Classification MultilayerPerceptron Learner
Source:R/learner_RWeka_classif_multilayer_perceptron.R
mlr_learners_classif.multilayer_perceptron.RdClassifier 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
Gremoved: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/chapters/chapter2/data_and_basic_modeling.html#sec-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
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
Method marshal()
Marshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::marshal_model().
Method unmarshal()
Unmarshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::unmarshal_model().
Examples
# Define the Learner
learner = 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: marshal, missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error', predict_raw = 'FALSE'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = 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 -0.6563272177113169
#> Node 2 1.8584795656491797
#> Node 3 0.7840004221974537
#> Node 4 0.7258596323279422
#> Node 5 -1.8156964935077022
#> Node 6 1.4881144255991317
#> Node 7 3.2345573833284744
#> Node 8 1.1802541180244952
#> Node 9 4.479414499719483
#> Node 10 -1.7647291754151777
#> Node 11 1.3648302135041288
#> Node 12 1.4417797253654325
#> Node 13 0.8829247399744625
#> Node 14 1.2658725419662025
#> Node 15 -2.0517062190307027
#> Node 16 0.3628028389452324
#> Node 17 0.570324937522934
#> Node 18 0.4357085328070662
#> Node 19 1.26570672017335
#> Node 20 1.573589994671868
#> Node 21 -2.129953115849579
#> Node 22 0.5705232742326607
#> Node 23 1.2254833400916993
#> Node 24 -0.22340312136421273
#> Node 25 4.29533935825893
#> Node 26 -0.9883693750705154
#> Node 27 1.4743982761115393
#> Node 28 -3.187926761204158
#> Node 29 1.257298680329298
#> Node 30 -0.24647475864559867
#> Node 31 1.8997558291522487
#> Node 32 1.0797779743246347
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.6986859080424218
#> Node 2 -1.8973757345912696
#> Node 3 -0.772623168689025
#> Node 4 -0.6946349830835696
#> Node 5 1.8413682843029946
#> Node 6 -1.4628824126754651
#> Node 7 -3.24116712212209
#> Node 8 -1.233925958587536
#> Node 9 -4.480216912007751
#> Node 10 1.7133927516460334
#> Node 11 -1.3266564138723775
#> Node 12 -1.5150148968363024
#> Node 13 -0.8298449149012923
#> Node 14 -1.202417098674251
#> Node 15 2.0425395883949937
#> Node 16 -0.3899352432269023
#> Node 17 -0.5474907732988078
#> Node 18 -0.4052251545145887
#> Node 19 -1.2710774222907242
#> Node 20 -1.565057431869851
#> Node 21 2.175046353989805
#> Node 22 -0.6352801732930412
#> Node 23 -1.2683551870722938
#> Node 24 0.1996573518584172
#> Node 25 -4.2966669437844125
#> Node 26 0.9298122491458491
#> Node 27 -1.5061597804500662
#> Node 28 3.161946670062798
#> Node 29 -1.2793874955024231
#> Node 30 0.31918225006439055
#> Node 31 -1.8388412516516262
#> Node 32 -1.101608852648262
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.24527841905940356
#> Attrib V1 0.16242529127055907
#> Attrib V10 -0.15525516757354996
#> Attrib V11 -0.025825399919155605
#> Attrib V12 0.22620665420388733
#> Attrib V13 -0.33454532090713274
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#> Attrib V15 0.02290829409131181
#> Attrib V16 0.057527946289492406
#> Attrib V17 -0.04464902844542531
#> Attrib V18 0.19113640376253385
#> Attrib V19 0.2920407488159214
#> Attrib V2 -0.04132923488088122
#> Attrib V20 0.13702708729168894
#> Attrib V21 0.30005357481677
#> Attrib V22 0.5792035399763542
#> Attrib V23 0.6180609467038898
#> Attrib V24 0.3624546779033581
#> Attrib V25 -0.41918783052100367
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#> Attrib V28 -0.45355184152789435
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#> Attrib V7 0.3091970676321503
#> Attrib V8 0.08903927643614519
#> Attrib V9 0.3696263637587254
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.01698666214017459
#> Attrib V1 0.07148868621458482
#> Attrib V10 -0.07040062131119355
#> Attrib V11 0.0066440368200266385
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#> Attrib V24 0.047615037011198014
#> Attrib V25 -0.1852174034882418
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#> Attrib V27 -0.29734379126802885
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#> Attrib V3 -0.047435297162956275
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#> Attrib V4 0.189085836023725
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#> Attrib V41 0.01153952564688471
#> Attrib V42 -0.008675029292317438
#> Attrib V43 0.028094436327794955
#> Attrib V44 0.06702342149138621
#> Attrib V45 0.10038953613191944
#> Attrib V46 -0.048610983019094264
#> Attrib V47 -0.09369847050390126
#> Attrib V48 0.008123356348087585
#> Attrib V49 -0.0046636021628589696
#> Attrib V5 -0.010618320087621385
#> Attrib V50 -0.09408917717440142
#> Attrib V51 0.06690807444401917
#> Attrib V52 0.2597679023131223
#> Attrib V53 0.004973680284353644
#> Attrib V54 0.4262573441892733
#> Attrib V55 0.17874691907732873
#> Attrib V56 0.023981073561226973
#> Attrib V57 0.423930251257675
#> Attrib V58 0.27854056084760664
#> Attrib V59 0.3630020631104617
#> Attrib V6 -0.031273836433416205
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#> Attrib V7 0.0468958739694674
#> Attrib V8 0.08521680821176876
#> Attrib V9 0.1506279310537962
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.0033524080386994996
#> Attrib V1 0.04347118943379684
#> Attrib V10 -0.02161285536844654
#> Attrib V11 0.07723588816050798
#> Attrib V12 0.18461451881045554
#> Attrib V13 -0.13598520140398448
#> Attrib V14 0.015860168565509276
#> Attrib V15 0.038390733191276165
