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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

Methods

Inherited methods


Method new()

Creates a new instance of this R6 class.


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 = mlr3::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: missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error'

# Define a Task
task = mlr3::tsk("sonar")

# Create train and test set
ids = mlr3::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    -0.061782593679567684
#>     Node 2    2.635621448681848
#>     Node 3    1.2023375536467238
#>     Node 4    0.8759780225001953
#>     Node 5    -1.786505469458562
#>     Node 6    0.6414732645972755
#>     Node 7    2.1961941244540557
#>     Node 8    1.490294026132394
#>     Node 9    3.4328126131528296
#>     Node 10    -1.5792593391666518
#>     Node 11    1.50581542405277
#>     Node 12    1.7590858716497528
#>     Node 13    0.7092366593950229
#>     Node 14    1.5147816265437002
#>     Node 15    -1.9506405649184142
#>     Node 16    0.12086526112285573
#>     Node 17    -0.06050042220951751
#>     Node 18    -0.23645281555138764
#>     Node 19    1.8050177574673
#>     Node 20    2.0865065425077147
#>     Node 21    -2.2873440998891392
#>     Node 22    0.8890880907314317
#>     Node 23    1.7439504178462388
#>     Node 24    -1.562322436270398
#>     Node 25    4.2686763710831
#>     Node 26    0.1494896578150328
#>     Node 27    1.8001090937426893
#>     Node 28    -3.791214805821542
#>     Node 29    1.0753331733951754
#>     Node 30    -0.5037359982117804
#>     Node 31    1.1452734744654378
#>     Node 32    0.17091538615329527
#> Sigmoid Node 1
#>     Inputs    Weights
#>     Threshold    0.06720631864564625
#>     Node 2    -2.6645198822088303
#>     Node 3    -1.1839370156450932
#>     Node 4    -0.8346025249920853
#>     Node 5    1.78868532315708
#>     Node 6    -0.6194903823410371
#>     Node 7    -2.1723011614526357
#>     Node 8    -1.5201252738945337
#>     Node 9    -3.4403396658467345
#>     Node 10    1.5068512263956921
#>     Node 11    -1.4723579027089115
#>     Node 12    -1.8238030688932725
#>     Node 13    -0.6541060714488051
#>     Node 14    -1.4503277891434756
#>     Node 15    1.937024455490237
#>     Node 16    -0.1408571035507108
#>     Node 17    0.08620453910764428
#>     Node 18    0.26794348115421357
#>     Node 19    -1.7942981514001857
#>     Node 20    -2.0613015835093313
#>     Node 21    2.3463264116802147
#>     Node 22    -0.9366268396311043
#>     Node 23    -1.7746581834376893
#>     Node 24    1.5452876257213783
#>     Node 25    -4.273999660589195
#>     Node 26    -0.23699851728651453
#>     Node 27    -1.842868014803056
#>     Node 28    3.7593315813907076
#>     Node 29    -1.1109160721618687
#>     Node 30    0.5694084185520795
#>     Node 31    -1.0837067961723081
#>     Node 32    -0.192517007028598
#> Sigmoid Node 2
#>     Inputs    Weights
#>     Threshold    0.19107941211819413
#>     Attrib V1    0.7111992238115505
#>     Attrib V10    0.38016349268907684
#>     Attrib V11    -0.13386056317448033
#>     Attrib V12    -0.0480188152005967
#>     Attrib V13    -0.6300971435032588
#>     Attrib V14    -0.19543087807097695
#>     Attrib V15    0.6292100898113003
#>     Attrib V16    0.2712470573478388
#>     Attrib V17    0.13675319339628778
#>     Attrib V18    -0.0785685444165197
#>     Attrib V19    0.2756733106170021
#>     Attrib V2    -0.2969552337968156
#>     Attrib V20    0.8681116073195433
#>     Attrib V21    0.8679167469766202
#>     Attrib V22    0.6068772876267269
#>     Attrib V23    0.25695961713383986
#>     Attrib V24    0.06433627386134871
#>     Attrib V25    -0.35390243717179964
#>     Attrib V26    -1.2649058882751605
#>     Attrib V27    -1.2330175347355194
#>     Attrib V28    -0.17021125835589196
#>     Attrib V29    0.02248735257018369
#>     Attrib V3    -0.08058300878787897
#>     Attrib V30    -0.5865420762220053
#>     Attrib V31    -1.7401206542477292
#>     Attrib V32    0.09831630983242368
#>     Attrib V33    0.7664557997348468
#>     Attrib V34    -0.0735491977317192
#>     Attrib V35    -0.2911972704427273
#>     Attrib V36    -0.5899453004562992
#>     Attrib V37    -1.0796767677105799
#>     Attrib V38    -0.40033535750403476
#>     Attrib V39    0.5663415255778887
#>     Attrib V4    0.1070554604441916
#>     Attrib V40    -0.023319155067433293
#>     Attrib V41    -0.5909587498272248
#>     Attrib V42    0.5363100382787244
#>     Attrib V43    0.8801296120454721
#>     Attrib V44    0.4514308494753854
#>     Attrib V45    0.003475057062417317
#>     Attrib V46    0.40952377437391246
#>     Attrib V47    0.1620499563471473
#>     Attrib V48    0.09930254425880679
#>     Attrib V49    -0.1409391243944859
#>     Attrib V5    0.39692874476793455
#>     Attrib V50    -0.560945340399056
#>     Attrib V51    0.023701158767018837
#>     Attrib V52    0.1505682412248907
#>     Attrib V53    0.3325863487737771
#>     Attrib V54    0.5042347813071261
#>     Attrib V55    -0.535511771887302
#>     Attrib V56    0.35844920841862526
#>     Attrib V57    0.38310418632599835
#>     Attrib V58    0.5587676715467997
#>     Attrib V59    0.7259096022121974
#>     Attrib V6    0.008027368246074059
#>     Attrib V60    1.0200594036839488
#>     Attrib V7    -0.08416808019722159
#>     Attrib V8    -0.4618023685353985
#>     Attrib V9    0.1644295868548976
#> Sigmoid Node 3
#>     Inputs    Weights
#>     Threshold    0.10802308463077014
#>     Attrib V1    0.3521322707726213
#>     Attrib V10    0.267067859570301
#>     Attrib V11    0.007752422540445905
#>     Attrib V12    0.1542651124633101
#>     Attrib V13    -0.1864993678855815
#>     Attrib V14    -0.12050256608966985
#>     Attrib V15    0.29764242884440784
#>     Attrib V16    0.05586343179349572
#>     Attrib V17    0.0774135915760196
#>     Attrib V18    -0.08679231047648897
#>     Attrib V19    0.18698147055738473
#>     Attrib V2    -0.15453987613498102
#>     Attrib V20    0.40755829927076337
#>     Attrib V21    0.33210572722372467
#>     Attrib V22    0.27716230124471336
#>     Attrib V23    0.1599025949339081
#>     Attrib V24    0.13756398195962796
#>     Attrib V25    0.020739703949686345
#>     Attrib V26    -0.4223627349586853
#>     Attrib V27    -0.551738076565756
#>     Attrib V28    -0.1725279134844806
#>     Attrib V29    -0.19178386061513583
#>     Attrib V3    -0.05163948333238776
#>     Attrib V30    -0.3316013335928335
#>     Attrib V31    -0.8499827834271295
#>     Attrib V32    0.11723261488805906
#>     Attrib V33    0.4457510935974948
#>     Attrib V34    -0.015314999681184506
#>     Attrib V35    -0.05988633808003923
#>     Attrib V36    -0.22780170464339994
#>     Attrib V37    -0.5195258616966235
#>     Attrib V38    -0.2407241933361764
#>     Attrib V39    0.3083010966403363
#>     Attrib V4    0.12489642460042616
#>     Attrib V40    -0.043264476851935504
#>     Attrib V41    -0.35218252156288965
#>     Attrib V42    0.1568724495943995
#>     Attrib V43    0.34867042936194087
#>     Attrib V44    0.26367844751846553
#>     Attrib V45    0.021029992471985493
#>     Attrib V46    0.16859936744375648
#>     Attrib V47    0.11109635331535836
#>     Attrib V48    0.07688074523488224
#>     Attrib V49    -0.04121071939576185
#>     Attrib V5    0.2824130372305014
#>     Attrib V50    -0.363688010616453
#>     Attrib V51    0.0380031731974977
#>     Attrib V52    0.15369302713358823
#>     Attrib V53    0.09183539565394197
#>     Attrib V54    0.34580891229859717
#>     Attrib V55    -0.19147675492768185
#>     Attrib V56    0.21390294535452314
#>     Attrib V57    0.1932580153483341
#>     Attrib V58    0.2258953526719709
#>     Attrib V59    0.42517831243718607
#>     Attrib V6    0.03489828143673086
#>     Attrib V60    0.49476449189939675
#>     Attrib V7    -0.08906526940548609
#>     Attrib V8    -0.3481106263622601
#>     Attrib V9    0.04665366483171054
#> Sigmoid Node 4
#>     Inputs    Weights
#>     Threshold    0.06420039103987006
#>     Attrib V1    0.25167433038004294
#>     Attrib V10    0.22970494108478484
#>     Attrib V11    0.004434235124082065
#>     Attrib V12    0.05947421020880698
#>     Attrib V13    -0.13648787323641107
#>     Attrib V14    -0.06664439037267432
#>     Attrib V15    0.16278847189358228
#>     Attrib V16    0.0071633122625242625
#>     Attrib V17    0.031238228573502464
#>     Attrib V18    -0.13334886052287862
#>     Attrib V19    -0.021519099498873664
#>     Attrib V2    -0.15876914913704102
#>     Attrib V20    0.12629113577509463
#>     Attrib V21    0.1030595075134499
#>     Attrib V22    -0.0977780867243711
#>     Attrib V23    -0.12464375870646634
#>     Attrib V24    -0.09586218134280114
#>     Attrib V25    -0.1490401259991782
#>     Attrib V26    -0.2628396191323846
#>     Attrib V27    -0.3028211235995065
#>     Attrib V28    0.05612771362651718
#>     Attrib V29    0.08533376058964225
#>     Attrib V3    -0.003221345451853782
#>     Attrib V30    -0.1083253579952288
