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Classifier 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

  • G removed:

    • GUI will be opened

  • Reason for change: The parameter is removed because we don't want to launch GUI.

Dictionary

This Learner can be instantiated via lrn():

lrn("classif.multilayer_perceptron")

Meta Information

  • Task type: “classif”

  • Predict Types: “response”, “prob”

  • Feature Types: “logical”, “integer”, “numeric”, “factor”, “ordered”

  • Required Packages: mlr3, RWeka

Parameters

IdTypeDefaultLevelsRange
subsetuntyped--
na.actionuntyped--
Lnumeric0.3\([0, 1]\)
Mnumeric0.2\([0, 1]\)
Ninteger500\([1, \infty)\)
Vnumeric0\([0, 100]\)
Sinteger0\([0, \infty)\)
Einteger20\([1, \infty)\)
AlogicalFALSETRUE, FALSE-
BlogicalFALSETRUE, FALSE-
Huntyped"a"-
ClogicalFALSETRUE, FALSE-
IlogicalFALSETRUE, FALSE-
RlogicalFALSETRUE, FALSE-
DlogicalFALSETRUE, FALSE-
output_debug_infologicalFALSETRUE, FALSE-
do_not_check_capabilitieslogicalFALSETRUE, FALSE-
num_decimal_placesinteger2\([1, \infty)\)
batch_sizeinteger100\([1, \infty)\)
optionsuntypedNULL-

See also

Author

damirpolat

Super classes

mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifMultilayerPerceptron

Active bindings

marshaled

(logical(1))
Whether the learner has been marshaled.

Methods

Inherited methods


Method new()

Creates a new instance of this R6 class.


Method marshal()

Marshal the learner's model.

Usage

LearnerClassifMultilayerPerceptron$marshal(...)

Arguments

...

(any)
Additional arguments passed to mlr3::marshal_model().


Method unmarshal()

Unmarshal the learner's model.

Usage

LearnerClassifMultilayerPerceptron$unmarshal(...)

Arguments

...

(any)
Additional arguments passed to mlr3::unmarshal_model().


Method clone()

The objects of this class are cloneable with this method.

Usage

LearnerClassifMultilayerPerceptron$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.

