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 -0.19783748925794148
#> Node 2 2.651118029456778
#> Node 3 1.6058965850236417
#> Node 4 1.2523032231381255
#> Node 5 -3.0054679105198896
#> Node 6 1.2016889932324344
#> Node 7 2.6378048945246957
#> Node 8 0.6275630487619296
#> Node 9 2.722506162583387
#> Node 10 -1.2059591227929294
#> Node 11 1.4846077158953135
#> Node 12 1.599909666372891
#> Node 13 1.063292409736176
#> Node 14 1.5009613703124864
#> Node 15 -2.7029946837467786
#> Node 16 0.2711281776976872
#> Node 17 0.6710735922801425
#> Node 18 -0.5255226466945102
#> Node 19 1.9738830827953426
#> Node 20 1.999276164146708
#> Node 21 -2.341339052865312
#> Node 22 0.7266971823210652
#> Node 23 0.8471089506635875
#> Node 24 -1.4306431825686405
#> Node 25 2.7317410361646663
#> Node 26 0.0376933952575675
#> Node 27 1.8181179290074079
#> Node 28 -3.1424823720016803
#> Node 29 1.549362185089194
#> Node 30 0.1320380178749646
#> Node 31 0.8256785312010924
#> Node 32 0.6257896464230488
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.21758425640523138
#> Node 2 -2.6948163567784444
#> Node 3 -1.5813623433917656
#> Node 4 -1.2106012369342534
#> Node 5 3.0327621590139855
#> Node 6 -1.174575843606492
#> Node 7 -2.6355734195864278
#> Node 8 -0.6628392449961906
#> Node 9 -2.737844298002675
#> Node 10 1.131813863212458
#> Node 11 -1.4545263522881189
#> Node 12 -1.6751597509818108
#> Node 13 -1.0047713944258332
#> Node 14 -1.4320669262251242
#> Node 15 2.6891764195593733
#> Node 16 -0.28858460262621516
#> Node 17 -0.638088910097987
#> Node 18 0.5612444188401406
#> Node 19 -1.9693535232859112
#> Node 20 -1.980590068228584
#> Node 21 2.3926435515187903
#> Node 22 -0.7767084834559477
#> Node 23 -0.8903689001563967
#> Node 24 1.408316260342359
#> Node 25 -2.727438713620141
#> Node 26 -0.12361614138755864
#> Node 27 -1.8564179140030996
#> Node 28 3.104843990503834
#> Node 29 -1.5797361645444226
#> Node 30 -0.05723054212562641
#> Node 31 -0.7671804479263433
#> Node 32 -0.6428347537795277
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.5467380667409535
#> Attrib V1 0.8330085657218537
#> Attrib V10 0.43360543714572725
#> Attrib V11 0.8834629126140692
#> Attrib V12 0.7506821921427901
#> Attrib V13 0.5179092218532169
#> Attrib V14 -0.2302068682434205
#> Attrib V15 -0.0019991292178489326
#> Attrib V16 -0.5123135109392537
#> Attrib V17 -0.23359070263893253
#> Attrib V18 -0.3303263989937354
#> Attrib V19 0.2855842630112239
#> Attrib V2 0.10429278096691617
#> Attrib V20 0.7964479378173036
#> Attrib V21 0.754646684668784
#> Attrib V22 0.7729308505759831
#> Attrib V23 1.162954324500387
#> Attrib V24 0.8989553399682669
#> Attrib V25 -0.1627048708992652
#> Attrib V26 -1.025948607460852
#> Attrib V27 -0.19571430869918668
#> Attrib V28 0.3253813580978014
#> Attrib V29 -0.9592873407285646
#> Attrib V3 0.0878992462920898
#> Attrib V30 0.14344659207523958
#> Attrib V31 -0.6537992405197771
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#> Attrib V46 -0.21408426575885892
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#> Attrib V49 0.7594455903278525
#> Attrib V5 0.5980216856691507
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#> Attrib V58 0.7185741160785429
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#> Attrib V6 -0.26497575375604515
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#> Attrib V7 0.15141125872256686
#> Attrib V8 -0.5234472192688794
#> Attrib V9 0.7794668522232268
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.28221393619875607
#> Attrib V1 0.5020367514052395
#> Attrib V10 0.16268899801191022
#> Attrib V11 0.4283976144934091
#> Attrib V12 0.37637960339519144
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#> Attrib V19 0.22336000230726952
#> Attrib V2 0.12861858169096047
#> Attrib V20 0.4920045336417459
#> Attrib V21 0.4264993813442175
#> Attrib V22 0.44565079476802755
#> Attrib V23 0.6694981523193652
#> Attrib V24 0.49475966577158204
#> Attrib V25 -0.1269466734674948
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#> Attrib V28 0.10962888542319117
#> Attrib V29 -0.6910825684044597
#> Attrib V3 0.09010285700840648
#> Attrib V30 0.032249000913992
#> Attrib V31 -0.3893593209692201
#> Attrib V32 0.13757689191085942
#> Attrib V33 0.30897078987262977
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#> Attrib V4 -0.08752338014748699
#> Attrib V40 -0.04761868772193878
#> Attrib V41 -0.10870145147588804
#> Attrib V42 0.0356482111610404
#> Attrib V43 0.06916484379261194
#> Attrib V44 0.1384480355632159
#> Attrib V45 0.13739155199780637
#> Attrib V46 -0.11581765882275179
#> Attrib V47 -0.08693775879181286
#> Attrib V48 -0.1828972282725448
#> Attrib V49 0.4193357304096318
#> Attrib V5 0.38267510442096664
#> Attrib V50 -0.1262343371289704
#> Attrib V51 -0.1789473809647548
#> Attrib V52 0.3733997336184405
#> Attrib V53 0.14995531403345827
#> Attrib V54 0.14413821584569697
#> Attrib V55 -0.12293456787354519
#> Attrib V56 0.27945284949590193
#> Attrib V57 -0.10236970024696897
#> Attrib V58 0.5341295401476562
#> Attrib V59 0.1533315507332071
#> Attrib V6 -0.17391976806070708
#> Attrib V60 0.4154289778423965
#> Attrib V7 0.026087418106400515
#> Attrib V8 -0.34729621142886197
#> Attrib V9 0.39241053017271604
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.30908081192124115
#> Attrib V1 0.3087171764545418
#> Attrib V10 0.10905371277832433
#> Attrib V11 0.39119303759057217
#> Attrib V12 0.31724126409515335
#> Attrib V13 0.25315761822285043
#> Attrib V14 -0.09603453605335979
#> Attrib V15 0.034585624709125844
#> Attrib V16 -0.30418798800932245
#> Attrib V17 -0.11178547361386224
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#> Attrib V19 0.10066234431041937
#> Attrib V2 0.02328947389029908
#> Attrib V20 0.3124909975927387
#> Attrib V21 0.2927243795545544
#> Attrib V22 0.12523652692214435
#> Attrib V23 0.4027012749785704
#> Attrib V24 0.31185356701650796
