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/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
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'
# 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 -0.03429798948717357
#> Node 2 2.2839294708183835
#> Node 3 1.4244391542591952
#> Node 4 0.6452258772244405
#> Node 5 -2.4878120014306324
#> Node 6 1.2926491790710417
#> Node 7 3.406704239023705
#> Node 8 0.8295688656473258
#> Node 9 3.0296722040878517
#> Node 10 -1.7066881387522996
#> Node 11 0.9881442541232296
#> Node 12 1.8550990208417313
#> Node 13 1.7084681656729719
#> Node 14 1.1065864753922414
#> Node 15 -2.425801423435717
#> Node 16 -1.0118043553489413
#> Node 17 0.29823238103642774
#> Node 18 0.16773227558409953
#> Node 19 2.3936828899143268
#> Node 20 2.080960130164738
#> Node 21 -1.9586772132603356
#> Node 22 0.47116947782969004
#> Node 23 1.3529429556606813
#> Node 24 -1.5542329022933035
#> Node 25 3.1120478362603134
#> Node 26 -0.7754673932312586
#> Node 27 1.8675002799261744
#> Node 28 -3.0988033630167005
#> Node 29 1.1814468357772938
#> Node 30 0.5859190179450272
#> Node 31 0.9134749785351444
#> Node 32 0.7008957370219094
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.07106875104118072
#> Node 2 -2.3240627743124653
#> Node 3 -1.4013235739685321
#> Node 4 -0.6147598404759534
#> Node 5 2.516062219538099
#> Node 6 -1.2670746526614682
#> Node 7 -3.418062609365118
#> Node 8 -0.8735877667298401
#> Node 9 -3.0423571650768415
#> Node 10 1.6486735165258988
#> Node 11 -0.9638225193604739
#> Node 12 -1.9231433481335807
#> Node 13 -1.6435968234269136
#> Node 14 -1.039084543330696
#> Node 15 2.4344835135896026
#> Node 16 1.0030387427476883
#> Node 17 -0.2840349376575093
#> Node 18 -0.14220815882875157
#> Node 19 -2.3750584779494326
#> Node 20 -2.0626674762875954
#> Node 21 2.0134560537581336
#> Node 22 -0.5325211263292332
#> Node 23 -1.3927215653089091
#> Node 24 1.5452928257333078
#> Node 25 -3.112227017952906
#> Node 26 0.6952606414929579
#> Node 27 -1.8993736800300607
#> Node 28 3.0639167550042146
#> Node 29 -1.213788656505299
#> Node 30 -0.5199603897647134
#> Node 31 -0.8653571535904848
#> Node 32 -0.728155199614448
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.04557870265734125
#> Attrib V1 0.6872529931763369
#> Attrib V10 0.051951721963791934
#> Attrib V11 0.341923448771799
#> Attrib V12 0.208005326081359
#> Attrib V13 0.2317289191072164
#> Attrib V14 0.13070824719769042
#> Attrib V15 0.1956767517704458
#> Attrib V16 -0.2616238333392658
#> Attrib V17 0.16479800773218042
#> Attrib V18 -0.053325614182453664
#> Attrib V19 -0.019833332208034123
#> Attrib V2 -0.10866127437428519
#> Attrib V20 0.7581671542926892
#> Attrib V21 0.6989714843478998
#> Attrib V22 0.3634423686397135
#> Attrib V23 0.8564605442191486
#> Attrib V24 0.8321082275973757
#> Attrib V25 -0.2588694787451675
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#> Attrib V3 0.5825013237854403
#> Attrib V30 0.4435441355339948
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#> Attrib V7 -0.5375232348600495
#> Attrib V8 -0.2929402083030724
#> Attrib V9 0.7181935803353657
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold -0.009937426810273847
#> Attrib V1 0.45737432917446336
#> Attrib V10 0.014146450654004954
#> Attrib V11 0.16927766766012495
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#> Attrib V3 0.388831344869648
#> Attrib V30 0.2796236682742479
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#> Attrib V33 0.34701736310912823
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#> Attrib V39 0.38082281453932143
#> Attrib V4 0.2799414709958649
#> Attrib V40 -0.03248341122281718
#> Attrib V41 0.059513237608055686
#> Attrib V42 0.32373513621715483
#> Attrib V43 0.4382542822589283
#> Attrib V44 -0.0368444308910111
#> Attrib V45 -0.058854425673129936
#> Attrib V46 0.028781650622216763
#> Attrib V47 -0.024257668715906046
#> Attrib V48 -6.804327377763207E-4
#> Attrib V49 0.2631880463927635
#> Attrib V5 0.2135744228877186
#> Attrib V50 -0.2684919207141438
#> Attrib V51 -0.09845318374317669
#> Attrib V52 -0.31540180460081946
#> Attrib V53 -0.06819774316340009
#> Attrib V54 0.3477560593814638
#> Attrib V55 -0.0677254582335719
#> Attrib V56 0.36651532968728257
#> Attrib V57 -0.12949732208984546
#> Attrib V58 0.39768155114133114
#> Attrib V59 0.2909372902972651
#> Attrib V6 -0.3308288373631712
#> Attrib V60 0.04304286565922347
#> Attrib V7 -0.3382209855274366
#> Attrib V8 -0.15737138573386555
#> Attrib V9 0.4400813448933102
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.0522014233338283
#> Attrib V1 0.17304985154393618
#> Attrib V10 0.019680671643959594
#> Attrib V11 0.11161552123563435
#> Attrib V12 0.09537700435274038
#> Attrib V13 0.11500859049461602
#> Attrib V14 0.03829774545752152
#> Attrib V15 0.07465235880499785
#> Attrib V16 -0.09176238908310373
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#> Attrib V25 -0.17491441229124674
#> Attrib V26 -0.20413028774050493
#> Attrib V27 -0.06810580555577733
#> Attrib V28 -0.020222658942324542
#> Attrib V29 -0.04431235432914532
#> Attrib V3 0.18678116777530243
#> Attrib V30 0.1702946206948635
#> Attrib V31 -0.27622162766790137
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#> Attrib V38 0.19599937909612236
#> Attrib V39 0.18270172134158097
#> Attrib V4 0.1192360556350213
#> Attrib V40 -0.004428369179958672
#> Attrib V41 0.008372439135572264
#> Attrib V42 0.09758781476471327
#> Attrib V43 0.14434860797272406
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#> Attrib V47 -0.05463964266093783
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#> Attrib V49 0.1305518616467131
#> Attrib V5 0.1207776906483235
#> Attrib V50 -0.1346490308117491