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    -1.520275741899603
#>     Node 2    2.1562948646067013
#>     Node 3    1.4452679990615056
#>     Node 4    1.2596232292926564
#>     Node 5    -2.206137968335329
#>     Node 6    0.1594422699478727
#>     Node 7    3.1794203308945246
#>     Node 8    0.6157014351760175
#>     Node 9    2.767906714233784
#>     Node 10    -1.1224799602283004
#>     Node 11    1.6578331275254337
#>     Node 12    1.4842727738616035
#>     Node 13    1.2035850796582357
#>     Node 14    1.8127967795443125
#>     Node 15    -2.3866529593155543
#>     Node 16    -0.0677500044974166
#>     Node 17    -0.8664262716381734
#>     Node 18    -1.1780531677445008
#>     Node 19    3.053999042027661
#>     Node 20    2.106717543910633
#>     Node 21    -3.6467746104014425
#>     Node 22    1.8158932890249966
#>     Node 23    2.0601600614128386
#>     Node 24    -2.1054074238237
#>     Node 25    3.202996761987705
#>     Node 26    -0.25526456833158045
#>     Node 27    1.7593280931028483
#>     Node 28    -3.213786314105492
#>     Node 29    1.5529672761410604
#>     Node 30    -1.0648647880073518
#>     Node 31    1.6153259402017495
#>     Node 32    0.07826669204296594
#> Sigmoid Node 1
#>     Inputs    Weights
#>     Threshold    1.4536130600113235
#>     Node 2    -2.1671364376146687
#>     Node 3    -1.4180518182997204
#>     Node 4    -1.2066357379206634
#>     Node 5    2.245164844822717
#>     Node 6    -0.12770970042903604
#>     Node 7    -3.172627952644347
#>     Node 8    -0.6297337464047315
#>     Node 9    -2.761316736167432
#>     Node 10    1.0793784156206947
#>     Node 11    -1.64939197228398
#>     Node 12    -1.530402357327481
#>     Node 13    -1.158649773538393
#>     Node 14    -1.7720931997836842
#>     Node 15    2.3754848069041414
#>     Node 16    0.05808724356612191
#>     Node 17    0.8879119434009587
#>     Node 18    1.199974936196223
#>     Node 19    -3.0593841396532895
#>     Node 20    -2.0799516428148213
#>     Node 21    3.6794857539207646
#>     Node 22    -1.882909731976779
#>     Node 23    -2.0754588942713776
#>     Node 24    2.111994675820957
#>     Node 25    -3.1852828404102196
#>     Node 26    0.17865823471932543
#>     Node 27    -1.793555383322508
#>     Node 28    3.1821452659285643
#>     Node 29    -1.5817251592055497
#>     Node 30    1.1250923436393634
#>     Node 31    -1.571404110472821
#>     Node 32    -0.08818816875621027
#> Sigmoid Node 2
#>     Inputs    Weights
#>     Threshold    0.25525047208785184
#>     Attrib V1    0.2966887935033427
#>     Attrib V10    -0.22596860952408698
#>     Attrib V11    -0.06100514568483273
#>     Attrib V12    0.031131488233397016
#>     Attrib V13    0.22487118547853693
#>     Attrib V14    0.1774742397354698
#>     Attrib V15    0.4185740407685431
#>     Attrib V16    0.2608246415720065
#>     Attrib V17    0.21537813801906547
#>     Attrib V18    0.5856918647788353
#>     Attrib V19    0.6474584102643716
#>     Attrib V2    -0.04313893990132631
#>     Attrib V20    0.37180122467520244
#>     Attrib V21    0.1597609723419351
#>     Attrib V22    0.1968199045004778
#>     Attrib V23    0.37406300903551537
#>     Attrib V24    0.22791100296830455
#>     Attrib V25    -0.3703085000476149
#>     Attrib V26    -0.45874150278633696
#>     Attrib V27    0.03361412942188043
#>     Attrib V28    1.3142791711773332
#>     Attrib V29    1.097080061108873
#>     Attrib V3    -0.07810921369974286
#>     Attrib V30    0.6307731171259582
#>     Attrib V31    -1.3527320639057432
#>     Attrib V32    -0.4483816884412312
#>     Attrib V33    -0.5027329548543202
#>     Attrib V34    -0.23688979454607534
#>     Attrib V35    0.4080314318995624
#>     Attrib V36    -0.7550677090564891
#>     Attrib V37    -0.1739257539405636
#>     Attrib V38    0.14634425084591882
#>     Attrib V39    0.24178491921683276
#>     Attrib V4    0.09031278506901412
#>     Attrib V40    0.18569334424203518
#>     Attrib V41    0.5180568270103456
#>     Attrib V42    0.7211538549028149
#>     Attrib V43    0.4752906225995425
#>     Attrib V44    0.43787904389925913
#>     Attrib V45    0.46054954214280647
#>     Attrib V46    0.07908531484848863
#>     Attrib V47    -0.3151560303665082
#>     Attrib V48    0.02117741010640593
#>     Attrib V49    0.404513319734279
#>     Attrib V5    -0.2430212747609364
#>     Attrib V50    -0.7764580051834709
#>     Attrib V51    0.10288059920650555
#>     Attrib V52    0.48221435944230034
#>     Attrib V53    0.5628375529805822
#>     Attrib V54    0.7753834659202776
#>     Attrib V55    0.1133692452730458
#>     Attrib V56    0.6462070704294562
#>     Attrib V57    -0.9088141613215134
#>     Attrib V58    0.6889390975625577
#>     Attrib V59    0.5749754986397584
#>     Attrib V6    0.06875234484633518
#>     Attrib V60    0.6090271909419288
#>     Attrib V7    0.036056734061508625
#>     Attrib V8    -0.5316041351603713
#>     Attrib V9    -0.4235869506564526
#> Sigmoid Node 3
#>     Inputs    Weights
#>     Threshold    0.06349037951747753
#>     Attrib V1    0.411960658227542
#>     Attrib V10    -0.12385961157855932
#>     Attrib V11    -0.00973555189068693
#>     Attrib V12    0.011697853962591468
#>     Attrib V13    -0.1788089370438687
#>     Attrib V14    -0.5210915354951963
#>     Attrib V15    0.2022152685618106
#>     Attrib V16    0.4153865500300484
#>     Attrib V17    0.375506729394823
#>     Attrib V18    0.037174470777305124
#>     Attrib V19    0.1855537234826085
#>     Attrib V2    0.17908219852485843
#>     Attrib V20    0.061344516481342336
#>     Attrib V21    -0.1506572753482972
#>     Attrib V22    -0.028492712043835206
#>     Attrib V23    -0.1448947941312771
#>     Attrib V24    -0.03419654161970223
#>     Attrib V25    -0.31923279416966677
#>     Attrib V26    -0.7430365501420029
#>     Attrib V27    -0.6772446354652671
#>     Attrib V28    0.17249023672902938
#>     Attrib V29    -0.27104335803723967
#>     Attrib V3    -0.05739022453410243
#>     Attrib V30    0.4616238641358261
#>     Attrib V31    -0.5672652404177386
#>     Attrib V32    0.6010644869749853
#>     Attrib V33    0.24082865646175142
#>     Attrib V34    -0.08666146669829482
#>     Attrib V35    0.1106222933154894
#>     Attrib V36    -0.6560109475896567
#>     Attrib V37    -0.10511491884810732
#>     Attrib V38    0.22400906538002552
#>     Attrib V39    0.27362501628569635
#>     Attrib V4    -0.05053671326757543
#>     Attrib V40    -0.022644187575450378
#>     Attrib V41    -0.04509505890771768
#>     Attrib V42    0.3354025446630766
#>     Attrib V43    0.007931654428657802
#>     Attrib V44    0.22375954872469855
#>     Attrib V45    0.37502357225339367
#>     Attrib V46    0.030368182834398117
#>     Attrib V47    -0.3224837911481905
#>     Attrib V48    0.01683181329210471
#>     Attrib V49    0.22122443606383121
#>     Attrib V5    -0.4541014023868279
#>     Attrib V50    -0.8398721805119392
#>     Attrib V51    -0.08611198590294528
#>     Attrib V52    0.06367626050791979
#>     Attrib V53    -0.35187310660633114
#>     Attrib V54    0.38172360741935396
#>     Attrib V55    -0.12498254116746808
#>     Attrib V56    0.6344347554074182
#>     Attrib V57    -0.5925128342492235
#>     Attrib V58    0.3913068410803796
#>     Attrib V59    0.01604241909170682
#>     Attrib V6    -0.22423372031592365
#>     Attrib V60    0.11350815299992979
#>     Attrib V7    0.14482564158407332
#>     Attrib V8    -0.49212340607039007
#>     Attrib V9    -0.19221732377810424
#> Sigmoid Node 4
#>     Inputs    Weights
#>     Threshold    0.017699054693106897
#>     Attrib V1    0.347898202455347
#>     Attrib V10    -0.11939430666348529
#>     Attrib V11    -0.018208381305595857
#>     Attrib V12    -0.07174683761868952
#>     Attrib V13    -0.1824476188865192
#>     Attrib V14    -0.41225064497301395
#>     Attrib V15    0.20393878668628457
#>     Attrib V16    0.38446249225333756
#>     Attrib V17    0.32948262669990014
#>     Attrib V18    0.015247454194063577
#>     Attrib V19    0.08978230447602813
#>     Attrib V2    0.1342257572149693
#>     Attrib V20    0.044467000277502326
#>     Attrib V21    -0.0647714502714378
#>     Attrib V22    -0.09423089389575644
#>     Attrib V23    -0.1823073085716402
#>     Attrib V24    -0.1396734081203673
#>     Attrib V25    -0.45195662251629853
#>     Attrib V26    -0.7382116073453013
#>     Attrib V27    -0.6619353205288989
#>     Attrib V28    0.2162163397689583
#>     Attrib V29    -0.02249454158720361
#>     Attrib V3    -0.030139210676989894
#>     Attrib V30    0.43651024343780626
#>     Attrib V31    -0.5077445863491664
#>     Attrib V32    0.4797711850805692
#>     Attrib V33    0.17711584898824725
#>     Attrib V34    -0.11257481100227468
#>     Attrib V35    0.02152448317772232
#>     Attrib V36    -0.625379917331308
#>     Attrib V37    -0.09683693675412404
#>     Attrib V38    0.1736682803067759
#>     Attrib V39    0.20870870081573895
#>     Attrib V4    -0.0329355230480349
#>     Attrib V40    -0.06366067136368056
#>     Attrib V41    -0.07178614159965793
#>     Attrib V42    0.28347883838047977
#>     Attrib V43    -0.04714324784476983
#>     Attrib V44    0.1641327529047224
#>     Attrib V45    0.4020169885714608
#>     Attrib V46    0.03649991380951486
#>     Attrib V47    -0.29394090277873225
#>     Attrib V48    0.09904758791692696
#>     Attrib V49    0.2754323030007415
#>     Attrib V5    -0.34239776266034033
#>     Attrib V50    -0.6656308936866028
#>     Attrib V51    0.02449904387380962
#>     Attrib V52    0.07317314798976857
#>     Attrib V53    -0.24759920908536448
#>     Attrib V54    0.1935992848519275
#>     Attrib V55    -0.12998866911263227
#>     Attrib V56    0.536540588578464
#>     Attrib V57    -0.5033441173587392
#>     Attrib V58    0.29998788568996126
#>     Attrib V59    0.015452256245033642
#>     Attrib V6    -0.1975038461177874
#>     Attrib V60    0.07197364538277981
#>     Attrib V7    0.15060384304030106
#>     Attrib V8    -0.46032618874135806
#>     Attrib V9    -0.1069403186274608
#> Sigmoid Node 5
#>     Inputs    Weights
#>     Threshold    0.049856921005906545
#>     Attrib V1    0.045662535229600426
