrib V51 0.0883416122024652
#> Attrib V52 0.18602294853427612
#> Attrib V53 0.26542871958777076
#> Attrib V54 0.08714034093293375
#> Attrib V55 0.24647768731775568
#> Attrib V56 0.48100199509963104
#> Attrib V57 0.33228851716876895
#> Attrib V58 0.3840759912071855
#> Attrib V59 0.46164366034271065
#> Attrib V6 -0.03845918442430661
#> Attrib V60 0.09317444371279916
#> Attrib V7 -0.2934828923196514
#> Attrib V8 0.09433458263212559
#> Attrib V9 0.18402603155552377
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.22428505772196447
#> Attrib V1 -0.029003511777481224
#> Attrib V10 1.200380108205597
#> Attrib V11 1.6271269736853602
#> Attrib V12 1.5645193487469058
#> Attrib V13 0.6572651677558061
#> Attrib V14 -0.3066684482376612
#> Attrib V15 -0.8369220369538556
#> Attrib V16 -0.4765046762307949
#> Attrib V17 -0.4958934328157728
#> Attrib V18 -0.5962721178497519
#> Attrib V19 0.06640405333639832
#> Attrib V2 0.3470446559231843
#> Attrib V20 -0.040468080109233376
#> Attrib V21 0.05226449196204858
#> Attrib V22 0.31749985199426695
#> Attrib V23 0.41595956719841015
#> Attrib V24 0.7971678483749054
#> Attrib V25 0.8977839486848213
#> Attrib V26 1.4167492334970406
#> Attrib V27 1.0790556380518275
#> Attrib V28 1.2008659058657014
#> Attrib V29 0.7979812011878243
#> Attrib V3 0.20898398843261842
#> Attrib V30 0.22800202817560827
#> Attrib V31 -0.5684684615968397
#> Attrib V32 0.0032964155198569123
#> Attrib V33 -0.5216876889604568
#> Attrib V34 -0.22265129184535082
#> Attrib V35 0.19010635537639498
#> Attrib V36 -0.29019096520193893
#> Attrib V37 -0.5011171571376246
#> Attrib V38 -0.08394355704209806
#> Attrib V39 0.5395938627073671
#> Attrib V4 0.26414969245869424
#> Attrib V40 0.46178481011746175
#> Attrib V41 1.1382086699261056
#> Attrib V42 0.08952178032630435
#> Attrib V43 -0.23336379166242385
#> Attrib V44 0.14286496637964666
#> Attrib V45 0.3787298604665269
#> Attrib V46 0.3984858951572898
#> Attrib V47 0.49106121890900056
#> Attrib V48 0.9850229356481536
#> Attrib V49 0.6467360260862551
#> Attrib V5 0.34588650483565364
#> Attrib V50 -0.7797478064965567
#> Attrib V51 0.8440455471413378
#> Attrib V52 1.01903555503368
#> Attrib V53 0.49579802171628284
#> Attrib V54 -0.9283232899654986
#> Attrib V55 -0.7885267765312454
#> Attrib V56 -0.45324654894409944
#> Attrib V57 -0.4591607041967297
#> Attrib V58 0.016485931645017774
#> Attrib V59 0.17320859988728857
#> Attrib V6 0.6214209128582212
#> Attrib V60 -0.08618692831482651
#> Attrib V7 -0.5229674859569547
#> Attrib V8 0.12607499518941312
#> Attrib V9 0.9321027578251132
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold -0.03750196053400092
#> Attrib V1 0.07879527292068095
#> Attrib V10 -0.07581394888326203
#> Attrib V11 0.11425438274183128
#> Attrib V12 0.05494620736629265
#> Attrib V13 -0.13643598513856356
#> Attrib V14 -0.16887571163544432
#> Attrib V15 0.04152327462531199
#> Attrib V16 0.07609544590910318
#> Attrib V17 0.027561725369169884
#> Attrib V18 -0.18894759033635206
#> Attrib V19 0.07711147648131132
#> Attrib V2 0.13929775542638123
#> Attrib V20 0.2682895577085531
#> Attrib V21 0.2855520970244443
#> Attrib V22 0.005278169009066285
#> Attrib V23 -0.05774765535094837
#> Attrib V24 0.14982180727355718
#> Attrib V25 -0.08496046364051626
#> Attrib V26 -0.1554335343083042
#> Attrib V27 -0.26663853643781515
#> Attrib V28 -0.1562459521807888
#> Attrib V29 -0.08098860187688627
#> Attrib V3 0.16074632252279397
#> Attrib V30 0.0877022217620193
#> Attrib V31 -0.3648615817459295
#> Attrib V32 -0.22874483948943145
#> Attrib V33 -0.052616194468011454
#> Attrib V34 -0.037165190578268927
#> Attrib V35 -0.055276587074367514
#> Attrib V36 -0.32600322634909135
#> Attrib V37 -0.39912993498512056
#> Attrib V38 0.0849040582299482
#> Attrib V39 0.15107323102851844
#> Attrib V4 0.24075787799552575
#> Attrib V40 -0.13535111178077747
#> Attrib V41 -0.005218850784706273
#> Attrib V42 0.06195533292459317
#> Attrib V43 0.03911619895071846
#> Attrib V44 0.10822507692244941
#> Attrib V45 0.22503989419824547
#> Attrib V46 0.06561202211286542
#> Attrib V47 -0.04642669803658984
#> Attrib V48 0.1667864768226773
#> Attrib V49 0.07570880009879387
#> Attrib V5 -0.0678586926583287
#> Attrib V50 -0.2514801873056694
#> Attrib V51 0.042821498319692036
#> Attrib V52 0.19436664296876557
#> Attrib V53 0.29569674474833574
#> Attrib V54 0.06316596772512234
#> Attrib V55 0.19678262140542943
#> Attrib V56 0.2881085470519898
#> Attrib V57 0.27416730700409936
#> Attrib V58 0.25607457809706
#> Attrib V59 0.36364227723813364
#> Attrib V6 -0.08865980678607577
#> Attrib V60 0.07017178257452902
#> Attrib V7 -0.25316979123817807
#> Attrib V8 0.008194166782835466
#> Attrib V9 0.1144098688236664
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.1273942670464679
#> Attrib V1 -0.08091327462637413
#> Attrib V10 0.9986130497746214
#> Attrib V11 1.339618139507281
#> Attrib V12 1.3136698462652385
#> Attrib V13 0.5432091850870409
#> Attrib V14 -0.3583739304446089
#> Attrib V15 -0.7360999038694629
#> Attrib V16 -0.38509115399417443
#> Attrib V17 -0.3729675866582126
#> Attrib V18 -0.5220651653247971
#> Attrib V19 0.01023525106662029
#> Attrib V2 0.09860273150191749
#> Attrib V20 -0.09892250559077552
#> Attrib V21 0.010206804013953031
#> Attrib V22 0.1594620136654157
#> Attrib V23 0.15741285719357517
#> Attrib V24 0.5949653842997455
#> Attrib V25 0.7336931376652365
#> Attrib V26 1.1574341981227243
#> Attrib V27 0.8423297442668626
#> Attrib V28 0.9010300173251716
#> Attrib V29 0.4833319763146131
#> Attrib V3 0.0649035469164295
#> Attrib V30 0.2311101187904021
#> Attrib V31 -0.36639783109241786
#> Attrib V32 0.22495394065619762
#> Attrib V33 -0.2004565818006714
#> Attrib V34 0.01849369034678475
#> Attrib V35 0.2545783927488451
#> Attrib V36 -0.17997009057556362
#> Attrib V37 -0.5327312725757121
#> Attrib V38 -0.06727197353546424
#> Attrib V39 0.46079702880788415
#> Attrib V4 0.257654682983429
#> Attrib V40 0.23523397662369294
#> Attrib V41 0.8127781114789723
#> Attrib V42 -0.03499287483351364
#> Attrib V43 -0.17689449501314206
#> Attrib V44 0.0029589048583935755
#> Attrib V45 0.31225887859300583
#> Attrib V46 0.3201230562700286
#> Attrib V47 0.39217321435132024
#> Attrib V48 0.866993292460465
#> Attrib V49 0.6614596673027887
#> Attrib V5 0.15142481210028905
#> Attrib V50 -0.6242270230636757
#> Attrib V51 0.7090056473622266
#> Attrib V52 0.7849350156650146
#> Attrib V53 0.3721363891490316
#> Attrib V54 -0.9031915635617344
#> Attrib V55 -0.4343810059199193
#> Attrib V56 -0.3180906791073981
#> Attrib V57 -0.40313368136202893
#> Attrib V58 0.14849547554897677
#> Attrib V59 0.2657471097886033
#> Attrib V6 0.33912681584963555
#> Attrib V60 -0.12119802943441335
#> Attrib V7 -0.5733591816451657
#> Attrib V8 0.20977200266863544
#> Attrib V9 0.7801244655189638
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.19105756942210433
#> Attrib V1 0.11994011284662796
#> Attrib V10 -0.8183604976016778
#> Attrib V11 -1.2606259573069207