#>     Attrib V31    -0.4871316396589122
#>     Attrib V32    0.1083648871839188
#>     Attrib V33    0.31196194120935805
#>     Attrib V34    0.047704582944669956
#>     Attrib V35    0.014300654321646135
#>     Attrib V36    -0.12260721432554399
#>     Attrib V37    -0.28939379097203977
#>     Attrib V38    -0.11633561932106715
#>     Attrib V39    0.2187794018003199
#>     Attrib V4    0.13389801520935626
#>     Attrib V40    -0.048535243820677386
#>     Attrib V41    -0.26883354550629734
#>     Attrib V42    0.0438998920111123
#>     Attrib V43    0.11835493424620093
#>     Attrib V44    0.17052491678526124
#>     Attrib V45    0.15957039417928792
#>     Attrib V46    0.13859482981342489
#>     Attrib V47    0.09121676535301988
#>     Attrib V48    0.2669507301346054
#>     Attrib V49    0.15067772760091985
#>     Attrib V5    0.25333628924031193
#>     Attrib V50    -0.18432385626454617
#>     Attrib V51    0.11114730343994601
#>     Attrib V52    0.11412093719635452
#>     Attrib V53    0.06936587992243001
#>     Attrib V54    0.09180572134531681
#>     Attrib V55    -0.17016570521768168
#>     Attrib V56    0.12039508972694028
#>     Attrib V57    0.18819128851962996
#>     Attrib V58    0.04868920971277309
#>     Attrib V59    0.3142398455751265
#>     Attrib V6    -0.021745241572608903
#>     Attrib V60    0.3683401267419409
#>     Attrib V7    -0.05132144675627399
#>     Attrib V8    -0.354747886745984
#>     Attrib V9    0.0798487194099632
#> Sigmoid Node 5
#>     Inputs    Weights
#>     Threshold    -0.5190243758448502
#>     Attrib V1    -0.20695538288794535
#>     Attrib V10    -0.9771310882380456
#>     Attrib V11    -0.5324171014995012
#>     Attrib V12    -0.5106313833005683
#>     Attrib V13    0.02612486315941687
#>     Attrib V14    0.33111271860920655
#>     Attrib V15    -0.05122280706041624
#>     Attrib V16    0.1658906051058479
#>     Attrib V17    0.2667426651744136
#>     Attrib V18    0.5015614255988159
#>     Attrib V19    0.04014465912919215
#>     Attrib V2    0.624244393891955
#>     Attrib V20    -0.33463368780344316
#>     Attrib V21    -0.21816533000142369
#>     Attrib V22    -0.1651764470205077
#>     Attrib V23    -0.07893300509868434
#>     Attrib V24    -0.22123361842960945
#>     Attrib V25    -0.10225908170386606
#>     Attrib V26    -0.006024041367798289
#>     Attrib V27    0.0795351301459928
#>     Attrib V28    -0.4538709653543834
#>     Attrib V29    -0.4330336775573056
#>     Attrib V3    0.47586792300006286
#>     Attrib V30    0.1269616533276321
#>     Attrib V31    1.0431482259733196
#>     Attrib V32    -0.4181730940668837
#>     Attrib V33    -0.4862682402830746
#>     Attrib V34    0.2810513328607805
#>     Attrib V35    0.2970664716575938
#>     Attrib V36    0.3114851769892685
#>     Attrib V37    0.5778315592954357
#>     Attrib V38    0.13100232273334636
#>     Attrib V39    -0.5041884826803766
#>     Attrib V4    -0.09392429814258316
#>     Attrib V40    0.20515095039234635
#>     Attrib V41    0.5934600043603355
#>     Attrib V42    -0.12187353562064768
#>     Attrib V43    -0.5118622065956757
#>     Attrib V44    -0.49583578952465496
#>     Attrib V45    -0.31049414567460587
#>     Attrib V46    -0.47454278187109783
#>     Attrib V47    -0.31274191700336423
#>     Attrib V48    -0.4959898845333063
#>     Attrib V49    -0.3886003586857103
#>     Attrib V5    -0.2964623835091319
#>     Attrib V50    0.7998957961887199
#>     Attrib V51    -0.2342565462786609
#>     Attrib V52    -0.44809795527442814
#>     Attrib V53    0.006130615346529445
#>     Attrib V54    -0.3285054101942432
#>     Attrib V55    0.6530961724846914
#>     Attrib V56    0.25987877591752745
#>     Attrib V57    0.04121165530603714
#>     Attrib V58    -0.08328919105190499
#>     Attrib V59    -0.25849524611006347
#>     Attrib V6    0.10472790253112538
#>     Attrib V60    -0.17857920995112914
#>     Attrib V7    0.32235056491595104
#>     Attrib V8    0.5924767901070574
#>     Attrib V9    -0.3870989352017747
#> Sigmoid Node 6
#>     Inputs    Weights
#>     Threshold    0.028219789851300144
#>     Attrib V1    0.2865809004836303
#>     Attrib V10    0.12149950801216217
#>     Attrib V11    0.015335324397886109
#>     Attrib V12    0.11794718344323024
#>     Attrib V13    -0.10486429850055055
#>     Attrib V14    -0.043571750732001216
#>     Attrib V15    0.08610054036485679
#>     Attrib V16    0.043473958925951635
#>     Attrib V17    -0.04357616327034986
#>     Attrib V18    -0.07546057486515041
#>     Attrib V19    -0.06645122806462377
#>     Attrib V2    -0.012444103331880995
#>     Attrib V20    0.05587751068874493
#>     Attrib V21    0.01947830739297942
#>     Attrib V22    -0.13982110727857974
#>     Attrib V23    -0.16696947674535897
#>     Attrib V24    -0.043182719486573345
#>     Attrib V25    -0.009431563027730287
#>     Attrib V26    -0.1050909556172269
#>     Attrib V27    -0.09333937368539949
#>     Attrib V28    -0.012446083840040824
#>     Attrib V29    -0.036676820032685145
#>     Attrib V3    0.05766467224664786
#>     Attrib V30    -0.14124986586848762
#>     Attrib V31    -0.3577299265977326
#>     Attrib V32    0.08269169293969043
#>     Attrib V33    0.20634212035486074
#>     Attrib V34    0.053128865221871685
#>     Attrib V35    0.09566837818846925
#>     Attrib V36    -0.03103424716868156
#>     Attrib V37    -0.12146618578874224
#>     Attrib V38    -0.039833577915577165
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#>     Attrib V4    0.20354564615618773
#>     Attrib V40    -0.041956567448766566
#>     Attrib V41    -0.09238544033707771
#>     Attrib V42    0.033674415934841134
#>     Attrib V43    0.08954001337442272
#>     Attrib V44    0.10891673317719364
#>     Attrib V45    0.09339919413431894
#>     Attrib V46    0.13561583361570978
#>     Attrib V47    0.06931390470619442
#>     Attrib V48    0.1539367652675322
#>     Attrib V49    0.07783906719383495
#>     Attrib V5    0.2010947522794053
#>     Attrib V50    -0.04672823533075507
#>     Attrib V51    0.08794560354432407
#>     Attrib V52    0.07530850191137203
#>     Attrib V53    0.1310205680071798
#>     Attrib V54    0.14566091888423688
#>     Attrib V55    -0.06961833487011951
#>     Attrib V56    0.12937392035010412
#>     Attrib V57    0.2004326010073955
#>     Attrib V58    0.11166599752488454
#>     Attrib V59    0.32739979905188776
#>     Attrib V6    0.07150405206597371
#>     Attrib V60    0.3999172138729741
#>     Attrib V7    0.0070672967346741885
#>     Attrib V8    -0.1858395577487664
#>     Attrib V9    0.07633059759139194
#> Sigmoid Node 7
#>     Inputs    Weights
#>     Threshold    0.19106062422516434
#>     Attrib V1    0.5643265870400307
#>     Attrib V10    0.48440377179621086
#>     Attrib V11    0.2531446096778719
#>     Attrib V12    0.12792181096179583
#>     Attrib V13    -0.4408513449682488
#>     Attrib V14    -0.30985040226576815
#>     Attrib V15    0.4262910444814778
#>     Attrib V16    0.2030252102571251
#>     Attrib V17    0.1230554888767772
#>     Attrib V18    -0.09930967293541412
#>     Attrib V19    0.3305066825265369
#>     Attrib V2    -0.2592162963687219
#>     Attrib V20    0.8153951233152157
#>     Attrib V21    0.7510973930835375
#>     Attrib V22    0.5851069198111931
#>     Attrib V23    0.5644932259451584
#>     Attrib V24    0.3459884365827419
#>     Attrib V25    -0.0845174102424287
#>     Attrib V26    -0.7838054702007367
#>     Attrib V27    -0.9815175872124061
#>     Attrib V28    -0.21225976179970188
#>     Attrib V29    -0.0300404480663588
#>     Attrib V3    -0.12884419881853984
#>     Attrib V30    -0.5651157446207736
#>     Attrib V31    -1.468215958279108
#>     Attrib V32    0.1604800287544088
#>     Attrib V33    0.715954838845665
#>     Attrib V34    -0.11247107089791798
#>     Attrib V35    -0.26383907208696283
#>     Attrib V36    -0.557109997539234
#>     Attrib V37    -1.0351690087799503
#>     Attrib V38    -0.4660338626843074
#>     Attrib V39    0.4466548976673118
#>     Attrib V4    0.07125989233844125
#>     Attrib V40    -0.10189011051292976
#>     Attrib V41    -0.6318794521207822
#>     Attrib V42    0.49653221319894497
#>     Attrib V43    0.9035075161619311
#>     Attrib V44    0.5778814269220961
#>     Attrib V45    0.17493927669448225
#>     Attrib V46    0.4772406795276372
#>     Attrib V47    0.27941628631203663
#>     Attrib V48    0.14451032239977238
#>     Attrib V49    -0.01448491566737137
#>     Attrib V5    0.32801763950571344
#>     Attrib V50    -0.5815087296038454
#>     Attrib V51    0.13185520663031186
#>     Attrib V52    0.37188165934369627
#>     Attrib V53    0.21206360110901762
#>     Attrib V54    0.4365070826776088
#>     Attrib V55    -0.4058057797105597
#>     Attrib V56    0.31111104490438585
#>     Attrib V57    0.19116459199835337
#>     Attrib V58    0.5124163944500841
#>     Attrib V59    0.4438178737814058
#>     Attrib V6    0.010249312362005276
#>     Attrib V60    0.5582498844892194
#>     Attrib V7    -0.14144128789090787