#>     Attrib V10    -0.7948960857246802
#>     Attrib V11    -0.8793270483384069
#>     Attrib V12    -0.6084117047192319
#>     Attrib V13    0.07573853954429044
#>     Attrib V14    0.6770600526577044
#>     Attrib V15    0.08165621192260943
#>     Attrib V16    0.14198260143957223
#>     Attrib V17    0.1975575048257707
#>     Attrib V18    0.1400953381224735
#>     Attrib V19    -0.129802127471016
#>     Attrib V2    0.4714676407442128
#>     Attrib V20    -0.5548932886600033
#>     Attrib V21    -0.5470501240805673
#>     Attrib V22    -0.45642314340210394
#>     Attrib V23    -0.27990427300961485
#>     Attrib V24    -0.21354021505183748
#>     Attrib V25    0.11421436849885147
#>     Attrib V26    -0.05958875561444994
#>     Attrib V27    0.5354343876047793
#>     Attrib V28    0.27028143357474943
#>     Attrib V29    0.3655881625393343
#>     Attrib V3    0.15284203023149434
#>     Attrib V30    0.13204894886519897
#>     Attrib V31    1.8650385528857347
#>     Attrib V32    1.0396066086131557
#>     Attrib V33    0.7527702435157407
#>     Attrib V34    0.1039306927765063
#>     Attrib V35    -0.2405592623882823
#>     Attrib V36    0.9136220271254681
#>     Attrib V37    0.5957672628362711
#>     Attrib V38    0.4367156477492915
#>     Attrib V39    0.1306492248955715
#>     Attrib V4    -0.27113902250850713
#>     Attrib V40    0.29194031046701585
#>     Attrib V41    0.02794168413999987
#>     Attrib V42    0.3648248510145006
#>     Attrib V43    0.15646239972601966
#>     Attrib V44    -0.0037245916480031513
#>     Attrib V45    -0.4387733973724519
#>     Attrib V46    -0.3270363440930258
#>     Attrib V47    -0.09239325455794435
#>     Attrib V48    -0.3181969520825562
#>     Attrib V49    -0.15575600967578276
#>     Attrib V5    0.14761416102654765
#>     Attrib V50    1.2910018091516116
#>     Attrib V51    -0.3180709048717178
#>     Attrib V52    -0.36412203427520573
#>     Attrib V53    0.4497627375732904
#>     Attrib V54    -0.21233843952818318
#>     Attrib V55    -0.083888118191577
#>     Attrib V56    -0.017217750817136394
#>     Attrib V57    0.40567940311144485
#>     Attrib V58    -0.5641313369324205
#>     Attrib V59    -0.27624668267122743
#>     Attrib V6    0.33396688471578606
#>     Attrib V60    -0.0963871937221448
#>     Attrib V7    0.31567821965271314
#>     Attrib V8    0.14956984798103218
#>     Attrib V9    -0.4711256479740292
#> Sigmoid Node 6
#>     Inputs    Weights
#>     Threshold    -0.09298021992810958
#>     Attrib V1    0.1999746306614132
#>     Attrib V10    -0.030761395012224052
#>     Attrib V11    0.0219586155806677
#>     Attrib V12    0.009035129797343392
#>     Attrib V13    -0.08390683664972755
#>     Attrib V14    -0.02887600694376016
#>     Attrib V15    0.04298514893718247
#>     Attrib V16    0.08055596077674144
#>     Attrib V17    -0.00874723046647625
#>     Attrib V18    0.032414848661385276
#>     Attrib V19    -0.035980082173984004
#>     Attrib V2    0.11768025824716517
#>     Attrib V20    -0.0168888151539687
#>     Attrib V21    -0.03267832172366918
#>     Attrib V22    -0.11506898397953273
#>     Attrib V23    -0.12124400757768324
#>     Attrib V24    -0.03204177140742968
#>     Attrib V25    -0.017759607055899202
#>     Attrib V26    -0.10676640383699368
#>     Attrib V27    -0.09529558142013517
#>     Attrib V28    -0.022500731064878148
#>     Attrib V29    0.007622507411131958
#>     Attrib V3    0.09501573602576642
#>     Attrib V30    0.09436531948916203
#>     Attrib V31    -0.12372590109572745
#>     Attrib V32    0.0790434237178326
#>     Attrib V33    0.052519424200400164
#>     Attrib V34    0.03261910574128297
#>     Attrib V35    0.146347540026781
#>     Attrib V36    -0.050153799066303205
#>     Attrib V37    0.03598852974606266
#>     Attrib V38    0.04536511467676503
#>     Attrib V39    0.07276853406979981
#>     Attrib V4    0.10824976616746668
#>     Attrib V40    0.015396624882494157
#>     Attrib V41    0.07605902667105544
#>     Attrib V42    0.1611061778895534
#>     Attrib V43    0.09404076632699658
#>     Attrib V44    0.12320259646047396
#>     Attrib V45    0.18737471693887445
#>     Attrib V46    0.1415105398480381
#>     Attrib V47    0.0836384058276658
#>     Attrib V48    0.1133317017234746
#>     Attrib V49    0.09334661282303094
#>     Attrib V5    -0.004165219533857328
#>     Attrib V50    0.007517758949655204
#>     Attrib V51    0.1032019019602117
#>     Attrib V52    0.10117140050061668
#>     Attrib V53    0.10924906349574738
#>     Attrib V54    0.08848241390489611
#>     Attrib V55    0.0663877484529826
#>     Attrib V56    0.21015379668711387
#>     Attrib V57    0.0023892044928368037
#>     Attrib V58    0.1922406432465172
#>     Attrib V59    0.1545180274195659
#>     Attrib V6    0.0182677194364287
#>     Attrib V60    0.13534509093071043
#>     Attrib V7    0.0045459700516539405
#>     Attrib V8    -0.053681085918615326
#>     Attrib V9    0.04104482518768875
#> Sigmoid Node 7
#>     Inputs    Weights
#>     Threshold    0.4380532038815729
#>     Attrib V1    0.22194785995021923
#>     Attrib V10    0.8600974828223044
#>     Attrib V11    1.0867140365201602
#>     Attrib V12    0.6680453048292304
#>     Attrib V13    0.5048116713122541
#>     Attrib V14    -0.11276246201511542
#>     Attrib V15    -0.10759262329945249
#>     Attrib V16    -0.6294173397874894
#>     Attrib V17    -0.916765929566985
#>     Attrib V18    -0.16831802017105313
#>     Attrib V19    -0.04309086641567982
#>     Attrib V2    -0.04718962763406613
#>     Attrib V20    -0.24112556706577212
#>     Attrib V21    -0.10122482495727514
#>     Attrib V22    0.31134569626229225
#>     Attrib V23    0.8377091058959036
#>     Attrib V24    0.5291641955493794
#>     Attrib V25    0.25411514999018664
#>     Attrib V26    0.8109448869609323
#>     Attrib V27    0.8482232452131571
#>     Attrib V28    1.635959834608934
#>     Attrib V29    1.7449797450447937
#>     Attrib V3    -0.007742767310093995
#>     Attrib V30    0.6092668907522202
#>     Attrib V31    -0.8049469573086031
#>     Attrib V32    -0.17196733738643588
#>     Attrib V33    -0.5547614099919242
#>     Attrib V34    -0.05876722957201044
#>     Attrib V35    0.28989418672303574
#>     Attrib V36    -0.7587471354003569
#>     Attrib V37    -0.10139968822128366
#>     Attrib V38    -0.25126052036700797
#>     Attrib V39    0.08398553703480043
#>     Attrib V4    0.1633903170097397
#>     Attrib V40    0.7279300149105106
#>     Attrib V41    1.3993664540115314
#>     Attrib V42    0.043849945577123295
#>     Attrib V43    -0.0591120989786133
#>     Attrib V44    0.10789760560613187
#>     Attrib V45    0.29549809820310297
#>     Attrib V46    0.765820952295243
#>     Attrib V47    0.6491812515427744
#>     Attrib V48    0.5459321596826892
#>     Attrib V49    0.8883496294910188
#>     Attrib V5    0.32578629778037527
#>     Attrib V50    -0.24874979683742202
#>     Attrib V51    0.6839626709864977
#>     Attrib V52    0.8641593831298902
#>     Attrib V53    0.6704711406825591
#>     Attrib V54    0.3918509352347267
#>     Attrib V55    0.3943220100104722
#>     Attrib V56    -0.39731638757158555
#>     Attrib V57    -0.902908021708202
#>     Attrib V58    0.6532432480003261
#>     Attrib V59    -0.1394748998646091
#>     Attrib V6    0.11853146026382015
#>     Attrib V60    -0.09652741778851062
#>     Attrib V7    -0.0466432702218406
#>     Attrib V8    -0.43360510138367325
#>     Attrib V9    0.49949409950035006
#> Sigmoid Node 8
#>     Inputs    Weights
#>     Threshold    -0.005857664665894813
#>     Attrib V1    0.29692228764782025
#>     Attrib V10    0.05652360758891929
#>     Attrib V11    0.12874606722403834
#>     Attrib V12    -0.02746299484754842
#>     Attrib V13    -0.05625144134205001
#>     Attrib V14    -0.1650099329536196
#>     Attrib V15    0.07847849080850947
#>     Attrib V16    0.12446145908533396
#>     Attrib V17    0.04723496111173858
#>     Attrib V18    -0.008579271543691805
#>     Attrib V19    0.04288206452785484
#>     Attrib V2    0.1230190734299715
#>     Attrib V20    0.014428259604541459
#>     Attrib V21    0.0033685073937821212
#>     Attrib V22    -0.1170226888009445
#>     Attrib V23    -0.19435352028325759
#>     Attrib V24    -0.08530405127592874
#>     Attrib V25    -0.1844455670356259
#>     Attrib V26    -0.23255613578459033
#>     Attrib V27    -0.23667681168217486
#>     Attrib V28    0.1419631224033473
#>     Attrib V29    0.14601949763985214
#>     Attrib V3    0.0387344390739413
#>     Attrib V30    0.2730028087965918
#>     Attrib V31    -0.3592081683864352
#>     Attrib V32    0.017820191780640947
#>     Attrib V33    -0.019022961172804508
#>     Attrib V34    -0.006206943573444787
#>     Attrib V35    0.16808087791680562
#>     Attrib V36    -0.1841479109319137
#>     Attrib V37    -0.042937324256028295
#>     Attrib V38    0.12140056777490293
#>     Attrib V39    0.11777031811618938
#>     Attrib V4    0.13914667912947953
#>     Attrib V40    -0.029625952443144254
#>     Attrib V41    -0.023588327237429176
#>     Attrib V42    0.048189516144307054
#>     Attrib V43    0.042024246228198205
#>     Attrib V44    0.17600494158293037
#>     Attrib V45    0.3518038971609262
#>     Attrib V46    0.21784848098854254
#>     Attrib V47    0.08535953321525037
#>     Attrib V48    0.29179884732642086
#>     Attrib V49    0.2890356341941894
#>     Attrib V5    -0.10991632496200023
#>     Attrib V50    -0.1889942107870068
#>     Attrib V51    0.11294037146602968
#>     Attrib V52    0.18229758587212197
#>     Attrib V53    0.0823946265095496
#>     Attrib V54    0.23235852738308962
#>     Attrib V55    0.08228313578621416
#>     Attrib V56    0.2578278046248371
#>     Attrib V57    -0.15723640263717353
#>     Attrib V58    0.26308689747678465
#>     Attrib V59    0.18882899652249888
#>     Attrib V6    -0.12126178560340116
#>     Attrib V60    0.19835762024133488
#>     Attrib V7    -0.010221858001740771
#>     Attrib V8    -0.25719035464908496
#>     Attrib V9    -0.017651158487136453
#> Sigmoid Node 9
#>     Inputs    Weights
#>     Threshold    0.19720900166152452
#>     Attrib V1    0.2325866782386098
