Classification MultilayerPerceptron Learner
Source:R/learner_RWeka_classif_multilayer_perceptron.R
mlr_learners_classif.multilayer_perceptron.RdClassifier that uses backpropagation to learn a multi-layer perceptron.
Calls RWeka::make_Weka_classifier() from RWeka.
Custom mlr3 parameters
output_debug_info:original id: output-debug-info
do_not_check_capabilities:original id: do-not-check-capabilities
num_decimal_places:original id: num-decimal-places
batch_size:original id: batch-size
Reason for change: This learner contains changed ids of the following control arguments since their ids contain irregular pattern
Gremoved:GUI will be opened
Reason for change: The parameter is removed because we don't want to launch GUI.
Parameters
| Id | Type | Default | Levels | Range |
| subset | untyped | - | - | |
| na.action | untyped | - | - | |
| L | numeric | 0.3 | \([0, 1]\) | |
| M | numeric | 0.2 | \([0, 1]\) | |
| N | integer | 500 | \([1, \infty)\) | |
| V | numeric | 0 | \([0, 100]\) | |
| S | integer | 0 | \([0, \infty)\) | |
| E | integer | 20 | \([1, \infty)\) | |
| A | logical | FALSE | TRUE, FALSE | - |
| B | logical | FALSE | TRUE, FALSE | - |
| H | untyped | "a" | - | |
| C | logical | FALSE | TRUE, FALSE | - |
| I | logical | FALSE | TRUE, FALSE | - |
| R | logical | FALSE | TRUE, FALSE | - |
| D | logical | FALSE | TRUE, FALSE | - |
| output_debug_info | logical | FALSE | TRUE, FALSE | - |
| do_not_check_capabilities | logical | FALSE | TRUE, FALSE | - |
| num_decimal_places | integer | 2 | \([1, \infty)\) | |
| batch_size | integer | 100 | \([1, \infty)\) | |
| options | untyped | NULL | - |
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/chapters/chapter2/data_and_basic_modeling.html#sec-learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifMultilayerPerceptron
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
LearnerClassifMultilayerPerceptron$marshal()
Marshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::marshal_model().
LearnerClassifMultilayerPerceptron$unmarshal()
Unmarshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::unmarshal_model().
Examples
# Define the Learner
learner = lrn("classif.multilayer_perceptron")
print(learner)
#>
#> ── <LearnerClassifMultilayerPerceptron> (classif.multilayer_perceptron): Multila
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3 and RWeka
#> • Predict Types: [response] and prob
#> • Feature Types: logical, integer, numeric, factor, and ordered
#> • Encapsulation: none (fallback: -)
#> • Properties: marshal, missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error', predict_raw = 'FALSE'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> Sigmoid Node 0
#> Inputs Weights
#> Threshold 0.0880442965922171
#> Node 2 2.0440697120214946
#> Node 3 1.914421478866008
#> Node 4 0.5536683276446752
#> Node 5 -2.201348244246569
#> Node 6 0.5613057674177825
#> Node 7 1.8008705559052303
#> Node 8 0.8131468297125071
#> Node 9 3.2521844739372265
#> Node 10 -2.4463477646435896
#> Node 11 0.42491604532690047
#> Node 12 2.0071931322700167
#> Node 13 0.80731593753791
#> Node 14 1.546586334687325
#> Node 15 -2.067549249514524
#> Node 16 -0.8804975118148559
#> Node 17 -0.38599722882565185
#> Node 18 0.3112497334916928
#> Node 19 1.7427184438375332
#> Node 20 2.2241141623995433
#> Node 21 -1.5741394767055341
#> Node 22 0.34940306206495014
#> Node 23 1.6929359212231907
#> Node 24 -1.3483113754558609
#> Node 25 5.984078492046661
#> Node 26 -0.27543627558357675
#> Node 27 1.7128550049601592
#> Node 28 -3.0366879118644743
#> Node 29 0.38947719429524746
#> Node 30 0.37837984853788953
#> Node 31 -0.09245164432187213
#> Node 32 -0.14049994151162926
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold -0.07112913476406062
#> Node 2 -2.0760649724348976
#> Node 3 -1.8789057651848358
#> Node 4 -0.514574209674493
#> Node 5 2.218304658114198
#> Node 6 -0.5389623709210289
#> Node 7 -1.8039515703711821
#> Node 8 -0.8542467878112693
#> Node 9 -3.263855549696853
#> Node 10 2.4236916195836535
#> Node 11 -0.3955853273200798
#> Node 12 -2.0673706617839764
#> Node 13 -0.7509636574828725
#> Node 14 -1.4702414252183906
#> Node 15 2.0459269664962956
#> Node 16 0.8638612299621174
#> Node 17 0.40764850977697525
#> Node 18 -0.27571997329136777
#> Node 19 -1.7528711121361469
#> Node 20 -2.204608120081986
#> Node 21 1.6296927851086906
#> Node 22 -0.40415902711541846
#> Node 23 -1.7246738725046566
#> Node 24 1.342013693807102
#> Node 25 -5.987754993249266
#> Node 26 0.1819053854572079
#> Node 27 -1.744124076975176
#> Node 28 3.009971273552592
#> Node 29 -0.4241829911817924
#> Node 30 -0.30672194029989974
#> Node 31 0.14183652470561584
#> Node 32 0.11520939665572864
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold -0.18436081506908847
#> Attrib V1 0.30612997447082374
#> Attrib V10 -0.17307637840126144
#> Attrib V11 -0.17123881797871826
#> Attrib V12 -0.20196155618953843
#> Attrib V13 -0.36462674903339937
#> Attrib V14 -0.23293170689317108
#> Attrib V15 0.31797146074558236
#> Attrib V16 0.24281908631877633
#> Attrib V17 0.043917148261464395
#> Attrib V18 -0.11723086232335478
#> Attrib V19 0.07454442367710666
#> Attrib V2 -0.14662614694409046
#> Attrib V20 0.40178392778254285
#> Attrib V21 0.7022794292759739
#> Attrib V22 0.345667190469144
#> Attrib V23 0.004620648465439948
#> Attrib V24 0.05276279771345225
#> Attrib V25 -0.4438241534067692
#> Attrib V26 -0.9820522846734137
#> Attrib V27 -0.8796501027553335
#> Attrib V28 -0.6812641213662797
#> Attrib V29 -0.4543310945358189
#> Attrib V3 -0.20044238458877442
#> Attrib V30 -0.07912130836181075
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#> Attrib V42 0.18400526902627445
#> Attrib V43 0.37883931416796013
#> Attrib V44 0.7324785069019488
#> Attrib V45 0.28074936743768214
#> Attrib V46 0.15947150341902241
#> Attrib V47 -0.053250098725838156
#> Attrib V48 0.25419431960430217
#> Attrib V49 -0.016214962101530724
#> Attrib V5 0.09688679220870632
#> Attrib V50 -0.6389701357284177
#> Attrib V51 0.01884819864503527
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#> Attrib V53 -0.014671105686714729
#> Attrib V54 1.153137305675681
#> Attrib V55 0.23122824672288328
#> Attrib V56 0.5009442832697261
#> Attrib V57 0.15227895451140314
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#> Attrib V7 -0.25062301558008737
#> Attrib V8 0.2495275115341989
#> Attrib V9 0.5128633526736612
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold -0.16514772685212611
#> Attrib V1 0.2339326593151574
#> Attrib V10 -0.1454971792174263
#> Attrib V11 -0.1552809973266542
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#> Attrib V15 0.3101541499565475
#> Attrib V16 0.1802851641414067
#> Attrib V17 0.026662411864385088
#> Attrib V18 -0.15469228714322666
#> Attrib V19 0.11238995537854722
#> Attrib V2 -0.1012440721748979
#> Attrib V20 0.33199476627847974
#> Attrib V21 0.5501252964384152
#> Attrib V22 0.33471227612007876
