Classification MultilayerPerceptron Learner
mlr_learners_classif.multilayer_perceptron.Rd
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.
Parameters
Id | Type | Default | Levels | Range |
subset | untyped | - | - | |
na.action | untyped | - | - | |
L | numeric | 0.3 | \([0, 1]\) | |
M | numeric | 0.2 | \([0, 1]\) | |
N | integer | 500 | \([1, \infty)\) | |
V | numeric | 0 | \([0, 100]\) | |
S | integer | 0 | \([0, \infty)\) | |
E | integer | 20 | \([1, \infty)\) | |
A | logical | FALSE | TRUE, FALSE | - |
B | logical | FALSE | TRUE, FALSE | - |
H | untyped | "a" | - | |
C | logical | FALSE | TRUE, FALSE | - |
I | logical | FALSE | TRUE, FALSE | - |
R | logical | FALSE | TRUE, FALSE | - |
D | logical | FALSE | TRUE, FALSE | - |
output_debug_info | logical | FALSE | TRUE, FALSE | - |
do_not_check_capabilities | logical | FALSE | TRUE, FALSE | - |
num_decimal_places | integer | 2 | \([1, \infty)\) | |
batch_size | integer | 100 | \([1, \infty)\) | |
options | untyped | NULL | - |
See also
as.data.table(mlr_learners)
for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner
-> mlr3::LearnerClassif
-> LearnerClassifMultilayerPerceptron
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
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#> Attrib V40 -0.3279953702658555
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#> 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
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#> Attrib V58 0.39034606368393937
#> Attrib V59 0.336962432540792
#> Attrib V6 -0.39613434639755135
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#> 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
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#> 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
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#> 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
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#> Attrib V49 0.2441716882438958
#> Attrib V5 0.16110795620276913
#> Attrib V50 -0.14032960130775154
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#> 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
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#> Attrib V23 -0.5028596200687555
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#> Attrib V25 0.09869926758682802
#> Attrib V26 0.556975911041491
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#> Attrib V41 0.0931018823286326
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#> Attrib V50 0.4566437740750775
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#> Attrib V6 0.21462266145663597
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#> 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
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#> 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
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#> Attrib V27 1.0091383848834086
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#> 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
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#> 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
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#> 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
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#> Attrib V48 -0.4511138540118478
#> Attrib V49 -1.2024721822091782
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#> Attrib V50 0.24969332322502552
#> Attrib V51 0.15623198395352794
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#> Attrib V53 0.05017638682336305
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#> 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
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#> Attrib V4 0.09872851932374037
#> Attrib V40 0.02684770586949006
#> Attrib V41 0.0484902286464274
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#> Attrib V43 0.008530188963693019
#> Attrib V44 -1.0565428081539478E-4
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#> Attrib V46 0.045227995805992904
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#> Attrib V48 0.02199370229429488
#> Attrib V49 -0.007268942600415466
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#> Attrib V50 0.06922678174573195
#> Attrib V51 0.10434365995862707
#> Attrib V52 0.08023861465622709
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#> Attrib V55 0.07110299075339208
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#> 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
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#> 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
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#> 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
