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Classifier that uses backpropagation to learn a multi-layer perceptron. Calls RWeka::make_Weka_classifier() from RWeka.

Custom mlr3 parameters

  • output_debug_info:

    • original id: output-debug-info

  • do_not_check_capabilities:

    • original id: do-not-check-capabilities

  • num_decimal_places:

    • original id: num-decimal-places

  • batch_size:

    • original id: batch-size

  • Reason for change: This learner contains changed ids of the following control arguments since their ids contain irregular pattern

  • G removed:

    • GUI will be opened

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

Dictionary

This Learner can be instantiated via lrn():

lrn("classif.multilayer_perceptron")

Meta Information

  • Task type: “classif”

  • Predict Types: “response”, “prob”

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

  • Required Packages: mlr3, RWeka

Parameters

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

See also

Author

damirpolat

Super classes

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

Methods

Inherited methods


Method new()

Creates a new instance of this R6 class.


Method clone()

The objects of this class are cloneable with this method.

Usage

LearnerClassifMultilayerPerceptron$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.

Examples

# Define the Learner
learner = mlr3::lrn("classif.multilayer_perceptron")
print(learner)
#> 
#> ── <LearnerClassifMultilayerPerceptron> (classif.multilayer_perceptron): Multila
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3 and RWeka
#> • Predict Types: [response] and prob
#> • Feature Types: logical, integer, numeric, factor, and ordered
#> • Encapsulation: none (fallback: -)
#> • Properties: missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error'