#> Attrib V12 -1.12754384210475
#> Attrib V13 -0.28871764120831317
#> Attrib V14 0.5170385630640159
#> Attrib V15 0.709322441204708
#> Attrib V16 0.45320769831699
#> Attrib V17 0.3479936776400634
#> Attrib V18 0.67077474640086
#> Attrib V19 -0.14172333898547781
#> Attrib V2 -0.03170871382084609
#> Attrib V20 -0.14097723643431648
#> Attrib V21 -0.1047609567859007
#> Attrib V22 -0.206210668474384
#> Attrib V23 -0.1717687145142071
#> Attrib V24 -0.6959670782089055
#> Attrib V25 -0.6205723251962483
#> Attrib V26 -0.9281385232487952
#> Attrib V27 -0.5352842837862325
#> Attrib V28 -0.7693775348572408
#> Attrib V29 -0.6337169514357174
#> Attrib V3 -0.009620967874625089
#> Attrib V30 -0.5052455081665391
#> Attrib V31 0.43252981687183917
#> Attrib V32 -0.2731692788212522
#> Attrib V33 0.21779959972802704
#> Attrib V34 0.08435439918253543
#> Attrib V35 -0.24580188625411323
#> Attrib V36 0.250524351534656
#> Attrib V37 0.613334504744782
#> Attrib V38 -0.06109804605248588
#> Attrib V39 -0.6125965136404697
#> Attrib V4 -0.372739719150048
#> Attrib V40 -0.05336919188847812
#> Attrib V41 -0.7401498500597521
#> Attrib V42 -0.16359589882156672
#> Attrib V43 0.11601415733245601
#> Attrib V44 -0.12211721612177205
#> Attrib V45 -0.40895546420190315
#> Attrib V46 -0.22327898348595046
#> Attrib V47 -0.37942767727734383
#> Attrib V48 -1.1409723102033245
#> Attrib V49 -0.7767385553748055
#> Attrib V5 -0.18420114958848816
#> Attrib V50 0.8583132142064233
#> Attrib V51 -0.8322990536103441
#> Attrib V52 -0.9185970942498708
#> Attrib V53 -0.009166303277380106
#> Attrib V54 0.9482972610900364
#> Attrib V55 0.24916109144342122
#> Attrib V56 0.0405749712739154
#> Attrib V57 0.3285364712731349
#> Attrib V58 -0.14294372971389324
#> Attrib V59 -0.47522647426931036
#> Attrib V6 -0.09521243675615335
#> Attrib V60 0.25491492447397596
#> Attrib V7 0.8955814330909444
#> Attrib V8 -0.11650585047917936
#> Attrib V9 -0.7993563579817606
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold -0.13371328756508977
#> Attrib V1 0.050931978025833616
#> Attrib V10 -0.0414122830954922
#> Attrib V11 0.07306813495952347
#> Attrib V12 0.07620009428182072
#> Attrib V13 -0.11709872493383909
#> Attrib V14 -0.08086101930237384
#> Attrib V15 -5.289141947881331E-4
#> Attrib V16 0.0037061323073992332
#> Attrib V17 0.03296251779629931
#> Attrib V18 -0.0983464032665946
#> Attrib V19 -0.011383657147160397
#> Attrib V2 0.023581133446337627
#> Attrib V20 0.1525778858009775
#> Attrib V21 0.07272693385048719
#> Attrib V22 -0.10362850326438192
#> Attrib V23 -0.12425990626553195
#> Attrib V24 -0.008821206416636135
#> Attrib V25 -0.05570696801872131
#> Attrib V26 -0.13770937468010108
#> Attrib V27 -0.15618683286173504
#> Attrib V28 -0.0736651394679452
#> Attrib V29 -0.0698887896362179
#> Attrib V3 0.07358018306081256
#> Attrib V30 0.07108686621022937
#> Attrib V31 -0.22736751572156766
#> Attrib V32 -0.1457440557259842
#> Attrib V33 -0.03446144522209047
#> Attrib V34 0.043150568577006256
#> Attrib V35 0.048598684934611835
#> Attrib V36 -0.15914834139447914
#> Attrib V37 -0.2269485206594107
#> Attrib V38 0.072869936815967
#> Attrib V39 0.09315977513994389
#> Attrib V4 0.13367753876690944
#> Attrib V40 -0.051077531221579195
#> Attrib V41 -0.0016550165574557734
#> Attrib V42 0.09622245995303234
#> Attrib V43 0.03934616287890893
#> Attrib V44 0.09836128899086156
#> Attrib V45 0.20772615609515466
#> Attrib V46 0.039597259659963684
#> Attrib V47 0.02068772901477323
#> Attrib V48 0.14203374951017816
#> Attrib V49 0.055141728981249236
#> Attrib V5 0.01815627816220712
#> Attrib V50 -0.06776554575926705
#> Attrib V51 0.13156132908065632
#> Attrib V52 0.10167551900591723
#> Attrib V53 0.17108071732768046
#> Attrib V54 0.09943190324257553
#> Attrib V55 0.1816708189343636
#> Attrib V56 0.2114880715880398
#> Attrib V57 0.20583601823785969
#> Attrib V58 0.23227979321533043
#> Attrib V59 0.19952928719284746
#> Attrib V6 -0.005900831040837528
#> Attrib V60 0.04359851685260631
#> Attrib V7 -0.17176013187063566
#> Attrib V8 0.07585676923668755
#> Attrib V9 0.09489229246275205
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold -0.18681989744496943
#> Attrib V1 0.2310260392066717
#> Attrib V10 -0.3035495090543514
#> Attrib V11 0.05034310909697755
#> Attrib V12 -0.07113143019308145
#> Attrib V13 -0.47844559249448854
#> Attrib V14 -0.3032323377232411
#> Attrib V15 0.17570109512202692
#> Attrib V16 0.10811699774954209
#> Attrib V17 0.13668422455113527
#> Attrib V18 -0.26218643020757854
#> Attrib V19 0.1900550757653199
#> Attrib V2 0.3437822177852816
#> Attrib V20 0.7905496702018805
#> Attrib V21 0.7953816960036753
#> Attrib V22 0.30899084510928104
#> Attrib V23 0.12271744617608518
#> Attrib V24 0.19882216494265562
#> Attrib V25 -0.3884358333518269
#> Attrib V26 -0.7127742917815388
#> Attrib V27 -0.8445598637606999
#> Attrib V28 -0.6636755534086517
#> Attrib V29 -0.30504280651450244
#> Attrib V3 0.30211553239498
#> Attrib V30 0.07394331303124536
#> Attrib V31 -0.9291986733602475
#> Attrib V32 -0.7128980654773597
#> Attrib V33 -0.14550886058100973
#> Attrib V34 -0.10167684072230393
#> Attrib V35 -0.17278405886473797
#> Attrib V36 -0.7561166354675892
#> Attrib V37 -0.7588649099478507
#> Attrib V38 0.1809927931856207
#> Attrib V39 0.27068782927110113
#> Attrib V4 0.3860512924781286
#> Attrib V40 -0.3340531175721058
#> Attrib V41 -0.1335755791467206
#> Attrib V42 0.323823645482284
#> Attrib V43 0.2374761192327207
#> Attrib V44 0.11430569522128572
#> Attrib V45 0.4365173283567183
#> Attrib V46 0.1142014199152466
#> Attrib V47 -0.19169280543722544
#> Attrib V48 0.10895476765018489
#> Attrib V49 -0.06437783558924232
#> Attrib V5 -0.16316444049753495
#> Attrib V50 -0.37453728180435397
#> Attrib V51 0.09521203795590932
#> Attrib V52 0.378413088226829
#> Attrib V53 0.3691935850173528
#> Attrib V54 0.29623559014525236
#> Attrib V55 0.38020934152909913
#> Attrib V56 0.7990803393614294
#> Attrib V57 0.5417921361496983
#> Attrib V58 0.5237812908876373
#> Attrib V59 0.6255547017568494
#> Attrib V6 -0.10655600838705598
#> Attrib V60 0.0988214892295313
#> Attrib V7 -0.37645618629283006
#> Attrib V8 0.10310079623886098
#> Attrib V9 0.20496812035483544
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.2480911081795388
#> Attrib V1 0.18779939761810102
#> Attrib V10 -0.20249034568764082
#> Attrib V11 0.05442246150431529
#> Attrib V12 0.010282592056382532
#> Attrib V13 -0.2722540329023463
#> Attrib V14 -0.2431313263220377
#> Attrib V15 0.07763968971978225
#> Attrib V16 0.042433919540937726
#> Attrib V17 0.1356731059004998
#> Attrib V18 -0.17483330151559973
#> Attrib V19 0.17093195368795439
#> Attrib V2 0.18044955573332339
#> Attrib V20 0.6421811364900784
#> Attrib V21 0.6084936561102327
#> Attrib V22 0.17475277426312721
#> Attrib V23 0.11660033830143285
#> Attrib V24 0.2222398201464087
#> Attrib V25 -0.17229837933023387
#> Attrib V26 -0.48759021601330477
#> Attrib V27 -0.6173320433993071
