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 -0.8846260439035899
#> Node 2 3.090511849711557
#> Node 3 0.6535389144943476
#> Node 4 0.24278906542357762
#> Node 5 -3.03578487496381
#> Node 6 0.39170468258659785
#> Node 7 2.907054640764181
#> Node 8 0.36826204976166077
#> Node 9 3.125999318393648
#> Node 10 -2.097278262015321
#> Node 11 1.313020458229548
#> Node 12 1.3019865978960454
#> Node 13 1.1704576179188837
#> Node 14 1.3379995475102548
#> Node 15 -2.71938426541652
#> Node 16 -0.10352968001129934
#> Node 17 -0.16123226901455134
#> Node 18 0.10393956282088597
#> Node 19 2.297688557107073
#> Node 20 1.8771889452533317
#> Node 21 -2.296926043624783
#> Node 22 0.6166331190732516
#> Node 23 2.465672733318075
#> Node 24 -1.6829311242177982
#> Node 25 3.4132220126305852
#> Node 26 -0.1766895025289327
#> Node 27 1.7881733323002742
#> Node 28 -3.609387117215345
#> Node 29 0.794740780256417
#> Node 30 0.396519611619396
#> Node 31 0.9491775494297908
#> Node 32 0.4257228532638204
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.9315179008029236
#> Node 2 -3.1155374417309725
#> Node 3 -0.6452094063156003
#> Node 4 -0.21296520161846713
#> Node 5 3.0441231689506063
#> Node 6 -0.3807745670928491
#> Node 7 -2.9022561837620007
#> Node 8 -0.4120452239071643
#> Node 9 -3.1238839955996665
#> Node 10 2.0490190896737475
#> Node 11 -1.2871979366704391
#> Node 12 -1.3711961612270753
#> Node 13 -1.121746981275015
#> Node 14 -1.2745857021654388
#> Node 15 2.739119420803901
#> Node 16 0.07637298634246292
#> Node 17 0.1814090217774621
#> Node 18 -0.0741279519702923
#> Node 19 -2.2985214299194316
#> Node 20 -1.8601144761393604
#> Node 21 2.3457040184368982
#> Node 22 -0.6791979071257913
#> Node 23 -2.4974364065577537
#> Node 24 1.6917194725538225
#> Node 25 -3.392782396581765
#> Node 26 0.08219147479114151
#> Node 27 -1.8324935458516027
#> Node 28 3.5549186423224737
#> Node 29 -0.8343761399463266
#> Node 30 -0.33277593570235864
#> Node 31 -0.9069889471635133
#> Node 32 -0.454974088869284
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold -0.2082568845336427
#> Attrib V1 0.12154653487635053
#> Attrib V10 0.1518887169150077
#> Attrib V11 0.4691688673819755
#> Attrib V12 0.07326444989157761
#> Attrib V13 -0.36682517079087346
#> Attrib V14 0.028792498976380844
#> Attrib V15 -0.08022954495257224
#> Attrib V16 0.13028691833680842
#> Attrib V17 0.04334789262050771
#> Attrib V18 -0.47289162580219446
#> Attrib V19 0.18950852617684327
#> Attrib V2 0.0032141655755874034
#> Attrib V20 1.066597904452473
#> Attrib V21 0.9543092695885779
#> Attrib V22 0.3624154325427429
#> Attrib V23 1.1379048477286338
#> Attrib V24 0.8455487539876755
#> Attrib V25 -0.04253787385599231
#> Attrib V26 -0.7205303858434385
#> Attrib V27 -1.3196373062588447
#> Attrib V28 0.14084134215181046
#> Attrib V29 -0.23100134506574085
#> Attrib V3 0.09824659924592162
#> Attrib V30 -0.0736563857739008
#> Attrib V31 -1.9217791257216594
#> Attrib V32 0.2145762057226288
#> Attrib V33 0.4009326215922469
#> Attrib V34 -0.5449912324021203
#> Attrib V35 -0.019389818122011262
#> Attrib V36 -0.5183039599971269
#> Attrib V37 -1.4779688557415618
#> Attrib V38 0.06461254053257288
#> Attrib V39 0.554807734071171
#> Attrib V4 0.6827858317612556
#> Attrib V40 -0.7416238694359399
#> Attrib V41 -0.06424373386733519
#> Attrib V42 0.6938534021036511
#> Attrib V43 0.7016141130814721
#> Attrib V44 0.7595136664562511
#> Attrib V45 0.3542508661989572
#> Attrib V46 -0.1544189456026655
#> Attrib V47 -0.5319193332877408
#> Attrib V48 -0.21429468309218064
#> Attrib V49 0.7030649030094337
#> Attrib V5 -0.1562203208433025
#> Attrib V50 -0.8342508295012027
#> Attrib V51 0.6717385022804705
#> Attrib V52 0.7385402385443828
#> Attrib V53 0.229097245920276
#> Attrib V54 -0.4829374446077553