#> Attrib V51 0.022529901603317137
#> Attrib V52 -0.11875984745216867
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#> Attrib V55 -0.07228399063586229
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#> Attrib V57 -0.05777249868518362
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#> Attrib V59 0.026788460546950884
#> Attrib V6 -0.14723200220266203
#> Attrib V60 -0.07749715262624389
#> Attrib V7 -0.16950777292092392
#> Attrib V8 -0.1685275698243782
#> Attrib V9 0.265360029064977
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.6712235787962152
#> Attrib V1 -0.38716288202981913
#> Attrib V10 -0.743308719844285
#> Attrib V11 -0.7860673967359667
#> Attrib V12 -0.6198529152598174
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#> Attrib V42 -8.921348734111339E-4
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#> Attrib V7 0.26846469008254553
#> Attrib V8 0.3227171076818172
#> Attrib V9 -0.9100374804669841
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.04353051906036608
#> Attrib V1 0.45584503204299687
#> Attrib V10 -0.014328425846625246
#> Attrib V11 0.19282831370263362
#> Attrib V12 0.15544525749946564
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#> Attrib V7 -0.2478589767952681
#> Attrib V8 -0.12355565604001666
#> Attrib V9 0.4984507800742321
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.936217871253609
#> Attrib V1 0.4521072207245718
#> Attrib V10 0.9943745121223141
#> Attrib V11 1.0278158001092867
#> Attrib V12 0.7004389210952178
#> Attrib V13 0.22660370777007816
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#> Attrib V27 1.3569920387297296
#> Attrib V28 1.6256384238971706
#> Attrib V29 1.0010364776223861
#> Attrib V3 0.08247613492235895
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#> Attrib V33 -0.41180741847709046
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#> Attrib V35 0.2948934530910454
#> Attrib V36 -1.1230695379164124
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#> Attrib V38 0.5651074309497047
#> Attrib V39 -0.3361083783653262
#> Attrib V4 0.5153696753056531
#> Attrib V40 -0.0168178869227561
#> Attrib V41 0.9133155845924691
#> Attrib V42 -0.046325277728359274
#> Attrib V43 0.3397178571617665
#> Attrib V44 0.5231035611502016
#> Attrib V45 0.6739238599792808
#> Attrib V46 1.0405660561100543
#> Attrib V47 0.5031039688509693
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#> Attrib V5 0.5724508355931692
#> Attrib V50 0.051992176675597385
#> Attrib V51 0.5412888369461579
#> Attrib V52 0.9275040209750997
#> Attrib V53 0.6424884938620345
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#> Attrib V6 0.770420287683314
#> Attrib V60 -0.17305648379884211
#> Attrib V7 0.01444429709804295
#> Attrib V8 -0.4184987418132962
#> Attrib V9 1.0257119295550365
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.10342325484781899
#> Attrib V1 0.23741244734673947
#> Attrib V10 0.07080218876829106
#> Attrib V11 0.20441543467189008
#> Attrib V12 0.12569533513872536
#> Attrib V13 0.12396077928747336
#> Attrib V14 -0.09212777157571356
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#> Attrib V16 -0.09140729035208081
#> Attrib V17 0.026416674931924688
#> Attrib V18 -0.0883585079527651
#> Attrib V19 -0.055323874069476815
#> Attrib V2 -0.006426342129220829
#> Attrib V20 0.23395872738078582
#> Attrib V21 0.2042575658194443
#> Attrib V22 -0.014055868230378231
#> Attrib V23 0.20319653265737916
#> Attrib V24 0.25365495862447945
#> Attrib V25 -0.17410631973023283
#> Attrib V26 -0.22694550129578747
#> Attrib V27 0.0024367039568925714
#> Attrib V28 -1.7797316570182243E-4
#> Attrib V29 -0.03764456360518017
#> Attrib V3 0.18022965916639408
#> Attrib V30 0.26865124886637093
#> Attrib V31 -0.3995233186336339
#> Attrib V32 -0.017123212968504053
#> Attrib V33 0.27266739303756277
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#> Attrib V36 -0.3251697567937961
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#> Attrib V38 0.3515844268666591
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#> Attrib V40 -0.05127164078072007
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#> Attrib V42 0.03172095300678169
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#> Attrib V46 0.10565251658138591
#> Attrib V47 -0.022143648993106908
#> Attrib V48 0.09746749265423779
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#> Attrib V50 -0.27153734750197345
#> Attrib V51 -0.0276736048784422
#> Attrib V52 -0.1528239451978925
#> Attrib V53 -0.003424789650805745
#> Attrib V54 0.16077247728013525
#> Attrib V55 -0.16917509220169033
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#> Attrib V58 0.06968203222297917
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#> Attrib V6 -0.16626084835648186
#> Attrib V60 -0.06708405218655501
#> Attrib V7 -0.2240822405353006
#> Attrib V8 -0.2276097319741735
#> Attrib V9 0.3308767682411714
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.718694227299787
#> Attrib V1 0.4293005916258289
#> Attrib V10 0.9513038461904533
#> Attrib V11 0.9489666317015518
#> Attrib V12 0.7722861540897984
#> Attrib V13 0.2993494153529803
#> Attrib V14 -0.5913314426543166
#> Attrib V15 -0.4461909243537618
#> Attrib V16 -0.4010859807665475
#> Attrib V17 -0.34515340733729455
#> Attrib V18 -0.13501573622396343
#> Attrib V19 -0.37256179732344746
#> Attrib V2 0.12079728183160428
#> Attrib V20 0.16334644123224926
#> Attrib V21 0.26194871913299633
#> Attrib V22 -0.14945293169558638
#> Attrib V23 0.32563661263926086
#> Attrib V24 0.3747920263737368
#> Attrib V25 -0.19202860262851443
#> Attrib V26 0.3150286929634339
#> Attrib V27 1.2368451554787165
#> Attrib V28 1.4670675107622677
#> Attrib V29 0.8385356696163574
#> Attrib V3 0.05416181227662562
#> Attrib V30 0.5503035723889669
