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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    -0.3911832848614324
#>     Node 2    2.407254442862663
#>     Node 3    1.7802806838985066
#>     Node 4    1.26224338358907
#>     Node 5    -0.9826609890239122
#>     Node 6    0.8856477179951014
#>     Node 7    3.4232654137162077
#>     Node 8    1.5852893290086378
#>     Node 9    3.1815787605045407
#>     Node 10    -1.214149378285059
#>     Node 11    1.414414978455991
#>     Node 12    1.4875453888313823
#>     Node 13    0.3972889337184227
#>     Node 14    1.7373372091609482
#>     Node 15    -1.7963197960880497
#>     Node 16    0.8415148634484987
#>     Node 17    0.5907283231576446
#>     Node 18    -0.5270849247343887
#>     Node 19    1.80269427830586
#>     Node 20    1.8360293943822692
#>     Node 21    -2.0029686512552285
#>     Node 22    2.127820152229962
#>     Node 23    1.6566686685062388
#>     Node 24    -1.2810937484072984
#>     Node 25    4.171667614155936
#>     Node 26    -1.3558066849163979
#>     Node 27    1.6133543731263091
#>     Node 28    -3.204574613438901
#>     Node 29    1.1663954288780423
#>     Node 30    -1.5883107477663942
#>     Node 31    2.8781155040749473
#>     Node 32    0.3974792240166054
#> Sigmoid Node 1
#>     Inputs    Weights
#>     Threshold    0.4290822030003872
#>     Node 2    -2.4220637535525382
#>     Node 3    -1.7570882943078012
#>     Node 4    -1.2190208146259218
#>     Node 5    0.993478390359063
#>     Node 6    -0.8699947147818985
#>     Node 7    -3.4218892675919146
#>     Node 8    -1.635410569456661
#>     Node 9    -3.204386757609825
#>     Node 10    1.1520455294169538
#>     Node 11    -1.381379450017337
#>     Node 12    -1.5494905298192745
#>     Node 13    -0.34941064556574086
#>     Node 14    -1.6817633664271625
#>     Node 15    1.7903820784985005
#>     Node 16    -0.8661877216289341
#>     Node 17    -0.5647081344027343
#>     Node 18    0.563900499669829
#>     Node 19    -1.7891023826174886
#>     Node 20    -1.8067018682603129
#>     Node 21    2.034361760729958
#>     Node 22    -2.179786728458148
#>     Node 23    -1.6986507607977308
#>     Node 24    1.2689224796522978
#>     Node 25    -4.165219207994435
#>     Node 26    1.2661272950728097
#>     Node 27    -1.6556242756676298
#>     Node 28    3.1817323380405553
#>     Node 29    -1.2036597710790529
#>     Node 30    1.6666301807607509
#>     Node 31    -2.8133757717482046
#>     Node 32    -0.42083700851716016
#> Sigmoid Node 2
#>     Inputs    Weights
#>     Threshold    -0.358033627132267
#>     Attrib V1    -0.1279380451114442
#>     Attrib V10    0.09631743939523213
#>     Attrib V11    0.10614776325170326
#>     Attrib V12    -0.5231121402461755
#>     Attrib V13    0.11365889600084897
#>     Attrib V14    -0.09985789960578378
#>     Attrib V15    -0.26180582581869555
#>     Attrib V16    -0.2546365827925687
#>     Attrib V17    -0.032908788900330437
#>     Attrib V18    0.2765345886855658
#>     Attrib V19    0.8851291418771043
#>     Attrib V2    0.27017356972044776
#>     Attrib V20    0.788983388006014
#>     Attrib V21    1.0507746013951773
#>     Attrib V22    0.9928729805800681
#>     Attrib V23    0.9062290001018127
#>     Attrib V24    1.061598979495369
#>     Attrib V25    -0.011617842175439862
#>     Attrib V26    0.09506450685601377
#>     Attrib V27    -0.2525544515254145
#>     Attrib V28    -0.16071924537849702
#>     Attrib V29    -0.47415758124991125
#>     Attrib V3    0.06437070750653569
#>     Attrib V30    0.34402828997027635
#>     Attrib V31    -1.078775104968934
#>     Attrib V32    0.06413686973211186
#>     Attrib V33    0.9854626469778923
#>     Attrib V34    0.5666781438191827
#>     Attrib V35    0.37908603307639094
#>     Attrib V36    -0.2851190481983735
#>     Attrib V37    -0.17837234407464556
#>     Attrib V38    0.7000891293337844
#>     Attrib V39    0.23292617660274378
#>     Attrib V4    0.23231209023486904
#>     Attrib V40    -0.740031668138156
#>     Attrib V41    -0.24780563021367005
#>     Attrib V42    0.22130973022217157
#>     Attrib V43    0.12300891233104978
#>     Attrib V44    0.940002661248022
#>     Attrib V45    0.7413057389901456
#>     Attrib V46    0.3664607247547491
#>     Attrib V47    -0.05478417070353873
#>     Attrib V48    0.5018782167728053
#>     Attrib V49    0.8979708745705016
#>     Attrib V5    -0.00361266796214286
#>     Attrib V50    -0.9352378918891047
#>     Attrib V51    0.9969043931430213
#>     Attrib V52    0.6449979079251338
#>     Attrib V53    0.10997518620095943
#>     Attrib V54    0.5999079356641632
#>     Attrib V55    -0.0940686419280357
#>     Attrib V56    0.43011021861378806
#>     Attrib V57    -1.4052615821204195
#>     Attrib V58    0.4233761627031991
#>     Attrib V59    0.18668104995884985
#>     Attrib V6    -0.4437573898268366
#>     Attrib V60    0.13089882912446035
#>     Attrib V7    -0.5450273063138562
#>     Attrib V8    -0.4927166731544294
#>     Attrib V9    1.0819778974163632
#> Sigmoid Node 3
#>     Inputs    Weights
#>     Threshold    0.3495459267286128
#>     Attrib V1    0.25116956008155467
#>     Attrib V10    -0.6483773805307156
#>     Attrib V11    -0.46036195089973997
#>     Attrib V12    -0.457424008599596
#>     Attrib V13    0.14224425571526272
#>     Attrib V14    0.49279875327525685
#>     Attrib V15    0.5524337767321411
#>     Attrib V16    0.10620089740494104
#>     Attrib V17    -0.07815836872342949
#>     Attrib V18    -0.02517480443367078
#>     Attrib V19    0.10931975382913825
#>     Attrib V2    0.31857587519170066
#>     Attrib V20    0.3578663291849927
#>     Attrib V21    0.6293255835417407
#>     Attrib V22    0.23549575588878127
#>     Attrib V23    -0.1850619559404125
#>     Attrib V24    0.04508682722288274
#>     Attrib V25    -0.7982524683793011
#>     Attrib V26    -0.7953479459100153
#>     Attrib V27    -0.7260231132230083
#>     Attrib V28    -0.6836699481313236
#>     Attrib V29    -0.377726211306151
#>     Attrib V3    0.04378537340693339
#>     Attrib V30    -0.0036592768273790593
#>     Attrib V31    -0.8482519691055894
#>     Attrib V32    -0.23937700062128692
#>     Attrib V33    0.44537317044522096
#>     Attrib V34    -0.006590520790069841
#>     Attrib V35    -0.3953094530245786
#>     Attrib V36    -0.6480540425223202
#>     Attrib V37    -0.24132018639347055
#>     Attrib V38    0.286562835889053
#>     Attrib V39    0.26839829793900666
#>     Attrib V4    -0.016839181050773366
#>     Attrib V40    -0.2389108738848329
#>     Attrib V41    -0.12670091070577433
#>     Attrib V42    0.5310446385449488
#>     Attrib V43    0.2695062890219301
#>     Attrib V44    0.40484321491173647
#>     Attrib V45    0.23541480084508548
#>     Attrib V46    0.14183728226012207
#>     Attrib V47    -0.21577283103848632
#>     Attrib V48    0.24724870373933475
#>     Attrib V49    0.4042076537426894
#>     Attrib V5    -0.2347271369621783
#>     Attrib V50    -0.5683419842133166
#>     Attrib V51    0.1767705878870973
#>     Attrib V52    0.3769274561959129
#>     Attrib V53    0.36905097738812326
#>     Attrib V54    0.9000762513044817
#>     Attrib V55    0.28699640018660394
#>     Attrib V56    0.30744085146516464
#>     Attrib V57    -0.15409544490701846
#>     Attrib V58    0.40062758381798474
#>     Attrib V59    0.6311795694045186
#>     Attrib V6    -0.2129234962308488
#>     Attrib V60    0.3211294549496078
#>     Attrib V7    -0.1284813444183885
#>     Attrib V8    -0.20358572190990393
#>     Attrib V9    0.03451966030301827
#> Sigmoid Node 4
#>     Inputs    Weights
#>     Threshold    0.23716260790776125
#>     Attrib V1    0.138617572399315
#>     Attrib V10    -0.424240171210097
#>     Attrib V11    -0.26868845851171963
#>     Attrib V12    -0.33687013584012027
#>     Attrib V13    0.07587043037579631
#>     Attrib V14    0.33382978392534374
#>     Attrib V15    0.34141823391534654
#>     Attrib V16    0.04646998442197455
#>     Attrib V17    -0.0747505912991556
#>     Attrib V18    -0.030617935930032134
