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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>: MultilayerPerceptron
#> * Model: -
#> * Parameters: list()
#> * Packages: mlr3, RWeka
#> * Predict Types:  [response], prob
#> * Feature Types: logical, integer, numeric, factor, ordered
#> * Properties: missings, multiclass, twoclass

# 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    -0.22266544619118217
#>     Node 2    2.2530775853956357
#>     Node 3    1.2016101241007
#>     Node 4    0.458530889236026
#>     Node 5    -2.637578688137091
#>     Node 6    1.384460141636876
#>     Node 7    2.858220010240138
#>     Node 8    0.5390259888889629
#>     Node 9    3.462140882391492
#>     Node 10    -1.2542583022089657
#>     Node 11    1.5080922305392472
#>     Node 12    1.6561169865194636
#>     Node 13    0.7191849566187015
#>     Node 14    1.2893448245735626
#>     Node 15    -2.4863774123419007
#>     Node 16    0.48481706625808524
#>     Node 17    -0.12502487239447072
#>     Node 18    -0.353524084518175
#>     Node 19    2.3382585267913614
#>     Node 20    1.511455410881879
#>     Node 21    -2.635252359411507
#>     Node 22    0.842498531757678
#>     Node 23    2.1727309714490586
#>     Node 24    -1.6371989963736489
#>     Node 25    3.448743890799523
#>     Node 26    -0.006186391923293706
#>     Node 27    1.8075724209763078
#>     Node 28    -2.939342067389603
#>     Node 29    1.2619159474838961
#>     Node 30    0.035959991370523844
#>     Node 31    1.671984048685422
#>     Node 32    0.7932278619429356
#> Sigmoid Node 1
#>     Inputs    Weights
#>     Threshold    0.2807593333884881
#>     Node 2    -2.2895353783967036
#>     Node 3    -1.1815497957090146
#>     Node 4    -0.41850673305735503
#>     Node 5    2.647536218208732
#>     Node 6    -1.3580218006269031
#>     Node 7    -2.8599541147699785
#>     Node 8    -0.5740748872485643
#>     Node 9    -3.46836699516222
#>     Node 10    1.187080018023353
#>     Node 11    -1.4666493827065044
#>     Node 12    -1.7258749608905684
#>     Node 13    -0.6641259793485342
#>     Node 14    -1.2217120261742898
#>     Node 15    2.4698930019626597
#>     Node 16    -0.5040082380162506
#>     Node 17    0.14626692908830397
#>     Node 18    0.38118654632028287
#>     Node 19    -2.346050937133887
#>     Node 20    -1.4951739079767983
#>     Node 21    2.6861639603841447
#>     Node 22    -0.8959720310677128
#>     Node 23    -2.2160944209179276
#>     Node 24    1.6258672680553008
#>     Node 25    -3.4480817641371444
#>     Node 26    -0.08610618992288399
#>     Node 27    -1.844097815599871
#>     Node 28    2.8855251831985576
#>     Node 29    -1.282765611476968
#>     Node 30    0.03172181896410408
#>     Node 31    -1.616843366895475
#>     Node 32    -0.8085509614914985
#> Sigmoid Node 2
#>     Inputs    Weights
#>     Threshold    0.36002676805032374
#>     Attrib V1    -0.19152033351313924
#>     Attrib V10    0.27201503837977486
#>     Attrib V11    0.17381713630556628
#>     Attrib V12    0.7351229161436955
#>     Attrib V13    -0.46777392806668505
#>     Attrib V14    -0.5547649175865925
#>     Attrib V15    -0.7160905693276991
#>     Attrib V16    -0.1689179240371422
#>     Attrib V17    0.3603933018058466
#>     Attrib V18    -7.28123807298094E-4
#>     Attrib V19    0.3825870151242775
#>     Attrib V2    -0.30796052182955136
#>     Attrib V20    1.1718185894194657
#>     Attrib V21    0.5125265872793136
#>     Attrib V22    -0.2954569008583494
#>     Attrib V23    0.4462305231743339
#>     Attrib V24    0.8350762244927621
#>     Attrib V25    -0.2713569197626125
#>     Attrib V26    -1.0567107703463712
#>     Attrib V27    -0.3875763116761143
#>     Attrib V28    0.41770392720965777
#>     Attrib V29    -0.5805101364235017
#>     Attrib V3    0.08439481239199652
#>     Attrib V30    0.34087464042631826
#>     Attrib V31    -1.2923327059530765
#>     Attrib V32    -0.2501224377376819
#>     Attrib V33    0.23067712945065613
#>     Attrib V34    0.2781109539429677
#>     Attrib V35    0.24086041104595024
#>     Attrib V36    -0.47850999401182426
#>     Attrib V37    -0.9280779227779336
#>     Attrib V38    0.4917622686223416
#>     Attrib V39    0.2629386387301686
#>     Attrib V4    0.7959670252565626
#>     Attrib V40    -0.5006889951232972
#>     Attrib V41    -0.0033128577194770316
#>     Attrib V42    0.8458242113505113
#>     Attrib V43    0.2703377400940335
#>     Attrib V44    0.21961747380049185
#>     Attrib V45    0.5220102563574743
#>     Attrib V46    0.26647244654383345
#>     Attrib V47    -0.18293205098790927
#>     Attrib V48    0.25382025739325187
#>     Attrib V49    0.3967829948082092
#>     Attrib V5    0.7498977279517586
#>     Attrib V50    -1.247116810320545
#>     Attrib V51    -0.026261609018699443
#>     Attrib V52    0.45774188099753177
#>     Attrib V53    0.14387004454049426
#>     Attrib V54    0.25590909521461985
#>     Attrib V55    -0.24031866960860143
#>     Attrib V56    -0.2187981707415785
#>     Attrib V57    0.3352019248376071
#>     Attrib V58    -0.03824411679241993
#>     Attrib V59    0.43472196292939974
#>     Attrib V6    0.03604084694286762
#>     Attrib V60    0.12112746819759768
#>     Attrib V7    -0.24173624629451518
#>     Attrib V8    0.17723358486093072
#>     Attrib V9    0.8073177008394502
#> Sigmoid Node 3
#>     Inputs    Weights
#>     Threshold    0.09364406872566296
#>     Attrib V1    0.061111656731337144
#>     Attrib V10    -0.06772069596315039
#>     Attrib V11    -0.061200634154502304
#>     Attrib V12    0.22864885849864203
#>     Attrib V13    -0.25092279816629565
#>     Attrib V14    -0.16593231229543964
#>     Attrib V15    -0.09708358246760904
#>     Attrib V16    0.03474098794297261
#>     Attrib V17    0.2203594205437236
#>     Attrib V18    -0.005658665982915281
#>     Attrib V19    0.24434888097211918
#>     Attrib V2    -0.010324565823595555
#>     Attrib V20    0.5390950585576404
#>     Attrib V21    0.17947647125978486
#>     Attrib V22    -0.1815239032937732
#>     Attrib V23    0.09829343740947441
#>     Attrib V24    0.3172418764664982
#>     Attrib V25    -0.16517494821830553
#>     Attrib V26    -0.6443648584291072
#>     Attrib V27    -0.4150255848342109
#>     Attrib V28    -0.12729227410626248
#>     Attrib V29    -0.5787352787631065
#>     Attrib V3    0.11984725357716998
#>     Attrib V30    -0.04042837627029689
#>     Attrib V31    -0.650094730369457
#>     Attrib V32    -0.13355567423593828
#>     Attrib V33    0.1681449191878153
#>     Attrib V34    0.12621981708937907
#>     Attrib V35    0.08586671199074743
#>     Attrib V36    -0.28951978084630187
#>     Attrib V37    -0.4517311747768019
#>     Attrib V38    0.20623700048466925
#>     Attrib V39    0.16619467729499537
#>     Attrib V4    0.4181620862341175
#>     Attrib V40    -0.19434312281979396
#>     Attrib V41    0.033235896391724265
#>     Attrib V42    0.4109059765630684
#>     Attrib V43    0.13863083125521053
#>     Attrib V44    0.09223217607426691
#>     Attrib V45    0.1870781735975809
#>     Attrib V46    0.06258950088084844
#>     Attrib V47    -0.1494582818427505
#>     Attrib V48    0.009694544856681959
#>     Attrib V49    0.08209274905775991
#>     Attrib V5    0.30093121582453397
#>     Attrib V50    -0.46494077458499977
#>     Attrib V51    -0.07008375952249181
#>     Attrib V52    0.22653666598639224
#>     Attrib V53    0.15361748708132633
#>     Attrib V54    0.46217122761261026
#>     Attrib V55    0.16286736571939478
#>     Attrib V56    -0.030824510818958668
#>     Attrib V57    0.3708078705830473
#>     Attrib V58    0.12674764878792952
#>     Attrib V59    0.4610223264972165
#>     Attrib V6    -0.09665700187369776
#>     Attrib V60    0.18062089866152053
#>     Attrib V7    -0.18080905687981103
#>     Attrib V8    0.05873136119907981
#>     Attrib V9    0.1662480501108687
#> Sigmoid Node 4
#>     Inputs    Weights
#>     Threshold    -0.08996024087052415
#>     Attrib V1    0.013559733885311256
#>     Attrib V10    0.0591554049355932
#>     Attrib V11    0.014725033038644865
#>     Attrib V12    0.09792214012037892
#>     Attrib V13    -0.07362481593124678
#>     Attrib V14    -0.010505182639308015
#>     Attrib V15    -0.019698929817603048
#>     Attrib V16    -0.03289004414135812
#>     Attrib V17    0.026641452207337765
#>     Attrib V18    -0.06754250313763496
#>     Attrib V19    0.0053114275162262515
#>     Attrib V2    0.018123610529798176
#>     Attrib V20    0.15515548815646849
#>     Attrib V21    0.0694386969015533
#>     Attrib V22    -0.11941852056461481
#>     Attrib V23    0.013279468837716404
#>     Attrib V24    0.06842394867973557
#>     Attrib V25    -0.1123997664925243
#>     Attrib V26    -0.2230204444238218
#>     Attrib V27    -0.10264312795527382
#>     Attrib V28    0.09259566419161837
#>     Attrib V29    -0.08295447382789457
#>     Attrib V3    0.12420867698633621
#>     Attrib V30    -0.0012024744417193497