#> Attrib V28 -0.5087513861629581
#> Attrib V29 -0.26508086624957294
#> Attrib V3 0.2889222310025965
#> Attrib V30 0.05926821939979618
#> Attrib V31 -0.6922884367887301
#> Attrib V32 -0.4051230782153811
#> Attrib V33 -0.06950508140262349
#> Attrib V34 -0.00856362977383322
#> Attrib V35 -0.10502648336463251
#> Attrib V36 -0.5830414476789749
#> Attrib V37 -0.635431315467747
#> Attrib V38 0.07642230756466527
#> Attrib V39 0.2809691682762852
#> Attrib V4 0.28276679555202083
#> Attrib V40 -0.2393437047960136
#> Attrib V41 -0.036644731894810656
#> Attrib V42 0.28275488435395874
#> Attrib V43 0.06419972857052783
#> Attrib V44 0.01264218623977351
#> Attrib V45 0.23417891470489077
#> Attrib V46 0.038271496000047776
#> Attrib V47 -0.10228552378052487
#> Attrib V48 0.0941810801878775
#> Attrib V49 0.07131672161067638
#> Attrib V5 -0.1219950629251312
#> Attrib V50 -0.3004882601351009
#> Attrib V51 0.09189598743929978
#> Attrib V52 0.24025359629010665
#> Attrib V53 0.2409561880448641
#> Attrib V54 0.09609653740853305
#> Attrib V55 0.2974161384369683
#> Attrib V56 0.56745329803091
#> Attrib V57 0.3746437207554159
#> Attrib V58 0.4078666594975954
#> Attrib V59 0.544315765269775
#> Attrib V6 -0.06616808923165818
#> Attrib V60 0.1359196500829461
#> Attrib V7 -0.3190156781975198
#> Attrib V8 0.04422000810401254
#> Attrib V9 0.17347706747307215
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold -0.23612777972519572
#> Attrib V1 0.27854763004910416
#> Attrib V10 -0.2271900542840462
#> Attrib V11 0.03284636205751116
#> Attrib V12 -0.028730564078179734
#> Attrib V13 -0.4259381034840062
#> Attrib V14 -0.2807138127047187
#> Attrib V15 0.2171962218280724
#> Attrib V16 0.06478081266323282
#> Attrib V17 0.14426704685418404
#> Attrib V18 -0.1996005606128487
#> Attrib V19 0.1119365633844785
#> Attrib V2 0.3066285008725877
#> Attrib V20 0.6831386741492658
#> Attrib V21 0.6678220889927328
#> Attrib V22 0.2224741115121327
#> Attrib V23 0.10837379720095733
#> Attrib V24 0.15310150476642073
#> Attrib V25 -0.3094343057534533
#> Attrib V26 -0.5867094576870854
#> Attrib V27 -0.79998240761874
#> Attrib V28 -0.6343680411358387
#> Attrib V29 -0.37729538929362155
#> Attrib V3 0.2559659527342329
#> Attrib V30 0.03550454168671091
#> Attrib V31 -0.7353392833028369
#> Attrib V32 -0.5693564765817175
#> Attrib V33 -0.10724732323078914
#> Attrib V34 -0.1100089026524348
#> Attrib V35 -0.11549130622720848
#> Attrib V36 -0.6587877346532748
#> Attrib V37 -0.6107218111366862
#> Attrib V38 0.103603900479595
#> Attrib V39 0.2506240955130815
#> Attrib V4 0.2988160822806358
#> Attrib V40 -0.32093396893868226
#> Attrib V41 -0.15222442913093673
#> Attrib V42 0.2314969961960817
#> Attrib V43 0.11632309494666793
#> Attrib V44 0.13458931816613037
#> Attrib V45 0.2884334115130503
#> Attrib V46 0.07934300099454229
#> Attrib V47 -0.1686267286350189
#> Attrib V48 0.09560172181040348
#> Attrib V49 0.02377654046990248
#> Attrib V5 -0.17623334650864617
#> Attrib V50 -0.26735866648836726
#> Attrib V51 0.0384291210519009
#> Attrib V52 0.2788284789577705
#> Attrib V53 0.2818834888030631
#> Attrib V54 0.3054514656301731
#> Attrib V55 0.4049354279732723
#> Attrib V56 0.6864932838339312
#> Attrib V57 0.46721735901277006
#> Attrib V58 0.4753368923162182
#> Attrib V59 0.5140542977454334
#> Attrib V6 -0.08813055334327984
#> Attrib V60 0.1327118492767487
#> Attrib V7 -0.3549015450274759
#> Attrib V8 0.031316924780706044
#> Attrib V9 0.1699212678028204
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.15823410108808708
#> Attrib V1 -0.062094499160043844
#> Attrib V10 -0.24084936179902622
#> Attrib V11 -0.7133302406466756
#> Attrib V12 -0.612148317286799
#> Attrib V13 0.19006007086514057
#> Attrib V14 0.6713507507827475
#> Attrib V15 0.4328079740976045
#> Attrib V16 0.25413737809211256
#> Attrib V17 -0.012064440670472344
#> Attrib V18 0.505260414267394
#> Attrib V19 -0.25924075725582435
#> Attrib V2 -0.2490159646699109
#> Attrib V20 -0.7896850707613929
#> Attrib V21 -0.7460374869476785
#> Attrib V22 -0.4489760031417746
#> Attrib V23 -0.39957855089339955
#> Attrib V24 -0.6647207431349651
#> Attrib V25 -0.08852823432087482
#> Attrib V26 0.1558527817151749
#> Attrib V27 0.44376342739149865
#> Attrib V28 0.011930690731736865
#> Attrib V29 -0.3342684480162064
#> Attrib V3 -0.08062793619770202
#> Attrib V30 -0.6108446409232645
#> Attrib V31 0.9148959412425055
#> Attrib V32 0.34830181529329224
#> Attrib V33 0.19756676158207814
#> Attrib V34 0.14825053649380768
#> Attrib V35 -0.1113801724690794
#> Attrib V36 0.4514958793572447
#> Attrib V37 0.5830389927951349
#> Attrib V38 -0.4983734617543864
#> Attrib V39 -0.7366525135351164
#> Attrib V4 -0.22320924456035132
#> Attrib V40 0.326280575401183
#> Attrib V41 -0.23365255392078227
#> Attrib V42 -0.3233108246897442
#> Attrib V43 -0.11533091926519823
#> Attrib V44 -0.2730732725845016
#> Attrib V45 -0.5430126053193803
#> Attrib V46 -0.07310289364190937
#> Attrib V47 0.012592310028081331
#> Attrib V48 -0.5661964085267001
#> Attrib V49 -0.2702796199121548
#> Attrib V5 0.22230784025641595
#> Attrib V50 1.0316726837583392
#> Attrib V51 -0.3829321512829825
#> Attrib V52 -0.6917509349557195
#> Attrib V53 0.25028259153956395
#> Attrib V54 0.6908336559450421
#> Attrib V55 0.26860327157392627
#> Attrib V56 -0.42302591993726646
#> Attrib V57 0.010721976248990451
#> Attrib V58 -0.1101856268870021
#> Attrib V59 -0.4476107679668416
#> Attrib V6 -0.013279562118005683
#> Attrib V60 0.25927671784083445
#> Attrib V7 0.825764124515661
#> Attrib V8 0.02851264879391772
#> Attrib V9 -0.5757998154075203
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.1959403982377455
#> Attrib V1 0.0687309933540837
#> Attrib V10 -0.04469344231708346
#> Attrib V11 -0.28988510721626987
#> Attrib V12 -0.2981524131026525
#> Attrib V13 0.12950480824732133
#> Attrib V14 0.2536255471535871
#> Attrib V15 0.1270927693009032
#> Attrib V16 0.1739499220542271
#> Attrib V17 0.1236371541777225
#> Attrib V18 0.3400325844349038
#> Attrib V19 2.5931730596442584E-4
#> Attrib V2 -0.07421514119082326
#> Attrib V20 -0.23496415852792346
#> Attrib V21 -0.17138447888960395
#> Attrib V22 -0.02768770116784877
#> Attrib V23 0.024053479215901803
#> Attrib V24 -0.13190708043695254
#> Attrib V25 0.031175446104847546
#> Attrib V26 -0.026516630286862786
#> Attrib V27 0.082464900921689
#> Attrib V28 -0.06560422156716636
#> Attrib V29 -0.19199329875013663
#> Attrib V3 0.08586780878625676
#> Attrib V30 -0.3360891821339746
#> Attrib V31 0.2250782497577564
#> Attrib V32 0.08633319252057267
#> Attrib V33 0.07602688752604425
#> Attrib V34 0.08916220285088754
#> Attrib V35 0.06614996319013074
#> Attrib V36 0.3762271665910565
#> Attrib V37 0.4190235098136545
#> Attrib V38 -0.12136325439955588
#> Attrib V39 -0.26844923020881856
#> Attrib V4 -0.030641572886920213
#> Attrib V40 0.10511182394270413
#> Attrib V41 -1.6388924845974617E-4
#> Attrib V42 -0.01155235855178712
#> Attrib V43 -0.07854339432305112