#>     Attrib V19    0.04434128670993543
#>     Attrib V2    0.16137753381074305
#>     Attrib V20    0.21044300916916964
#>     Attrib V21    0.5056493629604683
#>     Attrib V22    0.10293139794691622
#>     Attrib V23    -0.20967790476085713
#>     Attrib V24    -0.024157016065041382
#>     Attrib V25    -0.6730067750113573
#>     Attrib V26    -0.5586440507330326
#>     Attrib V27    -0.5078331961061785
#>     Attrib V28    -0.33944039928406466
#>     Attrib V29    -0.12256045823694013
#>     Attrib V3    0.027868832623812692
#>     Attrib V30    0.024091868871382618
#>     Attrib V31    -0.6584449231668671
#>     Attrib V32    -0.2098827237598453
#>     Attrib V33    0.3061598790832842
#>     Attrib V34    0.007564252697643568
#>     Attrib V35    -0.2504571276486489
#>     Attrib V36    -0.47040075659060726
#>     Attrib V37    -0.22271744690169387
#>     Attrib V38    0.18812529798305164
#>     Attrib V39    0.18174864217517073
#>     Attrib V4    0.02582547886074852
#>     Attrib V40    -0.2094715473765663
#>     Attrib V41    -0.12399328484810619
#>     Attrib V42    0.36750685850818954
#>     Attrib V43    0.1745134499310637
#>     Attrib V44    0.3425384850409512
#>     Attrib V45    0.301466432297062
#>     Attrib V46    0.15971953479105078
#>     Attrib V47    -0.13273312276000584
#>     Attrib V48    0.2955539344713576
#>     Attrib V49    0.4127164316340932
#>     Attrib V5    -0.06971496195648039
#>     Attrib V50    -0.3949292071400122
#>     Attrib V51    0.23989937976044884
#>     Attrib V52    0.24439957277253332
#>     Attrib V53    0.2898358616283431
#>     Attrib V54    0.5561499147186035
#>     Attrib V55    0.17336271916282647
#>     Attrib V56    0.21128998474568078
#>     Attrib V57    -0.14617637491917418
#>     Attrib V58    0.2664201331945768
#>     Attrib V59    0.4870731255541484
#>     Attrib V6    -0.18481025528042103
#>     Attrib V60    0.27890311380292726
#>     Attrib V7    -0.08006385476797896
#>     Attrib V8    -0.17513279034342508
#>     Attrib V9    0.11630225490359473
#> Sigmoid Node 5
#>     Inputs    Weights
#>     Threshold    -0.21638995761793403
#>     Attrib V1    0.04658985462153686
#>     Attrib V10    0.025212653076785198
#>     Attrib V11    -0.12456562292784426
#>     Attrib V12    -0.10416052239028588
#>     Attrib V13    -0.08177131459117272
#>     Attrib V14    0.1342542730601258
#>     Attrib V15    0.18493523461871528
#>     Attrib V16    0.25738329855246406
#>     Attrib V17    0.3851778032905022
#>     Attrib V18    0.32426833702968144
#>     Attrib V19    -0.010591729157720074
#>     Attrib V2    -0.012988785265782895
#>     Attrib V20    -0.012323628823196724
#>     Attrib V21    -0.03649014827674081
#>     Attrib V22    0.07900136860387476
#>     Attrib V23    0.0481285937003772
#>     Attrib V24    -0.4758142021050991
#>     Attrib V25    0.0912367868905513
#>     Attrib V26    -0.0772723542519526
#>     Attrib V27    -0.08384896089548133
#>     Attrib V28    -0.06840434585974739
#>     Attrib V29    0.2239446823817014
#>     Attrib V3    0.05952165194547727
#>     Attrib V30    0.16156473768093496
#>     Attrib V31    0.5951393311192107
#>     Attrib V32    0.16290406533141644
#>     Attrib V33    -0.20078923001932053
#>     Attrib V34    -0.17125730156637073
#>     Attrib V35    0.08323250139715464
#>     Attrib V36    0.6031766809946192
#>     Attrib V37    0.40045203877320984
#>     Attrib V38    -0.13108021765005115
#>     Attrib V39    -0.05907457143593421
#>     Attrib V4    -0.05149249916871172
#>     Attrib V40    0.33178123223329103
#>     Attrib V41    0.05943472434610782
#>     Attrib V42    -0.05474866526212516
#>     Attrib V43    0.06916500351313208
#>     Attrib V44    -0.17423111532777152
#>     Attrib V45    -0.22515911367157845
#>     Attrib V46    -0.32573301078270184
#>     Attrib V47    -0.008514953394907545
#>     Attrib V48    -0.27519608480775726
#>     Attrib V49    -0.3747173984015871
#>     Attrib V5    0.054520590030237355
#>     Attrib V50    0.5768516823116879
#>     Attrib V51    -0.2830606557591521
#>     Attrib V52    -0.28475248381356694
#>     Attrib V53    -0.11102143920194674
#>     Attrib V54    -0.14638354578067728
#>     Attrib V55    0.09704033004587362
#>     Attrib V56    0.02415047945977281
#>     Attrib V57    0.4962240153548665
#>     Attrib V58    -0.12815152731069152
#>     Attrib V59    -0.09297158540185697
#>     Attrib V6    0.12955780300080597
#>     Attrib V60    -0.037173740126825616
#>     Attrib V7    0.2479221906189807
#>     Attrib V8    0.23996835121960888
#>     Attrib V9    -0.3133109712191645
#> Sigmoid Node 6
#>     Inputs    Weights
#>     Threshold    0.13346671330178783
#>     Attrib V1    0.20702377502920832
#>     Attrib V10    -0.3166455202642685
#>     Attrib V11    -0.15726064197442902
#>     Attrib V12    -0.11106528737968006
#>     Attrib V13    0.011128019995097134
#>     Attrib V14    0.2194458967534295
#>     Attrib V15    0.2474846373838861
#>     Attrib V16    0.12988127447312056
#>     Attrib V17    -0.09300307348901718
#>     Attrib V18    -0.06257443405900104
#>     Attrib V19    -0.07022873948685163
#>     Attrib V2    0.1772602886799032
#>     Attrib V20    0.038016443926001627
#>     Attrib V21    0.16216908006016398
#>     Attrib V22    -0.12517597146414622
#>     Attrib V23    -0.2901991248207575
#>     Attrib V24    -3.981618571985401E-4
#>     Attrib V25    -0.30937395147369706
#>     Attrib V26    -0.3698256612288276
#>     Attrib V27    -0.3494895785781862
#>     Attrib V28    -0.37055823179013014
#>     Attrib V29    -0.2366842808368229
#>     Attrib V3    0.05123118411884339
#>     Attrib V30    -0.05634495653789899
#>     Attrib V31    -0.3588407890300673
#>     Attrib V32    -0.0592407541171151
#>     Attrib V33    0.23809221933123664
#>     Attrib V34    0.07440328339817057
#>     Attrib V35    -0.05579026050627399
#>     Attrib V36    -0.2605332137290211
#>     Attrib V37    -0.14161402534766276
#>     Attrib V38    0.15076519485073822
#>     Attrib V39    0.14911195705960822
#>     Attrib V4    0.10172518179534362
#>     Attrib V40    -0.14438426399924498
#>     Attrib V41    -0.04346377772229377
#>     Attrib V42    0.19180695714637777
#>     Attrib V43    0.06372794339161103
#>     Attrib V44    0.12575371618036998
#>     Attrib V45    0.19630556291525184
#>     Attrib V46    0.1685537697547352
#>     Attrib V47    -0.04274885708794374
#>     Attrib V48    0.18449333296623166
#>     Attrib V49    0.21130025670288768
#>     Attrib V5    -0.027906571368803382
#>     Attrib V50    -0.18668867712535958
#>     Attrib V51    0.14116015375330343
#>     Attrib V52    0.11814247337463075
#>     Attrib V53    0.23337621337622236
#>     Attrib V54    0.43281017555779183
#>     Attrib V55    0.2615210672393318
#>     Attrib V56    0.21879825242811052
#>     Attrib V57    0.07914216284467264
#>     Attrib V58    0.2597572371580991
#>     Attrib V59    0.4797487073847387
#>     Attrib V6    -0.038147660199728727
#>     Attrib V60    0.3426653201787796
#>     Attrib V7    0.027215237915253265
#>     Attrib V8    -0.014464841771470465
#>     Attrib V9    0.07625964369569045
#> Sigmoid Node 7
#>     Inputs    Weights
#>     Threshold    0.48503625150564683
#>     Attrib V1    0.4216144192454263
#>     Attrib V10    0.7831647957813962
#>     Attrib V11    0.8376680225792901
#>     Attrib V12    0.4289331309826775
#>     Attrib V13    0.3805864079939107
#>     Attrib V14    -0.12883427068267064
#>     Attrib V15    -0.5057490572521591
#>     Attrib V16    -0.5299026210688357
#>     Attrib V17    -0.5340060898667771
#>     Attrib V18    0.060437615297601464
#>     Attrib V19    0.12612528320966443
#>     Attrib V2    0.1776239083571697
#>     Attrib V20    -0.11274211818161253
#>     Attrib V21    0.6128726595012405
#>     Attrib V22    0.46116835954949303
#>     Attrib V23    0.03228608655263496
#>     Attrib V24    -0.05579097066364567
#>     Attrib V25    -0.9336089922059215
#>     Attrib V26    0.19433669749652868
#>     Attrib V27    1.0431168494923129
#>     Attrib V28    2.1074832925845444