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

# Create train and test set
ids = mlr3::partition(task)

# Train the learner on the training ids
learner$train(task, row_ids = ids$train)

print(learner$model)
#> Sigmoid Node 0
#>     Inputs    Weights
#>     Threshold    -0.4965460541251935
#>     Node 2    2.128852167663777
#>     Node 3    1.6385427811217201
#>     Node 4    1.0551407603539407
#>     Node 5    -2.025210986723146
#>     Node 6    1.4539194924090582
#>     Node 7    3.1041204771757536
#>     Node 8    0.7970582794575878
#>     Node 9    2.63347573497552
#>     Node 10    -1.5979094592947074
#>     Node 11    1.1501353546659758
#>     Node 12    1.5092576505794644
#>     Node 13    -0.28994453864240255
#>     Node 14    1.5343832445252916
#>     Node 15    -2.4224956231938966
#>     Node 16    4.895716248273957E-4
#>     Node 17    0.9950866049500862
#>     Node 18    -1.4983207522068158
#>     Node 19    1.9803919343602956
#>     Node 20    1.2555024304815339
#>     Node 21    -2.2896456167367694
#>     Node 22    1.246366705086704
#>     Node 23    1.2307439341538084
#>     Node 24    -0.8497768407559826
#>     Node 25    4.090519945413248
#>     Node 26    -1.100411384912105
#>     Node 27    2.662981569214738
#>     Node 28    -1.8225562740482288
#>     Node 29    1.1764022377447978
#>     Node 30    -0.7056574674136079
#>     Node 31    1.7141569571553619
#>     Node 32    0.5236895104159686
#> Sigmoid Node 1
#>     Inputs    Weights
#>     Threshold    0.5172024675084259
#>     Node 2    -2.1808123661118386
#>     Node 3    -1.6299998166559067
#>     Node 4    -1.0124207287332285
#>     Node 5    2.0372484174749372
#>     Node 6    -1.4278212696256833
#>     Node 7    -3.0880913315032665
#>     Node 8    -0.8318384807728026
#>     Node 9    -2.6255024669647384
#>     Node 10    1.529201270015988
#>     Node 11    -1.116711106413466
#>     Node 12    -1.5850705472088462
#>     Node 13    0.33871379595171114
#>     Node 14    -1.471031080153803
#>     Node 15    2.4134730936963877
#>     Node 16    -0.019375904946732383
#>     Node 17    -0.9607341625704002
#>     Node 18    1.540593626946332
#>     Node 19    -1.9787795980534686
#>     Node 20    -1.2461997614254454
#>     Node 21    2.348846602477806
#>     Node 22    -1.2929815435140546
#>     Node 23    -1.2723464997293479
#>     Node 24    0.8325126139444675
#>     Node 25    -4.07761664662021
#>     Node 26    1.0175681249675017
#>     Node 27    -2.70690073791384
#>     Node 28    1.768111703091577
#>     Node 29    -1.2127389491681906
#>     Node 30    0.7793400013610647
#>     Node 31    -1.65136199680312
#>     Node 32    -0.5406106790008532
#> Sigmoid Node 2
#>     Inputs    Weights
#>     Threshold    0.36595640689091696
#>     Attrib V1    0.5755461301287254
#>     Attrib V10    0.17078692704536524
#>     Attrib V11    0.17836916285020624
#>     Attrib V12    0.12205997220810832
#>     Attrib V13    0.27818416825892134
#>     Attrib V14    0.19589034057919455
#>     Attrib V15    0.25304938265851507
#>     Attrib V16    -0.06077110104545879
#>     Attrib V17    -0.03167621696786481
#>     Attrib V18    0.047136798054974574
#>     Attrib V19    0.6372243454316208
#>     Attrib V2    -0.005869061024181074
#>     Attrib V20    0.8682828438162236
#>     Attrib V21    0.5094643488228782
#>     Attrib V22    0.26913497068435394
#>     Attrib V23    0.6360006361883943
#>     Attrib V24    0.6249318299585436
#>     Attrib V25    -0.25334893522554663
#>     Attrib V26    -0.9038191832106676
#>     Attrib V27    -0.7386714401211779
#>     Attrib V28    -0.25504524697264636
#>     Attrib V29    -0.8988986483335851
#>     Attrib V3    0.38222051926313766
#>     Attrib V30    -0.11761466399706268
#>     Attrib V31    -0.799967922423156
#>     Attrib V32    0.2292773207935412
#>     Attrib V33    0.3511456127304028
#>     Attrib V34    -0.0997917629066524
#>     Attrib V35    0.07934398857496204
#>     Attrib V36    -0.5169928750051425
#>     Attrib V37    -0.7889614266307273
#>     Attrib V38    0.9160225513815491
#>     Attrib V39    0.29550898042645274
#>     Attrib V4    0.27304255798183463
#>     Attrib V40    -0.3279953702658555
#>     Attrib V41    -0.07979441598957046
#>     Attrib V42    0.4832809984660952
#>     Attrib V43    0.5485011743697017
#>     Attrib V44    0.12028953835373439
#>     Attrib V45    0.004430312448393627
#>     Attrib V46    -0.04014671762835982
#>     Attrib V47    -0.17132214232143236
#>     Attrib V48    -0.11199874465998795
#>     Attrib V49    0.4002303727170396
#>     Attrib V5    0.26232748295126057
#>     Attrib V50    -0.392506686179886
#>     Attrib V51    -0.18303919244803504
#>     Attrib V52    0.21337604173640903
#>     Attrib V53    0.5283637182398917
#>     Attrib V54    0.5345557458982925
#>     Attrib V55    -0.5398379009183676
#>     Attrib V56    0.467858321645817
#>     Attrib V57    -0.4633586896435793
#>     Attrib V58    0.39034606368393937
#>     Attrib V59    0.336962432540792
#>     Attrib V6    -0.39613434639755135
#>     Attrib V60    0.38089305185318745
#>     Attrib V7    -0.05823862329819343
#>     Attrib V8    -0.04066806308227975
#>     Attrib V9    0.5596733733784426
#> Sigmoid Node 3
#>     Inputs    Weights
#>     Threshold    0.37156036168376244
#>     Attrib V1    0.40708177339767765
#>     Attrib V10    0.305970054932696
#>     Attrib V11    0.26298993482208105
#>     Attrib V12    0.24446735684546622
#>     Attrib V13    0.2703162710144184
#>     Attrib V14    0.01625147556774197
#>     Attrib V15    0.07448645656488685
#>     Attrib V16    -0.2454349166337302
#>     Attrib V17    -0.12855865419715923
#>     Attrib V18    -0.07068387221943849
#>     Attrib V19    0.6010000083617246
#>     Attrib V2    -0.036717079689016774
#>     Attrib V20    0.626572095821644
#>     Attrib V21    0.3720404611808142
#>     Attrib V22    0.2558936812183619
#>     Attrib V23    0.5047549645749437
#>     Attrib V24    0.5601982928129612
#>     Attrib V25    -0.07018167939778869
#>     Attrib V26    -0.6196479025126221
#>     Attrib V27    -0.4221127840862767
#>     Attrib V28    -0.04245087516539599
#>     Attrib V29    -0.767096621341587
#>     Attrib V3    0.28998281991797364
#>     Attrib V30    0.06265569546249238
#>     Attrib V31    -0.5225155706655712
#>     Attrib V32    0.32978258122164833
#>     Attrib V33    0.2801208033355304
#>     Attrib V34    -0.17440117725248336
#>     Attrib V35    0.08227961308628982
#>     Attrib V36    -0.5539626756115804
#>     Attrib V37    -0.8075828731758455
#>     Attrib V38    0.6047103431791462
#>     Attrib V39    0.14321358941786919
#>     Attrib V4    0.22566568248805682
#>     Attrib V40    -0.3524227720657186
#>     Attrib V41    -0.037548276160853614
#>     Attrib V42    0.33237869042991947
#>     Attrib V43    0.4550800540952536
#>     Attrib V44    0.20761883478761975
#>     Attrib V45    0.06336353105359072
#>     Attrib V46    -0.015028883451774784
#>     Attrib V47    -0.055114473768479944
#>     Attrib V48    -0.048627814089067876
#>     Attrib V49    0.4823038463015609
#>     Attrib V5    0.13954668160881092
#>     Attrib V50    -0.311319701993657
#>     Attrib V51    -0.18511098921149657
#>     Attrib V52    0.24522149108845448
#>     Attrib V53    0.3414698028247314
#>     Attrib V54    0.4761110175493898
#>     Attrib V55    -0.46932507598447515
#>     Attrib V56    0.3426523365006124
#>     Attrib V57    -0.3660198009558999
#>     Attrib V58    0.33966420376901085
#>     Attrib V59    0.14712536769892431
#>     Attrib V6    -0.24649315562723897
#>     Attrib V60    0.25735843717441775
#>     Attrib V7    -0.10472958983703044
#>     Attrib V8    -0.13390253894165308
#>     Attrib V9    0.5568632576035537
#> Sigmoid Node 4
#>     Inputs    Weights
#>     Threshold    0.09876997435925904
#>     Attrib V1    0.2829180636156464
#>     Attrib V10    0.0710643886273201
#>     Attrib V11    0.07020339079944597
#>     Attrib V12    0.08820125787649062
#>     Attrib V13    0.2024163326752454
#>     Attrib V14    0.1644215383809958
#>     Attrib V15    0.20776700225147704
#>     Attrib V16    -0.03273725528854198
#>     Attrib V17    0.012592703606383702
#>     Attrib V18    0.026006612562832602
#>     Attrib V19    0.34985731478829263
#>     Attrib V2    0.021659647124861993
#>     Attrib V20    0.4624577542134334
#>     Attrib V21    0.3343965937684124
#>     Attrib V22    0.10456039529317343
#>     Attrib V23    0.26721420550030844
#>     Attrib V24    0.2390615920165066
#>     Attrib V25    -0.20811254904934023
#>     Attrib V26    -0.49911299855736074
#>     Attrib V27    -0.38459355841627746
#>     Attrib V28    -0.07216644358885924
#>     Attrib V29    -0.3980245777666627
#>     Attrib V3    0.2590613021129671
#>     Attrib V30    -0.09345442542826196
#>     Attrib V31    -0.4442369219468407
#>     Attrib V32    0.051030361562605174
#>     Attrib V33    0.13807763737443318
#>     Attrib V34    -0.08482514394097246
#>     Attrib V35    0.05829396528956704
#>     Attrib V36    -0.2790924900015353
#>     Attrib V37    -0.34612495404080584
#>     Attrib V38    0.43947554921435605
#>     Attrib V39    0.15039998861015147
#>     Attrib V4    0.18927747342206744
#>     Attrib V40    -0.18004885421359518
#>     Attrib V41    -0.04904210330621567
#>     Attrib V42    0.22816538631297176
#>     Attrib V43    0.2476372766564669
#>     Attrib V44    0.1178879265210836
#>     Attrib V45    0.09532805393879575
#>     Attrib V46    -0.032585502134998966
#>     Attrib V47    -0.08722162968366363
#>     Attrib V48    -0.060597284094665714
#>     Attrib V49    0.2441716882438958
#>     Attrib V5    0.16110795620276913
#>     Attrib V50    -0.14032960130775154
#>     Attrib V51    -0.0377331161481528
#>     Attrib V52    0.1389792249220723
#>     Attrib V53    0.33572962777477056
#>     Attrib V54    0.2535386805937031
#>     Attrib V55    -0.23513613551545592
#>     Attrib V56    0.3009457680171974
#>     Attrib V57    -0.11001708948103642
#>     Attrib V58    0.2004613890297469
#>     Attrib V59    0.17004824721250988
#>     Attrib V6    -0.1939929320731554
#>     Attrib V60    0.20907847037624167
#>     Attrib V7    -0.04519539580056221
#>     Attrib V8    -0.12759567094256413
#>     Attrib V9    0.29280122491145066
#> Sigmoid Node 5