#>     Attrib V8    -0.37048463293824696
#>     Attrib V9    0.3410817801514524
#> Sigmoid Node 8
#>     Inputs    Weights
#>     Threshold    0.20718779549992528
#>     Attrib V1    0.3202014988801024
#>     Attrib V10    0.5806168750485968
#>     Attrib V11    0.286742526008151
#>     Attrib V12    0.2286595708628594
#>     Attrib V13    -0.011166332917391482
#>     Attrib V14    -0.1793573374082477
#>     Attrib V15    -0.07570362518618295
#>     Attrib V16    -0.11990447787994168
#>     Attrib V17    -0.17001704688985053
#>     Attrib V18    -0.43130899117911775
#>     Attrib V19    -0.35536930649162446
#>     Attrib V2    -0.1320793268928161
#>     Attrib V20    -0.30344319340918974
#>     Attrib V21    -0.31444840816567293
#>     Attrib V22    -0.5292849085449874
#>     Attrib V23    -0.5034604762240074
#>     Attrib V24    -0.22115655872685863
#>     Attrib V25    -0.08393774982522885
#>     Attrib V26    0.1409310806256042
#>     Attrib V27    0.22465743654118397
#>     Attrib V28    0.4601124527021813
#>     Attrib V29    0.359051686597905
#>     Attrib V3    -0.029811005509405113
#>     Attrib V30    0.1944013418800653
#>     Attrib V31    -0.23166988034886732
#>     Attrib V32    0.27303220613122886
#>     Attrib V33    0.27635456463040914
#>     Attrib V34    0.05915935054677927
#>     Attrib V35    0.14743813296864489
#>     Attrib V36    0.15222880438401876
#>     Attrib V37    -0.02087150858833591
#>     Attrib V38    0.10310783470743905
#>     Attrib V39    0.16437586339800897
#>     Attrib V4    0.31190184062347165
#>     Attrib V40    -0.15697438629373126
#>     Attrib V41    -0.27403909137211424
#>     Attrib V42    -0.2367035886414802
#>     Attrib V43    -0.0809844654607638
#>     Attrib V44    0.15686848240045395
#>     Attrib V45    0.24638283626299903
#>     Attrib V46    0.28852369053851334
#>     Attrib V47    0.27654282580308415
#>     Attrib V48    0.6262742676992133
#>     Attrib V49    0.4157797258260279
#>     Attrib V5    0.22073824958770089
#>     Attrib V50    -0.14353710862131933
#>     Attrib V51    0.20029609560627976
#>     Attrib V52    0.18855700994784863
#>     Attrib V53    -0.02969514168898751
#>     Attrib V54    0.10926801979661725
#>     Attrib V55    -0.21156073935049527
#>     Attrib V56    -0.16361200510774443
#>     Attrib V57    0.25364534590055243
#>     Attrib V58    -0.11977007882641115
#>     Attrib V59    0.3327952753550307
#>     Attrib V6    -0.04634194856751734
#>     Attrib V60    0.4602431718661284
#>     Attrib V7    -0.006794737335209721
#>     Attrib V8    -0.4459265800917421
#>     Attrib V9    0.1727364410192619
#> Sigmoid Node 9
#>     Inputs    Weights
#>     Threshold    0.4124447873605845
#>     Attrib V1    0.2857438670047441
#>     Attrib V10    1.4647622097382598
#>     Attrib V11    1.1149158451179202
#>     Attrib V12    1.1038784891737852
#>     Attrib V13    0.5051112934189868
#>     Attrib V14    -0.5418576627250055
#>     Attrib V15    -0.5451306051810705
#>     Attrib V16    -0.34173467276165204
#>     Attrib V17    -0.09245615527657758
#>     Attrib V18    -0.52451131903025
#>     Attrib V19    -0.3543631178190216
#>     Attrib V2    -0.4279729680003886
#>     Attrib V20    -0.29118231339549044
#>     Attrib V21    -0.13323083969056815
#>     Attrib V22    -0.1508981248640479
#>     Attrib V23    0.2706308348479329
#>     Attrib V24    0.7579619899556992
#>     Attrib V25    0.8881891917882853
#>     Attrib V26    1.2770716024874749
#>     Attrib V27    1.0810909858672586
#>     Attrib V28    0.9596176979613521
#>     Attrib V29    0.5771808777588457
#>     Attrib V3    -0.25758205541283474
#>     Attrib V30    0.3639603758085092
#>     Attrib V31    -0.16722400526960915
#>     Attrib V32    0.4926805703903599
#>     Attrib V33    0.07263196322265596
#>     Attrib V34    -0.1895435897779651
#>     Attrib V35    -0.05232222464212286
#>     Attrib V36    0.04075689913590714
#>     Attrib V37    -0.14760365480097556
#>     Attrib V38    -0.0328881219547023
#>     Attrib V39    0.3093595844089799
#>     Attrib V4    0.47713803651205733
#>     Attrib V40    -0.15918159932112336
#>     Attrib V41    -0.24185343451252575
#>     Attrib V42    -0.19319888617291808
#>     Attrib V43    0.07206679549905665
#>     Attrib V44    0.43400199318267785
#>     Attrib V45    0.5230135510740849
#>     Attrib V46    0.7246529210152121
#>     Attrib V47    0.8800607870554793
#>     Attrib V48    1.118939335244656
#>     Attrib V49    1.0678168672596247
#>     Attrib V5    0.5855278896606946
#>     Attrib V50    -0.4602660699892279
#>     Attrib V51    0.6119732900375658
#>     Attrib V52    0.7776613665132588
#>     Attrib V53    0.027077414539848223
#>     Attrib V54    0.1814128143934811
#>     Attrib V55    -0.47486525097193577
#>     Attrib V56    -0.5516604993940432
#>     Attrib V57    -0.2280128079683845
#>     Attrib V58    -0.6066435979509511
#>     Attrib V59    0.4647221231183143
#>     Attrib V6    0.07288511845797536
#>     Attrib V60    0.1706008854948848
#>     Attrib V7    -0.12188400627378083
#>     Attrib V8    -0.6298237741243369
#>     Attrib V9    0.4066010686073837
#> Sigmoid Node 10
#>     Inputs    Weights
#>     Threshold    -0.43086388001118553
#>     Attrib V1    -0.11119377166306475
#>     Attrib V10    -0.8780237713022797
#>     Attrib V11    -0.5095817136117383
#>     Attrib V12    -0.41308634588882526
#>     Attrib V13    0.09889062927293016
#>     Attrib V14    0.3781205480057608
#>     Attrib V15    -0.11735657859395808
#>     Attrib V16    0.0813080004397778
#>     Attrib V17    0.03255812710513551
#>     Attrib V18    0.4236773966735106
#>     Attrib V19    0.13209692044306615
#>     Attrib V2    0.5265939614414382
#>     Attrib V20    -0.1172630085227372
#>     Attrib V21    -0.10173111804727711
#>     Attrib V22    -0.10103048431768802
#>     Attrib V23    -0.07713990874001209
#>     Attrib V24    -0.2300455282751302
#>     Attrib V25    -0.2028153269655402
#>     Attrib V26    0.005708623127879803
#>     Attrib V27    0.11274324109271082
#>     Attrib V28    -0.37992842159825985
#>     Attrib V29    -0.4508020713526639
#>     Attrib V3    0.39202038735647204
#>     Attrib V30    -0.05603674609720048
#>     Attrib V31    0.7375459690376596
#>     Attrib V32    -0.4706184834646013
#>     Attrib V33    -0.41296890327370883
#>     Attrib V34    0.21791824509200683
#>     Attrib V35    0.19515212682150063
#>     Attrib V36    0.19184445517181456
#>     Attrib V37    0.46765292305410894
#>     Attrib V38    0.13298479930647836
#>     Attrib V39    -0.43299189120109544
#>     Attrib V4    -0.08626544094231849
#>     Attrib V40    0.22147621072371687
#>     Attrib V41    0.5752901269358422
#>     Attrib V42    -0.11290598359664553
#>     Attrib V43    -0.4328640101968132
#>     Attrib V44    -0.45212013446392924
#>     Attrib V45    -0.24064240657627498
#>     Attrib V46    -0.43394427313602163
#>     Attrib V47    -0.29683203910019984
#>     Attrib V48    -0.42166764601809353
#>     Attrib V49    -0.2825074955162024
#>     Attrib V5    -0.2595884368345698
#>     Attrib V50    0.7317865460769186
#>     Attrib V51    -0.2578625859937003
#>     Attrib V52    -0.36238213321619495
#>     Attrib V53    0.15312589805956933
#>     Attrib V54    -0.1730064418888108
#>     Attrib V55    0.44377678295002004
#>     Attrib V56    0.14495420092404718
#>     Attrib V57    0.042003271276833974
#>     Attrib V58    -0.03805428433010347
#>     Attrib V59    -0.2403911946740794
#>     Attrib V6    0.10939717388541592
#>     Attrib V60    -0.24219935325041583
#>     Attrib V7    0.22061214667000734
#>     Attrib V8    0.4416091103754101
#>     Attrib V9    -0.3795339148538431
#> Sigmoid Node 11
#>     Inputs    Weights
#>     Threshold    0.1405455418287183
#>     Attrib V1    0.37545443437664094
#>     Attrib V10    0.317493041823642
#>     Attrib V11    0.024830305512535962
#>     Attrib V12    0.1582064279142086
#>     Attrib V13    -0.34904454193795126
#>     Attrib V14    -0.2136432450991976
#>     Attrib V15    0.30279156855060174
#>     Attrib V16    0.12936158617851248
#>     Attrib V17    0.1447688459869347
#>     Attrib V18    -0.05004506369558228
#>     Attrib V19    0.1803976430394492
#>     Attrib V2    -0.27971278495060753
#>     Attrib V20    0.5315964873045602
#>     Attrib V21    0.43210346249195875
#>     Attrib V22    0.30459395618522056
#>     Attrib V23    0.2007717463382983
#>     Attrib V24    0.1560998147652732
#>     Attrib V25    -0.011292334490239989
#>     Attrib V26    -0.5961924318724745
#>     Attrib V27    -0.684386538759463
#>     Attrib V28    -0.1731700660781624
#>     Attrib V29    -0.17993761342917006
#>     Attrib V3    -0.16364491576085793
#>     Attrib V30    -0.4379292385564108
#>     Attrib V31    -1.1033345148645204
#>     Attrib V32    0.11291805874248843
#>     Attrib V33    0.5487327255407496
#>     Attrib V34    0.075549226578786
#>     Attrib V35    -0.042206133961063194
#>     Attrib V36    -0.2818000376429568
#>     Attrib V37    -0.7050017544452464