#> Attrib V31 -0.8611470303305409
#> Attrib V32 -0.3530746247313731
#> Attrib V33 -0.22547896761836644
#> Attrib V34 -0.024357412052309783
#> Attrib V35 0.31219673302083323
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#> Attrib V38 0.5483663290059572
#> Attrib V39 -0.18492803268970595
#> Attrib V4 0.4828685158522193
#> Attrib V40 -0.05562025675277398
#> Attrib V41 0.7556900296051706
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#> Attrib V43 0.31765080371783294
#> Attrib V44 0.40671863906048733
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#> Attrib V48 0.4134839511013694
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#> Attrib V5 0.47799894429375045
#> Attrib V50 -0.010311994887253269
#> Attrib V51 0.5329330657215577
#> Attrib V52 0.8344191720228608
#> Attrib V53 0.5069242669822791
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#> Attrib V55 -0.2986370856574045
#> Attrib V56 -0.7031936815950061
#> Attrib V57 -0.21284876644128614
#> Attrib V58 -0.36472555905481385
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#> Attrib V6 0.63563937020926
#> Attrib V60 -0.2099139889030307
#> Attrib V7 -0.07293121543238833
#> Attrib V8 -0.36089201174902247
#> Attrib V9 0.9249501935873236
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.5741243894526151
#> Attrib V1 -0.39896028888688634
#> Attrib V10 -0.2771529062435768
#> Attrib V11 -0.5192530307283515
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#> Attrib V14 0.29118997168173405
#> Attrib V15 0.10896986673715046
#> Attrib V16 0.3942566295600416
#> Attrib V17 0.06535345228306581
#> Attrib V18 0.2592550584495032
#> Attrib V19 0.2886469251573618
#> Attrib V2 0.07664199282933705
#> Attrib V20 -0.3141309150443427
#> Attrib V21 -0.2942324106745969
#> Attrib V22 -0.01319398897132736
#> Attrib V23 -0.3609873277217275
#> Attrib V24 -0.4644514907505164
#> Attrib V25 0.2960570680227105
#> Attrib V26 0.29581059345270083
#> Attrib V27 -0.30542173866342975
#> Attrib V28 -0.28829625607302767
#> Attrib V29 -0.14987442458357125
#> Attrib V3 -0.1952574609014567
#> Attrib V30 -0.47257819994086997
#> Attrib V31 0.7809589902224601
#> Attrib V32 0.04779672371524679
#> Attrib V33 -0.3093354034907054
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#> Attrib V35 -0.23752723450438587
#> Attrib V36 0.764484854074544
#> Attrib V37 0.580650729348665
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#> Attrib V4 -0.29950696396756454
#> Attrib V40 0.10505880013910911
#> Attrib V41 -0.29052575501440236
#> Attrib V42 -0.23516946581228199
#> Attrib V43 -0.4550865627330087
#> Attrib V44 -0.01743575436779308
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#> Attrib V47 -0.12294345611656507
#> Attrib V48 -0.32870318290176165
#> Attrib V49 -0.48293812551994514
#> Attrib V5 -0.2641408675118152
#> Attrib V50 0.4359069742918665
#> Attrib V51 -0.04837359727961884
#> Attrib V52 0.10209626031348766
#> Attrib V53 0.11446560425915212
#> Attrib V54 -0.17049396947264017
#> Attrib V55 0.40770700100633217
#> Attrib V56 0.0877319372182776
#> Attrib V57 0.38325065653062806
#> Attrib V58 -0.07313078108345579
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#> Attrib V6 0.16973862897506561
#> Attrib V60 0.23802684616107142
#> Attrib V7 0.5468442275851723
#> Attrib V8 0.4442873386076042
#> Attrib V9 -0.6850719106471348
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.040841934695320194
#> Attrib V1 0.28907600795420785
#> Attrib V10 0.034460771833536366
#> Attrib V11 0.18754011520110192
#> Attrib V12 0.1662819431394887
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#> Attrib V15 0.02992039805706121
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#> Attrib V19 -0.06642356651850917
#> Attrib V2 -0.05086147219236904
#> Attrib V20 0.36591097179591175
#> Attrib V21 0.24640107940990486
#> Attrib V22 0.024809866419418552
#> Attrib V23 0.25992014802436797
#> Attrib V24 0.2489872614179706
#> Attrib V25 -0.1928255861222361
#> Attrib V26 -0.34130068585261397
#> Attrib V27 -0.050247163306543656
#> Attrib V28 -0.061058696584079204
#> Attrib V29 -0.1315084104500448
#> Attrib V3 0.1747885665942473
#> Attrib V30 0.2656736132331385
#> Attrib V31 -0.5186868815980062
#> Attrib V32 -0.08024378030081818
#> Attrib V33 0.27264679818661874
#> Attrib V34 0.1889069219006174
#> Attrib V35 0.1757324003902312
#> Attrib V36 -0.38905249677386466
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#> Attrib V38 0.39257112701961877
#> Attrib V39 0.24777270621945482
#> Attrib V4 0.1719764275264921
#> Attrib V40 -0.06370677763058995
#> Attrib V41 -0.0033740318514742947
#> Attrib V42 0.13572071112557785
#> Attrib V43 0.26616121446602403
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#> Attrib V45 0.08155731803963431
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#> Attrib V48 0.07595208718071976
#> Attrib V49 0.1668269486442857
#> Attrib V5 0.1536214262221128
#> Attrib V50 -0.23770676383296419
#> Attrib V51 0.027523638073084444
#> Attrib V52 -0.23314300956623732
#> Attrib V53 -0.08360518818062782
#> Attrib V54 0.22296143408261201
#> Attrib V55 -0.12907150229460942
#> Attrib V56 0.14451562993995054
#> Attrib V57 -0.14074470621677837
#> Attrib V58 0.16627356027646908
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#> Attrib V6 -0.18250594354650646
#> Attrib V60 -0.07825648460722566
#> Attrib V7 -0.3093931978702276
#> Attrib V8 -0.18606329308065625
#> Attrib V9 0.37396541638496417
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.16298291089765568
#> Attrib V1 0.5385927018958102
#> Attrib V10 -5.603894069693686E-4
#> Attrib V11 0.36196396908486567
#> Attrib V12 0.17073932156419686
#> Attrib V13 0.22009401275026164
#> Attrib V14 0.0755063253610968