#> Attrib V23 0.04167093313930564
#> Attrib V24 0.1009923622445187
#> Attrib V25 -0.3122874513147823
#> Attrib V26 -0.8574773702983801
#> Attrib V27 -0.8374459991165207
#> Attrib V28 -0.7382790430544655
#> Attrib V29 -0.6169499804134734
#> Attrib V3 -0.20249221373646667
#> Attrib V30 -0.10245080602566986
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#> Attrib V37 -0.6589366436975309
#> Attrib V38 -0.12347975989566386
#> Attrib V39 -0.2618197009694358
#> Attrib V4 0.3058912681724544
#> Attrib V40 -0.4571628470642485
#> Attrib V41 -0.3259950303037286
#> Attrib V42 0.1372548925885449
#> Attrib V43 0.31605331247981977
#> Attrib V44 0.6494003040973121
#> Attrib V45 0.2365148543339409
#> Attrib V46 0.14214664021018442
#> Attrib V47 -0.009008695023780764
#> Attrib V48 0.21231107968552726
#> Attrib V49 -0.013473850689869765
#> Attrib V5 0.035543236734159774
#> Attrib V50 -0.5771905617807861
#> Attrib V51 -0.00768419822680733
#> Attrib V52 -0.005506753891267739
#> Attrib V53 -0.027667335376980993
#> Attrib V54 1.1423663348359685
#> Attrib V55 0.2689638359623381
#> Attrib V56 0.4861274724637146
#> Attrib V57 0.14951119734931745
#> Attrib V58 0.4452000340777647
#> Attrib V59 0.7124963530706183
#> Attrib V6 -0.37441144392606557
#> Attrib V60 0.5035953679501318
#> Attrib V7 -0.2519920883354936
#> Attrib V8 0.22439970850721605
#> Attrib V9 0.46470794980918817
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.1063337911034974
#> Attrib V1 0.08394723817768888
#> Attrib V10 -0.027383545373175493
#> Attrib V11 0.003280406074985337
#> Attrib V12 0.048154661495125775
#> Attrib V13 -0.022844503213267784
#> Attrib V14 0.016115173039898498
#> Attrib V15 0.11237660902807523
#> Attrib V16 0.04247376864827869
#> Attrib V17 -0.009717911604910822
#> Attrib V18 -0.037524632623828415
#> Attrib V19 0.028477443959754312
#> Attrib V2 0.04904016281985639
#> Attrib V20 0.04138418340648136
#> Attrib V21 0.142386132258116
#> Attrib V22 -0.04479959100912591
#> Attrib V23 -0.11964332630690244
#> Attrib V24 -0.06538047837286502
#> Attrib V25 -0.1729008342893783
#> Attrib V26 -0.25366776282806947
#> Attrib V27 -0.20866734233126363
#> Attrib V28 -0.03649211033409547
#> Attrib V29 0.04502643601595462
#> Attrib V3 0.015186624959517331
#> Attrib V30 0.03170737695572605
#> Attrib V31 -0.28468129870358294
#> Attrib V32 -0.09939235057326064
#> Attrib V33 0.16410139951092897
#> Attrib V34 0.020174439489222058
#> Attrib V35 -0.059651021879935685
#> Attrib V36 -0.23022548874909618
#> Attrib V37 -0.18210742151611742
#> Attrib V38 -0.017833146789199783
#> Attrib V39 -0.0028086047367462774
#> Attrib V4 0.19166905887134558
#> Attrib V40 -0.08660521978680878
#> Attrib V41 -0.07655939946109455
#> Attrib V42 0.0558915111003657
#> Attrib V43 0.04738558704553946
#> Attrib V44 0.23823976516325507
#> Attrib V45 0.15238212312295296
#> Attrib V46 0.06066501413996194
#> Attrib V47 -0.005893907570271818
#> Attrib V48 0.1898717978535428
#> Attrib V49 0.08818260035849905
#> Attrib V5 0.09176009118372452
#> Attrib V50 -0.19585079555954102
#> Attrib V51 0.09724711346481976
#> Attrib V52 0.10653185292886157
#> Attrib V53 0.13382115726850408
#> Attrib V54 0.27615516981747235
#> Attrib V55 0.1029407514063568
#> Attrib V56 0.15116738536857421
#> Attrib V57 0.03565321399711837
#> Attrib V58 0.12038843930573802
#> Attrib V59 0.29943458827971325
#> Attrib V6 -0.16370457020508614
#> Attrib V60 0.20735994183031659
#> Attrib V7 -0.13790583750988034
#> Attrib V8 -0.03494180982303287
#> Attrib V9 0.19786781400185066
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.26340200859848195
#> Attrib V1 0.15908942141985363
#> Attrib V10 -0.40715422818612934
#> Attrib V11 -0.39397425196721947
#> Attrib V12 -0.566375225449699
#> Attrib V13 0.16845392611680607
#> Attrib V14 0.7474633186953448
#> Attrib V15 0.36842661404771615
#> Attrib V16 0.08519264041590088
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#> Attrib V18 -0.02533026759806882
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#> Attrib V2 0.36992874347776133
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#> Attrib V22 -0.6144330523612875
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#> Attrib V24 -0.5419406925622192
#> Attrib V25 -0.06652081024707994
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#> Attrib V27 0.37346385889937356
#> Attrib V28 -0.003976585625427605
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#> Attrib V3 0.5232203993496605
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#> Attrib V5 -0.16297227154730082
#> Attrib V50 1.192265986326728
#> Attrib V51 -0.24268350391252091
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#> Attrib V53 -0.440274519684722
#> Attrib V54 -1.2297328199196385
#> Attrib V55 0.24200000257907106
#> Attrib V56 -0.21188360253192112
#> Attrib V57 0.3571808181171883
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#> Attrib V59 -0.5260770645760671
#> Attrib V6 0.39987342188830793
#> Attrib V60 -0.4940840413357155
#> Attrib V7 0.4637791299927791
#> Attrib V8 -0.023420663008738237
#> Attrib V9 -1.213146033671148
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold -0.04782572038408718
#> Attrib V1 0.16552398691992617
#> Attrib V10 -0.05335453723624652
#> Attrib V11 0.01079127844621354
#> Attrib V12 0.08689472228580411
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#> Attrib V50 -0.18074858254019813
#> Attrib V51 0.06293047255886142
#> Attrib V52 0.08439389300653523
#> Attrib V53 0.14527779636677474
#> Attrib V54 0.3469301658702293
#> Attrib V55 0.11532794252539093
#> Attrib V56 0.17530150650601983
#> Attrib V57 0.062413378298893304
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#> Attrib V6 -0.08104700835620937
#> Attrib V60 0.28005822900425426
#> Attrib V7 -0.1030051494998308
#> Attrib V8 0.047694146885170825
#> Attrib V9 0.21787656498195346
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.2363357561693628
#> Attrib V1 -0.11266703050957082
#> Attrib V10 0.36530274439668936
#> Attrib V11 0.3709488601505098
#> Attrib V12 0.34877653791248353
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#> Attrib V24 0.40653659596059666
#> Attrib V25 0.18730859654233795
#> Attrib V26 -0.02943287903767822
#> Attrib V27 0.04591447895768117
#> Attrib V28 0.3711280087185172
#> Attrib V29 0.34469120730357095
#> Attrib V3 -0.3599148942687292
#> Attrib V30 0.26416281288043875
#> Attrib V31 -0.9717511511964361
#> Attrib V32 -0.4257831893043665
#> Attrib V33 0.30703413582514705
#> Attrib V34 -0.02472787574715671
#> Attrib V35 -0.012867836053252823
#> Attrib V36 -0.5206810532655592
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#> Attrib V38 0.32884473149232835
#> Attrib V39 -0.083540260882774
#> Attrib V4 0.1655344878923127
#> Attrib V40 -0.28465129703564473
#> Attrib V41 -0.1935113263559785
#> Attrib V42 -0.10927401712323515
#> Attrib V43 0.16986018261104002
#> Attrib V44 1.2304480326419798