#> Attrib V16 0.033441043916686786
#> Attrib V17 -0.01912974705036184
#> Attrib V18 0.03832689764024759
#> Attrib V19 0.07832877732317083
#> Attrib V2 0.01206223383453901
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#> Attrib V22 0.09083496419597444
#> Attrib V23 0.127857870422573
#> Attrib V24 0.048301457814176024
#> Attrib V25 -0.20882022519475363
#> Attrib V26 -0.4304187650151382
#> Attrib V27 -0.24519894221135835
#> Attrib V28 -0.034241073110452235
#> Attrib V29 -0.15641316639598757
#> Attrib V3 -0.0541812625069607
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#> Attrib V4 0.18359752520846012
#> Attrib V40 -0.09098496740784112
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#> Attrib V49 0.08936182821434424
#> Attrib V5 0.03349184055748539
#> Attrib V50 -0.11058689499205088
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#> Attrib V53 0.05061126247602561
#> Attrib V54 0.2764735708211646
#> Attrib V55 0.049823349063892096
#> Attrib V56 -0.011127890844957453
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#> Attrib V7 0.07531933207110274
#> Attrib V8 0.0047427745331512
#> Attrib V9 0.26648196668217644
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.48416780285130356
#> Attrib V1 0.2122134095684022
#> Attrib V10 -0.11541806588256508
#> Attrib V11 -0.430940308239991
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#> Attrib V7 -0.10525283757748054
#> Attrib V8 0.15906321823070202
#> Attrib V9 -0.7271875339705571
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.23817198907399947
#> Attrib V1 0.1529389740384726
#> Attrib V10 -0.24551433441031004
#> Attrib V11 -0.0886593813913811
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#> Attrib V7 0.22986978633761324
#> Attrib V8 0.13731973218770735
#> Attrib V9 0.29446922426286254
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold -0.2152531981874893
#> Attrib V1 -0.22157848367362115
#> Attrib V10 0.750556008190931
#> Attrib V11 1.0911985691341801
#> Attrib V12 1.6497150847575242
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#> Attrib V30 0.5245577684628638
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#> Attrib V34 -0.43898198686796436
#> Attrib V35 -0.2874561779654706
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#> Attrib V4 0.8630852391905462
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#> Attrib V43 0.11057591524571325
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#> Attrib V48 1.0390103738523209
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#> Attrib V52 1.1933691522444299
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#> Attrib V60 0.6131878890035926
#> Attrib V7 -0.450601807076276
#> Attrib V8 -0.5087965446678304
#> Attrib V9 1.0941929267642483
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.22814872926846783
#> Attrib V1 -0.12168593553829354
#> Attrib V10 0.17228903213843078
#> Attrib V11 0.3423105979584127
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#> Attrib V13 -0.20965814308973144
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#> Attrib V16 -0.06909203836259342
#> Attrib V17 -0.2946049990360433
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#> Attrib V19 -0.10438530709268783
#> Attrib V2 -0.04278658775315254
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#> Attrib V21 -0.30040526224431013
#> Attrib V22 -0.13476313657793892
#> Attrib V23 -0.04451275582166977
#> Attrib V24 0.041599801400077706
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#> Attrib V26 -0.1887887698062122
#> Attrib V27 0.2041743718907722
#> Attrib V28 0.41582592155369913
#> Attrib V29 0.06888955658451022
#> Attrib V3 -0.19609225081215406
#> Attrib V30 0.20965750187879242
#> Attrib V31 -0.2662413035704429
#> Attrib V32 0.21429652377072295
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#> Attrib V44 0.21666277542376927
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#> Attrib V7 -0.0030431461022729133
#> Attrib V8 -0.07897936414845494
#> Attrib V9 0.4817167925660576
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold -0.517486948957863
#> Attrib V1 -0.6311340621086614
#> Attrib V10 1.3688427776254317
#> Attrib V11 1.5300314279620142
#> Attrib V12 2.2136796653685775
#> Attrib V13 0.7895107530084764
#> Attrib V14 -0.5811332234250359
#> Attrib V15 -1.3269570151019074
#> Attrib V16 -0.5272634795612042
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#> Attrib V18 0.4722933011006003
#> Attrib V19 0.5005616791268052
#> Attrib V2 -0.19786226392077916
#> Attrib V20 -0.36987438976287246
#> Attrib V21 -0.3566301484819763
#> Attrib V22 1.104782158210576
#> Attrib V23 1.436501305307252
#> Attrib V24 0.805184252769615
#> Attrib V25 1.4075841450323416
#> Attrib V26 1.1153536609575765
#> Attrib V27 1.2376599940712345
#> Attrib V28 1.6500562628400586
#> Attrib V29 0.5861609463740269
#> Attrib V3 -0.283508667378987
#> Attrib V30 0.5330857628605351
#> Attrib V31 -0.563505417390389
#> Attrib V32 0.017243593278902663
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#> Attrib V38 -0.26040639288161266
#> Attrib V39 0.7957926080829265
#> Attrib V4 0.6428398274509581
#> Attrib V40 0.3155905941441458
#> Attrib V41 0.7137558182084052
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#> Attrib V44 0.8140999792064437
#> Attrib V45 0.6318342468688488
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#> Attrib V47 1.0797335967681438
#> Attrib V48 1.443437325534197
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#> Attrib V50 -0.8453843060713025
#> Attrib V51 0.4592532918383106
#> Attrib V52 1.58915438424043