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#> Attrib V16 -0.20844719342486345
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#> Attrib V19 0.026923982632674266
#> Attrib V2 -0.012902326107772994
#> Attrib V20 0.6179959795130168
#> Attrib V21 0.5646877043648356
#> Attrib V22 0.3352611231953059
#> Attrib V23 0.7227584102620278
#> Attrib V24 0.6400461946797971
#> Attrib V25 -0.28360519069036433
#> Attrib V26 -0.48320828668069365
#> Attrib V27 -0.06973780112422119
#> Attrib V28 -0.22762954881056138
#> Attrib V29 -0.205861605283818
#> Attrib V3 0.41211467209602637
#> Attrib V30 0.3593670873208022
#> Attrib V31 -1.0661301538617993
#> Attrib V32 -0.2261762471586247
#> Attrib V33 0.4327267383891086
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#> Attrib V35 -0.006315010597934031
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#> Attrib V38 0.5197754521934415
#> Attrib V39 0.45186222895453204
#> Attrib V4 0.39535350675377356
#> Attrib V40 -0.028187616791400416
#> Attrib V41 0.1247586927956075
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#> Attrib V46 0.1783852389406272
#> Attrib V47 8.511865226786314E-4
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#> Attrib V5 0.3218445209441353
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#> Attrib V56 0.3863549794909886
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#> Attrib V58 0.44910207616348924
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#> Attrib V7 -0.4508842371687767
#> Attrib V8 -0.2936486413164134
#> Attrib V9 0.6321519968761726
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.05204913721892667
#> Attrib V1 0.5080778300910117
#> Attrib V10 -0.016428635023226515
#> Attrib V11 0.2320145363784325
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#> Attrib V13 0.23715347363055053
#> Attrib V14 0.09963744494970006
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#> Attrib V20 0.609061950047737
#> Attrib V21 0.5411896519744616
#> Attrib V22 0.2551300924207677
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#> Attrib V24 0.6093202265658795
#> Attrib V25 -0.16136912502853398
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#> Attrib V28 -0.3269689617520176
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#> Attrib V3 0.4655042126657257
#> Attrib V30 0.2986333543625565
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#> Attrib V32 -0.15581460665091268
#> Attrib V33 0.36169790736587015
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#> Attrib V39 0.4854609446927562
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#> Attrib V40 -0.027809460081431408
#> Attrib V41 0.09214474339542388
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#> Attrib V58 0.40768417897363707
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#> Attrib V6 -0.3037037773096247
#> Attrib V60 0.07364903435600291
#> Attrib V7 -0.3300257961932569
#> Attrib V8 -0.25455439922782
#> Attrib V9 0.5524910228902067
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold -0.001218007549726625
#> Attrib V1 0.41285500878946635
#> Attrib V10 0.027746274434445446
#> Attrib V11 0.21364328104721955
#> Attrib V12 0.11549670536436991
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#> Attrib V3 0.22788321598470254
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#> Attrib V33 0.27554622831681425
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#> Attrib V59 0.17674678117100742
#> Attrib V6 -0.24526261648264341
#> Attrib V60 0.0860536984826705
#> Attrib V7 -0.24550527525679605
#> Attrib V8 -0.20391097785405732
#> Attrib V9 0.3808591491844175
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.6243217540368456
#> Attrib V1 -0.42583719490211785
#> Attrib V10 -0.7476413180966764
#> Attrib V11 -0.8842524584514995
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#> Attrib V14 0.4480589665565621
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#> Attrib V16 0.5632794640664011
#> Attrib V17 0.295860015531128
#> Attrib V18 0.1357353430129873
#> Attrib V19 0.2537376061709754
#> Attrib V2 0.10132169876369651
#> Attrib V20 -0.2773577155820934
#> Attrib V21 -0.3333850237766116
#> Attrib V22 0.033413604104282665
#> Attrib V23 -0.6172361036015995
#> Attrib V24 -0.6303097003119922
#> Attrib V25 0.16434143103789822
#> Attrib V26 -0.006899300832757116
#> Attrib V27 -0.7917475714433968
#> Attrib V28 -0.8738528827873839
#> Attrib V29 -0.5218103827888806
#> Attrib V3 -0.08315655877985392
#> Attrib V30 -0.7401657806656
#> Attrib V31 0.6891882168692693
#> Attrib V32 -0.019700874257285853
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#> Attrib V36 0.976004847502453
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#> Attrib V40 0.014724520989990776
#> Attrib V41 -0.7823257440672323
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#> Attrib V44 -0.14231651117765076
#> Attrib V45 -0.22845182649562362
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#> Attrib V50 0.2103115881290395
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#> Attrib V53 -0.05270295968918483
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#> Attrib V55 0.33202820109972014
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#> Attrib V58 0.0704006252169124
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#> Attrib V6 -0.17709624625016118
#> Attrib V60 0.426388962818927
#> Attrib V7 0.4129631707539368
#> Attrib V8 0.29466345771519226
#> Attrib V9 -1.041552509593361
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.3183130064387089
#> Attrib V1 -0.30659406919379406
#> Attrib V10 -0.11028616438695416
#> Attrib V11 -0.32984119499430475
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#> Attrib V14 0.07589822704344394
#> Attrib V15 0.02834110032478091
#> Attrib V16 0.24836317138187988