#> Attrib V25 -0.22007540271334647
#> Attrib V26 -0.5725375796687507
#> Attrib V27 -0.10081929878596532
#> Attrib V28 0.335292741286866
#> Attrib V29 -0.31274737052559143
#> Attrib V3 0.01951474715804692
#> Attrib V30 0.03205033332228136
#> Attrib V31 -0.32409744757488496
#> Attrib V32 0.05537957888116705
#> Attrib V33 0.19190142323942205
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#> Attrib V35 0.10594527930037655
#> Attrib V36 -0.4812037008234715
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#> Attrib V38 0.2883100194783913
#> Attrib V39 0.22923199516851134
#> Attrib V4 -0.10498665283247079
#> Attrib V40 -0.0899840178901244
#> Attrib V41 -0.14102100170857235
#> Attrib V42 -0.026685403000117562
#> Attrib V43 -0.024030370922209526
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#> Attrib V45 0.30192465333623847
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#> Attrib V47 -0.08157438605813089
#> Attrib V48 -0.034956010555376574
#> Attrib V49 0.43108156516563806
#> Attrib V5 0.3810454346648547
#> Attrib V50 -0.1504700260796395
#> Attrib V51 -0.08591883125683802
#> Attrib V52 0.315118403812146
#> Attrib V53 0.15621450865933767
#> Attrib V54 -0.039405722673369996
#> Attrib V55 -0.13728960260821416
#> Attrib V56 0.10429210027429738
#> Attrib V57 -0.11333214959965145
#> Attrib V58 0.3102947926700448
#> Attrib V59 -0.03687630382087849
#> Attrib V6 -0.11980495295646408
#> Attrib V60 0.19029611810405186
#> Attrib V7 0.021898939790990096
#> Attrib V8 -0.3929093528677216
#> Attrib V9 0.34655880748951984
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.8911411088694968
#> Attrib V1 -0.16761729567752626
#> Attrib V10 -0.9768189224505474
#> Attrib V11 -1.2765758555171918
#> Attrib V12 -1.189284366803102
#> Attrib V13 -0.7696214917905447
#> Attrib V14 0.34058587356012365
#> Attrib V15 0.2645035561219268
#> Attrib V16 0.734641010953312
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#> Attrib V3 0.324701719649332
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#> Attrib V7 -0.0535801109101143
#> Attrib V8 0.06152867327683711
#> Attrib V9 -1.0435442123722547
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.2363082069964774
#> Attrib V1 0.4179186053375387
#> Attrib V10 0.06384326578498235
#> Attrib V11 0.3247488948095094
#> Attrib V12 0.2931981656220269
#> Attrib V13 0.14048205160929594
#> Attrib V14 -0.10488487151565079
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#> Attrib V35 3.7991643413031525E-4
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#> Attrib V7 0.07275894426055467
#> Attrib V8 -0.24893591803385376
#> Attrib V9 0.3596550127549778
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 1.2406756435122064
#> Attrib V1 0.5280673003109729
#> Attrib V10 0.633937224867043
#> Attrib V11 1.2285817702596287
#> Attrib V12 0.91781776039861
#> Attrib V13 0.7035825153590939
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#> Attrib V28 1.1562372158004581
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#> Attrib V33 0.04388813444321109
#> Attrib V34 0.006969496863714602
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#> Attrib V37 -0.8250282452289474
#> Attrib V38 0.6963785938935569
#> Attrib V39 0.3343835134376141
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#> Attrib V40 -0.2537741237546454
#> Attrib V41 -0.032234905541408
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#> Attrib V44 0.44213862207731747
#> Attrib V45 0.858085488775824
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#> Attrib V48 0.04436620723643915
#> Attrib V49 1.0511180557125595
#> Attrib V5 0.7635005677577994
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#> Attrib V51 -0.10694219974807143
#> Attrib V52 0.9221396946375378
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#> Attrib V54 -0.21202063004812746
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#> Attrib V6 -0.04272947068116907
#> Attrib V60 0.22658102328357593
#> Attrib V7 0.013934691202960658
#> Attrib V8 -0.7040242835685315
#> Attrib V9 1.0270201445905727
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.11979093971330282
#> Attrib V1 0.12995588852551224
#> Attrib V10 0.08384835063786006
#> Attrib V11 0.20971666767556027
#> Attrib V12 0.1307907654599141
#> Attrib V13 0.11254018801860816
#> Attrib V14 -0.10119829800544601
#> Attrib V15 -0.024600951077233892
#> Attrib V16 -0.0943937727011928
#> Attrib V17 -0.03844180537379667
#> Attrib V18 -0.09311374418843113
#> Attrib V19 0.03662633108593321
#> Attrib V2 0.04827085997404159
#> Attrib V20 0.02721802391742208
#> Attrib V21 0.008137336963940197
#> Attrib V22 -0.06712672667562229
#> Attrib V23 0.1026707125580971
#> Attrib V24 0.1576347138108536
#> Attrib V25 -0.06709534849802766
#> Attrib V26 -0.21306630514375718
#> Attrib V27 -0.019765625648487474
#> Attrib V28 0.18327800618763762
#> Attrib V29 -0.08633567250726659
#> Attrib V3 0.030880939534755993
#> Attrib V30 0.0736751920499558
#> Attrib V31 -0.08304277292449025
#> Attrib V32 0.06556425972271139
#> Attrib V33 0.1002807111633875
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#> Attrib V35 0.0944889747990602
#> Attrib V36 -0.11351532095361985
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#> Attrib V38 0.22471970217396423
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#> Attrib V40 -0.053951227305672166
#> Attrib V41 -0.08833843970878369
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#> Attrib V44 0.14816315037192265
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#> Attrib V5 0.1879769525547195
#> Attrib V50 -0.1046592691066582
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#> Attrib V53 0.14793166325968826
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#> Attrib V57 0.0319824006065784
#> Attrib V58 0.11101770456123554
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#> Attrib V6 -0.03323677140729033