#>     Attrib V31    -0.22476857207579526
#>     Attrib V32    -0.03245817274336734
#>     Attrib V33    0.07161404301567106
#>     Attrib V34    0.053021604179276025
#>     Attrib V35    0.02735456020808599
#>     Attrib V36    -0.11632057184015906
#>     Attrib V37    -0.14173427628552615
#>     Attrib V38    0.06098660471856124
#>     Attrib V39    0.06900857366181032
#>     Attrib V4    0.18621067888742288
#>     Attrib V40    -0.07246683821032299
#>     Attrib V41    -0.03364326884825243
#>     Attrib V42    0.09780469879222337
#>     Attrib V43    -0.02715689975474996
#>     Attrib V44    0.04514036622948084
#>     Attrib V45    0.16338881615788972
#>     Attrib V46    0.037355361963375466
#>     Attrib V47    -0.0413530906677682
#>     Attrib V48    0.0933084509518369
#>     Attrib V49    0.11109485762000547
#>     Attrib V5    0.1891590162754213
#>     Attrib V50    -0.13303671904742706
#>     Attrib V51    0.06772174941207862
#>     Attrib V52    0.12249372750520952
#>     Attrib V53    0.09804874665170267
#>     Attrib V54    0.05646429659746639
#>     Attrib V55    0.049576830616562706
#>     Attrib V56    0.02045726646645135
#>     Attrib V57    0.2269940023675757
#>     Attrib V58    0.05330891033731228
#>     Attrib V59    0.16096282398023112
#>     Attrib V6    -0.012506577034317241
#>     Attrib V60    0.11288946596965682
#>     Attrib V7    -0.04556413271095221
#>     Attrib V8    -0.009928737989904497
#>     Attrib V9    0.1783488520574614
#> Sigmoid Node 5
#>     Inputs    Weights
#>     Threshold    -0.6664608182008126
#>     Attrib V1    0.44577768646242316
#>     Attrib V10    -0.5371535828981188
#>     Attrib V11    -0.2800580081683831
#>     Attrib V12    -1.2344664289596952
#>     Attrib V13    0.29348292989389607
#>     Attrib V14    0.7114361461290071
#>     Attrib V15    1.0572765038411678
#>     Attrib V16    0.4133289244724416
#>     Attrib V17    -0.06186510109638291
#>     Attrib V18    0.3973214202464921
#>     Attrib V19    -0.13947213297008992
#>     Attrib V2    0.329445739990195
#>     Attrib V20    -1.020396687607456
#>     Attrib V21    -0.25072338677073797
#>     Attrib V22    0.3997608046089875
#>     Attrib V23    -0.47532638699812885
#>     Attrib V24    -0.993659971953203
#>     Attrib V25    0.28832578082265053
#>     Attrib V26    0.9775237396046076
#>     Attrib V27    -0.07018115005360823
#>     Attrib V28    -1.100581391288763
#>     Attrib V29    0.22029112640528623
#>     Attrib V3    0.010959632223120916
#>     Attrib V30    -0.6424379360821729
#>     Attrib V31    1.0565087458078048
#>     Attrib V32    0.06056854755306311
#>     Attrib V33    -0.14563512664335956
#>     Attrib V34    -0.18372395231106994
#>     Attrib V35    -0.20801544161471155
#>     Attrib V36    0.6785232120990887
#>     Attrib V37    1.0122955749326983
#>     Attrib V38    -0.48373911266378056
#>     Attrib V39    -0.37869505312865936
#>     Attrib V4    -0.7769360430289207
#>     Attrib V40    0.46879280943497065
#>     Attrib V41    -0.04724880677940325
#>     Attrib V42    -0.6856679030817905
#>     Attrib V43    -0.05761812990488297
#>     Attrib V44    0.0033285574542919237
#>     Attrib V45    -0.5603276696244999
#>     Attrib V46    -0.3007007744807466
#>     Attrib V47    0.049317027511213585
#>     Attrib V48    -0.5980301084408945
#>     Attrib V49    -0.6720046943008695
#>     Attrib V5    -0.700519135439289
#>     Attrib V50    1.858992915174781
#>     Attrib V51    -0.1356236063851228
#>     Attrib V52    -0.887202245183493
#>     Attrib V53    -0.221286303882118
#>     Attrib V54    0.3632644913787537
#>     Attrib V55    0.5716952930279432
#>     Attrib V56    0.25375720682661157
#>     Attrib V57    -0.335286496763408
#>     Attrib V58    0.07850102148453246
#>     Attrib V59    -0.2823575014222539
#>     Attrib V6    -0.15714201050683194
#>     Attrib V60    0.055162883756361275
#>     Attrib V7    0.443507310901776
#>     Attrib V8    -0.006847227590466092
#>     Attrib V9    -1.1385070302492644
#> Sigmoid Node 6
#>     Inputs    Weights
#>     Threshold    0.17757611086299535
#>     Attrib V1    0.07704967159696634
#>     Attrib V10    -0.1024087992712078
#>     Attrib V11    -0.05861721576804726
#>     Attrib V12    0.2563999674667759
#>     Attrib V13    -0.36591165491994804
#>     Attrib V14    -0.2571359297673805
#>     Attrib V15    -0.2069099462232366
#>     Attrib V16    0.08774156908875115
#>     Attrib V17    0.23085718703977814
#>     Attrib V18    0.05317852331623176
#>     Attrib V19    0.227218874082838
#>     Attrib V2    -0.07163908145343822
#>     Attrib V20    0.6458711557538395
#>     Attrib V21    0.30038448275360863
#>     Attrib V22    -0.22136250404577887
#>     Attrib V23    0.1318550093180276
#>     Attrib V24    0.41243101793848375
#>     Attrib V25    -0.1782434793419403
#>     Attrib V26    -0.7188943975923081
#>     Attrib V27    -0.4529235664238641
#>     Attrib V28    -0.18805656299106213
#>     Attrib V29    -0.6059249581734324
#>     Attrib V3    0.0995464092952813
#>     Attrib V30    -0.04668355687326609
#>     Attrib V31    -0.7629629998131681
#>     Attrib V32    -0.16793383372339224
#>     Attrib V33    0.2035636355164871
#>     Attrib V34    0.2051424978848833
#>     Attrib V35    0.13609150828084524
#>     Attrib V36    -0.33891665760454404
#>     Attrib V37    -0.529166670402763
#>     Attrib V38    0.23698169111600242
#>     Attrib V39    0.1366673873209325
#>     Attrib V4    0.5107026008598337
#>     Attrib V40    -0.2768263500946512
#>     Attrib V41    0.06834661384826239
#>     Attrib V42    0.49789886579346826
#>     Attrib V43    0.13970183104479794
#>     Attrib V44    0.06373625062709859
#>     Attrib V45    0.23675657802356592
#>     Attrib V46    0.1284942365018518
#>     Attrib V47    -0.19985602576990466
#>     Attrib V48    0.02665718469868927
#>     Attrib V49    0.12496159132640229
#>     Attrib V5    0.3534933207656173
#>     Attrib V50    -0.4905437160569838
#>     Attrib V51    -0.06451043865249975
#>     Attrib V52    0.1606329549105725
#>     Attrib V53    0.2096322547734088
#>     Attrib V54    0.4116907620706649
#>     Attrib V55    0.07374586287164973
#>     Attrib V56    -0.05826995661545047
#>     Attrib V57    0.37909893884690155
#>     Attrib V58    0.0849615341315959
#>     Attrib V59    0.4883062653948787
#>     Attrib V6    -0.0021056823448114795
#>     Attrib V60    0.2397694308588285
#>     Attrib V7    -0.09722552436016399
#>     Attrib V8    0.10667878338287907
#>     Attrib V9    0.3043515825335692
#> Sigmoid Node 7
#>     Inputs    Weights
#>     Threshold    0.5475570603522489
#>     Attrib V1    -0.264103139513375
#>     Attrib V10    1.0699205494691166
#>     Attrib V11    0.8151603299670348
#>     Attrib V12    1.3941691175181623
#>     Attrib V13    0.015944429041987
#>     Attrib V14    -0.33549726024976245
#>     Attrib V15    -0.8015153749816823
#>     Attrib V16    -0.4117208597612873
#>     Attrib V17    -0.35035179150720547
#>     Attrib V18    -0.4898930033973504
#>     Attrib V19    -0.23866656457270402
#>     Attrib V2    0.010694464203653956
#>     Attrib V20    0.16667864627640722
#>     Attrib V21    0.02846434732078626
#>     Attrib V22    -0.13957519618474812
#>     Attrib V23    0.15459445489018192
#>     Attrib V24    0.4982936656019847
#>     Attrib V25    0.006391679938661703
#>     Attrib V26    -0.08291550223291227
#>     Attrib V27    1.0752344812874184
#>     Attrib V28    1.5638398161314555
#>     Attrib V29    0.49955041016331386
#>     Attrib V3    0.07916179164863775
#>     Attrib V30    0.4329368975512146
#>     Attrib V31    -0.31841244676965175
#>     Attrib V32    0.07100318423854263
#>     Attrib V33    -0.27188139282281304
#>     Attrib V34    -0.22006693085198015
#>     Attrib V35    -0.009620061665079475
#>     Attrib V36    -0.36826420170040597
#>     Attrib V37    -0.3728403524666147
#>     Attrib V38    0.20276367252013708
#>     Attrib V39    0.2541441301944648
#>     Attrib V4    0.26724413407097575
#>     Attrib V40    0.028069249904272987
#>     Attrib V41    0.0462061277505218
#>     Attrib V42    -0.18538967744034326
#>     Attrib V43    -0.32530303094837637
#>     Attrib V44    -0.2394651998726752
#>     Attrib V45    0.3575674179336095
#>     Attrib V46    0.29863338118481847
#>     Attrib V47    0.3807683040206731
#>     Attrib V48    0.9857207583514929
#>     Attrib V49    0.6879127654284322
#>     Attrib V5    0.585078978364935
#>     Attrib V50    -1.1270193356735672
#>     Attrib V51    0.40903305611588353
#>     Attrib V52    1.0054277716235487
#>     Attrib V53    0.17835476543049178
#>     Attrib V54    -0.9651831088142122
#>     Attrib V55    -0.5797330448480303
#>     Attrib V56    -0.2371241109843709
#>     Attrib V57    0.47267704796659304
#>     Attrib V58    0.17237704829532313
#>     Attrib V59    0.30165875302416
#>     Attrib V6    0.5790388767165013
#>     Attrib V60    0.4758422507034595
#>     Attrib V7    -0.11877443717093322
