Classification MultilayerPerceptron Learner
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
Examples
# Define the Learner
learner = mlr3::lrn("classif.multilayer_perceptron")
print(learner)
#> <LearnerClassifMultilayerPerceptron:classif.multilayer_perceptron>: MultilayerPerceptron
#> * Model: -
#> * Parameters: list()
#> * Packages: mlr3, RWeka
#> * Predict Types: [response], prob
#> * Feature Types: logical, integer, numeric, factor, ordered
#> * Properties: missings, multiclass, twoclass
# Define a Task
task = mlr3::tsk("sonar")
# Create train and test set
ids = mlr3::partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> Sigmoid Node 0
#> Inputs Weights
#> Threshold -0.3911832848614324
#> Node 2 2.407254442862663
#> Node 3 1.7802806838985066
#> Node 4 1.26224338358907
#> Node 5 -0.9826609890239122
#> Node 6 0.8856477179951014
#> Node 7 3.4232654137162077
#> Node 8 1.5852893290086378
#> Node 9 3.1815787605045407
#> Node 10 -1.214149378285059
#> Node 11 1.414414978455991
#> Node 12 1.4875453888313823
#> Node 13 0.3972889337184227
#> Node 14 1.7373372091609482
#> Node 15 -1.7963197960880497
#> Node 16 0.8415148634484987
#> Node 17 0.5907283231576446
#> Node 18 -0.5270849247343887
#> Node 19 1.80269427830586
#> Node 20 1.8360293943822692
#> Node 21 -2.0029686512552285
#> Node 22 2.127820152229962
#> Node 23 1.6566686685062388
#> Node 24 -1.2810937484072984
#> Node 25 4.171667614155936
#> Node 26 -1.3558066849163979
#> Node 27 1.6133543731263091
#> Node 28 -3.204574613438901
#> Node 29 1.1663954288780423
#> Node 30 -1.5883107477663942
#> Node 31 2.8781155040749473
#> Node 32 0.3974792240166054
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.4290822030003872
#> Node 2 -2.4220637535525382
#> Node 3 -1.7570882943078012
#> Node 4 -1.2190208146259218
#> Node 5 0.993478390359063
#> Node 6 -0.8699947147818985
#> Node 7 -3.4218892675919146
#> Node 8 -1.635410569456661
#> Node 9 -3.204386757609825
#> Node 10 1.1520455294169538
#> Node 11 -1.381379450017337
#> Node 12 -1.5494905298192745
#> Node 13 -0.34941064556574086
#> Node 14 -1.6817633664271625
#> Node 15 1.7903820784985005
#> Node 16 -0.8661877216289341
#> Node 17 -0.5647081344027343
#> Node 18 0.563900499669829
#> Node 19 -1.7891023826174886
#> Node 20 -1.8067018682603129
#> Node 21 2.034361760729958
#> Node 22 -2.179786728458148
#> Node 23 -1.6986507607977308
#> Node 24 1.2689224796522978
#> Node 25 -4.165219207994435
#> Node 26 1.2661272950728097
#> Node 27 -1.6556242756676298
#> Node 28 3.1817323380405553
#> Node 29 -1.2036597710790529
#> Node 30 1.6666301807607509
#> Node 31 -2.8133757717482046
#> Node 32 -0.42083700851716016
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold -0.358033627132267
#> Attrib V1 -0.1279380451114442
#> Attrib V10 0.09631743939523213
#> Attrib V11 0.10614776325170326
#> Attrib V12 -0.5231121402461755
#> Attrib V13 0.11365889600084897
#> Attrib V14 -0.09985789960578378
#> Attrib V15 -0.26180582581869555
#> Attrib V16 -0.2546365827925687
#> Attrib V17 -0.032908788900330437
#> Attrib V18 0.2765345886855658
#> Attrib V19 0.8851291418771043
#> Attrib V2 0.27017356972044776
#> Attrib V20 0.788983388006014
#> Attrib V21 1.0507746013951773
#> Attrib V22 0.9928729805800681
#> Attrib V23 0.9062290001018127
#> Attrib V24 1.061598979495369
#> Attrib V25 -0.011617842175439862
#> Attrib V26 0.09506450685601377
#> Attrib V27 -0.2525544515254145
#> Attrib V28 -0.16071924537849702
#> Attrib V29 -0.47415758124991125
#> Attrib V3 0.06437070750653569
#> Attrib V30 0.34402828997027635
#> Attrib V31 -1.078775104968934
#> Attrib V32 0.06413686973211186
#> Attrib V33 0.9854626469778923
#> Attrib V34 0.5666781438191827
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#> Attrib V42 0.22130973022217157
#> Attrib V43 0.12300891233104978
#> Attrib V44 0.940002661248022
#> Attrib V45 0.7413057389901456
#> Attrib V46 0.3664607247547491
#> Attrib V47 -0.05478417070353873
#> Attrib V48 0.5018782167728053
#> Attrib V49 0.8979708745705016
#> Attrib V5 -0.00361266796214286
#> Attrib V50 -0.9352378918891047
#> Attrib V51 0.9969043931430213
#> Attrib V52 0.6449979079251338
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#> Attrib V57 -1.4052615821204195
#> Attrib V58 0.4233761627031991
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#> Attrib V6 -0.4437573898268366
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#> Attrib V7 -0.5450273063138562
#> Attrib V8 -0.4927166731544294
#> Attrib V9 1.0819778974163632
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.3495459267286128
#> Attrib V1 0.25116956008155467
#> Attrib V10 -0.6483773805307156
#> Attrib V11 -0.46036195089973997
#> Attrib V12 -0.457424008599596
#> Attrib V13 0.14224425571526272
#> Attrib V14 0.49279875327525685
#> Attrib V15 0.5524337767321411
#> Attrib V16 0.10620089740494104
#> Attrib V17 -0.07815836872342949
#> Attrib V18 -0.02517480443367078
#> Attrib V19 0.10931975382913825
#> Attrib V2 0.31857587519170066
#> Attrib V20 0.3578663291849927
#> Attrib V21 0.6293255835417407
#> Attrib V22 0.23549575588878127
#> Attrib V23 -0.1850619559404125
#> Attrib V24 0.04508682722288274
#> Attrib V25 -0.7982524683793011
#> Attrib V26 -0.7953479459100153
#> Attrib V27 -0.7260231132230083
#> Attrib V28 -0.6836699481313236
#> Attrib V29 -0.377726211306151
#> Attrib V3 0.04378537340693339
#> Attrib V30 -0.0036592768273790593
#> Attrib V31 -0.8482519691055894
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#> Attrib V33 0.44537317044522096
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#> Attrib V38 0.286562835889053
#> Attrib V39 0.26839829793900666
#> Attrib V4 -0.016839181050773366
#> Attrib V40 -0.2389108738848329
#> Attrib V41 -0.12670091070577433
#> Attrib V42 0.5310446385449488
#> Attrib V43 0.2695062890219301
#> Attrib V44 0.40484321491173647
#> Attrib V45 0.23541480084508548
#> Attrib V46 0.14183728226012207
#> Attrib V47 -0.21577283103848632
#> Attrib V48 0.24724870373933475
#> Attrib V49 0.4042076537426894
#> Attrib V5 -0.2347271369621783
#> Attrib V50 -0.5683419842133166
#> Attrib V51 0.1767705878870973
#> Attrib V52 0.3769274561959129
#> Attrib V53 0.36905097738812326
#> Attrib V54 0.9000762513044817
#> Attrib V55 0.28699640018660394
#> Attrib V56 0.30744085146516464
#> Attrib V57 -0.15409544490701846
#> Attrib V58 0.40062758381798474
#> Attrib V59 0.6311795694045186
#> Attrib V6 -0.2129234962308488
#> Attrib V60 0.3211294549496078
#> Attrib V7 -0.1284813444183885
#> Attrib V8 -0.20358572190990393
#> Attrib V9 0.03451966030301827
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.23716260790776125
#> Attrib V1 0.138617572399315
#> Attrib V10 -0.424240171210097