#> Attrib V55 -0.23175514154701116
#> Attrib V56 0.30790305625747794
#> Attrib V57 -0.030090976310809682
#> Attrib V58 0.9214272851707399
#> Attrib V59 0.7577367398558015
#> Attrib V6 -0.6050393726473053
#> Attrib V60 -0.06370137548333997
#> Attrib V7 -0.8933035800546414
#> Attrib V8 0.10909761542312306
#> Attrib V9 0.5996345936946027
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.0032429112380983095
#> Attrib V1 0.07106664458698084
#> Attrib V10 0.1053461306880987
#> Attrib V11 0.2784914237619139
#> Attrib V12 0.203447805391889
#> Attrib V13 -0.0018207487163002332
#> Attrib V14 -0.031222028365833338
#> Attrib V15 -0.021612648436887715
#> Attrib V16 -0.056154885406845496
#> Attrib V17 -0.1125067502170405
#> Attrib V18 -0.3121464160086211
#> Attrib V19 -0.019273820534122743
#> Attrib V2 0.0874196437835386
#> Attrib V20 0.20960090582471191
#> Attrib V21 0.10942332248173517
#> Attrib V22 -0.016569160792962074
#> Attrib V23 0.12717118565894314
#> Attrib V24 0.12321226320865995
#> Attrib V25 0.07296152264224305
#> Attrib V26 -0.08402559310023137
#> Attrib V27 -0.2232089844190794
#> Attrib V28 0.08035790514424447
#> Attrib V29 -0.21668173518300862
#> Attrib V3 0.03352060523568716
#> Attrib V30 -0.05102099718909655
#> Attrib V31 -0.4682929999497069
#> Attrib V32 0.07013009087585616
#> Attrib V33 0.07406897312596598
#> Attrib V34 -0.1994367315653763
#> Attrib V35 0.012215505120366637
#> Attrib V36 -0.13854896207104675
#> Attrib V37 -0.21757941640116285
#> Attrib V38 0.10001810122512383
#> Attrib V39 0.2376535013596053
#> Attrib V4 0.22582116170509975
#> Attrib V40 -0.19501958151448845
#> Attrib V41 -0.05891737346852888
#> Attrib V42 0.06873254819835489
#> Attrib V43 0.071611579773704
#> Attrib V44 0.21329088063614407
#> Attrib V45 0.20045318597005837
#> Attrib V46 -0.03425783046752722
#> Attrib V47 -0.10435163468007923
#> Attrib V48 -0.02633483635015622
#> Attrib V49 0.127846835288618
#> Attrib V5 0.03779375057310623
#> Attrib V50 -0.255344200517527
#> Attrib V51 0.11785261570094802
#> Attrib V52 0.24262182343726277
#> Attrib V53 0.040279498290800235
#> Attrib V54 0.0481364799344473
#> Attrib V55 -0.026683672717985954
#> Attrib V56 0.06804144757850275
#> Attrib V57 0.07092948739039853
#> Attrib V58 0.2086373522506535
#> Attrib V59 0.10696500973690513
#> Attrib V6 -0.16716536735096202
#> Attrib V60 -0.08779102991608569
#> Attrib V7 -0.24065025472429794
#> Attrib V8 -0.0030646166417459216
#> Attrib V9 0.11477390365809911
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.15096737023531004
#> Attrib V1 0.03754102827379688
#> Attrib V10 0.05793742231305889
#> Attrib V11 0.099197204157291
#> Attrib V12 0.04721477580988005
#> Attrib V13 0.020751819222202397
#> Attrib V14 0.05688383863648475
#> Attrib V15 0.021735810825089165
#> Attrib V16 -0.029541992870192844
#> Attrib V17 -0.040047400228533925
#> Attrib V18 -0.134096730662617
#> Attrib V19 -0.05037485352525789
#> Attrib V2 0.0624251592529759
#> Attrib V20 0.04919798719459478
#> Attrib V21 0.032304970379730555
#> Attrib V22 -0.10364739897509101
#> Attrib V23 -0.0032104716964436197
#> Attrib V24 -0.02240075826934981
#> Attrib V25 -0.03783384890159058
#> Attrib V26 -0.05858658786479125
#> Attrib V27 -0.1454042234957883
#> Attrib V28 0.048579641068989536
#> Attrib V29 -0.030316919919295165
#> Attrib V3 0.09977990022143747
#> Attrib V30 -0.034905367779388324
#> Attrib V31 -0.1671454054575381
#> Attrib V32 0.040208980513537024
#> Attrib V33 0.08931533404311479
#> Attrib V34 0.005846794720372728
#> Attrib V35 0.06439557123340442
#> Attrib V36 -0.010879390151730364
#> Attrib V37 -0.03567212225877079
#> Attrib V38 0.04696359975693244
#> Attrib V39 0.13326159880661723
#> Attrib V4 0.1404668175063587
#> Attrib V40 -0.03126776382335063