#> Attrib V53 0.19389903164165453
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#> Attrib V57 -0.6581214204756669
#> Attrib V58 -0.43680038493757
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#> Attrib V6 -0.06952755085677706
#> Attrib V60 0.21787316658526715
#> Attrib V7 -0.4114702190160304
#> Attrib V8 -0.19449424640103907
#> Attrib V9 1.6652188228026366
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.4446786528477129
#> Attrib V1 0.18863810006819126
#> Attrib V10 -0.19502903940337166
#> Attrib V11 -0.4441380580967279
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#> Attrib V13 0.29479580346248785
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#> Attrib V16 0.04787823306338165
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#> Attrib V18 3.857422755973112E-4
#> Attrib V19 -0.19378478082267178
#> Attrib V2 0.12121867219720377
#> Attrib V20 0.2551086050008784
#> Attrib V21 0.14398651099538032
#> Attrib V22 -0.2921412487779222
#> Attrib V23 -0.29560033633942595
#> Attrib V24 -0.21293424063077168
#> Attrib V25 0.24433180540615063
#> Attrib V26 0.7620970274967092
#> Attrib V27 0.2996081049056687
#> Attrib V28 0.031118872340908755
#> Attrib V29 0.2986949795367211
#> Attrib V3 0.38673240397363795
#> Attrib V30 -0.10372386298678785
#> Attrib V31 0.48742661806915166
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#> Attrib V35 0.34339995401422396
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#> Attrib V40 0.19161660371903924
#> Attrib V41 -0.0013773108390403566
#> Attrib V42 0.17332924790550397
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#> Attrib V44 -0.05213644501031148
#> Attrib V45 -0.2482431395627382
#> Attrib V46 0.02520054371042505
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#> Attrib V5 0.20453608101612772
#> Attrib V50 0.6967937783440041
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#> Attrib V52 -0.8800013736911568
#> Attrib V53 0.1387162505610252
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#> Attrib V57 -0.2786187129262019
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#> Attrib V6 -0.08912895031744517
#> Attrib V60 -0.4008693080649179
#> Attrib V7 -0.21538252350361686
#> Attrib V8 0.0692056224926434
#> Attrib V9 -0.6952121158865628
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.2001585758399854
#> Attrib V1 0.05236587768098515
#> Attrib V10 -0.10729271852170857
#> Attrib V11 0.054767893183332333
#> Attrib V12 0.28792230128934343
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#> Attrib V16 0.0639822896846159
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#> Attrib V18 0.18298902484289126
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#> Attrib V2 -0.060086741362997444
#> Attrib V20 0.07187045906859156
#> Attrib V21 0.13587796103568087
#> Attrib V22 0.3679652533192553
#> Attrib V23 0.4335855568409222
#> Attrib V24 0.24545707360788566
#> Attrib V25 -0.27858056359960964
#> Attrib V26 -0.8640357113533804
#> Attrib V27 -0.5351506112682155
#> Attrib V28 -0.3033729891959326
#> Attrib V29 -0.5616345228248911
#> Attrib V3 -0.3004967763268532
#> Attrib V30 -0.1447212758482238
#> Attrib V31 -0.6262175096868129
#> Attrib V32 0.06622401965475785
#> Attrib V33 0.5456438764705028
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#> Attrib V35 -0.17417402466549173
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#> Attrib V40 -0.15182810761278764
#> Attrib V41 -0.07496185739320016
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#> Attrib V43 0.09809470978316366
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#> Attrib V50 -0.19000680375080212
#> Attrib V51 0.23654130472960094
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#> Attrib V53 -0.08181739361701786
#> Attrib V54 0.6714963234505416
#> Attrib V55 0.04384754133987447
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#> Attrib V57 0.49998914329560584
#> Attrib V58 0.3197204220896461
#> Attrib V59 0.3652290472240884
#> Attrib V6 0.03428866836749082
#> Attrib V60 0.47139878353226883
#> Attrib V7 0.16619403378036124
#> Attrib V8 0.08255902045901485
#> Attrib V9 0.37735609591464253
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.3347195529417654
#> Attrib V1 -0.040767907554160175
#> Attrib V10 -0.13083437558371044
#> Attrib V11 0.19781096977750057
#> Attrib V12 0.39755559250210365
#> Attrib V13 -0.28607734298096227
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#> Attrib V16 0.09791712356651557
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#> Attrib V18 0.17492892440119887
#> Attrib V19 0.3276860428963494
#> Attrib V2 -0.038584157004350306
#> Attrib V20 -0.04372616144841517
#> Attrib V21 0.08400591336031174
#> Attrib V22 0.454177156889696
#> Attrib V23 0.522050593874712
#> Attrib V24 0.29068751924495934
#> Attrib V25 -0.27858756977601734
#> Attrib V26 -0.8422697969853027
#> Attrib V27 -0.4422482319704548
#> Attrib V28 -0.2538007253823127
#> Attrib V29 -0.5004955450808642
#> Attrib V3 -0.381814291252211
#> Attrib V30 -0.1510139160041076
#> Attrib V31 -0.7132538941307045
#> Attrib V32 0.0893726396568176
#> Attrib V33 0.6236821157366326
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#> Attrib V38 0.3036220778121005
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#> Attrib V4 0.20219739284922383
#> Attrib V40 -0.11781005184323877
#> Attrib V41 0.013580281976643394
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#> Attrib V52 0.544277270806207
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#> Attrib V57 0.5347900690832035
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#> Attrib V6 -0.005148336488864097