#>     Inputs    Weights
#>     Threshold    -0.5277024154907638
#>     Attrib V1    -0.3905149825158522
#>     Attrib V10    -0.3212348769190955
#>     Attrib V11    -0.3551050858782331
#>     Attrib V12    -0.4041033292844565
#>     Attrib V13    -0.3988533599790715
#>     Attrib V14    0.07061441502346602
#>     Attrib V15    0.20767743222875543
#>     Attrib V16    0.45548426730646513
#>     Attrib V17    0.23061406108314383
#>     Attrib V18    0.12446341258975593
#>     Attrib V19    -0.636661158095176
#>     Attrib V2    0.17804537484936933
#>     Attrib V20    -0.6436486162939489
#>     Attrib V21    -0.3577365425974844
#>     Attrib V22    -0.2146629143625651
#>     Attrib V23    -0.5028596200687555
#>     Attrib V24    -0.7052331401245197
#>     Attrib V25    0.09869926758682802
#>     Attrib V26    0.556975911041491
#>     Attrib V27    0.027669056927840857
#>     Attrib V28    -0.6259977896993815
#>     Attrib V29    0.3651449212305183
#>     Attrib V3    -0.20651407554978318
#>     Attrib V30    -0.2605963160186206
#>     Attrib V31    0.721410152735069
#>     Attrib V32    -0.2955328925886464
#>     Attrib V33    -0.14977431052783283
#>     Attrib V34    0.29300394292160353
#>     Attrib V35    -0.15137942206561752
#>     Attrib V36    0.5061680699298932
#>     Attrib V37    0.7286494702483283
#>     Attrib V38    -1.0245398471396905
#>     Attrib V39    -0.24222660996474804
#>     Attrib V4    -0.28272270514657916
#>     Attrib V40    0.5691269602990606
#>     Attrib V41    0.0931018823286326
#>     Attrib V42    -0.25671639238462857
#>     Attrib V43    -0.5950597239800237
#>     Attrib V44    -0.41893284529242547
#>     Attrib V45    -0.4042108800593936
#>     Attrib V46    -0.3022745035435282
#>     Attrib V47    -0.11229149366411995
#>     Attrib V48    -0.10638404299882509
#>     Attrib V49    -0.8715335930489342
#>     Attrib V5    -0.13760762603569324
#>     Attrib V50    0.4566437740750775
#>     Attrib V51    0.22605901662703443
#>     Attrib V52    -0.3320987238198497
#>     Attrib V53    -0.2371903908337796
#>     Attrib V54    -0.31203252601053255
#>     Attrib V55    0.7276233364284278
#>     Attrib V56    -0.12398464344052747
#>     Attrib V57    0.5152818105530355
#>     Attrib V58    -0.19411981482965615
#>     Attrib V59    0.13912919280465813
#>     Attrib V6    0.21462266145663597
#>     Attrib V60    -0.08586727308864414
#>     Attrib V7    0.20329089549293428
#>     Attrib V8    0.47928999569798114
#>     Attrib V9    -0.6513515845871993
#> Sigmoid Node 6
#>     Inputs    Weights
#>     Threshold    0.23486950400079443
#>     Attrib V1    0.4367724259826836
#>     Attrib V10    0.009715059019804347
#>     Attrib V11    0.05033695788493216
#>     Attrib V12    0.10783648574738751
#>     Attrib V13    0.15941338437213692
#>     Attrib V14    0.15603404440106827
#>     Attrib V15    0.23551879521178132
#>     Attrib V16    0.07695021717547958
#>     Attrib V17    0.030871732114666827
#>     Attrib V18    0.10828572765017346
#>     Attrib V19    0.44189699161674195
#>     Attrib V2    0.05283389828631581
#>     Attrib V20    0.6049097783051186
#>     Attrib V21    0.3773497969242786
#>     Attrib V22    0.1376719790778212
#>     Attrib V23    0.35899866067123076
#>     Attrib V24    0.39775785271638403
#>     Attrib V25    -0.17757890657187528
#>     Attrib V26    -0.6962630510059494
#>     Attrib V27    -0.5428245182708786
#>     Attrib V28    -0.2930085727955714
#>     Attrib V29    -0.6415611314592475
#>     Attrib V3    0.28058525522875705
#>     Attrib V30    -0.13658103948296055
#>     Attrib V31    -0.5582388071452363
#>     Attrib V32    0.10263135139907821
#>     Attrib V33    0.21103218787543543
#>     Attrib V34    -0.11584123462279386
#>     Attrib V35    0.06696517693751546
#>     Attrib V36    -0.36622012666049675
#>     Attrib V37    -0.4541778779793651
#>     Attrib V38    0.6057787331283435
#>     Attrib V39    0.19940863357315983
#>     Attrib V4    0.2739526907364406
#>     Attrib V40    -0.2349039271796754
#>     Attrib V41    -0.003161550492434298
#>     Attrib V42    0.30890768733919566
#>     Attrib V43    0.3357204556454552
#>     Attrib V44    0.07353577303440448
#>     Attrib V45    0.0030060848172858592
#>     Attrib V46    -0.023282441642328105
#>     Attrib V47    -0.13576072674250406
#>     Attrib V48    -0.1555066425675681
#>     Attrib V49    0.2127165706437961
#>     Attrib V5    0.1663907564652835
#>     Attrib V50    -0.20375733308389596
#>     Attrib V51    -0.09047578286774281
#>     Attrib V52    0.14098424377487226
#>     Attrib V53    0.4752151070270762
#>     Attrib V54    0.4024429826240429
#>     Attrib V55    -0.321458899486599
#>     Attrib V56    0.39960314244406686
#>     Attrib V57    -0.16814535864226246
#>     Attrib V58    0.31655149162461044
#>     Attrib V59    0.30664104067536824
#>     Attrib V6    -0.20389649103396582
#>     Attrib V60    0.34769339104911323
#>     Attrib V7    -0.02160826636505719
#>     Attrib V8    -0.039201945961895766
#>     Attrib V9    0.379691953339744
#> Sigmoid Node 7
#>     Inputs    Weights
#>     Threshold    0.3177764856152654
#>     Attrib V1    0.41281970314431066
#>     Attrib V10    1.225930892629144
#>     Attrib V11    1.0586576732131945
#>     Attrib V12    0.460808970327027
#>     Attrib V13    0.16894493259210452
#>     Attrib V14    -0.4075492955465102
#>     Attrib V15    -0.6850312911879443
#>     Attrib V16    -0.8570180787610097
#>     Attrib V17    -0.7866767578119347
#>     Attrib V18    -0.5656615566569854
#>     Attrib V19    0.36183939161272993
#>     Attrib V2    -0.09999466317641939
#>     Attrib V20    0.34529873414201656
#>     Attrib V21    0.6209821072423065
#>     Attrib V22    0.3048892426024334
#>     Attrib V23    0.28162396792681127
#>     Attrib V24    0.2951293540789159
#>     Attrib V25    0.05684897329319707
#>     Attrib V26    0.33066685710268484
#>     Attrib V27    1.0091383848834086
#>     Attrib V28    1.511906103295209
#>     Attrib V29    0.47226173126911347
#>     Attrib V3    0.21294280517476272
#>     Attrib V30    0.824406846667179
#>     Attrib V31    -0.4011912868152142
#>     Attrib V32    0.25189583791041625
#>     Attrib V33    -0.28828280174097587
#>     Attrib V34    -0.47521236750499657
#>     Attrib V35    0.023467590299390623
#>     Attrib V36    -0.7660790176306634
#>     Attrib V37    -0.822798488321661
#>     Attrib V38    0.27150184242650566
#>     Attrib V39    -0.08715405464894037
#>     Attrib V4    0.253893364087086
#>     Attrib V40    -0.5279149594016856
#>     Attrib V41    0.09987898992409018
#>     Attrib V42    0.0414363856184619
#>     Attrib V43    0.36956402506693625
#>     Attrib V44    0.7377961977421247
#>     Attrib V45    0.8921304192790035
#>     Attrib V46    0.8036754680839551
#>     Attrib V47    0.6870146050374448
#>     Attrib V48    0.6543933977990424
#>     Attrib V49    1.3992375367149634
#>     Attrib V5    0.10165774371138307
#>     Attrib V50    0.14558001275826157
#>     Attrib V51    0.06927176433339159
#>     Attrib V52    0.6567729042052408
#>     Attrib V53    -0.21497301758098922
#>     Attrib V54    0.17901718892816398
#>     Attrib V55    -0.2482036519169295
#>     Attrib V56    -0.5891279611914136
#>     Attrib V57    -0.23140224323811034
#>     Attrib V58    0.048045661566609055
#>     Attrib V59    -0.8622554673932551
#>     Attrib V6    0.39469821719595277
#>     Attrib V60    -0.31384424815850165
#>     Attrib V7    0.23825609379849003
#>     Attrib V8    -0.19942733374027327
#>     Attrib V9    1.1665742702637234
#> Sigmoid Node 8
#>     Inputs    Weights
#>     Threshold    0.15461577316947775
#>     Attrib V1    0.21485748951338882
#>     Attrib V10    0.14821336709703148
#>     Attrib V11    0.16506889510715275
#>     Attrib V12    0.13132708372440896
#>     Attrib V13    0.15510565020968467
#>     Attrib V14    -0.018758076063120598
#>     Attrib V15    0.001380499032362913
#>     Attrib V16    -0.0818169699616827
#>     Attrib V17    -0.0601352000535566
#>     Attrib V18    -0.0535382211805432
#>     Attrib V19    0.2841301837287034
#>     Attrib V2    0.013012880980523663
#>     Attrib V20    0.27357413340779646
#>     Attrib V21    0.19046979671262826
#>     Attrib V22    0.05849976705460602
#>     Attrib V23    0.1999088360777625
#>     Attrib V24    0.27460568217324144
#>     Attrib V25    -0.053860209162852814
#>     Attrib V26    -0.2752041518942001
#>     Attrib V27    -0.12858446867619241
#>     Attrib V28    0.10152357891964847
#>     Attrib V29    -0.24514156860443273
#>     Attrib V3    0.16090465768463696
#>     Attrib V30    0.05267967990045593
#>     Attrib V31    -0.32245781946882857
#>     Attrib V32    0.09997256913954754
#>     Attrib V33    0.10989522762620409
#>     Attrib V34    -0.0846994544577524
#>     Attrib V35    0.060373412805043415
#>     Attrib V36    -0.20193737772581885
#>     Attrib V37    -0.3002792162587505
#>     Attrib V38    0.432531793500033
#>     Attrib V39    0.08167576088674774
#>     Attrib V4    0.21145984899358328
#>     Attrib V40    -0.21534854568739997
#>     Attrib V41    -0.051938732522482725
#>     Attrib V42    0.03326837197738267
#>     Attrib V43    0.18038816602373484
#>     Attrib V44    0.16100503678147504
#>     Attrib V45    0.10591022303503946
#>     Attrib V46    0.06625452670409428
#>     Attrib V47    0.022622257859201023
#>     Attrib V48    0.04958836434888636
#>     Attrib V49    0.28073536241245794
#>     Attrib V5    0.08176419371564653
#>     Attrib V50    -0.16721422072617573
#>     Attrib V51    -0.052883878355288294
#>     Attrib V52    0.15865457997586546
#>     Attrib V53    0.23988576410504137
#>     Attrib V54    0.22208447930805855
#>     Attrib V55    -0.23614619562857272
#>     Attrib V56    0.12795173016565073
#>     Attrib V57    -0.08092947001594114
#>     Attrib V58    0.08949949434193813
#>     Attrib V59    0.06100626832434326
#>     Attrib V6    -0.13269980235264897
#>     Attrib V60    0.16488252523802746
#>     Attrib V7    -0.027893472218759728
#>     Attrib V8    -0.17653199044078852
#>     Attrib V9    0.26778437799049437
#> Sigmoid Node 9
#>     Inputs    Weights
#>     Threshold    0.1974933287282316
#>     Attrib V1    0.29811470569521736
#>     Attrib V10    1.176431296086102