#> Attrib V44 -0.21823018101763514
#> Attrib V45 -0.31098266150714116
#> Attrib V46 -0.10303334309685927
#> Attrib V47 -0.018767791974963435
#> Attrib V48 -0.3616184809608082
#> Attrib V49 -0.22699937356939207
#> Attrib V5 0.20850500129995778
#> Attrib V50 0.4006512673682393
#> Attrib V51 -0.03283252903718797
#> Attrib V52 -0.2702766376024081
#> Attrib V53 -0.02618051636846737
#> Attrib V54 0.2266420321260554
#> Attrib V55 -0.03429095702927089
#> Attrib V56 -0.0661243794081418
#> Attrib V57 0.05750888593837372
#> Attrib V58 -0.03034898379567256
#> Attrib V59 -0.16118611825386311
#> Attrib V6 0.15047774945674497
#> Attrib V60 0.21388471891437094
#> Attrib V7 0.43974743614509265
#> Attrib V8 -0.03268663869936295
#> Attrib V9 -0.17980210448999082
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.12496458942292714
#> Attrib V1 0.10174899972804427
#> Attrib V10 0.05233088031179143
#> Attrib V11 0.04472683807683625
#> Attrib V12 -0.03499072145634743
#> Attrib V13 -0.037912575396862915
#> Attrib V14 1.5240670716941746E-4
#> Attrib V15 0.08037646192751931
#> Attrib V16 0.02990623045866149
#> Attrib V17 0.005003189482073734
#> Attrib V18 -0.039696989004064674
#> Attrib V19 -0.0020606185042932237
#> Attrib V2 0.09984983679946932
#> Attrib V20 -0.03450138203068227
#> Attrib V21 -0.034753825621425975
#> Attrib V22 -0.023808711473921173
#> Attrib V23 -0.09960787356500743
#> Attrib V24 -0.03333058595906669
#> Attrib V25 -0.07852248674337964
#> Attrib V26 -0.07812627269078645
#> Attrib V27 -0.0680055489103593
#> Attrib V28 -0.07552717768755805
#> Attrib V29 -0.09694038653380678
#> Attrib V3 0.08786893415589954
#> Attrib V30 0.013858089514210574
#> Attrib V31 -0.008714717402253068
#> Attrib V32 -0.05847190411811116
#> Attrib V33 0.06851911378548028
#> Attrib V34 0.016167599617617177
#> Attrib V35 0.10923681826358261
#> Attrib V36 0.013462380609665979
#> Attrib V37 0.002375575911877034
#> Attrib V38 0.08650014346018198
#> Attrib V39 0.08431044357737176
#> Attrib V4 0.09081337511244499
#> Attrib V40 0.02914525080734158
#> Attrib V41 0.1161210230744849
#> Attrib V42 0.08122086367576094
#> Attrib V43 0.0831723893551302
#> Attrib V44 0.05834911695693755
#> Attrib V45 0.0994512773828162
#> Attrib V46 0.006324420547475245
#> Attrib V47 -0.018610893527230263
#> Attrib V48 0.07874251191484163
#> Attrib V49 7.268143033328146E-4
#> Attrib V5 0.0484505556900218
#> Attrib V50 0.023554909753393763
#> Attrib V51 0.07052040031119483
#> Attrib V52 0.006539569574229881
#> Attrib V53 0.0684648131857526
#> Attrib V54 0.029306484654383957
#> Attrib V55 0.09768472591735432
#> Attrib V56 0.12309273557340508
#> Attrib V57 0.17694859279110672
#> Attrib V58 0.08389113527496832
#> Attrib V59 0.0835753147660909
#> Attrib V6 0.061466809855145924
#> Attrib V60 0.08097659051405197
#> Attrib V7 -0.010893761918468489
#> Attrib V8 0.08498696436023874
#> Attrib V9 0.051270958839192006
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.22499542497962294
#> Attrib V1 0.1841492719255114
#> Attrib V10 -0.1497483824558042
#> Attrib V11 0.03795918719635876
#> Attrib V12 -0.01783519956189011
#> Attrib V13 -0.2955121577782944
#> Attrib V14 -0.2059934612037002
#> Attrib V15 0.08643000481182479
#> Attrib V16 0.08260599336152821
#> Attrib V17 0.0782978348783726
#> Attrib V18 -0.10553019102694476
#> Attrib V19 0.10090331130526695
#> Attrib V2 0.20248706352839416
#> Attrib V20 0.5289672500508017
#> Attrib V21 0.5299529160077747
#> Attrib V22 0.15231608965416302
#> Attrib V23 0.05098567240144944
#> Attrib V24 0.14109441051398042
#> Attrib V25 -0.18506849790095123
#> Attrib V26 -0.38614540012793575
#> Attrib V27 -0.5463757262470961
#> Attrib V28 -0.43074951405452544
#> Attrib V29 -0.2603112713790025
#> Attrib V3 0.2668130639778384
#> Attrib V30 0.002847517779017027
#> Attrib V31 -0.5799339689501439
#> Attrib V32 -0.388094254407378
#> Attrib V33 -0.07570825315411674
#> Attrib V34 -0.020517588564955867
#> Attrib V35 -0.11289817322434327
#> Attrib V36 -0.4360713727124022
#> Attrib V37 -0.5510762794321392
#> Attrib V38 0.0650975621435644
#> Attrib V39 0.22962346800581948
#> Attrib V4 0.21229590738091078
#> Attrib V40 -0.2521443006932166
#> Attrib V41 -0.10158841606250187
#> Attrib V42 0.2013603438556073
#> Attrib V43 0.07517803827438291
#> Attrib V44 0.06774753755699858
#> Attrib V45 0.2007201948054981
#> Attrib V46 0.009367761743249542
#> Attrib V47 -0.08251678553475915
#> Attrib V48 0.08418733612117865
#> Attrib V49 0.04872371347647518
#> Attrib V5 -0.1106979319220852
#> Attrib V50 -0.2752367513990203
#> Attrib V51 0.13329464727757684
#> Attrib V52 0.21798362521614068
#> Attrib V53 0.2478238128639509
#> Attrib V54 0.09787805304416104
#> Attrib V55 0.30431122837437996
#> Attrib V56 0.5131791009699592
#> Attrib V57 0.2828668995921118
#> Attrib V58 0.36431179185048745
#> Attrib V59 0.45499774046296887
#> Attrib V6 -0.09630522865224989
#> Attrib V60 0.12612993698545844
#> Attrib V7 -0.2685237851731968
#> Attrib V8 0.08842938068308395
#> Attrib V9 0.1559105611881069
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.46261382225071523
#> Attrib V1 -0.2006738748395812
#> Attrib V10 0.48600422998768356
#> Attrib V11 0.9137731412793259
#> Attrib V12 1.0209960566642737
#> Attrib V13 0.2816797592943095
#> Attrib V14 -0.1666934639871126
#> Attrib V15 -0.1860054598323719
#> Attrib V16 -0.24091207060125774
#> Attrib V17 -0.3356765273924804
#> Attrib V18 -0.6338289745314984
#> Attrib V19 -0.3417920499961635
#> Attrib V2 0.19535261675548168
#> Attrib V20 -0.3378360246251747
#> Attrib V21 -0.3128164995095741
#> Attrib V22 -0.33558297769362083
#> Attrib V23 -0.4639724339711257
#> Attrib V24 0.11587970776812495
#> Attrib V25 0.0728335942541707
#> Attrib V26 0.4681132230374504
#> Attrib V27 0.7479394439835526
#> Attrib V28 0.9077702994696799
#> Attrib V29 0.5474058753174222
#> Attrib V3 0.0947808338730855
#> Attrib V30 0.2153603312338519
#> Attrib V31 -0.4712873013776899
#> Attrib V32 -0.21386319543307375
#> Attrib V33 -0.5064770887565829
#> Attrib V34 -0.2532018013029292
#> Attrib V35 0.08242504056661115
#> Attrib V36 -0.3358584157215387
#> Attrib V37 -0.3761566294071036
#> Attrib V38 0.06854714546700494
#> Attrib V39 0.2676765740898067
#> Attrib V4 0.315763228380648
#> Attrib V40 0.0023642382816867224
#> Attrib V41 0.27355682987198954
#> Attrib V42 -0.11650305339815085
#> Attrib V43 -0.016562544614687653
#> Attrib V44 0.34817426107340027
#> Attrib V45 0.5610097786434651
#> Attrib V46 0.3099344019320285
#> Attrib V47 0.07385263953081347
#> Attrib V48 0.5961475626748821
#> Attrib V49 0.3087953867544191
#> Attrib V5 0.06815443492469775
#> Attrib V50 -0.7768195001759735
#> Attrib V51 0.20937221411485082
#> Attrib V52 0.8159841131208598
#> Attrib V53 0.7085694087291071
#> Attrib V54 -0.5056724261901161
#> Attrib V55 0.05738181003447327
#> Attrib V56 -0.21662110716673122
#> Attrib V57 -0.021061297240434325
#> Attrib V58 0.39096421408681487
#> Attrib V59 0.2925904994057745