#>     Attrib V38    -0.25191950637506366
#>     Attrib V39    0.32134648186540776
#>     Attrib V4    0.08367236889122645
#>     Attrib V40    -0.08580200774042518
#>     Attrib V41    -0.49393919328425234
#>     Attrib V42    0.22536088164761536
#>     Attrib V43    0.4871110160960842
#>     Attrib V44    0.35806344319799355
#>     Attrib V45    0.11232982292191539
#>     Attrib V46    0.23499500529769962
#>     Attrib V47    0.15800070040695002
#>     Attrib V48    0.18371656960296645
#>     Attrib V49    -0.028479483391673655
#>     Attrib V5    0.3305685648154474
#>     Attrib V50    -0.41387156013728005
#>     Attrib V51    0.14653737316896828
#>     Attrib V52    0.14050490358555315
#>     Attrib V53    0.14881567691029138
#>     Attrib V54    0.3844066647393986
#>     Attrib V55    -0.3127002203238353
#>     Attrib V56    0.24309950069613434
#>     Attrib V57    0.23362043689624737
#>     Attrib V58    0.2635031855884407
#>     Attrib V59    0.3922711413869441
#>     Attrib V6    0.08347714599973263
#>     Attrib V60    0.5808454946951499
#>     Attrib V7    -0.10061041163241587
#>     Attrib V8    -0.3777614133391815
#>     Attrib V9    0.14789882313906713
#> Sigmoid Node 12
#>     Inputs    Weights
#>     Threshold    0.17819003450741666
#>     Attrib V1    0.46190583975781163
#>     Attrib V10    0.2117105814455783
#>     Attrib V11    -0.043942342377189164
#>     Attrib V12    0.00278820079380764
#>     Attrib V13    -0.40876014587904325
#>     Attrib V14    -0.1582048314725825
#>     Attrib V15    0.4137759446849777
#>     Attrib V16    0.20101524124729656
#>     Attrib V17    0.11233459271857991
#>     Attrib V18    -0.06614058914068006
#>     Attrib V19    0.2629146844951249
#>     Attrib V2    -0.18261874086174612
#>     Attrib V20    0.5752218717022793
#>     Attrib V21    0.545538783810218
#>     Attrib V22    0.4471243159092906
#>     Attrib V23    0.2193203571042251
#>     Attrib V24    0.07757943635220818
#>     Attrib V25    -0.17970116835306146
#>     Attrib V26    -0.8187277486513805
#>     Attrib V27    -0.8660888731408719
#>     Attrib V28    -0.29903232539788005
#>     Attrib V29    -0.14884875423813013
#>     Attrib V3    -0.12058916555931362
#>     Attrib V30    -0.5433068847467762
#>     Attrib V31    -1.2731103421456769
#>     Attrib V32    0.030162231602707437
#>     Attrib V33    0.6252311713938796
#>     Attrib V34    0.05819104058797107
#>     Attrib V35    -0.1193218711229523
#>     Attrib V36    -0.36268899483447703
#>     Attrib V37    -0.7709440766663743
#>     Attrib V38    -0.30704232821469146
#>     Attrib V39    0.3426739513791134
#>     Attrib V4    0.15016978384005855
#>     Attrib V40    -0.012759195417170978
#>     Attrib V41    -0.4528227075910042
#>     Attrib V42    0.2651761135369414
#>     Attrib V43    0.5872865839545156
#>     Attrib V44    0.25596727313113854
#>     Attrib V45    0.0311656047587353
#>     Attrib V46    0.3152354045977845
#>     Attrib V47    0.09912701192368933
#>     Attrib V48    0.11598515470816742
#>     Attrib V49    -0.13512800590946503
#>     Attrib V5    0.3372786388926704
#>     Attrib V50    -0.44978716908361976
#>     Attrib V51    0.07037730667126027
#>     Attrib V52    0.16471867913117905
#>     Attrib V53    0.2444091424403071
#>     Attrib V54    0.4124803533961755
#>     Attrib V55    -0.34843143530310655
#>     Attrib V56    0.3131333172615257
#>     Attrib V57    0.34843637749251827
#>     Attrib V58    0.390764310935771
#>     Attrib V59    0.5659872031389701
#>     Attrib V6    0.055648256766220976
#>     Attrib V60    0.7530364602931994
#>     Attrib V7    -0.016585450614519822
#>     Attrib V8    -0.3658440715127545
#>     Attrib V9    0.13048937481867925
#> Sigmoid Node 13
#>     Inputs    Weights
#>     Threshold    -0.059132155537449556
#>     Attrib V1    0.2685627230832331
#>     Attrib V10    0.12401765010566004
#>     Attrib V11    0.007253962750511761
#>     Attrib V12    0.07700026837801008
#>     Attrib V13    -0.024411293393984016
#>     Attrib V14    -0.02577371640965236
#>     Attrib V15    0.09657068922370962
#>     Attrib V16    -0.02301174154126685
#>     Attrib V17    0.006210783586292333
#>     Attrib V18    -0.09902489351373593
#>     Attrib V19    -0.04724224159298604
#>     Attrib V2    -0.04554459755136702
#>     Attrib V20    0.09955272363994722
#>     Attrib V21    0.03603238647838066
#>     Attrib V22    -0.1274331690237476
#>     Attrib V23    -0.11331863556039534
#>     Attrib V24    -0.040110401435654974
#>     Attrib V25    -0.00921353686247108
#>     Attrib V26    -0.1638974473953884
#>     Attrib V27    -0.11796949818544514
#>     Attrib V28    -0.033615798257469756
#>     Attrib V29    -0.017412674471761945
#>     Attrib V3    0.10282959033774745
#>     Attrib V30    -0.15665648658784034
#>     Attrib V31    -0.43309526352326677
#>     Attrib V32    0.050135983461608316
#>     Attrib V33    0.18551385635427306
#>     Attrib V34    0.09672791274607585
#>     Attrib V35    0.05046380215145409
#>     Attrib V36    -0.039067164339083846
#>     Attrib V37    -0.12948336245522296
#>     Attrib V38    -0.02451090124952281
#>     Attrib V39    0.2171354358959355
#>     Attrib V4    0.1900164046397713
#>     Attrib V40    0.006207246560041126
#>     Attrib V41    -0.1413307158977444
#>     Attrib V42    0.01866932353169567
#>     Attrib V43    0.05971155495820769
#>     Attrib V44    0.0998864678202363
#>     Attrib V45    0.0403002212875163
#>     Attrib V46    0.15132420739490135
#>     Attrib V47    0.11821947559527282
#>     Attrib V48    0.17157359641738523
#>     Attrib V49    0.11756904997384099
#>     Attrib V5    0.23989662733465958
#>     Attrib V50    -0.11809532441108313
#>     Attrib V51    0.06342413982495708
#>     Attrib V52    0.06622518541544897
#>     Attrib V53    0.09287372391197064
#>     Attrib V54    0.15181870346244525
#>     Attrib V55    -0.05454104625062894
#>     Attrib V56    0.1319892069376946
#>     Attrib V57    0.21078831363568626
#>     Attrib V58    0.09062374554118974
#>     Attrib V59    0.3579840541632649
#>     Attrib V6    0.0645172571024053
#>     Attrib V60    0.44271200943020816
#>     Attrib V7    0.03818905465065685
#>     Attrib V8    -0.2646520755840806
#>     Attrib V9    0.029217404040101473
#> Sigmoid Node 14
#>     Inputs    Weights
#>     Threshold    0.21456342838021333
#>     Attrib V1    0.45439087986979754
#>     Attrib V10    0.3766594671600506
#>     Attrib V11    0.120631533366354
#>     Attrib V12    0.21963738288569715
#>     Attrib V13    -0.2927899554371835
#>     Attrib V14    -0.2386777946012964
#>     Attrib V15    0.3099362981168836
#>     Attrib V16    0.054462723997161316
#>     Attrib V17    0.09879328680579082
#>     Attrib V18    -0.09265952139013778
#>     Attrib V19    0.14806680677019196
#>     Attrib V2    -0.2481726616107654
#>     Attrib V20    0.4397894448038503
#>     Attrib V21    0.39072337927232614
#>     Attrib V22    0.2834009659458779
#>     Attrib V23    0.22291099434092584
#>     Attrib V24    0.17022732305317076
#>     Attrib V25    0.023120897789108884
#>     Attrib V26    -0.46514779675413825
#>     Attrib V27    -0.6539919733343137
#>     Attrib V28    -0.2236402481323123
#>     Attrib V29    -0.21068783594802312
#>     Attrib V3    -0.19291341739597012
#>     Attrib V30    -0.40550691725379456
#>     Attrib V31    -1.0034380426806364
#>     Attrib V32    0.15396835221499497
#>     Attrib V33    0.5619978459866978
#>     Attrib V34    0.01997195409805673
#>     Attrib V35    -0.027118665952562054
#>     Attrib V36    -0.2905276506196315
#>     Attrib V37    -0.6279145542082477
#>     Attrib V38    -0.2918477087501688
#>     Attrib V39    0.35307468923542706
#>     Attrib V4    0.08500421345186635
#>     Attrib V40    -0.1013445978630426
#>     Attrib V41    -0.5061620343680631
#>     Attrib V42    0.13179533223348902
#>     Attrib V43    0.4401601333798505
#>     Attrib V44    0.3543870674218448
#>     Attrib V45    0.010213986336619789
#>     Attrib V46    0.23656963859957153
#>     Attrib V47    0.11679973297597494
#>     Attrib V48    0.22496041843682088
#>     Attrib V49    0.04101895835009174
#>     Attrib V5    0.2654121718652626
#>     Attrib V50    -0.46561454694338955
#>     Attrib V51    0.05992979643859111
#>     Attrib V52    0.15244007468370635
#>     Attrib V53    0.09474812502574437
#>     Attrib V54    0.40763391842264624
#>     Attrib V55    -0.28964621628498927
#>     Attrib V56    0.24834602672704137
#>     Attrib V57    0.22269629729664614
#>     Attrib V58    0.24016112015857977
#>     Attrib V59    0.4669716719623079
#>     Attrib V6    0.06082826950131294
#>     Attrib V60    0.641450733234503
#>     Attrib V7    -0.0663938111369846
#>     Attrib V8    -0.49532561634425243
#>     Attrib V9    0.12075244102591494
#> Sigmoid Node 15
#>     Inputs    Weights
#>     Threshold    -0.5189713271195787
#>     Attrib V1    -0.23808292584135646
#>     Attrib V10    -1.1799702512122103
#>     Attrib V11    -0.7274506769178943
#>     Attrib V12    -0.47609708002454204