#>     Attrib V11    1.0102601273487322
#>     Attrib V12    0.6355376531089497
#>     Attrib V13    0.2249556396623024
#>     Attrib V14    -0.5132727548012769
#>     Attrib V15    -0.76518979016281
#>     Attrib V16    -0.8630779130987305
#>     Attrib V17    -0.6677696967401333
#>     Attrib V18    -0.46078617817474926
#>     Attrib V19    0.2970136423142932
#>     Attrib V2    -0.14340077730541573
#>     Attrib V20    0.1910601984828675
#>     Attrib V21    0.3686262855597477
#>     Attrib V22    0.1850159761608013
#>     Attrib V23    0.24137250691504095
#>     Attrib V24    0.4372301647814868
#>     Attrib V25    0.33755708756706737
#>     Attrib V26    0.37608154533037
#>     Attrib V27    0.8379688091752033
#>     Attrib V28    1.1255840928944245
#>     Attrib V29    0.036320009133514845
#>     Attrib V3    0.09189474076248647
#>     Attrib V30    0.6874129145382235
#>     Attrib V31    -0.11885973412716327
#>     Attrib V32    0.41046614456445835
#>     Attrib V33    -0.05120581977393574
#>     Attrib V34    -0.14523574510554893
#>     Attrib V35    0.18896635245486756
#>     Attrib V36    -0.5940654188160823
#>     Attrib V37    -0.8572811535284137
#>     Attrib V38    0.2706442645137608
#>     Attrib V39    0.04977805239740052
#>     Attrib V4    0.18239990820653104
#>     Attrib V40    -0.46675770866506383
#>     Attrib V41    -0.06097524811236721
#>     Attrib V42    -0.17656386615685932
#>     Attrib V43    0.3110359897457146
#>     Attrib V44    0.5187390869519282
#>     Attrib V45    0.6472403543076548
#>     Attrib V46    0.6257194482126823
#>     Attrib V47    0.6117149825275576
#>     Attrib V48    0.6434537624142669
#>     Attrib V49    1.2672610574298457
#>     Attrib V5    0.03417770085496796
#>     Attrib V50    0.10466614584379941
#>     Attrib V51    0.13749668226708497
#>     Attrib V52    0.6027982749586944
#>     Attrib V53    -0.12242212637583534
#>     Attrib V54    0.15360379885626288
#>     Attrib V55    -0.16406253511617724
#>     Attrib V56    -0.4597118019403603
#>     Attrib V57    -0.39533738342375774
#>     Attrib V58    -0.024931529488877762
#>     Attrib V59    -0.7458776904470223
#>     Attrib V6    0.2325702117301994
#>     Attrib V60    -0.3030947449208609
#>     Attrib V7    0.17251757168344253
#>     Attrib V8    -0.22167222936588013
#>     Attrib V9    1.0356050062896138
#> Sigmoid Node 10
#>     Inputs    Weights
#>     Threshold    -0.43949829833371984
#>     Attrib V1    -0.27946362813862197
#>     Attrib V10    -0.22691581730001248
#>     Attrib V11    -0.2763094827751389
#>     Attrib V12    -0.2817652374206811
#>     Attrib V13    -0.28189078190352534
#>     Attrib V14    0.1099335831810394
#>     Attrib V15    0.14121488829333054
#>     Attrib V16    0.41043645290692576
#>     Attrib V17    0.14543209175358257
#>     Attrib V18    0.16323278720059511
#>     Attrib V19    -0.41011097967756444
#>     Attrib V2    0.11041658940130997
#>     Attrib V20    -0.37908617107574866
#>     Attrib V21    -0.21268568792513584
#>     Attrib V22    -0.10513267562533286
#>     Attrib V23    -0.3194907361860199
#>     Attrib V24    -0.5300979233029184
#>     Attrib V25    0.026096148071617815
#>     Attrib V26    0.4235299380752269
#>     Attrib V27    -0.03454597255496317
#>     Attrib V28    -0.5328242275572156
#>     Attrib V29    0.19151968954957152
#>     Attrib V3    -0.1689137410061823
#>     Attrib V30    -0.20483960085567757
#>     Attrib V31    0.4869664159331372
#>     Attrib V32    -0.3440502039004635
#>     Attrib V33    -0.06416582257652084
#>     Attrib V34    0.31213643257321894
#>     Attrib V35    -0.053235086174232504
#>     Attrib V36    0.47950619841791753
#>     Attrib V37    0.6404988022490851
#>     Attrib V38    -0.6700887328946009
#>     Attrib V39    -0.16522307737658337
#>     Attrib V4    -0.1906175254807871
#>     Attrib V40    0.4559200240104413
#>     Attrib V41    0.09188940131895167
#>     Attrib V42    -0.2491672139887578
#>     Attrib V43    -0.47450290550409807
#>     Attrib V44    -0.3119923474855802
#>     Attrib V45    -0.23953592347932057
#>     Attrib V46    -0.23482456094928789
#>     Attrib V47    -0.1276108163574661
#>     Attrib V48    -0.1331411214189469
#>     Attrib V49    -0.6644708613881217
#>     Attrib V5    -0.10545103507265843
#>     Attrib V50    0.3454396210668334
#>     Attrib V51    0.14418148515027415
#>     Attrib V52    -0.262295797773923
#>     Attrib V53    -0.12340076833600455
#>     Attrib V54    -0.24147006358242973
#>     Attrib V55    0.4978043390582712
#>     Attrib V56    -0.12701367322835125
#>     Attrib V57    0.39714879012615395
#>     Attrib V58    -0.14751814557413356
#>     Attrib V59    0.10820401589292153
#>     Attrib V6    0.1861599696028573
#>     Attrib V60    -0.0961989029830782
#>     Attrib V7    0.1725652062426417
#>     Attrib V8    0.392089919366524
#>     Attrib V9    -0.4669912451587349
#> Sigmoid Node 11
#>     Inputs    Weights
#>     Threshold    0.14572860632577403
#>     Attrib V1    0.2945672902876262
#>     Attrib V10    0.10087778078944042
#>     Attrib V11    0.12678110326233655
#>     Attrib V12    0.1728191800656961
#>     Attrib V13    0.1464474900684159
#>     Attrib V14    0.06732452061041636
#>     Attrib V15    0.11063485548590349
#>     Attrib V16    -0.048886071249662336
#>     Attrib V17    0.043740601575516895
#>     Attrib V18    0.06337867270005129
#>     Attrib V19    0.3824801355243517
#>     Attrib V2    -0.027769913741007457
#>     Attrib V20    0.5168809850828441
#>     Attrib V21    0.2646050497878511
#>     Attrib V22    0.10827312897822979
#>     Attrib V23    0.32323352675048467
#>     Attrib V24    0.34763002598412324
#>     Attrib V25    -0.08365034695808662
#>     Attrib V26    -0.5358959433948044
#>     Attrib V27    -0.3806428800393825
#>     Attrib V28    -0.1164316655146298
#>     Attrib V29    -0.5480834891179021
#>     Attrib V3    0.1765016388151973
#>     Attrib V30    -0.08091544568842478
#>     Attrib V31    -0.502452487952818
#>     Attrib V32    0.07541988724405359
#>     Attrib V33    0.1721578595575607
#>     Attrib V34    -0.0014140098889967364
#>     Attrib V35    0.1515200180997263
#>     Attrib V36    -0.254672994509502
#>     Attrib V37    -0.4131614992642436
#>     Attrib V38    0.5744612425912448
#>     Attrib V39    0.1408383781492579
#>     Attrib V4    0.1857935924531278
#>     Attrib V40    -0.22940258633914132
#>     Attrib V41    -0.09666455944796395
#>     Attrib V42    0.18769021134262487
#>     Attrib V43    0.2878729400873031
#>     Attrib V44    0.14714118939998327
#>     Attrib V45    0.10869827266099799
#>     Attrib V46    0.0012806885104162803
#>     Attrib V47    -0.029074403719933167
#>     Attrib V48    -0.0352043115699621
#>     Attrib V49    0.24053419769424247
#>     Attrib V5    0.1521954443238917
#>     Attrib V50    -0.17784222095997657
#>     Attrib V51    -0.007956953195723784
#>     Attrib V52    0.13299629298430016
#>     Attrib V53    0.30658022059468004
#>     Attrib V54    0.37454297454340635
#>     Attrib V55    -0.260878301498562
#>     Attrib V56    0.2978859059867188
#>     Attrib V57    -0.17336930758160002
#>     Attrib V58    0.22853172649157924
#>     Attrib V59    0.1146890163239105
#>     Attrib V6    -0.18895156916982525
#>     Attrib V60    0.2224334792878854
#>     Attrib V7    -0.07725339889889402
#>     Attrib V8    -0.09200694870396627
#>     Attrib V9    0.3357671447134835
#> Sigmoid Node 12
#>     Inputs    Weights
#>     Threshold    0.3163302598593867
#>     Attrib V1    0.40515008779336176
#>     Attrib V10    0.07659889140353722
#>     Attrib V11    0.17972428938151228
#>     Attrib V12    0.07939669874855994
#>     Attrib V13    0.22855581935983577
#>     Attrib V14    0.16148372125037902
#>     Attrib V15    0.2001923460396139
#>     Attrib V16    -0.010404141645036294
#>     Attrib V17    -0.002017737117055071
#>     Attrib V18    0.04170692733416135
#>     Attrib V19    0.5501720220202003
#>     Attrib V2    0.05002773331363783
#>     Attrib V20    0.6324471993381346
#>     Attrib V21    0.38107501460796667
#>     Attrib V22    0.2420095298978802
#>     Attrib V23    0.46364497381729475
#>     Attrib V24    0.39830984425687477
#>     Attrib V25    -0.249318875901578
#>     Attrib V26    -0.7044571111835847
#>     Attrib V27    -0.48293703849629366
#>     Attrib V28    -0.18689574264069786
#>     Attrib V29    -0.6241236805150061
#>     Attrib V3    0.2445257125567098
#>     Attrib V30    -0.1246819679186232
#>     Attrib V31    -0.6854322875649004
#>     Attrib V32    0.0727301270541512
#>     Attrib V33    0.2515879706964827
#>     Attrib V34    -0.0895983250187012
#>     Attrib V35    0.08829841100053928
#>     Attrib V36    -0.36300418407494045
#>     Attrib V37    -0.5305115501203642
#>     Attrib V38    0.7078270436677934
#>     Attrib V39    0.1653848731453301
#>     Attrib V4    0.281247897661527
#>     Attrib V40    -0.24988903586553066
#>     Attrib V41    -0.05329054345105948
#>     Attrib V42    0.30577873574809816
#>     Attrib V43    0.45187455565987195
#>     Attrib V44    0.09175616505387324
#>     Attrib V45    0.08301118342511671
#>     Attrib V46    0.05145676626234959
#>     Attrib V47    -0.10851806093027322
#>     Attrib V48    -0.06600296023263706
#>     Attrib V49    0.29033022421274024
#>     Attrib V5    0.1874335351642026
#>     Attrib V50    -0.29860932232692866
#>     Attrib V51    -0.10943548033018893
#>     Attrib V52    0.2137833475915845
#>     Attrib V53    0.43849098052000807
#>     Attrib V54    0.43991453837508165
#>     Attrib V55    -0.4158662835571987
#>     Attrib V56    0.3802019774794281
#>     Attrib V57    -0.22218902072927782
#>     Attrib V58    0.33244600398573665
#>     Attrib V59    0.2719288372738995
#>     Attrib V6    -0.2988396178282057
#>     Attrib V60    0.3050915847361531
#>     Attrib V7    -0.054476785608919616
#>     Attrib V8    -0.07685971182407246
#>     Attrib V9    0.42706215285141164
#> Sigmoid Node 13
#>     Inputs    Weights
#>     Threshold    -0.19411018832436566
#>     Attrib V1    -0.07327291710169574
#>     Attrib V10    -0.06092368916719519
#>     Attrib V11    -0.07636158197035514
#>     Attrib V12    -0.08296963054435946
#>     Attrib V13    -0.019633128759956212