#>     Attrib V29    1.9925829111520508
#>     Attrib V3    0.21724125785371923
#>     Attrib V30    0.903071699354777
#>     Attrib V31    -0.7745933916817651
#>     Attrib V32    -0.5201274050602642
#>     Attrib V33    -0.5509346112945929
#>     Attrib V34    -0.7011270015696482
#>     Attrib V35    -0.06624199883936195
#>     Attrib V36    -0.7339421652072551
#>     Attrib V37    -0.1760161429420665
#>     Attrib V38    0.08054584342831018
#>     Attrib V39    -0.17723079185874072
#>     Attrib V4    0.6551194261011761
#>     Attrib V40    -0.2755838625251509
#>     Attrib V41    0.8325664302362157
#>     Attrib V42    0.6470060730062747
#>     Attrib V43    0.392148313289805
#>     Attrib V44    0.8603475608181289
#>     Attrib V45    0.4262313747304418
#>     Attrib V46    0.9443518239174042
#>     Attrib V47    0.5962420754519436
#>     Attrib V48    0.65389360201814
#>     Attrib V49    0.692381822326913
#>     Attrib V5    0.569113542938851
#>     Attrib V50    -0.5769181275807109
#>     Attrib V51    0.9810658501346153
#>     Attrib V52    0.6707854389006207
#>     Attrib V53    0.03714700445164146
#>     Attrib V54    0.022828655671177738
#>     Attrib V55    -0.8253849538505345
#>     Attrib V56    -0.2901706606772167
#>     Attrib V57    -1.3762856222547306
#>     Attrib V58    0.05490900696278247
#>     Attrib V59    0.3218403183036142
#>     Attrib V6    0.2875740481612332
#>     Attrib V60    0.48742157722961205
#>     Attrib V7    -0.1291620594635636
#>     Attrib V8    0.016404252437607854
#>     Attrib V9    0.7709019748554877
#> Sigmoid Node 8
#>     Inputs    Weights
#>     Threshold    0.459887700437625
#>     Attrib V1    0.20453696930583676
#>     Attrib V10    0.16907778712550792
#>     Attrib V11    0.3706525552431737
#>     Attrib V12    0.2169811433238006
#>     Attrib V13    0.08330934827569157
#>     Attrib V14    -0.0577332584037096
#>     Attrib V15    -0.10151414172674801
#>     Attrib V16    -0.23829461650497247
#>     Attrib V17    -0.4611385117169457
#>     Attrib V18    -0.48108450323586055
#>     Attrib V19    -0.5287358420962176
#>     Attrib V2    0.07699290570823991
#>     Attrib V20    -0.5814975224186651
#>     Attrib V21    -0.17896019774059277
#>     Attrib V22    -0.5281505718431567
#>     Attrib V23    -0.8834706987797251
#>     Attrib V24    -0.37638427930580903
#>     Attrib V25    -0.6487067744886151
#>     Attrib V26    -0.15859768597864154
#>     Attrib V27    0.15258178965549457
#>     Attrib V28    0.4855672561731953
#>     Attrib V29    0.4687135287632683
#>     Attrib V3    -0.06489315085390247
#>     Attrib V30    0.42298521554131147
#>     Attrib V31    -0.18158201323598203
#>     Attrib V32    -0.018997040091715496
#>     Attrib V33    0.10564903881686981
#>     Attrib V34    -0.142106342677818
#>     Attrib V35    -0.25903609221355495
#>     Attrib V36    -0.5593381419826811
#>     Attrib V37    -0.3790617396131741
#>     Attrib V38    -6.460021910542473E-4
#>     Attrib V39    -0.018624419161267752
#>     Attrib V4    0.23776231285193877
#>     Attrib V40    -0.2544786161456557
#>     Attrib V41    -0.03192389696783682
#>     Attrib V42    0.0827244963553887
#>     Attrib V43    -0.020576465810865485
#>     Attrib V44    0.1346382042161411
#>     Attrib V45    0.20918328488647409
#>     Attrib V46    0.4322096169825455
#>     Attrib V47    0.28532373804705735
#>     Attrib V48    0.6720269088982038
#>     Attrib V49    0.4554325253804023
#>     Attrib V5    0.11117059381530989
#>     Attrib V50    -0.3814375204866338
#>     Attrib V51    0.3066283121893227
#>     Attrib V52    0.20305603708230208
#>     Attrib V53    -0.01440989557572595
#>     Attrib V54    0.3114324576463256
#>     Attrib V55    0.006417234452628938
#>     Attrib V56    -0.20777470126343142
#>     Attrib V57    -0.19107243222864695
#>     Attrib V58    0.05938350679344925
#>     Attrib V59    0.3884046747524554
#>     Attrib V6    -0.016625712414683844
#>     Attrib V60    0.40358190113008485
#>     Attrib V7    0.04051979365686541
#>     Attrib V8    0.07982728730785281
#>     Attrib V9    0.24336562963105718
#> Sigmoid Node 9
#>     Inputs    Weights
#>     Threshold    -0.14348612477033956
#>     Attrib V1    -0.18721482508250978
#>     Attrib V10    1.2607087032970172
#>     Attrib V11    1.3109143785388833
#>     Attrib V12    0.761943923458382
#>     Attrib V13    0.20238010335178613
#>     Attrib V14    -0.9598167240894957
#>     Attrib V15    -1.208631957636884
#>     Attrib V16    -0.8061536682101866
#>     Attrib V17    -0.49668204862965576
#>     Attrib V18    -0.046682506617396945
#>     Attrib V19    0.4962222723706483
#>     Attrib V2    -0.020478026316429938
#>     Attrib V20    -0.46819936605552215
#>     Attrib V21    -0.1458531197934757
#>     Attrib V22    0.13605355144452366
#>     Attrib V23    0.1752204348792978
#>     Attrib V24    0.9378163692962406
#>     Attrib V25    0.6178625079742396
#>     Attrib V26    1.1345078085312281
#>     Attrib V27    0.9449563356698901
#>     Attrib V28    0.9634204323246358
#>     Attrib V29    -0.13145049372548107
#>     Attrib V3    -0.08596037396607169
#>     Attrib V30    0.2740958870446748
#>     Attrib V31    -0.28254093834621014
#>     Attrib V32    0.26996566508315967
#>     Attrib V33    0.45982629886305787
#>     Attrib V34    0.5629670012389111
#>     Attrib V35    0.8168330998288321
#>     Attrib V36    -0.46486176362204784
#>     Attrib V37    -0.767469636414826
#>     Attrib V38    -0.15944794391291192
#>     Attrib V39    -0.21817962417958983
#>     Attrib V4    0.4563618853645381
#>     Attrib V40    -0.44606315697296484
#>     Attrib V41    0.4824492469188386
#>     Attrib V42    -0.23932572767787466
#>     Attrib V43    -0.3698659035577417
#>     Attrib V44    0.21334207586167772
#>     Attrib V45    0.3214991545207275
#>     Attrib V46    0.7274123834497384
#>     Attrib V47    0.7910051312347757
#>     Attrib V48    1.1729178329645384
#>     Attrib V49    1.0975189602004845
#>     Attrib V5    0.39720205859834595
#>     Attrib V50    -0.589210378329633
#>     Attrib V51    1.5151501381682118
#>     Attrib V52    0.5639786455210666
#>     Attrib V53    -0.15357174995268494
#>     Attrib V54    0.09957675419755029
#>     Attrib V55    -0.4261213817341371
#>     Attrib V56    -0.1352075373943351
#>     Attrib V57    -1.6338974896025025
#>     Attrib V58    0.16017089798751796
#>     Attrib V59    0.12000293783984682
#>     Attrib V6    0.11268746961300614
#>     Attrib V60    0.44220910476290703
#>     Attrib V7    -0.34429618980871196
#>     Attrib V8    -0.20255173536559348
#>     Attrib V9    1.1854281234563928
#> Sigmoid Node 10
#>     Inputs    Weights
#>     Threshold    -0.2588389442418596
#>     Attrib V1    0.15038529862007202
#>     Attrib V10    0.056633412866212235
#>     Attrib V11    -0.20135589735563986
#>     Attrib V12    -0.11982394469776661
#>     Attrib V13    -0.13910831531794565
#>     Attrib V14    0.22708262357565542
#>     Attrib V15    0.25486177126273607
#>     Attrib V16    0.3434995512283676
#>     Attrib V17    0.218445689390358
#>     Attrib V18    0.10896737500797192
#>     Attrib V19    2.3266961866681644E-4
#>     Attrib V2    -0.04901349768166896
#>     Attrib V20    0.1888987848237836
#>     Attrib V21    -0.051774003402516956
#>     Attrib V22    -0.07029660156670019
#>     Attrib V23    -0.017578074696544797
#>     Attrib V24    -0.5250603675676228
#>     Attrib V25    0.06817952116950543
#>     Attrib V26    -0.02380254772680302
#>     Attrib V27    0.00218478273715223
#>     Attrib V28    -0.02665182185109841
#>     Attrib V29    0.14907685945242077
#>     Attrib V3    0.07009532847601792
#>     Attrib V30    -0.003107889562202063
#>     Attrib V31    0.502947631210684
#>     Attrib V32    -0.13899191386823917
#>     Attrib V33    -0.4474041446172084
#>     Attrib V34    -0.21203742265665265
#>     Attrib V35    0.03436996615638063
#>     Attrib V36    0.6080298270218001
#>     Attrib V37    0.4458323681310856
#>     Attrib V38    -0.03500967644656385