#> Attrib V60 0.08927541211659763
#> Attrib V7 0.038555891609978514
#> Attrib V8 -0.1600714129462407
#> Attrib V9 0.17722800501502253
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.6706039145746168
#> Attrib V1 0.18605980752665885
#> Attrib V10 0.9206918455375347
#> Attrib V11 1.232794713072729
#> Attrib V12 1.1487964103541302
#> Attrib V13 0.7064259878490587
#> Attrib V14 -0.4234376591284508
#> Attrib V15 -0.3250144570608444
#> Attrib V16 -0.7997104184294406
#> Attrib V17 -0.5205176514250895
#> Attrib V18 -0.5170527078996143
#> Attrib V19 -0.16854777428403
#> Attrib V2 -0.08995561974070543
#> Attrib V20 -0.022688405269553076
#> Attrib V21 -0.04372788928558609
#> Attrib V22 -0.4232874049985913
#> Attrib V23 0.4095016595814037
#> Attrib V24 0.5713381248645827
#> Attrib V25 -0.17014876308410917
#> Attrib V26 -0.010092658505570689
#> Attrib V27 0.9971642782366459
#> Attrib V28 1.4879332813188315
#> Attrib V29 0.40315145700134447
#> Attrib V3 -0.2431496591978946
#> Attrib V30 0.22121507788118347
#> Attrib V31 -0.3003331357451091
#> Attrib V32 -0.1700445087827151
#> Attrib V33 -0.49474809180738916
#> Attrib V34 -0.05478290537729507
#> Attrib V35 0.5644806345637752
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#> Attrib V38 0.2481304347046484
#> Attrib V39 0.1432934064776721
#> Attrib V4 0.10512791989585964
#> Attrib V40 -0.28743932846157716
#> Attrib V41 0.24069633964583717
#> Attrib V42 -0.4062801581493652
#> Attrib V43 0.032587445717311536
#> Attrib V44 0.37281132430804814
#> Attrib V45 0.9336381615404963
#> Attrib V46 0.4548997048231355
#> Attrib V47 0.28166448240349923
#> Attrib V48 0.2716068979257076
#> Attrib V49 0.8409013976014916
#> Attrib V5 0.5799585383221559
#> Attrib V50 -0.12015054640938493
#> Attrib V51 0.41154064549692215
#> Attrib V52 0.9089049144634843
#> Attrib V53 0.2372534967962604
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#> Attrib V55 0.010338802783685274
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#> Attrib V58 0.25481357029098667
#> Attrib V59 -0.4380696460237665
#> Attrib V6 0.2718304951297528
#> Attrib V60 -0.01100025496736552
#> Attrib V7 0.049003275671374934
#> Attrib V8 -0.07879722007311361
#> Attrib V9 0.8924748821578266
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.5271154870883387
#> Attrib V1 -0.1590525539049501
#> Attrib V10 -0.2626200599149135
#> Attrib V11 -0.5115365676961035
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#> Attrib V13 -0.26319380328882214
#> Attrib V14 0.20295199957977536
#> Attrib V15 0.014677552499380294
#> Attrib V16 0.31064624814676595
#> Attrib V17 0.13038789514626598
#> Attrib V18 0.2819788667023182
#> Attrib V19 7.393898273669748E-4
#> Attrib V2 0.044349736099670196
#> Attrib V20 -0.1345629301358333
#> Attrib V21 -0.051987380941972416
#> Attrib V22 0.035743226800100086
#> Attrib V23 -0.2135820187453919
#> Attrib V24 -0.3180641909716068
#> Attrib V25 0.14473424015440106
#> Attrib V26 0.3755686662179966
#> Attrib V27 -0.11451117227544717
#> Attrib V28 -0.41734128765112005
#> Attrib V29 0.17416453808157328
#> Attrib V3 0.12959954829660764
#> Attrib V30 -0.0824988404988178
#> Attrib V31 0.22248243029292575
#> Attrib V32 -0.13566869090038408
#> Attrib V33 -0.04566233418120525
#> Attrib V34 -0.031134666960933605
#> Attrib V35 -0.2027698608552757
#> Attrib V36 0.40049107004861656
#> Attrib V37 0.49331872976022206
#> Attrib V38 -0.2377154312974925
#> Attrib V39 -0.18836317691308932
#> Attrib V4 0.10738183790304034
#> Attrib V40 0.12750743545572263
#> Attrib V41 0.07598673442849786
#> Attrib V42 0.11935991971273989
#> Attrib V43 -0.01292211033002357
#> Attrib V44 -0.1992845638410455
#> Attrib V45 -0.3794887581357082
#> Attrib V46 -0.12326850853688398
#> Attrib V47 0.010017994563198528
#> Attrib V48 -0.05187807973817924
#> Attrib V49 -0.5149597108544046
#> Attrib V5 -0.3135077946421912
#> Attrib V50 0.23536695931019003
#> Attrib V51 0.07106436060216294
#> Attrib V52 -0.3798314830029437
#> Attrib V53 -0.05495031076173076
#> Attrib V54 0.11053394489890572
#> Attrib V55 0.11869064359414443
#> Attrib V56 0.06773158007455261
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#> Attrib V6 0.0802183190187635
#> Attrib V60 -0.10824589761266537
#> Attrib V7 -0.03524834819543814
#> Attrib V8 0.27597705664774114
#> Attrib V9 -0.45072079143544275
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.538166649578623
#> Attrib V1 0.3067225820734049
#> Attrib V10 0.20294633356244549
#> Attrib V11 0.566982267604043
#> Attrib V12 0.5024867689734935
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#> Attrib V14 -0.24001607087911206
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#> Attrib V19 0.07048626642873267
#> Attrib V2 -0.0633873607343738
#> Attrib V20 0.30310284461431297
#> Attrib V21 0.15049563183031509
#> Attrib V22 -0.006716046705069907
#> Attrib V23 0.3786778779288069
#> Attrib V24 0.36574322033962675
#> Attrib V25 -0.21065259290505356
#> Attrib V26 -0.6270745909824013
#> Attrib V27 0.06927810278322329
#> Attrib V28 0.54698913634533
#> Attrib V29 -0.31699870223009496
#> Attrib V3 -0.15990385136612584
#> Attrib V30 0.13623109823598145
#> Attrib V31 -0.35569040020817666
#> Attrib V32 0.07064112039636404
#> Attrib V33 0.14964665139150204
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#> Attrib V35 0.29472990640001573
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#> Attrib V38 0.4532117182698326
#> Attrib V39 0.24544964575819442
#> Attrib V4 -0.17750155666928788
#> Attrib V40 -0.16773821436222924
#> Attrib V41 -0.201516397585494
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#> Attrib V43 -0.017927121163423012
#> Attrib V44 0.2679297518123056
#> Attrib V45 0.4855816468014469
#> Attrib V46 0.01533424172456483
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#> Attrib V48 0.005229148023408139
#> Attrib V49 0.5099043923998079
#> Attrib V5 0.4486752299046359