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#> 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
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#> 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
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#> Attrib V38 0.6186800641624426
#> Attrib V39 0.13512927104865002
#> Attrib V4 0.21301510920681108
#> Attrib V40 -0.2507243944807099
#> Attrib V41 -0.040111755987244466
#> Attrib V42 0.18572859591054333
#> Attrib V43 0.3816718561414681
#> Attrib V44 0.18448837242881608
#> Attrib V45 0.0769067058194797
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#> Attrib V5 0.16712158389562082
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#> Attrib V51 -0.0336440679269248
#> Attrib V52 0.22492129694645596
#> Attrib V53 0.33959775639298656
#> Attrib V54 0.40371994109121917
#> Attrib V55 -0.29310257467414896
#> Attrib V56 0.3041016264612318
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#> Attrib V58 0.2601298491369943
#> Attrib V59 0.20487681243877912
#> 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
#> Attrib V28 -0.8438584361284734
#> 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
#> Attrib V4 -0.1970719960587798
#> Attrib V40 0.7020443763670711
#> Attrib V41 0.18866414406538878
#> Attrib V42 -0.3605363907348137
#> Attrib V43 -0.6424675130632241
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#> Attrib V45 -0.41272054762943333
#> Attrib V46 -0.31655457949806404
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#> Attrib V50 0.4928236153810186
#> Attrib V51 0.2866891571325963
#> Attrib V52 -0.3343494391799686
#> Attrib V53 -0.19977581265243557
#> Attrib V54 -0.36013023206163214
#> Attrib V55 0.7801215309627463
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#> Attrib V57 0.6931689891680483
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#> Attrib V59 0.2739301635679151
#> 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
#> Attrib V12 0.08478222257184405
#> 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 V2 0.09051246993670152
#> 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
#> Attrib V28 -0.3461321978437864
#> Attrib V29 -0.5957856701341222
#> Attrib V3 0.22344219959716427
#> Attrib V30 -0.20483260540429368
#> Attrib V31 -0.45352828039511756
#> Attrib V32 0.033119216423086295
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#> Attrib V34 -0.09112221155730975
#> Attrib V35 0.060045915285082026
#> Attrib V36 -0.2727463057215894
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#> Attrib V38 0.5303414522298169
#> Attrib V39 0.16510576548552466
#> Attrib V4 0.2292310589401964
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#> Attrib V41 -0.08498395799098345
#> Attrib V42 0.20290801548130222
#> Attrib V43 0.36187507017912346
#> Attrib V44 0.07549799385191734
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#> Attrib V49 0.17655635988833657
#> Attrib V5 0.15241323421742625
#> Attrib V50 -0.18139729160518803
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#> Attrib V52 0.1400356104209553
#> Attrib V53 0.3988778198214073
#> Attrib V54 0.4369571825127484
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#> Attrib V58 0.3068849529224377
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#> Attrib V6 -0.20310807861535876
#> Attrib V60 0.35848055104017945
#> 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
#> Attrib V12 0.14300793647767732
#> 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
#> Attrib V2 0.0404011700836798
#> 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
#> Attrib V28 -0.3196546211046386
#> 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
#> Attrib V39 0.19987415287073576
#> Attrib V4 0.2749754648564906
#> Attrib V40 -0.19647607890961938
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#> Attrib V42 0.1844106690875415
#> Attrib V43 0.3369506523379112
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#> Attrib V46 -0.04254064769456611
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#> Attrib V49 0.16764700182758133
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#> Attrib V51 -0.07626502843795925
#> Attrib V52 0.19728819326659128
#> Attrib V53 0.43211638540826597
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#> Attrib V55 -0.19041907475562825
#> Attrib V56 0.4168844139084752
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#> Attrib V58 0.24682151347813372
#> Attrib V59 0.3110813959959594
#> Attrib V6 -0.21192037603685013
#> Attrib V60 0.3034663215658312
#> 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
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#> Attrib V14 0.005530290784837858
#> Attrib V15 0.10961505075575732
#> Attrib V16 0.17690178185806055
#> Attrib V17 0.145899560345458
#> Attrib V18 0.06096194495564398