#> Attrib V17 0.055719876319675524
#> Attrib V18 0.15846121815114206
#> Attrib V19 0.15021422710816748
#> Attrib V2 -0.011850830116253448
#> Attrib V20 -0.2648277579720909
#> Attrib V21 -0.22971732488274024
#> Attrib V22 -0.018105222264930713
#> Attrib V23 -0.27160285941301304
#> Attrib V24 -0.2513521276353682
#> Attrib V25 0.23605127008503435
#> Attrib V26 0.2200929837335456
#> Attrib V27 -0.09580006485126348
#> Attrib V28 -0.0309356201758476
#> Attrib V29 0.014062598353971003
#> Attrib V3 -0.13505104453457037
#> Attrib V30 -0.3081167467764259
#> Attrib V31 0.42866085595358594
#> Attrib V32 0.07362111726852989
#> Attrib V33 -0.2564113598900989
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#> Attrib V36 0.41456338304435303
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#> Attrib V4 -0.16993253067361683
#> Attrib V40 0.0194639119460492
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#> Attrib V43 -0.3034113635643221
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#> Attrib V50 0.3145247092352278
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#> Attrib V52 0.1350476093333926
#> Attrib V53 0.08636476191085753
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#> Attrib V55 0.22684591432701365
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#> Attrib V58 -0.028934093261200746
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#> Attrib V6 0.13497573840084026
#> Attrib V60 0.18159615912886498
#> Attrib V7 0.32056768974892436
#> Attrib V8 0.22924639102149
#> Attrib V9 -0.3538355798435362
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.07129554177063785
#> Attrib V1 0.12849079827083806
#> Attrib V10 0.057333979172119215
#> Attrib V11 0.07204556309784614
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#> Attrib V13 -0.016565183423926183
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#> Attrib V16 -0.016580989782524612
#> Attrib V17 0.035897129108501624
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#> Attrib V19 -0.012667894104418154
#> Attrib V2 0.07467227580930685
#> Attrib V20 0.0484714814192864
#> Attrib V21 0.0031090219077277927
#> Attrib V22 -0.011750318174348942
#> Attrib V23 -0.012177070168022709
#> Attrib V24 0.04256607624249596
#> Attrib V25 -0.10860958081785704
#> Attrib V26 -0.13121773921677177
#> Attrib V27 -0.02472931961357838
#> Attrib V28 -0.03608386096378163
#> Attrib V29 -0.06827917648722129
#> Attrib V3 0.08783652289791265
#> Attrib V30 0.11067599246375359
#> Attrib V31 -0.048821406591543576
#> Attrib V32 -0.007095146119540066
#> Attrib V33 0.1534159526763421
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#> Attrib V36 -0.08788487566370198
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#> Attrib V38 0.16936438069193424
#> Attrib V39 0.12872619570687135
#> Attrib V4 0.07714029819034644
#> Attrib V40 -0.0035451592355524664
#> Attrib V41 0.050777776022091374
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#> Attrib V43 0.1044612061126612
#> Attrib V44 0.055383186923073764
#> Attrib V45 0.07291401708387431
#> Attrib V46 -0.0013901480818559353
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#> Attrib V48 0.05583473804630631
#> Attrib V49 2.494781596301997E-5
#> Attrib V5 0.04950092125361485
#> Attrib V50 -0.04990044179827354
#> Attrib V51 0.024699734247778507
#> Attrib V52 -0.07972221299202104
#> Attrib V53 -0.01480333858507471
#> Attrib V54 0.04319749280219789
#> Attrib V55 0.032606450627611513
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#> Attrib V57 0.061735613324326304
#> Attrib V58 0.027309493202489057
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#> Attrib V6 -0.005558239530774217
#> Attrib V60 0.006140561016200601
#> Attrib V7 -0.07298673006030826
#> Attrib V8 -0.007098735732244647
#> Attrib V9 0.13917275783355929
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.18708888773748644
#> Attrib V1 0.08709836872112509
#> Attrib V10 0.02974279246960115
#> Attrib V11 0.028776062005544556
#> Attrib V12 0.008982440188844407
#> Attrib V13 0.010726925296542804
#> Attrib V14 0.025246607686278406
#> Attrib V15 0.0042186248655665184
#> Attrib V16 0.006063290041264304
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#> Attrib V18 0.05860985613264255
#> Attrib V19 -0.05215936372121125
#> Attrib V2 0.049922624334220615
#> Attrib V20 0.058681240777517775
#> Attrib V21 0.030523059915487878
#> Attrib V22 -0.05938006668353882
#> Attrib V23 -0.005175417259141092
#> Attrib V24 -0.021934360835200704
#> Attrib V25 -0.040397939805666895
#> Attrib V26 -0.051798206674461444
#> Attrib V27 -0.016920478293675375
#> Attrib V28 -0.03785772411686799
#> Attrib V29 -0.04596312486331719
#> Attrib V3 0.1429360928280223
#> Attrib V30 0.0015597156526308495
#> Attrib V31 -0.08319571881013565
#> Attrib V32 0.010877479634330266
#> Attrib V33 0.07690585343378514
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#> Attrib V35 0.04855129059958532
#> Attrib V36 0.03530722576505046
#> Attrib V37 -0.043516122147763334
#> Attrib V38 0.06690566585373961
#> Attrib V39 0.11210016695749658
#> Attrib V4 0.05027787245127935
#> Attrib V40 0.013132363059266652
#> Attrib V41 -0.01653046112583808
#> Attrib V42 0.02087155977890656
#> Attrib V43 0.043475409538282245
#> Attrib V44 0.07211972971642193
#> Attrib V45 -0.001787485950346834
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#> Attrib V48 0.028721133257399282
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#> Attrib V5 0.06684355130691186
#> Attrib V50 -0.046130054305878875
#> Attrib V51 0.08787124478050318
#> Attrib V52 -0.027379512683032424
#> Attrib V53 0.034737930875364344
#> Attrib V54 0.028347935281788122
#> Attrib V55 0.057729994865147925
#> Attrib V56 0.10971080767196864