#> Attrib V50 -0.26685937050790853
#> Attrib V51 -0.07477982852409783
#> Attrib V52 0.3772966073970478
#> Attrib V53 0.08542366807629863
#> Attrib V54 -0.055828364103482464
#> Attrib V55 -0.20613437325214437
#> Attrib V56 -0.022674569290027626
#> Attrib V57 -0.23440820847950633
#> Attrib V58 0.3261520178740633
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#> Attrib V6 -0.06436940240928751
#> Attrib V60 0.1520372457255444
#> Attrib V7 -0.017435756234516545
#> Attrib V8 -0.41215049170633145
#> Attrib V9 0.46277303716215024
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.5267956523171939
#> Attrib V1 0.4551062227073215
#> Attrib V10 0.14779024205009136
#> Attrib V11 0.6237540047867628
#> Attrib V12 0.44547161337375235
#> Attrib V13 0.33094518915190574
#> Attrib V14 -0.1608245301330723
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#> Attrib V16 -0.35796421318128246
#> Attrib V17 -0.16758958632113558
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#> Attrib V19 0.20203337443604064
#> Attrib V2 0.09119648690043416
#> Attrib V20 0.42358414146609724
#> Attrib V21 0.37795191276236684
#> Attrib V22 0.3376079342851173
#> Attrib V23 0.6322699466490451
#> Attrib V24 0.4518965356362398
#> Attrib V25 -0.26776278242294654
#> Attrib V26 -0.7459445635868431
#> Attrib V27 -0.022257585177507845
#> Attrib V28 0.3683175606556113
#> Attrib V29 -0.4700948973147649
#> Attrib V3 -0.06117489153043495
#> Attrib V30 0.03753809524796928
#> Attrib V31 -0.506665842166185
#> Attrib V32 0.028307688332170747
#> Attrib V33 0.24348968392337025
#> Attrib V34 -0.0052310703526632805
#> Attrib V35 0.08288224688975897
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#> Attrib V38 0.4573859597882637
#> Attrib V39 0.24657508526224653
#> Attrib V4 -0.10718049562067113
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#> Attrib V45 0.30128262269670164
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#> Attrib V50 -0.24729959541301771
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#> Attrib V52 0.44860359290663765
#> Attrib V53 0.1628557708948636
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#> Attrib V58 0.4921141289141802
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#> Attrib V6 -0.16935862039281444
#> Attrib V60 0.3788027004243063
#> Attrib V7 0.04327047966819905
#> Attrib V8 -0.42825029808585435
#> Attrib V9 0.46198368101055703
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold 0.09191633678449118
#> Attrib V1 0.34241038755052877
#> Attrib V10 0.019494487401236202
#> Attrib V11 0.2593948749243045
#> Attrib V12 0.2015867423799552
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#> Attrib V14 -0.05559243964822463
#> Attrib V15 0.03476193011573128
#> Attrib V16 -0.18561407753296957
#> Attrib V17 8.254644699894161E-4
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#> Attrib V19 0.12719379114358237
#> Attrib V2 0.080805817305071
#> Attrib V20 0.34048366432766536
#> Attrib V21 0.2855870469609273
#> Attrib V22 0.18768236173715558
#> Attrib V23 0.4245399160926255
#> Attrib V24 0.32632776035265565
#> Attrib V25 -0.07529966649219126
#> Attrib V26 -0.5265619222178195
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#> Attrib V28 0.04239699489840382
#> Attrib V29 -0.3808634648179752
#> Attrib V3 0.1308011147769106
#> Attrib V30 -0.03505154870252317
#> Attrib V31 -0.3425753773126751
#> Attrib V32 0.04776436153840432
#> Attrib V33 0.1772436573493276
#> Attrib V34 0.03078446797013568
#> Attrib V35 0.00657419129058283
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#> Attrib V40 -0.03434445382374419
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#> Attrib V42 0.0023370592070326495
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#> Attrib V52 0.2087674727078826
#> Attrib V53 0.14980992353679326
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#> Attrib V56 0.16606966289088312
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#> Attrib V58 0.30568912866606474
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#> Attrib V6 -0.03149342135129636
#> Attrib V60 0.2874868566843193
#> Attrib V7 0.0990137976188852
#> Attrib V8 -0.3055243147452167
#> Attrib V9 0.23608275610972929
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.39581202094650136
#> Attrib V1 0.4778422819331761
#> Attrib V10 0.18654498504844957
#> Attrib V11 0.5566029783393776
#> Attrib V12 0.45499605802206994
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#> Attrib V20 0.34993445903674486
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#> Attrib V22 0.2120610550342074
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#> Attrib V28 0.22713790973375889
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#> Attrib V31 -0.34187589928798634
#> Attrib V32 0.09077320852349012
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#> Attrib V4 -0.12149606843395704
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#> Attrib V43 0.0015146716857660882
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#> Attrib V5 0.36229409355659914
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#> Attrib V53 0.1165490076821318
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#> Attrib V58 0.43735641795032254
#> Attrib V59 -0.009413523530808775
#> Attrib V6 -0.12492614458385301
#> Attrib V60 0.38684436390354726
#> Attrib V7 0.034422321166889744
#> Attrib V8 -0.4241377314170955
#> Attrib V9 0.42726741792922396
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -1.2552737608364104
#> Attrib V1 -0.5224782341661365
#> Attrib V10 -0.6382451120993984
#> Attrib V11 -1.1973775963973148
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#> Attrib V14 0.3330038071907898
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#> Attrib V16 0.7535078687387285
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#> Attrib V19 -0.17938691777977558
#> Attrib V2 0.10234469463411539