#>     Attrib V13    0.06241641679384251
#>     Attrib V14    0.38571943041734974
#>     Attrib V15    -0.06139380465552799
#>     Attrib V16    0.09606340834021558
#>     Attrib V17    0.07030267511351072
#>     Attrib V18    0.45216322896898087
#>     Attrib V19    0.1323878223076643
#>     Attrib V2    0.605111992179377
#>     Attrib V20    -0.20757061542772665
#>     Attrib V21    -0.2250037799580858
#>     Attrib V22    -0.12805482123687012
#>     Attrib V23    -0.2041443528274346
#>     Attrib V24    -0.28019363467923636
#>     Attrib V25    -0.23539013049162197
#>     Attrib V26    -0.012358539409340069
#>     Attrib V27    0.1107164510004784
#>     Attrib V28    -0.4394629571102448
#>     Attrib V29    -0.5095010513031111
#>     Attrib V3    0.5151399933416454
#>     Attrib V30    -0.08042974625758824
#>     Attrib V31    1.0062169791188067
#>     Attrib V32    -0.5027697396979725
#>     Attrib V33    -0.5583938304626469
#>     Attrib V34    0.3549160823529907
#>     Attrib V35    0.2745889698917984
#>     Attrib V36    0.2677836168407289
#>     Attrib V37    0.6493392945168297
#>     Attrib V38    0.17976146355653216
#>     Attrib V39    -0.4887985311477389
#>     Attrib V4    -0.07725222362488726
#>     Attrib V40    0.2743032974195534
#>     Attrib V41    0.6748652027593858
#>     Attrib V42    -0.2228862364521371
#>     Attrib V43    -0.6005662872304738
#>     Attrib V44    -0.6545872222846445
#>     Attrib V45    -0.3291100405428907
#>     Attrib V46    -0.4714106138033418
#>     Attrib V47    -0.3737949247464293
#>     Attrib V48    -0.5428927042652666
#>     Attrib V49    -0.4076033862634756
#>     Attrib V5    -0.3070134081840787
#>     Attrib V50    0.9043712355792416
#>     Attrib V51    -0.3341207658022286
#>     Attrib V52    -0.5404134311092454
#>     Attrib V53    0.16691731329499485
#>     Attrib V54    -0.2758382032653065
#>     Attrib V55    0.6307203644087424
#>     Attrib V56    0.29530113759887316
#>     Attrib V57    0.07893727758036717
#>     Attrib V58    -0.049344571209363024
#>     Attrib V59    -0.24341484198533295
#>     Attrib V6    0.08800027905793437
#>     Attrib V60    -0.1757042767609138
#>     Attrib V7    0.268167996346741
#>     Attrib V8    0.5176557371653041
#>     Attrib V9    -0.48814247245454206
#> Sigmoid Node 16
#>     Inputs    Weights
#>     Threshold    -0.17992355776879426
#>     Attrib V1    0.07546774846258404
#>     Attrib V10    0.02376201032524086
#>     Attrib V11    -0.024487325179885982
#>     Attrib V12    0.006698703479564512
#>     Attrib V13    0.014225840111196882
#>     Attrib V14    -0.0154016334075339
#>     Attrib V15    0.027467800665662425
#>     Attrib V16    0.08168405622173412
#>     Attrib V17    0.05482622305380475
#>     Attrib V18    0.038275858049151845
#>     Attrib V19    -0.012915512667703691
#>     Attrib V2    0.023779584223271772
#>     Attrib V20    -0.07818680647732092
#>     Attrib V21    -0.10411819796047955
#>     Attrib V22    -0.10121947329190152
#>     Attrib V23    -0.11566301585500376
#>     Attrib V24    -0.030495216499543155
#>     Attrib V25    -0.003970838236703271
#>     Attrib V26    -0.05752456952038579
#>     Attrib V27    -0.062414817843873656
#>     Attrib V28    -0.015832850284182243
#>     Attrib V29    -0.04197215129818991
#>     Attrib V3    0.11031209885386038
#>     Attrib V30    -0.06643332152074512
#>     Attrib V31    -0.04296001605352523
#>     Attrib V32    0.03703411436781582
#>     Attrib V33    0.03942825886864365
#>     Attrib V34    0.08319581258684235
#>     Attrib V35    0.0662737336129144
#>     Attrib V36    0.046528790026187476
#>     Attrib V37    0.07243409952626387
#>     Attrib V38    0.0504713879433913
#>     Attrib V39    0.08000571762655724
#>     Attrib V4    0.11507801221072547
#>     Attrib V40    0.06359306962337283
#>     Attrib V41    0.05681073755696487
#>     Attrib V42    0.06166942957871613
#>     Attrib V43    0.019919920693050795
#>     Attrib V44    0.010392850776276635
#>     Attrib V45    0.038457652611104
#>     Attrib V46    0.07226407792759211
#>     Attrib V47    0.0562260378772161
#>     Attrib V48    0.029082972346646408
#>     Attrib V49    -0.0032117002103615117
#>     Attrib V5    0.09198807994789178
#>     Attrib V50    0.0956704962417247
#>     Attrib V51    0.10282993801115096
#>     Attrib V52    0.08989077876189287
#>     Attrib V53    0.1289671010358569
#>     Attrib V54    0.017600889462262313
#>     Attrib V55    0.0855729569157951
#>     Attrib V56    0.10080788359369261
#>     Attrib V57    0.10299063295682351
#>     Attrib V58    0.11092260796873295
#>     Attrib V59    0.03980510425969514
#>     Attrib V6    0.06608569076572794
#>     Attrib V60    0.16065284106114913
#>     Attrib V7    0.042120093553604306
#>     Attrib V8    -0.007986279728380586
#>     Attrib V9    0.05996880456929168
#> Sigmoid Node 17
#>     Inputs    Weights
#>     Threshold    -0.13779031983939288
#>     Attrib V1    0.0559256399393116
#>     Attrib V10    -5.532719962744097E-4
#>     Attrib V11    -0.009932793163056518
#>     Attrib V12    -0.04735753714348489
#>     Attrib V13    -0.04113488778196067
#>     Attrib V14    0.018367518463676156
#>     Attrib V15    0.10790832852130823
#>     Attrib V16    0.06972407714317812
#>     Attrib V17    0.052476688370581344
#>     Attrib V18    0.048231843312862635
#>     Attrib V19    0.0105541777602439
#>     Attrib V2    0.1522551016092296
#>     Attrib V20    -0.08127626707814946
#>     Attrib V21    -0.0828809564006995
#>     Attrib V22    1.0156153601235153E-4
#>     Attrib V23    -0.047792491675973554
#>     Attrib V24    -0.006614179249508869
#>     Attrib V25    -0.04896192082561663
#>     Attrib V26    -0.07083757089397832
#>     Attrib V27    -0.05729538151205482
#>     Attrib V28    -0.08338890214513557
#>     Attrib V29    -0.0970536022367996
#>     Attrib V3    0.10215197661516953
#>     Attrib V30    0.012844006794546333
#>     Attrib V31    0.12024564592026304
#>     Attrib V32    -0.041710781850755184
#>     Attrib V33    0.04863086588170809
#>     Attrib V34    0.03718967324932057
#>     Attrib V35    0.12804370447879732
#>     Attrib V36    0.06465274552030591
#>     Attrib V37    0.08487020759108556
#>     Attrib V38    0.11051764328313907
#>     Attrib V39    0.06890360144120367
#>     Attrib V4    0.0797585711268973
#>     Attrib V40    0.09117705265634427
#>     Attrib V41    0.1406292009882347
#>     Attrib V42    0.035235344828548426
#>     Attrib V43    0.05602715951227452
#>     Attrib V44    0.04557536827632437
#>     Attrib V45    0.03810198990252766
#>     Attrib V46    -0.016097505996517162
#>     Attrib V47    -0.0204015286628343
#>     Attrib V48    0.007272520931665856
#>     Attrib V49    -0.060733204259953204
#>     Attrib V5    0.057347061473543175
#>     Attrib V50    0.079196609324945
#>     Attrib V51    0.02786249357475291
#>     Attrib V52    -0.004229731575994307
#>     Attrib V53    0.04370926361861726
#>     Attrib V54    -0.03698884967530203
#>     Attrib V55    0.12719099620951646
#>     Attrib V56    0.10510194860377577
#>     Attrib V57    0.0978201875644882
#>     Attrib V58    0.01688810350082046
#>     Attrib V59    -0.0163148060348404
#>     Attrib V6    0.08542713151323564
#>     Attrib V60    0.08496675789963198
#>     Attrib V7    0.04896633429778987
#>     Attrib V8    0.15406345471469013
#>     Attrib V9    0.03323958574604315
#> Sigmoid Node 18
#>     Inputs    Weights
#>     Threshold    -0.22054611901617677
#>     Attrib V1    -0.02991088149044188
#>     Attrib V10    -0.14332446884866984
#>     Attrib V11    -0.11912641821326117
#>     Attrib V12    -0.13222238148135884
#>     Attrib V13    -0.0284078372424621
#>     Attrib V14    0.05961988847344053
#>     Attrib V15    -6.407347245408661E-4
#>     Attrib V16    0.08320656179216085
#>     Attrib V17    0.04775018048912727
#>     Attrib V18    0.1570922142238217
#>     Attrib V19    -0.037412374197906564
#>     Attrib V2    0.12815375250455086
#>     Attrib V20    -0.06986790949594422
#>     Attrib V21    -0.04612927713661526
#>     Attrib V22    -0.049710179722413525
#>     Attrib V23    1.881285936363931E-4
#>     Attrib V24    -0.03926892061560573
#>     Attrib V25    -0.004360562470288129
#>     Attrib V26    -0.007756637821642349
#>     Attrib V27    -0.024558915275283772
#>     Attrib V28    -0.1215736479652625
#>     Attrib V29    -0.12058553363394739
#>     Attrib V3    0.17176367132663706
#>     Attrib V30    -0.05806305162827695
#>     Attrib V31    0.13307778113437713
#>     Attrib V32    -0.07147149158400946
#>     Attrib V33    -0.06190652176738647
#>     Attrib V34    0.08301226890403593
#>     Attrib V35    0.05837235460935466
#>     Attrib V36    0.15308399253125876
#>     Attrib V37    0.1337598436553962
#>     Attrib V38    0.029094469961562192
#>     Attrib V39    -0.01505952007360626
#>     Attrib V4    0.006453680595574893
#>     Attrib V40    0.0844914577967534
#>     Attrib V41    0.1149993727387926
#>     Attrib V42    0.02098522069431055