#> Attrib V41 -0.022349546117186744
#> Attrib V42 0.08654616542232724
#> Attrib V43 0.05734739519768035
#> Attrib V44 0.15108992012502503
#> Attrib V45 0.20200277676365047
#> Attrib V46 0.02648301325550444
#> Attrib V47 0.005887661219381093
#> Attrib V48 0.09036888469231188
#> Attrib V49 0.1308588988175375
#> Attrib V5 0.11146207671838673
#> Attrib V50 -0.002232047339609887
#> Attrib V51 0.1484120645109369
#> Attrib V52 0.15667613948662823
#> Attrib V53 0.12422556432183662
#> Attrib V54 0.0055364598300084765
#> Attrib V55 0.026398257423249666
#> Attrib V56 0.10381830499137694
#> Attrib V57 0.11793887786313689
#> Attrib V58 0.09518334482923475
#> Attrib V59 0.06411467276813777
#> Attrib V6 -0.053401364981363206
#> Attrib V60 -0.03916775233181256
#> Attrib V7 -0.07255461664481988
#> Attrib V8 -0.019730183098389545
#> Attrib V9 0.11139080554119894
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.4501199531306633
#> Attrib V1 -0.06384370783856191
#> Attrib V10 -0.040035031058150816
#> Attrib V11 -1.7903380550293668
#> Attrib V12 -1.7901108993308141
#> Attrib V13 -0.13820721030196553
#> Attrib V14 0.4840092848828993
#> Attrib V15 -0.20870551995369738
#> Attrib V16 -0.8954888774137324
#> Attrib V17 -0.9346480951826696
#> Attrib V18 0.16090466658439556
#> Attrib V19 -0.6227845009825107
#> Attrib V2 0.026646387099750864
#> Attrib V20 -0.9927880701429883
#> Attrib V21 -0.6758265711139945
#> Attrib V22 -0.5514741684706779
#> Attrib V23 0.2510267247900311
#> Attrib V24 0.24892215842372153
#> Attrib V25 -0.4605386247323438
#> Attrib V26 -0.47287588246994344
#> Attrib V27 0.6984968955689018
#> Attrib V28 -0.32560223582587877
#> Attrib V29 -0.36877380027951084
#> Attrib V3 0.5951319439719538
#> Attrib V30 -0.7923294018893098
#> Attrib V31 1.15709891723023
#> Attrib V32 0.11748026414403141
#> Attrib V33 -0.22201252264554128
#> Attrib V34 0.04285306273522624
#> Attrib V35 0.274399842605869
#> Attrib V36 1.3149912100451409
#> Attrib V37 1.4258021957213407
#> Attrib V38 -0.02423188088250528
#> Attrib V39 -0.8264657708308566
#> Attrib V4 -0.20330542699523962
#> Attrib V40 0.1489770157293264
#> Attrib V41 -0.2990827236764411
#> Attrib V42 -0.38808645529913666
#> Attrib V43 0.20440070377680025
#> Attrib V44 -0.11531455523464842
#> Attrib V45 -1.0772172090901129
#> Attrib V46 -0.908678687957406
#> Attrib V47 -0.6153812114388602
#> Attrib V48 -0.9208637024968109
#> Attrib V49 -0.9516842295213455
#> Attrib V5 -0.09936861587516017
#> Attrib V50 1.1985177301136478
#> Attrib V51 -0.24438972923870322
#> Attrib V52 -0.035539540164391155
#> Attrib V53 0.8702411922689711
#> Attrib V54 0.39274581905892186
#> Attrib V55 0.3985367424294776
#> Attrib V56 0.27746353382497496
#> Attrib V57 0.2280036241937003
#> Attrib V58 -0.09162229551766349
#> Attrib V59 0.08300516849860637
#> Attrib V6 0.1509539894766073
#> Attrib V60 0.0546669739076391
#> Attrib V7 0.7424102520867241
#> Attrib V8 0.760898320842143
#> Attrib V9 -0.17297323582545276
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold -0.030501724876738884
#> Attrib V1 0.12942417319883073
#> Attrib V10 0.00801154918755686
#> Attrib V11 0.13120479936372026
#> Attrib V12 0.113084644654376
#> Attrib V13 -0.04015372171802878
#> Attrib V14 0.013516930364510541
#> Attrib V15 -0.005767789059973563
#> Attrib V16 0.06032526600913879
#> Attrib V17 -0.05273927158332614
#> Attrib V18 -0.10589552560368079
#> Attrib V19 -0.030496187523122
#> Attrib V2 0.10053587480759732
#> Attrib V20 0.15257259144727192
#> Attrib V21 0.11513869039869591
#> Attrib V22 -0.05713856310251981
#> Attrib V23 0.06696785532048254
#> Attrib V24 0.12546451364245628
#> Attrib V25 0.07703627085070257
#> Attrib V26 -0.0833277140991469
#> Attrib V27 -0.16435949362097318
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#> Attrib V29 -0.17398513231812054