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#> Attrib V21 -0.38198967829136543
#> Attrib V22 -0.055827953044260116
#> Attrib V23 -0.7973921601261289
#> Attrib V24 -0.7297704239716607
#> Attrib V25 0.5085300875952153
#> Attrib V26 1.0161678291496128
#> Attrib V27 -0.35561809688262724
#> Attrib V28 -1.051833285004973
#> Attrib V29 0.4789794470242695
#> Attrib V3 0.406772337894285
#> Attrib V30 -0.2945622779811677
#> Attrib V31 0.5074050038653286
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#> Attrib V37 1.0169317043606725
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#> Attrib V4 0.35109147056128376
#> Attrib V40 0.2807794154211766
#> Attrib V41 0.11516719017460066
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#> Attrib V45 -0.8754836095207389
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#> Attrib V49 -1.1514997872436723
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#> Attrib V50 0.4966513741090349
#> Attrib V51 0.1933622552644238
#> Attrib V52 -0.9100906754782472
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#> Attrib V55 0.4501506364806322
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#> Attrib V7 -0.11066126922112643
#> Attrib V8 0.7509078794030556
#> Attrib V9 -1.0089304373243013
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.11383731279221494
#> Attrib V1 0.09027504669659431
#> Attrib V10 0.02770291107744778
#> Attrib V11 0.047521575062411475
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#> Attrib V14 -0.026076113924702948
#> Attrib V15 0.008168887484160885
#> Attrib V16 0.025553168748353474
#> Attrib V17 0.06276202488290657
#> Attrib V18 0.046040339502344485
#> Attrib V19 0.024528082412906823
#> Attrib V2 0.018356095080987535
#> Attrib V20 -0.03136895352419401
#> Attrib V21 -0.05636585514281557
#> Attrib V22 -0.0618724868253763
#> Attrib V23 -0.02189537930964121
#> Attrib V24 0.050452733146502934
#> Attrib V25 -0.008877989597545728
#> Attrib V26 -0.12594880364456382
#> Attrib V27 -0.059611034016641785
#> Attrib V28 0.03563495098623246
#> Attrib V29 -0.0747117615955427
#> Attrib V3 0.09408854846671347
#> Attrib V30 -0.03554344890165874
#> Attrib V31 -0.053330669633776036
#> Attrib V32 0.047574203275327506
#> Attrib V33 0.04085015616670039
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#> Attrib V36 -0.026774255802428745
#> Attrib V37 0.011383503715505018
#> Attrib V38 0.10699719781487409
#> Attrib V39 0.08318387472244619
#> Attrib V4 0.07287401086312824
#> Attrib V40 -0.015730023646194007
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#> Attrib V42 0.04298602679192852
#> Attrib V43 0.0016031885049340403
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#> Attrib V48 0.020068762210625844
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#> Attrib V5 0.1231311134065704
#> Attrib V50 0.04080302203346843
#> Attrib V51 0.09485078192566
#> Attrib V52 0.12465691488330337
#> Attrib V53 0.12684812713298466
#> Attrib V54 0.019502324484434723
#> Attrib V55 0.049620591925133774
#> Attrib V56 0.07531970647925305
#> Attrib V57 0.08670961110767655
#> Attrib V58 0.13508384563842712
#> Attrib V59 -7.349830997086985E-4
#> Attrib V6 0.05179028398450653
#> Attrib V60 0.0822345267846667
#> Attrib V7 0.03303439728153063
#> Attrib V8 -0.05632396630690801
#> Attrib V9 0.10232870526236139
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold 0.10505711102157234
#> Attrib V1 0.21139642966575128
#> Attrib V10 0.09739404409411653
#> Attrib V11 0.21396248510551752
#> Attrib V12 0.10801672985816599
#> Attrib V13 0.04949898036368461
#> Attrib V14 -0.08330336636537934
#> Attrib V15 0.061654296289347585
#> Attrib V16 -0.11857038086160869
#> Attrib V17 -0.016533214585004084
#> Attrib V18 -0.06052049218020907
#> Attrib V19 0.06269875813944678
#> Attrib V2 0.11276913830665843
#> Attrib V20 0.0913255682494605
#> Attrib V21 0.04889434060353789
#> Attrib V22 0.05640954579551661
#> Attrib V23 0.1222430919105815
#> Attrib V24 0.160478550368431
#> Attrib V25 -0.11003760626081827
#> Attrib V26 -0.3039876049839524
#> Attrib V27 -0.05575802521180436
#> Attrib V28 0.10485675987227062
#> Attrib V29 -0.22041318963055725
#> Attrib V3 0.033751289190747505
#> Attrib V30 0.03897688635370453
#> Attrib V31 -0.0888477477988271
#> Attrib V32 0.01069384110137441
#> Attrib V33 0.13348841903736108
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#> Attrib V35 0.11328559438233984
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#> Attrib V38 0.24598036751052296
#> Attrib V39 0.16175407886044926
#> Attrib V4 0.011475448333367416
#> Attrib V40 -0.0888428885378304
#> Attrib V41 -0.0962451105796289
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#> Attrib V43 0.03850075481397935
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#> Attrib V45 0.18872114741955318
#> Attrib V46 -0.023746054894286328
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#> Attrib V48 0.0372446265547172
#> Attrib V49 0.1584930277281431
#> Attrib V5 0.20307792003196803
#> Attrib V50 -0.07180510894844995
#> Attrib V51 -0.016750662261254518
#> Attrib V52 0.1502476798944659
#> Attrib V53 0.08202776482096956
#> Attrib V54 0.02094932552361764
#> Attrib V55 0.011885308079124374
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#> Attrib V57 0.04177019626278615
#> Attrib V58 0.1312969958970016
#> Attrib V59 -0.04354801703785881
#> Attrib V6 -0.010628811939960039
#> Attrib V60 0.11192085111067578
#> Attrib V7 -0.015145504663326934
#> Attrib V8 -0.1291591078467112
#> Attrib V9 0.18643913566908957
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.26494450770367983
#> Attrib V1 -0.1173046455909676
#> Attrib V10 -0.12489129763305844
#> Attrib V11 -0.2612045069943633
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#> Attrib V13 -0.16162306279498345
#> Attrib V14 0.041646733437212015
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#> Attrib V16 0.11922311026635751