#> Attrib V6 0.17148773346042445
#> Attrib V60 0.11965999004914604
#> Attrib V7 -0.42932072592068066
#> Attrib V8 0.04083236449987038
#> Attrib V9 0.3747978432295386
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.0056626135571027116
#> Attrib V1 0.16129859824755297
#> Attrib V10 -0.06240015758139657
#> Attrib V11 0.3456548525697221
#> Attrib V12 0.319206141228776
#> Attrib V13 -0.25225228710676584
#> Attrib V14 -0.38027334019325654
#> Attrib V15 -0.0871671383303835
#> Attrib V16 -0.08892656335578326
#> Attrib V17 0.10698741058891258
#> Attrib V18 -0.24878101563035007
#> Attrib V19 0.2960346229601985
#> Attrib V2 0.15584915605764596
#> Attrib V20 0.7807465735353198
#> Attrib V21 0.7899555623606134
#> Attrib V22 0.35708048377348295
#> Attrib V23 0.23818872088415421
#> Attrib V24 0.45635511475268203
#> Attrib V25 -0.03356053089639802
#> Attrib V26 -0.1489007861934282
#> Attrib V27 -0.4060887748505966
#> Attrib V28 -0.23548918720836323
#> Attrib V29 0.04438885334932635
#> Attrib V3 0.14486822352777246
#> Attrib V30 0.3199651454856401
#> Attrib V31 -0.8745962253154302
#> Attrib V32 -0.5954692535595042
#> Attrib V33 -0.1551688817942182
#> Attrib V34 -0.05612549361599192
#> Attrib V35 0.12161453040686299
#> Attrib V36 -0.3448553945590424
#> Attrib V37 -0.5267750750241735
#> Attrib V38 0.3265480048054249
#> Attrib V39 0.3909810167860866
#> Attrib V4 0.2882110762207163
#> Attrib V40 -0.3998363580249946
#> Attrib V41 -0.026465188825431953
#> Attrib V42 0.24536530884883287
#> Attrib V43 0.27787128626219565
#> Attrib V44 0.35473626194886687
#> Attrib V45 0.5188961537793036
#> Attrib V46 0.05157002015927444
#> Attrib V47 -0.16649860636340721
#> Attrib V48 0.23546509560719944
#> Attrib V49 0.09407205669965418
#> Attrib V5 -0.15981260861475668
#> Attrib V50 -0.5619688984206099
#> Attrib V51 0.23231407417841343
#> Attrib V52 0.40034697356774596
#> Attrib V53 0.06424609945700517
#> Attrib V54 -0.12297229213341812
#> Attrib V55 0.16857521276848836
#> Attrib V56 0.5801163227762639
#> Attrib V57 0.14968636566057103
#> Attrib V58 0.35575946772115935
#> Attrib V59 0.5756544923987615
#> Attrib V6 -0.12286213626625456
#> Attrib V60 -0.0038308175258041856
#> Attrib V7 -0.5580275392336455
#> Attrib V8 -0.03746902766734992
#> Attrib V9 0.2836653095928237
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.1094859365883197
#> Attrib V1 0.040895372542638156
#> Attrib V10 -0.1121588227237348
#> Attrib V11 -0.5709318316770651
#> Attrib V12 -0.5983356301609111
#> Attrib V13 0.16221678794422986
#> Attrib V14 0.5093625947517243
#> Attrib V15 0.23471078114442342
#> Attrib V16 0.15922273080343502
#> Attrib V17 0.026088842079008592
#> Attrib V18 0.4850944944036284
#> Attrib V19 -0.23421301968202596
#> Attrib V2 -0.1706752068992646
#> Attrib V20 -0.5926419175805225
#> Attrib V21 -0.47327363228225017
#> Attrib V22 -0.28593119281868407
#> Attrib V23 -0.1975823956142529
#> Attrib V24 -0.5103245256440414
#> Attrib V25 -0.028446271551853225
#> Attrib V26 0.18393788254490534
#> Attrib V27 0.46594964701257935
#> Attrib V28 0.026901517016176612
#> Attrib V29 -0.17594057213571776
#> Attrib V3 -0.09191616206692439
#> Attrib V30 -0.36630123936624237
#> Attrib V31 0.8018132270321248
#> Attrib V32 0.20367370811297383
#> Attrib V33 0.10816786586990805
#> Attrib V34 0.06754016410093028
#> Attrib V35 0.02818362425089995
#> Attrib V36 0.7004094748241547
#> Attrib V37 0.8748740363542121
#> Attrib V38 -0.213841069473658
#> Attrib V39 -0.5243552363518108
#> Attrib V4 -0.1636347190098293
#> Attrib V40 0.32950637509857056
#> Attrib V41 -0.09860191771556065
#> Attrib V42 -0.2813863332878427
#> Attrib V43 0.04469373429844361
#> Attrib V44 0.07171847562909621
#> Attrib V45 -0.36170994623151975
#> Attrib V46 -0.06861419741151545
#> Attrib V47 0.004716409904005165
#> Attrib V48 -0.4837709721230611
#> Attrib V49 -0.23536687687320543
#> Attrib V5 0.3120073039060656
#> Attrib V50 0.8614491963433575
#> Attrib V51 -0.3123607983832757
#> Attrib V52 -0.61806412147649
#> Attrib V53 0.003853446200259352
#> Attrib V54 0.5543930096361337
#> Attrib V55 -0.09254173460015817
#> Attrib V56 -0.43546155210284904
#> Attrib V57 -0.006595330764660147
#> Attrib V58 -0.348106625270115
#> Attrib V59 -0.4951973718285626
#> Attrib V6 0.11459850516168305
#> Attrib V60 0.0665364273561868
#> Attrib V7 0.8362991678273531
#> Attrib V8 -0.018710730974309357
#> Attrib V9 -0.3779783284622505
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold -0.1594956999434015
#> Attrib V1 0.14290988755386913
#> Attrib V10 -0.018877498062993683
#> Attrib V11 0.07628058484395267
#> Attrib V12 0.03466444814701398
#> Attrib V13 -0.09697245940823261
#> Attrib V14 -0.03200147231259353
#> Attrib V15 -0.002087833074462524
#> Attrib V16 0.06309550042207959
#> Attrib V17 0.00850742173456041
#> Attrib V18 -0.1173363492937153
#> Attrib V19 -0.04125735697234617
#> Attrib V2 0.10935729838042033
#> Attrib V20 0.10106294165042677
#> Attrib V21 0.056073498171620176
#> Attrib V22 -0.11413943638665704
#> Attrib V23 -0.16310322211873685
#> Attrib V24 0.027370471822695152
#> Attrib V25 -0.09541747017992129
#> Attrib V26 -0.1282170963821781
#> Attrib V27 -0.16213364213180972
#> Attrib V28 -0.1520136044902396
#> Attrib V29 -0.0545116128668366
#> Attrib V3 0.11546098313451741
#> Attrib V30 0.01567636899648209
#> Attrib V31 -0.1429797033430229
#> Attrib V32 -0.13274273988569463
#> Attrib V33 -0.07895489070025265
#> Attrib V34 -0.02388290709781396
#> Attrib V35 0.010433163436626454
#> Attrib V36 -0.16381311761252282
#> Attrib V37 -0.1813459640894446
#> Attrib V38 0.003415661073010048
#> Attrib V39 0.06684088877454734
#> Attrib V4 0.18104488896786733
#> Attrib V40 -0.026333897056621366
#> Attrib V41 -0.02308689369985072
#> Attrib V42 0.05967617118531499
#> Attrib V43 0.09496212592996782
#> Attrib V44 0.06367280669295251
#> Attrib V45 0.10442114721426303
#> Attrib V46 0.0878594615450812
#> Attrib V47 -0.031873287959632506
#> Attrib V48 0.14088131137882506
#> Attrib V49 0.07335361173608067
#> Attrib V5 0.03124306128456854
#> Attrib V50 -0.07144719593603242
#> Attrib V51 0.058474614526077544
#> Attrib V52 0.14041879345808508
#> Attrib V53 0.19085013596155612
#> Attrib V54 0.10874756607778091
#> Attrib V55 0.21869993915956368
#> Attrib V56 0.25727012671833144
#> Attrib V57 0.21803864663907918
#> Attrib V58 0.28397601899490876
#> Attrib V59 0.24290666912999018
#> Attrib V6 0.0048803748509611946
#> Attrib V60 0.10675550681431846
#> Attrib V7 -0.10753650036233922
#> Attrib V8 -0.010769183117444413
#> Attrib V9 0.09593885952541736
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold -0.16910924202952624
#> Attrib V1 0.3042066339186237
#> Attrib V10 -0.3209416764713484
#> Attrib V11 0.122862109505945
#> Attrib V12 0.0727157326905524
#> Attrib V13 -0.5250700547984595
#> Attrib V14 -0.4299817338231367
#> Attrib V15 0.15060074810948956
#> Attrib V16 -0.001076328296124611
#> Attrib V17 0.17399487764663277
#> Attrib V18 -0.33332824345913425