#>     Attrib V43    -0.06562657269732254
#>     Attrib V44    -0.030152538298689004
#>     Attrib V45    -0.1048576558097417
#>     Attrib V46    -0.0874351302309326
#>     Attrib V47    -0.0019324080826473463
#>     Attrib V48    -0.09916911771309365
#>     Attrib V49    -0.057697214828881724
#>     Attrib V5    -0.0012420181283317986
#>     Attrib V50    0.06820168444207712
#>     Attrib V51    0.029184498371882153
#>     Attrib V52    -0.045751509319203056
#>     Attrib V53    0.06092762084623047
#>     Attrib V54    -0.10993893732137813
#>     Attrib V55    0.1411422754006275
#>     Attrib V56    0.09111903083661306
#>     Attrib V57    -0.02673908063237891
#>     Attrib V58    0.02166295700159719
#>     Attrib V59    -0.0211594441020048
#>     Attrib V6    0.030190324531076868
#>     Attrib V60    0.03985074524912945
#>     Attrib V7    0.12452812696097651
#>     Attrib V8    0.20085701418485222
#>     Attrib V9    -0.022075652297122328
#> Sigmoid Node 19
#>     Inputs    Weights
#>     Threshold    0.20469883649938822
#>     Attrib V1    0.44594440511506656
#>     Attrib V10    0.3892411416798038
#>     Attrib V11    0.04307528699284307
#>     Attrib V12    0.22531748001399296
#>     Attrib V13    -0.3411255718682229
#>     Attrib V14    -0.2134115496182313
#>     Attrib V15    0.4229626941224701
#>     Attrib V16    0.10429581972848873
#>     Attrib V17    0.0921546978627736
#>     Attrib V18    -0.1168883679024717
#>     Attrib V19    0.25325675247715523
#>     Attrib V2    -0.2597150837583898
#>     Attrib V20    0.5785352208954971
#>     Attrib V21    0.5338852744754449
#>     Attrib V22    0.46500552196252687
#>     Attrib V23    0.3017723795507333
#>     Attrib V24    0.2723163750330086
#>     Attrib V25    0.0344259195755999
#>     Attrib V26    -0.6555667948374875
#>     Attrib V27    -0.8069327230267995
#>     Attrib V28    -0.22227128830981507
#>     Attrib V29    -0.20464497761572484
#>     Attrib V3    -0.1728394571088885
#>     Attrib V30    -0.5536223871185548
#>     Attrib V31    -1.240029668622106
#>     Attrib V32    0.1096083836193153
#>     Attrib V33    0.6521894879683626
#>     Attrib V34    0.010249670463742654
#>     Attrib V35    -0.07318287939942911
#>     Attrib V36    -0.3592916338654545
#>     Attrib V37    -0.8462374166655312
#>     Attrib V38    -0.3925417910377375
#>     Attrib V39    0.3610685830342897
#>     Attrib V4    0.1406474425023025
#>     Attrib V40    -0.07658767286694984
#>     Attrib V41    -0.5257519083501014
#>     Attrib V42    0.35554397086966805
#>     Attrib V43    0.6235534176489795
#>     Attrib V44    0.355337529723984
#>     Attrib V45    0.11734159554475708
#>     Attrib V46    0.3194919113171807
#>     Attrib V47    0.11179515474089836
#>     Attrib V48    0.13297828966096442
#>     Attrib V49    0.008066037760903571
#>     Attrib V5    0.3567695471422701
#>     Attrib V50    -0.5677332514299263
#>     Attrib V51    0.058978868168297734
#>     Attrib V52    0.2249409104095292
#>     Attrib V53    0.22043626945976486
#>     Attrib V54    0.4450566707451693
#>     Attrib V55    -0.3483482958353861
#>     Attrib V56    0.22524508182726433
#>     Attrib V57    0.21519629608194474
#>     Attrib V58    0.392258778032076
#>     Attrib V59    0.5126617906613478
#>     Attrib V6    0.09036584346426231
#>     Attrib V60    0.7040060926606566
#>     Attrib V7    -0.027907780199551153
#>     Attrib V8    -0.4361800970619126
#>     Attrib V9    0.17419108385981064
#> Sigmoid Node 20
#>     Inputs    Weights
#>     Threshold    0.20175972878588105
#>     Attrib V1    0.598059562503791
#>     Attrib V10    0.3477158668128406
#>     Attrib V11    -0.05825963699420384
#>     Attrib V12    0.1052206643259184
#>     Attrib V13    -0.47116987029204344
#>     Attrib V14    -0.19440636853121943
#>     Attrib V15    0.4893492653267264
#>     Attrib V16    0.14951614396550944
#>     Attrib V17    0.08477783550386045
#>     Attrib V18    -0.08741035032374038
#>     Attrib V19    0.25203143679397716
#>     Attrib V2    -0.2752074750665059
#>     Attrib V20    0.6790532350009824
#>     Attrib V21    0.686694674078727
#>     Attrib V22    0.5289144399613037
#>     Attrib V23    0.302209753741389
#>     Attrib V24    0.17587018599965945
#>     Attrib V25    -0.13773639705421953
#>     Attrib V26    -0.8723739516624611
#>     Attrib V27    -0.9710400253852456
#>     Attrib V28    -0.3129251489450168
#>     Attrib V29    -0.13309029442095122
#>     Attrib V3    -0.16759806760540577
#>     Attrib V30    -0.5788733973024042
#>     Attrib V31    -1.4124822092812876
#>     Attrib V32    0.055114319600458955
#>     Attrib V33    0.6611855072043213
#>     Attrib V34    -0.03743619335883392
#>     Attrib V35    -0.17524211178062019
#>     Attrib V36    -0.3845922238757911
#>     Attrib V37    -0.8630340843925443
#>     Attrib V38    -0.37418395018906864
#>     Attrib V39    0.406483198404009
#>     Attrib V4    0.09649003310325956
#>     Attrib V40    -0.06150515583534228
#>     Attrib V41    -0.5224876472304906
#>     Attrib V42    0.328823278482147
#>     Attrib V43    0.7353424950943013
#>     Attrib V44    0.41734824821003313
#>     Attrib V45    0.02616473276080277
#>     Attrib V46    0.2863183287540651
#>     Attrib V47    0.09226826387217774
#>     Attrib V48    0.127786155243086
#>     Attrib V49    -0.10105617757041731
#>     Attrib V5    0.371097331981118
#>     Attrib V50    -0.5045845377960161
#>     Attrib V51    0.11157273550698807
#>     Attrib V52    0.17947382335032588
#>     Attrib V53    0.2328542330635031
#>     Attrib V54    0.5031276577881001
#>     Attrib V55    -0.3824407717316579
#>     Attrib V56    0.32169268322422384
#>     Attrib V57    0.3111909793154127
#>     Attrib V58    0.47814526069014157
#>     Attrib V59    0.6290342068731508
#>     Attrib V6    0.08578823760474145
#>     Attrib V60    0.8488626017993998
#>     Attrib V7    -0.008627490956058206
#>     Attrib V8    -0.4647063346871376
#>     Attrib V9    0.17109707723796827
#> Sigmoid Node 21
#>     Inputs    Weights
#>     Threshold    -0.34642736834445564
#>     Attrib V1    -0.19161007816136824
#>     Attrib V10    -1.3165601615269091
#>     Attrib V11    -0.9898408815027283
#>     Attrib V12    -0.601232726952567
#>     Attrib V13    -0.02938839397480732
#>     Attrib V14    0.40757088271242714
#>     Attrib V15    -0.13613152634523845
#>     Attrib V16    0.09161442300729254
#>     Attrib V17    0.04046940886229933
#>     Attrib V18    0.46543260449281365
#>     Attrib V19    -0.07755692699137229
#>     Attrib V2    0.5616308901673324
#>     Attrib V20    -0.47016470909504143
#>     Attrib V21    -0.3570486106488747
#>     Attrib V22    -0.44110161739960185
#>     Attrib V23    -0.5504844403742017
#>     Attrib V24    -0.4795053012732086
#>     Attrib V25    -0.32040886724265716
#>     Attrib V26    -0.11743103035385581
#>     Attrib V27    0.2749113605927633
#>     Attrib V28    -0.36304895850525154
#>     Attrib V29    -0.5999837454866781
#>     Attrib V3    0.44500288506525176
#>     Attrib V30    -0.1444068016178818
#>     Attrib V31    1.1429643769291697
#>     Attrib V32    -0.5813722132688498
#>     Attrib V33    -0.6125292893801839
#>     Attrib V34    0.47553589813219377
#>     Attrib V35    0.4090758036992638
#>     Attrib V36    0.4250453055601856
#>     Attrib V37    0.8420339107628267
#>     Attrib V38    0.2270058994355209
#>     Attrib V39    -0.6047176306062901
#>     Attrib V4    -0.015598049933538059
#>     Attrib V40    0.32619377401542915
#>     Attrib V41    0.8717378377987093
#>     Attrib V42    -0.38371172004402154
#>     Attrib V43    -0.7911333182373169
#>     Attrib V44    -0.8120428980672432
#>     Attrib V45    -0.5403635233504793
#>     Attrib V46    -0.6525923879153839
#>     Attrib V47    -0.5561549111218532
#>     Attrib V48    -0.546775501270402
#>     Attrib V49    -0.5170680314099548
#>     Attrib V5    -0.3084174301761578
#>     Attrib V50    0.996674453560741
#>     Attrib V51    -0.496710082763765
#>     Attrib V52    -0.7868366993536108
#>     Attrib V53    0.10749718086058932
#>     Attrib V54    -0.2799911782117308
#>     Attrib V55    0.5165995329690365
#>     Attrib V56    0.12139020456920152
#>     Attrib V57    0.3403258923040538
#>     Attrib V58    -0.1696604401749449
#>     Attrib V59    -0.0055545653600197085
#>     Attrib V6    0.16135113685713193
#>     Attrib V60    0.3425720240062073
#>     Attrib V7    0.5452377304318324
#>     Attrib V8    0.36385840698212857
#>     Attrib V9    -0.5611831701777334
#> Sigmoid Node 22
#>     Inputs    Weights
#>     Threshold    0.050699206987563195
#>     Attrib V1    0.38326237754888237
#>     Attrib V10    0.15606272229989673
#>     Attrib V11    -0.020263981173766984
#>     Attrib V12    0.07572435048193693
#>     Attrib V13    -0.17470041398081798
#>     Attrib V14    -0.05532731352106728
#>     Attrib V15    0.12951276389965485
#>     Attrib V16    0.07067044323929918
#>     Attrib V17    0.026727643479375687
#>     Attrib V18    -0.08188809793496586