#> Attrib V45 0.619394951423684
#> Attrib V46 0.5498728109294492
#> Attrib V47 0.2368249133489387
#> Attrib V48 0.6586215157167494
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#> Attrib V50 -0.8676233238981826
#> Attrib V51 0.2499532882713061
#> Attrib V52 0.257788355054261
#> Attrib V53 0.39106170086712055
#> Attrib V54 0.8973895068680288
#> Attrib V55 -0.3634478198941285
#> Attrib V56 0.09181276459221202
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#> Attrib V59 0.3184373150496885
#> Attrib V6 -0.27454115062019374
#> Attrib V60 0.3961219670304788
#> Attrib V7 -0.3621331058764042
#> Attrib V8 -0.12144865416911806
#> Attrib V9 0.9821325157688227
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.09947761420007664
#> Attrib V1 0.028754377636226288
#> Attrib V10 0.011329508828302666
#> Attrib V11 0.051048079454561905
#> Attrib V12 0.10348215809914499
#> Attrib V13 -0.05915614167697339
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#> Attrib V15 -0.009609421304018194
#> Attrib V16 0.06435598840469405
#> Attrib V17 -0.06936236250269812
#> Attrib V18 -0.09084539780608751
#> Attrib V19 0.05000982732593166
#> Attrib V2 0.0398588976136296
#> Attrib V20 -0.018455090640402006
#> Attrib V21 0.14964877791953224
#> Attrib V22 0.0026054954128723923
#> Attrib V23 -0.12713559670478777
#> Attrib V24 0.07346052001361404
#> Attrib V25 -0.06031625094683936
#> Attrib V26 -0.21186031031785554
#> Attrib V27 -0.11642241908085312
#> Attrib V28 0.03400916587025782
#> Attrib V29 0.07560044060977801
#> Attrib V3 -0.11142184666922375
#> Attrib V30 0.08796129075046051
#> Attrib V31 -0.43061508529169495
#> Attrib V32 -0.12301963529701565
#> Attrib V33 0.24752650609882573
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#> Attrib V35 -0.11623106606446211
#> Attrib V36 -0.3360214979597211
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#> Attrib V38 0.04387929057752601
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#> Attrib V4 0.24487377451659892
#> Attrib V40 -0.1733947861701353
#> Attrib V41 -0.126222127839086
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#> Attrib V43 0.04068008131034032
#> Attrib V44 0.4072424382014665
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#> Attrib V48 0.307131291445056
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#> Attrib V5 0.015687780768170678
#> Attrib V50 -0.45239480532618526
#> Attrib V51 0.013004427511784322
#> Attrib V52 0.06945167512942627
#> Attrib V53 0.1636328090276466
#> Attrib V54 0.41138890635848496
#> Attrib V55 -0.024928717578725133
#> Attrib V56 0.05217368937102335
#> Attrib V57 -0.05522672000479759
#> Attrib V58 0.042206130337152904
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#> Attrib V6 -0.24782457802525076
#> Attrib V60 0.2793275930719513
#> Attrib V7 -0.22127239621181882
#> Attrib V8 -0.09117347755815267
#> Attrib V9 0.2834913083998377
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.20004063154819154
#> Attrib V1 -0.28108425527251507
#> Attrib V10 0.9572038315289074
#> Attrib V11 0.7299960122364024
#> Attrib V12 1.2410525530752372
#> Attrib V13 0.5292700234972747
#> Attrib V14 -0.3122692531602885
#> Attrib V15 -0.8311981754427864
#> Attrib V16 -0.3522834456845974
#> Attrib V17 -0.4309758504852271
#> Attrib V18 -0.006690120266101763
#> Attrib V19 -0.015552603177201462
#> Attrib V2 0.1906077109362744
#> Attrib V20 -0.6040897630066591
#> Attrib V21 -0.09446544084105017
#> Attrib V22 0.0429800129284674
#> Attrib V23 0.00767621584865021
#> Attrib V24 0.5942654044729565
#> Attrib V25 0.6802558996391054
#> Attrib V26 0.6599750151035536
#> Attrib V27 0.8975756261302362
#> Attrib V28 1.478409956320163
#> Attrib V29 1.2738898916762027
#> Attrib V3 -0.012761617954301111
#> Attrib V30 0.35697512627084743
#> Attrib V31 -0.8949310466225557
#> Attrib V32 -0.3909522127840929
#> Attrib V33 0.13591587025135404
#> Attrib V34 0.21534962038478103
#> Attrib V35 -0.013657958717551509
#> Attrib V36 -0.9208005242783904
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#> Attrib V38 -0.12422396029646314
#> Attrib V39 0.23233714712761508
#> Attrib V4 0.11655300252972148
#> Attrib V40 0.5024310108822985
#> Attrib V41 0.6423620529768416
#> Attrib V42 -0.26321630123164047
#> Attrib V43 -0.3731796308210581
#> Attrib V44 0.39910511834610646
#> Attrib V45 0.22204419274539253
#> Attrib V46 0.868794874439579
#> Attrib V47 0.5534706504546371
#> Attrib V48 1.1387833167766348
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#> Attrib V5 0.17763180258745925
#> Attrib V50 -0.9716257460428371
#> Attrib V51 0.7778236583706202
#> Attrib V52 0.676536865263618
#> Attrib V53 1.0793023459610471
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#> Attrib V55 -0.749216895615058
#> Attrib V56 -0.34694686649276096
#> Attrib V57 -0.6912626710773202
#> Attrib V58 -0.32255390631952335
#> Attrib V59 0.36783636117128615
#> Attrib V6 0.27526515616172414
#> Attrib V60 0.7001219506860303
#> Attrib V7 -0.24894081131069073
#> Attrib V8 -0.46659749489830127
#> Attrib V9 0.9194298902321917
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.3845505244991403
#> Attrib V1 0.16559077740114375
#> Attrib V10 -0.09222476793287833
#> Attrib V11 -0.13058954515330756
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#> Attrib V13 0.20946672732173433
#> Attrib V14 0.6713446703297866
#> Attrib V15 0.4669467013291766
#> Attrib V16 0.37019943264925165
#> Attrib V17 0.3909496412807392
#> Attrib V18 0.35431961712561716
#> Attrib V19 0.3995078279385847
#> Attrib V2 0.2579873188300625
#> Attrib V20 0.443094189676061
#> Attrib V21 -0.32302045315485245
#> Attrib V22 -0.33321955898192224
#> Attrib V23 -0.007094888991383577
#> Attrib V24 -0.5507093326200975
#> Attrib V25 -0.315752566987727
#> Attrib V26 0.366221272476042
#> Attrib V27 0.0010102229176699956
#> Attrib V28 -0.5307989575082173
#> Attrib V29 -0.7114055968323667
#> Attrib V3 0.4912280308158252
#> Attrib V30 -0.4569978488575844
#> Attrib V31 1.0201916520399839
#> Attrib V32 -0.1412173290061448
#> Attrib V33 -1.1533922205473335
#> Attrib V34 0.037591776466274616
#> Attrib V35 0.5246546288257611
#> Attrib V36 1.049710617085249
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#> Attrib V38 -0.029210129877289003
#> Attrib V39 0.01098805422603578
#> Attrib V4 -0.07214013900078588
#> Attrib V40 0.18093596405294243
#> Attrib V41 -0.19152439404272215
#> Attrib V42 -0.48107263169228265
#> Attrib V43 -0.5292883762746811
#> Attrib V44 -1.3061243528679747
#> Attrib V45 -0.5697630631617088
#> Attrib V46 -0.5365987864311363
#> Attrib V47 -0.1636599904471415
#> Attrib V48 -0.8931430011700717
#> Attrib V49 -0.12198248993503188
#> Attrib V5 0.12512038016079227
#> Attrib V50 1.400773465520373
#> Attrib V51 -0.06110480179187364
#> Attrib V52 0.16637151393332003
#> Attrib V53 -0.058247388364690275
#> Attrib V54 -0.7571819883738579
#> Attrib V55 0.662642087375483
#> Attrib V56 0.012993788244950488
#> Attrib V57 0.29551072185061983