#>     Attrib V39    0.02809075561428799
#>     Attrib V4    -0.08737006879785066
#>     Attrib V40    0.33819449531059737
#>     Attrib V41    -0.08644825234555656
#>     Attrib V42    -0.30456709181347763
#>     Attrib V43    -0.09850793072392472
#>     Attrib V44    -0.3598839040549966
#>     Attrib V45    -0.23132724355491158
#>     Attrib V46    -0.3592434456241519
#>     Attrib V47    -0.0820588278115846
#>     Attrib V48    -0.515759897380396
#>     Attrib V49    -0.5491686700819423
#>     Attrib V5    0.03344199287641783
#>     Attrib V50    0.7055285575588303
#>     Attrib V51    -0.439707819501586
#>     Attrib V52    -0.34525993381931686
#>     Attrib V53    -0.027005749547402844
#>     Attrib V54    -0.2515379708082324
#>     Attrib V55    0.17704606528016834
#>     Attrib V56    -0.026266754795309023
#>     Attrib V57    0.6906978772485494
#>     Attrib V58    -0.16802443608897852
#>     Attrib V59    -0.1822721784231507
#>     Attrib V6    0.1202632264491744
#>     Attrib V60    -0.126666204682193
#>     Attrib V7    0.2710326227972235
#>     Attrib V8    0.2412900866388252
#>     Attrib V9    -0.41758051966908244
#> Sigmoid Node 11
#>     Inputs    Weights
#>     Threshold    0.2854326957137161
#>     Attrib V1    0.09018841481386868
#>     Attrib V10    -0.44366315602684875
#>     Attrib V11    -0.2533059842051889
#>     Attrib V12    -0.2846364723787271
#>     Attrib V13    -0.00551501164874938
#>     Attrib V14    0.21514027747082398
#>     Attrib V15    0.26091283914293856
#>     Attrib V16    0.05039321191073403
#>     Attrib V17    -0.0338389821994215
#>     Attrib V18    0.0034220116429163564
#>     Attrib V19    0.03557591192188975
#>     Attrib V2    0.1249773623086814
#>     Attrib V20    0.2213325941258193
#>     Attrib V21    0.42372925694300373
#>     Attrib V22    0.07950398010834432
#>     Attrib V23    -0.23459224879517807
#>     Attrib V24    0.047214311988110394
#>     Attrib V25    -0.6048299664335949
#>     Attrib V26    -0.6347839117263202
#>     Attrib V27    -0.5863785767270568
#>     Attrib V28    -0.5632852447101515
#>     Attrib V29    -0.41164012498314584
#>     Attrib V3    -0.09994409230840831
#>     Attrib V30    -0.023353487746192947
#>     Attrib V31    -0.7320428485956131
#>     Attrib V32    -0.17696955358082353
#>     Attrib V33    0.41530217129344565
#>     Attrib V34    0.14220321699298166
#>     Attrib V35    -0.20137884680314558
#>     Attrib V36    -0.48857789487752623
#>     Attrib V37    -0.2953717182523638
#>     Attrib V38    0.2746460057055714
#>     Attrib V39    0.12361543512990926
#>     Attrib V4    -0.04536415963679784
#>     Attrib V40    -0.31249362746373854
#>     Attrib V41    -0.2618440631892061
#>     Attrib V42    0.3088819116864613
#>     Attrib V43    0.19632680022640872
#>     Attrib V44    0.37889120119303515
#>     Attrib V45    0.3321935984898482
#>     Attrib V46    0.19283335306283764
#>     Attrib V47    -0.09107060393771514
#>     Attrib V48    0.3704371965439091
#>     Attrib V49    0.4026262457074463
#>     Attrib V5    -0.15592868833772786
#>     Attrib V50    -0.4577053025547334
#>     Attrib V51    0.28529898252171637
#>     Attrib V52    0.22222549877171033
#>     Attrib V53    0.21977038569122295
#>     Attrib V54    0.7632517868210934
#>     Attrib V55    0.20131872254524227
#>     Attrib V56    0.23093980195039726
#>     Attrib V57    -0.1663357873714697
#>     Attrib V58    0.2800310137625602
#>     Attrib V59    0.42707555411180137
#>     Attrib V6    -0.20155206658985797
#>     Attrib V60    0.3153309791396061
#>     Attrib V7    -0.14401416835862077
#>     Attrib V8    -0.18523535102532476
#>     Attrib V9    0.1455346995694337
#> Sigmoid Node 12
#>     Inputs    Weights
#>     Threshold    0.41685215163965245
#>     Attrib V1    0.13862464382691483
#>     Attrib V10    -0.4360398978933389
#>     Attrib V11    -0.1882823003172835
#>     Attrib V12    -0.4354519528663269
#>     Attrib V13    0.11723272905845004
#>     Attrib V14    0.32001972666487544
#>     Attrib V15    0.20405885861369658
#>     Attrib V16    -0.021279280691072273
#>     Attrib V17    -0.12206283464289032
#>     Attrib V18    0.052408172002463255
#>     Attrib V19    0.2966112401962495
#>     Attrib V2    0.2410774738771596
#>     Attrib V20    0.37467732811783905
#>     Attrib V21    0.7441902644343094
#>     Attrib V22    0.4072721679605415
#>     Attrib V23    -0.05158792804835549
#>     Attrib V24    0.07227785935766633
#>     Attrib V25    -0.8414416491676058
#>     Attrib V26    -0.549749384551357
#>     Attrib V27    -0.24497475391324738
#>     Attrib V28    0.0496961402263949
#>     Attrib V29    0.3154765689168337
#>     Attrib V3    -0.020189569778863357
#>     Attrib V30    0.3041790402248333
#>     Attrib V31    -0.9751766600418574
#>     Attrib V32    -0.38962974567386355
#>     Attrib V33    0.31007628377894153
#>     Attrib V34    -0.087174911775682
#>     Attrib V35    -0.29487223441707533
#>     Attrib V36    -0.5419895628408917
#>     Attrib V37    -0.17093761047280914
#>     Attrib V38    0.4414507423773961
#>     Attrib V39    0.2053315065207823
#>     Attrib V4    0.17299637432877582
#>     Attrib V40    -0.3246625511909417
#>     Attrib V41    -0.011847376670638194
#>     Attrib V42    0.5257336932142066
#>     Attrib V43    0.35089081647690085
#>     Attrib V44    0.5548429030320109
#>     Attrib V45    0.4252747551931229
#>     Attrib V46    0.35735054482449163
#>     Attrib V47    -0.14789040213442903
#>     Attrib V48    0.3321641479752426
#>     Attrib V49    0.4985143532231467
#>     Attrib V5    -0.016073923978800215
#>     Attrib V50    -0.662921590312144
#>     Attrib V51    0.36742643340493836
#>     Attrib V52    0.44717443788147176
#>     Attrib V53    0.31756839285037686
#>     Attrib V54    0.640680851181001
#>     Attrib V55    -0.028466888924789692
#>     Attrib V56    0.19130306617639456
#>     Attrib V57    -0.4660741036663968
#>     Attrib V58    0.2829325828212659
#>     Attrib V59    0.5650350120892557
#>     Attrib V6    -0.24111074342880975
#>     Attrib V60    0.3120434289400252
#>     Attrib V7    -0.21907361310440657
#>     Attrib V8    -0.21277533030635973
#>     Attrib V9    0.2956242206112445
#> Sigmoid Node 13
#>     Inputs    Weights
#>     Threshold    -0.16858337742028465
#>     Attrib V1    0.10446339079554298
#>     Attrib V10    -0.09463274651576749
#>     Attrib V11    -0.037218273877391364
#>     Attrib V12    -0.03815133827221898
#>     Attrib V13    0.08439693048791344
#>     Attrib V14    0.12126532036048708
#>     Attrib V15    0.08121787758669524
#>     Attrib V16    -0.0015171862209127057
#>     Attrib V17    -0.0195453256668826
#>     Attrib V18    -0.0579349755411441
#>     Attrib V19    -0.050298442451235756
#>     Attrib V2    0.1081401263200834
#>     Attrib V20    -0.012234392557193203
#>     Attrib V21    0.010744025487073264
#>     Attrib V22    -0.12197369191700307
#>     Attrib V23    -0.11888759504248399
#>     Attrib V24    -0.00763087091007372
#>     Attrib V25    -0.08957804459410405
#>     Attrib V26    -0.17132113729809512
#>     Attrib V27    -0.11817309413766779
#>     Attrib V28    -0.1508499142716186
#>     Attrib V29    -0.09309590001571427
#>     Attrib V3    0.14855740089777716
#>     Attrib V30    0.008820285443776643
#>     Attrib V31    -0.14068788070652288
#>     Attrib V32    0.005226775448334551
#>     Attrib V33    0.12205640197531908
#>     Attrib V34    0.12750981689787214
#>     Attrib V35    0.04508500466996911
#>     Attrib V36    -0.041940163630904706
#>     Attrib V37    0.01408722784550007
#>     Attrib V38    0.13295605747196526
#>     Attrib V39    0.15689722574168619
#>     Attrib V4    0.13470016964886575
#>     Attrib V40    -8.146830670164343E-4
#>     Attrib V41    0.018882412705748537
#>     Attrib V42    0.092802979762551
#>     Attrib V43    -0.007209586909640468
#>     Attrib V44    0.057775513878738576
#>     Attrib V45    0.10594642886213756
#>     Attrib V46    0.1598415848753895
#>     Attrib V47    0.09895786837404674
#>     Attrib V48    0.13690732447627568