#> Attrib V19 0.20591827125927392
#> Attrib V2 0.2879010308162514
#> Attrib V20 1.0194133492343176
#> Attrib V21 1.0314749942774384
#> Attrib V22 0.375027814223934
#> Attrib V23 0.1887293624699351
#> Attrib V24 0.31820407341022827
#> Attrib V25 -0.39952986448514854
#> Attrib V26 -0.7379367239358093
#> Attrib V27 -1.0630596941974595
#> Attrib V28 -0.794862387914845
#> Attrib V29 -0.36374313784595375
#> Attrib V3 0.40219843071762196
#> Attrib V30 0.14428242906508837
#> Attrib V31 -1.1531840952645616
#> Attrib V32 -0.852421903342035
#> Attrib V33 -0.20170968036106068
#> Attrib V34 -0.15472661346773975
#> Attrib V35 -0.12504448872241308
#> Attrib V36 -0.8995066570766014
#> Attrib V37 -0.8872938232188288
#> Attrib V38 0.21920625402927968
#> Attrib V39 0.3994349267886216
#> Attrib V4 0.4722148749475593
#> Attrib V40 -0.5413453245203304
#> Attrib V41 -0.17915163284684413
#> Attrib V42 0.43969812186262264
#> Attrib V43 0.33329388676911753
#> Attrib V44 0.23250377357458826
#> Attrib V45 0.5847028433317251
#> Attrib V46 0.09717192376444757
#> Attrib V47 -0.16735156262076362
#> Attrib V48 0.1341215137420523
#> Attrib V49 0.018945074521962545
#> Attrib V5 -0.2505232556327857
#> Attrib V50 -0.49101854895351044
#> Attrib V51 0.09707666284451959
#> Attrib V52 0.4739476290405219
#> Attrib V53 0.329114854572786
#> Attrib V54 0.24658605999103597
#> Attrib V55 0.48828688268072906
#> Attrib V56 0.9987584293729035
#> Attrib V57 0.5442390107028844
#> Attrib V58 0.6019475983844275
#> Attrib V59 0.7929033748769355
#> Attrib V6 -0.11526329478706376
#> Attrib V60 0.056443018275065863
#> Attrib V7 -0.5222193937606129
#> Attrib V8 0.0677054807295078
#> Attrib V9 0.2571974659765096
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.20586151545472647
#> Attrib V1 0.09748896942334444
#> Attrib V10 -0.13606058790238698
#> Attrib V11 -0.4146542003283615
#> Attrib V12 -0.419569913230205
#> Attrib V13 0.09933167416220413
#> Attrib V14 0.3885327738873819
#> Attrib V15 0.24517729744276204
#> Attrib V16 0.11839061416022581
#> Attrib V17 0.1010396923123283
#> Attrib V18 0.34197536010893936
#> Attrib V19 -0.04624853585708133
#> Attrib V2 -0.06936736395072228
#> Attrib V20 -0.2519218625662695
#> Attrib V21 -0.18557746431922384
#> Attrib V22 -0.07766349847280889
#> Attrib V23 0.05545513004308029
#> Attrib V24 -0.2707039093599663
#> Attrib V25 0.0053823206801174575
#> Attrib V26 0.09100351765980799
#> Attrib V27 0.1792826729869828
#> Attrib V28 -0.049382972458282
#> Attrib V29 -0.2373403388751667
#> Attrib V3 0.047221181309630274
#> Attrib V30 -0.3788556634358327
#> Attrib V31 0.33984713025374647
#> Attrib V32 0.0982525078305621
#> Attrib V33 0.05371345585614981
#> Attrib V34 0.04146413945749824
#> Attrib V35 0.027456144705137794
#> Attrib V36 0.4618746514504779
#> Attrib V37 0.4264681470303124
#> Attrib V38 -0.18000987505032354
#> Attrib V39 -0.39130219689227597
#> Attrib V4 -0.04490053437534532
#> Attrib V40 0.15918992423052217
#> Attrib V41 -0.0797379310179681
#> Attrib V42 -0.12930165423684678
#> Attrib V43 -0.015938830612394345
#> Attrib V44 -0.2091145159021275
#> Attrib V45 -0.41961870601177
#> Attrib V46 -0.122028334858977
#> Attrib V47 0.01162430468998695
#> Attrib V48 -0.4603173401261028
#> Attrib V49 -0.25864042951212995
#> Attrib V5 0.19298128408670254
#> Attrib V50 0.5938490732911584
#> Attrib V51 -0.13671587664038615
#> Attrib V52 -0.3811805983823899
#> Attrib V53 -0.07327315826591392
#> Attrib V54 0.39186408036718934
#> Attrib V55 5.4262830260061504E-5
#> Attrib V56 -0.08114831942460254
#> Attrib V57 0.08743838031062222
#> Attrib V58 -0.10411329524329908
#> Attrib V59 -0.2022288260346552
#> Attrib V6 0.12860839671045354
#> Attrib V60 0.15695407444664344
#> Attrib V7 0.5351281470265435
#> Attrib V8 -0.0071087819279117915
#> Attrib V9 -0.25108117465427865
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.15619269552270465
#> Attrib V1 -0.15802422881524072
#> Attrib V10 1.2854906488759237
#> Attrib V11 1.7678097293576
#> Attrib V12 1.8003675541530477
#> Attrib V13 0.7653388162503671
#> Attrib V14 -0.3543242646478321
#> Attrib V15 -1.0555025095897823
#> Attrib V16 -0.5295318164331105
#> Attrib V17 -0.46806898282709447
#> Attrib V18 -0.524447053281571
#> Attrib V19 0.285384226011278
#> Attrib V2 0.25618903390663395
#> Attrib V20 -0.08386840368850035
#> Attrib V21 -0.04174444893586817
#> Attrib V22 0.4447647966426743
#> Attrib V23 0.5875753841945704
#> Attrib V24 0.9829968817655437
#> Attrib V25 1.1370726368354702
#> Attrib V26 1.6764016306714529
#> Attrib V27 1.2090434447136482
#> Attrib V28 1.3163366021598755
#> Attrib V29 0.7265666880930343
#> Attrib V3 0.15818409557909868
#> Attrib V30 0.22815058268527785
#> Attrib V31 -0.5500799689325497
#> Attrib V32 0.22872891635634623
#> Attrib V33 -0.38392240557985213
#> Attrib V34 -0.07771646511466149
#> Attrib V35 0.31101625225869706
#> Attrib V36 -0.25802559941554903
#> Attrib V37 -0.7278978324963548
#> Attrib V38 -0.09836649113888433
#> Attrib V39 0.7635423854860168
#> Attrib V4 0.3106154235010391
#> Attrib V40 0.5009166610884354
#> Attrib V41 1.3539098052982188
#> Attrib V42 0.1474957716839388
#> Attrib V43 -0.3631002834634025
#> Attrib V44 -0.020727979113827483
#> Attrib V45 0.30063181766830177
#> Attrib V46 0.33990892741835055
#> Attrib V47 0.5306278885956462
#> Attrib V48 1.1450203883369976
#> Attrib V49 0.9387340009496241
#> Attrib V5 0.37043872934818267
#> Attrib V50 -0.773148323909277
#> Attrib V51 1.094250596778417
#> Attrib V52 1.189263832108653
#> Attrib V53 0.5253580480303559
#> Attrib V54 -1.149804021948262
#> Attrib V55 -0.8372739871881281
#> Attrib V56 -0.5329249788182534
#> Attrib V57 -0.5181126229714232
#> Attrib V58 0.15315272444449846
#> Attrib V59 0.26649940441848113
#> Attrib V6 0.6230182713728956
#> Attrib V60 -0.09343365140713719
#> Attrib V7 -0.672324457890456
#> Attrib V8 0.17739220750029455
#> Attrib V9 0.9600740694895303
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.2059434493998501
#> Attrib V1 0.09424610043637124
#> Attrib V10 -0.0013414068451304125
#> Attrib V11 -0.013041834808161321
#> Attrib V12 0.01694191729885063
#> Attrib V13 -0.009331379303551206
#> Attrib V14 0.07111370089203482
#> Attrib V15 0.008057955786714343
#> Attrib V16 0.023688524826519897
#> Attrib V17 0.04099768609053811
#> Attrib V18 -0.051145893936521865
#> Attrib V19 0.03572661945962927
#> Attrib V2 0.0658054636555482
#> Attrib V20 -0.004716118427209627
#> Attrib V21 -9.143351880377925E-4
#> Attrib V22 -0.06716974801305287
#> Attrib V23 -0.06761101301336896
#> Attrib V24 -0.06463123381447831
#> Attrib V25 -0.043282465642949436
#> Attrib V26 -0.07190870663277334
#> Attrib V27 -0.03569293044729111
#> Attrib V28 -0.03158895372965793
#> Attrib V29 -0.044187144041445386
#> Attrib V3 0.07199739787506818
#> Attrib V30 -0.03171565960194359
#> Attrib V31 -0.0873212824280198
#> Attrib V32 -0.05578320877759043
#> Attrib V33 0.04880336283013298
#> Attrib V34 0.019099293309251877