#>     Attrib V14    0.012845885479765794
#>     Attrib V15    -0.024758436836346966
#>     Attrib V16    0.004843114599509766
#>     Attrib V17    0.018284042514292078
#>     Attrib V18    -0.007812998792053343
#>     Attrib V19    -0.1450800241068231
#>     Attrib V2    0.01349913121984587
#>     Attrib V20    -0.10677227499591825
#>     Attrib V21    -0.0851689432320586
#>     Attrib V22    -0.09934580155506675
#>     Attrib V23    -0.05849223054816118
#>     Attrib V24    -0.10813504063809697
#>     Attrib V25    0.028964353678653656
#>     Attrib V26    0.019015493115262665
#>     Attrib V27    0.00458458721815249
#>     Attrib V28    -0.14691316548663622
#>     Attrib V29    0.03486717440327182
#>     Attrib V3    0.058962243839616325
#>     Attrib V30    -0.05014516358047437
#>     Attrib V31    0.03652781583078416
#>     Attrib V32    -0.007785855073986489
#>     Attrib V33    0.04390410985038767
#>     Attrib V34    0.15344393695962041
#>     Attrib V35    0.04808490443749839
#>     Attrib V36    0.1660981143679485
#>     Attrib V37    0.19761685259559142
#>     Attrib V38    -0.11382222580370904
#>     Attrib V39    0.05927351175242815
#>     Attrib V4    0.010072432006004071
#>     Attrib V40    0.1744613033771476
#>     Attrib V41    0.07690602419696574
#>     Attrib V42    0.055044380306647135
#>     Attrib V43    -0.06289756646271068
#>     Attrib V44    -0.024373532456049778
#>     Attrib V45    -0.09531743312685349
#>     Attrib V46    -0.021325759046033788
#>     Attrib V47    0.004911540576472366
#>     Attrib V48    -0.049396760890799946
#>     Attrib V49    -0.11500244562428477
#>     Attrib V5    0.04232752710602297
#>     Attrib V50    0.009866490415643804
#>     Attrib V51    0.006423983009779095
#>     Attrib V52    -0.08325087874085503
#>     Attrib V53    -0.041562952704189256
#>     Attrib V54    -0.0847404460255693
#>     Attrib V55    0.08010308205050112
#>     Attrib V56    0.020253451722229105
#>     Attrib V57    0.13473470206528285
#>     Attrib V58    0.00810091422595733
#>     Attrib V59    0.07814586615565947
#>     Attrib V6    0.09511082119260887
#>     Attrib V60    0.07456838920121418
#>     Attrib V7    0.10104560227900798
#>     Attrib V8    0.07853565605832434
#>     Attrib V9    -0.06542186103340857
#> Sigmoid Node 14
#>     Inputs    Weights
#>     Threshold    0.2998911102069502
#>     Attrib V1    0.4550016621610857
#>     Attrib V10    0.19832332506053102
#>     Attrib V11    0.2826862161394757
#>     Attrib V12    0.24013072354737133
#>     Attrib V13    0.18453835271068167
#>     Attrib V14    -0.010873757604267285
#>     Attrib V15    0.11488876865252695
#>     Attrib V16    -0.16664271712895312
#>     Attrib V17    -0.05015611319435517
#>     Attrib V18    0.001833817144310286
#>     Attrib V19    0.4706800857310205
#>     Attrib V2    -0.004749099315831595
#>     Attrib V20    0.5612432985463308
#>     Attrib V21    0.3263595008051945
#>     Attrib V22    0.17665210064483108
#>     Attrib V23    0.48091599232374965
#>     Attrib V24    0.49561969794637933
#>     Attrib V25    -0.0606551832732596
#>     Attrib V26    -0.5393969146715362
#>     Attrib V27    -0.45933889361899904
#>     Attrib V28    -0.2221037752091263
#>     Attrib V29    -0.8012838392138845
#>     Attrib V3    0.1920713001975018
#>     Attrib V30    -0.04300136032008146
#>     Attrib V31    -0.4797077825144267
#>     Attrib V32    0.2131927395858678
#>     Attrib V33    0.2775513754245679
#>     Attrib V34    -0.06122976192564426
#>     Attrib V35    0.16056601914264942
#>     Attrib V36    -0.4530964929489495
#>     Attrib V37    -0.6202002795129933
#>     Attrib V38    0.5938202603200773
#>     Attrib V39    0.16584386352204822
#>     Attrib V4    0.18906239846098413
#>     Attrib V40    -0.29373561003406085
#>     Attrib V41    -0.10265198418715926
#>     Attrib V42    0.19023094802431795
#>     Attrib V43    0.3806425849376081
#>     Attrib V44    0.18076310157430922
#>     Attrib V45    0.004500904234436415
#>     Attrib V46    -0.008517805723519857
#>     Attrib V47    -0.10673880682054754
#>     Attrib V48    0.005602722297385369
#>     Attrib V49    0.4371225613830401
#>     Attrib V5    0.07631893615375697
#>     Attrib V50    -0.2544367241256248
#>     Attrib V51    -0.13481244252302896
#>     Attrib V52    0.18922434297264232
#>     Attrib V53    0.3607091579323929
#>     Attrib V54    0.5115345730156117
#>     Attrib V55    -0.35924013178777825
#>     Attrib V56    0.3738106430577377
#>     Attrib V57    -0.30265071560900314
#>     Attrib V58    0.3021925707681632
#>     Attrib V59    0.16848425659857255
#>     Attrib V6    -0.2649781953019378
#>     Attrib V60    0.3390722230353826
#>     Attrib V7    -0.06231002971763868
#>     Attrib V8    -0.18846864086929413
#>     Attrib V9    0.4743770637101387
#> Sigmoid Node 15
#>     Inputs    Weights
#>     Threshold    -0.5135404769338033
#>     Attrib V1    -0.4367610779723215
#>     Attrib V10    -0.8223894001096238
#>     Attrib V11    -0.7529404252824313
#>     Attrib V12    -0.4367289613590544
#>     Attrib V13    -0.3291096370267594
#>     Attrib V14    0.24968621540702773
#>     Attrib V15    0.5292634448684944
#>     Attrib V16    0.7849168397522689
#>     Attrib V17    0.48373258321784796
#>     Attrib V18    0.35169429690717174
#>     Attrib V19    -0.4492925929725045
#>     Attrib V2    0.12030097863874299
#>     Attrib V20    -0.39755526604404995
#>     Attrib V21    -0.35992155142504095
#>     Attrib V22    -0.1508651324497274
#>     Attrib V23    -0.3866430778191411
#>     Attrib V24    -0.5195949229424477
#>     Attrib V25    0.0011261281035026764
#>     Attrib V26    0.28872242828733136
#>     Attrib V27    -0.43095895032405895
#>     Attrib V28    -1.01398428213311
#>     Attrib V29    0.11336448130011781
#>     Attrib V3    -0.16396113364167733
#>     Attrib V30    -0.5617243906997333
#>     Attrib V31    0.5041723207685986
#>     Attrib V32    -0.50303765436324
#>     Attrib V33    -0.10147572150190658
#>     Attrib V34    0.4856931604325038
#>     Attrib V35    -0.02398712666882515
#>     Attrib V36    0.7292026559704586
#>     Attrib V37    1.0093316767389373
#>     Attrib V38    -0.668315702883156
#>     Attrib V39    -0.056368483662280734
#>     Attrib V4    -0.22817231412330574
#>     Attrib V40    0.6602938226983798
#>     Attrib V41    0.11024373242340708
#>     Attrib V42    -0.26040528309653
#>     Attrib V43    -0.5665531700854523
#>     Attrib V44    -0.5387103495719989
#>     Attrib V45    -0.455319401563566
#>     Attrib V46    -0.42938463714434477
#>     Attrib V47    -0.38736163499546866
#>     Attrib V48    -0.4511138540118478
#>     Attrib V49    -1.2024721822091782
#>     Attrib V5    -0.1665705776093374
#>     Attrib V50    0.24969332322502552
#>     Attrib V51    0.15623198395352794
#>     Attrib V52    -0.5278282588133325
#>     Attrib V53    0.05017638682336305
#>     Attrib V54    -0.2462482925113367
#>     Attrib V55    0.6485098076810563
#>     Attrib V56    0.15370162494485148
#>     Attrib V57    0.5026248360427946
#>     Attrib V58    -0.16901638905176056
#>     Attrib V59    0.5562964941957321
#>     Attrib V6    0.01254178823700953
#>     Attrib V60    0.16600425794694354
#>     Attrib V7    0.16759876599050208
#>     Attrib V8    0.4345292280500881
#>     Attrib V9    -0.9551132346142567
#> Sigmoid Node 16
#>     Inputs    Weights
#>     Threshold    -0.16406026461986764
#>     Attrib V1    0.03601052447535281
#>     Attrib V10    0.04634607215295063
#>     Attrib V11    9.349401821965825E-4
#>     Attrib V12    0.0041326965089052755
#>     Attrib V13    0.03559963917214186
#>     Attrib V14    0.0075489411134624105
#>     Attrib V15    -2.5054682334245523E-4
#>     Attrib V16    0.06982254699344641
#>     Attrib V17    0.067664878897603
#>     Attrib V18    0.04950491547365617
#>     Attrib V19    0.0025734617513741096
#>     Attrib V2    0.014985674430836017
#>     Attrib V20    -0.07725970680823406
#>     Attrib V21    -0.09301874041006127
#>     Attrib V22    -0.0887804648627941
#>     Attrib V23    -0.09571174246529661
#>     Attrib V24    -0.026416455730721555
#>     Attrib V25    -0.005252568429011797
#>     Attrib V26    -0.05251822825121992
#>     Attrib V27    -0.04456466277149681
#>     Attrib V28    -0.007589581191138011
#>     Attrib V29    -0.02785378258999002
#>     Attrib V3    0.09959904275434622
#>     Attrib V30    -0.037526830675923724
#>     Attrib V31    -0.026104232640213155
#>     Attrib V32    0.022172518699379043
#>     Attrib V33    0.017673346795759423
#>     Attrib V34    0.06149678752607027
#>     Attrib V35    0.041426154449685317
#>     Attrib V36    0.049330463172952865
#>     Attrib V37    0.09293736295235826
#>     Attrib V38    0.05598161070865583
#>     Attrib V39    0.057175080610964185
#>     Attrib V4    0.09872851932374037
#>     Attrib V40    0.02684770586949006
#>     Attrib V41    0.0484902286464274
#>     Attrib V42    0.07115196430812161
#>     Attrib V43    0.008530188963693019
#>     Attrib V44    -1.0565428081539478E-4
#>     Attrib V45    0.020257925750829717
#>     Attrib V46    0.045227995805992904
#>     Attrib V47    0.04373690670010437
#>     Attrib V48    0.02199370229429488
#>     Attrib V49    -0.007268942600415466
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#>     Attrib V50    0.06922678174573195
#>     Attrib V51    0.10434365995862707
#>     Attrib V52    0.08023861465622709
#>     Attrib V53    0.08947591548499158
#>     Attrib V54    -0.0012295892475449122
#>     Attrib V55    0.07110299075339208
#>     Attrib V56    0.07952190173081723
#>     Attrib V57    0.10171494218780423
#>     Attrib V58    0.09907879034146562
#>     Attrib V59    0.013268630893326257
#>     Attrib V6    0.058941522424590304
#>     Attrib V60    0.08078037126564525
#>     Attrib V7    0.04690355885166359
#>     Attrib V8    0.01043673471973114
#>     Attrib V9    0.08403052175533031
#> Sigmoid Node 17
#>     Inputs    Weights
#>     Threshold    0.1441827094926372
#>     Attrib V1    0.32144423498384656
#>     Attrib V10    0.13555288426981488
#>     Attrib V11    0.1289854254602721
#>     Attrib V12    0.0904151556849387
#>     Attrib V13    0.12643276472331758
#>     Attrib V14    0.07911254116559803
#>     Attrib V15    0.1992567269122346