#>     Attrib V49    0.1705053302501276
#>     Attrib V5    0.09339962469828814
#>     Attrib V50    -0.05215032309401233
#>     Attrib V51    0.11946074404592856
#>     Attrib V52    0.05923159459437289
#>     Attrib V53    0.11255509733476719
#>     Attrib V54    0.18157141830023002
#>     Attrib V55    0.17146071813802538
#>     Attrib V56    0.16142988931827668
#>     Attrib V57    0.09532727376652313
#>     Attrib V58    0.14510778100454835
#>     Attrib V59    0.2745106717656497
#>     Attrib V6    0.0352642062231817
#>     Attrib V60    0.2731670201266233
#>     Attrib V7    0.07081194206531745
#>     Attrib V8    -0.019838463135854863
#>     Attrib V9    0.06841814178098153
#> Sigmoid Node 14
#>     Inputs    Weights
#>     Threshold    0.46094403642863624
#>     Attrib V1    0.26470485271120076
#>     Attrib V10    -0.2735078678810021
#>     Attrib V11    0.0032132137026312704
#>     Attrib V12    -0.17480857351360263
#>     Attrib V13    -0.00157507157020832
#>     Attrib V14    0.17957219266728433
#>     Attrib V15    0.2828831099994857
#>     Attrib V16    -0.07715174877298023
#>     Attrib V17    -0.2203476447074712
#>     Attrib V18    -0.17113737504481563
#>     Attrib V19    -0.21217312845020897
#>     Attrib V2    0.17529860226768568
#>     Attrib V20    -0.03236624490747741
#>     Attrib V21    0.3344544862400808
#>     Attrib V22    -0.08029026409386554
#>     Attrib V23    -0.4953042941351915
#>     Attrib V24    -0.20156277780150278
#>     Attrib V25    -0.8465035165276003
#>     Attrib V26    -0.6295874410087946
#>     Attrib V27    -0.5666476952853963
#>     Attrib V28    -0.6493273779678239
#>     Attrib V29    -0.4822830403944616
#>     Attrib V3    -0.16320918459742487
#>     Attrib V30    0.03735930834144423
#>     Attrib V31    -0.5775459496957632
#>     Attrib V32    -0.01243562086724602
#>     Attrib V33    0.5063585206232588
#>     Attrib V34    0.08828139730805061
#>     Attrib V35    -0.2581612358114133
#>     Attrib V36    -0.6403605063099005
#>     Attrib V37    -0.4062083272558298
#>     Attrib V38    0.04906298569166567
#>     Attrib V39    0.06812949832006801
#>     Attrib V4    -0.01657533330907809
#>     Attrib V40    -0.3793329899142295
#>     Attrib V41    -0.3474813848823337
#>     Attrib V42    0.20354833022966873
#>     Attrib V43    0.17728293877576345
#>     Attrib V44    0.3439326031055032
#>     Attrib V45    0.17670956076821276
#>     Attrib V46    0.1747354598885531
#>     Attrib V47    -0.10339569916942418
#>     Attrib V48    0.6012677281038001
#>     Attrib V49    0.6020372735465572
#>     Attrib V5    -0.24843959088488907
#>     Attrib V50    -0.48399999974040814
#>     Attrib V51    0.27963650005816343
#>     Attrib V52    0.22275616372172602
#>     Attrib V53    0.05290619628535493
#>     Attrib V54    0.8197954545456381
#>     Attrib V55    0.24834227107281254
#>     Attrib V56    0.172687060603649
#>     Attrib V57    -0.24238930394267427
#>     Attrib V58    0.2979990467518334
#>     Attrib V59    0.49586474483396215
#>     Attrib V6    -0.3046588586387429
#>     Attrib V60    0.44265236258013724
#>     Attrib V7    -0.1428886076833469
#>     Attrib V8    -0.18615434347217014
#>     Attrib V9    0.1968044824201779
#> Sigmoid Node 15
#>     Inputs    Weights
#>     Threshold    -0.14469515681326786
#>     Attrib V1    0.12650187810855176
#>     Attrib V10    -0.0012719810139389053
#>     Attrib V11    -0.3245445031266766
#>     Attrib V12    -0.16268960217253892
#>     Attrib V13    -0.37619190608145914
#>     Attrib V14    0.19797586252805532
#>     Attrib V15    0.559948625153318
#>     Attrib V16    0.6063311337867113
#>     Attrib V17    0.3316440979310281
#>     Attrib V18    -0.060117647450687886
#>     Attrib V19    -0.10937660589601568
#>     Attrib V2    -0.1606924818901524
#>     Attrib V20    0.160035202704151
#>     Attrib V21    -0.29484076752017674
#>     Attrib V22    -0.34482880118562653
#>     Attrib V23    -0.33205396985484614
#>     Attrib V24    -0.7855891399989751
#>     Attrib V25    0.01517551308392821
#>     Attrib V26    -0.16741415618280514
#>     Attrib V27    -0.17931887813201935
#>     Attrib V28    -0.185150607170471
#>     Attrib V29    0.09066242734028243
#>     Attrib V3    0.027534906936102062
#>     Attrib V30    -0.22352283305656662
#>     Attrib V31    0.6475096340415148
#>     Attrib V32    -0.10232156626634173
#>     Attrib V33    -0.6720433710966218
#>     Attrib V34    -0.2080153403070636
#>     Attrib V35    -0.0011118234632125227
#>     Attrib V36    0.8092145651709745
#>     Attrib V37    0.5179224049869898
#>     Attrib V38    -0.14888122458837738
#>     Attrib V39    0.13708440282691187
#>     Attrib V4    -0.19470294832586285
#>     Attrib V40    0.48504606599287725
#>     Attrib V41    -0.299766308670334
#>     Attrib V42    -0.593631601586699
#>     Attrib V43    -0.2558347435577298
#>     Attrib V44    -0.6676071758831584
#>     Attrib V45    -0.37487220902754587
#>     Attrib V46    -0.42578819999276424
#>     Attrib V47    -0.1325313271807094
#>     Attrib V48    -0.7162817826816471
#>     Attrib V49    -0.7963719235360793
#>     Attrib V5    -0.03912093922377174
#>     Attrib V50    0.9551853015965415
#>     Attrib V51    -0.7467329007232194
#>     Attrib V52    -0.5042930453811685
#>     Attrib V53    -0.014048897741293935
#>     Attrib V54    -0.3287390593575852
#>     Attrib V55    0.4639357008028838
#>     Attrib V56    -0.06284467301416513
#>     Attrib V57    1.1796452607090686
#>     Attrib V58    -0.18654926109416095
#>     Attrib V59    -0.15815371712661727
#>     Attrib V6    0.05325661541697669
#>     Attrib V60    -0.20858080428171408
#>     Attrib V7    0.42270626431135944
#>     Attrib V8    0.4707990962648684
#>     Attrib V9    -0.6495525822035153
#> Sigmoid Node 16
#>     Inputs    Weights
#>     Threshold    0.04102787572490813
#>     Attrib V1    0.1534476437617607
#>     Attrib V10    -0.2475337272900903
#>     Attrib V11    -0.15119517487772216
#>     Attrib V12    -0.13250644511822632
#>     Attrib V13    0.05409429312523722
#>     Attrib V14    0.1625183249992121
#>     Attrib V15    0.20951508623456175
#>     Attrib V16    0.12675980571078643
#>     Attrib V17    -0.037199039075409994
#>     Attrib V18    -0.06861362625805265
#>     Attrib V19    -0.07213805495734953
#>     Attrib V2    0.10531304934956771
#>     Attrib V20    -0.0454316225755649
#>     Attrib V21    0.050897620114281346
#>     Attrib V22    -0.16473380612499688
#>     Attrib V23    -0.34916038036460467
#>     Attrib V24    -0.033763194875736605
#>     Attrib V25    -0.3183321659309816
#>     Attrib V26    -0.39978045706776477
#>     Attrib V27    -0.39199485803200357
#>     Attrib V28    -0.34773548536128573
#>     Attrib V29    -0.27142620525525124
#>     Attrib V3    0.04853435045043558
#>     Attrib V30    -0.12815123946395182
#>     Attrib V31    -0.3554303273429565
#>     Attrib V32    -0.05510026385348703
#>     Attrib V33    0.2065883074501634
#>     Attrib V34    0.13368696489370943
#>     Attrib V35    -0.057550733410945056
#>     Attrib V36    -0.1997984769649763
#>     Attrib V37    -0.08709481341002168
#>     Attrib V38    0.17532803291474897
#>     Attrib V39    0.1585448988706569
#>     Attrib V4    0.06839332250382774
#>     Attrib V40    -0.12275242027361201
#>     Attrib V41    -0.07314958636864352
#>     Attrib V42    0.17251296535910834
#>     Attrib V43    0.050410518760392216
#>     Attrib V44    0.07320896011723088
#>     Attrib V45    0.1808182116287981
#>     Attrib V46    0.17046704648961353
#>     Attrib V47    -0.01646503066475687
#>     Attrib V48    0.19837796488538698
#>     Attrib V49    0.1762577076239303
#>     Attrib V5    -0.04043801520363334
#>     Attrib V50    -0.12545581094148042
#>     Attrib V51    0.16731417852513653
#>     Attrib V52    0.13899064176485532
#>     Attrib V53    0.22219207304090874
#>     Attrib V54    0.41757182137958654
#>     Attrib V55    0.30915123604997996
#>     Attrib V56    0.20211006489173222
#>     Attrib V57    0.12781094028011133