#>     Attrib V19    0.007130801003313657
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#>     Attrib V20    0.20666538299656562
#>     Attrib V21    0.12913226202590472
#>     Attrib V22    -0.035166007561405595
#>     Attrib V23    -0.14072353795637305
#>     Attrib V24    -0.003102041663669193
#>     Attrib V25    -0.09896194981115093
#>     Attrib V26    -0.32649008242922795
#>     Attrib V27    -0.38846844298840394
#>     Attrib V28    -0.20191059569927539
#>     Attrib V29    -0.11350126907664966
#>     Attrib V3    -0.005382622275520715
#>     Attrib V30    -0.294584968637105
#>     Attrib V31    -0.5323136732273503
#>     Attrib V32    0.03983437000295684
#>     Attrib V33    0.24385144587774102
#>     Attrib V34    0.05897929447683129
#>     Attrib V35    0.041611461458594796
#>     Attrib V36    -0.10110938440356528
#>     Attrib V37    -0.2750615279697622
#>     Attrib V38    -0.10298943213136084
#>     Attrib V39    0.18315770760509725
#>     Attrib V4    0.17431172137356238
#>     Attrib V40    -0.026070709729968687
#>     Attrib V41    -0.28710105494897287
#>     Attrib V42    -0.020337093790405825
#>     Attrib V43    0.1892830989959043
#>     Attrib V44    0.09944798366837315
#>     Attrib V45    -0.019638183993174217
#>     Attrib V46    0.14198310056668303
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#>     Attrib V48    0.19812377560942476
#>     Attrib V49    0.04353486079207598
#>     Attrib V5    0.25324988692209843
#>     Attrib V50    -0.1642440556159572
#>     Attrib V51    0.05006659866847503
#>     Attrib V52    0.0881476986872995
#>     Attrib V53    0.08941024146687505
#>     Attrib V54    0.24190159381265505
#>     Attrib V55    -0.07434971900141198
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#>     Attrib V57    0.23729067877839785
#>     Attrib V58    0.19230681504554004
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#>     Attrib V6    0.06422272494086946
#>     Attrib V60    0.5184430178101204
#>     Attrib V7    0.001287367593490561
#>     Attrib V8    -0.38199088495127625
#>     Attrib V9    0.03147644350568854
#> Sigmoid Node 23
#>     Inputs    Weights
#>     Threshold    0.14671176980231856
#>     Attrib V1    0.5463831209062752
#>     Attrib V10    0.16477498145488004
#>     Attrib V11    -0.06051491844683802
#>     Attrib V12    0.13131358521848369
#>     Attrib V13    -0.35740325860501004
#>     Attrib V14    -0.16503907334334622
#>     Attrib V15    0.40065045149312467
#>     Attrib V16    0.07830527096740722
#>     Attrib V17    0.0797176453082951
#>     Attrib V18    -0.08218045234659885
#>     Attrib V19    0.2000870456289448
#>     Attrib V2    -0.20773540311575692
#>     Attrib V20    0.5545633118358143
#>     Attrib V21    0.5043966040270336
#>     Attrib V22    0.39887926043043187
#>     Attrib V23    0.19293202145594418
#>     Attrib V24    0.12516342991712173
#>     Attrib V25    -0.03429536021307811
#>     Attrib V26    -0.6667594723566668
#>     Attrib V27    -0.9136030431581003
#>     Attrib V28    -0.45473284386880247
#>     Attrib V29    -0.37765996223486814
#>     Attrib V3    -0.030973919270225313
#>     Attrib V30    -0.6536255955333333
#>     Attrib V31    -1.2048924886980605
#>     Attrib V32    0.02748350765486349
#>     Attrib V33    0.5538428328259657
#>     Attrib V34    0.07199714364106455
#>     Attrib V35    -0.0045592547940031146
#>     Attrib V36    -0.29805426119396283
#>     Attrib V37    -0.6457352977161344
#>     Attrib V38    -0.316241191422643
#>     Attrib V39    0.3554933116096166
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#>     Attrib V40    -0.0569815302213357
#>     Attrib V41    -0.4536386616056408
#>     Attrib V42    0.20519088602840757
#>     Attrib V43    0.5431426483824686
#>     Attrib V44    0.24402316818383948
#>     Attrib V45    0.008384359302490799
#>     Attrib V46    0.20103401514465308
#>     Attrib V47    0.09493371070301154
#>     Attrib V48    0.03355421547152839
#>     Attrib V49    -0.1406279389680306
#>     Attrib V5    0.3006505672445426
#>     Attrib V50    -0.3939895135066866
#>     Attrib V51    0.02333143011506749
#>     Attrib V52    0.1439704156205205
#>     Attrib V53    0.27884622698832
#>     Attrib V54    0.49678827215880234
#>     Attrib V55    -0.251588456877527
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#>     Attrib V57    0.30893142171800586
#>     Attrib V58    0.37527421050170995
#>     Attrib V59    0.5833097097852709
#>     Attrib V6    0.1211663757712842
#>     Attrib V60    0.7651200755455564
#>     Attrib V7    0.0016672595220273885
#>     Attrib V8    -0.42366564400880685
#>     Attrib V9    0.07183299433096732
#> Sigmoid Node 24
#>     Inputs    Weights
#>     Threshold    -0.408458290302367
#>     Attrib V1    -0.18315424721758364
#>     Attrib V10    -0.946020291512881
#>     Attrib V11    -0.5511844835264826
#>     Attrib V12    -0.4509671835398823
#>     Attrib V13    0.028405914987861155
#>     Attrib V14    0.32391510270273727
#>     Attrib V15    -0.04645617037185238
#>     Attrib V16    0.056733260897513696
#>     Attrib V17    0.10831105900427482
#>     Attrib V18    0.36703038988701764
#>     Attrib V19    0.08017933832771537
#>     Attrib V2    0.5101666176819574
#>     Attrib V20    -0.1488746551222636
#>     Attrib V21    -0.1358227844083644
#>     Attrib V22    -0.13589934040837087
#>     Attrib V23    -0.09673815008222267
#>     Attrib V24    -0.24801725552118367
#>     Attrib V25    -0.19225813241937095
#>     Attrib V26    -5.793457756887429E-4
#>     Attrib V27    0.05760040725662034
#>     Attrib V28    -0.3822528509500878
#>     Attrib V29    -0.44445106964377246
#>     Attrib V3    0.3929052558182655
#>     Attrib V30    -0.07599501742459273
#>     Attrib V31    0.7496603280582731
#>     Attrib V32    -0.3791924977836088
#>     Attrib V33    -0.49418393657959336
#>     Attrib V34    0.2108970017328876
#>     Attrib V35    0.1840739674826642
#>     Attrib V36    0.23493352607336238
#>     Attrib V37    0.46779981397080733
#>     Attrib V38    0.12711853674277385
#>     Attrib V39    -0.43935498649280696
#>     Attrib V4    -0.03518577676783436
#>     Attrib V40    0.22211641718602376
#>     Attrib V41    0.5717785890481242
#>     Attrib V42    -0.16013015814278425
#>     Attrib V43    -0.4154650588862675
#>     Attrib V44    -0.5219732187516389
#>     Attrib V45    -0.32949184010171995
#>     Attrib V46    -0.40474211544765615
#>     Attrib V47    -0.2662472861539904
#>     Attrib V48    -0.44644285258010663
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#>     Attrib V5    -0.30920788521840015
#>     Attrib V50    0.743633343689326
#>     Attrib V51    -0.23835323310136436
#>     Attrib V52    -0.32061453943636486
#>     Attrib V53    0.0695582635835287
#>     Attrib V54    -0.22010110767939856
#>     Attrib V55    0.5116136290221064
#>     Attrib V56    0.2084789509058315
#>     Attrib V57    0.10886492602924842
#>     Attrib V58    -0.002016666787175597
#>     Attrib V59    -0.23643700848946964
#>     Attrib V6    0.08343138965638842
#>     Attrib V60    -0.23159135287095017
#>     Attrib V7    0.2109089856246495
#>     Attrib V8    0.4765428436997896
#>     Attrib V9    -0.3131384516762505
#> Sigmoid Node 25
#>     Inputs    Weights
#>     Threshold    0.3072262918200206
#>     Attrib V1    0.14649484491627793
#>     Attrib V10    1.6809989446812148
#>     Attrib V11    1.533188379670968
#>     Attrib V12    1.2650735396145427
#>     Attrib V13    0.5168874611169411
#>     Attrib V14    -0.7109589144575539
#>     Attrib V15    -0.8123945031387517
#>     Attrib V16    -0.4214168451999779
#>     Attrib V17    0.03826449782272614
#>     Attrib V18    -0.38847923972944354
#>     Attrib V19    -0.15155738481102884
#>     Attrib V2    -0.49930646479112345
#>     Attrib V20    -0.034996342677625095
#>     Attrib V21    0.015997600705577042
#>     Attrib V22    0.10417533678625011
#>     Attrib V23    0.7763724281457196
#>     Attrib V24    1.0479527826697022
#>     Attrib V25    1.0751609137367644
#>     Attrib V26    1.5034103925197104
#>     Attrib V27    1.130612074584149
#>     Attrib V28    1.0004114872840706
#>     Attrib V29    0.6599991599502167
#>     Attrib V3    -0.28910556499164525
#>     Attrib V30    0.5086699970446719
#>     Attrib V31    -0.19515216089838014
#>     Attrib V32    0.5656517184176386
#>     Attrib V33    0.06824043603919126
#>     Attrib V34    -0.2459949048778241
#>     Attrib V35    -0.11341254289828133
#>     Attrib V36    -0.1552888869284356
#>     Attrib V37    -0.4773413980263187
#>     Attrib V38    -0.24870945990291551
#>     Attrib V39    0.42703882086984235
#>     Attrib V4    0.5484916344961
#>     Attrib V40    -0.10271243454895025
#>     Attrib V41    -0.25037597509839815
#>     Attrib V42    0.014570240950154991
#>     Attrib V43    0.19970528027439693
#>     Attrib V44    0.823469095883926
#>     Attrib V45    0.8405539489113871
#>     Attrib V46    0.9320903772849558
#>     Attrib V47    1.1359462251137804
#>     Attrib V48    1.329782329799258