#>     Attrib V8    -0.18730248932770657
#>     Attrib V9    1.1152446727741712
#> Sigmoid Node 8
#>     Inputs    Weights
#>     Threshold    0.012987224519306697
#>     Attrib V1    0.03501493824301966
#>     Attrib V10    0.0878679508691455
#>     Attrib V11    0.05674001796731185
#>     Attrib V12    0.1328417183164876
#>     Attrib V13    -0.0992073939353507
#>     Attrib V14    -0.10222159911138244
#>     Attrib V15    -0.09874374620634999
#>     Attrib V16    0.021578297633470595
#>     Attrib V17    0.035654355037187134
#>     Attrib V18    -0.08420255675536006
#>     Attrib V19    0.02242378886491259
#>     Attrib V2    0.0461508864419822
#>     Attrib V20    0.14366436440718017
#>     Attrib V21    0.031121971693222422
#>     Attrib V22    -0.151062747692057
#>     Attrib V23    -3.205917768151843E-4
#>     Attrib V24    0.14465070354917567
#>     Attrib V25    -0.09337844811688968
#>     Attrib V26    -0.24457295855650305
#>     Attrib V27    -0.08124867482471923
#>     Attrib V28    0.06325054041119942
#>     Attrib V29    -0.1565035603676551
#>     Attrib V3    0.09162094683190569
#>     Attrib V30    9.026659099901799E-5
#>     Attrib V31    -0.27688555902002976
#>     Attrib V32    -0.02031973879626702
#>     Attrib V33    0.0981901405076608
#>     Attrib V34    0.05710506870243244
#>     Attrib V35    0.03819909109757968
#>     Attrib V36    -0.06839429734516979
#>     Attrib V37    -0.16037624135388578
#>     Attrib V38    0.16609545466463946
#>     Attrib V39    0.06419622211649158
#>     Attrib V4    0.2804641405663377
#>     Attrib V40    -0.11345532942968847
#>     Attrib V41    -0.028684576684054622
#>     Attrib V42    0.016035740476708662
#>     Attrib V43    -0.022651707778501274
#>     Attrib V44    0.061877991744165785
#>     Attrib V45    0.13579011666155427
#>     Attrib V46    0.0994059344123875
#>     Attrib V47    -0.009531677507668878
#>     Attrib V48    0.14406331803688166
#>     Attrib V49    0.1256061164130264
#>     Attrib V5    0.16979939440669514
#>     Attrib V50    -0.21590847832080193
#>     Attrib V51    0.022103852965873028
#>     Attrib V52    0.13228907298423848
#>     Attrib V53    0.10933939385614704
#>     Attrib V54    0.13369440389250434
#>     Attrib V55    0.03816434760890561
#>     Attrib V56    -0.05353749000831123
#>     Attrib V57    0.3013696980723814
#>     Attrib V58    0.03560459728051693
#>     Attrib V59    0.22892691310675478
#>     Attrib V6    -0.008437249034237308
#>     Attrib V60    0.18843247460864593
#>     Attrib V7    -0.037572422818269106
#>     Attrib V8    -0.011203362097541896
#>     Attrib V9    0.18305101298562526
#> Sigmoid Node 9
#>     Inputs    Weights
#>     Threshold    0.26623888111916943
#>     Attrib V1    -0.2603335104443386
#>     Attrib V10    1.446430680626571
#>     Attrib V11    1.047479872855198
#>     Attrib V12    1.7043073195325429
#>     Attrib V13    0.20866583317821302
#>     Attrib V14    -0.5014322046821497
#>     Attrib V15    -0.9992423353167362
#>     Attrib V16    -0.589230103424785
#>     Attrib V17    -0.446981195506834
#>     Attrib V18    -0.4581102676471521
#>     Attrib V19    -0.1889539723599367
#>     Attrib V2    0.1361355133233223
#>     Attrib V20    0.2299226490168122
#>     Attrib V21    0.1692395853618515
#>     Attrib V22    0.19118249744587548
#>     Attrib V23    0.373701977386687
#>     Attrib V24    0.6563266686669674
#>     Attrib V25    0.3747169146601632
#>     Attrib V26    0.200886521978547
#>     Attrib V27    1.2443691054143093
#>     Attrib V28    1.6146919642422646
#>     Attrib V29    0.48274347609623963
#>     Attrib V3    0.15267019102299348
#>     Attrib V30    0.4667438027968668
#>     Attrib V31    -0.18475967238481836
#>     Attrib V32    0.12023430304430593
#>     Attrib V33    -0.3420801530210372
#>     Attrib V34    -0.1218100963965333
#>     Attrib V35    0.07297449718094792
#>     Attrib V36    -0.2645637320146918
#>     Attrib V37    -0.25271850116735156
#>     Attrib V38    0.27883401015663256
#>     Attrib V39    0.4983706526910362
#>     Attrib V4    0.2642386899290799
#>     Attrib V40    0.18447228430881277
#>     Attrib V41    0.0907059207188119
#>     Attrib V42    -0.40868628384075467
#>     Attrib V43    -0.337627810450548
#>     Attrib V44    -0.2820167930535127
#>     Attrib V45    0.267609299711694
#>     Attrib V46    0.2544864882199912
#>     Attrib V47    0.5026648387713814
#>     Attrib V48    1.0849602076331515
#>     Attrib V49    0.8133603466232309
#>     Attrib V5    0.6301823856135247
#>     Attrib V50    -1.125341376097026
#>     Attrib V51    0.6335568702564982
#>     Attrib V52    1.0616901848668372
#>     Attrib V53    0.3064847387921984
#>     Attrib V54    -1.1496610406401715
#>     Attrib V55    -0.7651972868429703
#>     Attrib V56    -0.11246080852151856
#>     Attrib V57    0.09610729943303985
#>     Attrib V58    0.10189459457782737
#>     Attrib V59    -0.014087574275640932
#>     Attrib V6    0.7333193987680361
#>     Attrib V60    0.3769992744275525
#>     Attrib V7    -0.19681075798539308
#>     Attrib V8    -0.23557119064849336
#>     Attrib V9    1.2886605873688732
#> Sigmoid Node 10
#>     Inputs    Weights
#>     Threshold    -0.2992111134227907
#>     Attrib V1    0.24385506910518726
#>     Attrib V10    -0.28169019425536124
#>     Attrib V11    -0.16330147920533222
#>     Attrib V12    -0.5652487782103505
#>     Attrib V13    0.14238175379269982
#>     Attrib V14    0.35822533993225925
#>     Attrib V15    0.36945159372530717
#>     Attrib V16    0.11883942438463731
#>     Attrib V17    -0.11866522201240272
#>     Attrib V18    0.2236182771987222
#>     Attrib V19    -0.04617747578652205
#>     Attrib V2    0.08194753374070628
#>     Attrib V20    -0.4094760498526047
#>     Attrib V21    -0.08242887008510472
#>     Attrib V22    0.16599541781128418
#>     Attrib V23    -0.1704257752975394
#>     Attrib V24    -0.4562066512629461
#>     Attrib V25    0.04447521602297008
#>     Attrib V26    0.3789578096197577
#>     Attrib V27    -0.12525161605367502
#>     Attrib V28    -0.553388500734723
#>     Attrib V29    0.0713183879707
#>     Attrib V3    -0.04924837567360472
#>     Attrib V30    -0.22998089762605822
#>     Attrib V31    0.4358646688642965
#>     Attrib V32    -0.08365529588097495
#>     Attrib V33    -0.036303686915347744
#>     Attrib V34    -0.06769966602688599
#>     Attrib V35    0.0028419653398631013
#>     Attrib V36    0.4557522387957792
#>     Attrib V37    0.4991338213444146
#>     Attrib V38    -0.2001467885145777
#>     Attrib V39    -0.23638895766186113
#>     Attrib V4    -0.3473622063945378
#>     Attrib V40    0.19730515434892884
#>     Attrib V41    0.024712726369702016
#>     Attrib V42    -0.2693332586392154
#>     Attrib V43    0.013241847200069651
#>     Attrib V44    0.03945876760183442
#>     Attrib V45    -0.23896047055635408
#>     Attrib V46    -0.21372525129648992
#>     Attrib V47    -0.030114122259685145
#>     Attrib V48    -0.3452940603478288
#>     Attrib V49    -0.3518988739051726
#>     Attrib V5    -0.347526828279718
#>     Attrib V50    0.9069258852455
#>     Attrib V51    -0.09017417316865077
#>     Attrib V52    -0.4607333365991415
#>     Attrib V53    -0.06814832358573687
#>     Attrib V54    0.16377047081870727
#>     Attrib V55    0.19605420031889195
#>     Attrib V56    0.07210508442169887
#>     Attrib V57    -0.09977125406633021
#>     Attrib V58    0.052944959892172086
#>     Attrib V59    -0.1254914453742395
#>     Attrib V6    -0.036505047711103474
#>     Attrib V60    -0.012267900322196296
#>     Attrib V7    0.2235265590130513
#>     Attrib V8    0.02194582947153656
#>     Attrib V9    -0.5595997571439114
#> Sigmoid Node 11
#>     Inputs    Weights
#>     Threshold    0.1867879687755457
#>     Attrib V1    -0.0687651715315678
#>     Attrib V10    0.031490027132479066
#>     Attrib V11    0.027397070189756966
#>     Attrib V12    0.3860713383879098
#>     Attrib V13    -0.40015747836720605
#>     Attrib V14    -0.361267362290881
#>     Attrib V15    -0.3646592323139453
#>     Attrib V16    -0.023693169966802145
#>     Attrib V17    0.31295028730195423
#>     Attrib V18    0.03598049694075256
#>     Attrib V19    0.25661637967058976
#>     Attrib V2    -0.18541251970188125
#>     Attrib V20    0.7938389768442191
#>     Attrib V21    0.30070024733503575
#>     Attrib V22    -0.24948358224395475
#>     Attrib V23    0.210084160005263
#>     Attrib V24    0.46245110716009075
#>     Attrib V25    -0.1860889638912956
#>     Attrib V26    -0.7490693414996437
#>     Attrib V27    -0.3634389894694399
#>     Attrib V28    0.06509548907067739
#>     Attrib V29    -0.551784730376022
#>     Attrib V3    0.015165627899642865
#>     Attrib V30    0.08162056481073225
#>     Attrib V31    -0.8685544998826892
#>     Attrib V32    -0.24109095568540262
#>     Attrib V33    0.1706103664969088
#>     Attrib V34    0.27786114817286084
#>     Attrib V35    0.25038998597315854
#>     Attrib V36    -0.2489513270695784