#>     Attrib V10    0.9222181442252626
#>     Attrib V11    1.0568355854245568
#>     Attrib V12    0.9106953079939263
#>     Attrib V13    0.5634734650415035
#>     Attrib V14    -0.2767069963504428
#>     Attrib V15    -0.1876701679503058
#>     Attrib V16    -0.6887207084470852
#>     Attrib V17    -0.9155726661216645
#>     Attrib V18    -0.4373903339193263
#>     Attrib V19    -0.39508753751259573
#>     Attrib V2    0.09257846462180828
#>     Attrib V20    -0.4468426281213186
#>     Attrib V21    -0.262437424429269
#>     Attrib V22    0.06245178041134524
#>     Attrib V23    0.4846808813740239
#>     Attrib V24    0.44572924811629944
#>     Attrib V25    0.33129210886939625
#>     Attrib V26    0.7430339340268947
#>     Attrib V27    0.7981553905646721
#>     Attrib V28    1.4194383309474001
#>     Attrib V29    1.31304101653261
#>     Attrib V3    0.12290370030893219
#>     Attrib V30    0.5419789850759528
#>     Attrib V31    -0.5295204116935313
#>     Attrib V32    0.018147556327796237
#>     Attrib V33    -0.31161154408586694
#>     Attrib V34    0.06944593351384323
#>     Attrib V35    0.2526162070701005
#>     Attrib V36    -0.6310290019322251
#>     Attrib V37    -0.051105198850741024
#>     Attrib V38    -0.16651518303521096
#>     Attrib V39    0.09844449123317929
#>     Attrib V4    0.21957984466779149
#>     Attrib V40    0.49338113956843876
#>     Attrib V41    1.0505362316808735
#>     Attrib V42    -0.07580794249164681
#>     Attrib V43    -0.048443151954155265
#>     Attrib V44    0.014963057058190822
#>     Attrib V45    0.277530020598918
#>     Attrib V46    0.7253592483155719
#>     Attrib V47    0.5682789153549299
#>     Attrib V48    0.47197557721992967
#>     Attrib V49    0.7506143042355029
#>     Attrib V5    0.3003789815188941
#>     Attrib V50    -0.2806850211396278
#>     Attrib V51    0.6351750996465402
#>     Attrib V52    0.8159838856161251
#>     Attrib V53    0.5170467076225526
#>     Attrib V54    0.41657402786836
#>     Attrib V55    0.35444958116686837
#>     Attrib V56    -0.23474257771397783
#>     Attrib V57    -0.8148903307150063
#>     Attrib V58    0.46961352016729596
#>     Attrib V59    -0.07961422942555288
#>     Attrib V6    0.07101153981778097
#>     Attrib V60    -0.08446890463022845
#>     Attrib V7    -0.19918014236011639
#>     Attrib V8    -0.45900070257297526
#>     Attrib V9    0.48241889897386786
#> Sigmoid Node 10
#>     Inputs    Weights
#>     Threshold    -0.004246625884042758
#>     Attrib V1    -0.14894387944534546
#>     Attrib V10    0.025680170595417964
#>     Attrib V11    -0.11479702128131317
#>     Attrib V12    0.06001331762486646
#>     Attrib V13    0.22945997614318242
#>     Attrib V14    0.3082942101485909
#>     Attrib V15    -0.1850823199205939
#>     Attrib V16    -0.019197822341935143
#>     Attrib V17    -0.005864972864943552
#>     Attrib V18    0.14359133865029197
#>     Attrib V19    0.007425517601404426
#>     Attrib V2    -0.013261616462013338
#>     Attrib V20    -0.0670178087347704
#>     Attrib V21    -0.021237814438376523
#>     Attrib V22    -0.06470279936247987
#>     Attrib V23    0.0939559723781428
#>     Attrib V24    -0.13456178007181688
#>     Attrib V25    -0.15231288031577186
#>     Attrib V26    -0.04507480647468713
#>     Attrib V27    0.14411290951744588
#>     Attrib V28    0.03729250501757531
#>     Attrib V29    -0.050783484533098534
#>     Attrib V3    0.0450673933002306
#>     Attrib V30    -0.10894601065140468
#>     Attrib V31    0.5586414850692936
#>     Attrib V32    0.05713453835726326
#>     Attrib V33    0.30239086556517025
#>     Attrib V34    0.12668159123347805
#>     Attrib V35    -0.015385712876471697
#>     Attrib V36    0.5348344689589121
#>     Attrib V37    0.200986495057436
#>     Attrib V38    0.25914993297982525
#>     Attrib V39    0.1309829140929277
#>     Attrib V4    0.10868934524523809
#>     Attrib V40    0.2914904124555435
#>     Attrib V41    0.33964318382161324
#>     Attrib V42    0.04872728491673513
#>     Attrib V43    0.13515215057180474
#>     Attrib V44    0.065263381010831
#>     Attrib V45    -0.2077443712342895
#>     Attrib V46    -0.24711740207619765
#>     Attrib V47    -0.16638972984622166
#>     Attrib V48    -0.3107978821066877
#>     Attrib V49    -0.21168799882166217
#>     Attrib V5    0.30726098646286537
#>     Attrib V50    0.48535880734417924
#>     Attrib V51    -0.13177755446033257
#>     Attrib V52    -0.18546970587178035
#>     Attrib V53    0.08874294558361016
#>     Attrib V54    -0.2174050832585773
#>     Attrib V55    -0.09757344487981262
#>     Attrib V56    -0.2694357673201341
#>     Attrib V57    0.44890016687964834
#>     Attrib V58    -0.2046966893087394
#>     Attrib V59    0.026960301096896094
#>     Attrib V6    0.3726144425261229
#>     Attrib V60    0.03891948984511237
#>     Attrib V7    0.3456640429689866
#>     Attrib V8    0.5886243355639885
#>     Attrib V9    0.117761003880932
#> Sigmoid Node 11
#>     Inputs    Weights
#>     Threshold    0.12970951557822213
#>     Attrib V1    0.049351003680730476
#>     Attrib V10    0.32202483891302464
#>     Attrib V11    0.372134008375025
#>     Attrib V12    0.2447515959817324
#>     Attrib V13    -0.16684862171729647
#>     Attrib V14    -0.7100592494406716
#>     Attrib V15    -0.317283099895323
#>     Attrib V16    -0.19344737622183591
#>     Attrib V17    -0.14980638334812318
#>     Attrib V18    0.030431512233956303
#>     Attrib V19    -0.06918694170267331
#>     Attrib V2    -0.2180519950945138
#>     Attrib V20    -0.1280673774429835
#>     Attrib V21    -0.10357187300567186
#>     Attrib V22    0.07071025682865482
#>     Attrib V23    0.2762120416569891
#>     Attrib V24    0.5074318645770841
#>     Attrib V25    0.45061723503080375
#>     Attrib V26    0.38194134647872313
#>     Attrib V27    0.23313236450985622
#>     Attrib V28    0.7644653365168147
#>     Attrib V29    0.10970252251177699
#>     Attrib V3    -0.18391364595396395
#>     Attrib V30    0.43888373908795053
#>     Attrib V31    -0.7286215614830126
#>     Attrib V32    0.13306165812530701
#>     Attrib V33    0.11151122322522801
#>     Attrib V34    0.367035148714444
#>     Attrib V35    0.5911904179045533
#>     Attrib V36    -0.5444022696896808
#>     Attrib V37    -0.29338689567609194
#>     Attrib V38    -0.20155505873727572
#>     Attrib V39    -0.059092750880861425
#>     Attrib V4    -0.11960269839870392
#>     Attrib V40    0.3501835556618792
#>     Attrib V41    0.6662439129324091
#>     Attrib V42    0.4492192672401539
#>     Attrib V43    0.27259013085802114
#>     Attrib V44    0.41382352884984114
#>     Attrib V45    0.5493062270414641
#>     Attrib V46    0.3976934760855654
#>     Attrib V47    0.16966309716436326
#>     Attrib V48    0.41512386216980407
#>     Attrib V49    0.49319871879619653
#>     Attrib V5    -0.34427521889263696
#>     Attrib V50    -0.7260398919376774
#>     Attrib V51    0.19302546725805933
#>     Attrib V52    0.21846814261320482
#>     Attrib V53    0.020756358579169413
#>     Attrib V54    0.45010712246296775
#>     Attrib V55    -0.24253162855992208
#>     Attrib V56    0.34935041880607315
#>     Attrib V57    -0.6967067579474571
#>     Attrib V58    0.3652491604902383
#>     Attrib V59    -0.08117174532830022
#>     Attrib V6    -0.10814568356716533
#>     Attrib V60    0.21494555491170597
#>     Attrib V7    -0.10656074349392379
#>     Attrib V8    -0.3233984691620703
#>     Attrib V9    0.20302489902847398
#> Sigmoid Node 12
#>     Inputs    Weights
#>     Threshold    0.34961541618230596
#>     Attrib V1    0.25952098399363
#>     Attrib V10    -0.05807025295945412
#>     Attrib V11    0.131736949204414
#>     Attrib V12    -0.00590849838679987
#>     Attrib V13    0.0637348186772818
#>     Attrib V14    -0.10214275284746865
#>     Attrib V15    0.2583635497385806
#>     Attrib V16    0.23598892558053375
#>     Attrib V17    0.12529832929416382
#>     Attrib V18    0.25541039877440547
#>     Attrib V19    0.40339087925231354
#>     Attrib V2    -0.015162531024200825
#>     Attrib V20    0.1637166288940813
#>     Attrib V21    0.0032843058367723202
#>     Attrib V22    0.06611237220803262
#>     Attrib V23    0.11538612275080992
#>     Attrib V24    0.05354928041103881
#>     Attrib V25    -0.3453717995825825
#>     Attrib V26    -0.3356098419843242
#>     Attrib V27    0.03389403967433774
#>     Attrib V28    1.0091363436647172
#>     Attrib V29    0.7886900825227044
#>     Attrib V3    -0.188734324581154
#>     Attrib V30    0.5875787221344051
#>     Attrib V31    -1.0080228895589962
#>     Attrib V32    -0.22652389999594208
#>     Attrib V33    -0.2456697041695712
#>     Attrib V34    -0.10718897718400967
#>     Attrib V35    0.3452589576588257
#>     Attrib V36    -0.680900988458285
#>     Attrib V37    -0.17864817627943366
#>     Attrib V38    0.06420632838882226
#>     Attrib V39    0.11055833266045248
#>     Attrib V4    0.007358055557138501
#>     Attrib V40    0.12398360350877358
#>     Attrib V41    0.3454239396946924
#>     Attrib V42    0.40248933054591607
#>     Attrib V43    0.23485080571270442
#>     Attrib V44    0.20121186747114198
#>     Attrib V45    0.4611845905298778
#>     Attrib V46    0.2156892895983052
#>     Attrib V47    -0.19733074113656113
#>     Attrib V48    0.1632496681018259
#>     Attrib V49    0.4203880036866817
#>     Attrib V5    -0.2993250790611942
#>     Attrib V50    -0.6983465751723875
#>     Attrib V51    0.09302395605593405
#>     Attrib V52    0.3805653207128868
#>     Attrib V53    0.3017306238926289
#>     Attrib V54    0.49135184648407604
#>     Attrib V55    -0.014933981567448544
#>     Attrib V56    0.47572707804927844
#>     Attrib V57    -0.7754953411816579
#>     Attrib V58    0.5314835160821735
#>     Attrib V59    0.29879959751658536
#>     Attrib V6    -0.034272135060735356
#>     Attrib V60    0.3614792940260661
#>     Attrib V7    0.04889763674018442
#>     Attrib V8    -0.4382955292786628
#>     Attrib V9    -0.1855555005773649
#> Sigmoid Node 13
#>     Inputs    Weights
#>     Threshold    0.06308748208094375
#>     Attrib V1    0.278189159787947
#>     Attrib V10    -0.15018494483483044