#> Attrib V11 -0.26868845851171963
#> Attrib V12 -0.33687013584012027
#> Attrib V13 0.07587043037579631
#> Attrib V14 0.33382978392534374
#> Attrib V15 0.34141823391534654
#> Attrib V16 0.04646998442197455
#> Attrib V17 -0.0747505912991556
#> Attrib V18 -0.030617935930032134
#> Attrib V19 0.04434128670993543
#> Attrib V2 0.16137753381074305
#> Attrib V20 0.21044300916916964
#> Attrib V21 0.5056493629604683
#> Attrib V22 0.10293139794691622
#> Attrib V23 -0.20967790476085713
#> Attrib V24 -0.024157016065041382
#> Attrib V25 -0.6730067750113573
#> Attrib V26 -0.5586440507330326
#> Attrib V27 -0.5078331961061785
#> Attrib V28 -0.33944039928406466
#> Attrib V29 -0.12256045823694013
#> Attrib V3 0.027868832623812692
#> Attrib V30 0.024091868871382618
#> Attrib V31 -0.6584449231668671
#> Attrib V32 -0.2098827237598453
#> Attrib V33 0.3061598790832842
#> Attrib V34 0.007564252697643568
#> Attrib V35 -0.2504571276486489
#> Attrib V36 -0.47040075659060726
#> Attrib V37 -0.22271744690169387
#> Attrib V38 0.18812529798305164
#> Attrib V39 0.18174864217517073
#> Attrib V4 0.02582547886074852
#> Attrib V40 -0.2094715473765663
#> Attrib V41 -0.12399328484810619
#> Attrib V42 0.36750685850818954
#> Attrib V43 0.1745134499310637
#> Attrib V44 0.3425384850409512
#> Attrib V45 0.301466432297062
#> Attrib V46 0.15971953479105078
#> Attrib V47 -0.13273312276000584
#> Attrib V48 0.2955539344713576
#> Attrib V49 0.4127164316340932
#> Attrib V5 -0.06971496195648039
#> Attrib V50 -0.3949292071400122
#> Attrib V51 0.23989937976044884
#> Attrib V52 0.24439957277253332
#> Attrib V53 0.2898358616283431
#> Attrib V54 0.5561499147186035
#> Attrib V55 0.17336271916282647
#> Attrib V56 0.21128998474568078
#> Attrib V57 -0.14617637491917418
#> Attrib V58 0.2664201331945768
#> Attrib V59 0.4870731255541484
#> Attrib V6 -0.18481025528042103
#> Attrib V60 0.27890311380292726
#> Attrib V7 -0.08006385476797896
#> Attrib V8 -0.17513279034342508
#> Attrib V9 0.11630225490359473
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.21638995761793403
#> Attrib V1 0.04658985462153686
#> Attrib V10 0.025212653076785198
#> Attrib V11 -0.12456562292784426
#> Attrib V12 -0.10416052239028588
#> Attrib V13 -0.08177131459117272
#> Attrib V14 0.1342542730601258
#> Attrib V15 0.18493523461871528
#> Attrib V16 0.25738329855246406
#> Attrib V17 0.3851778032905022
#> Attrib V18 0.32426833702968144
#> Attrib V19 -0.010591729157720074
#> Attrib V2 -0.012988785265782895
#> Attrib V20 -0.012323628823196724
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#> Attrib V22 0.07900136860387476
#> Attrib V23 0.0481285937003772
#> Attrib V24 -0.4758142021050991
#> Attrib V25 0.0912367868905513
#> Attrib V26 -0.0772723542519526
#> Attrib V27 -0.08384896089548133
#> Attrib V28 -0.06840434585974739
#> Attrib V29 0.2239446823817014
#> Attrib V3 0.05952165194547727
#> Attrib V30 0.16156473768093496
#> Attrib V31 0.5951393311192107
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#> Attrib V40 0.33178123223329103
#> Attrib V41 0.05943472434610782
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#> Attrib V43 0.06916500351313208
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#> Attrib V7 0.2479221906189807
#> Attrib V8 0.23996835121960888
#> Attrib V9 -0.3133109712191645
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.13346671330178783
#> Attrib V1 0.20702377502920832
#> Attrib V10 -0.3166455202642685
#> Attrib V11 -0.15726064197442902
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#> Attrib V13 0.011128019995097134
#> Attrib V14 0.2194458967534295
#> Attrib V15 0.2474846373838861
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#> Attrib V24 -3.981618571985401E-4
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#> Attrib V7 0.027215237915253265
#> Attrib V8 -0.014464841771470465
#> Attrib V9 0.07625964369569045
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.48503625150564683
#> Attrib V1 0.4216144192454263
#> Attrib V10 0.7831647957813962
#> Attrib V11 0.8376680225792901
#> Attrib V12 0.4289331309826775
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#> Attrib V27 1.0431168494923129
#> Attrib V28 2.1074832925845444
#> Attrib V29 1.9925829111520508
#> Attrib V3 0.21724125785371923
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#> Attrib V48 0.65389360201814
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#> Attrib V51 0.9810658501346153
#> Attrib V52 0.6707854389006207
#> Attrib V53 0.03714700445164146
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#> Attrib V57 -1.3762856222547306
#> Attrib V58 0.05490900696278247
#> Attrib V59 0.3218403183036142
#> Attrib V6 0.2875740481612332
#> Attrib V60 0.48742157722961205
#> Attrib V7 -0.1291620594635636
#> Attrib V8 0.016404252437607854
#> Attrib V9 0.7709019748554877
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.459887700437625
#> Attrib V1 0.20453696930583676
#> Attrib V10 0.16907778712550792
#> Attrib V11 0.3706525552431737
#> Attrib V12 0.2169811433238006
#> Attrib V13 0.08330934827569157
#> Attrib V14 -0.0577332584037096
#> Attrib V15 -0.10151414172674801
#> Attrib V16 -0.23829461650497247
#> Attrib V17 -0.4611385117169457
#> Attrib V18 -0.48108450323586055
#> Attrib V19 -0.5287358420962176
#> Attrib V2 0.07699290570823991
#> Attrib V20 -0.5814975224186651
#> Attrib V21 -0.17896019774059277
#> Attrib V22 -0.5281505718431567
#> Attrib V23 -0.8834706987797251
#> Attrib V24 -0.37638427930580903
#> Attrib V25 -0.6487067744886151
#> Attrib V26 -0.15859768597864154
#> Attrib V27 0.15258178965549457
#> Attrib V28 0.4855672561731953
#> Attrib V29 0.4687135287632683
#> Attrib V3 -0.06489315085390247
#> Attrib V30 0.42298521554131147
#> Attrib V31 -0.18158201323598203
#> Attrib V32 -0.018997040091715496
#> Attrib V33 0.10564903881686981
#> Attrib V34 -0.142106342677818
#> Attrib V35 -0.25903609221355495
#> Attrib V36 -0.5593381419826811
#> Attrib V37 -0.3790617396131741
#> Attrib V38 -6.460021910542473E-4
#> Attrib V39 -0.018624419161267752
#> Attrib V4 0.23776231285193877
#> Attrib V40 -0.2544786161456557
#> Attrib V41 -0.03192389696783682
#> Attrib V42 0.0827244963553887
#> Attrib V43 -0.020576465810865485
#> Attrib V44 0.1346382042161411
#> Attrib V45 0.20918328488647409
#> Attrib V46 0.4322096169825455
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#> Attrib V48 0.6720269088982038
#> Attrib V49 0.4554325253804023
#> Attrib V5 0.11117059381530989
#> Attrib V50 -0.3814375204866338
#> Attrib V51 0.3066283121893227
#> Attrib V52 0.20305603708230208
#> Attrib V53 -0.01440989557572595
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#> Attrib V55 0.006417234452628938
#> Attrib V56 -0.20777470126343142