#>     Attrib V37    -0.55541755772459
#>     Attrib V38    0.3594125677368699
#>     Attrib V39    0.17480321958295106
#>     Attrib V4    0.49937253198665543
#>     Attrib V40    -0.33685676387336877
#>     Attrib V41    -0.09424408964666739
#>     Attrib V42    0.46040649795841515
#>     Attrib V43    0.14528377177577242
#>     Attrib V44    0.182117162098012
#>     Attrib V45    0.4116821808649464
#>     Attrib V46    0.17781324115096828
#>     Attrib V47    -0.10929976972160818
#>     Attrib V48    0.17475671895239825
#>     Attrib V49    0.2169272780390939
#>     Attrib V5    0.4414214131254132
#>     Attrib V50    -0.6417498230968609
#>     Attrib V51    0.022377408895779334
#>     Attrib V52    0.21313287414791657
#>     Attrib V53    0.10122365264583166
#>     Attrib V54    0.35940117949078
#>     Attrib V55    -0.00813257179646754
#>     Attrib V56    -0.11818208235702397
#>     Attrib V57    0.36668780982923904
#>     Attrib V58    0.020843115885833378
#>     Attrib V59    0.3087070629601606
#>     Attrib V6    0.008081279514442907
#>     Attrib V60    0.11456142788791869
#>     Attrib V7    -0.17859715989004457
#>     Attrib V8    0.10171233799034594
#>     Attrib V9    0.439478428697589
#> Sigmoid Node 12
#>     Inputs    Weights
#>     Threshold    0.2916773667493597
#>     Attrib V1    -0.06141608647317877
#>     Attrib V10    -0.033107941263061005
#>     Attrib V11    0.05130209265048691
#>     Attrib V12    0.33602815606579567
#>     Attrib V13    -0.41843566604589016
#>     Attrib V14    -0.35165217013943534
#>     Attrib V15    -0.3717023731301742
#>     Attrib V16    0.027663017120093447
#>     Attrib V17    0.314842513087743
#>     Attrib V18    0.005554751452294835
#>     Attrib V19    0.3457441108228456
#>     Attrib V2    -0.12582093559656476
#>     Attrib V20    0.7992864477920801
#>     Attrib V21    0.3269295987536939
#>     Attrib V22    -0.22842954735566126
#>     Attrib V23    0.2584662921273267
#>     Attrib V24    0.5078646491305281
#>     Attrib V25    -0.288021648176351
#>     Attrib V26    -0.8734600542417975
#>     Attrib V27    -0.41967390954226325
#>     Attrib V28    0.018968661013239695
#>     Attrib V29    -0.5695245603745036
#>     Attrib V3    0.024808222566696087
#>     Attrib V30    0.05801546433773273
#>     Attrib V31    -0.9855198998422946
#>     Attrib V32    -0.24524190224176565
#>     Attrib V33    0.26744975983354263
#>     Attrib V34    0.275827511358388
#>     Attrib V35    0.1636735412942908
#>     Attrib V36    -0.3847062331492752
#>     Attrib V37    -0.7067038618031509
#>     Attrib V38    0.3215144777816305
#>     Attrib V39    0.1432453354774597
#>     Attrib V4    0.6219460146322024
#>     Attrib V40    -0.3276383842077534
#>     Attrib V41    0.001446727273348333
#>     Attrib V42    0.5775497671034753
#>     Attrib V43    0.23048277324548286
#>     Attrib V44    0.09699136612757686
#>     Attrib V45    0.3827491438018185
#>     Attrib V46    0.22744797702344768
#>     Attrib V47    -0.20473952782546345
#>     Attrib V48    0.14855599233158687
#>     Attrib V49    0.20128487436532155
#>     Attrib V5    0.4741408663064354
#>     Attrib V50    -0.7888738984609168
#>     Attrib V51    -0.044005152505889523
#>     Attrib V52    0.3329094814085962
#>     Attrib V53    0.19308067311472646
#>     Attrib V54    0.3942831268331162
#>     Attrib V55    -0.01579408627656923
#>     Attrib V56    -0.13338247001336423
#>     Attrib V57    0.45100344886161137
#>     Attrib V58    0.07119165297132601
#>     Attrib V59    0.4973006602071671
#>     Attrib V6    -0.04997268348700568
#>     Attrib V60    0.16480163952640264
#>     Attrib V7    -0.13756081615212645
#>     Attrib V8    0.14494304987665943
#>     Attrib V9    0.45877298922231985
#> Sigmoid Node 13
#>     Inputs    Weights
#>     Threshold    -0.03705267010039418
#>     Attrib V1    0.04446258594964256
#>     Attrib V10    -0.006610330741334245
#>     Attrib V11    -0.009693326600019701
#>     Attrib V12    0.14727501737409246
#>     Attrib V13    -0.09577783115665604
#>     Attrib V14    -0.09567058896240499
#>     Attrib V15    -0.12844952422329278
#>     Attrib V16    -0.034997062549975
#>     Attrib V17    0.11653768018261809
#>     Attrib V18    -0.010224778641707786
#>     Attrib V19    0.07796171769338944
#>     Attrib V2    -0.012469966509911445
#>     Attrib V20    0.3342748698430917
#>     Attrib V21    0.13426219899306363
#>     Attrib V22    -0.13444426193800063
#>     Attrib V23    0.09993410151660723
#>     Attrib V24    0.21085688083618578
#>     Attrib V25    -0.06428985542195645
#>     Attrib V26    -0.3880864588371183
#>     Attrib V27    -0.1387245422374058
#>     Attrib V28    -0.024112117740549055
#>     Attrib V29    -0.24071947251585518
#>     Attrib V3    0.1376530852111547
#>     Attrib V30    -0.027842870712444862
#>     Attrib V31    -0.4403332112765794
#>     Attrib V32    -0.08423115930924424
#>     Attrib V33    0.056310840934061517
#>     Attrib V34    0.121314446360905
#>     Attrib V35    0.05074879353917708
#>     Attrib V36    -0.15004195714781998
#>     Attrib V37    -0.2099975852471112
#>     Attrib V38    0.16158218133609353
#>     Attrib V39    0.14617222794251686
#>     Attrib V4    0.29327879500015214
#>     Attrib V40    -0.11168627540412039
#>     Attrib V41    -0.004291209267729479
#>     Attrib V42    0.18216212542314045
#>     Attrib V43    -0.0036568157958109014
#>     Attrib V44    0.030888358294437125
#>     Attrib V45    0.09828185612787092
#>     Attrib V46    0.09475187588236277
#>     Attrib V47    -0.03852532516309985
#>     Attrib V48    0.053278449471578775
#>     Attrib V49    0.12457295331334349
#>     Attrib V5    0.23847075475718432
#>     Attrib V50    -0.3002800204340709
#>     Attrib V51    -0.016328219515624846
#>     Attrib V52    0.10091503832381116
#>     Attrib V53    0.0971259365852182
#>     Attrib V54    0.1600224347534436
#>     Attrib V55    0.04438700498944603
#>     Attrib V56    -0.024211429444009558
#>     Attrib V57    0.2520085856138117
#>     Attrib V58    0.0480214095486802
#>     Attrib V59    0.2850409694248832
#>     Attrib V6    0.027940529229866524
#>     Attrib V60    0.2095520172366501
#>     Attrib V7    -0.030212116758900315
#>     Attrib V8    -0.023444871475856013
#>     Attrib V9    0.17350583870111622
#> Sigmoid Node 14
#>     Inputs    Weights
#>     Threshold    0.14402834093739617
#>     Attrib V1    0.1304518968168577
#>     Attrib V10    -0.08389928679914095
#>     Attrib V11    0.06218973869229728
#>     Attrib V12    0.3333942683058876
#>     Attrib V13    -0.316321833791245
#>     Attrib V14    -0.2650529032147416
#>     Attrib V15    -0.17255740133894432
#>     Attrib V16    -0.0016328476870817019
#>     Attrib V17    0.2409470844263728
#>     Attrib V18    0.02911256783004506
#>     Attrib V19    0.18882836471676528
#>     Attrib V2    -0.021147732812817753
#>     Attrib V20    0.5359095721879402
#>     Attrib V21    0.15484468433089646
#>     Attrib V22    -0.28965535932310227
#>     Attrib V23    0.07563678619781801
#>     Attrib V24    0.3323432905874011
#>     Attrib V25    -0.13736924090124625
#>     Attrib V26    -0.5876060735895076
#>     Attrib V27    -0.43167537625555547
#>     Attrib V28    -0.26364190344496646
#>     Attrib V29    -0.7058623271801825
#>     Attrib V3    0.025190196046836436
#>     Attrib V30    -0.11725654777062937
#>     Attrib V31    -0.6461204541984589
#>     Attrib V32    -0.17287355628848047
#>     Attrib V33    0.20488739425289287
#>     Attrib V34    0.2375056749430649
#>     Attrib V35    0.2203376802197772
#>     Attrib V36    -0.22864645724349894
#>     Attrib V37    -0.3871206863093228
#>     Attrib V38    0.26154964770874223
#>     Attrib V39    0.20154882835938304
#>     Attrib V4    0.37674124505794143
#>     Attrib V40    -0.19950258271856633
#>     Attrib V41    -0.05738690496557457
#>     Attrib V42    0.29464368847594524
#>     Attrib V43    0.10807231930604291
#>     Attrib V44    0.0933428094253221
#>     Attrib V45    0.1608633068254894
#>     Attrib V46    0.09895282755530038
#>     Attrib V47    -0.1844133635295344
#>     Attrib V48    0.13574157871854317
#>     Attrib V49    0.1789032515674539
#>     Attrib V5    0.25934471982135343
#>     Attrib V50    -0.44957899091553616
#>     Attrib V51    -0.061710383222076885
#>     Attrib V52    0.1954986386287026
#>     Attrib V53    0.1478391488600812
#>     Attrib V54    0.5206120979272137
#>     Attrib V55    0.19947399424485696
#>     Attrib V56    -0.035497218841226114
#>     Attrib V57    0.405234261395623
#>     Attrib V58    0.07516942302753966
#>     Attrib V59    0.48981044119832634
#>     Attrib V6    -0.0924535396438198
#>     Attrib V60    0.2542300538228874
#>     Attrib V7    -0.15489820860859863
#>     Attrib V8    -0.056946860355391475
#>     Attrib V9    0.1841469837872928
#> Sigmoid Node 15
#>     Inputs    Weights
#>     Threshold    -0.47185216009388203
#>     Attrib V1    0.30088365826775887