#>     Attrib V16    -0.021154494059030342
#>     Attrib V17    0.006096094656367771
#>     Attrib V18    0.022938437712532563
#>     Attrib V19    0.3474466060995384
#>     Attrib V2    0.09109439985950298
#>     Attrib V20    0.3976040923709945
#>     Attrib V21    0.24280163373508817
#>     Attrib V22    0.149720899990409
#>     Attrib V23    0.21641262540771342
#>     Attrib V24    0.273346739988412
#>     Attrib V25    -0.16918703903222476
#>     Attrib V26    -0.47479444642927937
#>     Attrib V27    -0.3168998477862499
#>     Attrib V28    -0.12373044517816176
#>     Attrib V29    -0.4735047600958751
#>     Attrib V3    0.19544948798379094
#>     Attrib V30    -0.0653172659144039
#>     Attrib V31    -0.37904982138876686
#>     Attrib V32    0.0253983966889045
#>     Attrib V33    0.16085048803027568
#>     Attrib V34    -0.0952344416847336
#>     Attrib V35    0.09820752736399281
#>     Attrib V36    -0.2782769319570541
#>     Attrib V37    -0.3485337201778291
#>     Attrib V38    0.4972623169663259
#>     Attrib V39    0.15423947654765802
#>     Attrib V4    0.20695610084780403
#>     Attrib V40    -0.2304871158419292
#>     Attrib V41    -0.03352009851990127
#>     Attrib V42    0.1309845714292341
#>     Attrib V43    0.27278564319795473
#>     Attrib V44    0.12534942592556206
#>     Attrib V45    0.07233162854590301
#>     Attrib V46    -0.03905014137304503
#>     Attrib V47    -0.11039893824751176
#>     Attrib V48    -0.025187305942482544
#>     Attrib V49    0.1763963512862309
#>     Attrib V5    0.1204792604004018
#>     Attrib V50    -0.15452221975574576
#>     Attrib V51    -0.043824668383451365
#>     Attrib V52    0.1277490208926045
#>     Attrib V53    0.2682890248235537
#>     Attrib V54    0.2740848578645558
#>     Attrib V55    -0.16801401308749192
#>     Attrib V56    0.2930570428003587
#>     Attrib V57    -0.07553438616851287
#>     Attrib V58    0.16342551501238725
#>     Attrib V59    0.10928444698826485
#>     Attrib V6    -0.14527322362548517
#>     Attrib V60    0.226473221296695
#>     Attrib V7    -0.07003071789828436
#>     Attrib V8    -0.06698806499399464
#>     Attrib V9    0.28678690841214105
#> Sigmoid Node 18
#>     Inputs    Weights
#>     Threshold    -0.41945008038630077
#>     Attrib V1    -0.3153752520693737
#>     Attrib V10    -0.20334484851541593
#>     Attrib V11    -0.2550981324249035
#>     Attrib V12    -0.29578241712257164
#>     Attrib V13    -0.2909959307183998
#>     Attrib V14    0.0590083135727451
#>     Attrib V15    0.12052909523998569
#>     Attrib V16    0.3633313410707316
#>     Attrib V17    0.12779347042541125
#>     Attrib V18    0.15788537812793102
#>     Attrib V19    -0.4809073524670632
#>     Attrib V2    0.10041204155538211
#>     Attrib V20    -0.4025878954813679
#>     Attrib V21    -0.2295709012899954
#>     Attrib V22    -0.13312674330541258
#>     Attrib V23    -0.37712016143194976
#>     Attrib V24    -0.5242852916404233
#>     Attrib V25    0.08707395688063276
#>     Attrib V26    0.469093259171489
#>     Attrib V27    0.04699350050546648
#>     Attrib V28    -0.4527858477432987
#>     Attrib V29    0.25802330998224804
#>     Attrib V3    -0.12182252564228038
#>     Attrib V30    -0.24140740736309035
#>     Attrib V31    0.47840964819495146
#>     Attrib V32    -0.25946651514735963
#>     Attrib V33    -0.1072112721196848
#>     Attrib V34    0.26895966808684935
#>     Attrib V35    -0.12690744698830048
#>     Attrib V36    0.4868693783565005
#>     Attrib V37    0.5878497904248623
#>     Attrib V38    -0.7355949274658261
#>     Attrib V39    -0.1175586529909109
#>     Attrib V4    -0.22107875291390114
#>     Attrib V40    0.39722860232388524
#>     Attrib V41    0.02932225233604749
#>     Attrib V42    -0.20991522232525986
#>     Attrib V43    -0.4484540077379039
#>     Attrib V44    -0.28329946855934224
#>     Attrib V45    -0.2990888392926413
#>     Attrib V46    -0.2136442591182275
#>     Attrib V47    -0.050452067919614194
#>     Attrib V48    -0.07656670637377684
#>     Attrib V49    -0.60169062376383
#>     Attrib V5    -0.1062826789359033
#>     Attrib V50    0.24744528822591014
#>     Attrib V51    0.18234744500497918
#>     Attrib V52    -0.2627304861095208
#>     Attrib V53    -0.18161113568908452
#>     Attrib V54    -0.3027704932148281
#>     Attrib V55    0.49553191661404583
#>     Attrib V56    -0.1069356127022684
#>     Attrib V57    0.3635519140397819
#>     Attrib V58    -0.13897642160936455
#>     Attrib V59    0.1113532248425905
#>     Attrib V6    0.13272824589360963
#>     Attrib V60    -0.05947684799871834
#>     Attrib V7    0.167646576883854
#>     Attrib V8    0.39055728348633534
#>     Attrib V9    -0.4279599234783782
#> Sigmoid Node 19
#>     Inputs    Weights
#>     Threshold    0.2932585477875902
#>     Attrib V1    0.29654521708794385
#>     Attrib V10    0.8490262323081312
#>     Attrib V11    0.7544760779846063
#>     Attrib V12    0.559350824227051
#>     Attrib V13    0.2613425382660587
#>     Attrib V14    -0.2560372013668409
#>     Attrib V15    -0.4233068572159281
#>     Attrib V16    -0.7276559527362054
#>     Attrib V17    -0.5386029587098838
#>     Attrib V18    -0.4210786616499342
#>     Attrib V19    0.2816306296428136
#>     Attrib V2    -0.06990603095186243
#>     Attrib V20    0.15125886913053435
#>     Attrib V21    0.16626298958678082
#>     Attrib V22    0.06892727896693808
#>     Attrib V23    0.10868189947139668
#>     Attrib V24    0.2906696856355565
#>     Attrib V25    0.13586914230382158
#>     Attrib V26    0.13197660993004015
#>     Attrib V27    0.5842026241736746
#>     Attrib V28    0.9525876424660714
#>     Attrib V29    0.03778945149997329
#>     Attrib V3    0.11161406933812884
#>     Attrib V30    0.5176733695253979
#>     Attrib V31    -0.22654985461861418
#>     Attrib V32    0.3198075657137333
#>     Attrib V33    0.021595887370940123
#>     Attrib V34    -0.22837511163480978
#>     Attrib V35    0.16309128700044173
#>     Attrib V36    -0.5726987795635753
#>     Attrib V37    -0.7567991879344931
#>     Attrib V38    0.3246429948911265
#>     Attrib V39    -0.027572369677544156
#>     Attrib V4    0.22090471278406804
#>     Attrib V40    -0.48463816571893065
#>     Attrib V41    -0.152263073894949
#>     Attrib V42    0.019180099506837318
#>     Attrib V43    0.25930722380302657
#>     Attrib V44    0.3803246185357197
#>     Attrib V45    0.5775194253655872
#>     Attrib V46    0.467302072062039
#>     Attrib V47    0.3693038073517509
#>     Attrib V48    0.47709020023462884
#>     Attrib V49    1.0250248694116082
#>     Attrib V5    0.10364967415431348
#>     Attrib V50    -0.10642819087563346
#>     Attrib V51    -0.024340342840856746
#>     Attrib V52    0.48516650698406516
#>     Attrib V53    -0.05588260697214044
#>     Attrib V54    0.13711972731817326
#>     Attrib V55    -0.2735040500205175
#>     Attrib V56    -0.2858515745904847
#>     Attrib V57    -0.3795238865138394
#>     Attrib V58    0.1158642506823097
#>     Attrib V59    -0.5477266932254857
#>     Attrib V6    0.0804921158621019
#>     Attrib V60    -0.16434920997062086
#>     Attrib V7    0.03889964402817273
#>     Attrib V8    -0.30623264271697287
#>     Attrib V9    0.8110001763067747
#> Sigmoid Node 20
#>     Inputs    Weights
#>     Threshold    0.23553676275500443
#>     Attrib V1    0.3960435393280435
#>     Attrib V10    0.10966885476956835
#>     Attrib V11    0.14813826695794471
#>     Attrib V12    0.19639504435368188
#>     Attrib V13    0.19458856187345808
#>     Attrib V14    0.11821626087073418
#>     Attrib V15    0.12817613147644297
#>     Attrib V16    -0.11199055001914204
#>     Attrib V17    -0.025964300891488847
#>     Attrib V18    0.04574054003154099
#>     Attrib V19    0.4453197689125393
#>     Attrib V2    0.009905144722059521
#>     Attrib V20    0.5273841914353308
#>     Attrib V21    0.35490765817478065
#>     Attrib V22    0.18526354327061936
#>     Attrib V23    0.38143296725447773
#>     Attrib V24    0.3780858848204526
#>     Attrib V25    -0.1555492674060731
#>     Attrib V26    -0.500482117243846
#>     Attrib V27    -0.31151930837197445
#>     Attrib V28    -0.12587162132861246
#>     Attrib V29    -0.5043699138079332
#>     Attrib V3    0.19969693768751728
#>     Attrib V30    -0.042195787384877906
#>     Attrib V31    -0.5166743256638786
#>     Attrib V32    0.06505441710685914
#>     Attrib V33    0.14986766902626572
#>     Attrib V34    -0.13511980403053786
#>     Attrib V35    0.0829576060333908
#>     Attrib V36    -0.26547036966410503
#>     Attrib V37    -0.39347845033121664
#>     Attrib V38    0.6186800641624426
#>     Attrib V39    0.13512927104865002
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#>     Attrib V40    -0.2507243944807099
#>     Attrib V41    -0.040111755987244466
#>     Attrib V42    0.18572859591054333
#>     Attrib V43    0.3816718561414681
#>     Attrib V44    0.18448837242881608
#>     Attrib V45    0.0769067058194797
#>     Attrib V46    -0.02231977532793059
#>     Attrib V47    -0.11818908394497842
#>     Attrib V48    -0.03182845833616232
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#>     Attrib V5    0.16712158389562082
#>     Attrib V50    -0.2340651974279396
#>     Attrib V51    -0.0336440679269248
#>     Attrib V52    0.22492129694645596
#>     Attrib V53    0.33959775639298656
#>     Attrib V54    0.40371994109121917
#>     Attrib V55    -0.29310257467414896
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#>     Attrib V57    -0.2418189893719175
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#>     Attrib V6    -0.22048333451648372
#>     Attrib V60    0.2520203323462941
#>     Attrib V7    -0.040478930294787885
#>     Attrib V8    -0.20913476178531068
#>     Attrib V9    0.35335907536210565
#> Sigmoid Node 21
#>     Inputs    Weights
#>     Threshold    -0.6296310842898095
#>     Attrib V1    -0.44615555816640967
#>     Attrib V10    -0.42145680391465434
#>     Attrib V11    -0.5014977493244175
#>     Attrib V12    -0.46548500504089635
#>     Attrib V13    -0.45829961936222585
#>     Attrib V14    0.11036549073558458
#>     Attrib V15    0.2766687597384665
#>     Attrib V16    0.6183306303170848
#>     Attrib V17    0.2998431701651148
#>     Attrib V18    0.24030079059814197