#>     Attrib V58    0.257856632513573
#>     Attrib V59    0.3587881312808653
#>     Attrib V6    -0.0603855111500548
#>     Attrib V60    0.3221129165808476
#>     Attrib V7    0.022955265629984525
#>     Attrib V8    -0.07006084102811518
#>     Attrib V9    0.0512794984973316
#> Sigmoid Node 17
#>     Inputs    Weights
#>     Threshold    -0.015499762828204634
#>     Attrib V1    0.15898998504096046
#>     Attrib V10    -0.0536761195634647
#>     Attrib V11    -0.009232552737058718
#>     Attrib V12    -0.08709450814443553
#>     Attrib V13    -0.02695083629121074
#>     Attrib V14    0.11561727516750372
#>     Attrib V15    0.1970439113929773
#>     Attrib V16    0.041957466772000004
#>     Attrib V17    -0.07782705985112008
#>     Attrib V18    -0.12869645872049243
#>     Attrib V19    -0.08079451060401295
#>     Attrib V2    0.18976312252804378
#>     Attrib V20    -0.10064369148626935
#>     Attrib V21    -0.03243256281119137
#>     Attrib V22    -0.1073651389083088
#>     Attrib V23    -0.2837658884562948
#>     Attrib V24    -0.06485997794025701
#>     Attrib V25    -0.2676376301752869
#>     Attrib V26    -0.23686676360167858
#>     Attrib V27    -0.1941092072239526
#>     Attrib V28    -0.1666159044276233
#>     Attrib V29    -0.14924021804076165
#>     Attrib V3    0.06709084192503964
#>     Attrib V30    0.027457259801298626
#>     Attrib V31    -0.13434789408940045
#>     Attrib V32    -0.07360390418921138
#>     Attrib V33    0.174216173991626
#>     Attrib V34    0.04635597843934816
#>     Attrib V35    0.055847715017913364
#>     Attrib V36    -0.0994880765248589
#>     Attrib V37    -0.05954328413778177
#>     Attrib V38    0.19051826313660472
#>     Attrib V39    0.14602048105223894
#>     Attrib V4    0.11940924765718859
#>     Attrib V40    -0.09587568505150529
#>     Attrib V41    -0.014911386085754048
#>     Attrib V42    0.07021982509494916
#>     Attrib V43    0.08012097239837199
#>     Attrib V44    0.11977354519697092
#>     Attrib V45    0.21137669614671412
#>     Attrib V46    0.13295497588065788
#>     Attrib V47    0.011998027713163814
#>     Attrib V48    0.24118086059972016
#>     Attrib V49    0.1533263288304679
#>     Attrib V5    0.046391279086382194
#>     Attrib V50    -0.06382021872805883
#>     Attrib V51    0.158878882039181
#>     Attrib V52    0.07278847672560555
#>     Attrib V53    0.10034537825586813
#>     Attrib V54    0.2800038332871941
#>     Attrib V55    0.2789140928574151
#>     Attrib V56    0.1862905601629791
#>     Attrib V57    0.13922110264788423
#>     Attrib V58    0.152015098349264
#>     Attrib V59    0.27650652236780165
#>     Attrib V6    -0.018048441492692614
#>     Attrib V60    0.2955518382828423
#>     Attrib V7    -0.006658133978978808
#>     Attrib V8    0.059331242877666814
#>     Attrib V9    0.08731142357552185
#> Sigmoid Node 18
#>     Inputs    Weights
#>     Threshold    -0.22406854640545593
#>     Attrib V1    0.045144315629339744
#>     Attrib V10    0.004973362941444459
#>     Attrib V11    -0.138358079721261
#>     Attrib V12    -0.10261543850517729
#>     Attrib V13    -0.08116911841897767
#>     Attrib V14    0.0844029099739555
#>     Attrib V15    0.06705238182925985
#>     Attrib V16    0.140909209909794
#>     Attrib V17    0.11816629030805972
#>     Attrib V18    0.1681924737190825
#>     Attrib V19    -0.07066567471962149
#>     Attrib V2    -0.007663731639958877
#>     Attrib V20    0.03425605960062341
#>     Attrib V21    -0.00848597064125323
#>     Attrib V22    0.012947015301385693
#>     Attrib V23    0.015153523293721603
#>     Attrib V24    -0.2780753060637916
#>     Attrib V25    0.034728994666983926
#>     Attrib V26    -0.05289268118870607
#>     Attrib V27    -0.02757769089778108
#>     Attrib V28    -0.01288614193710234
#>     Attrib V29    0.11172486611230974
#>     Attrib V3    0.10627431566528153
#>     Attrib V30    0.014108020178873512
#>     Attrib V31    0.31855491264823455
#>     Attrib V32    0.07335841914167304
#>     Attrib V33    -0.14507539536329786
#>     Attrib V34    -0.07251825057327344
#>     Attrib V35    0.023624507865886296
#>     Attrib V36    0.41278901399102375
#>     Attrib V37    0.2763464654827501
#>     Attrib V38    -0.032364227326316095
#>     Attrib V39    0.05296481406333477
#>     Attrib V4    -0.027232355307534057
#>     Attrib V40    0.19047060749359934
#>     Attrib V41    0.03507852451075725
#>     Attrib V42    -0.024057346391054567
#>     Attrib V43    0.03571924641301413
#>     Attrib V44    -0.09473216577989903
#>     Attrib V45    -0.17612826493007366
#>     Attrib V46    -0.19208966773439054
#>     Attrib V47    0.016234958366963707
#>     Attrib V48    -0.21902699680057938
#>     Attrib V49    -0.2330271545754625
#>     Attrib V5    0.02109077255666912
#>     Attrib V50    0.28915679658249266
#>     Attrib V51    -0.12545768799919732
#>     Attrib V52    -0.15373200012799504
#>     Attrib V53    -0.01859037971914373
#>     Attrib V54    -0.15973900772616823
#>     Attrib V55    0.053530301184033714
#>     Attrib V56    0.04121407862527996
#>     Attrib V57    0.3177686880089091
#>     Attrib V58    -0.030756767782237165
#>     Attrib V59    -0.05052889821611121
#>     Attrib V6    0.051300719282603185
#>     Attrib V60    0.005517261873055572
#>     Attrib V7    0.14084389409821335
#>     Attrib V8    0.1662890308676032
#>     Attrib V9    -0.16382220390035043
#> Sigmoid Node 19
#>     Inputs    Weights
#>     Threshold    0.11780221499602235
#>     Attrib V1    -0.09563165550680199
#>     Attrib V10    -0.21302541079086088
#>     Attrib V11    -0.049641366267403154
#>     Attrib V12    -0.24162852293846376
#>     Attrib V13    0.06168797400907887
#>     Attrib V14    -0.03417887033823153
#>     Attrib V15    -0.005374383104465648
#>     Attrib V16    -0.1643451877573809
#>     Attrib V17    -0.12287224430626421
#>     Attrib V18    0.038927900035218704
#>     Attrib V19    0.42218194851329116
#>     Attrib V2    0.17535310884414285
#>     Attrib V20    0.23250207040693055
#>     Attrib V21    0.4698444472747447
#>     Attrib V22    0.3516019551509129
#>     Attrib V23    0.17414918226677367
#>     Attrib V24    0.6861224059508039
#>     Attrib V25    -0.15459825379998546
#>     Attrib V26    -0.2407654333540359
#>     Attrib V27    -0.5192403306867313
#>     Attrib V28    -0.7263728780503182
#>     Attrib V29    -0.9383292995331266
#>     Attrib V3    -0.12032607212028795
#>     Attrib V30    -0.1110880965102149
#>     Attrib V31    -0.7124607498025839
#>     Attrib V32    0.07902695405723026
#>     Attrib V33    0.8965928377099437
#>     Attrib V34    0.47476336619119575
#>     Attrib V35    0.061666908179640205
#>     Attrib V36    -0.6619931270205527
#>     Attrib V37    -0.617297213806088
#>     Attrib V38    0.16544570779958914
#>     Attrib V39    0.039287103986880775
#>     Attrib V4    0.0592432428651848
#>     Attrib V40    -0.4156635919148829
#>     Attrib V41    -0.16116312648860895
#>     Attrib V42    0.27806764439840453
#>     Attrib V43    0.01724177762261121
#>     Attrib V44    0.35900790278095035
#>     Attrib V45    0.40341178783608944
#>     Attrib V46    0.2992669408371138
#>     Attrib V47    -0.05320275154190706
#>     Attrib V48    0.6087160531192387
#>     Attrib V49    0.8161190367308796
#>     Attrib V5    -0.13283052609215473
#>     Attrib V50    -0.7437574705841965
#>     Attrib V51    0.6045251125054845
#>     Attrib V52    0.47285574309123374
#>     Attrib V53    0.20331858642385875
#>     Attrib V54    0.798014217519979
#>     Attrib V55    0.134327372741222
#>     Attrib V56    0.23291254617829615
#>     Attrib V57    -0.6730680927778514
#>     Attrib V58    0.46871710537747485
#>     Attrib V59    0.4366082148314731
#>     Attrib V6    -0.2523251427927116
#>     Attrib V60    0.35173793520190805
#>     Attrib V7    -0.21208423176301822
#>     Attrib V8    -0.3621202523138047
#>     Attrib V9    0.5637534498922254
#> Sigmoid Node 20
#>     Inputs    Weights
#>     Threshold    0.18440688569705557
#>     Attrib V1    0.23657676980277065