#>     Attrib V10    -0.490895674839986
#>     Attrib V11    -0.34340382648084833
#>     Attrib V12    -0.9249657171713773
#>     Attrib V13    0.3634549994181231
#>     Attrib V14    0.6990944424943722
#>     Attrib V15    0.9640660778798587
#>     Attrib V16    0.3480217489587127
#>     Attrib V17    -0.2892358901185027
#>     Attrib V18    0.09690797970286305
#>     Attrib V19    -0.3352295322026117
#>     Attrib V2    0.23717476127557421
#>     Attrib V20    -1.2383611968065302
#>     Attrib V21    -0.5704848346713945
#>     Attrib V22    0.2556834537739101
#>     Attrib V23    -0.6210707908044732
#>     Attrib V24    -0.9328379930247295
#>     Attrib V25    0.25851997032637825
#>     Attrib V26    1.059988032868835
#>     Attrib V27    0.14469251868879227
#>     Attrib V28    -0.7622969478023065
#>     Attrib V29    0.3875532144785005
#>     Attrib V3    -0.0636310540654501
#>     Attrib V30    -0.5592355861459316
#>     Attrib V31    1.2160405724168593
#>     Attrib V32    0.24904574796713483
#>     Attrib V33    -0.1469713132306364
#>     Attrib V34    -0.16487870354863784
#>     Attrib V35    -0.3055509362334488
#>     Attrib V36    0.5051507654536456
#>     Attrib V37    0.881458890979018
#>     Attrib V38    -0.6248037793200629
#>     Attrib V39    -0.3896400169444416
#>     Attrib V4    -0.8385119040187461
#>     Attrib V40    0.5272976726544403
#>     Attrib V41    0.03840387942329781
#>     Attrib V42    -0.8414695398439926
#>     Attrib V43    -0.24350649633167695
#>     Attrib V44    -0.23407912144632517
#>     Attrib V45    -0.59862312623206
#>     Attrib V46    -0.293522912252502
#>     Attrib V47    0.0856357818065844
#>     Attrib V48    -0.34620373991916087
#>     Attrib V49    -0.5639930360683998
#>     Attrib V5    -0.7712758565557292
#>     Attrib V50    1.5844024969217683
#>     Attrib V51    -0.055242250547014066
#>     Attrib V52    -0.6631053548533055
#>     Attrib V53    -0.12688115189266833
#>     Attrib V54    0.028018751466190553
#>     Attrib V55    0.4702789247270848
#>     Attrib V56    0.2034312769708923
#>     Attrib V57    -0.22419971526511542
#>     Attrib V58    0.04185954501105067
#>     Attrib V59    -0.19403972380026663
#>     Attrib V6    -0.1518501857201092
#>     Attrib V60    0.053271278881942434
#>     Attrib V7    0.30033088421064497
#>     Attrib V8    -0.09527825690303662
#>     Attrib V9    -1.079775830727187
#> Sigmoid Node 16
#>     Inputs    Weights
#>     Threshold    -0.07132106956191307
#>     Attrib V1    0.05690169764130596
#>     Attrib V10    0.03642394445164767
#>     Attrib V11    0.0033937729596266856
#>     Attrib V12    0.10425204542204146
#>     Attrib V13    -0.07431696829357086
#>     Attrib V14    -0.0740966376582168
#>     Attrib V15    -0.07712985637125823
#>     Attrib V16    0.03662092341625322
#>     Attrib V17    0.07734855048622055
#>     Attrib V18    0.0035095667284488034
#>     Attrib V19    0.03995208830349228
#>     Attrib V2    -0.0024260046250610136
#>     Attrib V20    0.1286410560967456
#>     Attrib V21    -0.003958565730174286
#>     Attrib V22    -0.1481301667439516
#>     Attrib V23    -0.041141324412664736
#>     Attrib V24    0.13558134570256847
#>     Attrib V25    -0.06389528080574838
#>     Attrib V26    -0.27959783258988546
#>     Attrib V27    -0.1359313678156715
#>     Attrib V28    -0.008971681733249205
#>     Attrib V29    -0.21155434406546345
#>     Attrib V3    0.10785294456088712
#>     Attrib V30    -0.08505335107955812
#>     Attrib V31    -0.2919867205284586
#>     Attrib V32    -0.025837633435861904
#>     Attrib V33    0.053603775807315984
#>     Attrib V34    0.10011112131799484
#>     Attrib V35    0.039255537260648975
#>     Attrib V36    -0.10191926946918478
#>     Attrib V37    -0.12081103824348954
#>     Attrib V38    0.12252222407641848
#>     Attrib V39    0.08061478356912574
#>     Attrib V4    0.23049467120326406
#>     Attrib V40    -0.10710720133744077
#>     Attrib V41    -8.320778670786991E-4
#>     Attrib V42    0.12594747191484598
#>     Attrib V43    -0.0010799105478040791
#>     Attrib V44    -0.008447331946807177
#>     Attrib V45    0.10829134092946284
#>     Attrib V46    0.07437257882287876
#>     Attrib V47    -0.039203656728545005
#>     Attrib V48    0.05810210956908025
#>     Attrib V49    0.05408254977189596
#>     Attrib V5    0.16605325950204808
#>     Attrib V50    -0.10924468346204867
#>     Attrib V51    0.07498191152001245
#>     Attrib V52    0.14584079872757255
#>     Attrib V53    0.12866736564102094
#>     Attrib V54    0.14405206515377078
#>     Attrib V55    0.1171787500902259
#>     Attrib V56    0.02044817163636844
#>     Attrib V57    0.2512357396654668
#>     Attrib V58    0.12187400345859034
#>     Attrib V59    0.1781809734360478
#>     Attrib V6    0.02727170164382234
#>     Attrib V60    0.1773612504119657
#>     Attrib V7    -0.03960264128713183
#>     Attrib V8    -0.020229746489371297
#>     Attrib V9    0.15904337504767704
#> Sigmoid Node 17
#>     Inputs    Weights
#>     Threshold    -0.1272145433234669
#>     Attrib V1    0.11040079612690694
#>     Attrib V10    0.0471676518391488
#>     Attrib V11    0.01413055701234168
#>     Attrib V12    -0.09110279859772241
#>     Attrib V13    -0.021311690363226728
#>     Attrib V14    0.024051686399198795
#>     Attrib V15    0.10873506111878753
#>     Attrib V16    -7.898194036923703E-4
#>     Attrib V17    -0.03601843040215768
#>     Attrib V18    -0.008295773100520468
#>     Attrib V19    -0.023131018070033402
#>     Attrib V2    0.13184427036406068
#>     Attrib V20    -0.11128332809803812
#>     Attrib V21    -0.08301113102133119
#>     Attrib V22    0.026919610790131252
#>     Attrib V23    -0.07144702596408165
#>     Attrib V24    -0.07068778399053778
#>     Attrib V25    -0.07553545004898687
#>     Attrib V26    -0.05762428029836157
#>     Attrib V27    -0.09497084600956719
#>     Attrib V28    -0.11525492197452633
#>     Attrib V29    -0.032115670327312607
#>     Attrib V3    0.06985326879410453
#>     Attrib V30    0.019710649028727587
#>     Attrib V31    0.13410124234764303
#>     Attrib V32    0.018431982125265894
#>     Attrib V33    0.08856712735849884
#>     Attrib V34    0.02268920841004755
#>     Attrib V35    0.11125833516982211
#>     Attrib V36    0.10388106802269365
#>     Attrib V37    0.09154482759447724
#>     Attrib V38    0.09595773540657541
#>     Attrib V39    0.10137133707765782
#>     Attrib V4    0.04708522527067909
#>     Attrib V40    0.0969365454363574
#>     Attrib V41    0.13355839108837608
#>     Attrib V42    0.05356097638573058
#>     Attrib V43    0.11932081761759106
#>     Attrib V44    0.11187954967290706
#>     Attrib V45    0.04861502404352231
#>     Attrib V46    -0.0011686906264216333
#>     Attrib V47    0.002261428035065033
#>     Attrib V48    0.024580127417637546
#>     Attrib V49    -0.0431362352045039
#>     Attrib V5    0.025159130281643603
#>     Attrib V50    0.1468356574190189
#>     Attrib V51    0.04770955092101599
#>     Attrib V52    -0.06416007875959884
#>     Attrib V53    0.007655954431894408
#>     Attrib V54    0.005844854280219547
#>     Attrib V55    0.09694809029059358
#>     Attrib V56    0.10407557634558874
#>     Attrib V57    0.10788978610313528
#>     Attrib V58    0.05898173246872876
#>     Attrib V59    0.012541958455938354
#>     Attrib V6    0.07052841545140849
#>     Attrib V60    0.10180559000363246
#>     Attrib V7    0.02248782927843226
#>     Attrib V8    0.09562463574647964
#>     Attrib V9    -0.005551277072304419
#> Sigmoid Node 18
#>     Inputs    Weights
#>     Threshold    -0.223588627324373
#>     Attrib V1    0.0918742188071651
#>     Attrib V10    -0.057217543815428804
#>     Attrib V11    -0.08621172737958935
#>     Attrib V12    -0.22044553518314314
#>     Attrib V13    0.007500493612798084
#>     Attrib V14    0.05195879347974559
#>     Attrib V15    0.03480198157676998
#>     Attrib V16    -0.046867876846121204
#>     Attrib V17    -0.15049875162706605
#>     Attrib V18    0.02930376891051983
#>     Attrib V19    -0.12804652251839135
#>     Attrib V2    0.07069627921783639
#>     Attrib V20    -0.1708087215188969
#>     Attrib V21    -0.0579487517461871
#>     Attrib V22    0.0031881784983919122
#>     Attrib V23    -0.04194240752961781
#>     Attrib V24    -0.15154723587378446
#>     Attrib V25    -0.017218335420533547
#>     Attrib V26    0.04151392652200626
#>     Attrib V27    -0.12900568899235434
#>     Attrib V28    -0.19208355761419912
#>     Attrib V29    0.03572767942234176
#>     Attrib V3    0.09655106983599214
#>     Attrib V30    -0.059636010122103116
#>     Attrib V31    0.15859891578685523
#>     Attrib V32    0.07892001523491418
#>     Attrib V33    0.06842455394777387
#>     Attrib V34    0.08259908114215023
#>     Attrib V35    0.06489191948661308
#>     Attrib V36    0.2679703794173552
#>     Attrib V37    0.1684641448210484
#>     Attrib V38    -0.014469761567693484
#>     Attrib V39    0.07078231127667983