#> Attrib V60 0.5317098054912672
#> Attrib V7 0.19140790604024066
#> Attrib V8 0.044543153638858295
#> Attrib V9 0.4397113411626806
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold 0.012022606059548253
#> Attrib V1 0.09951869524234491
#> Attrib V10 -0.10820458558738995
#> Attrib V11 0.02065211235725741
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#> Attrib V15 0.00385355255222144
#> Attrib V16 0.03722894863036416
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#> Attrib V21 0.1163472509949539
#> Attrib V22 0.21491380328196347
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#> Attrib V24 0.13715944061164975
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#> Attrib V3 -0.0652548055828108
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#> Attrib V31 -0.4541867873132684
#> Attrib V32 0.010649720128073973
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#> Attrib V6 0.042708772361986266
#> Attrib V60 0.4526827117249539
#> Attrib V7 0.15938670139866112
#> Attrib V8 -0.0023013600046692087
#> Attrib V9 0.21844454067480318
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.15783859567691064
#> Attrib V1 0.151279579337382
#> Attrib V10 -0.13900407503728657
#> Attrib V11 0.029744976965727435
#> Attrib V12 0.15102223552224286
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#> Attrib V4 0.1352798968351259
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#> Attrib V55 0.18193248355552302
#> Attrib V56 7.913947868598893E-5
#> Attrib V57 0.5246686535064804
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#> Attrib V59 0.41853629374067913
#> Attrib V6 0.014336096337895643
#> Attrib V60 0.499063609500582
#> Attrib V7 0.17984729934385785
#> Attrib V8 0.04360554963576023
#> Attrib V9 0.25413371539932933
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.42528732244963596
#> Attrib V1 0.007295995379818809
#> Attrib V10 -0.025937507388491616
#> Attrib V11 -0.3573290500552934
#> Attrib V12 -0.5935537936620969
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#> Attrib V2 0.09061836257366622
#> Attrib V20 0.04050121132334905
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#> Attrib V22 -0.5368837504914327
#> Attrib V23 -0.6302020833938867
#> Attrib V24 -0.3840696820198778
#> Attrib V25 0.3554073282164737
#> Attrib V26 1.1314948686778148
#> Attrib V27 0.6671797127433646
#> Attrib V28 0.45742393064098
#> Attrib V29 0.7692919373707376
#> Attrib V3 0.4345767044919917
#> Attrib V30 0.14783872481603078
#> Attrib V31 0.8191858892818656
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#> Attrib V40 0.1894052814086881
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#> Attrib V5 0.23704403029084167
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#> Attrib V53 0.14287111880921144
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#> Attrib V7 -0.4205254589628244
#> Attrib V8 -0.01572986898791485
#> Attrib V9 -0.629536557346612
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.12027979246788036
#> Attrib V1 0.09201277586260431
#> Attrib V10 0.020789941538452737
#> Attrib V11 0.036947057047575685
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#> Attrib V19 0.022220250943306378
#> Attrib V2 0.027261664097730127
#> Attrib V20 -0.08446798481899907
#> Attrib V21 -0.07216099883842196
#> Attrib V22 -0.022854370083251672
#> Attrib V23 -0.023610034002412256
#> Attrib V24 0.03677038729661149
#> Attrib V25 -0.06646415855884437
#> Attrib V26 -0.22206567353724743
#> Attrib V27 -0.09596306454079177
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#> Attrib V3 0.05089664302836959
#> Attrib V30 -0.05390408078798976
#> Attrib V31 -0.15395201595077268
#> Attrib V32 0.05295798667097599
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#> Attrib V35 -0.019694120102846917
#> Attrib V36 -0.08074021361465841
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#> Attrib V40 -0.055408750714436523
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#> Attrib V5 0.06850450106626273
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#> Attrib V51 0.07709935354469728
#> Attrib V52 0.16500242014269656
#> Attrib V53 0.10989450577058442
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#> Attrib V6 0.05789624982701636
#> Attrib V60 0.23953586282640846
#> Attrib V7 0.048486920345019356
#> Attrib V8 0.0264611118389546
#> Attrib V9 0.19143861319419547
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.004981473631625793
#> Attrib V1 0.12297377795287431
#> Attrib V10 0.03456322031687262
#> Attrib V11 0.07934492121669001
#> Attrib V12 0.09546366747782047
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#> Attrib V15 0.0743654518561069
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#> Attrib V19 0.06398432334068445
#> Attrib V2 0.11548824205731785
#> Attrib V20 -0.05089681849380443
#> Attrib V21 -0.022319132630000366
#> Attrib V22 0.09821647423090928
#> Attrib V23 0.033830136086724964
#> Attrib V24 0.04642899616436636
#> Attrib V25 -0.1700128826994001
#> Attrib V26 -0.34016169280730113
#> Attrib V27 -0.1452382719042119
#> Attrib V28 -0.07382844130476968
#> Attrib V29 -0.20430378675413063
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#> Attrib V30 -0.004465850341904098
#> Attrib V31 -0.1695737679559466
#> Attrib V32 0.007286280498054653
#> Attrib V33 0.23989627904058092
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#> Attrib V38 0.19415736526467775
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#> Attrib V4 0.18108550353601005
#> Attrib V40 -0.09504851315305982
#> Attrib V41 0.0061711257935236985