#> Attrib V17 0.04044560176462165
#> Attrib V18 0.16308100742211729
#> Attrib V19 -0.03980167894369625
#> Attrib V2 -0.003174376089705748
#> Attrib V20 -0.0438699949945326
#> Attrib V21 0.006166309122538443
#> Attrib V22 0.03236371784958474
#> Attrib V23 -0.06766100844549426
#> Attrib V24 -0.12336855850114861
#> Attrib V25 0.10776873433955966
#> Attrib V26 0.18983466937772256
#> Attrib V27 -0.02021974523946887
#> Attrib V28 -0.1859425256903138
#> Attrib V29 0.0571421114870946
#> Attrib V3 0.09441462461891993
#> Attrib V30 -0.11173774296688925
#> Attrib V31 0.059456521118106065
#> Attrib V32 -0.04380529923115846
#> Attrib V33 -0.0315518816145373
#> Attrib V34 0.00412392644904851
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#> Attrib V36 0.25133200866080313
#> Attrib V37 0.22429717128815682
#> Attrib V38 -0.15487067189308854
#> Attrib V39 -0.07277749110098691
#> Attrib V4 0.006892328685468135
#> Attrib V40 0.01992452335565781
#> Attrib V41 -0.0131684622056908
#> Attrib V42 0.06238306973131022
#> Attrib V43 -0.01839500060930733
#> Attrib V44 -0.07722767969457332
#> Attrib V45 -0.2593388165965834
#> Attrib V46 -0.10272421003325244
#> Attrib V47 0.028142301040783226
#> Attrib V48 -0.03658428764593074
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#> Attrib V5 -0.1396649673036581
#> Attrib V50 0.013144995810436265
#> Attrib V51 0.0740392328635294
#> Attrib V52 -0.1903424085841796
#> Attrib V53 -0.051930916697866654
#> Attrib V54 -0.026518970352802484
#> Attrib V55 0.04276140638556086
#> Attrib V56 0.048322303151215544
#> Attrib V57 0.05086589232253628
#> Attrib V58 -0.14517094827301613
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#> Attrib V6 -0.013091271984284432
#> Attrib V60 -0.01211832532015007
#> Attrib V7 -3.5656383941900756E-4
#> Attrib V8 0.14140180113378914
#> Attrib V9 -0.204823063072011
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.7294831974659558
#> Attrib V1 0.5250989294823151
#> Attrib V10 0.24792469998123245
#> Attrib V11 0.7630952943907389
#> Attrib V12 0.7557642565000575
#> Attrib V13 0.5116405380990482
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#> Attrib V15 0.01661403459585197
#> Attrib V16 -0.5829180591289396
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#> Attrib V18 -0.41555475818311133
#> Attrib V19 0.1594998984108322
#> Attrib V2 0.03345161863827446
#> Attrib V20 0.44499798855214096
#> Attrib V21 0.32587001836218127
#> Attrib V22 0.2279801997985837
#> Attrib V23 0.6557786726401702
#> Attrib V24 0.5963843176332031
#> Attrib V25 -0.2704694110199036
#> Attrib V26 -0.7986222963483943
#> Attrib V27 0.08511814307396627
#> Attrib V28 0.6408982258742862
#> Attrib V29 -0.48281878315451143
#> Attrib V3 -0.14867096491154763
#> Attrib V30 0.0970024202524349
#> Attrib V31 -0.5023537202488016
#> Attrib V32 0.026455660544189293
#> Attrib V33 0.20418680737781988
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#> Attrib V35 0.28017892882242573
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#> Attrib V39 0.29474261316371236
#> Attrib V4 -0.17908438149137046
#> Attrib V40 -0.17741126176943867
#> Attrib V41 -0.17618219995590897
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#> Attrib V44 0.18065391343342435
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#> Attrib V49 0.6997827928532658
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#> Attrib V50 -0.37087454427341765
#> Attrib V51 -0.1954374213855793
#> Attrib V52 0.5795044907823806
#> Attrib V53 0.14718519543487157
#> Attrib V54 -0.07426409235103193
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#> Attrib V56 -0.014223025890603804
#> Attrib V57 -0.36357871053720564
#> Attrib V58 0.523514343297735
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#> Attrib V6 -0.14928275453205989
#> Attrib V60 0.38385660545244793
#> Attrib V7 0.06123098231178541
#> Attrib V8 -0.6464246112607462
#> Attrib V9 0.5427612785212897
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.42829196193447977
#> Attrib V1 0.6649280197015214
#> Attrib V10 0.22581206126836456
#> Attrib V11 0.6029346956537911
#> Attrib V12 0.5477117967456361
#> Attrib V13 0.36420844928580975
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#> Attrib V15 0.037706049414434284
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#> Attrib V18 -0.21520129356829779
#> Attrib V19 0.26392945115414834
#> Attrib V2 0.1103329120133346
#> Attrib V20 0.610802321636062
#> Attrib V21 0.6055799453384482
#> Attrib V22 0.6075725469099773
#> Attrib V23 0.8995795723554233
#> Attrib V24 0.6443572644658104
#> Attrib V25 -0.19509496772657983
#> Attrib V26 -0.8290322077907322
#> Attrib V27 -0.15227081367290438
#> Attrib V28 0.17742197358362555
#> Attrib V29 -0.7096026822775827
#> Attrib V3 0.01833374876383956
#> Attrib V30 0.06674013791044463
#> Attrib V31 -0.5138014666645688
#> Attrib V32 0.054646615982761874
#> Attrib V33 0.30537904737521626
#> Attrib V34 -0.10488664233567793
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#> Attrib V38 0.6375139387495586
#> Attrib V39 0.3724423721007559
#> Attrib V4 -0.15445100246686827
#> Attrib V40 -0.05639156617360682
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#> Attrib V43 0.15807936052454322
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#> Attrib V52 0.4572222689297886
#> Attrib V53 0.1852861805913848
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#> Attrib V55 -0.27073375013116907
#> Attrib V56 0.3223336527966995
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#> Attrib V58 0.6131731329234109
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#> Attrib V6 -0.16674547403044693
#> Attrib V60 0.5663996350292192
#> Attrib V7 0.12466406316606478
#> Attrib V8 -0.5216915633104156
#> Attrib V9 0.5455301165485601
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -1.0351541860920734