#>     Attrib V4    -0.0631429456277853
#>     Attrib V40    0.1473297215287019
#>     Attrib V41    0.10219612895113024
#>     Attrib V42    0.07968047883475374
#>     Attrib V43    0.1180321902821038
#>     Attrib V44    0.1375934149638362
#>     Attrib V45    -0.08677239363055311
#>     Attrib V46    -0.034087239321973974
#>     Attrib V47    0.0571753605257938
#>     Attrib V48    -0.10749598304229797
#>     Attrib V49    -0.06405306624880781
#>     Attrib V5    -0.06835585209081584
#>     Attrib V50    0.2246886316194769
#>     Attrib V51    0.061203691943197774
#>     Attrib V52    -0.13002164809754424
#>     Attrib V53    0.023068142616604236
#>     Attrib V54    -0.011693435285152145
#>     Attrib V55    0.07457983372784624
#>     Attrib V56    0.11476801775312312
#>     Attrib V57    -0.04205543859571383
#>     Attrib V58    0.11080322773663055
#>     Attrib V59    0.017578507502242702
#>     Attrib V6    -0.012685750618164559
#>     Attrib V60    0.08694249077017781
#>     Attrib V7    0.1026922093775692
#>     Attrib V8    0.0969120472865434
#>     Attrib V9    -0.11487054428112958
#> Sigmoid Node 19
#>     Inputs    Weights
#>     Threshold    0.5628771649702445
#>     Attrib V1    -0.4214439962397728
#>     Attrib V10    0.6570326312699538
#>     Attrib V11    0.5889552449358016
#>     Attrib V12    1.4690413399302575
#>     Attrib V13    0.0041508179800355816
#>     Attrib V14    -0.3140364229617688
#>     Attrib V15    -0.7106976033791594
#>     Attrib V16    -0.4281528767487292
#>     Attrib V17    -0.2847110407711737
#>     Attrib V18    -0.4774587506621492
#>     Attrib V19    -0.2364896548592418
#>     Attrib V2    -0.10665007348896802
#>     Attrib V20    0.0045459272601906155
#>     Attrib V21    -0.30220312380928355
#>     Attrib V22    -0.4399855734395171
#>     Attrib V23    -0.03672266070086901
#>     Attrib V24    0.5250861460392315
#>     Attrib V25    0.04863944255727981
#>     Attrib V26    -0.22333483550361768
#>     Attrib V27    0.7871354448520868
#>     Attrib V28    1.0623559000140241
#>     Attrib V29    -0.08171615842387546
#>     Attrib V3    -0.08311489746187072
#>     Attrib V30    0.2751277004565891
#>     Attrib V31    -0.23275065561969543
#>     Attrib V32    0.18702333302079133
#>     Attrib V33    0.025274194892174848
#>     Attrib V34    0.018598862777359323
#>     Attrib V35    0.08615267074231317
#>     Attrib V36    -0.4383959427910316
#>     Attrib V37    -0.7545138097878776
#>     Attrib V38    0.017713375452620285
#>     Attrib V39    0.14376849140066533
#>     Attrib V4    0.2972651348170519
#>     Attrib V40    -0.030862980297502736
#>     Attrib V41    -0.037625705102683746
#>     Attrib V42    -0.029533365286668882
#>     Attrib V43    -0.2318494140641428
#>     Attrib V44    -0.3150512384472792
#>     Attrib V45    0.2808859221338553
#>     Attrib V46    0.1412478715559501
#>     Attrib V47    0.14381088663165525
#>     Attrib V48    0.8994041524865107
#>     Attrib V49    0.7027447315748572
#>     Attrib V5    0.4873788904070883
#>     Attrib V50    -1.1250844427706712
#>     Attrib V51    0.25915993979757496
#>     Attrib V52    1.0074458730710205
#>     Attrib V53    0.2732269687459039
#>     Attrib V54    -0.6301609044412323
#>     Attrib V55    -0.16946046179216553
#>     Attrib V56    -0.3030602950560341
#>     Attrib V57    0.5429220215317934
#>     Attrib V58    0.2025104530041545
#>     Attrib V59    0.47441277356168354
#>     Attrib V6    0.34667278108457206
#>     Attrib V60    0.3946738007678027
#>     Attrib V7    -0.14811668477143827
#>     Attrib V8    -0.13686269215919072
#>     Attrib V9    0.7613870081827037
#> Sigmoid Node 20
#>     Inputs    Weights
#>     Threshold    0.23917542020562013
#>     Attrib V1    0.006050753594497213
#>     Attrib V10    0.044152395273606114
#>     Attrib V11    0.07367828624679039
#>     Attrib V12    0.5156801417651499
#>     Attrib V13    -0.3476119099657949
#>     Attrib V14    -0.34303579069213463
#>     Attrib V15    -0.40827787311554703
#>     Attrib V16    -0.10069139619445008
#>     Attrib V17    0.2740312859791422
#>     Attrib V18    0.05061551082238341
#>     Attrib V19    0.29869276582053783
#>     Attrib V2    -0.14130137339641893
#>     Attrib V20    0.7754659164561823
#>     Attrib V21    0.33139936582496143
#>     Attrib V22    -0.19717260782854396
#>     Attrib V23    0.27047401114754743
#>     Attrib V24    0.5423500586921408
#>     Attrib V25    -0.13433559795844147
#>     Attrib V26    -0.67616257423911
#>     Attrib V27    -0.33058386869174283
#>     Attrib V28    -0.0038459466627374927
#>     Attrib V29    -0.5339779586048471
#>     Attrib V3    0.015996768679896474
#>     Attrib V30    0.091809115512759
#>     Attrib V31    -0.8591095284326076
#>     Attrib V32    -0.27484905145800326
#>     Attrib V33    0.1692302206619291
#>     Attrib V34    0.22168591192829823
#>     Attrib V35    0.21305233516231778
#>     Attrib V36    -0.2140603145447151
#>     Attrib V37    -0.48619374150254
#>     Attrib V38    0.3985668805082407
#>     Attrib V39    0.19919437807818421
#>     Attrib V4    0.533568703382145
#>     Attrib V40    -0.3071061199844185
#>     Attrib V41    -0.006881603383467365
#>     Attrib V42    0.46838530357258307
#>     Attrib V43    0.206946331776645
#>     Attrib V44    0.15100901263235875
#>     Attrib V45    0.31437383948682085
#>     Attrib V46    0.12629923353893513
#>     Attrib V47    -0.19440110850516448
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#>     Attrib V50    -0.7221252451600845
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#>     Attrib V53    0.13835140684232114
#>     Attrib V54    0.41911742730132623
#>     Attrib V55    -0.00973448069839599
#>     Attrib V56    -0.11795188920120048
#>     Attrib V57    0.28690746970847686
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#>     Attrib V6    -0.005672922724783004
#>     Attrib V60    0.17754196496107985
#>     Attrib V7    -0.14885828511544708
#>     Attrib V8    -0.051499714245633314
#>     Attrib V9    0.41111212087583626
#> Sigmoid Node 21
#>     Inputs    Weights
#>     Threshold    -0.3968202138318046
#>     Attrib V1    0.32033434377098563
#>     Attrib V10    -0.6151077171007336
#>     Attrib V11    -0.4104214031863531
#>     Attrib V12    -1.0233405393887647
#>     Attrib V13    0.3475051138166582
#>     Attrib V14    0.7715601159028573
#>     Attrib V15    1.0320734351326453
#>     Attrib V16    0.4241826759004098
#>     Attrib V17    -0.27588689411922357
#>     Attrib V18    0.1119224286086215
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#>     Attrib V2    0.21504043066172426
#>     Attrib V20    -1.3589722559322197
#>     Attrib V21    -0.5542008278891987
#>     Attrib V22    0.14581130860595803
#>     Attrib V23    -0.7549228580067667
#>     Attrib V24    -1.0235372716238038
#>     Attrib V25    0.22728900019517154
#>     Attrib V26    1.023654782266199
#>     Attrib V27    0.1362358652940874
#>     Attrib V28    -0.8924336032555897
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#>     Attrib V3    -0.14439858018157725
#>     Attrib V30    -0.6659694274572812
#>     Attrib V31    1.262142532173394
#>     Attrib V32    0.27698917100663206
#>     Attrib V33    -0.0904191389106742
#>     Attrib V34    -0.1872512965910085
#>     Attrib V35    -0.39000254468203177
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#>     Attrib V39    -0.44972125496244086
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#>     Attrib V41    0.11897868403594258
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#>     Attrib V44    -0.2591968317948482
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#>     Attrib V46    -0.35179279153952697
#>     Attrib V47    0.009379791749066717
#>     Attrib V48    -0.37763632862952023
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#>     Attrib V50    1.6536385291171456
#>     Attrib V51    -0.1424846778698302
#>     Attrib V52    -0.6582817063467997
#>     Attrib V53    -0.15320756317005116
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#>     Attrib V56    0.11225823824368274
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#>     Attrib V6    -0.1656346060460302
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#>     Attrib V7    0.41628327574014434
#>     Attrib V8    -0.08751977058850394
#>     Attrib V9    -1.170780063952391
#> Sigmoid Node 22
#>     Inputs    Weights
#>     Threshold    0.0466447346945304
#>     Attrib V1    0.12865060811713613
#>     Attrib V10    -0.03307289364390292
#>     Attrib V11    6.560477664475834E-4
#>     Attrib V12    0.17798139020621798
#>     Attrib V13    -0.22302210669732642
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#>     Attrib V15    -0.14150789376343875
#>     Attrib V16    0.07312816519733159
#>     Attrib V17    0.15828392605765218
#>     Attrib V18    0.002855218938100403
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#>     Attrib V20    0.3686029675163095