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#> Attrib V43 0.06755453912398411
#> Attrib V44 0.11429776895425782
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#> Attrib V48 0.10502080775824213
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#> Attrib V5 0.028896930045903515
#> Attrib V50 -0.04269549399444225
#> Attrib V51 0.03769154703937054
#> Attrib V52 0.14507890913764876
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#> Attrib V58 0.1336251499011814
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#> Attrib V6 0.04322842817452267
#> Attrib V60 0.27694200578289724
#> Attrib V7 0.03858444501379306
#> Attrib V8 0.08828575300663255
#> Attrib V9 0.21340629639340244
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.1298556671407589
#> Attrib V1 0.11305597363613257
#> Attrib V10 0.03876613837707627
#> Attrib V11 0.06757724031742784
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#> Attrib V16 0.03516504214668631
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#> Attrib V19 -0.016294558568997277
#> Attrib V2 0.07699854057990468
#> Attrib V20 -0.019389209270182426
#> Attrib V21 0.018462330662379192
#> Attrib V22 0.036204473371871916
#> Attrib V23 0.05413905973110461
#> Attrib V24 0.005350519251529019
#> Attrib V25 -0.08682725649967715
#> Attrib V26 -0.22104787066786008
#> Attrib V27 -0.09042838950975214
#> Attrib V28 -0.04553739107270688
#> Attrib V29 -0.13980436323468023
#> Attrib V3 0.0600189085857292
#> Attrib V30 -0.056064296079574055
#> Attrib V31 -0.19445289911973246
#> Attrib V32 0.022022517310506834
#> Attrib V33 0.1532357658062395
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#> Attrib V35 -0.03608504004228361
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#> Attrib V38 0.11382461965463345
#> Attrib V39 0.14702301017161515
#> Attrib V4 0.1505534925169446
#> Attrib V40 -0.070076989315247
#> Attrib V41 -0.041381238871434536
#> Attrib V42 -0.03402328398431358
#> Attrib V43 0.029749608562051954
#> Attrib V44 0.12795167822360906
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#> Attrib V47 -9.224450010991282E-4
#> Attrib V48 0.0785140627274851
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#> Attrib V5 0.05637151322718502
#> Attrib V50 -0.06095825907539914
#> Attrib V51 0.11422886441281416
#> Attrib V52 0.1439834744589662
#> Attrib V53 0.05563040431385786
#> Attrib V54 0.18499649257360326
#> Attrib V55 0.09800530926311966
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#> Attrib V57 0.2425668288928968
#> Attrib V58 0.15575103606824778
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#> Attrib V6 0.007225349196764279
#> Attrib V60 0.2936031898411898
#> Attrib V7 0.10061468608578886
#> Attrib V8 0.08289488885442303
#> Attrib V9 0.1976442829883335
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.2752417579509524
#> Attrib V1 -0.19062630882366324
#> Attrib V10 0.10729225301157991
#> Attrib V11 0.33152359668549636
#> Attrib V12 0.7130184674050959
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#> Attrib V19 0.004018425972213597
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#> Attrib V21 -0.3348979435461216
#> Attrib V22 0.031066186370804355
#> Attrib V23 0.12599451206773915
#> Attrib V24 0.1480926717018767
#> Attrib V25 -0.001557488070002541
#> Attrib V26 -0.31537645478287457
#> Attrib V27 0.09303148295638107
#> Attrib V28 0.29255278992185324
#> Attrib V29 -0.08560885429952
#> Attrib V3 -0.33560152455788245
#> Attrib V30 0.14179376783205777
#> Attrib V31 -0.26417642501703786
#> Attrib V32 0.2893462365396207
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#> Attrib V40 -0.11088754632317122
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#> Attrib V42 -0.1800912181942009
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#> Attrib V51 0.1384662726292019
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#> Attrib V53 0.014403080553572725
#> Attrib V54 0.24021721729465043
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#> Attrib V6 0.0020532393222442605
#> Attrib V60 0.31627858691237154
#> Attrib V7 0.02158070997567185
#> Attrib V8 -0.09148219225152981
#> Attrib V9 0.48873831665205714
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.16156253463621845
#> Attrib V1 -0.11512750395068777
#> Attrib V10 0.3678737751251931
#> Attrib V11 0.5135667195866865
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#> Attrib V22 0.4091888825204678
#> Attrib V23 0.5458682845915385
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#> Attrib V25 0.26978964162799063
#> Attrib V26 -0.027734920915322498
#> Attrib V27 0.44946684102333256
#> Attrib V28 0.719943255953026
#> Attrib V29 0.27751396680273394
#> Attrib V3 -0.33410577731201224
#> Attrib V30 0.34427095362672977
#> Attrib V31 -0.4295724725083404
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#> Attrib V40 -0.07039812147092214
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#> Attrib V6 0.022886531557444478
#> Attrib V60 0.4276656280890146
#> Attrib V7 -0.04602562814882622
#> Attrib V8 -0.32119628787058313
#> Attrib V9 0.7309519246874818
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.25319327226370736
#> Attrib V1 -0.09352517646554528
#> Attrib V10 -0.2166065461893311
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#> Attrib V2 0.07958594756120384
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#> Attrib V22 -0.9773114194575316
#> Attrib V23 -1.0656575835686886
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#> Attrib V25 0.25052825264804035
#> Attrib V26 1.1067640063086874
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#> Attrib V28 0.32579315010515647