#>     Attrib V49    1.4489998662735923
#>     Attrib V5    0.6934737037100805
#>     Attrib V50    -0.5162491577891051
#>     Attrib V51    0.7954788924645807
#>     Attrib V52    1.2427230740208293
#>     Attrib V53    0.06348379104038462
#>     Attrib V54    0.1457699275449604
#>     Attrib V55    -0.544279832740598
#>     Attrib V56    -0.6662840479006662
#>     Attrib V57    -0.47043021493504183
#>     Attrib V58    -0.6912544284343677
#>     Attrib V59    0.11925355418835387
#>     Attrib V6    0.0012346586018193173
#>     Attrib V60    -0.43441020616212134
#>     Attrib V7    -0.26853001755715306
#>     Attrib V8    -0.46245777832935503
#>     Attrib V9    0.5928962145978689
#> Sigmoid Node 26
#>     Inputs    Weights
#>     Threshold    -0.19824858173059173
#>     Attrib V1    0.11357013548016169
#>     Attrib V10    0.004660631383698182
#>     Attrib V11    -0.0503642177644756
#>     Attrib V12    0.03627198322083397
#>     Attrib V13    -0.040518983988275546
#>     Attrib V14    0.05447511508072601
#>     Attrib V15    0.044041646610689836
#>     Attrib V16    0.033558521216058096
#>     Attrib V17    0.039528166440226935
#>     Attrib V18    -0.05219730316904068
#>     Attrib V19    0.004271691498323506
#>     Attrib V2    0.08463856925362354
#>     Attrib V20    -0.042836243920893954
#>     Attrib V21    -0.06627072968659865
#>     Attrib V22    -0.10660508484421502
#>     Attrib V23    -0.10395159523148982
#>     Attrib V24    -0.08254123199041707
#>     Attrib V25    -0.024951360407661317
#>     Attrib V26    -0.057959598796974265
#>     Attrib V27    -0.024061390878931305
#>     Attrib V28    0.008459547076046924
#>     Attrib V29    -0.005481244121000125
#>     Attrib V3    0.06677236311316333
#>     Attrib V30    -0.04232721512572712
#>     Attrib V31    -0.06816672599029018
#>     Attrib V32    -0.006963329549868936
#>     Attrib V33    0.08958733632997262
#>     Attrib V34    0.046301079072695386
#>     Attrib V35    0.13541219920190337
#>     Attrib V36    0.10722261500244235
#>     Attrib V37    0.09260975357665996
#>     Attrib V38    0.030615342161715572
#>     Attrib V39    0.10395215688349133
#>     Attrib V4    0.15219731138507103
#>     Attrib V40    0.07879830607018923
#>     Attrib V41    0.01773981915956629
#>     Attrib V42    0.03525805149969809
#>     Attrib V43    0.04480309347928674
#>     Attrib V44    0.06498511018602232
#>     Attrib V45    0.036153245319832446
#>     Attrib V46    0.04270367339383835
#>     Attrib V47    0.035048600758633267
#>     Attrib V48    0.09720288567337332
#>     Attrib V49    0.02039971173009108
#>     Attrib V5    0.05947040688922799
#>     Attrib V50    0.06599742552706074
#>     Attrib V51    0.03841836730177036
#>     Attrib V52    0.04429499539065008
#>     Attrib V53    0.07985774551214016
#>     Attrib V54    0.04202145795480938
#>     Attrib V55    0.07153517508557085
#>     Attrib V56    0.11930595283961759
#>     Attrib V57    0.12658869068953926
#>     Attrib V58    0.07890486990936328
#>     Attrib V59    0.11508568998945756
#>     Attrib V6    0.08085566281304732
#>     Attrib V60    0.23119657939430305
#>     Attrib V7    0.017772210377223506
#>     Attrib V8    0.02610264782576502
#>     Attrib V9    0.012209319799593934
#> Sigmoid Node 27
#>     Inputs    Weights
#>     Threshold    0.2910632915784849
#>     Attrib V1    0.5249858193639949
#>     Attrib V10    0.5192995759048472
#>     Attrib V11    0.15182021922973202
#>     Attrib V12    0.21767870076383466
#>     Attrib V13    -0.3145976644542479
#>     Attrib V14    -0.2986327707121647
#>     Attrib V15    0.35650435272304204
#>     Attrib V16    0.10702668890507691
#>     Attrib V17    0.07551690010560361
#>     Attrib V18    -0.07207589008817977
#>     Attrib V19    0.22485186242381966
#>     Attrib V2    -0.3238277988406063
#>     Attrib V20    0.544564162878939
#>     Attrib V21    0.5915809846212584
#>     Attrib V22    0.47973206890449943
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#>     Attrib V8    -0.43608854605603864
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#> Sigmoid Node 28
#>     Inputs    Weights
#>     Threshold    -0.12006751276838534
#>     Attrib V1    0.2823816124986793
#>     Attrib V10    -2.0377897005829184
#>     Attrib V11    -1.451163920059069
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#>     Attrib V23    -1.0256721613854727
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#>     Attrib V9    -0.9265404360682397
#> Sigmoid Node 29
#>     Inputs    Weights
#>     Threshold    0.16194449663252813
#>     Attrib V1    0.30106795862285995
#>     Attrib V10    0.25332472377611465
#>     Attrib V11    0.12056141932817897
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#>     Attrib V7    -0.07083276172529329
#>     Attrib V8    -0.3811273940762121
#>     Attrib V9    0.07317893533916854
#> Sigmoid Node 30
#>     Inputs    Weights
#>     Threshold    -0.19085376721925856
#>     Attrib V1    -0.04099485445687693
#>     Attrib V10    -0.22710997271723454
#>     Attrib V11    -0.16867931577771322
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#>     Attrib V8    0.21986897891404508
#>     Attrib V9    -0.09297629473330528
#> Sigmoid Node 31
#>     Inputs    Weights
#>     Threshold    0.06411963539765687
#>     Attrib V1    0.3896728106295054
#>     Attrib V10    0.1286755260781647
#>     Attrib V11    -0.0024493299103799313
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#>     Attrib V22    0.22435983254379568
#>     Attrib V23    0.09026617797285255
#>     Attrib V24    0.12043603178561665
#>     Attrib V25    -0.03884950465523959
#>     Attrib V26    -0.39677145829405613
#>     Attrib V27    -0.5775879191803142
#>     Attrib V28    -0.31336310293943576
#>     Attrib V29    -0.25990847708559855
#>     Attrib V3    -0.06839901640920461
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#>     Attrib V31    -0.7860831199730841
#>     Attrib V32    0.005010148239277968
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#>     Attrib V6    0.0639242056370989
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#>     Attrib V7    -0.013970215057656502
#>     Attrib V8    -0.34795187913451536
#>     Attrib V9    0.05486125148288379
#> Sigmoid Node 32
#>     Inputs    Weights
#>     Threshold    -0.1477466924758494
#>     Attrib V1    0.1397774555306023
#>     Attrib V10    -0.01855234886929025
#>     Attrib V11    -9.151664518598101E-4
#>     Attrib V12    0.018639371350831064
#>     Attrib V13    -0.059441153278745426
#>     Attrib V14    0.052954971648636405
#>     Attrib V15    0.07055120626083944
#>     Attrib V16    0.05770472004348941
#>     Attrib V17    -0.022355571744820318
#>     Attrib V18    0.028136073544546083
#>     Attrib V19    -0.08402968241859411
#>     Attrib V2    0.0446138436051926
#>     Attrib V20    -0.03067117760866949
#>     Attrib V21    -0.052505399928012716
#>     Attrib V22    -0.10462756433457909
#>     Attrib V23    -0.06154478210739002
#>     Attrib V24    -0.06785945002206965
#>     Attrib V25    -0.07693048513070748
#>     Attrib V26    -0.061261604939967934
#>     Attrib V27    -0.06010211281366464
#>     Attrib V28    0.0012372772998353503
#>     Attrib V29    -0.026179097519888138
#>     Attrib V3    0.1187130593208723
#>     Attrib V30    -0.012297138141526403
#>     Attrib V31    -0.08423995938566511
#>     Attrib V32    0.00670015931763951
#>     Attrib V33    0.08493185442467173
#>     Attrib V34    0.06914052744006745
#>     Attrib V35    0.09811339795059511
#>     Attrib V36    0.11405835905020048
#>     Attrib V37    0.044670946545154175
#>     Attrib V38    0.005776860771916576
#>     Attrib V39    0.09428714641357971
#>     Attrib V4    0.09985343486090648
#>     Attrib V40    0.053131807017570365
#>     Attrib V41    -0.014781991027819477
#>     Attrib V42    0.03964478362191935
#>     Attrib V43    0.0018928801543834704
#>     Attrib V44    0.08217829469499112
#>     Attrib V45    0.07318029189938158
#>     Attrib V46    0.06874116757490337
#>     Attrib V47    0.052564357416036746
#>     Attrib V48    0.03314751088011345
#>     Attrib V49    0.07188919771071485
#>     Attrib V5    0.11088051811275014
#>     Attrib V50    0.02007586906135643
#>     Attrib V51    0.07868921935984204
#>     Attrib V52    0.10519597016586137
#>     Attrib V53    0.09633104006911682
#>     Attrib V54    0.01726785392430354
#>     Attrib V55    0.040304544098628416
#>     Attrib V56    0.09251882801861469
#>     Attrib V57    0.08545986789682469
#>     Attrib V58    0.12667818696758457
#>     Attrib V59    0.08535524759923661
#>     Attrib V6    0.07265052640440228
#>     Attrib V60    0.1711030021374478
#>     Attrib V7    0.05044605580560592
#>     Attrib V8    0.03759975105978715
#>     Attrib V9    0.0591815630498453
#> Class M
#>     Input
#>     Node 0
#> Class R
#>     Input
#>     Node 1
#> 


# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)

# Score the predictions
predictions$score()
#> classif.ce 
#>  0.2318841