#>     Attrib V21    0.10215114012026821
#>     Attrib V22    -0.21569761720259925
#>     Attrib V23    -0.013023271260987509
#>     Attrib V24    0.260853177708249
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#>     Attrib V26    -0.4872681460959572
#>     Attrib V27    -0.30837997088196095
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#>     Attrib V30    -0.1243175525016001
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#>     Attrib V32    -0.11059531500338493
#>     Attrib V33    0.08088441477368655
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#>     Attrib V35    0.10462773762706816
#>     Attrib V36    -0.15882909139393775
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#>     Attrib V40    -0.13472742123058365
#>     Attrib V41    -0.06557211646913298
#>     Attrib V42    0.19654806388732798
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#>     Attrib V44    0.03518646938132004
#>     Attrib V45    0.097029747440392
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#>     Attrib V54    0.35344975695070374
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#>     Attrib V6    -0.023593641098810132
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#>     Attrib V8    -0.07102835826143208
#>     Attrib V9    0.1533898131391177
#> Sigmoid Node 23
#>     Inputs    Weights
#>     Threshold    0.33322348756219344
#>     Attrib V1    0.04172155887712508
#>     Attrib V10    -0.18521430908670614
#>     Attrib V11    0.1393015504936586
#>     Attrib V12    0.6698711094849361
#>     Attrib V13    -0.5116760868620821
#>     Attrib V14    -0.5536955797195023
#>     Attrib V15    -0.5313752597918103
#>     Attrib V16    -0.08635326138253728
#>     Attrib V17    0.4015102278179485
#>     Attrib V18    0.021606157093142803
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#>     Attrib V20    0.917398830523275
#>     Attrib V21    0.21662806897186665
#>     Attrib V22    -0.46707350949461385
#>     Attrib V23    0.18216884599646502
#>     Attrib V24    0.6931198312345005
#>     Attrib V25    -0.06152610812540223
#>     Attrib V26    -0.8244585472991164
#>     Attrib V27    -0.6516588437022879
#>     Attrib V28    -0.4174543889104222
#>     Attrib V29    -1.1900900967390993
#>     Attrib V3    0.07372709123861551
#>     Attrib V30    -0.09121613445924708
#>     Attrib V31    -1.0460023721931369
#>     Attrib V32    -0.3096383445676679
#>     Attrib V33    0.3790626467642836
#>     Attrib V34    0.5476808122106199
#>     Attrib V35    0.4000512920679404
#>     Attrib V36    -0.3964083530455714
#>     Attrib V37    -0.7790424879812068
#>     Attrib V38    0.4072015159038399
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#>     Attrib V40    -0.33685963821220716
#>     Attrib V41    -0.02539456336544613
#>     Attrib V42    0.6259792694754485
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#>     Attrib V47    -0.24853710859360406
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#>     Attrib V53    0.33806614030503057
#>     Attrib V54    0.7772399577682667
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#>     Attrib V60    0.2651015150330547
#>     Attrib V7    -0.195407684634998
#>     Attrib V8    -0.08302389203405378
#>     Attrib V9    0.3093667469018129
#> Sigmoid Node 24
#>     Inputs    Weights
#>     Threshold    -0.3168812040414038
#>     Attrib V1    0.2537350921690185
#>     Attrib V10    -0.4523547918664675
#>     Attrib V11    -0.22568885579016557
#>     Attrib V12    -0.7504292727990832
#>     Attrib V13    0.1343674103576052
#>     Attrib V14    0.46108202401834253
#>     Attrib V15    0.6777339943509285
#>     Attrib V16    0.2450461348383224
#>     Attrib V17    -0.008495143600989895
#>     Attrib V18    0.2326913725025587
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#>     Attrib V20    -0.6426412504801665
#>     Attrib V21    -0.20992471943796948
#>     Attrib V22    0.12379280767372668
#>     Attrib V23    -0.36038656907002775
#>     Attrib V24    -0.6312206771681349
#>     Attrib V25    0.14113249830781377
#>     Attrib V26    0.6086757167117663
#>     Attrib V27    -0.11322154257118656
#>     Attrib V28    -0.7192968482504543
#>     Attrib V29    0.07729934732630561
#>     Attrib V3    -0.07563754968156614
#>     Attrib V30    -0.4467961359772948
#>     Attrib V31    0.5902414149020265
#>     Attrib V32    0.039181339265101436
#>     Attrib V33    -0.13746828482053797
#>     Attrib V34    -0.1276441441105129
#>     Attrib V35    -0.12789108570750585
#>     Attrib V36    0.5059155824932126
#>     Attrib V37    0.6094211292231568
#>     Attrib V38    -0.3133139559907933
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#>     Attrib V40    0.2853942381031169
#>     Attrib V41    -0.021702547642961836
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#>     Attrib V43    0.02665882134834349
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#>     Attrib V46    -0.20673008785651312
#>     Attrib V47    0.028070133087267465
#>     Attrib V48    -0.38791348107580603
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#>     Attrib V5    -0.5236410428203367
#>     Attrib V50    1.1719330803754726
#>     Attrib V51    -0.09932388739814577
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#>     Attrib V53    -0.15175606742179498
#>     Attrib V54    0.24196158375184904
#>     Attrib V55    0.39076873018865854
#>     Attrib V56    0.15327446700474143
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#>     Attrib V7    0.22202741015997934
#>     Attrib V8    0.01912791454507573
#>     Attrib V9    -0.7108338841287697
#> Sigmoid Node 25
#>     Inputs    Weights
#>     Threshold    0.7308224786478715
#>     Attrib V1    -0.4772038973257173
#>     Attrib V10    0.8440145910840651
#>     Attrib V11    0.7982390435702778
#>     Attrib V12    1.6339738599342997
#>     Attrib V13    -0.046179348866647325
#>     Attrib V14    -0.21018071741210384
#>     Attrib V15    -0.686465929067833
#>     Attrib V16    -0.2694349419270871
#>     Attrib V17    -0.3565873449630101
#>     Attrib V18    -0.5718598498425548
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#>     Attrib V2    0.02841190678923475
#>     Attrib V20    -0.27694467748442614
#>     Attrib V21    -0.42359302790816244
#>     Attrib V22    -0.4715316952025632
#>     Attrib V23    -0.25721042575466674
#>     Attrib V24    0.2052702037516776
#>     Attrib V25    -0.31228730615078787
#>     Attrib V26    -0.19640067038264
#>     Attrib V27    1.4105070924379526
#>     Attrib V28    1.7613467400913347
#>     Attrib V29    0.4959345131486284
#>     Attrib V3    -0.005378759106176933
#>     Attrib V30    0.2557551320106324
#>     Attrib V31    -0.2929187815695323
#>     Attrib V32    0.13480734199344482
#>     Attrib V33    -0.45532193225475237
#>     Attrib V34    -0.41261405973651205
#>     Attrib V35    -0.3116927863797657
#>     Attrib V36    -0.6021523624375091
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#>     Attrib V45    0.43518984066429284
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#>     Attrib V48    1.1957830125376845
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#>     Attrib V54    -0.9864311907366808
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#>     Attrib V57    0.887699649753345
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#>     Attrib V6    0.5514200516816419
#>     Attrib V60    0.5642802231234216
#>     Attrib V7    -0.3473013016836862
#>     Attrib V8    -0.1543346882442277
#>     Attrib V9    0.8442016350988407
#> Sigmoid Node 26
#>     Inputs    Weights
#>     Threshold    -0.19617274538246124
#>     Attrib V1    0.08891680449356346
#>     Attrib V10    0.01830039372612182
#>     Attrib V11    -0.02302817363151004
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#>     Attrib V14    0.0825277837484241
#>     Attrib V15    0.022501516287042223
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#>     Attrib V17    0.021880095135086087
#>     Attrib V18    -0.043732800982044254
#>     Attrib V19    0.02020454690206245
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#>     Attrib V20    -0.023030839654248573
#>     Attrib V21    -0.03896247744749219
#>     Attrib V22    -0.05903594845826772
#>     Attrib V23    -0.05075575419983652
#>     Attrib V24    -0.06880795586518032
#>     Attrib V25    -0.04691649638869698
#>     Attrib V26    -0.0851330078844662
#>     Attrib V27    -0.04031482745486864
#>     Attrib V28    -0.029624935323995887
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#>     Attrib V30    -0.03411915378472555
#>     Attrib V31    -0.03710969303257694
#>     Attrib V32    -0.008586017455006954
#>     Attrib V33    0.060243243304648794
#>     Attrib V34    0.01619460709505523
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#>     Attrib V36    0.10244535937159754
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#>     Attrib V41    0.04001860696959083