#>     Attrib V19    -0.6411196762772305
#>     Attrib V2    0.1576635778328822
#>     Attrib V20    -0.5615989131632017
#>     Attrib V21    -0.2696702570878788
#>     Attrib V22    -0.13279082347309376
#>     Attrib V23    -0.48802407732744424
#>     Attrib V24    -0.7132785462389485
#>     Attrib V25    0.07638203787212686
#>     Attrib V26    0.6042856222200009
#>     Attrib V27    -0.08613394751132564
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#>     Attrib V29    0.29493490768148367
#>     Attrib V3    -0.2400708700091854
#>     Attrib V30    -0.39042318340079324
#>     Attrib V31    0.7213013919601359
#>     Attrib V32    -0.4523882383780119
#>     Attrib V33    -0.14501320612172788
#>     Attrib V34    0.42329438921334245
#>     Attrib V35    -0.13743316788784266
#>     Attrib V36    0.6567646868004607
#>     Attrib V37    0.9464608242945616
#>     Attrib V38    -1.0856180587667243
#>     Attrib V39    -0.21981969714912164
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#>     Attrib V40    0.7020443763670711
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#>     Attrib V42    -0.3605363907348137
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#>     Attrib V44    -0.4525806752072056
#>     Attrib V45    -0.41272054762943333
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#>     Attrib V5    -0.13838846030574337
#>     Attrib V50    0.4928236153810186
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#>     Attrib V52    -0.3343494391799686
#>     Attrib V53    -0.19977581265243557
#>     Attrib V54    -0.36013023206163214
#>     Attrib V55    0.7801215309627463
#>     Attrib V56    -0.13372495382190444
#>     Attrib V57    0.6931689891680483
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#>     Attrib V6    0.1776606087524505
#>     Attrib V60    -0.028610093520869986
#>     Attrib V7    0.2639959989904926
#>     Attrib V8    0.546168841898774
#>     Attrib V9    -0.6770830962148238
#> Sigmoid Node 22
#>     Inputs    Weights
#>     Threshold    0.13223344725437328
#>     Attrib V1    0.42110355273884986
#>     Attrib V10    -0.0028765801486647802
#>     Attrib V11    0.035559303371065755
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#>     Attrib V13    0.1642249834769589
#>     Attrib V14    0.1837442170556002
#>     Attrib V15    0.2177919530538499
#>     Attrib V16    0.11899728944273526
#>     Attrib V17    0.09857254804993996
#>     Attrib V18    0.09007233003724555
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#>     Attrib V20    0.5226550537296943
#>     Attrib V21    0.2884059693274397
#>     Attrib V22    0.08413996939093163
#>     Attrib V23    0.24808823480855635
#>     Attrib V24    0.34296049545554513
#>     Attrib V25    -0.19621523587890521
#>     Attrib V26    -0.6158061015600844
#>     Attrib V27    -0.519142809041383
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#>     Attrib V29    -0.5957856701341222
#>     Attrib V3    0.22344219959716427
#>     Attrib V30    -0.20483260540429368
#>     Attrib V31    -0.45352828039511756
#>     Attrib V32    0.033119216423086295
#>     Attrib V33    0.11570624753472457
#>     Attrib V34    -0.09112221155730975
#>     Attrib V35    0.060045915285082026
#>     Attrib V36    -0.2727463057215894
#>     Attrib V37    -0.33363105205316923
#>     Attrib V38    0.5303414522298169
#>     Attrib V39    0.16510576548552466
#>     Attrib V4    0.2292310589401964
#>     Attrib V40    -0.1422929651911167
#>     Attrib V41    -0.08498395799098345
#>     Attrib V42    0.20290801548130222
#>     Attrib V43    0.36187507017912346
#>     Attrib V44    0.07549799385191734
#>     Attrib V45    -0.06850711170273381
#>     Attrib V46    -0.03126036657819039
#>     Attrib V47    -0.1567282370377791
#>     Attrib V48    -0.08430996544775993
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#>     Attrib V50    -0.18139729160518803
#>     Attrib V51    -0.07877206228776062
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#>     Attrib V53    0.3988778198214073
#>     Attrib V54    0.4369571825127484
#>     Attrib V55    -0.19841364897880284
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#>     Attrib V57    -0.10858740149967192
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#>     Attrib V7    -0.024302588829861655
#>     Attrib V8    -0.1526761168555407
#>     Attrib V9    0.25903150365515004
#> Sigmoid Node 23
#>     Inputs    Weights
#>     Threshold    0.14155073600319
#>     Attrib V1    0.39052912984345384
#>     Attrib V10    -0.06554400351467601
#>     Attrib V11    0.06402696075841574
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#>     Attrib V13    0.21529998195471864
#>     Attrib V14    0.19212229111511012
#>     Attrib V15    0.239293226923527
#>     Attrib V16    0.04043458592222491
#>     Attrib V17    0.14886503627759531
#>     Attrib V18    0.12012401186877064
#>     Attrib V19    0.4018943459054934
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#>     Attrib V20    0.4777465484323174
#>     Attrib V21    0.2415355628581007
#>     Attrib V22    0.10404701252397786
#>     Attrib V23    0.3106800442021843
#>     Attrib V24    0.2782210785992117
#>     Attrib V25    -0.1767526219723604
#>     Attrib V26    -0.5485266505012147
#>     Attrib V27    -0.5072409140224263
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#>     Attrib V29    -0.6290471332628954
#>     Attrib V3    0.2715673931218331
#>     Attrib V30    -0.2058013250142072
#>     Attrib V31    -0.5169822938605674
#>     Attrib V32    0.0011483592281734969
#>     Attrib V33    0.13196057133603942
#>     Attrib V34    -0.0963546133084354
#>     Attrib V35    0.12518712952488303
#>     Attrib V36    -0.21611586815296
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#>     Attrib V38    0.5702201970945793
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#>     Attrib V40    -0.19647607890961938
#>     Attrib V41    -0.06685226520408455
#>     Attrib V42    0.1844106690875415
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#>     Attrib V44    0.08339987822433796
#>     Attrib V45    0.022984900957186923
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#>     Attrib V49    0.16764700182758133
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#>     Attrib V51    -0.07626502843795925
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#>     Attrib V53    0.43211638540826597
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#>     Attrib V55    -0.19041907475562825
#>     Attrib V56    0.4168844139084752
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#>     Attrib V6    -0.21192037603685013
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#>     Attrib V7    -0.025033874933121654
#>     Attrib V8    -0.1371838300263508
#>     Attrib V9    0.22422161486416511
#> Sigmoid Node 24
#>     Inputs    Weights
#>     Threshold    -0.16910032064549005
#>     Attrib V1    -0.2053083922180224
#>     Attrib V10    -0.14372033898852915
#>     Attrib V11    -0.15624757062139852
#>     Attrib V12    -0.1557972559995384
#>     Attrib V13    -0.20830857763236058
#>     Attrib V14    0.005530290784837858
#>     Attrib V15    0.10961505075575732
#>     Attrib V16    0.17690178185806055
#>     Attrib V17    0.145899560345458
#>     Attrib V18    0.06096194495564398
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#>     Attrib V2    0.0070027666015843254
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#>     Attrib V21    -0.11227178860686009
#>     Attrib V22    -0.06345456390596187
#>     Attrib V23    -0.12735245735605122
#>     Attrib V24    -0.2746626542997801
#>     Attrib V25    0.03282599522866868
#>     Attrib V26    0.2473119620463293
#>     Attrib V27    -0.0703278374066388
#>     Attrib V28    -0.283702989074132
#>     Attrib V29    0.07465284427214232
#>     Attrib V3    -0.1021772772366521
#>     Attrib V30    -0.14523763147371732
#>     Attrib V31    0.18413730051189675
#>     Attrib V32    -0.09710603150817083
#>     Attrib V33    -0.06152811344979455
#>     Attrib V34    0.17363308298354058
#>     Attrib V35    -0.0033053433318603657
#>     Attrib V36    0.3246684542775195
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#>     Attrib V39    -0.08941855040305664
#>     Attrib V4    -0.07102724934906185
#>     Attrib V40    0.2485186445406233
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#>     Attrib V42    -0.13202709962222603
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#>     Attrib V44    -0.20079923172495862
#>     Attrib V45    -0.21308548837053765
#>     Attrib V46    -0.13501116043865263
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#>     Attrib V48    -0.08616200195044345
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#>     Attrib V5    -0.09043045568002557
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#>     Attrib V51    0.06781255068051287
#>     Attrib V52    -0.09783616382349503
#>     Attrib V53    -0.12731844885410318
#>     Attrib V54    -0.1591396684161929
#>     Attrib V55    0.2240356152451645
#>     Attrib V56    -0.015255065948388427
#>     Attrib V57    0.2500757240361539
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#>     Attrib V60    -0.07034356019730069
#>     Attrib V7    0.04157179374416462
#>     Attrib V8    0.20213781255639318
#>     Attrib V9    -0.1745919800968389
#> Sigmoid Node 25
#>     Inputs    Weights
#>     Threshold    0.2767055714024684
#>     Attrib V1    0.2504151860392949
#>     Attrib V10    1.6304221402446653
#>     Attrib V11    1.267068038878359
#>     Attrib V12    0.6178716641489146
#>     Attrib V13    0.13206369495845013
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#>     Attrib V15    -1.2595237517798457
#>     Attrib V16    -1.296286254603462
#>     Attrib V17    -0.9335576509938749
#>     Attrib V18    -0.5015577997244388
#>     Attrib V19    0.6934704480692783
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#>     Attrib V20    0.48708719893186914
#>     Attrib V21    0.8387334808228171
#>     Attrib V22    0.6694333167245068
#>     Attrib V23    0.6727660949898167
#>     Attrib V24    0.6566185850607259
#>     Attrib V25    0.3008861929866795
#>     Attrib V26    0.3830630886415185
#>     Attrib V27    1.1070365664506348
#>     Attrib V28    1.5344526410833537