#> Attrib V57 -0.19107243222864695
#> Attrib V58 0.05938350679344925
#> Attrib V59 0.3884046747524554
#> Attrib V6 -0.016625712414683844
#> Attrib V60 0.40358190113008485
#> Attrib V7 0.04051979365686541
#> Attrib V8 0.07982728730785281
#> Attrib V9 0.24336562963105718
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold -0.14348612477033956
#> Attrib V1 -0.18721482508250978
#> Attrib V10 1.2607087032970172
#> Attrib V11 1.3109143785388833
#> Attrib V12 0.761943923458382
#> Attrib V13 0.20238010335178613
#> Attrib V14 -0.9598167240894957
#> Attrib V15 -1.208631957636884
#> Attrib V16 -0.8061536682101866
#> Attrib V17 -0.49668204862965576
#> Attrib V18 -0.046682506617396945
#> Attrib V19 0.4962222723706483
#> Attrib V2 -0.020478026316429938
#> Attrib V20 -0.46819936605552215
#> Attrib V21 -0.1458531197934757
#> Attrib V22 0.13605355144452366
#> Attrib V23 0.1752204348792978
#> Attrib V24 0.9378163692962406
#> Attrib V25 0.6178625079742396
#> Attrib V26 1.1345078085312281
#> Attrib V27 0.9449563356698901
#> Attrib V28 0.9634204323246358
#> Attrib V29 -0.13145049372548107
#> Attrib V3 -0.08596037396607169
#> Attrib V30 0.2740958870446748
#> Attrib V31 -0.28254093834621014
#> Attrib V32 0.26996566508315967
#> Attrib V33 0.45982629886305787
#> Attrib V34 0.5629670012389111
#> Attrib V35 0.8168330998288321
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#> Attrib V37 -0.767469636414826
#> Attrib V38 -0.15944794391291192
#> Attrib V39 -0.21817962417958983
#> Attrib V4 0.4563618853645381
#> Attrib V40 -0.44606315697296484
#> Attrib V41 0.4824492469188386
#> Attrib V42 -0.23932572767787466
#> Attrib V43 -0.3698659035577417
#> Attrib V44 0.21334207586167772
#> Attrib V45 0.3214991545207275
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#> Attrib V47 0.7910051312347757
#> Attrib V48 1.1729178329645384
#> Attrib V49 1.0975189602004845
#> Attrib V5 0.39720205859834595
#> Attrib V50 -0.589210378329633
#> Attrib V51 1.5151501381682118
#> Attrib V52 0.5639786455210666
#> Attrib V53 -0.15357174995268494
#> Attrib V54 0.09957675419755029
#> Attrib V55 -0.4261213817341371
#> Attrib V56 -0.1352075373943351
#> Attrib V57 -1.6338974896025025
#> Attrib V58 0.16017089798751796
#> Attrib V59 0.12000293783984682
#> Attrib V6 0.11268746961300614
#> Attrib V60 0.44220910476290703
#> Attrib V7 -0.34429618980871196
#> Attrib V8 -0.20255173536559348
#> Attrib V9 1.1854281234563928
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.2588389442418596
#> Attrib V1 0.15038529862007202
#> Attrib V10 0.056633412866212235
#> Attrib V11 -0.20135589735563986
#> Attrib V12 -0.11982394469776661
#> Attrib V13 -0.13910831531794565
#> Attrib V14 0.22708262357565542
#> Attrib V15 0.25486177126273607
#> Attrib V16 0.3434995512283676
#> Attrib V17 0.218445689390358
#> Attrib V18 0.10896737500797192
#> Attrib V19 2.3266961866681644E-4
#> Attrib V2 -0.04901349768166896
#> Attrib V20 0.1888987848237836
#> Attrib V21 -0.051774003402516956
#> Attrib V22 -0.07029660156670019
#> Attrib V23 -0.017578074696544797
#> Attrib V24 -0.5250603675676228
#> Attrib V25 0.06817952116950543
#> Attrib V26 -0.02380254772680302
#> Attrib V27 0.00218478273715223
#> Attrib V28 -0.02665182185109841
#> Attrib V29 0.14907685945242077
#> Attrib V3 0.07009532847601792
#> Attrib V30 -0.003107889562202063
#> Attrib V31 0.502947631210684
#> Attrib V32 -0.13899191386823917
#> Attrib V33 -0.4474041446172084
#> Attrib V34 -0.21203742265665265
#> Attrib V35 0.03436996615638063
#> Attrib V36 0.6080298270218001
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#> Attrib V38 -0.03500967644656385
#> Attrib V39 0.02809075561428799
#> Attrib V4 -0.08737006879785066
#> Attrib V40 0.33819449531059737
#> Attrib V41 -0.08644825234555656
#> Attrib V42 -0.30456709181347763
#> Attrib V43 -0.09850793072392472
#> Attrib V44 -0.3598839040549966
#> Attrib V45 -0.23132724355491158
#> Attrib V46 -0.3592434456241519
#> Attrib V47 -0.0820588278115846
#> Attrib V48 -0.515759897380396
#> Attrib V49 -0.5491686700819423
#> Attrib V5 0.03344199287641783
#> Attrib V50 0.7055285575588303
#> Attrib V51 -0.439707819501586
#> Attrib V52 -0.34525993381931686
#> Attrib V53 -0.027005749547402844
#> Attrib V54 -0.2515379708082324
#> Attrib V55 0.17704606528016834
#> Attrib V56 -0.026266754795309023
#> Attrib V57 0.6906978772485494
#> Attrib V58 -0.16802443608897852
#> Attrib V59 -0.1822721784231507
#> Attrib V6 0.1202632264491744
#> Attrib V60 -0.126666204682193
#> Attrib V7 0.2710326227972235
#> Attrib V8 0.2412900866388252
#> Attrib V9 -0.41758051966908244
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.2854326957137161
#> Attrib V1 0.09018841481386868
#> Attrib V10 -0.44366315602684875
#> Attrib V11 -0.2533059842051889
#> Attrib V12 -0.2846364723787271
#> Attrib V13 -0.00551501164874938
#> Attrib V14 0.21514027747082398
#> Attrib V15 0.26091283914293856
#> Attrib V16 0.05039321191073403
#> Attrib V17 -0.0338389821994215
#> Attrib V18 0.0034220116429163564
#> Attrib V19 0.03557591192188975
#> Attrib V2 0.1249773623086814
#> Attrib V20 0.2213325941258193
#> Attrib V21 0.42372925694300373
#> Attrib V22 0.07950398010834432
#> Attrib V23 -0.23459224879517807
#> Attrib V24 0.047214311988110394
#> Attrib V25 -0.6048299664335949
#> Attrib V26 -0.6347839117263202
#> Attrib V27 -0.5863785767270568
#> Attrib V28 -0.5632852447101515
#> Attrib V29 -0.41164012498314584
#> Attrib V3 -0.09994409230840831
#> Attrib V30 -0.023353487746192947
#> Attrib V31 -0.7320428485956131
#> Attrib V32 -0.17696955358082353
#> Attrib V33 0.41530217129344565
#> Attrib V34 0.14220321699298166
#> Attrib V35 -0.20137884680314558
#> Attrib V36 -0.48857789487752623
#> Attrib V37 -0.2953717182523638
#> Attrib V38 0.2746460057055714
#> Attrib V39 0.12361543512990926
#> Attrib V4 -0.04536415963679784
#> Attrib V40 -0.31249362746373854
#> Attrib V41 -0.2618440631892061
#> Attrib V42 0.3088819116864613
#> Attrib V43 0.19632680022640872
#> Attrib V44 0.37889120119303515
#> Attrib V45 0.3321935984898482
#> Attrib V46 0.19283335306283764
#> Attrib V47 -0.09107060393771514
#> Attrib V48 0.3704371965439091
#> Attrib V49 0.4026262457074463
#> Attrib V5 -0.15592868833772786
#> Attrib V50 -0.4577053025547334
#> Attrib V51 0.28529898252171637
#> Attrib V52 0.22222549877171033
#> Attrib V53 0.21977038569122295
#> Attrib V54 0.7632517868210934
#> Attrib V55 0.20131872254524227
#> Attrib V56 0.23093980195039726
#> Attrib V57 -0.1663357873714697
#> Attrib V58 0.2800310137625602
#> Attrib V59 0.42707555411180137
#> Attrib V6 -0.20155206658985797
#> Attrib V60 0.3153309791396061
#> Attrib V7 -0.14401416835862077
#> Attrib V8 -0.18523535102532476
#> Attrib V9 0.1455346995694337