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#>     Attrib V48    0.07443958096915079
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#>     Attrib V50    0.09125833996500551
#>     Attrib V51    0.03552527006799117
#>     Attrib V52    -0.0014338014261383464
#>     Attrib V53    0.03486452717791965
#>     Attrib V54    0.04750662542495992
#>     Attrib V55    0.08580352234494171
#>     Attrib V56    0.09458314756626471
#>     Attrib V57    0.1436699967880903
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#>     Attrib V6    0.09164910676940223
#>     Attrib V60    0.17114426121735446
#>     Attrib V7    0.007222927777025434
#>     Attrib V8    0.06551522730737407
#>     Attrib V9    0.022890098314206693
#> Sigmoid Node 27
#>     Inputs    Weights
#>     Threshold    0.5220736476140193
#>     Attrib V1    -0.2695127708202387
#>     Attrib V10    0.6026687734017985
#>     Attrib V11    0.38040902304966695
#>     Attrib V12    0.9630057606283938
#>     Attrib V13    -0.15090406469963025
#>     Attrib V14    -0.47761026832999265
#>     Attrib V15    -0.7142775591851176
#>     Attrib V16    -0.33210256391291915
#>     Attrib V17    -0.11594876521952073
#>     Attrib V18    -0.3176066153876014
#>     Attrib V19    -0.06109496438124685
#>     Attrib V2    -0.19944162872244467
#>     Attrib V20    0.3877541747868412
#>     Attrib V21    0.07336646269671306
#>     Attrib V22    -0.2879577917814414
#>     Attrib V23    0.18442363040525117
#>     Attrib V24    0.5927453684223278
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#>     Attrib V8    0.0446315575231677
#>     Attrib V9    0.8594246336934562
#> Sigmoid Node 28
#>     Inputs    Weights
#>     Threshold    -0.5813620845957407
#>     Attrib V1    0.4739171178873018
#>     Attrib V10    -0.9456299922674781
#>     Attrib V11    -0.48163832752682945
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#>     Attrib V24    -1.0202060604187622
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#>     Attrib V50    1.9548159243395917
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#>     Attrib V7    0.38057935757827116
#>     Attrib V8    0.06877928216085229
#>     Attrib V9    -1.317239609213764
#> Sigmoid Node 29
#>     Inputs    Weights
#>     Threshold    0.31045456794279996
#>     Attrib V1    -0.1640359476738772
#>     Attrib V10    0.1780664232090283
#>     Attrib V11    0.18814462899717296
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#>     Attrib V20    0.5682804873800156
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#>     Attrib V22    -0.1807070040678639
#>     Attrib V23    0.15877868991641797
#>     Attrib V24    0.5032206112999212
#>     Attrib V25    -0.05230719383283298
#>     Attrib V26    -0.5088810716533773
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#>     Attrib V3    0.03609001561377667
#>     Attrib V30    0.21734002341941053
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#>     Attrib V32    -0.03848181732619381
#>     Attrib V33    0.08373166623969652
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#>     Attrib V7    -0.23467525729888908
#>     Attrib V8    -0.010749873949703902
#>     Attrib V9    0.49155727663106513
#> Sigmoid Node 30
#>     Inputs    Weights
#>     Threshold    -0.15266533375922234
#>     Attrib V1    0.11156625615856353
#>     Attrib V10    0.08679171538265919
#>     Attrib V11    0.03175991849525223
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#>     Attrib V13    0.04977456186726292
#>     Attrib V14    0.04268589309679704
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#>     Attrib V3    0.07394892220532358
#>     Attrib V30    -0.0034847194327188393
#>     Attrib V31    0.05487178062844909
#>     Attrib V32    -1.2468806071808713E-4
#>     Attrib V33    0.003852163005680845
#>     Attrib V34    0.00918588181453432
#>     Attrib V35    0.0688691179275288
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#>     Attrib V41    0.0666700424319532
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#>     Attrib V48    0.06381333631607117
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#>     Attrib V53    0.04599583350281243
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#>     Attrib V6    0.06177606722983031
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#>     Attrib V7    -0.006305910715681418
#>     Attrib V8    0.028967083249149865
#>     Attrib V9    0.025170576030788143
#> Sigmoid Node 31
#>     Inputs    Weights
#>     Threshold    0.13461940589552465
#>     Attrib V1    0.12598440551562437
#>     Attrib V10    -0.18504347899138185
#>     Attrib V11    -0.023334952990076603
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#>     Attrib V18    0.039752354509104366
#>     Attrib V19    0.2486384273909781
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#>     Attrib V21    0.19797681266810102
#>     Attrib V22    -0.28560320361608604
#>     Attrib V23    0.10289633049995973
#>     Attrib V24    0.4559268930346682
#>     Attrib V25    -0.21330234469367712
#>     Attrib V26    -0.7484988723819516
#>     Attrib V27    -0.622477921619454
#>     Attrib V28    -0.403105620198797
#>     Attrib V29    -0.8758333071432434
#>     Attrib V3    0.053871609260901156
#>     Attrib V30    -0.17243607298447255
#>     Attrib V31    -0.8250652016271015
#>     Attrib V32    -0.2817799412882837
#>     Attrib V33    0.28013719406776505
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#>     Attrib V37    -0.5013811307613927
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#>     Attrib V4    0.5289648775814704
#>     Attrib V40    -0.23790864611815055
#>     Attrib V41    -0.01595473261501275
#>     Attrib V42    0.47575657445470676
#>     Attrib V43    0.20722924013235622
#>     Attrib V44    0.10215874616741949
#>     Attrib V45    0.20354818270136385
#>     Attrib V46    0.1175692603301691
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#>     Attrib V52    0.1912599270020137
#>     Attrib V53    0.24297377482496324
#>     Attrib V54    0.6910632277122827
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#>     Attrib V59    0.5714130925652043
#>     Attrib V6    -0.08618655106018983
#>     Attrib V60    0.2657270804216798
#>     Attrib V7    -0.12427379037607704
#>     Attrib V8    -0.008815008879761672
#>     Attrib V9    0.2195829807521246
#> Sigmoid Node 32
#>     Inputs    Weights
#>     Threshold    0.021138377549236018
#>     Attrib V1    0.08488467925262641
#>     Attrib V10    -0.050561697001674843
#>     Attrib V11    -0.03114767006575716
#>     Attrib V12    0.0990190592956437
#>     Attrib V13    -0.23565653744664436
#>     Attrib V14    -0.0794140275181715
#>     Attrib V15    -0.08082130953471299
#>     Attrib V16    0.05779797723256018
#>     Attrib V17    0.11894067645369465
#>     Attrib V18    0.05664328445892828
#>     Attrib V19    0.08435652019860893
#>     Attrib V2    -0.027357832866032557
#>     Attrib V20    0.39051512287542
#>     Attrib V21    0.2000981100288366
#>     Attrib V22    -0.10676839919764221
#>     Attrib V23    0.11991829650773604
#>     Attrib V24    0.1921160229632233
#>     Attrib V25    -0.21990693420233534
#>     Attrib V26    -0.47093386585555613
#>     Attrib V27    -0.25623936436634887
#>     Attrib V28    0.006139538777699877
#>     Attrib V29    -0.2824963178842821
#>     Attrib V3    0.11456164717107664
#>     Attrib V30    -0.0016843848774474271
#>     Attrib V31    -0.5152375631429201
#>     Attrib V32    -0.14206573098761052
#>     Attrib V33    0.09447629261287714
#>     Attrib V34    0.1020314511620596
#>     Attrib V35    0.08055566520832572
#>     Attrib V36    -0.11867023077225616
#>     Attrib V37    -0.26651072170473666
#>     Attrib V38    0.1377634497391944
#>     Attrib V39    0.11322295018154377
#>     Attrib V4    0.2982411952417665
#>     Attrib V40    -0.19463351702921836
#>     Attrib V41    -0.05301559220740148
#>     Attrib V42    0.24521236195629584
#>     Attrib V43    0.016245468372974775
#>     Attrib V44    0.09091436766312512
#>     Attrib V45    0.211110471879472
#>     Attrib V46    0.1048132665828333
#>     Attrib V47    -0.0987861394979882
#>     Attrib V48    0.011058351504450063
#>     Attrib V49    0.12746735538902154
#>     Attrib V5    0.24049989378974646
#>     Attrib V50    -0.33722784213468693
#>     Attrib V51    -0.004471555107059954
#>     Attrib V52    0.14739817939513145
#>     Attrib V53    0.08821452395153535
#>     Attrib V54    0.18677754461623183
#>     Attrib V55    0.04542725338815282
#>     Attrib V56    -0.036188776953626246
#>     Attrib V57    0.2433967802336302
#>     Attrib V58    0.12880642153135796
#>     Attrib V59    0.23794897815722096
#>     Attrib V6    0.02729952013288127
#>     Attrib V60    0.14406345561361475
#>     Attrib V7    -0.06299244965231984
#>     Attrib V8    0.0750252075084774
#>     Attrib V9    0.22314476607237085
#> 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 
#>  0.2898551