#> Attrib V57 0.007794022226460519
#> Attrib V58 0.06836873176145622
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#> Attrib V6 -0.016939988134617032
#> Attrib V60 0.06705298306192325
#> Attrib V7 0.03690145987426087
#> Attrib V8 0.027632878242164618
#> Attrib V9 0.1027558450621214
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.34000167791052566
#> Attrib V1 0.6249748754566093
#> Attrib V10 0.05092637748784475
#> Attrib V11 0.4496815394568767
#> Attrib V12 0.46623130763313025
#> Attrib V13 0.33787104282209457
#> Attrib V14 -0.0019178183068300182
#> Attrib V15 0.14521986500669007
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#> Attrib V18 -0.18522124508296056
#> Attrib V19 -0.1257079905600482
#> Attrib V2 -0.048814919975728614
#> Attrib V20 0.583992940692141
#> Attrib V21 0.5686046619852703
#> Attrib V22 0.28453659425538214
#> Attrib V23 0.8254786894158035
#> Attrib V24 0.8953886779246426
#> Attrib V25 -0.24914481346306896
#> Attrib V26 -0.5128258960558649
#> Attrib V27 0.04109407815862109
#> Attrib V28 -0.06410801432200565
#> Attrib V29 -0.14662057105365078
#> Attrib V3 0.5112193030846036
#> Attrib V30 0.4498968558503597
#> Attrib V31 -1.311577841894753
#> Attrib V32 -0.2857493821904535
#> Attrib V33 0.44396294238783746
#> Attrib V34 -0.010025226316079407
#> Attrib V35 -0.02892757808789893
#> Attrib V36 -1.3112128039985596
#> Attrib V37 -1.416770646436544
#> Attrib V38 0.5012620024190689
#> Attrib V39 0.5031099950347937
#> Attrib V4 0.4737466948250637
#> Attrib V40 -0.04236662398322738
#> Attrib V41 0.3227560562911639
#> Attrib V42 0.619937857038269
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#> Attrib V46 0.28648696208541263
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#> Attrib V48 0.25325125598189346
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#> Attrib V5 0.45154273554512164
#> Attrib V50 -0.49540143805228093
#> Attrib V51 -0.06751429975904444
#> Attrib V52 -0.4550262552349726
#> Attrib V53 -0.09209308194628468
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#> Attrib V58 0.49182558941609883
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#> Attrib V6 -0.29100355116555476
#> Attrib V60 -0.08225963039541938
#> Attrib V7 -0.6252633774662988
#> Attrib V8 -0.5867580433384888
#> Attrib V9 0.7104291243666989
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.3095220975244971
#> Attrib V1 0.6049386599687466
#> Attrib V10 0.08130140810228817
#> Attrib V11 0.4261809737116202
#> Attrib V12 0.39512421066149
#> Attrib V13 0.29312473790627835
#> Attrib V14 -9.180627164715121E-4
#> Attrib V15 0.07632218338731434
#> Attrib V16 -0.38883514008721065
#> Attrib V17 0.051576294205751154
#> Attrib V18 -0.1051906710923372
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#> Attrib V2 -0.06794182093257325
#> Attrib V20 0.6179233488519917
#> Attrib V21 0.6155554050302315
#> Attrib V22 0.29728258982473554
#> Attrib V23 0.8066764198581109
#> Attrib V24 0.7697300115285542
#> Attrib V25 -0.29779011584370735
#> Attrib V26 -0.4408697406566428
#> Attrib V27 0.0879754472082769
#> Attrib V28 -0.07303232786333026
#> Attrib V29 -0.0952374242815642
#> Attrib V3 0.4240148959560793
#> Attrib V30 0.45690248602152694
#> Attrib V31 -1.205306694669577
#> Attrib V32 -0.30723980839911236
#> Attrib V33 0.3805647459007896
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#> Attrib V38 0.5918841129254405
#> Attrib V39 0.45718270428713004
#> Attrib V4 0.3997522681897524
#> Attrib V40 -0.06387220889347726
#> Attrib V41 0.27065158076526935
#> Attrib V42 0.42659537189574537
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#> Attrib V51 0.0025195908291347985
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#> Attrib V56 0.28286420938409806
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#> Attrib V58 0.3867040503283022
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#> Attrib V6 -0.29087145393280084
#> Attrib V60 -0.10920736222168721
#> Attrib V7 -0.5360532896017317
#> Attrib V8 -0.5325905489643452
#> Attrib V9 0.6751808177169266
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.39262602111704564
#> Attrib V1 -0.5612990750086083
#> Attrib V10 -0.1641538596501623
#> Attrib V11 -0.5394087375753506
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#> Attrib V16 0.3743710933970903
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#> Attrib V18 0.2089036323989866
#> Attrib V19 0.16227475569396985
#> Attrib V2 0.04723733277187749
#> Attrib V20 -0.5279603126276753
#> Attrib V21 -0.47495957910137165
#> Attrib V22 -0.22657589362873481
#> Attrib V23 -0.6795024011786327
#> Attrib V24 -0.6809034288858988
#> Attrib V25 0.32611194923631714
#> Attrib V26 0.49896185161052
#> Attrib V27 -0.090613371792778
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#> Attrib V29 0.09248537700841852
#> Attrib V3 -0.3810356837246404
#> Attrib V30 -0.39074748758237066
#> Attrib V31 1.1413990746309335
#> Attrib V32 0.2585272305462364
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#> Attrib V36 0.9295744888294114
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#> Attrib V40 0.1566358428167463
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#> Attrib V44 0.05733834789935993
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#> Attrib V50 0.4930830371489561
#> Attrib V51 0.06004700523118053
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#> Attrib V54 -0.2360784048997617
#> Attrib V55 0.3377024387514011
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#> Attrib V57 0.4464920427029298
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#> Attrib V6 0.2601121752576421
#> Attrib V60 0.21443887242791346
#> Attrib V7 0.5803905166665454
#> Attrib V8 0.4348788058451346
#> Attrib V9 -0.645786612194191