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.41685215163965245
#> Attrib V1 0.13862464382691483
#> Attrib V10 -0.4360398978933389
#> Attrib V11 -0.1882823003172835
#> Attrib V12 -0.4354519528663269
#> Attrib V13 0.11723272905845004
#> Attrib V14 0.32001972666487544
#> Attrib V15 0.20405885861369658
#> Attrib V16 -0.021279280691072273
#> Attrib V17 -0.12206283464289032
#> Attrib V18 0.052408172002463255
#> Attrib V19 0.2966112401962495
#> Attrib V2 0.2410774738771596
#> Attrib V20 0.37467732811783905
#> Attrib V21 0.7441902644343094
#> Attrib V22 0.4072721679605415
#> Attrib V23 -0.05158792804835549
#> Attrib V24 0.07227785935766633
#> Attrib V25 -0.8414416491676058
#> Attrib V26 -0.549749384551357
#> Attrib V27 -0.24497475391324738
#> Attrib V28 0.0496961402263949
#> Attrib V29 0.3154765689168337
#> Attrib V3 -0.020189569778863357
#> Attrib V30 0.3041790402248333
#> Attrib V31 -0.9751766600418574
#> Attrib V32 -0.38962974567386355
#> Attrib V33 0.31007628377894153
#> Attrib V34 -0.087174911775682
#> Attrib V35 -0.29487223441707533
#> Attrib V36 -0.5419895628408917
#> Attrib V37 -0.17093761047280914
#> Attrib V38 0.4414507423773961
#> Attrib V39 0.2053315065207823
#> Attrib V4 0.17299637432877582
#> Attrib V40 -0.3246625511909417
#> Attrib V41 -0.011847376670638194
#> Attrib V42 0.5257336932142066
#> Attrib V43 0.35089081647690085
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#> Attrib V45 0.4252747551931229
#> Attrib V46 0.35735054482449163
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#> Attrib V48 0.3321641479752426
#> Attrib V49 0.4985143532231467
#> Attrib V5 -0.016073923978800215
#> Attrib V50 -0.662921590312144
#> Attrib V51 0.36742643340493836
#> Attrib V52 0.44717443788147176
#> Attrib V53 0.31756839285037686
#> Attrib V54 0.640680851181001
#> Attrib V55 -0.028466888924789692
#> Attrib V56 0.19130306617639456
#> Attrib V57 -0.4660741036663968
#> Attrib V58 0.2829325828212659
#> Attrib V59 0.5650350120892557
#> Attrib V6 -0.24111074342880975
#> Attrib V60 0.3120434289400252
#> Attrib V7 -0.21907361310440657
#> Attrib V8 -0.21277533030635973
#> Attrib V9 0.2956242206112445
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.16858337742028465
#> Attrib V1 0.10446339079554298
#> Attrib V10 -0.09463274651576749
#> Attrib V11 -0.037218273877391364
#> Attrib V12 -0.03815133827221898
#> Attrib V13 0.08439693048791344
#> Attrib V14 0.12126532036048708
#> Attrib V15 0.08121787758669524
#> Attrib V16 -0.0015171862209127057
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#> Attrib V18 -0.0579349755411441
#> Attrib V19 -0.050298442451235756
#> Attrib V2 0.1081401263200834
#> Attrib V20 -0.012234392557193203
#> Attrib V21 0.010744025487073264
#> Attrib V22 -0.12197369191700307
#> Attrib V23 -0.11888759504248399
#> Attrib V24 -0.00763087091007372
#> Attrib V25 -0.08957804459410405
#> Attrib V26 -0.17132113729809512
#> Attrib V27 -0.11817309413766779
#> Attrib V28 -0.1508499142716186
#> Attrib V29 -0.09309590001571427
#> Attrib V3 0.14855740089777716
#> Attrib V30 0.008820285443776643
#> Attrib V31 -0.14068788070652288
#> Attrib V32 0.005226775448334551
#> Attrib V33 0.12205640197531908
#> Attrib V34 0.12750981689787214
#> Attrib V35 0.04508500466996911
#> Attrib V36 -0.041940163630904706
#> Attrib V37 0.01408722784550007
#> Attrib V38 0.13295605747196526
#> Attrib V39 0.15689722574168619
#> Attrib V4 0.13470016964886575
#> Attrib V40 -8.146830670164343E-4
#> Attrib V41 0.018882412705748537
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#> Attrib V43 -0.007209586909640468
#> Attrib V44 0.057775513878738576
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#> Attrib V49 0.1705053302501276
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#> Attrib V50 -0.05215032309401233
#> Attrib V51 0.11946074404592856
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#> Attrib V53 0.11255509733476719
#> Attrib V54 0.18157141830023002
#> Attrib V55 0.17146071813802538
#> Attrib V56 0.16142988931827668
#> Attrib V57 0.09532727376652313
#> Attrib V58 0.14510778100454835
#> Attrib V59 0.2745106717656497
#> Attrib V6 0.0352642062231817
#> Attrib V60 0.2731670201266233
#> Attrib V7 0.07081194206531745
#> Attrib V8 -0.019838463135854863
#> Attrib V9 0.06841814178098153
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.46094403642863624
#> Attrib V1 0.26470485271120076
#> Attrib V10 -0.2735078678810021
#> Attrib V11 0.0032132137026312704
#> Attrib V12 -0.17480857351360263
#> Attrib V13 -0.00157507157020832
#> Attrib V14 0.17957219266728433
#> Attrib V15 0.2828831099994857
#> Attrib V16 -0.07715174877298023
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#> Attrib V19 -0.21217312845020897
#> Attrib V2 0.17529860226768568
#> Attrib V20 -0.03236624490747741
#> Attrib V21 0.3344544862400808
#> Attrib V22 -0.08029026409386554
#> Attrib V23 -0.4953042941351915
#> Attrib V24 -0.20156277780150278
#> Attrib V25 -0.8465035165276003
#> Attrib V26 -0.6295874410087946
#> Attrib V27 -0.5666476952853963
#> Attrib V28 -0.6493273779678239
#> Attrib V29 -0.4822830403944616
#> Attrib V3 -0.16320918459742487
#> Attrib V30 0.03735930834144423
#> Attrib V31 -0.5775459496957632
#> Attrib V32 -0.01243562086724602
#> Attrib V33 0.5063585206232588
#> Attrib V34 0.08828139730805061
#> Attrib V35 -0.2581612358114133
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#> Attrib V38 0.04906298569166567
#> Attrib V39 0.06812949832006801
#> Attrib V4 -0.01657533330907809
#> Attrib V40 -0.3793329899142295
#> Attrib V41 -0.3474813848823337
#> Attrib V42 0.20354833022966873
#> Attrib V43 0.17728293877576345
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#> Attrib V45 0.17670956076821276
#> Attrib V46 0.1747354598885531
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#> Attrib V48 0.6012677281038001
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#> Attrib V5 -0.24843959088488907
#> Attrib V50 -0.48399999974040814
#> Attrib V51 0.27963650005816343
#> Attrib V52 0.22275616372172602
#> Attrib V53 0.05290619628535493
#> Attrib V54 0.8197954545456381
#> Attrib V55 0.24834227107281254
#> Attrib V56 0.172687060603649
#> Attrib V57 -0.24238930394267427
#> Attrib V58 0.2979990467518334
#> Attrib V59 0.49586474483396215
#> Attrib V6 -0.3046588586387429
#> Attrib V60 0.44265236258013724
#> Attrib V7 -0.1428886076833469
#> Attrib V8 -0.18615434347217014
#> Attrib V9 0.1968044824201779
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.14469515681326786
#> Attrib V1 0.12650187810855176
#> Attrib V10 -0.0012719810139389053
#> Attrib V11 -0.3245445031266766
#> Attrib V12 -0.16268960217253892
#> Attrib V13 -0.37619190608145914