#>     Attrib V10    -0.054574413405460515
#>     Attrib V11    0.02575186450478575
#>     Attrib V12    -0.17100989370979236
#>     Attrib V13    0.330939179497354
#>     Attrib V14    0.28098253348643726
#>     Attrib V15    -0.0279361402341548
#>     Attrib V16    -0.3076815735249729
#>     Attrib V17    -0.2112566731643002
#>     Attrib V18    0.18776812644695512
#>     Attrib V19    0.5303029732803771
#>     Attrib V2    0.30133759383838343
#>     Attrib V20    0.48850282721189553
#>     Attrib V21    0.9206967556476845
#>     Attrib V22    0.7512748114120695
#>     Attrib V23    0.3985080558081557
#>     Attrib V24    0.41701418544539776
#>     Attrib V25    -0.4902572786443965
#>     Attrib V26    0.02704752826209526
#>     Attrib V27    0.28171278342693573
#>     Attrib V28    0.7471133074075186
#>     Attrib V29    0.9552427977062606
#>     Attrib V3    0.12208909592015434
#>     Attrib V30    0.6850578039979777
#>     Attrib V31    -0.9060006881785102
#>     Attrib V32    -0.5512673116511877
#>     Attrib V33    0.05652009095654434
#>     Attrib V34    -0.272601396761984
#>     Attrib V35    -0.17290955235217526
#>     Attrib V36    -0.43660295785163883
#>     Attrib V37    0.04477717679930195
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#>     Attrib V40    -0.34195826907490506
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#>     Attrib V43    0.3615928265569364
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#>     Attrib V45    0.4850661442150701
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#>     Attrib V54    0.4465501098668064
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#>     Attrib V60    0.2931682460521393
#>     Attrib V7    -0.2477804163609281
#>     Attrib V8    -0.36757954213421085
#>     Attrib V9    0.5725009872178546
#> Sigmoid Node 21
#>     Inputs    Weights
#>     Threshold    0.09761559700366002
#>     Attrib V1    0.22793732174649006
#>     Attrib V10    -0.1669066281641968
#>     Attrib V11    -0.5073520141308212
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#>     Attrib V20    -0.12170957915645497
#>     Attrib V21    -0.3731223480161268
#>     Attrib V22    -0.6123262779233387
#>     Attrib V23    -0.5261743627654794
#>     Attrib V24    -0.8471384908465656
#>     Attrib V25    0.002555515696259094
#>     Attrib V26    -0.2682946802369537
#>     Attrib V27    0.025609766948857676
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#>     Attrib V31    0.5293379799544792
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#>     Attrib V33    -0.7835837176201609
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#>     Attrib V35    0.2214341161862813
#>     Attrib V36    1.1056982993906164
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#>     Attrib V38    -0.0888375180536287
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#>     Attrib V52    -0.6757601817915924
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#>     Attrib V54    -0.4310517782497876
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#>     Attrib V57    1.3285996059760439
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#>     Attrib V60    0.11253629285224444
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#>     Attrib V8    0.3763985730858004
#>     Attrib V9    -0.8683793893950229
#> Sigmoid Node 22
#>     Inputs    Weights
#>     Threshold    0.35834703712414473
#>     Attrib V1    0.37939179770981935
#>     Attrib V10    -0.809580533912122
#>     Attrib V11    -0.597865325006996
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#>     Attrib V21    0.6695829178761493
#>     Attrib V22    0.1727628032218783
#>     Attrib V23    -0.32723577948737537
#>     Attrib V24    -0.038984283124311514
#>     Attrib V25    -0.9046558121872805
#>     Attrib V26    -0.9500585192322378
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#>     Attrib V30    -0.20792052962073548
#>     Attrib V31    -0.8399266660009458
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#>     Attrib V34    0.06155299013772587
#>     Attrib V35    -0.4433945927868772
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#>     Attrib V40    -0.19635041882503268
#>     Attrib V41    -0.27475072259992134
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#>     Attrib V45    0.13369202861193172
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#>     Attrib V54    1.011871495235787
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#>     Attrib V8    -0.3544401204674716
#>     Attrib V9    -0.05842794548320229
#> Sigmoid Node 23
#>     Inputs    Weights
#>     Threshold    0.23374114914929345
#>     Attrib V1    0.2631479275313858
#>     Attrib V10    -0.741450280742793
#>     Attrib V11    -0.48326922391478
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#>     Attrib V15    0.5233007004539593
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#>     Attrib V17    0.022227645172386002
#>     Attrib V18    -4.767695738948104E-4
#>     Attrib V19    0.034257966093621015
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#>     Attrib V20    0.2747995198854539
#>     Attrib V21    0.47956755380610677
#>     Attrib V22    0.13953402451589061
#>     Attrib V23    -0.18424240029004366
#>     Attrib V24    0.01671649934044197
#>     Attrib V25    -0.620822726647827
#>     Attrib V26    -0.6973736609629644
#>     Attrib V27    -0.8312286567622987
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#>     Attrib V3    0.06274943225439285
#>     Attrib V30    -0.20703638822036208
#>     Attrib V31    -0.7262938261369815
#>     Attrib V32    -0.28548955466264553
#>     Attrib V33    0.380098729500149
#>     Attrib V34    0.10014071556077997
#>     Attrib V35    -0.23894467698906469
#>     Attrib V36    -0.45089519403117007
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#>     Attrib V41    -0.19540214678010134
#>     Attrib V42    0.36146759496078806
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#>     Attrib V53    0.43816596968289306
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#>     Attrib V60    0.33936963204512605
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#>     Attrib V8    -0.27254491935361036
#>     Attrib V9    -0.033681914907637084
#> Sigmoid Node 24
#>     Inputs    Weights
#>     Threshold    -0.1956967212776544
#>     Attrib V1    0.09835952508358513
#>     Attrib V10    0.03382986511685509
#>     Attrib V11    -0.2131687432790513
#>     Attrib V12    -0.12421409112762313
#>     Attrib V13    -0.22711491531547812
#>     Attrib V14    0.17785933670961881
#>     Attrib V15    0.3529272747154639
#>     Attrib V16    0.355715280733487
#>     Attrib V17    0.3223813964221448
#>     Attrib V18    0.04503455507637949
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#>     Attrib V20    0.15881962090094637
#>     Attrib V21    -0.1255365932518157
#>     Attrib V22    -0.16630262240942506
#>     Attrib V23    -0.0743201061983737
#>     Attrib V24    -0.5797136574912692
#>     Attrib V25    0.07032046421138062
#>     Attrib V26    -0.03091483939061036
#>     Attrib V27    -0.03333099778166968
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#>     Attrib V30    -0.08528575239484654
#>     Attrib V31    0.4948076442587205
#>     Attrib V32    -0.04507175251951138
#>     Attrib V33    -0.5669498854254328
#>     Attrib V34    -0.2687456804653389
#>     Attrib V35    -0.03661564921820701
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#>     Attrib V40    0.36762692105392597
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#>     Attrib V44    -0.44168044194803796
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#>     Attrib V46    -0.34534556381496667
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#>     Attrib V53    -0.0751746385359022
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#>     Attrib V55    0.23823540502140028
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#>     Attrib V57    0.8528386727876162
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#>     Attrib V60    -0.15747098081875172