#> Attrib V29 0.6437890340479447
#> Attrib V3 0.4064399119112019
#> Attrib V30 0.055175356966633574
#> Attrib V31 0.9477147853517401
#> Attrib V32 -0.20136639452765087
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#> Attrib V4 -0.06543845199762185
#> Attrib V40 0.259718985257956
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#> Attrib V42 4.222432902829669E-4
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#> Attrib V55 0.2658231753002241
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#> Attrib V6 -0.08142713110454328
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#> Attrib V7 -0.4168232807421224
#> Attrib V8 0.023455904227284503
#> Attrib V9 -0.7495427825217448
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold -0.03917791042622505
#> Attrib V1 0.15591135040045903
#> Attrib V10 -0.010642294066666105
#> Attrib V11 0.052143417906251675
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#> Attrib V15 0.00372338165893836
#> Attrib V16 0.10042467627609052
#> Attrib V17 -7.193945225428992E-4
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#> Attrib V21 -0.034307734558660874
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#> Attrib V24 0.04633095547694918
#> Attrib V25 -0.1817231115395484
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#> Attrib V28 -0.16635552882100335
#> Attrib V29 -0.18305911120201102
#> Attrib V3 -0.026351849755574527
#> Attrib V30 -0.06714716658366754
#> Attrib V31 -0.181605130422373
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#> Attrib V7 0.09517754929404286
#> Attrib V8 0.004018848359516429
#> Attrib V9 0.1931170686860839
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.17526110442229006
#> Attrib V1 0.14883629593091283
#> Attrib V10 -0.24485488233901007
#> Attrib V11 -0.043425125093930234
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#> Attrib V2 0.0029970623711638687
#> Attrib V20 0.02854335267214189
#> Attrib V21 0.12876801389246448
#> Attrib V22 0.3242223130351195
#> Attrib V23 0.350405230764171
#> Attrib V24 0.153558163834108
#> Attrib V25 -0.3330031614914872
#> Attrib V26 -0.7686921876616084
#> Attrib V27 -0.5650569027749005
#> Attrib V28 -0.4010208202472932
#> Attrib V29 -0.5488259521812576
#> Attrib V3 -0.16149318317255096
#> Attrib V30 -0.22380499566916764
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#> Attrib V33 0.4534765470320637
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#> Attrib V6 0.0046966137971423206
#> Attrib V60 0.4842650096855015
#> Attrib V7 0.17503787861088335
#> Attrib V8 0.04784978483768315
#> Attrib V9 0.21240315492515024
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.1619024732243665
#> Attrib V1 0.05190083293578473
#> Attrib V10 -0.019712376450411913
#> Attrib V11 -0.06223200000730294
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#> Attrib V13 0.020044742825027627
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#> Attrib V19 -0.0211043505900025
#> Attrib V2 0.03544289440874689
#> Attrib V20 -0.01949412846667501
#> Attrib V21 -0.015173224118816617
#> Attrib V22 -0.042477971045131575
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#> Attrib V24 -0.07328848950691293
#> Attrib V25 0.01962527221494067
#> Attrib V26 0.07226228024989696
#> Attrib V27 -0.09417603979469898
#> Attrib V28 -0.08043493061568842
#> Attrib V29 -0.04067192427575392
#> Attrib V3 0.0758796504206594
#> Attrib V30 -0.03648636998657592
#> Attrib V31 0.08571337743973914
#> Attrib V32 0.0542724234380677
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#> Attrib V38 -0.032236163319691
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#> Attrib V4 0.03995523798853652
#> Attrib V40 0.17995709281649783
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#> Attrib V45 -0.0825352972492832
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#> Attrib V49 -0.0045549493327574605
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#> Attrib V50 0.17325404277757803
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#> Attrib V52 -0.028054455624334947
#> Attrib V53 0.01160238543608289
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#> Attrib V6 0.10824543071521499
#> Attrib V60 0.005132410332263481
#> Attrib V7 -0.015138826792569294
#> Attrib V8 0.10562352759120741
#> Attrib V9 0.011972930466669878
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold -0.39135999359631213
#> Attrib V1 -0.2768835306702319
#> Attrib V10 0.8535063209557646
#> Attrib V11 1.2679088675870964
#> Attrib V12 1.9122415998128401
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#> Attrib V18 0.10647817257376649
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#> Attrib V2 0.13496222341248482
#> Attrib V20 -0.3427256723776917
#> Attrib V21 -0.3368641413325931
#> Attrib V22 0.7047746619899374
#> Attrib V23 0.7847122254719552
#> Attrib V24 0.25104956068308043
#> Attrib V25 0.913765625425651
#> Attrib V26 1.0300920956126083
#> Attrib V27 1.5825059750174495
#> Attrib V28 2.258429510242297
#> Attrib V29 1.6447056205363992
#> Attrib V3 0.1280168430942256
#> Attrib V30 0.7819545256349038
#> Attrib V31 -0.7485429864570057
#> Attrib V32 -0.21363223772794387
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#> Attrib V39 0.9014966168034417
#> Attrib V4 1.0321230943772706
#> Attrib V40 0.27174483924534004
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#> Attrib V46 0.4231110808851902
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#> Attrib V48 1.1691216345728512
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#> Attrib V52 1.525075803686866