#>     Attrib V11    0.0059714797317948435
#>     Attrib V12    0.03689925615419821
#>     Attrib V13    -0.1739785081487069
#>     Attrib V14    -0.6442702410673941
#>     Attrib V15    -0.08189420216278803
#>     Attrib V16    0.21305089283014675
#>     Attrib V17    0.2397821286965291
#>     Attrib V18    -0.019568853561315384
#>     Attrib V19    -0.002818622796388
#>     Attrib V2    0.03538579688779181
#>     Attrib V20    -0.06236396468511284
#>     Attrib V21    -0.18311929487731188
#>     Attrib V22    -0.10609411741240259
#>     Attrib V23    -0.06744609935880595
#>     Attrib V24    0.07887041903523377
#>     Attrib V25    -0.11216972470653062
#>     Attrib V26    -0.5029873696864545
#>     Attrib V27    -0.4282615620769587
#>     Attrib V28    0.1279910813964673
#>     Attrib V29    -0.2867029776975201
#>     Attrib V3    -0.0709732063008956
#>     Attrib V30    0.34327891224278945
#>     Attrib V31    -0.4127247565503061
#>     Attrib V32    0.6449479552647801
#>     Attrib V33    0.3393703278045923
#>     Attrib V34    0.15586834630706167
#>     Attrib V35    0.1872640847687755
#>     Attrib V36    -0.4846988128191159
#>     Attrib V37    -0.04492932034923815
#>     Attrib V38    0.21208302378203425
#>     Attrib V39    0.28103223973770475
#>     Attrib V4    -0.12087613193795808
#>     Attrib V40    0.10609468337487266
#>     Attrib V41    0.11317417122251162
#>     Attrib V42    0.35490520170785594
#>     Attrib V43    0.04019139721529125
#>     Attrib V44    0.2007224576281039
#>     Attrib V45    0.2941594119269704
#>     Attrib V46    0.09708871093588718
#>     Attrib V47    -0.24145220785524188
#>     Attrib V48    0.01347735303241085
#>     Attrib V49    0.21981306004108578
#>     Attrib V5    -0.3998267685460136
#>     Attrib V50    -0.7640963219120883
#>     Attrib V51    -0.11942766665903178
#>     Attrib V52    -0.07128609883486746
#>     Attrib V53    -0.339902552824326
#>     Attrib V54    0.17092516092371185
#>     Attrib V55    -0.2836938580737965
#>     Attrib V56    0.4360705059552513
#>     Attrib V57    -0.5398840418566379
#>     Attrib V58    0.18446638593749654
#>     Attrib V59    -0.062386768992192684
#>     Attrib V6    -0.16323267350412557
#>     Attrib V60    0.11309902954166436
#>     Attrib V7    0.17760031558132772
#>     Attrib V8    -0.4949791526698834
#>     Attrib V9    -0.1398875614746877
#> Sigmoid Node 14
#>     Inputs    Weights
#>     Threshold    0.11200198432110722
#>     Attrib V1    0.1382267678975511
#>     Attrib V10    0.6288881966435784
#>     Attrib V11    0.7331712725148375
#>     Attrib V12    0.45906240210459703
#>     Attrib V13    -0.013908245630942838
#>     Attrib V14    -0.6507172204592251
#>     Attrib V15    -0.2936785812154289
#>     Attrib V16    -0.43118226065555143
#>     Attrib V17    -0.38507184207817824
#>     Attrib V18    -0.08313432105400204
#>     Attrib V19    -0.18260585557814155
#>     Attrib V2    -0.14957554923277358
#>     Attrib V20    -0.2833845178470559
#>     Attrib V21    -0.18631209398106227
#>     Attrib V22    0.046010800310191835
#>     Attrib V23    0.287740459587368
#>     Attrib V24    0.4703254687102665
#>     Attrib V25    0.5454442417352248
#>     Attrib V26    0.6386346322470231
#>     Attrib V27    0.2510492356864276
#>     Attrib V28    0.5873154584651754
#>     Attrib V29    0.07663986089906441
#>     Attrib V3    -0.16531615943674727
#>     Attrib V30    0.36652588952511783
#>     Attrib V31    -0.5766133599918154
#>     Attrib V32    0.11750056353377362
#>     Attrib V33    0.047022722660365134
#>     Attrib V34    0.3392257744055647
#>     Attrib V35    0.5987328352006822
#>     Attrib V36    -0.5338576042511259
#>     Attrib V37    -0.26214134941602685
#>     Attrib V38    -0.37885300942036576
#>     Attrib V39    -0.13526199101881525
#>     Attrib V4    -0.025040117047123684
#>     Attrib V40    0.2513108385775212
#>     Attrib V41    0.4997815373957575
#>     Attrib V42    0.04110168340173552
#>     Attrib V43    0.023102965486676775
#>     Attrib V44    0.2430808115655277
#>     Attrib V45    0.38456147473537305
#>     Attrib V46    0.5105495519094972
#>     Attrib V47    0.31167405467840825
#>     Attrib V48    0.58744071785321
#>     Attrib V49    0.6945149244021362
#>     Attrib V5    -0.21561380293849428
#>     Attrib V50    -0.5617342946577304
#>     Attrib V51    0.2823642076822204
#>     Attrib V52    0.4650597709415261
#>     Attrib V53    0.12165513552706145
#>     Attrib V54    0.41639266354325605
#>     Attrib V55    -0.0020517256174105367
#>     Attrib V56    0.17721216283377264
#>     Attrib V57    -0.7421517143304662
#>     Attrib V58    0.45467016472173843
#>     Attrib V59    -0.10615304153134705
#>     Attrib V6    -0.10930907561179327
#>     Attrib V60    0.1766444285489066
#>     Attrib V7    -0.08321738678585625
#>     Attrib V8    -0.4116941769560289
#>     Attrib V9    0.3736298053019604
#> Sigmoid Node 15
#>     Inputs    Weights
#>     Threshold    0.26773809024235895
#>     Attrib V1    0.3381411847014372
#>     Attrib V10    -0.8513812234725524
#>     Attrib V11    -0.7738276613672539
#>     Attrib V12    -0.34923095712100566
#>     Attrib V13    0.2590408984409369
#>     Attrib V14    0.8644067680584062
#>     Attrib V15    0.6453456946648302
#>     Attrib V16    0.27185610586835407
#>     Attrib V17    -0.10377114258506108
#>     Attrib V18    -0.574614505614779
#>     Attrib V19    -0.3317671759054107
#>     Attrib V2    0.6132609238873344
#>     Attrib V20    -0.43782205951336994
#>     Attrib V21    -0.5424357024756364
#>     Attrib V22    -0.6566393074601721
#>     Attrib V23    -0.665677742149096
#>     Attrib V24    -0.2005473916737445
#>     Attrib V25    0.17555447895750864
#>     Attrib V26    0.493967186636849
#>     Attrib V27    1.0998264495421621
#>     Attrib V28    0.45598858892741506
#>     Attrib V29    0.8058858792331568
#>     Attrib V3    0.3813670224852205
#>     Attrib V30    -0.011035164993220364
#>     Attrib V31    1.9284089835042655
#>     Attrib V32    0.45200663865582097
#>     Attrib V33    0.2981323381868945
#>     Attrib V34    0.28602591624999574
#>     Attrib V35    -0.4614495331854733
#>     Attrib V36    0.3848238571431132
#>     Attrib V37    0.4629126947339159
#>     Attrib V38    0.1944338333904163
#>     Attrib V39    0.13816288333346133
#>     Attrib V4    -0.4361479802052489
#>     Attrib V40    0.19033302639933325
#>     Attrib V41    -0.09510647131147833
#>     Attrib V42    -0.023531871412840046
#>     Attrib V43    -0.3446459531082548
#>     Attrib V44    -0.6423081537134021
#>     Attrib V45    -0.5621917888173997
#>     Attrib V46    -0.026809038690309008
#>     Attrib V47    0.2522981831979499
#>     Attrib V48    -0.272722450546053
#>     Attrib V49    -0.2744314539598597
#>     Attrib V5    0.49547418102135826
#>     Attrib V50    1.1941138442749921
#>     Attrib V51    -0.3614854354032193
#>     Attrib V52    -0.6615170453876136
#>     Attrib V53    0.20936295990468326
#>     Attrib V54    -0.5214864958933957
#>     Attrib V55    0.1661511314757096
#>     Attrib V56    -0.30390620800186097
#>     Attrib V57    0.4654620471915525
#>     Attrib V58    -0.8422670549002976
#>     Attrib V59    -0.44923487194125483
#>     Attrib V6    0.08249705829149706
#>     Attrib V60    -0.4262781698346659
#>     Attrib V7    -0.4575462000133128
#>     Attrib V8    -0.5595131916796366
#>     Attrib V9    -0.7179603687223934
#> Sigmoid Node 16
#>     Inputs    Weights
#>     Threshold    -0.1649533456813256
#>     Attrib V1    0.07397165322413601
#>     Attrib V10    0.018066171019726282
#>     Attrib V11    -0.009200463224631568
#>     Attrib V12    -0.032348125072394776
#>     Attrib V13    0.006438512719842712
#>     Attrib V14    -0.008022400413381306
#>     Attrib V15    0.006832933870466145
#>     Attrib V16    0.07089414824283528
#>     Attrib V17    0.050131423066834026
#>     Attrib V18    0.04129372946706348
#>     Attrib V19    -0.012194131872194702
#>     Attrib V2    0.03054558146960022
#>     Attrib V20    -0.08013425291350748
#>     Attrib V21    -0.09862105435979783
#>     Attrib V22    -0.10386675477677086
#>     Attrib V23    -0.11774222548423084
#>     Attrib V24    -0.0331502338544584
#>     Attrib V25    -0.02147462426815225
#>     Attrib V26    -0.07195721821449565
#>     Attrib V27    -0.0730744406723169
#>     Attrib V28    -0.013901500715033046
#>     Attrib V29    -0.013788257266610912
#>     Attrib V3    0.10503448403996629
#>     Attrib V30    -0.00752709803516786
#>     Attrib V31    -0.040360956913065536
#>     Attrib V32    0.04340297019294683
#>     Attrib V33    0.027757924954536117
#>     Attrib V34    0.06837365962437728
#>     Attrib V35    0.061135768036093885
#>     Attrib V36    0.0411140642222126
#>     Attrib V37    0.0862664919540462
#>     Attrib V38    0.06783023785399489
#>     Attrib V39    0.07517704355184426
#>     Attrib V4    0.08279619539264535
#>     Attrib V40    0.04351952080601919
#>     Attrib V41    0.08662897370165766
#>     Attrib V42    0.12961560742860773
#>     Attrib V43    0.05486460389327436
#>     Attrib V44    0.04078190226431786
#>     Attrib V45    0.08563983953191806
#>     Attrib V46    0.09636873869778262
#>     Attrib V47    0.08340689885124822
#>     Attrib V48    0.0630214997095534
#>     Attrib V49    0.014317241535736418
#>     Attrib V5    0.056497432466535075
#>     Attrib V50    0.08677611033036353
#>     Attrib V51    0.1237417601790637
#>     Attrib V52    0.10074768331688257
#>     Attrib V53    0.10732237223187449
#>     Attrib V54    0.010187092277703307
#>     Attrib V55    0.0765451683548113
#>     Attrib V56    0.10272944524646309
#>     Attrib V57    0.08488862540552138
#>     Attrib V58    0.13395485731264847
#>     Attrib V59    0.04422245837561411
#>     Attrib V6    0.052999106311470166
#>     Attrib V60    0.08705416063089566
#>     Attrib V7    0.0227690685064759
#>     Attrib V8    -0.015442606909994494
#>     Attrib V9    0.06084240444081216
#> Sigmoid Node 17
#>     Inputs    Weights
#>     Threshold    0.005061752642657325
#>     Attrib V1    -0.11722784313075924
#>     Attrib V10    0.13699070714730077