#> Attrib V3 0.07509458337824321
#> Attrib V30 -0.11914928743001772
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#> Attrib V32 0.05085693248251463
#> Attrib V33 0.0768687722849978
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#> Attrib V40 -0.13675728505650883
#> Attrib V41 0.01566955795127176
#> Attrib V42 0.11173942075676238
#> Attrib V43 0.08542772296312322
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#> Attrib V5 0.06307568495881269
#> Attrib V50 -0.09838449593607418
#> Attrib V51 0.11115185771532318
#> Attrib V52 0.13910857163444615
#> Attrib V53 0.12242794212845319
#> Attrib V54 0.0207468420327711
#> Attrib V55 -0.017876398667312887
#> Attrib V56 0.11975090970892585
#> Attrib V57 0.12714175933778135
#> Attrib V58 0.17484163552516743
#> Attrib V59 0.16594743351500907
#> Attrib V6 -0.014788273244683164
#> Attrib V60 0.017732432231905043
#> Attrib V7 -0.08211273246500454
#> Attrib V8 0.039754042889091616
#> Attrib V9 0.13517561436445077
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.4816034981943679
#> Attrib V1 0.08735392198597713
#> Attrib V10 0.8867114248702831
#> Attrib V11 1.5297904970459437
#> Attrib V12 1.0598370736295433
#> Attrib V13 0.12316673187139428
#> Attrib V14 -0.2747353435705472
#> Attrib V15 -0.4860350467471365
#> Attrib V16 -0.4737558295098976
#> Attrib V17 -0.7161250007921788
#> Attrib V18 -0.9770470624242245
#> Attrib V19 -0.4759826945441755
#> Attrib V2 0.07991687563815779
#> Attrib V20 0.0341658556803639
#> Attrib V21 0.23672055107171933
#> Attrib V22 -0.18642462288256167
#> Attrib V23 0.026863761972014892
#> Attrib V24 0.1571131871073996
#> Attrib V25 0.3882576098653813
#> Attrib V26 0.9471641546650815
#> Attrib V27 0.789776499723145
#> Attrib V28 1.1943315238054693
#> Attrib V29 0.8099384300014425
#> Attrib V3 -0.1106337324966226
#> Attrib V30 0.3698173823960707
#> Attrib V31 -0.604410902549637
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#> Attrib V35 0.2195926406236467
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#> Attrib V38 0.27713273486298184
#> Attrib V39 0.15585320366031558
#> Attrib V4 0.39618349302495753
#> Attrib V40 -0.3117307673068441
#> Attrib V41 0.22390494926142035
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#> Attrib V44 0.2475919466475676
#> Attrib V45 0.7825778658325102
#> Attrib V46 0.6437184348938598
#> Attrib V47 0.5631548354935962
#> Attrib V48 0.6803159456778671
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#> Attrib V50 -0.08031779171222453
#> Attrib V51 0.7356110468124706
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#> Attrib V58 0.17310767849440573
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#> Attrib V6 0.45921944409891147
#> Attrib V60 -0.043580980659666764
#> Attrib V7 -0.41496364645291856
#> Attrib V8 0.008036929916085801
#> Attrib V9 0.5732615371498009
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold -0.03896452729846288
#> Attrib V1 0.047833331201311814
#> Attrib V10 0.10391347055899555
#> Attrib V11 0.2011186192082514
#> Attrib V12 0.0724589138130315
#> Attrib V13 -0.011787702165422673
#> Attrib V14 -0.06238385895365003
#> Attrib V15 -0.07895727199083123
#> Attrib V16 0.003223253257072718
#> Attrib V17 -0.08812361152412393
#> Attrib V18 -0.21791812374455796
#> Attrib V19 -0.058004945755572766
#> Attrib V2 0.0863498465136019
#> Attrib V20 0.027726482900222414
#> Attrib V21 -0.0015379432678764395
#> Attrib V22 -0.12654808191814154
#> Attrib V23 0.0035382785178014443
#> Attrib V24 0.06539261280688216
#> Attrib V25 0.03510205456886481
#> Attrib V26 0.0017905252667721754
#> Attrib V27 -0.09073022582747525
#> Attrib V28 0.10683492274768575
#> Attrib V29 -0.020333515384606433
#> Attrib V3 0.04434751244372221