#> Attrib V58 0.03840699623662075
#> Attrib V59 -0.48167159583885816
#> Attrib V6 0.4042566683021105
#> Attrib V60 -0.41360391153933407
#> Attrib V7 0.5824494342277311
#> Attrib V8 0.06791969333948211
#> Attrib V9 -0.9849217065857244
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold -0.10757929065406004
#> Attrib V1 0.07805863165535849
#> Attrib V10 0.0058283981813587
#> Attrib V11 0.03535609797572401
#> Attrib V12 0.0970488555006671
#> Attrib V13 -0.08065958297306054
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#> Attrib V15 0.0164858193881174
#> Attrib V16 0.03264885200059411
#> Attrib V17 0.02879266317632344
#> Attrib V18 0.004729677478325397
#> Attrib V19 0.0075095983192561494
#> Attrib V2 0.01194328351339626
#> Attrib V20 0.05202741070770724
#> Attrib V21 0.03544246223648835
#> Attrib V22 -0.07423152646616099
#> Attrib V23 -0.12422088265790282
#> Attrib V24 -0.05463642156912083
#> Attrib V25 -0.07694941310016597
#> Attrib V26 -0.21050680086671603
#> Attrib V27 -0.13524098185875122
#> Attrib V28 -0.05295766529896407
#> Attrib V29 -0.04238042681478467
#> Attrib V3 -0.05160115767720714
#> Attrib V30 0.018921750536604963
#> Attrib V31 -0.2580651763356756
#> Attrib V32 -0.09844233717572837
#> Attrib V33 0.09882626274000059
#> Attrib V34 0.08347892817015298
#> Attrib V35 0.04194604551102133
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#> Attrib V38 0.08230928819078293
#> Attrib V39 -0.0018785039963431554
#> Attrib V4 0.12376124273114708
#> Attrib V40 -0.07118257712539591
#> Attrib V41 -0.08325364983784979
#> Attrib V42 0.01197108936219897
#> Attrib V43 0.04876210527592115
#> Attrib V44 0.21792964290504596
#> Attrib V45 0.14559979174767704
#> Attrib V46 0.08427065859283031
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#> Attrib V48 0.18571371870928513
#> Attrib V49 0.05055491709672248
#> Attrib V5 0.08145954033497177
#> Attrib V50 -0.12760135814041212
#> Attrib V51 0.1334571847328414
#> Attrib V52 0.07722135951798594
#> Attrib V53 0.07871453885034962
#> Attrib V54 0.3013068150615548
#> Attrib V55 0.10188350743746445
#> Attrib V56 0.11922889738490454
#> Attrib V57 0.04946908483924815
#> Attrib V58 0.13181458446423389
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#> Attrib V6 -0.061732909206244385
#> Attrib V60 0.1860977395085048
#> Attrib V7 -0.12899165441617108
#> Attrib V8 0.029286037022006734
#> Attrib V9 0.17467238286320627
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold -0.08772073948144565
#> Attrib V1 0.20098367426442787
#> Attrib V10 -0.17227296415848614
#> Attrib V11 -0.0899853281383365
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#> Attrib V13 -0.35276325856331237
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#> Attrib V15 0.24078135322829963
#> Attrib V16 0.22788672840627447
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#> Attrib V18 -0.14810556944982084
#> Attrib V19 0.13015397406017434
#> Attrib V2 -0.13595387590562574
#> Attrib V20 0.32662561149747205
#> Attrib V21 0.6375418753632415
#> Attrib V22 0.4061745841016387
#> Attrib V23 0.0690949119572166
#> Attrib V24 0.09252968447607329
#> Attrib V25 -0.38285466775339727
#> Attrib V26 -0.9223421535074581
#> Attrib V27 -0.7953457603491643
#> Attrib V28 -0.7212407124148059
#> Attrib V29 -0.5235562011608246
#> Attrib V3 -0.2935118637643076
#> Attrib V30 -0.14596107394361
#> Attrib V31 -0.9149287889379163
#> Attrib V32 -0.11367197143642227
#> Attrib V33 0.7692927135434344
#> Attrib V34 0.0018775246372490044
#> Attrib V35 -0.40494414829681336
#> Attrib V36 -0.7577220154223225
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#> Attrib V39 -0.32782428827543103
#> Attrib V4 0.3641367372370446
#> Attrib V40 -0.4937970724811935
#> Attrib V41 -0.353517464280094
#> Attrib V42 0.12134594393984148
#> Attrib V43 0.39510691738159226
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#> Attrib V5 0.07232877231154505
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#> Attrib V51 0.018604174528176403
#> Attrib V52 -0.010793349344877098
#> Attrib V53 0.011921834366453152
#> Attrib V54 1.1751145402327352
#> Attrib V55 0.18619969328927088
#> Attrib V56 0.5039819862704797
#> Attrib V57 0.16823307817976382
#> Attrib V58 0.4537943421632055
#> Attrib V59 0.7662632872257801
#> Attrib V6 -0.40177378634779043
#> Attrib V60 0.5551080276290032
#> Attrib V7 -0.2222967033970288
#> Attrib V8 0.25735347934191966
#> Attrib V9 0.6018301912412175
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.09901423737220029
#> Attrib V1 0.13291530239752306
#> Attrib V10 -0.08328401897939626
#> Attrib V11 -0.008500870340618735
#> Attrib V12 0.04628930864621534
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#> Attrib V15 0.08573702124450917
#> Attrib V16 0.05977372980381459
#> Attrib V17 0.033293098301932236
#> Attrib V18 0.010356367171589003
#> Attrib V19 0.07167285510634355
#> Attrib V2 0.024841884009647906
#> Attrib V20 0.14049445392593973
#> Attrib V21 0.24562231585446517
#> Attrib V22 0.053398930184718495
#> Attrib V23 -0.026549322701832176
#> Attrib V24 0.045384177614726226
#> Attrib V25 -0.11507762163914019
#> Attrib V26 -0.42190490231113253
#> Attrib V27 -0.2790577168665345
#> Attrib V28 -0.2124512873549338
#> Attrib V29 -0.05431322026008218
#> Attrib V3 -0.018253723575965945
#> Attrib V30 0.009739274528087833
#> Attrib V31 -0.4696436807955584
#> Attrib V32 -0.08483744947009943
#> Attrib V33 0.24896715338408257
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#> Attrib V39 -0.04529496615445972
#> Attrib V4 0.24533198399008224
#> Attrib V40 -0.17954016601820014
#> Attrib V41 -0.10992986592608749
#> Attrib V42 0.04942358990681129
#> Attrib V43 0.0691521530500351
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#> Attrib V50 -0.3421782840287012
#> Attrib V51 0.029119017159425106
#> Attrib V52 0.057588255055957153
#> Attrib V53 0.11530383374971863
#> Attrib V54 0.4819487764075225
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#> Attrib V57 0.029790357273756646
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#> Attrib V6 -0.17460752323502501
#> Attrib V60 0.3424893446060388
#> Attrib V7 -0.13797299271926033
#> Attrib V8 -0.034772969617086674
#> Attrib V9 0.23047777686375356
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold -0.1225705195349264
#> Attrib V1 0.2172589306901493
#> Attrib V10 -0.1026365186787615
#> Attrib V11 -0.013113238993629654
#> Attrib V12 -9.696751003210831E-4
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#> Attrib V15 0.20345905478395762
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#> Attrib V21 0.3847570887163753
#> Attrib V22 0.20534238636502009
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#> Attrib V24 0.12852764453483456
#> Attrib V25 -0.1777004350886882
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#> Attrib V28 -0.7178988542756358
#> Attrib V29 -0.6402120525871466
#> Attrib V3 -0.22814170462985414