#> Attrib V35 0.11221966772248843
#> Attrib V36 0.08644768873083516
#> Attrib V37 0.0825547800636677
#> Attrib V38 0.017723532564533583
#> Attrib V39 0.05949514976226265
#> Attrib V4 0.12939495678620688
#> Attrib V40 0.0397176758784192
#> Attrib V41 0.06778908926164781
#> Attrib V42 0.10189476199078089
#> Attrib V43 0.050265137764381775
#> Attrib V44 0.03750025451147887
#> Attrib V45 0.051883782471341136
#> Attrib V46 0.00745397948869578
#> Attrib V47 4.305136141157768E-4
#> Attrib V48 0.0757510775314653
#> Attrib V49 0.02109782071458843
#> Attrib V5 0.023999075491497327
#> Attrib V50 0.04200857393282985
#> Attrib V51 0.04626739690301282
#> Attrib V52 0.016973696438297273
#> Attrib V53 0.07118063948240924
#> Attrib V54 0.04636324269944116
#> Attrib V55 0.05853470500689012
#> Attrib V56 0.11963666214062567
#> Attrib V57 0.15670425412114763
#> Attrib V58 0.1226350281972824
#> Attrib V59 0.13721230387007224
#> Attrib V6 0.08946762524791645
#> Attrib V60 0.13140079925172243
#> Attrib V7 0.007289040640499423
#> Attrib V8 0.06430993951056915
#> Attrib V9 0.02074102061146182
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.03822219158387855
#> Attrib V1 0.23813509921367904
#> Attrib V10 -0.129523267228104
#> Attrib V11 0.23137021327821886
#> Attrib V12 0.1843544682491059
#> Attrib V13 -0.3574700987114202
#> Attrib V14 -0.40471489985513986
#> Attrib V15 0.059089559775038186
#> Attrib V16 0.015250380523414646
#> Attrib V17 0.10011689053749681
#> Attrib V18 -0.21744362418444746
#> Attrib V19 0.195281888123019
#> Attrib V2 0.27564201121946796
#> Attrib V20 0.7417993601180591
#> Attrib V21 0.7969966379771312
#> Attrib V22 0.2601661086777375
#> Attrib V23 0.09163391924822177
#> Attrib V24 0.38481926500941066
#> Attrib V25 -0.22834512337765095
#> Attrib V26 -0.416511852927677
#> Attrib V27 -0.7059890623083004
#> Attrib V28 -0.5097631698381685
#> Attrib V29 -0.19982029074298743
#> Attrib V3 0.2463441005418557
#> Attrib V30 0.17103445227676772
#> Attrib V31 -0.8505565292945109
#> Attrib V32 -0.5647872231228493
#> Attrib V33 -0.15976423219081096
#> Attrib V34 -0.06742576402578457
#> Attrib V35 -0.09146891433189837
#> Attrib V36 -0.7130180888490737
#> Attrib V37 -0.7987146448545943
#> Attrib V38 0.1872752925569028
#> Attrib V39 0.37291218060665854
#> Attrib V4 0.34477571628443643
#> Attrib V40 -0.435058152324546
#> Attrib V41 -0.06777971384080349
#> Attrib V42 0.3080979550758357
#> Attrib V43 0.14289605527143415
#> Attrib V44 0.18887167339724567
#> Attrib V45 0.472970727358184
#> Attrib V46 0.022477933617341368
#> Attrib V47 -0.19986171572784203
#> Attrib V48 0.2502458796483512
#> Attrib V49 0.0368232072497428
#> Attrib V5 -0.194650073849121
#> Attrib V50 -0.42668561057374726
#> Attrib V51 0.1389998627502353
#> Attrib V52 0.4528161097265524
#> Attrib V53 0.2930829837231624
#> Attrib V54 0.04546742473946859
#> Attrib V55 0.36410110787633804
#> Attrib V56 0.6258362278536933
#> Attrib V57 0.3818044432204664
#> Attrib V58 0.47976143923193265
#> Attrib V59 0.6425143583537215
#> Attrib V6 -0.07871488968543307
#> Attrib V60 0.10889323109565725
#> Attrib V7 -0.5538573532939165
#> Attrib V8 0.07867738151467422
#> Attrib V9 0.29864809461773834
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.13008077722052916
#> Attrib V1 -0.010747121419659176
#> Attrib V10 -0.3266941913178807
#> Attrib V11 -0.7334840426014948
#> Attrib V12 -0.7971569441505346
#> Attrib V13 0.08501890126530318
#> Attrib V14 0.6190709254210475
#> Attrib V15 0.37661932650134533
#> Attrib V16 0.2791169555348836
#> Attrib V17 -0.041363986283205464
#> Attrib V18 0.5830476783799281
#> Attrib V19 -0.3085227760490172
#> Attrib V2 -0.27462808766728136
#> Attrib V20 -0.7667777014913291
#> Attrib V21 -0.6350565021450463
#> Attrib V22 -0.4516742479418569
#> Attrib V23 -0.3624278420059741
#> Attrib V24 -0.5954529438425653
#> Attrib V25 -0.15680994135451387
#> Attrib V26 -0.01788747477249005
#> Attrib V27 0.4498876224304042
#> Attrib V28 -0.07978547490933505
#> Attrib V29 -0.4364779041615889
#> Attrib V3 -0.07448712351838034
#> Attrib V30 -0.6062362109013322
#> Attrib V31 0.8989863128465462
#> Attrib V32 0.38010747161816066
#> Attrib V33 0.20942840627998996
#> Attrib V34 0.13622279339342291
#> Attrib V35 -0.045326434587609724
#> Attrib V36 0.6029105784429799
#> Attrib V37 0.5801049545676417
#> Attrib V38 -0.4054671291825124
#> Attrib V39 -0.6677966777744653
#> Attrib V4 -0.15670887899914362
#> Attrib V40 0.3355509680017356
#> Attrib V41 -0.19736658956291703
#> Attrib V42 -0.3375797556817162
#> Attrib V43 -0.05000044697392084
#> Attrib V44 -0.17444444456493266
#> Attrib V45 -0.5344553248964633
#> Attrib V46 -0.1714042285153058
#> Attrib V47 -0.15715520198954527
#> Attrib V48 -0.6904759092465137
#> Attrib V49 -0.3111331439360214
#> Attrib V5 0.2316499568405237
#> Attrib V50 1.0184535782395256
#> Attrib V51 -0.5312672634973337
#> Attrib V52 -0.65604666933277
#> Attrib V53 0.20348593476338522
#> Attrib V54 0.7813372755228633
#> Attrib V55 0.3171638419462211
#> Attrib V56 -0.45253820058740896
#> Attrib V57 0.10512425143160704
#> Attrib V58 -0.06395120563474657
#> Attrib V59 -0.4139763423764969
#> Attrib V6 0.08970470503612846
#> Attrib V60 0.1524697453378221
#> Attrib V7 0.9438063850004956
#> Attrib V8 0.19311780097879272
#> Attrib V9 -0.4817292361719849
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold -0.16095259876139587
#> Attrib V1 0.14050589712050046
#> Attrib V10 -0.18158934008595728
#> Attrib V11 0.1398769137160819
#> Attrib V12 0.07601330191975901
#> Attrib V13 -0.32037407153922565
#> Attrib V14 -0.215348074968467
#> Attrib V15 0.08153922502688506
#> Attrib V16 0.039052072878737645
#> Attrib V17 0.10235298465373673
#> Attrib V18 -0.19196257740609604
#> Attrib V19 0.1383371593578352
#> Attrib V2 0.17345479358011193
#> Attrib V20 0.6311367778891969
#> Attrib V21 0.6123681139951521
#> Attrib V22 0.2303148280765472
#> Attrib V23 0.04703142497204594
#> Attrib V24 0.2672566955732224
#> Attrib V25 -0.1285447514640757
#> Attrib V26 -0.4443742270843462
#> Attrib V27 -0.629032580544579
#> Attrib V28 -0.4786658818903871
#> Attrib V29 -0.22544721768939852
#> Attrib V3 0.25933096390956084
#> Attrib V30 0.021651114113221535
#> Attrib V31 -0.6170626235809081
#> Attrib V32 -0.3747496731540241
#> Attrib V33 -0.04137695532687494
#> Attrib V34 -0.02399924683844293
#> Attrib V35 -0.0585598191647371
#> Attrib V36 -0.5689428244320569
#> Attrib V37 -0.6114616967721904
#> Attrib V38 0.07980787988879688
#> Attrib V39 0.24913232194871468
#> Attrib V4 0.2339882820646549
#> Attrib V40 -0.2560231286262317
#> Attrib V41 -0.02217238339238749
#> Attrib V42 0.21757748806966248
#> Attrib V43 0.12086028648631353
#> Attrib V44 -0.03004611484857566
#> Attrib V45 0.30611747884646406
#> Attrib V46 0.027128852353685815
#> Attrib V47 -0.10344963964420523
#> Attrib V48 0.12483926915518472
#> Attrib V49 0.033967326275267
#> Attrib V5 -0.1664957807877233
#> Attrib V50 -0.2751541860529095