#> Attrib V30 0.002566903448537422
#> Attrib V31 -0.24343383967729426
#> Attrib V32 0.07650109456193804
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#> Attrib V35 0.05784617791134361
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#> Attrib V4 0.22452819697688906
#> Attrib V40 -0.10979055447621269
#> Attrib V41 -0.026959237806204687
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#> Attrib V43 0.061394489188291455
#> Attrib V44 0.20037406667512517
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#> Attrib V48 0.13446676379617326
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#> Attrib V55 -0.03587452778408954
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#> Attrib V6 -0.1041169147403839
#> Attrib V60 -0.021403003292469563
#> Attrib V7 -0.1335778072165767
#> Attrib V8 -0.046417415700107205
#> Attrib V9 0.11757271847815737
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.45093101181487844
#> Attrib V1 0.09058119415071737
#> Attrib V10 1.0018154665207182
#> Attrib V11 1.5321844837040903
#> Attrib V12 1.1967875129319967
#> Attrib V13 0.23432309189634812
#> Attrib V14 -0.33989953018403773
#> Attrib V15 -0.5358207299084262
#> Attrib V16 -0.5389538698350208
#> Attrib V17 -0.7500761461771595
#> Attrib V18 -1.0001725303891773
#> Attrib V19 -0.5569854796510781
#> Attrib V2 0.07475106157652096
#> Attrib V20 -0.012326078846576619
#> Attrib V21 0.27465289106264373
#> Attrib V22 -0.16503283256572734
#> Attrib V23 -0.06306218817113932
#> Attrib V24 0.1600754160017485
#> Attrib V25 0.4892854576882785
#> Attrib V26 1.0451385374973818
#> Attrib V27 0.8731916105556115
#> Attrib V28 1.199453085748093
#> Attrib V29 0.7365581452577815
#> Attrib V3 -0.13499622860383978
#> Attrib V30 0.34206979118646097
#> Attrib V31 -0.5650523998962451
#> Attrib V32 -0.4515391066736516
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#> Attrib V35 0.25434162275012084
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#> Attrib V38 0.23477023388633506
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#> Attrib V4 0.3803114193836947
#> Attrib V40 -0.2965799308368349
#> Attrib V41 0.2672914938976931
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#> Attrib V44 0.1447362242886772
#> Attrib V45 0.747517676802271
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#> Attrib V5 0.3082942546692618
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#> Attrib V51 0.7748445017491249
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#> Attrib V53 0.8641174563482424
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#> Attrib V58 0.15210315260363064
#> Attrib V59 -0.13869034106892178
#> Attrib V6 0.5341314616087166
#> Attrib V60 -0.037961719193203576
#> Attrib V7 -0.4022750438372581
#> Attrib V8 0.08409184282307983
#> Attrib V9 0.5386463483404993
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.36440865452163534
#> Attrib V1 0.06237518249654238
#> Attrib V10 -0.08460522379901987
#> Attrib V11 -0.4816679741031223
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#> Attrib V13 0.3479147903823949
#> Attrib V14 0.5174170614429546
#> Attrib V15 0.41967880990038964
#> Attrib V16 0.18165923565666015
#> Attrib V17 0.20776614334928942
#> Attrib V18 0.7130632315454091
#> Attrib V19 0.1067441472805208
#> Attrib V2 0.11862150416316651
#> Attrib V20 -0.3605658872946065
#> Attrib V21 -0.34365695655624734
#> Attrib V22 0.020849662246821405
#> Attrib V23 -0.35401443053468945
#> Attrib V24 -0.40360802404605167
#> Attrib V25 0.17270776636029528
#> Attrib V26 0.45283611634091847
#> Attrib V27 0.5989179862716205
#> Attrib V28 -0.4090832637888091
#> Attrib V29 0.015043485861286864
#> Attrib V3 0.1516213258765578
#> Attrib V30 -0.14471480287842417
#> Attrib V31 0.8801403089265978
#> Attrib V32 -0.45225576796628714