#>     Attrib V29    0.0012914937197592024
#>     Attrib V3    0.22581576577401002
#>     Attrib V30    0.8665365197021336
#>     Attrib V31    -0.43183338213487904
#>     Attrib V32    0.5006232788293514
#>     Attrib V33    -0.2938393594151915
#>     Attrib V34    -0.44050428014447773
#>     Attrib V35    0.14791939944253055
#>     Attrib V36    -0.970286360535942
#>     Attrib V37    -1.5099014661048715
#>     Attrib V38    0.05904342066375233
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#>     Attrib V4    0.2962680047923032
#>     Attrib V40    -0.5947119030565517
#>     Attrib V41    0.2065003193946548
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#>     Attrib V43    0.5008428933368004
#>     Attrib V44    1.0248006744701035
#>     Attrib V45    1.0148890438339404
#>     Attrib V46    0.9357336235001429
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#>     Attrib V48    0.9305925759828353
#>     Attrib V49    2.0279166574848624
#>     Attrib V5    0.13516633159839012
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#>     Attrib V51    0.2238708642442278
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#>     Attrib V53    -0.28878751428950045
#>     Attrib V54    0.18112515579868227
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#>     Attrib V57    -0.4261117619250281
#>     Attrib V58    0.14737338938412836
#>     Attrib V59    -1.1018296987296015
#>     Attrib V6    0.5115434571772974
#>     Attrib V60    -0.5075029662923439
#>     Attrib V7    0.24286320662957994
#>     Attrib V8    -0.2781030399509027
#>     Attrib V9    1.5272752766958875
#> Sigmoid Node 26
#>     Inputs    Weights
#>     Threshold    -0.2942899905507589
#>     Attrib V1    -0.2331756976042435
#>     Attrib V10    -0.15230184241020644
#>     Attrib V11    -0.1983249685836126
#>     Attrib V12    -0.1789958345294829
#>     Attrib V13    -0.2295500138010641
#>     Attrib V14    0.07429211588261705
#>     Attrib V15    0.08857096774719506
#>     Attrib V16    0.24865391550260282
#>     Attrib V17    0.14744963829798552
#>     Attrib V18    0.05424118047282302
#>     Attrib V19    -0.22085016922984962
#>     Attrib V2    0.06313928750134455
#>     Attrib V20    -0.23127153281098892
#>     Attrib V21    -0.13757661850581396
#>     Attrib V22    -0.0538859981811648
#>     Attrib V23    -0.21268052698008397
#>     Attrib V24    -0.34469814159136525
#>     Attrib V25    0.04353552256375203
#>     Attrib V26    0.25618429181543145
#>     Attrib V27    -0.0037568779022766384
#>     Attrib V28    -0.3275990352456924
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#>     Attrib V30    -0.1645575854906615
#>     Attrib V31    0.2514296202563395
#>     Attrib V32    -0.21804676360327085
#>     Attrib V33    -0.024773653716232455
#>     Attrib V34    0.1911212064484991
#>     Attrib V35    0.027886896017818543
#>     Attrib V36    0.4019695563165133
#>     Attrib V37    0.49465111709183157
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#>     Attrib V44    -0.21925407181280646
#>     Attrib V45    -0.19626709729258446
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#>     Attrib V48    -0.061350363936279476
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#>     Attrib V50    0.1697401220989016
#>     Attrib V51    0.047916519948012964
#>     Attrib V52    -0.1978521458730451
#>     Attrib V53    -0.1343771258516724
#>     Attrib V54    -0.17606800956316976
#>     Attrib V55    0.3031020795325144
#>     Attrib V56    -0.05137698082238437
#>     Attrib V57    0.2956258622461223
#>     Attrib V58    -0.07548654580020242
#>     Attrib V59    0.09925772475954099
#>     Attrib V6    0.11823145520365695
#>     Attrib V60    8.12837329873822E-4
#>     Attrib V7    0.065099772538446
#>     Attrib V8    0.2765438020968489
#>     Attrib V9    -0.29548974431255154
#> Sigmoid Node 27
#>     Inputs    Weights
#>     Threshold    0.3054107033125669
#>     Attrib V1    0.3928984433893447
#>     Attrib V10    1.1861965116804662
#>     Attrib V11    1.0097404805252364
#>     Attrib V12    0.5811054710101788
#>     Attrib V13    0.22332110640546632
#>     Attrib V14    -0.477571445180592
#>     Attrib V15    -0.6917768673642294
#>     Attrib V16    -0.8753656372065589
#>     Attrib V17    -0.7200408597914858
#>     Attrib V18    -0.44467598107045686
#>     Attrib V19    0.3122319675329233
#>     Attrib V2    -0.12219549465233312
#>     Attrib V20    0.18992268554645186
#>     Attrib V21    0.43475614407937063
#>     Attrib V22    0.22958243171781392
#>     Attrib V23    0.19808275982473827
#>     Attrib V24    0.37804645058330755
#>     Attrib V25    0.20235421860639882
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#>     Attrib V8    -0.21226750734612132
#>     Attrib V9    1.0826745328849061
#> Sigmoid Node 28
#>     Inputs    Weights
#>     Threshold    -0.4361726734085255
#>     Attrib V1    -0.35415788653365726
#>     Attrib V10    -0.31818475101443966
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#>     Attrib V8    0.43979067420306805
#>     Attrib V9    -0.48923396310952083
#> Sigmoid Node 29
#>     Inputs    Weights
#>     Threshold    0.25441138870529917
#>     Attrib V1    0.31000207232564964
#>     Attrib V10    0.16325919707334635
#>     Attrib V11    0.2631523648300898
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#>     Attrib V8    -0.17166848857324568
#>     Attrib V9    0.402495105916571
#> Sigmoid Node 30
#>     Inputs    Weights
#>     Threshold    -0.17003042112411243
#>     Attrib V1    -0.15845284597419065
#>     Attrib V10    -0.05203559435712271
#>     Attrib V11    -0.12158159640216579
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#>     Attrib V5    -0.08571907041388073
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#>     Attrib V51    -1.270446127177722E-4
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#>     Attrib V60    -0.018701529819990997
#>     Attrib V7    0.016884864767003165
#>     Attrib V8    0.15524094838734082
#>     Attrib V9    -0.20284549969664614
#> Sigmoid Node 31
#>     Inputs    Weights
#>     Threshold    0.18809995204107202
#>     Attrib V1    0.4838211221611267
#>     Attrib V10    -0.05113335084002878
#>     Attrib V11    0.060256670578834826
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#>     Attrib V18    0.12483331585222475
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#>     Attrib V20    0.6718700388638024
#>     Attrib V21    0.28847550471817673
#>     Attrib V22    0.156476930825802
#>     Attrib V23    0.418831690454663
#>     Attrib V24    0.42605291211921364
#>     Attrib V25    -0.2790846570743307
#>     Attrib V26    -0.7623933017447782
#>     Attrib V27    -0.7036152194704075
#>     Attrib V28    -0.43656971485970497
#>     Attrib V29    -0.8045892108389244
#>     Attrib V3    0.238434344176347
#>     Attrib V30    -0.25018089458140896
#>     Attrib V31    -0.5815431948091464
#>     Attrib V32    0.02275355921568351
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#>     Attrib V40    -0.18913184812296546
#>     Attrib V41    -0.11089166377545162
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#>     Attrib V44    0.0945631915296791
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#>     Attrib V46    -0.06633527851039064
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#>     Attrib V53    0.5362028449098596
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#>     Attrib V6    -0.29444327556192823
#>     Attrib V60    0.41879518003063987
#>     Attrib V7    -0.0024491962985031977
#>     Attrib V8    -0.07457318230306766
#>     Attrib V9    0.33915272926193796
#> Sigmoid Node 32
#>     Inputs    Weights
#>     Threshold    -0.03311771019356282
#>     Attrib V1    0.229039174973601
#>     Attrib V10    0.03521797466298871
#>     Attrib V11    0.08406432982450761
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#>     Attrib V13    0.07757342053094779
#>     Attrib V14    0.14223927200658987
#>     Attrib V15    0.11830927263213321
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#>     Attrib V17    -0.002910582777353737
#>     Attrib V18    0.08718396006126222
#>     Attrib V19    0.13604853861200616
#>     Attrib V2    0.049532444051628904
#>     Attrib V20    0.21957423452924194
#>     Attrib V21    0.13886381087328756
#>     Attrib V22    0.007938664652916193
#>     Attrib V23    0.1042331132436526
#>     Attrib V24    0.07462486352252044
#>     Attrib V25    -0.14986330542807136
#>     Attrib V26    -0.2737212620559678
#>     Attrib V27    -0.16695743689599174
#>     Attrib V28    -0.011296187065600842
#>     Attrib V29    -0.1987434340390346
#>     Attrib V3    0.19194325456526848
#>     Attrib V30    -0.014198584372042898
#>     Attrib V31    -0.27194556150346005
#>     Attrib V32    -0.01583747723775285
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#>     Attrib V34    -0.038800982462115934
#>     Attrib V35    0.05989887226583126
#>     Attrib V36    -0.06379367882513849
#>     Attrib V37    -0.11466062118949051
#>     Attrib V38    0.23978430218461788
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#>     Attrib V40    -0.12698690994651346
#>     Attrib V41    -0.06428294539126328
#>     Attrib V42    0.09056297052161058
#>     Attrib V43    0.07530868556403882
#>     Attrib V44    0.09555074004712948
#>     Attrib V45    0.08084937772119818
#>     Attrib V46    0.03288458442107821
#>     Attrib V47    -0.0017562981184097535
#>     Attrib V48    -0.03719191880279151
#>     Attrib V49    0.16572133885875473
#>     Attrib V5    0.12250841798609817
#>     Attrib V50    -0.08315142668725232
#>     Attrib V51    0.031001017799827814
#>     Attrib V52    0.15791529153070258
#>     Attrib V53    0.190513539069159
#>     Attrib V54    0.12915725580561951
#>     Attrib V55    -0.0763820629941773
#>     Attrib V56    0.16475751595750793
#>     Attrib V57    -0.011957220314467276
#>     Attrib V58    0.18727333924463066
#>     Attrib V59    0.08533440941672522
#>     Attrib V6    -0.036412402869960545
#>     Attrib V60    0.1356667954746169
#>     Attrib V7    0.02500947854905179
#>     Attrib V8    -0.009247680968937052
#>     Attrib V9    0.19754500568353098
#> 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 
#>  0.2173913