#>     Attrib V11    0.06461014209304966
#>     Attrib V12    0.006644857437070762
#>     Attrib V13    0.08502617412853389
#>     Attrib V14    0.2149716646782396
#>     Attrib V15    0.08042079182838775
#>     Attrib V16    -0.03602187435654401
#>     Attrib V17    0.031218737646042768
#>     Attrib V18    0.1323612959339904
#>     Attrib V19    0.11469320427152382
#>     Attrib V2    -0.019674434151572294
#>     Attrib V20    0.10925713400534255
#>     Attrib V21    0.12819209022412653
#>     Attrib V22    0.07677812249648
#>     Attrib V23    -0.003452182356117983
#>     Attrib V24    -0.08046636120987602
#>     Attrib V25    -0.10245514495934471
#>     Attrib V26    0.012673692261622922
#>     Attrib V27    0.07525288625384922
#>     Attrib V28    -0.13139373944985652
#>     Attrib V29    0.0038712874672584574
#>     Attrib V3    0.053862968326409105
#>     Attrib V30    -0.1486242504221123
#>     Attrib V31    0.0489296950790048
#>     Attrib V32    -0.40018673456773074
#>     Attrib V33    -0.10667017737138511
#>     Attrib V34    -0.06549731880567429
#>     Attrib V35    -0.03192950588581153
#>     Attrib V36    0.132116167999735
#>     Attrib V37    -0.024074306317282756
#>     Attrib V38    -0.006514914782017385
#>     Attrib V39    -0.018499411433090394
#>     Attrib V4    0.10008492854060697
#>     Attrib V40    -0.027226523192170175
#>     Attrib V41    0.07842585588213913
#>     Attrib V42    -0.07254857958639911
#>     Attrib V43    0.041722977929830665
#>     Attrib V44    -0.0249808670377258
#>     Attrib V45    -0.06180957352248983
#>     Attrib V46    -0.09367906507869055
#>     Attrib V47    0.005892327209352572
#>     Attrib V48    0.0023866012801377736
#>     Attrib V49    -0.1724023698090084
#>     Attrib V5    0.23945375599784316
#>     Attrib V50    0.18336452827484184
#>     Attrib V51    0.001041219573503148
#>     Attrib V52    -0.029536988526280422
#>     Attrib V53    0.03178754756979888
#>     Attrib V54    -0.1403403562362147
#>     Attrib V55    0.09867022489647535
#>     Attrib V56    -0.18381417803288028
#>     Attrib V57    0.2741069762879267
#>     Attrib V58    -0.1111515843052399
#>     Attrib V59    0.05689021542827131
#>     Attrib V6    0.14978849341171932
#>     Attrib V60    0.006325882714170691
#>     Attrib V7    -0.01658253816550578
#>     Attrib V8    0.30238940360263683
#>     Attrib V9    0.11107065194520727
#> Sigmoid Node 18
#>     Inputs    Weights
#>     Threshold    -0.09842155034528523
#>     Attrib V1    -0.1798116027588994
#>     Attrib V10    0.06125560278155612
#>     Attrib V11    -0.03562281092181789
#>     Attrib V12    -0.06203736695918822
#>     Attrib V13    0.14644513016725022
#>     Attrib V14    0.40836686957499396
#>     Attrib V15    0.058179013443251625
#>     Attrib V16    -0.03853169260089436
#>     Attrib V17    -2.1240165214778703E-4
#>     Attrib V18    0.22820828549899744
#>     Attrib V19    0.10209631022471613
#>     Attrib V2    -0.059475537526882054
#>     Attrib V20    0.18538767860402477
#>     Attrib V21    0.19880458190343359
#>     Attrib V22    0.004751355420091094
#>     Attrib V23    0.006824039271721932
#>     Attrib V24    -0.1631412743759023
#>     Attrib V25    -0.06619364002282531
#>     Attrib V26    0.10229671911815545
#>     Attrib V27    0.16655838802390582
#>     Attrib V28    -0.1389260726496088
#>     Attrib V29    0.11475598243510274
#>     Attrib V3    0.12536070900837742
#>     Attrib V30    -0.27856178888663313
#>     Attrib V31    0.006497714186748662
#>     Attrib V32    -0.538635885614743
#>     Attrib V33    -0.25135506554099246
#>     Attrib V34    -0.07896670833736447
#>     Attrib V35    -0.13356929153569808
#>     Attrib V36    0.2964333829717718
#>     Attrib V37    -0.01012242836451915
#>     Attrib V38    -0.11648600584870548
#>     Attrib V39    -0.08017473970497857
#>     Attrib V4    0.08359090461892964
#>     Attrib V40    -0.09838252250188663
#>     Attrib V41    -0.09085135994359324
#>     Attrib V42    -0.12533040472729973
#>     Attrib V43    -0.027191858948530604
#>     Attrib V44    -0.07167167519807306
#>     Attrib V45    -0.20162514262979228
#>     Attrib V46    -0.1284236261759786
#>     Attrib V47    0.10452504168355574
#>     Attrib V48    -0.03905758874465562
#>     Attrib V49    -0.1476769476000785
#>     Attrib V5    0.2991618108423529
#>     Attrib V50    0.29895798220303366
#>     Attrib V51    0.06492408561452215
#>     Attrib V52    0.01809049693163336
#>     Attrib V53    0.18038698830030647
#>     Attrib V54    -0.15808104865434536
#>     Attrib V55    0.1831067416588343
#>     Attrib V56    -0.2253554713567605
#>     Attrib V57    0.26059415282014337
#>     Attrib V58    -0.09216489504025976
#>     Attrib V59    0.1644491041567514
#>     Attrib V6    0.1308765635153114
#>     Attrib V60    0.05113991794131112
#>     Attrib V7    0.010120634212362485
#>     Attrib V8    0.3325038774594019
#>     Attrib V9    0.07033722780776885
#> Sigmoid Node 19
#>     Inputs    Weights
#>     Threshold    0.34023945617365653
#>     Attrib V1    0.008224626119337887
#>     Attrib V10    0.7637679964834492
#>     Attrib V11    0.9038767167329574
#>     Attrib V12    0.7327208402279196
#>     Attrib V13    0.5050832822386272
#>     Attrib V14    -0.11212779311825999
#>     Attrib V15    -0.07921672556468048
#>     Attrib V16    -0.6597104413458295
#>     Attrib V17    -0.7905658928613891
#>     Attrib V18    0.02460091923441231
#>     Attrib V19    0.14481719716214106
#>     Attrib V2    -0.13833856223521726
#>     Attrib V20    -0.2817950717741414
#>     Attrib V21    -0.24340612793794678
#>     Attrib V22    0.368930177986112
#>     Attrib V23    0.8822761897573033
#>     Attrib V24    0.6408182506391872
#>     Attrib V25    0.4694155186382196
#>     Attrib V26    0.8333576979350998
#>     Attrib V27    0.7932189497536959
#>     Attrib V28    1.4542765535494737
#>     Attrib V29    1.38543223263458
#>     Attrib V3    -0.11540851127362747
#>     Attrib V30    0.4488647662291801
#>     Attrib V31    -0.8286215777973435
#>     Attrib V32    -0.1279377141763057
#>     Attrib V33    -0.4610255686510169
#>     Attrib V34    0.0374592422297621
#>     Attrib V35    0.4169617987825658
#>     Attrib V36    -0.7256932130174178
#>     Attrib V37    -0.22396921521783894
#>     Attrib V38    -0.37223192343973543
#>     Attrib V39    -0.0028716007372474846
#>     Attrib V4    0.20652064099851883
#>     Attrib V40    0.6691930182515814
#>     Attrib V41    1.2569764437323216
#>     Attrib V42    0.12816027030756152
#>     Attrib V43    0.01141789699577736
#>     Attrib V44    0.15854945047951022
#>     Attrib V45    0.3032518073168797
#>     Attrib V46    0.6585398064347575
#>     Attrib V47    0.5381873530842349
#>     Attrib V48    0.5386107284497388
#>     Attrib V49    0.9273462249907354
#>     Attrib V5    0.33474709424116295
#>     Attrib V50    -0.3942354369629321
#>     Attrib V51    0.6661574819592894
#>     Attrib V52    0.9217670920898822
#>     Attrib V53    0.8006758229175974
#>     Attrib V54    0.45284593934374573
#>     Attrib V55    0.35972060338605916
#>     Attrib V56    -0.36619166235216977
#>     Attrib V57    -1.0586647410673364
#>     Attrib V58    0.7223464624381619
#>     Attrib V59    -0.18174048885272553
#>     Attrib V6    0.13130154311258554
#>     Attrib V60    -0.06375965360017483
#>     Attrib V7    -0.035733030138602434
#>     Attrib V8    -0.4940893610319584
#>     Attrib V9    0.38089200752171515
#> Sigmoid Node 20
#>     Inputs    Weights
#>     Threshold    0.3091656403947984
#>     Attrib V1    0.03993365600389355
#>     Attrib V10    0.10451464575584164
#>     Attrib V11    0.2052070667534621
#>     Attrib V12    0.2484398661632694
#>     Attrib V13    0.2532045673795407
#>     Attrib V14    0.025394830211615867
#>     Attrib V15    0.16380430269109036
#>     Attrib V16    -0.1391906197050355
#>     Attrib V17    -0.23060974083706537
#>     Attrib V18    0.3709974383401166
#>     Attrib V19    0.5169492155871401
#>     Attrib V2    -0.21728112594189483
#>     Attrib V20    0.1033352317610672
#>     Attrib V21    -0.013137865891455337
#>     Attrib V22    0.25800621089322484
#>     Attrib V23    0.6200578942751728
#>     Attrib V24    0.4747059197081097
#>     Attrib V25    0.04020183685986476
#>     Attrib V26    0.19559837383706638
#>     Attrib V27    0.5351192182949087
#>     Attrib V28    1.443204775739525
#>     Attrib V29    1.310358605288067
#>     Attrib V3    -0.1485602775060784
#>     Attrib V30    0.6430324258246016
#>     Attrib V31    -1.032476070343209
#>     Attrib V32    -0.43076536957030714
#>     Attrib V33    -0.5058194715703346
#>     Attrib V34    -0.17495940305615904
#>     Attrib V35    0.31465870662693013
#>     Attrib V36    -0.7421575167790497
#>     Attrib V37    -0.12277379288839406
#>     Attrib V38    -0.10324966807736981
#>     Attrib V39    0.05961732713730828
#>     Attrib V4    0.04191908217253685
#>     Attrib V40    0.3985770650600621
#>     Attrib V41    0.9315491100168912
#>     Attrib V42    0.5415636043673244
#>     Attrib V43    0.37782018746810736
#>     Attrib V44    0.369775816560862
#>     Attrib V45    0.2427421047311812
#>     Attrib V46    0.23945158991775103
#>     Attrib V47    -0.002572982849195001
#>     Attrib V48    0.16517391838201495
#>     Attrib V49    0.4894095509368777
#>     Attrib V5    -0.040323718061118105
#>     Attrib V50    -0.7212910444759527
#>     Attrib V51    0.32633741971871993
#>     Attrib V52    0.6532581415254045
#>     Attrib V53    0.6808771328852483
#>     Attrib V54    0.6533976514825364
#>     Attrib V55    0.07274931676869546
#>     Attrib V56    0.2733007254972057
#>     Attrib V57    -0.9763780661972745
#>     Attrib V58    0.6419282689762701
#>     Attrib V59    0.29936082793350877
#>     Attrib V6    0.13079822440699682
#>     Attrib V60    0.4559721442507454
#>     Attrib V7    -0.06404956947876571
#>     Attrib V8    -0.5098179853809764
#>     Attrib V9    -0.09073985195728801
#> Sigmoid Node 21
#>     Inputs    Weights
#>     Threshold    0.5774911139910165
#>     Attrib V1    0.5750993103122084
#>     Attrib V10    -0.8245306567195866