#> Attrib V19 -0.2038360406703447
#> Attrib V2 0.0070027666015843254
#> Attrib V20 -0.17970223780903033
#> 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 V38 -0.3509844323417544
#> Attrib V39 -0.08941855040305664
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#> Attrib V40 0.2485186445406233
#> Attrib V41 0.045474114309622074
#> 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
#> Attrib V49 -0.386724490626672
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#> Attrib V50 0.14484809052187847
#> Attrib V51 0.06781255068051287
#> Attrib V52 -0.09783616382349503
#> Attrib V53 -0.12731844885410318
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#> Attrib V55 0.2240356152451645
#> Attrib V56 -0.015255065948388427
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#> Attrib V58 -0.061863777159103274
#> Attrib V59 0.06008693893896651
#> Attrib V6 0.10335399684249848
#> 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
#> Attrib V2 -0.32396480309730696
#> 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
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#> Attrib V37 -1.5099014661048715
#> Attrib V38 0.05904342066375233
#> Attrib V39 -0.02892613287295134
#> Attrib V4 0.2962680047923032
#> Attrib V40 -0.5947119030565517
#> Attrib V41 0.2065003193946548
#> Attrib V42 0.05401925610199716
#> 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
#> Attrib V50 0.23598066377227495
#> Attrib V51 0.2238708642442278
#> Attrib V52 0.8733425777961521
#> Attrib V53 -0.28878751428950045
#> Attrib V54 0.18112515579868227
#> Attrib V55 -0.2898501117947911
#> Attrib V56 -0.7660173192856867
#> 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
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#> 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
#> Attrib V29 0.155454411489366
#> Attrib V3 -0.13756996179896985
#> 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
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#> Attrib V38 -0.47297497587466125
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#> Attrib V4 -0.09436849484242836
#> Attrib V40 0.27073096640671535
#> Attrib V41 0.009087487674935049
#> Attrib V42 -0.12973479854454426
#> Attrib V43 -0.29498598296640854
#> Attrib V44 -0.21925407181280646
#> Attrib V45 -0.19626709729258446
#> Attrib V46 -0.18634707333902684
#> Attrib V47 -0.13218336219175825
#> Attrib V48 -0.061350363936279476
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#> Attrib V5 -0.10975197317883859
#> Attrib V50 0.1697401220989016
#> Attrib V51 0.047916519948012964
#> Attrib V52 -0.1978521458730451
#> Attrib V53 -0.1343771258516724
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#> 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
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#> 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
#> Attrib V26 0.3791005114588396
#> Attrib V27 0.8261652547389164
#> Attrib V28 1.1554963421819522
#> Attrib V29 0.1083012683145133
#> Attrib V3 0.10097612631243671
#> Attrib V30 0.7134441873996741
#> Attrib V31 -0.21045424071863855
#> Attrib V32 0.3833578443323657
#> Attrib V33 -0.1000085492263568
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#> Attrib V35 0.16366114378083046
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#> Attrib V39 0.004245424592251663
#> Attrib V4 0.2129011828818333
#> Attrib V40 -0.5440868359984855
#> Attrib V41 -0.056431801047288364
#> Attrib V42 -0.11464564428910314
#> Attrib V43 0.25862437673516353
#> Attrib V44 0.616850642649393
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#> Attrib V46 0.5776718777556915
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#> Attrib V51 0.09764049443987727
#> Attrib V52 0.5671502249915222
#> Attrib V53 -0.1691111097852364
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#> Attrib V58 0.012500592840438736
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#> Attrib V6 0.29668482482075675
#> Attrib V60 -0.29553178223276966
#> Attrib V7 0.1273913677639576
#> Attrib V8 -0.21226750734612132
#> Attrib V9 1.0826745328849061
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.4361726734085255
#> Attrib V1 -0.35415788653365726
#> Attrib V10 -0.31818475101443966
#> Attrib V11 -0.33798638584760304
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#> Attrib V14 0.05098058306714068
#> Attrib V15 0.1925947697997236
#> Attrib V16 0.4405255482366775
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#> Attrib V19 -0.6119294134154047
#> Attrib V2 0.07440103547713492
#> Attrib V20 -0.5780351026809909
#> Attrib V21 -0.31628576898830907
#> Attrib V22 -0.19188899031870563
#> Attrib V23 -0.5405550080465513
#> Attrib V24 -0.606068396604793
#> Attrib V25 0.05828882090339128
#> Attrib V26 0.5367809208933441