#> Attrib V14 0.19797586252805532
#> Attrib V15 0.559948625153318
#> Attrib V16 0.6063311337867113
#> Attrib V17 0.3316440979310281
#> Attrib V18 -0.060117647450687886
#> Attrib V19 -0.10937660589601568
#> Attrib V2 -0.1606924818901524
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#> Attrib V57 1.1796452607090686
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#> Attrib V7 0.42270626431135944
#> Attrib V8 0.4707990962648684
#> Attrib V9 -0.6495525822035153
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold 0.04102787572490813
#> Attrib V1 0.1534476437617607
#> Attrib V10 -0.2475337272900903
#> Attrib V11 -0.15119517487772216
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#> Attrib V3 0.04853435045043558
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#> Attrib V7 0.022955265629984525
#> Attrib V8 -0.07006084102811518
#> Attrib V9 0.0512794984973316
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.015499762828204634
#> Attrib V1 0.15898998504096046
#> Attrib V10 -0.0536761195634647
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#> Attrib V2 0.18976312252804378
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#> Attrib V21 -0.03243256281119137
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#> Attrib V26 -0.23686676360167858
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#> Attrib V3 0.06709084192503964
#> Attrib V30 0.027457259801298626
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#> Attrib V33 0.174216173991626
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#> Attrib V6 -0.018048441492692614
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#> Attrib V8 0.059331242877666814
#> Attrib V9 0.08731142357552185
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.22406854640545593
#> Attrib V1 0.045144315629339744
#> Attrib V10 0.004973362941444459
#> Attrib V11 -0.138358079721261
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#> Attrib V20 0.03425605960062341
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#> Attrib V22 0.012947015301385693
#> Attrib V23 0.015153523293721603
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#> Attrib V25 0.034728994666983926
#> Attrib V26 -0.05289268118870607
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#> Attrib V28 -0.01288614193710234
#> Attrib V29 0.11172486611230974
#> Attrib V3 0.10627431566528153
#> Attrib V30 0.014108020178873512
#> Attrib V31 0.31855491264823455
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#> Attrib V40 0.19047060749359934
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#> Attrib V5 0.02109077255666912
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#> Attrib V55 0.053530301184033714
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#> Attrib V6 0.051300719282603185
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#> Attrib V7 0.14084389409821335
#> Attrib V8 0.1662890308676032
#> Attrib V9 -0.16382220390035043
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.11780221499602235
#> Attrib V1 -0.09563165550680199
#> Attrib V10 -0.21302541079086088
#> Attrib V11 -0.049641366267403154
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#> Attrib V18 0.038927900035218704
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#> Attrib V20 0.23250207040693055
#> Attrib V21 0.4698444472747447
#> Attrib V22 0.3516019551509129
#> Attrib V23 0.17414918226677367
#> Attrib V24 0.6861224059508039
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#> Attrib V28 -0.7263728780503182
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#> Attrib V3 -0.12032607212028795
#> Attrib V30 -0.1110880965102149
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#> Attrib V32 0.07902695405723026
#> Attrib V33 0.8965928377099437
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#> Attrib V40 -0.4156635919148829
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#> Attrib V42 0.27806764439840453
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#> Attrib V51 0.6045251125054845
#> Attrib V52 0.47285574309123374
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#> Attrib V6 -0.2523251427927116
#> Attrib V60 0.35173793520190805
#> Attrib V7 -0.21208423176301822
#> Attrib V8 -0.3621202523138047
#> Attrib V9 0.5637534498922254
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.18440688569705557
#> Attrib V1 0.23657676980277065
#> Attrib V10 -0.054574413405460515
#> Attrib V11 0.02575186450478575
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#> Attrib V18 0.18776812644695512
#> Attrib V19 0.5303029732803771
#> Attrib V2 0.30133759383838343
#> Attrib V20 0.48850282721189553
#> Attrib V21 0.9206967556476845
#> Attrib V22 0.7512748114120695
#> Attrib V23 0.3985080558081557
#> Attrib V24 0.41701418544539776
#> Attrib V25 -0.4902572786443965
#> Attrib V26 0.02704752826209526
#> Attrib V27 0.28171278342693573
#> Attrib V28 0.7471133074075186
#> Attrib V29 0.9552427977062606
#> Attrib V3 0.12208909592015434
#> Attrib V30 0.6850578039979777
#> Attrib V31 -0.9060006881785102
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#> Attrib V41 0.3240944573465979
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#> Attrib V6 0.007280379387294034
#> Attrib V60 0.2931682460521393
#> Attrib V7 -0.2477804163609281
#> Attrib V8 -0.36757954213421085
#> Attrib V9 0.5725009872178546
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold 0.09761559700366002
#> Attrib V1 0.22793732174649006
#> Attrib V10 -0.1669066281641968
#> Attrib V11 -0.5073520141308212
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#> Attrib V25 0.002555515696259094
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#> Attrib V27 0.025609766948857676
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#> Attrib V31 0.5293379799544792
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#> Attrib V36 1.1056982993906164
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#> Attrib V40 0.7361504658892435
#> Attrib V41 0.1418701075687899
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#> Attrib V55 0.38841538054794483
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#> Attrib V57 1.3285996059760439
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#> Attrib V6 0.1069938244011501
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#> Attrib V7 0.4882012092034802
#> Attrib V8 0.3763985730858004
#> Attrib V9 -0.8683793893950229
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.35834703712414473
#> Attrib V1 0.37939179770981935
#> Attrib V10 -0.809580533912122
#> Attrib V11 -0.597865325006996
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#> Attrib V3 0.01439441524471732
#> Attrib V30 -0.20792052962073548