#> Attrib V1 -0.43661608922025674
#> Attrib V10 -0.5020926716846653
#> Attrib V11 -1.0119656664323748
#> Attrib V12 -0.8033866297149479
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#> Attrib V14 0.31190749529396605
#> Attrib V15 0.09132481343509408
#> Attrib V16 0.6456137701030032
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#> Attrib V2 0.08574394086118617
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#> Attrib V21 -0.24481249597967
#> Attrib V22 -0.07516557159744082
#> Attrib V23 -0.6655953385064053
#> Attrib V24 -0.6429365100917106
#> Attrib V25 0.432306660209538
#> Attrib V26 0.8953559869949821
#> Attrib V27 -0.24382485631486212
#> Attrib V28 -0.9194436905776362
#> Attrib V29 0.44805239037661154
#> Attrib V3 0.2878019173950391
#> Attrib V30 -0.2161137917352551
#> Attrib V31 0.4826045216923927
#> Attrib V32 -0.168402508790531
#> Attrib V33 -0.15329933573323037
#> Attrib V34 -0.09012211638885546
#> Attrib V35 -0.49772786311411854
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#> Attrib V4 0.3446719327140986
#> Attrib V40 0.28122588196499676
#> Attrib V41 0.1793019755014047
#> Attrib V42 0.25168285361107773
#> Attrib V43 0.041181510026990505
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#> Attrib V47 0.07338610091323644
#> Attrib V48 0.023182279884813993
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#> Attrib V50 0.45223496510597877
#> Attrib V51 0.20479732392795683
#> Attrib V52 -0.7083877497049239
#> Attrib V53 -0.10303571325850475
#> Attrib V54 0.2306297148211033
#> Attrib V55 0.3634968789093939
#> Attrib V56 0.12484885991359129
#> Attrib V57 0.5983894903009436
#> Attrib V58 -0.5103062862911663
#> Attrib V59 0.40732628083610467
#> Attrib V6 0.060080249315193346
#> Attrib V60 -0.14686496501347931
#> Attrib V7 -0.06216744424383015
#> Attrib V8 0.6545741550545596
#> Attrib V9 -0.8131821434214929
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.08638753312442791
#> Attrib V1 0.28865456253677013
#> Attrib V10 0.052143545320308904
#> Attrib V11 0.20880230308219086
#> Attrib V12 0.15489661692217532
#> Attrib V13 0.07557505209116165
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#> Attrib V16 -0.0741886404389264
#> Attrib V17 0.00376898070472005
#> Attrib V18 -0.053998227236662234
#> Attrib V19 0.03608105990986433
#> Attrib V2 0.09882941553403962
#> Attrib V20 0.165798210789823
#> Attrib V21 0.10917497515537536
#> Attrib V22 0.04127540190473786
#> Attrib V23 0.1693445796897996
#> Attrib V24 0.2187546123695984
#> Attrib V25 -0.09636668604254613
#> Attrib V26 -0.3655695608726499
#> Attrib V27 -0.12337918588730222
#> Attrib V28 0.028001758144970364
#> Attrib V29 -0.23837468199841125
#> Attrib V3 0.038528977798740954
#> Attrib V30 -0.038892930232785373
#> Attrib V31 -0.14390803541171554
#> Attrib V32 0.034413799322251554
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#> Attrib V7 0.020151736426744185
#> Attrib V8 -0.2591246158411562
#> Attrib V9 0.18652080055118198
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.14564321407535605
#> Attrib V1 0.3115047433919709
#> Attrib V10 -7.862279907987767E-5
#> Attrib V11 0.26810042445872645
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#> Attrib V22 0.13600185613500876
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#> Attrib V8 -0.26883766130888137
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#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.5730743556242248
#> Attrib V1 -0.2852570039693678
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#> Attrib V8 0.4003277344042133
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#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.9531463454176381
#> Attrib V1 0.2364254273333601
#> Attrib V10 0.8929150738538111
#> Attrib V11 1.2556943616144973
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#> Attrib V27 0.9229836532564913
#> Attrib V28 1.556704622634369
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#> Attrib V30 0.2985638277321535
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#> Attrib V60 0.0862666418741626
#> Attrib V7 -4.121141503366655E-4
#> Attrib V8 -0.1958644901225113
#> Attrib V9 0.9647907145732865
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.19009432685502498
#> Attrib V1 0.0677799664904273
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#> Attrib V7 0.006068894242948666
#> Attrib V8 0.05128077561511722
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#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.6037496163462327
#> Attrib V1 0.6052801920594834
#> Attrib V10 0.2966570062798754
#> Attrib V11 0.701427201734887
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#> Attrib V9 0.5846753067695312
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.8770416307672566
#> Attrib V1 -0.16635630679646338
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#> Attrib V8 0.08136910517509426
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#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.4476684017709763
#> Attrib V1 0.43843599658210536
#> Attrib V10 0.17833232231104013
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#> Attrib V6 -0.0895097709062165
#> Attrib V60 0.35834161399669245
#> Attrib V7 0.052510003698121546
#> Attrib V8 -0.4382442754379796
#> Attrib V9 0.4620162255654622
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.149450175934726
#> Attrib V1 0.0933495343823648
#> Attrib V10 0.05008245007397025
#> Attrib V11 0.015711617981174406
#> Attrib V12 0.03193704346113327
#> Attrib V13 0.047279394954556
#> Attrib V14 0.035051351924066866
#> Attrib V15 0.06472783806736947
#> Attrib V16 0.03891043853266268
#> Attrib V17 0.09202534438712467
#> Attrib V18 0.03505847023391968
#> Attrib V19 -0.020405852773002577
#> Attrib V2 0.08801729492845659
#> Attrib V20 -0.048137674822498956
#> Attrib V21 -0.012945296628124162
#> Attrib V22 -0.03608795528515516