#> Attrib V51 0.13421303997896922
#> Attrib V52 0.30898929645308304
#> Attrib V53 0.20943960647087356
#> Attrib V54 0.06436455211690102
#> Attrib V55 0.3546163945867899
#> Attrib V56 0.5640098275638665
#> Attrib V57 0.3621674574644656
#> Attrib V58 0.3998779156614217
#> Attrib V59 0.4856736116019616
#> Attrib V6 -0.0696841140918198
#> Attrib V60 0.09621933976227683
#> Attrib V7 -0.39127107474282996
#> Attrib V8 0.08080854466763727
#> Attrib V9 0.19860204752197128
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.12825294860073375
#> Attrib V1 0.1304042249981435
#> Attrib V10 0.01231095583381355
#> Attrib V11 0.09094993003517765
#> Attrib V12 0.09476574019153769
#> Attrib V13 -0.03205570528877581
#> Attrib V14 -0.06792625526106062
#> Attrib V15 0.02694289494628955
#> Attrib V16 6.816061700666724E-4
#> Attrib V17 0.01984325026287882
#> Attrib V18 -0.13589823268296894
#> Attrib V19 -0.03077508131881079
#> Attrib V2 0.11764853977981574
#> Attrib V20 0.09375546070648744
#> Attrib V21 0.1316328874141505
#> Attrib V22 -0.058403526957411245
#> Attrib V23 -0.09459808081531197
#> Attrib V24 0.007807721645348109
#> Attrib V25 -0.03235526762082875
#> Attrib V26 -0.04868480301943276
#> Attrib V27 -0.13152838365176805
#> Attrib V28 -0.058774760847627415
#> Attrib V29 -0.1000138972398994
#> Attrib V3 0.11994934026124886
#> Attrib V30 0.0580337270383736
#> Attrib V31 -0.15748426275654276
#> Attrib V32 -0.1531464158584767
#> Attrib V33 -0.08145766583375119
#> Attrib V34 -0.03653409609985808
#> Attrib V35 0.027999504991257283
#> Attrib V36 -0.2040558529035665
#> Attrib V37 -0.1833303578854904
#> Attrib V38 0.015560563785558064
#> Attrib V39 0.17118105717116183
#> Attrib V4 0.1973704126890982
#> Attrib V40 -0.027929262794874295
#> Attrib V41 0.0350365942455553
#> Attrib V42 0.12070739517038086
#> Attrib V43 0.030090527509239795
#> Attrib V44 0.026850127916116868
#> Attrib V45 0.15900232733032665
#> Attrib V46 0.0419773714097301
#> Attrib V47 -0.04346808259205849
#> Attrib V48 0.13468657158616723
#> Attrib V49 0.044768640502287016
#> Attrib V5 -0.04592457527548552
#> Attrib V50 -0.1186803722344369
#> Attrib V51 0.04666574607033066
#> Attrib V52 0.14739370658171974
#> Attrib V53 0.22352173259411404
#> Attrib V54 0.06486258151245274
#> Attrib V55 0.14713947501802713
#> Attrib V56 0.26699964427284223
#> Attrib V57 0.16278858579018318
#> Attrib V58 0.25680720544952035
#> Attrib V59 0.2867574990141708
#> Attrib V6 -0.011516259198762374
#> Attrib V60 0.09235531470156974
#> Attrib V7 -0.18215904311924022
#> Attrib V8 0.019120497590272848
#> Attrib V9 0.0682415151296365
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.15479961140335596
#> Attrib V1 0.12040498807525161
#> Attrib V10 -0.04101216021922184
#> Attrib V11 0.10640753143496141
#> Attrib V12 -0.004657795064074109
#> Attrib V13 -0.05364384722140978
#> Attrib V14 -0.027367164783480447
#> Attrib V15 0.0398016921809408
#> Attrib V16 0.006937716908246701
#> Attrib V17 0.03209724586229111
#> Attrib V18 -0.07756887260399999
#> Attrib V19 0.0054638947522402375
#> Attrib V2 0.1368992137806015
#> Attrib V20 0.1717953228753347
#> Attrib V21 0.08513072345640314
#> Attrib V22 1.5650269554285773E-4
#> Attrib V23 -0.036819320974995816
#> Attrib V24 0.06432672004269271
#> Attrib V25 -0.09266712707612393
#> Attrib V26 -0.08732308379830815
#> Attrib V27 -0.19160343595341753
#> Attrib V28 -0.17816025255428694
#> Attrib V29 -0.12476879637101175
#> Attrib V3 0.09834222410202782
#> Attrib V30 -0.010727226166897688
#> Attrib V31 -0.20206103068161685
#> Attrib V32 -0.16620405781302808
#> Attrib V33 -0.015165631657651554
#> Attrib V34 0.008559507135633106
#> Attrib V35 0.04623724219401049
#> Attrib V36 -0.18028106930723606
#> Attrib V37 -0.1737316254626239
#> Attrib V38 0.06660774038872203
#> Attrib V39 0.055697236244530934
#> Attrib V4 0.18784088048586603
#> Attrib V40 -0.06766027194835696
#> Attrib V41 -0.007680033583007197
#> Attrib V42 0.07771828222841207
#> Attrib V43 0.07777661436496969
#> Attrib V44 0.09891029688853077
#> Attrib V45 0.1287244935324734
#> Attrib V46 0.04156233533008184
#> Attrib V47 -0.009909183142038145
#> Attrib V48 0.11316721435954172
#> Attrib V49 0.06731860085610193
#> Attrib V5 -0.010751833334063595
#> Attrib V50 -0.09886926821171972
#> Attrib V51 0.05117552112917354
#> Attrib V52 0.12241976591865963
#> Attrib V53 0.19474842786095758
#> Attrib V54 0.13229419710013166
#> Attrib V55 0.19957242717039836
#> Attrib V56 0.19009046765304416
#> Attrib V57 0.19007708040524576
#> Attrib V58 0.18914972030380173
#> Attrib V59 0.24563259488932376
#> Attrib V6 -0.018342263511075683
#> Attrib V60 0.07272110162057356
#> Attrib V7 -0.11764433516943466
#> Attrib V8 0.0426702060627807
#> Attrib V9 0.11595398326178954
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.15759575531148945
#> Attrib V1 0.11271472945545287
#> Attrib V10 -0.025647918299623363
#> Attrib V11 0.016862021175776305
#> Attrib V12 -0.016931128101727654
#> Attrib V13 -0.013950874990385645
#> Attrib V14 0.09864054713516303
#> Attrib V15 0.0524245596650243
#> Attrib V16 0.07038543192974717
#> Attrib V17 0.0012703402522974258
#> Attrib V18 0.06729054181657294
#> Attrib V19 -0.05117033379943184
#> Attrib V2 0.023844352852600642
#> Attrib V20 -0.01920470071342717
#> Attrib V21 -0.010937264247138439
#> Attrib V22 -0.06877083035746709
#> Attrib V23 -0.014323869755409857
#> Attrib V24 -0.059961369784044614
#> Attrib V25 -0.09347301428134461
#> Attrib V26 -0.08636323920127906
#> Attrib V27 -0.07415663955444209
#> Attrib V28 -0.05013537011445327
#> Attrib V29 -0.07484958194044965
#> Attrib V3 0.1221986020173312
#> Attrib V30 -0.015090549528861847
#> Attrib V31 -0.05894666073714583
#> Attrib V32 -0.027681165329924082
#> Attrib V33 0.05618397480573448
#> Attrib V34 0.05627250102628944
#> Attrib V35 0.0869805078330512
#> Attrib V36 0.13999483009195185
#> Attrib V37 0.09128026852343726
#> Attrib V38 -0.00649013414177357
#> Attrib V39 0.03592757390768686
#> Attrib V4 0.06002626458668981
#> Attrib V40 0.04417947572393822
#> Attrib V41 0.048802556032508784
#> Attrib V42 0.09631273308483977
#> Attrib V43 -0.01412637204464522
#> Attrib V44 0.022154359188081018
#> Attrib V45 0.043893867042873944
#> Attrib V46 0.013908810728131346
#> Attrib V47 0.012676381458126402
#> Attrib V48 -0.027210085151390635
#> Attrib V49 0.04428232130124892
#> Attrib V5 0.08267282242345916
#> Attrib V50 0.017412805092495424
#> Attrib V51 0.07782514502615054
#> Attrib V52 0.04870564538058784
#> Attrib V53 0.06948143678181869
#> Attrib V54 0.014715548195933273
#> Attrib V55 0.019019962684722655
#> Attrib V56 0.07766442651989831
#> Attrib V57 0.10525199229127105
#> Attrib V58 0.15006883133053303
#> Attrib V59 0.07813023083980025
#> Attrib V6 0.10689738398884205
#> Attrib V60 0.0868443933580787
#> Attrib V7 0.09273549199793567
#> Attrib V8 0.08933892588845196
#> Attrib V9 0.05245131904668417
#> 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
#> 0.2028986