#>     Attrib V7    0.2543729094424629
#>     Attrib V8    0.29069766651863505
#>     Attrib V9    -0.381191012688614
#> Sigmoid Node 25
#>     Inputs    Weights
#>     Threshold    0.18907208324601465
#>     Attrib V1    0.23584169114563888
#>     Attrib V10    0.9694731508098813
#>     Attrib V11    1.0515494369995217
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#>     Attrib V13    0.3923716016825755
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#>     Attrib V17    -0.6223717163514675
#>     Attrib V18    0.25282873810152773
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#>     Attrib V20    0.12344179616607692
#>     Attrib V21    0.7426494500171898
#>     Attrib V22    0.7180812263700171
#>     Attrib V23    0.5967065884922076
#>     Attrib V24    0.5472516186168885
#>     Attrib V25    -0.6301306175845793
#>     Attrib V26    0.5021199736437901
#>     Attrib V27    1.4064759078182467
#>     Attrib V28    2.4463583624442338
#>     Attrib V29    2.022225885727338
#>     Attrib V3    0.42034175937454704
#>     Attrib V30    0.8837505346746014
#>     Attrib V31    -0.8169355265841876
#>     Attrib V32    -0.2682967159418394
#>     Attrib V33    -0.3926156795363572
#>     Attrib V34    -0.4247519385500742
#>     Attrib V35    0.18760446837895425
#>     Attrib V36    -1.1024807846012032
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#>     Attrib V40    -0.18529641718727413
#>     Attrib V41    1.399091861845588
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#>     Attrib V43    0.31738611336274014
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#>     Attrib V51    1.5800906851805439
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#>     Attrib V6    0.37756601817606955
#>     Attrib V60    0.3387566235879732
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#>     Attrib V8    0.01044373930878414
#>     Attrib V9    0.9399944669736205
#> Sigmoid Node 26
#>     Inputs    Weights
#>     Threshold    -0.19165767383648324
#>     Attrib V1    0.1263497168328589
#>     Attrib V10    -0.054015599974259455
#>     Attrib V11    -0.34566200098259153
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#>     Attrib V14    0.16777288470759866
#>     Attrib V15    0.1785998014419227
#>     Attrib V16    0.21971014060143088
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#>     Attrib V18    -0.07650111148759797
#>     Attrib V19    -0.09823386103949097
#>     Attrib V2    -0.09848093272998831
#>     Attrib V20    0.12107381635256892
#>     Attrib V21    -0.10288816650385545
#>     Attrib V22    -0.11773604254274267
#>     Attrib V23    -0.05256380698075039
#>     Attrib V24    -0.5226669672583804
#>     Attrib V25    0.11234486227392321
#>     Attrib V26    -0.08582832824739697
#>     Attrib V27    0.08476447035153391
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#>     Attrib V30    -0.05461678336218172
#>     Attrib V31    0.3993891499857956
#>     Attrib V32    -0.19399018301265777
#>     Attrib V33    -0.5391875312640289
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#>     Attrib V35    0.1593496986043465
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#>     Attrib V37    0.667946921806811
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#>     Attrib V50    0.6794867018237645
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#>     Attrib V53    -0.1037497552229663
#>     Attrib V54    -0.3638749080367036
#>     Attrib V55    0.14963800871577504
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#>     Attrib V57    0.7933332440351172
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#>     Attrib V59    -0.10615776920536854
#>     Attrib V6    0.08051470581301182
#>     Attrib V60    -0.019997381013699245
#>     Attrib V7    0.22246280147520145
#>     Attrib V8    0.2228745646709547
#>     Attrib V9    -0.5406623989451035
#> Sigmoid Node 27
#>     Inputs    Weights
#>     Threshold    0.4597452123439254
#>     Attrib V1    0.2042567660305978
#>     Attrib V10    -0.4121744218642118
#>     Attrib V11    -0.18837641244772363
#>     Attrib V12    -0.3165764746986629
#>     Attrib V13    0.08927467568154986
#>     Attrib V14    0.19319440318600267
#>     Attrib V15    0.26080112924200516
#>     Attrib V16    -0.02936191973208134
#>     Attrib V17    -0.17071099939820752
#>     Attrib V18    0.034067565008548135
#>     Attrib V19    0.04280358204029551
#>     Attrib V2    0.20498466465769422
#>     Attrib V20    0.13416902898562852
#>     Attrib V21    0.5476639326648247
#>     Attrib V22    0.17782355461969115
#>     Attrib V23    -0.2571219188776975
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#> Sigmoid Node 28
#>     Inputs    Weights
#>     Threshold    0.24672624557899833
#>     Attrib V1    0.27690913390580885
#>     Attrib V10    -1.1484403670261485
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#>     Attrib V9    -1.1920410216620205
#> Sigmoid Node 29
#>     Inputs    Weights
#>     Threshold    0.2828621819438477
#>     Attrib V1    0.14692506529686103
#>     Attrib V10    -0.39676786895044747
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#>     Attrib V22    -5.245479423606719E-4
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#>     Attrib V9    0.07389994026675242
#> Sigmoid Node 30
#>     Inputs    Weights
#>     Threshold    -0.1554263817224858
#>     Attrib V1    0.16658393036376512
#>     Attrib V10    -0.03435244252958476
#>     Attrib V11    -0.36665534262571675
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#>     Attrib V8    0.33039984560180913
#>     Attrib V9    -0.6910139536570862
#> Sigmoid Node 31
#>     Inputs    Weights
#>     Threshold    0.4371496913799562
#>     Attrib V1    0.42852169136642365
#>     Attrib V10    -1.103823023252785
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#>     Attrib V3    0.026263657740830153
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#>     Attrib V8    -0.34816113074854665
#>     Attrib V9    -0.04917068495865442
#> Sigmoid Node 32
#>     Inputs    Weights
#>     Threshold    -0.11235413980407556
#>     Attrib V1    0.16081589751854303
#>     Attrib V10    -0.12019695539348577
#>     Attrib V11    -0.025290146720503868
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#>     Attrib V19    -0.0993836682002557
#>     Attrib V2    0.11810789107005405
#>     Attrib V20    -0.031168147302149764
#>     Attrib V21    0.025562449938067434
#>     Attrib V22    -0.10634114430759883
#>     Attrib V23    -0.14209463798934155
#>     Attrib V24    -0.055252395954980424
#>     Attrib V25    -0.21463507041313776
#>     Attrib V26    -0.18958783621066327
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#>     Attrib V3    0.126221874815675
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#>     Attrib V35    0.052571521002065844
#>     Attrib V36    0.010466601061398954
#>     Attrib V37    0.00635501774650538
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#>     Attrib V41    -0.04248119079216537
#>     Attrib V42    0.11317637140132662
#>     Attrib V43    0.011673001512139977
#>     Attrib V44    0.09795939583324792
#>     Attrib V45    0.17798123282906597
#>     Attrib V46    0.14031079731957158
#>     Attrib V47    0.04840932234479096
#>     Attrib V48    0.11422455674881898
#>     Attrib V49    0.16978643629636236
#>     Attrib V5    0.0617547137250266
#>     Attrib V50    -0.056940720098845904
#>     Attrib V51    0.14554128269683966
#>     Attrib V52    0.1039237740629548
#>     Attrib V53    0.11915292840661082
#>     Attrib V54    0.18579691012620553
#>     Attrib V55    0.17931890911806983
#>     Attrib V56    0.1642797518628468
#>     Attrib V57    0.08710578788509427
#>     Attrib V58    0.21850254028223254
#>     Attrib V59    0.22194368213734722
#>     Attrib V6    0.02780189578660693
#>     Attrib V60    0.22686200294154185
#>     Attrib V7    0.02827914676620443
#>     Attrib V8    0.048711756129726086
#>     Attrib V9    0.10315969414962504
#> 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 
#>  0.1884058