#> Attrib V31 -0.8399266660009458
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#> Attrib V42 0.48880374544022365
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#> Attrib V47 -0.3504955323802905
#> Attrib V48 0.2465986250770675
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#> Attrib V50 -0.5096602535981455
#> Attrib V51 0.07371939272237776
#> Attrib V52 0.29688191928082897
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#> Attrib V54 1.011871495235787
#> Attrib V55 0.36480656174540055
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#> Attrib V57 0.038233191008728844
#> Attrib V58 0.3817265264562592
#> Attrib V59 0.6085200898062203
#> Attrib V6 -0.09191900790734375
#> Attrib V60 0.4141907620626891
#> Attrib V7 -0.00487211941754464
#> Attrib V8 -0.3544401204674716
#> Attrib V9 -0.05842794548320229
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.23374114914929345
#> Attrib V1 0.2631479275313858
#> Attrib V10 -0.741450280742793
#> Attrib V11 -0.48326922391478
#> Attrib V12 -0.3523634762234326
#> Attrib V13 0.13280608991498227
#> Attrib V14 0.47124247441753425
#> Attrib V15 0.5233007004539593
#> Attrib V16 0.15137954335248607
#> Attrib V17 0.022227645172386002
#> Attrib V18 -4.767695738948104E-4
#> Attrib V19 0.034257966093621015
#> Attrib V2 0.28196257285602433
#> Attrib V20 0.2747995198854539
#> Attrib V21 0.47956755380610677
#> Attrib V22 0.13953402451589061
#> Attrib V23 -0.18424240029004366
#> Attrib V24 0.01671649934044197
#> Attrib V25 -0.620822726647827
#> Attrib V26 -0.6973736609629644
#> Attrib V27 -0.8312286567622987
#> Attrib V28 -0.9386659761525002
#> Attrib V29 -0.5663562214913606
#> Attrib V3 0.06274943225439285
#> Attrib V30 -0.20703638822036208
#> Attrib V31 -0.7262938261369815
#> Attrib V32 -0.28548955466264553
#> Attrib V33 0.380098729500149
#> Attrib V34 0.10014071556077997
#> Attrib V35 -0.23894467698906469
#> Attrib V36 -0.45089519403117007
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#> Attrib V38 0.3431903915186112
#> Attrib V39 0.27239174060602284
#> Attrib V4 -0.010255979316967923
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#> Attrib V42 0.36146759496078806
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#> Attrib V51 0.08468876841310234
#> Attrib V52 0.287942052776437
#> Attrib V53 0.43816596968289306
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#> Attrib V57 0.030786520013273498
#> Attrib V58 0.3169911609321018
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#> Attrib V6 -0.10075879996174883
#> Attrib V60 0.33936963204512605
#> Attrib V7 -0.017507548933780922
#> Attrib V8 -0.27254491935361036
#> Attrib V9 -0.033681914907637084
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.1956967212776544
#> Attrib V1 0.09835952508358513
#> Attrib V10 0.03382986511685509
#> Attrib V11 -0.2131687432790513
#> Attrib V12 -0.12421409112762313
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#> Attrib V14 0.17785933670961881
#> Attrib V15 0.3529272747154639
#> Attrib V16 0.355715280733487
#> Attrib V17 0.3223813964221448
#> Attrib V18 0.04503455507637949
#> Attrib V19 -0.05498793401899901
#> Attrib V2 -0.08027955688845065
#> Attrib V20 0.15881962090094637
#> Attrib V21 -0.1255365932518157
#> Attrib V22 -0.16630262240942506
#> Attrib V23 -0.0743201061983737
#> Attrib V24 -0.5797136574912692
#> Attrib V25 0.07032046421138062
#> Attrib V26 -0.03091483939061036
#> Attrib V27 -0.03333099778166968
#> Attrib V28 -0.029483484446481318
#> Attrib V29 0.15043210406323276
#> Attrib V3 0.0684152284690305
#> Attrib V30 -0.08528575239484654
#> Attrib V31 0.4948076442587205
#> Attrib V32 -0.04507175251951138
#> Attrib V33 -0.5669498854254328
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#> Attrib V35 -0.03661564921820701
#> Attrib V36 0.6229880512072963
#> Attrib V37 0.39376647687011923
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#> Attrib V39 0.023983510396253287
#> Attrib V4 -0.057150781519397155
#> Attrib V40 0.36762692105392597
#> Attrib V41 -0.11551374478569552
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#> Attrib V44 -0.44168044194803796
#> Attrib V45 -0.343034220267313
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#> Attrib V48 -0.5304288045130416
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#> Attrib V50 0.7414532474577252
#> Attrib V51 -0.4600236557775128
#> Attrib V52 -0.2779308694049446
#> Attrib V53 -0.0751746385359022
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#> Attrib V55 0.23823540502140028
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#> Attrib V57 0.8528386727876162
#> Attrib V58 -0.1340900042258257
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#> Attrib V6 0.11436514751527617
#> Attrib V60 -0.15747098081875172
#> Attrib V7 0.2543729094424629
#> Attrib V8 0.29069766651863505
#> Attrib V9 -0.381191012688614
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.18907208324601465
#> Attrib V1 0.23584169114563888
#> Attrib V10 0.9694731508098813
#> Attrib V11 1.0515494369995217
#> Attrib V12 0.4902590874435895
#> Attrib V13 0.3923716016825755
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#> Attrib V16 -0.7883453750233451
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#> Attrib V18 0.25282873810152773
#> Attrib V19 0.7826025097350464
#> Attrib V2 0.21662460967977792
#> Attrib V20 0.12344179616607692
#> Attrib V21 0.7426494500171898
#> Attrib V22 0.7180812263700171
#> Attrib V23 0.5967065884922076
#> Attrib V24 0.5472516186168885
#> Attrib V25 -0.6301306175845793
#> Attrib V26 0.5021199736437901
#> Attrib V27 1.4064759078182467
#> Attrib V28 2.4463583624442338
#> Attrib V29 2.022225885727338
#> Attrib V3 0.42034175937454704
#> Attrib V30 0.8837505346746014
#> Attrib V31 -0.8169355265841876
#> Attrib V32 -0.2682967159418394
#> Attrib V33 -0.3926156795363572
#> Attrib V34 -0.4247519385500742
#> Attrib V35 0.18760446837895425
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#> Attrib V39 -0.061341624213373164
#> Attrib V4 0.9272098084825005
#> Attrib V40 -0.18529641718727413
#> Attrib V41 1.399091861845588
#> Attrib V42 0.8542844397855788
#> Attrib V43 0.31738611336274014
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#> Attrib V45 0.20349264694735406
#> Attrib V46 0.8359089789086801
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#> Attrib V48 0.8002271618955958
#> Attrib V49 1.266286646512745
#> Attrib V5 0.7784623724970355
#> Attrib V50 -0.6063506849362539
#> Attrib V51 1.5800906851805439
#> Attrib V52 0.9873609562079838
#> Attrib V53 0.2926942347820087
#> Attrib V54 -0.32501560247914135
#> Attrib V55 -0.7597429672946796
#> Attrib V56 -0.22282122376974123