#> Attrib V30 -0.1737890833517167
#> Attrib V31 -0.6254469712512735
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#> Attrib V33 0.6033683578982919
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#> Attrib V4 0.21472700586624638
#> Attrib V40 -0.3912981943455801
#> Attrib V41 -0.32416095285799595
#> Attrib V42 6.718500128858651E-4
#> Attrib V43 0.216351535097744
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#> Attrib V53 0.009684490599738683
#> Attrib V54 0.9847671798087468
#> Attrib V55 0.246319149474794
#> Attrib V56 0.4106212995757014
#> Attrib V57 0.10960754404916001
#> Attrib V58 0.33406236197037975
#> Attrib V59 0.5533123489516707
#> Attrib V6 -0.2892882915053279
#> Attrib V60 0.4836199400649434
#> Attrib V7 -0.18059978341441002
#> Attrib V8 0.07801573895319926
#> Attrib V9 0.41309544315436486
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.07122747547255108
#> Attrib V1 -0.0076738898630182685
#> Attrib V10 -0.2873280040511643
#> Attrib V11 -0.33331946041993915
#> Attrib V12 -0.2997288296743335
#> Attrib V13 0.15564666576424688
#> Attrib V14 0.5495597923115417
#> Attrib V15 0.14024802781812445
#> Attrib V16 1.0923415132064343E-4
#> Attrib V17 0.031045503295060187
#> Attrib V18 0.03350129532905544
#> Attrib V19 -0.080629408297977
#> Attrib V2 0.2593246451122485
#> Attrib V20 -0.14751457121234812
#> Attrib V21 -0.6504165697801516
#> Attrib V22 -0.46697535871622636
#> Attrib V23 -0.2304473573305921
#> Attrib V24 -0.4838651122071847
#> Attrib V25 -0.04564574505844011
#> Attrib V26 0.6867272669605984
#> Attrib V27 0.5628449095290838
#> Attrib V28 0.4549178372916979
#> Attrib V29 0.5046903146724853
#> Attrib V3 0.40455128771712534
#> Attrib V30 0.04523682244937768
#> Attrib V31 1.0731280581568197
#> Attrib V32 0.04442153662256269
#> Attrib V33 -0.806734374520071
#> Attrib V34 0.23583103544676298
#> Attrib V35 0.6550282045210705
#> Attrib V36 1.1868419547986435
#> Attrib V37 0.9535167528461229
#> Attrib V38 0.10556410053903546
#> Attrib V39 0.3775021449846608
#> Attrib V4 -0.2810858942984202
#> Attrib V40 0.6059298238995596
#> Attrib V41 0.35139027239545556
#> Attrib V42 -0.12919625157440148
#> Attrib V43 -0.32992703785278277
#> Attrib V44 -0.9152347977496604
#> Attrib V45 -0.2553313476082416
#> Attrib V46 -0.2451700269950954
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#> Attrib V48 -0.4957968815440606
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#> Attrib V5 -0.10329613066977338
#> Attrib V50 0.9467409564837967
#> Attrib V51 -0.13339375688084942
#> Attrib V52 -0.20763372887543877
#> Attrib V53 -0.255742095352931
#> Attrib V54 -1.2879060911911027
#> Attrib V55 -0.05623142321651764
#> Attrib V56 -0.319636367401487
#> Attrib V57 0.1311301410409447
#> Attrib V58 -0.347434958240503
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#> Attrib V6 0.3471850885202695
#> Attrib V60 -0.543174588765911
#> Attrib V7 0.2597864183482883
#> Attrib V8 -0.191514893622693
#> Attrib V9 -0.9910644956929013
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.1538363648525501
#> Attrib V1 0.037976960644261995
#> Attrib V10 -0.09143928313312032
#> Attrib V11 -0.11783114501016739
#> Attrib V12 -0.23495351113509305
#> Attrib V13 0.0030025027509936178
#> Attrib V14 0.13227417963578042
#> Attrib V15 0.08225451738856802
#> Attrib V16 0.20555932549659434
#> Attrib V17 0.2975998502494278
#> Attrib V18 0.3272462655669764
#> Attrib V19 0.1213572914230619
#> Attrib V2 0.009314445359344725
#> Attrib V20 0.053130614790070856
#> Attrib V21 -0.04464198754339133
#> Attrib V22 0.04799047963744093
#> Attrib V23 0.1162950417023245
#> Attrib V24 -0.055830270772309974
#> Attrib V25 0.001975547242585974
#> Attrib V26 0.06959851786919787
#> Attrib V27 -0.1040196080306166
#> Attrib V28 -0.22060467608650836
#> Attrib V29 -0.20029509090981437
#> Attrib V3 0.17248490785869172
#> Attrib V30 -0.165594420510471
#> Attrib V31 0.3659130800122252
#> Attrib V32 0.12399492271864511
#> Attrib V33 -0.17317067997764066
#> Attrib V34 0.11646947828171891
#> Attrib V35 0.23103050828567304
#> Attrib V36 0.4866692100588369
#> Attrib V37 0.3329280112696745
#> Attrib V38 -0.0219455394981731
#> Attrib V39 0.037529543007855055
#> Attrib V4 -0.0036851166367284347
#> Attrib V40 0.21562052049695385
#> Attrib V41 0.24213283564460086
#> Attrib V42 0.15639167996855508
#> Attrib V43 6.060999563122421E-4
#> Attrib V44 -0.37523878987545123
#> Attrib V45 -0.13869721065076943
#> Attrib V46 -0.12976159671649265
#> Attrib V47 -0.014054382161694705
#> Attrib V48 -0.3043511586615076
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#> Attrib V5 0.04877999336270005
#> Attrib V50 0.5081524867496601
#> Attrib V51 -0.005997242855858461
#> Attrib V52 -0.05776273769556694
#> Attrib V53 -0.04619143617389421
#> Attrib V54 -0.3716536037555
#> Attrib V55 0.05956202786180148
#> Attrib V56 -0.03667055021201785
#> Attrib V57 0.2603909736663726
#> Attrib V58 0.045074003427293736
#> Attrib V59 -0.20763646088419146
#> Attrib V6 0.22574463591768884
#> Attrib V60 -0.1541898738862579
#> Attrib V7 0.22460890050202834
#> Attrib V8 0.09841556341395195
#> Attrib V9 -0.3062295603190616
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.10561259821848624
#> Attrib V1 0.08690838867052633
#> Attrib V10 0.0368990225207926
#> Attrib V11 0.004131763057487283
#> Attrib V12 -0.10432727023991983
#> Attrib V13 -0.0610146645992843
#> Attrib V14 0.021582834765148533
#> Attrib V15 0.06967883865388953
#> Attrib V16 0.05108457614460377
#> Attrib V17 0.08444185947353677
#> Attrib V18 0.12421953199615185
#> Attrib V19 0.0459450662554908
#> Attrib V2 0.09350048705409975
#> Attrib V20 0.003968864194949056
#> Attrib V21 -0.0057058196938905145
#> Attrib V22 0.08808159541077673
#> Attrib V23 0.055080592572775325
#> Attrib V24 -0.01760116055282558
#> Attrib V25 -0.06505666128647106
#> Attrib V26 -0.06850745832495661
#> Attrib V27 -0.11167057370054877
#> Attrib V28 -0.14809691943973885
#> Attrib V29 -0.1374264896962927
#> Attrib V3 0.060373701253555935
#> Attrib V30 -0.03164961166686111
#> Attrib V31 0.2191106811049939
#> Attrib V32 0.0830284308728054
#> Attrib V33 0.07319408428049153
#> Attrib V34 0.0809239472160429
#> Attrib V35 0.2116098287589372
#> Attrib V36 0.248342919794715
#> Attrib V37 0.17407564243482918
#> Attrib V38 0.08871120227504307
#> Attrib V39 0.09657317265734208
#> Attrib V4 -0.00823502029714055
#> Attrib V40 0.1558337988016212
#> Attrib V41 0.21307905058521454
#> Attrib V42 0.11539667151778663
#> Attrib V43 0.11239740123552207
#> Attrib V44 -0.07726935149947674
#> Attrib V45 -0.01293492173679892
#> Attrib V46 -0.05617205485630954
#> Attrib V47 -0.00939038641227546
#> Attrib V48 -0.06077968815628619
#> Attrib V49 -0.07064543004697124
#> Attrib V5 0.0321463348222525
#> Attrib V50 0.2233301845215441
#> Attrib V51 0.017911535610340007
#> Attrib V52 -0.019830145765853173
#> Attrib V53 -0.011126309384155772
#> Attrib V54 -0.13415829281103883