#>     Attrib V11    -0.628611251587452
#>     Attrib V12    -0.27983137762021054
#>     Attrib V13    0.510269625979743
#>     Attrib V14    0.9359002848557735
#>     Attrib V15    0.9795885648585743
#>     Attrib V16    0.851818588240748
#>     Attrib V17    0.37959326125621967
#>     Attrib V18    -0.9957029328253387
#>     Attrib V19    -0.7540320244406113
#>     Attrib V2    0.9174372933800921
#>     Attrib V20    -0.7234653613851559
#>     Attrib V21    -0.6667986317959472
#>     Attrib V22    -1.1084926140878149
#>     Attrib V23    -1.0287203311310058
#>     Attrib V24    -0.16131409968150007
#>     Attrib V25    0.19937595173774175
#>     Attrib V26    0.8108777966668375
#>     Attrib V27    1.869598599612314
#>     Attrib V28    0.618774466405149
#>     Attrib V29    0.46660772859270977
#>     Attrib V3    0.727198530211104
#>     Attrib V30    0.11270865666825099
#>     Attrib V31    2.458473101927335
#>     Attrib V32    0.6562040176491184
#>     Attrib V33    0.7888682258592333
#>     Attrib V34    0.5948507670285583
#>     Attrib V35    -0.9779876162334232
#>     Attrib V36    -0.07604236448413323
#>     Attrib V37    0.7901104081753327
#>     Attrib V38    0.465984165021291
#>     Attrib V39    0.3598152846897833
#>     Attrib V4    -0.38839281646514445
#>     Attrib V40    0.5102639088164652
#>     Attrib V41    0.4260405021530684
#>     Attrib V42    0.24132823158605396
#>     Attrib V43    -0.7265475242158459
#>     Attrib V44    -0.8592024324438443
#>     Attrib V45    -0.7607045215679497
#>     Attrib V46    -0.22357724230330253
#>     Attrib V47    -0.10377426878008195
#>     Attrib V48    -0.4315929571777891
#>     Attrib V49    -0.5248757540016554
#>     Attrib V5    1.1589378301606679
#>     Attrib V50    0.6052321922523346
#>     Attrib V51    -0.6302167039908242
#>     Attrib V52    -1.1604007281649322
#>     Attrib V53    -0.20779265459546836
#>     Attrib V54    -0.5727078284347045
#>     Attrib V55    0.12899460747916042
#>     Attrib V56    -0.3340537252113056
#>     Attrib V57    0.7416445798874318
#>     Attrib V58    -1.3074234373830143
#>     Attrib V59    -0.5838533663806029
#>     Attrib V6    0.6656643384599356
#>     Attrib V60    -0.87420989420916
#>     Attrib V7    -0.094485727533065
#>     Attrib V8    -0.600824277646025
#>     Attrib V9    -0.5140896627350932
#> Sigmoid Node 22
#>     Inputs    Weights
#>     Threshold    0.10908448740271542
#>     Attrib V1    0.4351799954481691
#>     Attrib V10    -0.18106146567671788
#>     Attrib V11    -0.008413834012005388
#>     Attrib V12    0.12718624886106836
#>     Attrib V13    -0.3153023885575344
#>     Attrib V14    -0.8340820092759258
#>     Attrib V15    -0.08278254997546546
#>     Attrib V16    0.4819374900469468
#>     Attrib V17    0.41490090672294827
#>     Attrib V18    -0.07809336855044446
#>     Attrib V19    -0.022777804330633537
#>     Attrib V2    0.16169751323568832
#>     Attrib V20    -0.14253394856322749
#>     Attrib V21    -0.38267407939661385
#>     Attrib V22    -0.23435245478045155
#>     Attrib V23    -0.23594687001264383
#>     Attrib V24    0.081477784710582
#>     Attrib V25    -0.282182649505907
#>     Attrib V26    -0.7858768875011276
#>     Attrib V27    -0.7651610550504763
#>     Attrib V28    -0.09688187890315308
#>     Attrib V29    -0.7354464224201154
#>     Attrib V3    -0.11637700919160644
#>     Attrib V30    0.2924712598866045
#>     Attrib V31    -0.2897489735975518
#>     Attrib V32    0.9931164049624888
#>     Attrib V33    0.5487292998442365
#>     Attrib V34    0.1542829420728144
#>     Attrib V35    0.16049282693635736
#>     Attrib V36    -0.628842618649721
#>     Attrib V37    -0.04705550827430353
#>     Attrib V38    0.3208864806057746
#>     Attrib V39    0.3003018508600019
#>     Attrib V4    -0.12183735896868607
#>     Attrib V40    0.11647932555371479
#>     Attrib V41    0.04692655825354535
#>     Attrib V42    0.44756651828822447
#>     Attrib V43    0.13011120163157303
#>     Attrib V44    0.23514445012863394
#>     Attrib V45    0.3305667575013095
#>     Attrib V46    0.04009753064313701
#>     Attrib V47    -0.5169339938178488
#>     Attrib V48    -0.035612582089699966
#>     Attrib V49    0.176805103784879
#>     Attrib V5    -0.45144944450455293
#>     Attrib V50    -0.9710819859143799
#>     Attrib V51    -0.20802803056853544
#>     Attrib V52    -0.0942643317131092
#>     Attrib V53    -0.49629465724711574
#>     Attrib V54    0.2228758228698493
#>     Attrib V55    -0.38716825861912224
#>     Attrib V56    0.6390454080563212
#>     Attrib V57    -0.6528981744938603
#>     Attrib V58    0.21938489694835567
#>     Attrib V59    -0.16154848613409656
#>     Attrib V6    -0.1174485936826229
#>     Attrib V60    0.12297557161885138
#>     Attrib V7    0.28669375050101326
#>     Attrib V8    -0.6413234361818089
#>     Attrib V9    -0.15959605230478918
#> Sigmoid Node 23
#>     Inputs    Weights
#>     Threshold    -0.05985212555030251
#>     Attrib V1    0.7584099287279037
#>     Attrib V10    -0.40287353879681026
#>     Attrib V11    -0.12166600226646884
#>     Attrib V12    -0.18439409091379297
#>     Attrib V13    -0.31636482364022883
#>     Attrib V14    -0.4372136016850293
#>     Attrib V15    0.34670247654805936
#>     Attrib V16    0.6412264451337133
#>     Attrib V17    0.6349135967683955
#>     Attrib V18    0.2015408103527467
#>     Attrib V19    0.3066610051029279
#>     Attrib V2    0.39045420674527587
#>     Attrib V20    0.3620562472144702
#>     Attrib V21    0.18776056181442757
#>     Attrib V22    0.08090898167447984
#>     Attrib V23    -0.15408770353670562
#>     Attrib V24    -0.11917786675109014
#>     Attrib V25    -0.6600261769996348
#>     Attrib V26    -1.2066124934268871
#>     Attrib V27    -1.1227071729069897
#>     Attrib V28    -0.050935491546164266
#>     Attrib V29    -0.15278556733110302
#>     Attrib V3    0.12388132149097157
#>     Attrib V30    0.5183095514502027
#>     Attrib V31    -0.9124816709981584
#>     Attrib V32    0.34127397391341846
#>     Attrib V33    0.043242612161811814
#>     Attrib V34    -0.3150815118465414
#>     Attrib V35    0.019890851475795945
#>     Attrib V36    -0.6549564331143577
#>     Attrib V37    0.01698914464878482
#>     Attrib V38    0.43442620135462034
#>     Attrib V39    0.390333722976241
#>     Attrib V4    0.22927628973913108
#>     Attrib V40    -0.18299529399496228
#>     Attrib V41    -0.17973871283969411
#>     Attrib V42    0.3672663536661024
#>     Attrib V43    0.09258181978680274
#>     Attrib V44    0.3081252149412816
#>     Attrib V45    0.51971953397661
#>     Attrib V46    -0.006441809112745173
#>     Attrib V47    -0.44800176595691354
#>     Attrib V48    -0.08354064067171467
#>     Attrib V49    0.15994882807872468
#>     Attrib V5    -0.4655374509352813
#>     Attrib V50    -0.8788834729952711
#>     Attrib V51    -0.024122825729354848
#>     Attrib V52    0.10682561273172612
#>     Attrib V53    -0.2525743281546314
#>     Attrib V54    0.578296074658586
#>     Attrib V55    -0.027323229865545803
#>     Attrib V56    0.9796755590825359
#>     Attrib V57    -0.39334489972417863
#>     Attrib V58    0.5525123868497929
#>     Attrib V59    0.3617177919362289
#>     Attrib V6    -0.18745459403844772
#>     Attrib V60    0.3375266551156612
#>     Attrib V7    0.26075623675522264
#>     Attrib V8    -0.5124781988155612
#>     Attrib V9    -0.29423484508090675
#> Sigmoid Node 24
#>     Inputs    Weights
#>     Threshold    0.011488227705577949
#>     Attrib V1    -0.023733218184506695
#>     Attrib V10    -0.9208919448488379
#>     Attrib V11    -1.0565732507193748
#>     Attrib V12    -0.7718971981159668
#>     Attrib V13    -0.031934630300638686
#>     Attrib V14    0.9687754963451091
#>     Attrib V15    0.3334466248299155
#>     Attrib V16    -0.23275749136604204
#>     Attrib V17    -0.37574751609310486
#>     Attrib V18    -0.3198183424906191
#>     Attrib V19    -0.1964692012754541
#>     Attrib V2    0.3505219632900704
#>     Attrib V20    -0.20934676845095013
#>     Attrib V21    -0.3396334193811728
#>     Attrib V22    -0.5485270634534766
#>     Attrib V23    -0.24213303090151897
#>     Attrib V24    -0.11171426454682928
#>     Attrib V25    0.08367239956617413
#>     Attrib V26    0.14279892843391512
#>     Attrib V27    0.6367118811757096
#>     Attrib V28    0.08125408446708356
#>     Attrib V29    0.659378084905049
#>     Attrib V3    0.19666153998660874
#>     Attrib V30    -0.329028211149856
#>     Attrib V31    1.209536278403325
#>     Attrib V32    0.009193400401573114
#>     Attrib V33    -0.10788374687790811
#>     Attrib V34    -0.031453043225123954
#>     Attrib V35    -0.14784668977019075
#>     Attrib V36    0.9002968696753421
#>     Attrib V37    0.5738413851886426
#>     Attrib V38    0.19033769911868115
#>     Attrib V39    -0.11962872929892283
#>     Attrib V4    -0.24616501094158422
#>     Attrib V40    -0.07086456858440503
#>     Attrib V41    -0.3058270223395315
#>     Attrib V42    -0.02803716124958857
#>     Attrib V43    0.07077339965478381
#>     Attrib V44    -0.29239267664534474
#>     Attrib V45    -0.49057174329044606
#>     Attrib V46    -0.15857455086162264
#>     Attrib V47    0.2304241829831582
#>     Attrib V48    -0.269850577785561
#>     Attrib V49    -0.3534387829467547
#>     Attrib V5    0.04876012665974143
#>     Attrib V50    1.3748559770858841
#>     Attrib V51    -0.17010029177672964
#>     Attrib V52    -0.04655564039447766
#>     Attrib V53    0.6740789284136599
#>     Attrib V54    -0.37531233467232417
#>     Attrib V55    0.22646882652609887
#>     Attrib V56    -0.23554337152099294
#>     Attrib V57    0.46485843876014143
#>     Attrib V58    -0.5064097748661757
#>     Attrib V59    -0.15747394332587233
#>     Attrib V6    -0.04981081334910212
#>     Attrib V60    -0.19226030373153427
#>     Attrib V7    -0.4823795686412036
#>     Attrib V8    -0.28271208456241514
#>     Attrib V9    -0.6709209576444203
#> Sigmoid Node 25
#>     Inputs    Weights
#>     Threshold    0.4243502994737689
#>     Attrib V1    0.08349177747619776
#>     Attrib V10    0.8391906744504375
#>     Attrib V11    1.0451497916772823