#> Attrib V57 -1.9339379629458453
#> Attrib V58 0.4874530585257378
#> Attrib V59 0.3563296828695684
#> Attrib V6 0.37756601817606955
#> Attrib V60 0.3387566235879732
#> Attrib V7 -0.5482616255558742
#> Attrib V8 0.01044373930878414
#> Attrib V9 0.9399944669736205
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.19165767383648324
#> Attrib V1 0.1263497168328589
#> Attrib V10 -0.054015599974259455
#> Attrib V11 -0.34566200098259153
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#> Attrib V13 -0.25326043912928975
#> Attrib V14 0.16777288470759866
#> Attrib V15 0.1785998014419227
#> Attrib V16 0.21971014060143088
#> Attrib V17 0.15132962734358726
#> Attrib V18 -0.07650111148759797
#> Attrib V19 -0.09823386103949097
#> Attrib V2 -0.09848093272998831
#> Attrib V20 0.12107381635256892
#> Attrib V21 -0.10288816650385545
#> Attrib V22 -0.11773604254274267
#> Attrib V23 -0.05256380698075039
#> Attrib V24 -0.5226669672583804
#> Attrib V25 0.11234486227392321
#> Attrib V26 -0.08582832824739697
#> Attrib V27 0.08476447035153391
#> Attrib V28 0.11778349252017285
#> Attrib V29 0.320359612394607
#> Attrib V3 0.03614535014550174
#> Attrib V30 -0.05461678336218172
#> Attrib V31 0.3993891499857956
#> Attrib V32 -0.19399018301265777
#> Attrib V33 -0.5391875312640289
#> Attrib V34 -0.255614628904155
#> Attrib V35 0.1593496986043465
#> Attrib V36 0.8370922601329563
#> Attrib V37 0.667946921806811
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#> Attrib V4 -0.08996438901269245
#> Attrib V40 0.39948339258526366
#> Attrib V41 -0.00965165827172854
#> Attrib V42 -0.18659727932537173
#> Attrib V43 0.03205064939701229
#> Attrib V44 -0.30328616659839036
#> Attrib V45 -0.27336193099995487
#> Attrib V46 -0.39433330490743534
#> Attrib V47 -0.18316242943057684
#> Attrib V48 -0.5967734372410647
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#> Attrib V5 -0.07785835555714411
#> Attrib V50 0.6794867018237645
#> Attrib V51 -0.5977948561340202
#> Attrib V52 -0.4459987814623681
#> Attrib V53 -0.1037497552229663
#> Attrib V54 -0.3638749080367036
#> Attrib V55 0.14963800871577504
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#> Attrib V57 0.7933332440351172
#> Attrib V58 -0.2094339385999595
#> Attrib V59 -0.10615776920536854
#> Attrib V6 0.08051470581301182
#> Attrib V60 -0.019997381013699245
#> Attrib V7 0.22246280147520145
#> Attrib V8 0.2228745646709547
#> Attrib V9 -0.5406623989451035
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.4597452123439254
#> Attrib V1 0.2042567660305978
#> Attrib V10 -0.4121744218642118
#> Attrib V11 -0.18837641244772363
#> Attrib V12 -0.3165764746986629
#> Attrib V13 0.08927467568154986
#> Attrib V14 0.19319440318600267
#> Attrib V15 0.26080112924200516
#> Attrib V16 -0.02936191973208134
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#> Attrib V18 0.034067565008548135
#> Attrib V19 0.04280358204029551
#> Attrib V2 0.20498466465769422
#> Attrib V20 0.13416902898562852
#> Attrib V21 0.5476639326648247
#> Attrib V22 0.17782355461969115
#> Attrib V23 -0.2571219188776975
#> Attrib V24 0.13854279254997293
#> Attrib V25 -0.6985440566595119
#> Attrib V26 -0.5554292387368885
#> Attrib V27 -0.6153453028974695
#> Attrib V28 -0.7359384703556515
#> Attrib V29 -0.5134277611752741
#> Attrib V3 -0.11957384418789163
#> Attrib V30 -0.04847870425524556
#> Attrib V31 -0.7540509585659183
#> Attrib V32 -0.11407991823138908
#> Attrib V33 0.522416866508563
#> Attrib V34 0.15767284324163836
#> Attrib V35 -0.2818238309640449
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#> Attrib V37 -0.38648489771440736
#> Attrib V38 0.182706543638785
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#> Attrib V4 -0.059064251887136245
#> Attrib V40 -0.4182868429278418
#> Attrib V41 -0.26127987818409715
#> Attrib V42 0.33949053421058256
#> Attrib V43 0.1859660646783378
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#> Attrib V45 0.32480602284622917
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#> Attrib V48 0.49728402260168325
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#> Attrib V5 -0.2542280671352004
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#> Attrib V51 0.3174572755697414
#> Attrib V52 0.32069275236044215
#> Attrib V53 0.2419592742020494
#> Attrib V54 0.8610200044570919
#> Attrib V55 0.18710113355209365
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#> Attrib V57 -0.3280732995407898
#> Attrib V58 0.297915170977627
#> Attrib V59 0.5071457621846868
#> Attrib V6 -0.22060005133260926
#> Attrib V60 0.3432433519092071
#> Attrib V7 -0.1822600948848688
#> Attrib V8 -0.26678711173239045
#> Attrib V9 0.23427255765447916
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold 0.24672624557899833
#> Attrib V1 0.27690913390580885
#> Attrib V10 -1.1484403670261485
#> Attrib V11 -1.0885106944814327
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#> Attrib V13 -0.22574569058704805
#> Attrib V14 0.7447207076987147
#> Attrib V15 1.1647025723318454
#> Attrib V16 0.7949318235168031
#> Attrib V17 0.40673902457782807
#> Attrib V18 -0.14872782342089472
#> Attrib V19 -0.8691101045084524
#> Attrib V2 -0.10044139916426159
#> Attrib V20 0.17540047900233174
#> Attrib V21 -0.11071346735144812
#> Attrib V22 -0.4839770619118448
#> Attrib V23 -0.6629327601404852
#> Attrib V24 -1.0897917253132692
#> Attrib V25 -0.37243825073418957
#> Attrib V26 -0.8657578739720266
#> Attrib V27 -0.9540591634292543
#> Attrib V28 -1.2964774567877808
#> Attrib V29 -0.2786571483124533
#> Attrib V3 -0.03424198643171292
#> Attrib V30 -0.334318980881624
#> Attrib V31 0.5330550534526171
#> Attrib V32 -0.11510539656348909
#> Attrib V33 -0.40889951003159214
#> Attrib V34 -0.3330554704691992
#> Attrib V35 -0.603267649355573
#> Attrib V36 0.8267414012013922
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#> Attrib V38 0.22513924247109676
#> Attrib V39 0.28960319572047627
#> Attrib V4 -0.5583511415793556
#> Attrib V40 0.43529491975221096
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#> Attrib V43 0.20602606020773123
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#> Attrib V45 -0.323802706111656
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#> Attrib V48 -1.0642777077636538
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#> Attrib V50 0.7290420468155757
#> Attrib V51 -1.6360826124233907
#> Attrib V52 -0.639120756341684
#> Attrib V53 0.05931406756041418
#> Attrib V54 0.11890683039744071
#> Attrib V55 0.6227976898682548
#> Attrib V56 0.11282497715643511
#> Attrib V57 1.8413084959090258
#> Attrib V58 -0.3720922691741636
#> Attrib V59 -0.040180454734504295
#> Attrib V6 -0.21232653975555463
#> Attrib V60 -0.4119708939656617