#> Attrib V55 0.049194822491808926
#> Attrib V56 0.0394097173014503
#> Attrib V57 0.18618368995765514
#> Attrib V58 0.019909297580737055
#> Attrib V59 -0.08320368309120493
#> Attrib V6 0.14125811092286789
#> Attrib V60 -0.020735573612257228
#> Attrib V7 0.07685160857718937
#> Attrib V8 0.14126458363262517
#> Attrib V9 -0.07556852694331057
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.17545109547479046
#> Attrib V1 0.1096333803815769
#> Attrib V10 0.04066318204398591
#> Attrib V11 0.03948323745361042
#> Attrib V12 0.03544242827558273
#> Attrib V13 -0.03140651132389416
#> Attrib V14 -0.021172274015440754
#> Attrib V15 -0.0024632205217095015
#> Attrib V16 0.03241694985463081
#> Attrib V17 -0.03757370161688211
#> Attrib V18 0.043405590687801955
#> Attrib V19 -0.026600717341913504
#> Attrib V2 0.06963617891220915
#> Attrib V20 0.017574874145808654
#> Attrib V21 0.06047235960395824
#> Attrib V22 -0.05070861996073634
#> Attrib V23 -0.09520073256184731
#> Attrib V24 -0.06920118563545909
#> Attrib V25 -0.07739260798452804
#> Attrib V26 -0.12707023232263107
#> Attrib V27 -0.09510655518136694
#> Attrib V28 -0.07334935386955775
#> Attrib V29 -0.03245030825689483
#> Attrib V3 0.06269630047285096
#> Attrib V30 -0.022589992597560005
#> Attrib V31 -0.17863562115124762
#> Attrib V32 -0.05936992897005802
#> Attrib V33 0.08328369163587251
#> Attrib V34 0.07575442825756068
#> Attrib V35 -0.0013921994302754427
#> Attrib V36 -0.01588510092231885
#> Attrib V37 -0.06525197311972038
#> Attrib V38 0.0304600062804781
#> Attrib V39 0.05455403746353137
#> Attrib V4 0.08945861385319574
#> Attrib V40 -0.05151394780888732
#> Attrib V41 -0.05660040952444014
#> Attrib V42 0.01278208386185365
#> Attrib V43 0.04520795677398742
#> Attrib V44 0.17476856332786506
#> Attrib V45 0.04097245842528633
#> Attrib V46 0.06924069644317372
#> Attrib V47 0.08650791026937062
#> Attrib V48 0.14129910389750333
#> Attrib V49 0.0877754619932178
#> Attrib V5 0.04714105991751024
#> Attrib V50 -0.13374723027864757
#> Attrib V51 0.1343614562990996
#> Attrib V52 0.09373813178987242
#> Attrib V53 0.09224940202503809
#> Attrib V54 0.17311334145411625
#> Attrib V55 0.11596567912462362
#> Attrib V56 0.1291047134961283
#> Attrib V57 -0.0022615207801142956
#> Attrib V58 0.11138208885051291
#> Attrib V59 0.21233666824979158
#> Attrib V6 -0.0697493390440582
#> Attrib V60 0.21989499033424303
#> Attrib V7 -0.021680688083820454
#> Attrib V8 0.04636553846876886
#> Attrib V9 0.1500030038774394
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.29134164132215273
#> Attrib V1 -0.15872773457062078
#> Attrib V10 0.21377199500730376
#> Attrib V11 0.22915819800790982
#> Attrib V12 0.4340364129928973
#> Attrib V13 -0.14496319827434634
#> Attrib V14 -0.5442411300456158
#> Attrib V15 -0.2565867019559525
#> Attrib V16 -0.1042819698611344
#> Attrib V17 -0.06681597825951748
#> Attrib V18 0.009891218647540828
#> Attrib V19 0.2117386494373604
#> Attrib V2 -0.14759653193194902
#> Attrib V20 0.07340465377232383
#> Attrib V21 0.3948860056665764
#> Attrib V22 0.3393832601937952
#> Attrib V23 0.05569023863054214
#> Attrib V24 0.32189331241996577
#> Attrib V25 0.10891947050812956
#> Attrib V26 -0.2725976185497297
#> Attrib V27 -0.08047085523816576
#> Attrib V28 0.24843888005513334
#> Attrib V29 0.13763035480631025
#> Attrib V3 -0.38254492603629414
#> Attrib V30 0.16884484780382797
#> Attrib V31 -1.0323420722092087
#> Attrib V32 -0.3981148357685083
#> Attrib V33 0.46697149090732204
#> Attrib V34 -0.02454403690905196
#> Attrib V35 -0.07105977977582287
#> Attrib V36 -0.6250380986047133
#> Attrib V37 -0.32595661885196436
#> Attrib V38 0.21508046371449693
#> Attrib V39 -0.10771004065314521
#> Attrib V4 0.30525534712674957
#> Attrib V40 -0.3373952141866671
#> Attrib V41 -0.3135226600008041
#> Attrib V42 -0.11575847839346516
#> Attrib V43 0.13976416174545597
#> Attrib V44 1.099968815003418
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#> Attrib V46 0.42689619221432545
#> Attrib V47 0.04446141057620224
#> Attrib V48 0.6150201458414152
#> Attrib V49 0.32831346297475267
#> Attrib V5 0.07486005412204783
#> Attrib V50 -0.9844777883653401
#> Attrib V51 0.07877257302377617
#> Attrib V52 0.18452840756689318
#> Attrib V53 0.3842010323136914
#> Attrib V54 0.9012378395196932
#> Attrib V55 -0.1919929186330221
#> Attrib V56 0.10063584085469705
#> Attrib V57 -0.4220025445909393
#> Attrib V58 0.07858329849396546
#> Attrib V59 0.45763303670632416
#> Attrib V6 -0.39400453568027816
#> Attrib V60 0.3913609490833217
#> Attrib V7 -0.40687056915529235
#> Attrib V8 -0.11665582737633551
#> Attrib V9 0.8103504431611206
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold -0.07674899248609038
#> Attrib V1 0.11408564700582241
#> Attrib V10 0.08883530413109932
#> Attrib V11 0.042957444131518245
#> Attrib V12 0.06230081175555852
#> Attrib V13 -0.3192200152049899
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#> Attrib V15 0.061873814736697945
#> Attrib V16 0.07268400336082217
#> Attrib V17 -0.010435584523786233
#> Attrib V18 -0.12200551704303024
#> Attrib V19 0.11341648019304607
#> Attrib V2 -0.3399255993421393
#> Attrib V20 0.2998704934881695
#> Attrib V21 0.7222340070887897
#> Attrib V22 0.5324554628360398
#> Attrib V23 0.21134942755194894
#> Attrib V24 0.30644844463062365
#> Attrib V25 -0.1700352583029
#> Attrib V26 -0.7711392544212203
#> Attrib V27 -0.7405517938238574
#> Attrib V28 -0.723963393558343
#> Attrib V29 -0.663798033287611
#> Attrib V3 -0.4269612341530838
#> Attrib V30 -0.11130392910936977
#> Attrib V31 -1.0540434789331385
#> Attrib V32 -0.1773425877438428
#> Attrib V33 0.7894952746380245
#> Attrib V34 -0.08331471967280829
#> Attrib V35 -0.43306392722861653
#> Attrib V36 -0.83383941438914
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#> Attrib V39 -0.4056087243705437
#> Attrib V4 0.22006485064085485
#> Attrib V40 -0.6430837787960499
#> Attrib V41 -0.46907422168396024
#> Attrib V42 0.014978249052383454
#> Attrib V43 0.41343811227319444
#> Attrib V44 1.0359960905329644
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#> Attrib V46 0.22835796104225448
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#> Attrib V48 0.4154095533238852
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#> Attrib V51 0.11103021005973722
#> Attrib V52 0.06593216260239083
#> Attrib V53 0.08657889802888198
#> Attrib V54 1.3785080471294078
#> Attrib V55 0.15053764852969606
#> Attrib V56 0.515526789219507
#> Attrib V57 -0.10390163967316379
#> Attrib V58 0.42686553980508757
#> Attrib V59 0.7078399447601654
#> Attrib V6 -0.4196458548299416
#> Attrib V60 0.585907904761176
#> Attrib V7 -0.20584999257740183
#> Attrib V8 0.2051037613510167
#> Attrib V9 0.8841441435473263
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.20398863276771054
#> Attrib V1 0.23360830550577016
#> Attrib V10 -0.4362144914347473
#> Attrib V11 -0.414175125541028
#> Attrib V12 -0.6233602154410355