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold -0.06366025934237994
#> Attrib V1 0.23145047975178343
#> Attrib V10 0.04291668602598796
#> Attrib V11 0.10968953567440821
#> Attrib V12 0.07988355179661649
#> Attrib V13 0.056180243761685844
#> Attrib V14 0.04039688198125147
#> Attrib V15 0.019840282835676487
#> Attrib V16 0.013377639710268842
#> Attrib V17 0.0796163946683324
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#> Attrib V19 -0.0378355609259058
#> Attrib V2 0.05027650343579656
#> Attrib V20 0.18725918470926362
#> Attrib V21 0.10044919479802446
#> Attrib V22 -0.03806874928748358
#> Attrib V23 0.063570281638316
#> Attrib V24 0.15323567543274993
#> Attrib V25 -0.11705397632421338
#> Attrib V26 -0.18670292903357333
#> Attrib V27 -0.058255862907001923
#> Attrib V28 -0.12135454609218001
#> Attrib V29 -0.07129734663003554
#> Attrib V3 0.1299577869412388
#> Attrib V30 0.10198736400024348
#> Attrib V31 -0.19563726715711377
#> Attrib V32 -0.027651302893629093
#> Attrib V33 0.10057048601433409
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#> Attrib V55 -4.450983719125454E-4
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#> Attrib V8 -0.15786816463538866
#> Attrib V9 0.2240620677878655
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.014372228402101835
#> Attrib V1 0.4900366705169511
#> Attrib V10 -0.0513270238532196
#> Attrib V11 0.21634631008546543
#> Attrib V12 0.15471174946675015
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#> Attrib V8 -0.23033755908503656
#> Attrib V9 0.4493565397063101
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.39010422400623535
#> Attrib V1 -0.46242905248173316
#> Attrib V10 -0.18324435837295758
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#> Attrib V25 0.28809070688758187
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#> Attrib V40 0.12021576617532703
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#> Attrib V6 0.22769558601929846
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#> Attrib V8 0.3999427953686352
#> Attrib V9 -0.5121218273586703
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.7849528898317415
#> Attrib V1 0.42649108040266925
#> Attrib V10 0.907823758935224
#> Attrib V11 0.9847930341549492
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#> Attrib V22 -0.1406722668915347
#> Attrib V23 0.29457300519942703
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#> Attrib V26 0.26258469050693783
#> Attrib V27 1.244983397693413
#> Attrib V28 1.531500052476036
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#> Attrib V3 0.10660647172992611
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#> Attrib V6 0.6140322482145134
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#> Attrib V8 -0.4610581863130464
#> Attrib V9 0.9103004271445849
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.28472539955869025
#> Attrib V1 -0.20468925978304214
#> Attrib V10 -0.12026898820351943
#> Attrib V11 -0.2841015326316538
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#> Attrib V22 0.011698850065893131
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#> Attrib V25 0.15342967834771376
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#> Attrib V31 0.25937609259741173
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#> Attrib V50 0.21376254708579517
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#> Attrib V52 0.041645822394332926
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#> Attrib V55 0.16138234642473023
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#> Attrib V7 0.20997763624538893
#> Attrib V8 0.20605930791871396
#> Attrib V9 -0.30166555024521763
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.203791361359102
#> Attrib V1 0.6483923490512729
#> Attrib V10 0.08504165647010986
#> Attrib V11 0.34199717643975563
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#> Attrib V24 0.69916961843296
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#> Attrib V3 0.42039755060352035
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#> Attrib V9 0.669879999763795
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.8600285114050686
#> Attrib V1 -0.38765021757441387
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#> Attrib V11 -0.9662698181374992
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#> Attrib V27 -1.2201126898729107
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#> Attrib V31 0.8959012276608233
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#> Attrib V55 0.3078478414198076
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#> Attrib V60 0.2224370170424083
#> Attrib V7 0.06722773406485615
#> Attrib V8 0.3617096898657383
#> Attrib V9 -0.8927473016617586
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.05228433706713186
#> Attrib V1 0.375749113408883
#> Attrib V10 0.004248115402650674
#> Attrib V11 0.2645388006261096
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#> Attrib V7 -0.2939763469342481
#> Attrib V8 -0.20239012240587967
#> Attrib V9 0.43805660112854167
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.043528935108458316
#> Attrib V1 0.2388452176954067
#> Attrib V10 0.0742864569177925
#> Attrib V11 0.12220787397870077
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#> Attrib V13 0.12774849239883526
#> Attrib V14 0.01284192185919117
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#> Attrib V16 -0.05504323880024458
#> Attrib V17 0.08768835072620841
#> Attrib V18 -0.01416009257172167
#> Attrib V19 -0.051105048203239245
#> Attrib V2 0.03943554264307979
#> Attrib V20 0.16857953660919758
#> Attrib V21 0.15411252244255347
#> Attrib V22 -0.01167624883847194
#> Attrib V23 0.13339792026351383
#> Attrib V24 0.12535197832788095
#> Attrib V25 -0.08437160582263371