#> Attrib V33 -0.25098299082215575
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#> Attrib V36 0.34785023844973556
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#> Attrib V39 -0.7766889688648835
#> Attrib V4 -0.36561152153221094
#> Attrib V40 0.22331149148673735
#> Attrib V41 -0.27395076637750043
#> Attrib V42 -0.4412585667984254
#> Attrib V43 -0.36185202412918005
#> Attrib V44 -0.6647079950621706
#> Attrib V45 -0.5474617892254258
#> Attrib V46 -0.0898868857366885
#> Attrib V47 0.4100885926827547
#> Attrib V48 0.13002211737072886
#> Attrib V49 -0.4261589456680235
#> Attrib V5 -0.00388767216130497
#> Attrib V50 1.0786325817907978
#> Attrib V51 -0.19215526224989413
#> Attrib V52 -0.2968365713060963
#> Attrib V53 0.1329674233732448
#> Attrib V54 0.5275689407224724
#> Attrib V55 0.5744439348035363
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#> Attrib V58 -0.41606577153616925
#> Attrib V59 -0.12135001932914131
#> Attrib V6 0.0432194825574012
#> Attrib V60 0.12927646171098423
#> Attrib V7 0.2771273405479596
#> Attrib V8 0.07475259292555224
#> Attrib V9 -0.3587141303757288
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold -0.008875628322752476
#> Attrib V1 -0.005612359000783914
#> Attrib V10 0.39110865334141226
#> Attrib V11 0.6425538332650765
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#> Attrib V13 -0.11117113091851426
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#> Attrib V2 0.012603496063607127
#> Attrib V20 -0.0016242765220276676
#> Attrib V21 -0.09523393816612742
#> Attrib V22 -0.32746814306150995
#> Attrib V23 -0.09425061103243232
#> Attrib V24 -0.05209728739061027
#> Attrib V25 0.10084246959227953
#> Attrib V26 0.2598452551620774
#> Attrib V27 0.30377466705403194
#> Attrib V28 0.7259444063854126
#> Attrib V29 0.3740486374474806
#> Attrib V3 -0.0913751251862063
#> Attrib V30 0.2637277136331831
#> Attrib V31 -0.35465446510758225
#> Attrib V32 0.032672239242297896
#> Attrib V33 -0.014647778239629608
#> Attrib V34 -0.08544597240801328
#> Attrib V35 0.18739143748610249
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#> Attrib V38 0.18560681667290818
#> Attrib V39 0.15479509546393436
#> Attrib V4 0.3022520928109225
#> Attrib V40 -0.2584396978601682
#> Attrib V41 -0.0738741364714545
#> Attrib V42 -0.0902012353294957
#> Attrib V43 0.02393857375700895
#> Attrib V44 0.22953605701018032
#> Attrib V45 0.4216499168039764
#> Attrib V46 0.2398928536470541
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#> Attrib V48 0.4199641795683541
#> Attrib V49 0.3473498395942746
#> Attrib V5 0.13291974332641568
#> Attrib V50 -0.08074328752429848
#> Attrib V51 0.47152256797754716
#> Attrib V52 0.5125605969112038
#> Attrib V53 0.26561160629523883
#> Attrib V54 -0.02017781571932732
#> Attrib V55 -0.05373234413155759
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#> Attrib V57 0.04940462203123882
#> Attrib V58 0.14748532949886264
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#> Attrib V6 -0.023180892303372412
#> Attrib V60 -0.15284978946144984
#> Attrib V7 -0.45011693062000896
#> Attrib V8 -0.04002627659951168
#> Attrib V9 0.2897356241702998
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.05299770378953032
#> Attrib V1 -0.10375130235951535
#> Attrib V10 0.2860476602321174
#> Attrib V11 0.5903242754440421
#> Attrib V12 0.08373329827807016
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#> Attrib V15 -0.47822659434448417
#> Attrib V16 -0.2312647606995633
#> Attrib V17 -0.36831393923811373
#> Attrib V18 -0.6596977577660991
#> Attrib V19 -0.17525565583776745
#> Attrib V2 -0.0059306183107949864
#> Attrib V20 0.0843938673780688
#> Attrib V21 0.09708211131582074
#> Attrib V22 -0.0682469427230651
#> Attrib V23 0.2547603280541039
#> Attrib V24 0.16293995908858075