#> Attrib V13 -0.11785106346152927
#> Attrib V14 0.3287261725346774
#> Attrib V15 0.2747352642382635
#> Attrib V16 0.17399027311638776
#> Attrib V17 0.3139003591460865
#> Attrib V18 0.21875320538356618
#> Attrib V19 -1.2914387137534581E-4
#> Attrib V2 0.03326816119714591
#> Attrib V20 0.1751929619326032
#> Attrib V21 -0.09117513738119008
#> Attrib V22 -0.09474315270000602
#> Attrib V23 0.1307614451845886
#> Attrib V24 -0.2069447703098184
#> Attrib V25 -0.040207699743186984
#> Attrib V26 0.39223644577142597
#> Attrib V27 0.10633461936058054
#> Attrib V28 -0.37149246337089786
#> Attrib V29 -0.32141203444069544
#> Attrib V3 0.25539718540760764
#> Attrib V30 -0.17102485590305846
#> Attrib V31 0.8319975154407274
#> Attrib V32 0.016205120137365536
#> Attrib V33 -0.581906300790306
#> Attrib V34 -0.019531325265884983
#> Attrib V35 0.31932216531437857
#> Attrib V36 0.9356155165936422
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#> Attrib V38 0.027071764317563998
#> Attrib V39 0.06653068483085912
#> Attrib V4 0.0016388965214173725
#> Attrib V40 0.20348426190659705
#> Attrib V41 0.14869942916011375
#> Attrib V42 0.11502333843393722
#> Attrib V43 0.12659732421308872
#> Attrib V44 -0.5309869371375155
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#> Attrib V47 -0.13623089472650166
#> Attrib V48 -0.6513223182111675
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#> Attrib V5 0.055301029788917745
#> Attrib V50 1.0283018587339954
#> Attrib V51 -0.20794214734505828
#> Attrib V52 -0.2764496687382731
#> Attrib V53 -0.31991737760584305
#> Attrib V54 -0.48227426119201067
#> Attrib V55 0.23753931983785345
#> Attrib V56 -0.01846979185578994
#> Attrib V57 0.5156736351357523
#> Attrib V58 -0.003175119731766793
#> Attrib V59 -0.20891932031409763
#> Attrib V6 0.22107732553336268
#> Attrib V60 -0.22137096974381407
#> Attrib V7 0.42445291608802743
#> Attrib V8 0.11971544612267623
#> Attrib V9 -0.7774995469181701
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold -0.12834038970214973
#> Attrib V1 0.16942551054586666
#> Attrib V10 0.02128626047685364
#> Attrib V11 0.0445399198531325
#> Attrib V12 0.056296370893492036
#> Attrib V13 -0.045978041651566805
#> Attrib V14 0.013380921444684099
#> Attrib V15 0.016053275247739945
#> Attrib V16 0.09460813093167732
#> Attrib V17 0.01745726362968687
#> Attrib V18 -0.010101588897784137
#> Attrib V19 -0.015102681212699656
#> Attrib V2 0.10040149226066584
#> Attrib V20 0.0019298200394593117
#> Attrib V21 -1.5031118881180734E-4
#> Attrib V22 -0.10714503936069363
#> Attrib V23 -0.1732033780784929
#> Attrib V24 -0.026112032526108747
#> Attrib V25 -0.12556047164181774
#> Attrib V26 -0.2057065577420839
#> Attrib V27 -0.16556498154219298
#> Attrib V28 -0.15375711481391902
#> Attrib V29 -0.02686664255030981
#> Attrib V3 0.0033860764802737774
#> Attrib V30 -0.02099414436169936
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#> Attrib V42 1.8659076603338477E-4
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#> Attrib V8 -0.03892993473802517
#> Attrib V9 0.14888513467587355
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold -0.11490804327280395
#> Attrib V1 0.22960739171709107
#> Attrib V10 -0.16700929945128637
#> Attrib V11 -0.0596045823985733
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#> Attrib V8 0.12706443516861435
#> Attrib V9 0.4681451187209712
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.1626278125989952
#> Attrib V1 0.12964162056514433
#> Attrib V10 -0.29129278872334285
#> Attrib V11 -0.25438181216510514
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#> Attrib V20 0.16491299843372578
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#> Attrib V23 0.1942014631794918
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#> Attrib V3 0.24317137793978694
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#> Attrib V31 0.6010579195270279
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#> Attrib V7 0.318937802003907
#> Attrib V8 0.15656243557434793
#> Attrib V9 -0.5781235751333188
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.4864081734415616
#> Attrib V1 -0.4018863668384108
#> Attrib V10 1.145268498470224
#> Attrib V11 0.668394632213628
#> Attrib V12 1.448954001041443
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#> Attrib V21 0.16000755110557563
#> Attrib V22 0.4025359774024493
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#> Attrib V24 0.8374401682776347
#> Attrib V25 0.364804449590068
#> Attrib V26 0.4869526323098829
#> Attrib V27 1.2976254898254238
#> Attrib V28 2.6078053689233025
#> Attrib V29 2.897856191789847
#> Attrib V3 0.44558523801422417
#> Attrib V30 0.7341296231078119
#> Attrib V31 -1.534191131106542
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#> Attrib V39 0.3006832594446802
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#> Attrib V41 1.6565572582688506
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#> Attrib V6 0.7574630656166583
#> Attrib V60 1.3358892980356063
#> Attrib V7 -0.4178966740519444
#> Attrib V8 -0.9680499540512252
#> Attrib V9 0.9782405302392481
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.19323962893551141
#> Attrib V1 0.07444528003156799
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#> Attrib V11 -0.0427360854245864
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#> Attrib V22 -0.001977596380861796
#> Attrib V23 0.028686963306702014
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#> Attrib V26 -0.07433775237948242
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#> Attrib V44 -0.05226883902057787
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#> Attrib V50 0.16299050982215554
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#> Attrib V6 0.12951986640780688
#> Attrib V60 0.07032020693988732
#> Attrib V7 0.04547271240148444
#> Attrib V8 0.0961097028361436
#> Attrib V9 -0.05117737604783465
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold -0.05766583187148863
#> Attrib V1 0.21390388916307604
#> Attrib V10 -0.05137856444185783
#> Attrib V11 -0.026849069179610826
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#> Attrib V17 9.617599986801776E-6
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#> Attrib V27 -0.7333042538722562
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#> Attrib V30 -0.18105797557960177
#> Attrib V31 -0.7556450663402012
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#> Attrib V7 -0.21994493452218486
#> Attrib V8 0.16298365442779067
#> Attrib V9 0.5728740568729118
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.09093862258676207
#> Attrib V1 0.5637252506523108
#> Attrib V10 -1.1373994759846826
#> Attrib V11 -0.7503146328183058
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#> Attrib V7 0.3377956421839012
#> Attrib V8 0.4421201557289286
#> Attrib V9 -1.3550103713361417
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold -0.08777678332002666