#> Attrib V26 -0.14047351672317662
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#> Attrib V28 -0.04055118659336387
#> Attrib V29 -0.11755042302379613
#> Attrib V3 0.12976804194783959
#> Attrib V30 0.1565445370725935
#> Attrib V31 -0.21013013227474772
#> Attrib V32 -0.040529787003021255
#> Attrib V33 0.13149825142524746
#> Attrib V34 0.07288179134771104
#> Attrib V35 0.12018630556227622
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#> Attrib V38 0.17953389798835023
#> Attrib V39 0.20567933016445364
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#> Attrib V40 -0.010951509198970685
#> Attrib V41 0.01310483723900153
#> Attrib V42 0.08319678432512431
#> Attrib V43 0.12466674764503394
#> Attrib V44 -0.03527297843785801
#> Attrib V45 0.032228307623352014
#> Attrib V46 0.028464959091333415
#> Attrib V47 -0.06654783813834612
#> Attrib V48 0.04726212334784604
#> Attrib V49 0.0678111546685154
#> Attrib V5 0.046767240172537444
#> Attrib V50 -0.1477170742694912
#> Attrib V51 -0.013622384995078651
#> Attrib V52 -0.09193607817260563
#> Attrib V53 0.007010337190907633
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#> Attrib V58 0.13047732374109397
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#> Attrib V6 -0.08463056341288505
#> Attrib V60 0.002364426918389295
#> Attrib V7 -0.16038841045079388
#> Attrib V8 -0.12884754455077418
#> Attrib V9 0.2107572830763999
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.039197050630048885
#> Attrib V1 0.33630732891001164
#> Attrib V10 0.008773938570814058
#> Attrib V11 0.18373579504674342
#> Attrib V12 0.05654248215843052
#> Attrib V13 0.13576418508595536
#> Attrib V14 0.07403369054146294
#> Attrib V15 0.11725278020218256
#> Attrib V16 -0.07079012852773928
#> Attrib V17 0.11678600238805191
#> Attrib V18 -0.0014615507000023677
#> Attrib V19 -0.01449931696763635
#> Attrib V2 0.0711098432396004
#> Attrib V20 0.37445198495671594
#> Attrib V21 0.23219538557683683
#> Attrib V22 0.1143647301564317
#> Attrib V23 0.28887819095282863
#> Attrib V24 0.2807499330946383
#> Attrib V25 -0.21218570295883254
#> Attrib V26 -0.2850902821026266
#> Attrib V27 -0.14614865357737591
#> Attrib V28 -0.23801606322948063
#> Attrib V29 -0.21906243178203746
#> Attrib V3 0.19576895678106546
#> Attrib V30 0.16317064486109095
#> Attrib V31 -0.41123354408217033
#> Attrib V32 -0.08136588350886637
#> Attrib V33 0.2729901805729539
#> Attrib V34 0.13466606075468518
#> Attrib V35 0.1383849057566109
#> Attrib V36 -0.3527744443448123
#> Attrib V37 -0.3872333964343541
#> Attrib V38 0.34708123676182473
#> Attrib V39 0.21566945562231546
#> Attrib V4 0.2180552173675307
#> Attrib V40 -0.05421334540587669
#> Attrib V41 -0.040132831107346736
#> Attrib V42 0.10048984181101482
#> Attrib V43 0.27738753203164834
#> Attrib V44 0.01972778777303353
#> Attrib V45 -0.00878468601548851
#> Attrib V46 0.0255708525342501
#> Attrib V47 -0.06609348573057855
#> Attrib V48 0.021140474670167293
#> Attrib V49 0.15756232010157564
#> Attrib V5 0.10870572818018903
#> Attrib V50 -0.22372301144652315
#> Attrib V51 -0.06542069039852005
#> Attrib V52 -0.21325244540117164
#> Attrib V53 -0.003401194713458135
#> Attrib V54 0.2560838981432015
#> Attrib V55 -0.025900315975049815
#> Attrib V56 0.1760390313542487
#> Attrib V57 -0.10225902299514943
#> Attrib V58 0.16551040468681993
#> Attrib V59 0.12458991741568916
#> Attrib V6 -0.1902087788686467
#> Attrib V60 0.024863489296817982
#> Attrib V7 -0.17349380294268255
#> Attrib V8 -0.13464477549791204
#> Attrib V9 0.36610766190910915
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.03313680604283706
#> Attrib V1 0.28403781834568814
#> Attrib V10 -0.023168985718982238
#> Attrib V11 0.14048405396395142
#> Attrib V12 0.09601674102540256
#> Attrib V13 0.06250227566303923
#> Attrib V14 0.06591177110376871
#> Attrib V15 0.08011666876546021
#> Attrib V16 -0.036888406646820956
#> Attrib V17 0.049919810805135204
#> Attrib V18 0.04892924339244293
#> Attrib V19 -0.046440349037392095
#> Attrib V2 -2.9582273029047827E-4
#> Attrib V20 0.28562407340257295
#> Attrib V21 0.23450337078714814
#> Attrib V22 0.039034765360641946
#> Attrib V23 0.21483518443748556
#> Attrib V24 0.1775867423662664
#> Attrib V25 -0.19776702165457655
#> Attrib V26 -0.2585800885523868
#> Attrib V27 -0.07845609021982251
#> Attrib V28 -0.09569669444606789
#> Attrib V29 -0.1310672289376922
#> Attrib V3 0.20942066744125531
#> Attrib V30 0.18711676396278126
#> Attrib V31 -0.3931102729940384
#> Attrib V32 -0.06405532983595014
#> Attrib V33 0.22431166759991641
#> Attrib V34 0.11499598137213309
#> Attrib V35 0.11421169528040677
#> Attrib V36 -0.21766334709826798
#> Attrib V37 -0.2895147297340816
#> Attrib V38 0.2400292435296238
#> Attrib V39 0.21740463797773807
#> Attrib V4 0.13840946405519988
#> Attrib V40 -0.061674943607770365
#> Attrib V41 -0.03612349578423045
#> Attrib V42 0.11174069861601085
#> Attrib V43 0.16158522634182373
#> Attrib V44 0.029005005506130412
#> Attrib V45 0.06851948030312614
#> Attrib V46 0.048820231916841275
#> Attrib V47 -0.05515027933466569
#> Attrib V48 -0.014931841983803675
#> Attrib V49 0.15297886718647996
#> Attrib V5 0.11181703618976147
#> Attrib V50 -0.2019858979338299
#> Attrib V51 -0.013228126879920367
#> Attrib V52 -0.13682054883581296
#> Attrib V53 -0.016725142626629726
#> Attrib V54 0.12531871946689094
#> Attrib V55 -0.0791466638182424
#> Attrib V56 0.14122447133483096
#> Attrib V57 -0.08911124043639504
#> Attrib V58 0.19009075431500058
#> Attrib V59 0.053961236310023794
#> Attrib V6 -0.12090011110743129
#> Attrib V60 -0.015633827134414618
#> Attrib V7 -0.15446172803267438
#> Attrib V8 -0.10880893794507396
#> Attrib V9 0.29753470191343806
#> 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
#> 0.2608696