#> Attrib V27 0.08923532418302717
#> Attrib V28 -0.502807115878908
#> Attrib V29 0.36035559707071485
#> Attrib V3 -0.20661406368992763
#> Attrib V30 -0.20301066823440547
#> Attrib V31 0.606580272832109
#> Attrib V32 -0.250408522923273
#> Attrib V33 -0.18265422351811136
#> Attrib V34 0.2564120514224306
#> Attrib V35 -0.1479439586244664
#> Attrib V36 0.4729949008117879
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#> Attrib V40 0.4816872952897068
#> Attrib V41 0.1200388706554774
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#> Attrib V50 0.3860783513567346
#> Attrib V51 0.13432703208811814
#> Attrib V52 -0.25190080711649576
#> Attrib V53 -0.2442265356311281
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#> Attrib V55 0.5929084770565274
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#> Attrib V57 0.48002597711791806
#> Attrib V58 -0.1648027694765452
#> Attrib V59 0.09881638359549831
#> Attrib V6 0.21976148388566027
#> Attrib V60 -0.11144802633292104
#> Attrib V7 0.1741148739527233
#> 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
#> Attrib V12 0.2263925453805467
#> Attrib V13 0.196243616990713
#> Attrib V14 0.06921916249867817
#> Attrib V15 0.05140824090194427
#> Attrib V16 -0.17253257380876552
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#> Attrib V19 0.3942724001166638
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#> Attrib V20 0.5249796551244381
#> Attrib V21 0.33383967838670736
#> Attrib V22 0.1881887083750103
#> Attrib V23 0.31621246895551086
#> Attrib V24 0.442634811895152
#> Attrib V25 -0.03490186338140695
#> Attrib V26 -0.4854554554661896
#> Attrib V27 -0.27282052846803256
#> Attrib V28 -0.009113404809735767
#> Attrib V29 -0.4556973150439314
#> Attrib V3 0.23668103058219989
#> Attrib V30 -0.047866319288576716
#> Attrib V31 -0.45303397043780635
#> Attrib V32 0.17134079177169464
#> Attrib V33 0.1708751150184705
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#> Attrib V35 0.13367565332092293
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#> Attrib V38 0.5721621155330854
#> Attrib V39 0.16007154650920888
#> Attrib V4 0.16332041487976123
#> Attrib V40 -0.28508142386508745
#> Attrib V41 -0.06399338781603844
#> Attrib V42 0.1428003719140939
#> Attrib V43 0.36793909814107445
#> Attrib V44 0.1177602382742699
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#> Attrib V46 0.046265341659239574
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#> Attrib V50 -0.1963018978125735
#> Attrib V51 -0.07800147180827703
#> Attrib V52 0.23114685969531565
#> Attrib V53 0.29989199274603684
#> Attrib V54 0.3106621362417019
#> Attrib V55 -0.2980734982395968
#> Attrib V56 0.26676895156122116
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#> Attrib V58 0.17723539480200257
#> Attrib V59 0.06914246171120243
#> Attrib V6 -0.16934072620745658
#> Attrib V60 0.21130800137354183
#> Attrib V7 -0.06011077855053793
#> 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
#> Attrib V12 -0.12059620885612772
#> Attrib V13 -0.1227373848274432
#> Attrib V14 0.005960863939440159
#> Attrib V15 0.06856294422376943
#> Attrib V16 0.17127831614160746
#> Attrib V17 0.13189687362427369
#> Attrib V18 0.06658553829283717
#> Attrib V19 -0.19621461870061657
#> Attrib V2 0.036641224568122
#> Attrib V20 -0.18099340081829013
#> Attrib V21 -0.07057605475279162
#> Attrib V22 -0.014831567339020083
#> Attrib V23 -0.11406494388171193
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#> Attrib V50 0.05544321966063163
#> Attrib V51 -1.270446127177722E-4
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#> 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
#> Attrib V12 0.037259378438386274
#> Attrib V13 0.24404923452388955
#> Attrib V14 0.24132674898282733
#> Attrib V15 0.34367721497091935
#> Attrib V16 0.1117114966122277
#> Attrib V17 0.13972498687120138
#> Attrib V18 0.12483331585222475
#> Attrib V19 0.467922107179524
#> Attrib V2 0.11807404717332648
#> 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
#> Attrib V33 0.2512883882249293
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#> Attrib V58 0.2898477315272968
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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
#> Attrib V12 0.0822362998229014
#> Attrib V13 0.07757342053094779
#> Attrib V14 0.14223927200658987
#> Attrib V15 0.11830927263213321
#> Attrib V16 0.03122171343775333
#> 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
#> Attrib V33 0.0625729234999965
#> Attrib V34 -0.038800982462115934
#> Attrib V35 0.05989887226583126
#> Attrib V36 -0.06379367882513849
#> Attrib V37 -0.11466062118949051
#> Attrib V38 0.23978430218461788
#> Attrib V39 0.10476113360490423
#> Attrib V4 0.15786493098145046
#> 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