#> Attrib V23 -0.01875579952134388
#> Attrib V24 -0.056142888536372414
#> Attrib V25 0.004758819667327346
#> Attrib V26 -0.005771015789866506
#> Attrib V27 -0.05432718433782932
#> Attrib V28 -0.024239547663451638
#> Attrib V29 -0.08042056211582001
#> Attrib V3 0.06478198912618134
#> Attrib V30 -8.237166138264672E-4
#> Attrib V31 0.061531397291567466
#> Attrib V32 3.352511974256752E-4
#> Attrib V33 0.01635730459593336
#> Attrib V34 0.003790440190194735
#> Attrib V35 0.07940216204108605
#> Attrib V36 0.05957190928147218
#> Attrib V37 0.1234342167415209
#> Attrib V38 0.026450779313699
#> Attrib V39 0.10245201503465322
#> Attrib V4 0.10230083093276114
#> Attrib V40 0.06619839830267542
#> Attrib V41 0.023055978662684398
#> Attrib V42 0.0881265769779781
#> Attrib V43 0.011532480050784064
#> Attrib V44 -0.0028790651593344485
#> Attrib V45 0.023290776359602413
#> Attrib V46 0.027031851493267516
#> Attrib V47 0.028610074433895228
#> Attrib V48 0.060639003628833586
#> Attrib V49 -0.023834151699761455
#> Attrib V5 0.03777602071397259
#> Attrib V50 0.009703380636990264
#> Attrib V51 0.05068034748956712
#> Attrib V52 0.04856207545026049
#> Attrib V53 0.05941530997552752
#> Attrib V54 0.04528352396703576
#> Attrib V55 0.030423876070563082
#> Attrib V56 0.10644010966085829
#> Attrib V57 0.06281500058774793
#> Attrib V58 0.09219432143489316
#> Attrib V59 0.08677877263196511
#> Attrib V6 0.06034032339240274
#> Attrib V60 0.08536762063844429
#> Attrib V7 -0.008445513517652574
#> Attrib V8 0.013447766490413302
#> Attrib V9 0.009844388144321072
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.08036900888828516
#> Attrib V1 0.2752509485147083
#> Attrib V10 0.0372912927691701
#> Attrib V11 0.2453826064312616
#> Attrib V12 0.1287718843785056
#> Attrib V13 0.13312231858466939
#> Attrib V14 -0.039614921911834834
#> Attrib V15 0.024366349633334058
#> Attrib V16 -0.14071051939846502
#> Attrib V17 0.009974194103293818
#> Attrib V18 -0.024406542004195182
#> Attrib V19 0.08225311990447623
#> Attrib V2 0.1314883898607004
#> Attrib V20 0.22498593347962625
#> Attrib V21 0.10740089587914496
#> Attrib V22 0.13519915525206377
#> Attrib V23 0.287471079156191
#> Attrib V24 0.2573197524394115
#> Attrib V25 -0.09806699342079765
#> Attrib V26 -0.34541978938701134
#> Attrib V27 -0.16176625621717353
#> Attrib V28 -0.0019485690384455987
#> Attrib V29 -0.34939421061531245
#> Attrib V3 0.029316190335201456
#> Attrib V30 -0.060107014871222976
#> Attrib V31 -0.168072429061115
#> Attrib V32 0.040039797418382
#> Attrib V33 0.1649031741151916
#> Attrib V34 0.028446636680572696
#> Attrib V35 0.09203697974116107
#> Attrib V36 -0.24963640221320624
#> Attrib V37 -0.2983222507313273
#> Attrib V38 0.2732416858755222
#> Attrib V39 0.12583942150390168
#> Attrib V4 0.025143549256028627
#> Attrib V40 -0.06527034880357602
#> Attrib V41 -0.15656952125768203
#> Attrib V42 -0.05311773775132876
#> Attrib V43 0.04639801524018427
#> Attrib V44 0.13635882887024084
#> Attrib V45 0.11131287683479667
#> Attrib V46 -0.017727632814455715
#> Attrib V47 -0.03568840186141639
#> Attrib V48 -0.027166238752793823
#> Attrib V49 0.21987506400786383
#> Attrib V5 0.21861583018137898
#> Attrib V50 -0.09056273106743537
#> Attrib V51 -0.07154023863684092
#> Attrib V52 0.20146445707285782
#> Attrib V53 0.15327714809283244
#> Attrib V54 0.12610662627779987
#> Attrib V55 -0.006541423028903385
#> Attrib V56 0.08726871921547567
#> Attrib V57 -0.01361485670749026
#> Attrib V58 0.19553770503666948
#> Attrib V59 0.037218841518589466
#> Attrib V6 -0.04044499432976364
#> Attrib V60 0.18354708428892735
#> Attrib V7 0.045839205945852224
#> Attrib V8 -0.20933188516486456
#> Attrib V9 0.23170116272321306
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold 0.046705119918432944
#> Attrib V1 0.22910742669519296
#> Attrib V10 -0.023031123913688393
#> Attrib V11 0.16430858513868637
#> Attrib V12 0.1061909822988893
#> Attrib V13 0.041623515395820834
#> Attrib V14 4.1522169200634433E-4
#> Attrib V15 0.032755798384400917
#> Attrib V16 -0.07608616074239248
#> Attrib V17 -0.03143490733771265
#> Attrib V18 0.01326198545672084
#> Attrib V19 0.0104552379344223
#> Attrib V2 0.052296612890845626
#> Attrib V20 0.1325212420101962
#> Attrib V21 0.10701108818465983
#> Attrib V22 0.02826271370740695
#> Attrib V23 0.18971263832208654
#> Attrib V24 0.13410875406218603
#> Attrib V25 -0.12978188184899342
#> Attrib V26 -0.3076659467333443
#> Attrib V27 -0.08633647040973684
#> Attrib V28 0.11251382248970455
#> Attrib V29 -0.1771914264555698
#> Attrib V3 0.0865362945588582
#> Attrib V30 0.025510919869077744
#> Attrib V31 -0.18692725938060428
#> Attrib V32 1.2094807247332996E-5
#> Attrib V33 0.10344661859740899
#> Attrib V34 6.115750071718573E-4
#> Attrib V35 0.06305440483401296
#> Attrib V36 -0.11254969953120776
#> Attrib V37 -0.18687224706304004
#> Attrib V38 0.16414057990817835
#> Attrib V39 0.14580267851293702
#> Attrib V4 -0.0022824022803835473
#> Attrib V40 -0.07309514365083607
#> Attrib V41 -0.13979489160049619
#> Attrib V42 -0.009950479210172463
#> Attrib V43 -0.0309790896982025
#> Attrib V44 0.11747485492267012
#> Attrib V45 0.16740341406401707
#> Attrib V46 0.007301345598576762
#> Attrib V47 -0.023331672059482462
#> Attrib V48 -0.043186848021856565
#> Attrib V49 0.20267346044853418
#> Attrib V5 0.20186443197437684
#> Attrib V50 -0.0867687527135447
#> Attrib V51 -0.00813997541060934
#> Attrib V52 0.1952576258616169
#> Attrib V53 0.11447410094770491
#> Attrib V54 0.00910372869092534
#> Attrib V55 -0.03458028171527478
#> Attrib V56 0.07601811143671289
#> Attrib V57 0.006588883961610657
#> Attrib V58 0.22982657996277853
#> Attrib V59 0.019538841941755668
#> Attrib V6 0.0057256951822789864
#> Attrib V60 0.11901647719873053
#> Attrib V7 0.03259226647527347
#> Attrib V8 -0.12477221803689836
#> Attrib V9 0.165219760669983
#> 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
#> 0.1594203