#> Attrib V25 0.046431536820514756
#> Attrib V26 0.09664313441559379
#> Attrib V27 0.07498591196982461
#> Attrib V28 0.649086574893407
#> Attrib V29 0.2501511245538461
#> Attrib V3 -0.13773665932619167
#> Attrib V30 0.22533462572125995
#> Attrib V31 -0.702654823137166
#> Attrib V32 0.18160289454909026
#> Attrib V33 0.16241602034808073
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#> Attrib V35 -0.048493733317528105
#> Attrib V36 -0.36310523508228554
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#> Attrib V38 0.15805884086126615
#> Attrib V39 0.21447724337335608
#> Attrib V4 0.3739966312642997
#> Attrib V40 -0.3157265419653542
#> Attrib V41 -3.5846133406649655E-5
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#> Attrib V43 0.12412951298462988
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#> Attrib V47 -0.056308832908331316
#> Attrib V48 0.25807622309106737
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#> Attrib V50 -0.43209172250571276
#> Attrib V51 0.4230163162122066
#> Attrib V52 0.5068113267394015
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#> Attrib V57 -0.0238426607133274
#> Attrib V58 0.32186713693565183
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#> Attrib V6 -0.23319146825425516
#> Attrib V60 -0.17732381851999368
#> Attrib V7 -0.4755648626369272
#> Attrib V8 0.027955030949360967
#> Attrib V9 0.4002088914202831
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.12971151700415365
#> Attrib V1 0.17497510474994585
#> Attrib V10 0.004720153014880802
#> Attrib V11 0.26075852767542645
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#> Attrib V13 -0.01910706954643532
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#> Attrib V15 0.027829618147788764
#> Attrib V16 0.11042287604361303
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#> Attrib V18 -0.30152077692991935
#> Attrib V19 0.029211109777945665
#> Attrib V2 0.1125202608629226
#> Attrib V20 0.47868487562068757
#> Attrib V21 0.3931133603789876
#> Attrib V22 0.0754113090235598
#> Attrib V23 0.3868738271397118
#> Attrib V24 0.34977020784167484
#> Attrib V25 0.06400453777299443
#> Attrib V26 -0.3191538191723641
#> Attrib V27 -0.5560231108014599
#> Attrib V28 -0.1274141347319905
#> Attrib V29 -0.39082469928786756
#> Attrib V3 0.14289706267658167
#> Attrib V30 -0.23204758515789084
#> Attrib V31 -0.915184787688145
#> Attrib V32 0.08492075011939337
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#> Attrib V35 -0.06979505916593322
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#> Attrib V38 0.15384238111961454
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#> Attrib V4 0.3671445613895467
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#> Attrib V53 0.02562487210942437
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#> Attrib V56 0.2164443029402884
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#> Attrib V6 -0.1514812857962825
#> Attrib V60 0.054280807388863865
#> Attrib V7 -0.16110266546933175
#> Attrib V8 0.006297581188970019
#> Attrib V9 0.2250658696633222
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.06569434770979554
#> Attrib V1 0.03520858791152033
#> Attrib V10 0.3793056710655601
#> Attrib V11 0.7824464070873213
#> Attrib V12 0.4670128406913341
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#> Attrib V2 0.010495332589227491
#> Attrib V20 0.06314623647507915
#> Attrib V21 0.0341606418854798
#> Attrib V22 -0.1959558521362632
#> Attrib V23 0.12892142745986168
#> Attrib V24 0.14351586648788736
#> Attrib V25 0.24814437589293592
#> Attrib V26 0.3894338560875878
#> Attrib V27 0.19994759603109138
#> Attrib V28 0.5806513492735379
#> Attrib V29 0.1877894690944965
#> Attrib V3 -0.14207620329185194
#> Attrib V30 0.23258533567826092