#>     Attrib V12    0.774101080238194
#>     Attrib V13    0.5588047934798679
#>     Attrib V14    -0.04675889269947877
#>     Attrib V15    -0.09630924442157238
#>     Attrib V16    -0.6308328921190015
#>     Attrib V17    -0.8595546031077692
#>     Attrib V18    -0.1081519878219026
#>     Attrib V19    -0.011327012071287931
#>     Attrib V2    -0.07484349415063474
#>     Attrib V20    -0.2982669772436173
#>     Attrib V21    -0.21854504382037698
#>     Attrib V22    0.3377818270645216
#>     Attrib V23    0.915761568779858
#>     Attrib V24    0.5936755853629277
#>     Attrib V25    0.3289711411051667
#>     Attrib V26    0.836717957703406
#>     Attrib V27    0.9076963684487506
#>     Attrib V28    1.6174170208221774
#>     Attrib V29    1.5982903935111918
#>     Attrib V3    0.005523627709774037
#>     Attrib V30    0.5328286526077556
#>     Attrib V31    -0.7608655092678562
#>     Attrib V32    -0.08763341042652958
#>     Attrib V33    -0.5351184096072406
#>     Attrib V34    0.003314971852030284
#>     Attrib V35    0.3083877948583899
#>     Attrib V36    -0.7729112924928914
#>     Attrib V37    -0.17859836541470758
#>     Attrib V38    -0.2780794163344605
#>     Attrib V39    0.12093112556785257
#>     Attrib V4    0.19132683161616862
#>     Attrib V40    0.6411255059316137
#>     Attrib V41    1.3640060830464944
#>     Attrib V42    0.11116348782265235
#>     Attrib V43    0.001810242044410609
#>     Attrib V44    0.20296804187981138
#>     Attrib V45    0.2830348855102533
#>     Attrib V46    0.6672307636479237
#>     Attrib V47    0.54856225461879
#>     Attrib V48    0.5047470873916531
#>     Attrib V49    0.9543085647024029
#>     Attrib V5    0.3755738539518598
#>     Attrib V50    -0.3155637917137121
#>     Attrib V51    0.6956703993512832
#>     Attrib V52    0.9142252931363154
#>     Attrib V53    0.7215179795345411
#>     Attrib V54    0.41912943552829984
#>     Attrib V55    0.4383127754655173
#>     Attrib V56    -0.34783694138888327
#>     Attrib V57    -0.9265371407914327
#>     Attrib V58    0.6891729865286736
#>     Attrib V59    -0.12020162692911203
#>     Attrib V6    0.11985233969097256
#>     Attrib V60    -0.15141379088570645
#>     Attrib V7    -0.10498554072420255
#>     Attrib V8    -0.4964819527272543
#>     Attrib V9    0.42698735245834296
#> Sigmoid Node 26
#>     Inputs    Weights
#>     Threshold    -0.1471039040896423
#>     Attrib V1    0.032215349736715956
#>     Attrib V10    0.01828159028545069
#>     Attrib V11    -0.0175090303806906
#>     Attrib V12    0.01753612525954171
#>     Attrib V13    -0.006259091647119391
#>     Attrib V14    0.09073938243334
#>     Attrib V15    -0.0042248007930753995
#>     Attrib V16    0.008087952374984208
#>     Attrib V17    0.04195857980354552
#>     Attrib V18    -0.01685053504516519
#>     Attrib V19    0.03507243954732458
#>     Attrib V2    0.05013574367907357
#>     Attrib V20    -0.010489228025175764
#>     Attrib V21    -0.007022197148179152
#>     Attrib V22    -0.05667489260871213
#>     Attrib V23    -0.052432552632394096
#>     Attrib V24    -0.07576349284757804
#>     Attrib V25    -0.0437647375184289
#>     Attrib V26    -0.051035044672402656
#>     Attrib V27    -8.390728733590842E-4
#>     Attrib V28    -0.01198754343416805
#>     Attrib V29    0.006971171312423637
#>     Attrib V3    0.041231254670100255
#>     Attrib V30    -0.016602376997964605
#>     Attrib V31    -0.03189664839968101
#>     Attrib V32    -0.06247280320548513
#>     Attrib V33    0.0462519642710504
#>     Attrib V34    0.007060764519305447
#>     Attrib V35    0.07141957188839484
#>     Attrib V36    0.10717303384882693
#>     Attrib V37    0.09122130733849002
#>     Attrib V38    0.022413381458914743
#>     Attrib V39    0.06447761928925519
#>     Attrib V4    0.10395897627664548
#>     Attrib V40    0.05584832012090072
#>     Attrib V41    0.06921878495375511
#>     Attrib V42    0.07754320816770999
#>     Attrib V43    0.06166011231943085
#>     Attrib V44    0.06185119593167939
#>     Attrib V45    0.02726067767889654
#>     Attrib V46    0.010366305114839519
#>     Attrib V47    0.02765667781710019
#>     Attrib V48    0.0756488888080158
#>     Attrib V49    -0.017657710921423604
#>     Attrib V5    0.047892662534283995
#>     Attrib V50    0.06769017034576512
#>     Attrib V51    0.022952784364640835
#>     Attrib V52    0.013677346981981373
#>     Attrib V53    0.02141780281921239
#>     Attrib V54    -0.02111659758803578
#>     Attrib V55    0.04019156013996392
#>     Attrib V56    0.03991531851211712
#>     Attrib V57    0.13227894598257398
#>     Attrib V58    0.05511254355340671
#>     Attrib V59    0.09340337568953226
#>     Attrib V6    0.09502597405094042
#>     Attrib V60    0.09844743307554772
#>     Attrib V7    0.016427958519167996
#>     Attrib V8    0.10395395180900642
#>     Attrib V9    0.03823405009733485
#> Sigmoid Node 27
#>     Inputs    Weights
#>     Threshold    0.2546030805848794
#>     Attrib V1    0.36542276188451506
#>     Attrib V10    0.6812636100289311
#>     Attrib V11    0.7218838104948488
#>     Attrib V12    0.3896601919318124
#>     Attrib V13    0.15551828355710606
#>     Attrib V14    -0.34411807244876014
#>     Attrib V15    -0.12831891841757584
#>     Attrib V16    -0.4995326800092672
#>     Attrib V17    -0.6676021799510491
#>     Attrib V18    -0.2554582486019171
#>     Attrib V19    -0.2901986192626628
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#> Sigmoid Node 28
#>     Inputs    Weights
#>     Threshold    0.49170105782419005
#>     Attrib V1    0.5528593103027266
#>     Attrib V10    -1.0502910780140822
#>     Attrib V11    -1.0752477432147687
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#>     Attrib V8    -0.5125367341509001
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#> Sigmoid Node 29
#>     Inputs    Weights
#>     Threshold    0.1464453849020463
#>     Attrib V1    0.20536690405701616
#>     Attrib V10    0.5588140511862627
#>     Attrib V11    0.6759091001903178
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#>     Attrib V8    -0.2811737655668855
#>     Attrib V9    0.31125467813046515
#> Sigmoid Node 30
#>     Inputs    Weights
#>     Threshold    -0.04035024556834439
#>     Attrib V1    -0.14764546549789803
#>     Attrib V10    0.10084045058909075
#>     Attrib V11    -0.012923673152703485
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#>     Attrib V8    0.2831856441354182
#>     Attrib V9    0.05678112603898673
#> Sigmoid Node 31
#>     Inputs    Weights
#>     Threshold    0.06912502550198732
#>     Attrib V1    0.4092542821824135
#>     Attrib V10    -0.19997122268323017
#>     Attrib V11    0.029784072844684976
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#>     Attrib V24    0.0714359642508322
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#>     Attrib V26    -0.6500907100521919
#>     Attrib V27    -0.7118300323134503
#>     Attrib V28    -0.10783273775063046
#>     Attrib V29    -0.7193681734934633
#>     Attrib V3    -0.1309608436340408
#>     Attrib V30    0.25583959620387564
#>     Attrib V31    -0.33235156347640904
#>     Attrib V32    0.8472288709241318
#>     Attrib V33    0.5120535565065707
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#>     Attrib V41    -0.0066301724267197265
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#>     Attrib V45    0.36003136074267494
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#>     Attrib V6    -0.1593690398609782
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#>     Attrib V7    0.23793349648086373
#>     Attrib V8    -0.5592814932585081
#>     Attrib V9    -0.14675949057614657
#> Sigmoid Node 32
#>     Inputs    Weights
#>     Threshold    -0.15573619281490547
#>     Attrib V1    0.17930160680381807
#>     Attrib V10    -0.05630291408176876
#>     Attrib V11    0.0130483647838694
#>     Attrib V12    -0.04778202668315546
#>     Attrib V13    -0.08850582458903201
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#>     Attrib V17    -0.008101918833074857
#>     Attrib V18    0.04641650526809225
#>     Attrib V19    -0.06769812742891874
#>     Attrib V2    0.08810042723918303
#>     Attrib V20    -0.03172816898717896
#>     Attrib V21    -0.059139829122063545
#>     Attrib V22    -0.11410507728466864
#>     Attrib V23    -0.0809781854324957
#>     Attrib V24    -0.07179136068639314
#>     Attrib V25    -0.10650036422213578
#>     Attrib V26    -0.11534107792385431
#>     Attrib V27    -0.11360796476785015
#>     Attrib V28    0.005060231760870539
#>     Attrib V29    0.0045035576571863115
#>     Attrib V3    0.1173205415337485
#>     Attrib V30    0.09969322220331556
#>     Attrib V31    -0.0941417094008475
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#>     Attrib V33    0.0569417983355656
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#>     Attrib V35    0.12038970171772025
#>     Attrib V36    0.06760059967392358
#>     Attrib V37    0.05852885601974594
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#>     Attrib V40    0.028632053758516518
#>     Attrib V41    0.0046492412837732325
#>     Attrib V42    0.12946800003146391
#>     Attrib V43    0.03884390072491024
#>     Attrib V44    0.125837053482175
#>     Attrib V45    0.16185078005156303
#>     Attrib V46    0.111372763467663
#>     Attrib V47    0.08213319070677712
#>     Attrib V48    0.0813586340649139
#>     Attrib V49    0.11482607815860925
#>     Attrib V5    0.02169525014510566
#>     Attrib V50    -0.011018913601166616
#>     Attrib V51    0.11097309619986881
#>     Attrib V52    0.13517097824618735
#>     Attrib V53    0.079228752743589
#>     Attrib V54    0.04143031061628334
#>     Attrib V55    0.06363134629628384
#>     Attrib V56    0.15863847863116046
#>     Attrib V57    0.007092780160709977
#>     Attrib V58    0.1975301365117475
#>     Attrib V59    0.0842696480205213
#>     Attrib V6    0.03692147287858639
#>     Attrib V60    0.0891966039872674
#>     Attrib V7    0.028567083092251058
#>     Attrib V8    -0.01136179170009205
#>     Attrib V9    0.03381729241613323
#> 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 
#>  0.2463768