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#> Attrib V60 0.4353140561686434
#> Attrib V7 -0.786086075914394
#> Attrib V8 -0.4607128091762403
#> Attrib V9 1.1269431509724137
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.28056330695592385
#> Attrib V1 0.12071076555205347
#> Attrib V10 -0.09507611918913707
#> Attrib V11 -0.28065426787238473
#> Attrib V12 -0.4325709895869813
#> Attrib V13 0.0935668322000355
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#> Attrib V20 0.25318060739897574
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#> Attrib V22 -0.031255422177466734
#> Attrib V23 -0.06739654973934196
#> Attrib V24 0.008947224280001607
#> Attrib V25 0.18927321678652884
#> Attrib V26 0.30900994402105625
#> Attrib V27 0.015349094156464058
#> Attrib V28 -0.23871980936396447
#> Attrib V29 -0.09451134442901352
#> Attrib V3 0.1765057755592646
#> Attrib V30 -0.2438691004218934
#> Attrib V31 0.22463041591262967
#> Attrib V32 -0.13161447847958205
#> Attrib V33 -0.2578258835431264
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#> Attrib V35 0.1488148544857051
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#> Attrib V4 -0.04369620006601441
#> Attrib V40 0.043782165233084674
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#> Attrib V42 0.09817942235096923
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#> Attrib V5 0.10664283056711803
#> Attrib V50 0.36973461978592703
#> Attrib V51 -0.12037033267667702
#> Attrib V52 -0.478492727849325
#> Attrib V53 0.03852022901335163
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#> Attrib V58 0.030127881876808423
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#> Attrib V6 0.06416440999653704
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#> Attrib V7 -0.055095735313700496
#> Attrib V8 0.0732845681510953
#> Attrib V9 -0.3518020936379313
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.3386515429223658
#> Attrib V1 0.10836851492966774
#> Attrib V10 -1.8676034475202724E-5
#> Attrib V11 0.17297394925540754
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#> Attrib V13 -0.25703083598768905
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#> Attrib V15 -0.11295642694134787
#> Attrib V16 -2.2114592260610857E-4
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#> Attrib V18 0.23834725192022904
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#> Attrib V20 -0.031139477206944762
#> Attrib V21 0.15847352433326595
#> Attrib V22 0.4925051832679675
#> Attrib V23 0.557860648826323
#> Attrib V24 0.38542353069131025
#> Attrib V25 -0.2648990994502173
#> Attrib V26 -0.8066027003363406
#> Attrib V27 -0.5378988704170595
#> Attrib V28 -0.33790150122687873
#> Attrib V29 -0.5708570354223694
#> Attrib V3 -0.3647845352195615
#> Attrib V30 -0.15220481423481452
#> Attrib V31 -0.6848415427979111
#> Attrib V32 0.12623760716717833
#> Attrib V33 0.608579403224938
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#> Attrib V39 0.43001050463671814
#> Attrib V4 0.13504626640162226
#> Attrib V40 -0.2150526608878254
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#> Attrib V43 0.08108446471060754
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#> Attrib V48 0.1670774151813524
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#> Attrib V51 0.2939284348610667
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#> Attrib V54 0.6863500876134033
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#> Attrib V58 0.290268285754565
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#> Attrib V6 0.09685179869691463
#> Attrib V60 0.5358365154934142
#> Attrib V7 0.2471292574384522
#> Attrib V8 0.004994738090426565
#> Attrib V9 0.5041704884457512
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.4003139842688588
#> Attrib V1 -0.1446185508151526
#> Attrib V10 -1.063795011829319
#> Attrib V11 -1.256412288912738
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#> Attrib V14 0.16662203240876167
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#> Attrib V16 0.8113368844850929
#> Attrib V17 1.3919957600306259
#> Attrib V18 0.6671723528488621
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#> Attrib V20 -1.1599729783499035
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#> Attrib V22 -1.0124608787377545
#> Attrib V23 -0.975734292934897
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#> Attrib V25 0.4794693861355223
#> Attrib V26 0.33776224076168937
#> Attrib V27 -0.5584060253722297
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#> Attrib V29 -0.027240903426064014
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#> Attrib V30 0.1454454949901345
#> Attrib V31 1.1890804926422425
#> Attrib V32 0.2809266347956352
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#> Attrib V36 1.2609292228959408
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#> Attrib V4 0.2714355073420915
#> Attrib V40 0.4265847132335369
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#> Attrib V53 0.054548624666581516
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#> Attrib V58 0.21613089941937655
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#> Attrib V6 0.5376042501313187
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#> Attrib V7 0.2437804658396913
#> Attrib V8 1.1637759769412888
#> Attrib V9 -0.8738079106766468
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.2125194231234275
#> Attrib V1 0.0070353557596248995
#> Attrib V10 0.010184000282119868
#> Attrib V11 0.24213946734576025
#> Attrib V12 0.46470393245107006
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#> Attrib V51 0.28979979631982355