#> Attrib V7 0.4520387137323921
#> Attrib V8 0.26794119443117187
#> Attrib V9 -1.1920410216620205
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.2828621819438477
#> Attrib V1 0.14692506529686103
#> Attrib V10 -0.39676786895044747
#> Attrib V11 -0.12258197352906576
#> Attrib V12 -0.19301916944247918
#> Attrib V13 0.06677881807172019
#> Attrib V14 0.3235728434087889
#> Attrib V15 0.29164037902689766
#> Attrib V16 0.03751562046657759
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#> Attrib V18 -0.06515743881780071
#> Attrib V19 -0.07324315080254018
#> Attrib V2 0.14922140968592734
#> Attrib V20 0.11416926961445786
#> Attrib V21 0.31979537110297945
#> Attrib V22 -5.245479423606719E-4
#> Attrib V23 -0.3746813766023995
#> Attrib V24 -0.010760929145128223
#> Attrib V25 -0.5020284224077257
#> Attrib V26 -0.5174060346812814
#> Attrib V27 -0.4671871619710735
#> Attrib V28 -0.4605640027260541
#> Attrib V29 -0.21175630226060618
#> Attrib V3 -0.0029232131015302478
#> Attrib V30 -0.07424392935813852
#> Attrib V31 -0.5505310108118386
#> Attrib V32 -0.14562751569658372
#> Attrib V33 0.2935583763357865
#> Attrib V34 0.048751458726433446
#> Attrib V35 -0.17144327158691317
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#> Attrib V38 0.19754379312639694
#> Attrib V39 0.17486505332197963
#> Attrib V4 -0.003338560947354096
#> Attrib V40 -0.1987903245717466
#> Attrib V41 -0.12434103513058509
#> Attrib V42 0.2076069581755328
#> Attrib V43 0.18070206359171428
#> Attrib V44 0.19290689825458607
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#> Attrib V46 0.18659849547293272
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#> Attrib V48 0.33054444759399176
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#> Attrib V50 -0.3269701989231444
#> Attrib V51 0.22911029755117288
#> Attrib V52 0.2372980221096694
#> Attrib V53 0.21989530474403482
#> Attrib V54 0.6096415551553147
#> Attrib V55 0.3063071731132441
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#> Attrib V57 -0.07360134705270319
#> Attrib V58 0.2452999504505147
#> Attrib V59 0.4855801599407328
#> Attrib V6 -0.13280786614292148
#> Attrib V60 0.3492207617914675
#> Attrib V7 -0.024553357922671364
#> Attrib V8 -0.09035745994296127
#> Attrib V9 0.07389994026675242
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.1554263817224858
#> Attrib V1 0.16658393036376512
#> Attrib V10 -0.03435244252958476
#> Attrib V11 -0.36665534262571675
#> Attrib V12 -0.16215082749088633
#> Attrib V13 -0.2663629650381564
#> Attrib V14 0.1892606086233204
#> Attrib V15 0.3631381864519463
#> Attrib V16 0.4042411426945258
#> Attrib V17 0.2607872132812283
#> Attrib V18 -0.05725936297859071
#> Attrib V19 -0.2523963308981508
#> Attrib V2 -0.1211277609884552
#> Attrib V20 0.07906570962140223
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#> Attrib V7 0.32689836554061336
#> Attrib V8 0.33039984560180913
#> Attrib V9 -0.6910139536570862
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.4371496913799562
#> Attrib V1 0.42852169136642365
#> Attrib V10 -1.103823023252785
#> Attrib V11 -0.7972241629786404
#> Attrib V12 -0.6758764687041255
#> Attrib V13 0.28945154818453667
#> Attrib V14 0.8786148461509147
#> Attrib V15 0.9107287229839429
#> Attrib V16 0.23119615625822165
#> Attrib V17 -0.07822829614309917
#> Attrib V18 -0.039928354776545716
#> Attrib V19 -0.09574555223585134
#> Attrib V2 0.5293347285163259
#> Attrib V20 0.5313363859355608
#> Attrib V21 0.8636441824496588
#> Attrib V22 0.34448242418757463
#> Attrib V23 -0.24942302572880284
#> Attrib V24 -0.05171217908730444
#> Attrib V25 -1.1353032405081005
#> Attrib V26 -1.093560483976707
#> Attrib V27 -1.139607804517142
#> Attrib V28 -1.2801581143233287
#> Attrib V29 -0.5534045360744143
#> Attrib V3 0.026263657740830153
#> Attrib V30 -0.18508751730896156
#> Attrib V31 -1.0890209302424845
#> Attrib V32 -0.5181787840186475
#> Attrib V33 0.5431626579591142
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#> Attrib V51 0.09361880830969062
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#> Attrib V54 1.274540947046418
#> Attrib V55 0.4779973867750934
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#> Attrib V57 0.007862243773503705
#> Attrib V58 0.3998417244301115
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#> Attrib V6 -0.11830967299729049
#> Attrib V60 0.45784433868290425
#> Attrib V7 -0.02797119229741219
#> Attrib V8 -0.34816113074854665
#> Attrib V9 -0.04917068495865442
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.11235413980407556
#> Attrib V1 0.16081589751854303
#> Attrib V10 -0.12019695539348577
#> Attrib V11 -0.025290146720503868
#> Attrib V12 -0.03633689184860747
#> Attrib V13 -0.00527677175377946
#> Attrib V14 0.17193962055266457
#> Attrib V15 0.1357134779906926
#> Attrib V16 0.06138261486456301
#> Attrib V17 -0.0715761388261423
#> Attrib V18 -0.024611725684050578
#> Attrib V19 -0.0993836682002557
#> Attrib V2 0.11810789107005405
#> Attrib V20 -0.031168147302149764
#> Attrib V21 0.025562449938067434
#> Attrib V22 -0.10634114430759883
#> Attrib V23 -0.14209463798934155
#> Attrib V24 -0.055252395954980424
#> Attrib V25 -0.21463507041313776
#> Attrib V26 -0.18958783621066327
#> Attrib V27 -0.17394089603585638
#> Attrib V28 -0.11327769234704269
#> Attrib V29 -0.1032166695925176
#> Attrib V3 0.126221874815675
#> Attrib V30 0.02783272521631152
#> Attrib V31 -0.15680430365084636
#> Attrib V32 -0.04401412480268526
#> Attrib V33 0.131783133936352
#> Attrib V34 0.08010347070847135
#> Attrib V35 0.052571521002065844
#> Attrib V36 0.010466601061398954
#> Attrib V37 0.00635501774650538
#> Attrib V38 0.10387255980161926
#> Attrib V39 0.11995401372636418
#> Attrib V4 0.09986494938127943
#> Attrib V40 -0.0663644436909655
#> Attrib V41 -0.04248119079216537
#> Attrib V42 0.11317637140132662
#> Attrib V43 0.011673001512139977
#> Attrib V44 0.09795939583324792
#> Attrib V45 0.17798123282906597
#> Attrib V46 0.14031079731957158
#> Attrib V47 0.04840932234479096
#> Attrib V48 0.11422455674881898
#> Attrib V49 0.16978643629636236
#> Attrib V5 0.0617547137250266
#> Attrib V50 -0.056940720098845904
#> Attrib V51 0.14554128269683966
#> Attrib V52 0.1039237740629548
#> Attrib V53 0.11915292840661082
#> Attrib V54 0.18579691012620553
#> Attrib V55 0.17931890911806983
#> Attrib V56 0.1642797518628468
#> Attrib V57 0.08710578788509427
#> Attrib V58 0.21850254028223254
#> Attrib V59 0.22194368213734722
#> Attrib V6 0.02780189578660693
#> Attrib V60 0.22686200294154185
#> Attrib V7 0.02827914676620443
#> Attrib V8 0.048711756129726086
#> Attrib V9 0.10315969414962504
#> 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
#> 0.1884058