#> Attrib V1 0.07308877539834951
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#> Attrib V11 0.08979427462098367
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#> Attrib V58 0.10031413878880509
#> Attrib V59 0.21330198800716627
#> Attrib V6 -0.07124203620294978
#> Attrib V60 0.2267701650223841
#> Attrib V7 -0.10370094052434499
#> Attrib V8 0.007128462842973394
#> Attrib V9 0.16523518491650857
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.11270689790140331
#> Attrib V1 0.1486394842774221
#> Attrib V10 0.06294388298406997
#> Attrib V11 0.05047227907150396
#> Attrib V12 0.09939554416266769
#> Attrib V13 0.019561191833416237
#> Attrib V14 -0.01396032457827356
#> Attrib V15 0.037399106173682646
#> Attrib V16 0.02412408098249866
#> Attrib V17 0.013973472148138787
#> Attrib V18 -0.03257954170921775
#> Attrib V19 -0.0270863009858399
#> Attrib V2 0.09384410445189731
#> Attrib V20 -0.044133715497536
#> Attrib V21 0.03588431980788781
#> Attrib V22 -0.07472627339302737
#> Attrib V23 -0.11973921926207252
#> Attrib V24 -0.07624249841886516
#> Attrib V25 -0.06946570973922471
#> Attrib V26 -0.1092310677870064
#> Attrib V27 -0.10258638861647792
#> Attrib V28 -0.027662388987475025
#> Attrib V29 -0.03283836144087887
#> Attrib V3 -0.004503359945334512
#> Attrib V30 0.04425215484054284
#> Attrib V31 -0.12329803955857932
#> Attrib V32 -0.08325110608956733
#> Attrib V33 0.05692496266236791
#> Attrib V34 0.022057678540733747
#> Attrib V35 0.033057589653379044
#> Attrib V36 -0.11165048717978919
#> Attrib V37 -0.03759645228160661
#> Attrib V38 0.011542252930299094
#> Attrib V39 0.07188582280016034
#> Attrib V4 0.17895473067229561
#> Attrib V40 -0.022680585377641758
#> Attrib V41 -0.016864859364284356
#> Attrib V42 0.05015692009384129
#> Attrib V43 0.034455632145941426
#> Attrib V44 0.11228932626222969
#> Attrib V45 0.08690960759193336
#> Attrib V46 0.08104235423502029
#> Attrib V47 0.012673771063456811
#> Attrib V48 0.17539706251092968
#> Attrib V49 0.04617195701893306
#> Attrib V5 0.0067552270605854186
#> Attrib V50 -0.13410468322285835
#> Attrib V51 0.06553055569054589
#> Attrib V52 0.11541995497783024
#> Attrib V53 0.11077681417964567
#> Attrib V54 0.22975738734117865
#> Attrib V55 0.07953305426946622
#> Attrib V56 0.14802535930426255
#> Attrib V57 0.008879205760417473
#> Attrib V58 0.14757596057586753
#> Attrib V59 0.2599571196834816
#> Attrib V6 -0.05578446470692069
#> Attrib V60 0.22439888416610104
#> Attrib V7 -0.11465414125711348
#> Attrib V8 -0.015197229286223813
#> Attrib V9 0.12125161826236536
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.1620730714755226
#> Attrib V1 0.08872463365168864
#> Attrib V10 0.03026176528353166
#> Attrib V11 0.056491919751369454
#> Attrib V12 -0.04434880449688845
#> Attrib V13 0.013954115138591428
#> Attrib V14 0.05208015355307129
#> Attrib V15 0.020407947703250665
#> Attrib V16 0.025428125546054694
#> Attrib V17 0.07019059221930263
#> Attrib V18 0.09125616788866114
#> Attrib V19 0.008523871484382967
#> Attrib V2 0.09327570677033313
#> Attrib V20 0.02927523872531216
#> Attrib V21 -0.06173579612881372
#> Attrib V22 0.009698424444837985
#> Attrib V23 0.0254917789444777
#> Attrib V24 -0.021776461600554197
#> Attrib V25 -0.0876770393360543
#> Attrib V26 -0.05233842580533005
#> Attrib V27 -0.11265465587932177
#> Attrib V28 -0.13241670903354888
#> Attrib V29 -0.08504173467631577
#> Attrib V3 0.01860596533424283
#> Attrib V30 -0.04881551789212738
#> Attrib V31 0.07498537971415825
#> Attrib V32 0.02503190073661754
#> Attrib V33 0.04733311019603848
#> Attrib V34 0.09172817070611862
#> Attrib V35 0.1443891936906426
#> Attrib V36 0.12021557756140284
#> Attrib V37 0.13666460198175384
#> Attrib V38 0.08610460116456144
#> Attrib V39 0.008453964959002039
#> Attrib V4 0.05838456217934685
#> Attrib V40 0.08482516753187125
#> Attrib V41 0.06988854838381436
#> Attrib V42 0.04348955856029775
#> Attrib V43 0.06400566558965479
#> Attrib V44 0.010926457290564476
#> Attrib V45 -0.025851610733871128
#> Attrib V46 0.024244204747761355
#> Attrib V47 0.062373511561228404
#> Attrib V48 0.03285328158552645
#> Attrib V49 0.0293686957414816
#> Attrib V5 0.03206806886894652
#> Attrib V50 0.08458897691198751
#> Attrib V51 0.042054063435008074
#> Attrib V52 0.08162150417580685
#> Attrib V53 0.08550424585036773
#> Attrib V54 0.04826927336543118
#> Attrib V55 0.07667891624503026
#> Attrib V56 0.021088907315103045
#> Attrib V57 0.08952030097533309
#> Attrib V58 0.04247063083250305
#> Attrib V59 0.02882715035612348
#> Attrib V6 0.07911931257094258
#> Attrib V60 0.05859285435728878
#> Attrib V7 0.05940143768256468
#> Attrib V8 0.07022010264822914
#> Attrib V9 0.057433208098541876
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.15763156334766548
#> Attrib V1 0.11107371185530934
#> Attrib V10 -0.018007210036976713
#> Attrib V11 0.02905037105041034
#> Attrib V12 -0.01113425682980795
#> Attrib V13 -0.05107449759975839
#> Attrib V14 0.059052559922028194
#> Attrib V15 0.019971072409781916
#> Attrib V16 0.05340830049022508
#> Attrib V17 0.01973309779506622
#> Attrib V18 0.12023579800568003
#> Attrib V19 -0.020364960519751094
#> Attrib V2 0.022535397391632996
#> Attrib V20 0.018606669379475034
#> Attrib V21 0.009692322235634748
#> Attrib V22 -0.02663545492750738
#> Attrib V23 0.036797467817327865
#> Attrib V24 -0.04616964058744459
#> Attrib V25 -0.10109508590784128
#> Attrib V26 -0.0916307330105249
#> Attrib V27 -0.09694994622507863
#> Attrib V28 -0.06223785874888777
#> Attrib V29 -0.05956838551554654
#> Attrib V3 0.08810156768242801
#> Attrib V30 0.004930796297341899
#> Attrib V31 0.01274958730452513
#> Attrib V32 0.019098680591334814
#> Attrib V33 0.03877363430402369
#> Attrib V34 0.08618596980757165
#> Attrib V35 0.11901099905695253
#> Attrib V36 0.18465892977763884
#> Attrib V37 0.1151170150206259
#> Attrib V38 0.015159916195183455
#> Attrib V39 0.06734226079397714
#> Attrib V4 0.005952888680031799
#> Attrib V40 0.07188389613794488
#> Attrib V41 0.05760755766290873
#> Attrib V42 0.08181939058614918
#> Attrib V43 0.0032864769476947317
#> Attrib V44 -7.817653510946207E-4
#> Attrib V45 0.03245973159671831
#> Attrib V46 0.022067077762729367
#> Attrib V47 0.04316233625926409
#> Attrib V48 -0.022208681223917035
#> Attrib V49 0.05460486071321071
#> Attrib V5 0.0483111475690208
#> Attrib V50 0.06840166849331072
#> Attrib V51 0.07503278723845387
#> Attrib V52 0.10359593796139492
#> Attrib V53 0.05904853395532817
#> Attrib V54 -0.03184279047715632
#> Attrib V55 0.03528883491375354
#> Attrib V56 0.06396011131374459
#> Attrib V57 0.08290271921053892
#> Attrib V58 0.13686982356626584
#> Attrib V59 0.01985400544626551
#> Attrib V6 0.11211076662173096
#> Attrib V60 0.048417471491231816
#> Attrib V7 0.06598745574700451
#> Attrib V8 0.10885163836919586
#> Attrib V9 0.04396145016172244
#> Class M
#> Input
#> Node 0
#> Class R
#> Input
#> Node 1
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2028986