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#> Attrib V57 0.34541906747222995
#> Attrib V58 0.1994641440599792
#> Attrib V59 0.30342021376910827
#> Attrib V6 0.04883852783944237
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#> Attrib V7 0.1736822888721737
#> Attrib V8 -0.013282731075225008
#> Attrib V9 0.49116996882923364
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.1688608618807636
#> Attrib V1 0.07360786976047654
#> Attrib V10 0.052912863562061825
#> Attrib V11 -0.03989379746137823
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#> Attrib V13 0.08590626008416187
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#> Attrib V16 0.13673293084418836
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#> Attrib V19 -0.034333068545397395
#> Attrib V2 0.0668055237137418
#> Attrib V20 -0.022630352430013916
#> Attrib V21 0.03896843822046513
#> Attrib V22 -0.003116620446491199
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#> Attrib V30 -0.03492482569718966
#> Attrib V31 0.16582734659899737
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#> Attrib V40 0.15918479545795264
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#> Attrib V7 -0.03403462753921552
#> Attrib V8 0.07958146633427314
#> Attrib V9 -0.0688833617054171
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.2305935384583636
#> Attrib V1 0.16983803950610377
#> Attrib V10 -0.24648028428840965
#> Attrib V11 -0.1015189585271738
#> Attrib V12 0.0367451343302319
#> Attrib V13 -0.3374965886953624
#> Attrib V14 -0.03963749468755686
#> Attrib V15 0.12076166316865408
#> Attrib V16 0.09726369395899398
#> Attrib V17 -0.011943467412391303
#> Attrib V18 0.13747747980064753
#> Attrib V19 0.19319404207945978
#> Attrib V2 0.08396595349917574
#> Attrib V20 0.09146059703095091
#> Attrib V21 0.18148978129765658
#> Attrib V22 0.47446614912590007
#> Attrib V23 0.47654659295684576
#> Attrib V24 0.3034571968945516
#> Attrib V25 -0.48757186676954284
#> Attrib V26 -1.1196953626738628
#> Attrib V27 -0.8479198318373873
#> Attrib V28 -0.6641110348665417
#> Attrib V29 -0.8686364431478928
#> Attrib V3 -0.32364066656867935
#> Attrib V30 -0.3617516131260044
#> Attrib V31 -0.6987653433899145
#> Attrib V32 -0.007327866290922977
#> Attrib V33 0.7366482670644534
#> Attrib V34 0.31838243933431515
#> Attrib V35 -0.19335944702821947
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#> Attrib V38 0.3756554541201477
#> Attrib V39 0.2451044143628954
#> Attrib V4 0.061055841195842675
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#> Attrib V42 -0.002964632346355961
#> Attrib V43 0.15596474783497385
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#> Attrib V45 0.1409840157080156
#> Attrib V46 -0.08163650716250526
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#> Attrib V48 -0.04365533878411146
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#> Attrib V5 -0.2508312559263209
#> Attrib V50 -0.11066004984138746
#> Attrib V51 0.1835487136868693
#> Attrib V52 0.32014923222580277
#> Attrib V53 -0.022037850490548735
#> Attrib V54 0.9233223688657687
#> Attrib V55 0.22118506968683727
#> Attrib V56 -0.029166136910200667
#> Attrib V57 0.6100589174126071
#> Attrib V58 0.38961373666645394
#> Attrib V59 0.5079972063408711
#> Attrib V6 0.03548982570034898
#> Attrib V60 0.6286924131069064
#> Attrib V7 0.33438744247057134
#> Attrib V8 0.14574438149151203
#> Attrib V9 0.3444080558619726
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold 0.10779041727836516
#> Attrib V1 0.1551387666998096
#> Attrib V10 -0.21063105689449008
#> Attrib V11 -0.02396066252311335
#> Attrib V12 0.1024553690646467
#> Attrib V13 -0.2694625754036237
#> Attrib V14 0.023729837406389936
#> Attrib V15 0.08108645223149645
#> Attrib V16 0.12515401361114029
#> Attrib V17 -0.003324663629157566
#> Attrib V18 0.18015307477258702
#> Attrib V19 0.13576881142687122
#> Attrib V2 0.0353397492749711
#> Attrib V20 0.07578662688495282
#> Attrib V21 0.1761567204325899
#> Attrib V22 0.26463620960443335
#> Attrib V23 0.2800316449967532
#> Attrib V24 0.11335934801839785
#> Attrib V25 -0.3651154308770133
#> Attrib V26 -0.7343471538102622
#> Attrib V27 -0.47732633541643205
#> Attrib V28 -0.27072828964658047
#> Attrib V29 -0.4027755146892508
#> Attrib V3 -0.12036361785047825
#> Attrib V30 -0.10123027920220494
#> Attrib V31 -0.5313430160315862
#> Attrib V32 -0.04593016698119168
#> Attrib V33 0.4004964395061035
#> Attrib V34 0.1357215841087837
#> Attrib V35 -0.14791352923340578
#> Attrib V36 -0.2819634239264352
#> Attrib V37 -0.4229207539727458
#> Attrib V38 0.2068170098154001
#> Attrib V39 0.23866939062696266
#> Attrib V4 0.13004965961514584
#> Attrib V40 -0.13125780164109851
#> Attrib V41 -0.06434772874459048
#> Attrib V42 4.0549629312326344E-4
#> Attrib V43 0.023428979476051173
#> Attrib V44 0.07102849437082591
#> Attrib V45 0.1876092118827843
#> Attrib V46 -0.04797802929555134
#> Attrib V47 -0.20870811942339565
#> Attrib V48 -0.034728937969446566
#> Attrib V49 0.03781785070979635
#> Attrib V5 -0.06776702982732385
#> Attrib V50 -0.11814146679846414
#> Attrib V51 0.12098415269006235
#> Attrib V52 0.29232819173861857
#> Attrib V53 0.0051208066899119204
#> Attrib V54 0.5096276351105922
#> Attrib V55 0.13358114452655795
#> Attrib V56 -0.0031980618040810538
#> Attrib V57 0.4682428808978752
#> Attrib V58 0.3525589842168666
#> Attrib V59 0.39013074182759433
#> Attrib V6 0.03427906652516096
#> Attrib V60 0.42947180555984044
#> Attrib V7 0.15459789434648744
#> Attrib V8 0.09777470859984523
#> Attrib V9 0.24298520659287265
#> 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
#> 0.2028986