#> Attrib V31 -0.43116240045235316
#> Attrib V32 0.10893126778947426
#> Attrib V33 0.08340173701853112
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#> Attrib V35 0.1771669994118185
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#> Attrib V38 0.11717742718164441
#> Attrib V39 0.2480772990293752
#> Attrib V4 0.3133175245151751
#> Attrib V40 -0.26716299722514636
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#> Attrib V43 0.019495004254400688
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#> Attrib V50 -0.2232961851431933
#> Attrib V51 0.4164543769828851
#> Attrib V52 0.5209416012670977
#> Attrib V53 0.2213216522957582
#> Attrib V54 -0.09212667400729606
#> Attrib V55 -0.10457226172611515
#> Attrib V56 -0.14849116184800457
#> Attrib V57 1.7333721113055157E-4
#> Attrib V58 0.2199665516933199
#> Attrib V59 -0.06522108684802341
#> Attrib V6 -0.1338312004855981
#> Attrib V60 -0.06180445633275744
#> Attrib V7 -0.5144914373852375
#> Attrib V8 -0.0870506982772253
#> Attrib V9 0.3217157210008546
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.44121232819855816
#> Attrib V1 0.010926582331595295
#> Attrib V10 -0.19929534858380912
#> Attrib V11 -0.5758880057905916
#> Attrib V12 -0.271146114506718
#> Attrib V13 0.3291929342015016
#> Attrib V14 0.5038505847731342
#> Attrib V15 0.46442497645493425
#> Attrib V16 0.02626367158711195
#> Attrib V17 0.061794909176053306
#> Attrib V18 0.5144380558577255
#> Attrib V19 -0.13634007787045027
#> Attrib V2 0.09230743730802499
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#> Attrib V22 -0.2074333877239693
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#> Attrib V25 0.4788414485819505
#> Attrib V26 0.8987978302923414
#> Attrib V27 0.9084880938930215
#> Attrib V28 -0.30483272430278635
#> Attrib V29 0.16319844781227943
#> Attrib V3 0.11308570334153802
#> Attrib V30 -0.30762858801788245
#> Attrib V31 0.9051397100415121
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#> Attrib V33 -0.5415195165301144
#> Attrib V34 0.10896823374032806
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#> Attrib V36 0.24790049724818133
#> Attrib V37 0.6726321652345048
#> Attrib V38 -0.7791332783667235
#> Attrib V39 -1.018228867645122
#> Attrib V4 -0.4895590159961299
#> Attrib V40 0.17495636193509215
#> Attrib V41 -0.3284351725749487
#> Attrib V42 -0.44276819303004733
#> Attrib V43 -0.5120626297654719
#> Attrib V44 -1.0097560256296114
#> Attrib V45 -0.7173503211210408
#> Attrib V46 -0.05796288462112071
#> Attrib V47 0.6377039908052108
#> Attrib V48 0.4160433885600344
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#> Attrib V50 1.177598913316508
#> Attrib V51 -0.10805649142420044
#> Attrib V52 -0.41661789995890924
#> Attrib V53 0.059467307222392254
#> Attrib V54 0.6352601746096049
#> Attrib V55 0.7894443225022951
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#> Attrib V57 0.34309675298811315
#> Attrib V58 -0.5129062654383508
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#> Attrib V60 0.3156080324398099
#> Attrib V7 0.04586802084232673
#> Attrib V8 0.005540259460790319
#> Attrib V9 -0.5363781058157595
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.15569881085881307
#> Attrib V1 0.03874690498619947
#> Attrib V10 0.04789694833621686
#> Attrib V11 -0.012802931105969924
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#> Attrib V13 0.041591546129911755
#> Attrib V14 0.010513444069375846
#> Attrib V15 0.002898694038365524
#> Attrib V16 0.07017360888885056
#> Attrib V17 0.07766892850105563
#> Attrib V18 0.06793869027543632
#> Attrib V19 0.020876003655076577
#> Attrib V2 0.015516568574453616
#> Attrib V20 -0.05627118893011044
#> Attrib V21 -0.060539244246848194
#> Attrib V22 -0.04663053298860175
#> Attrib V23 -0.06514884666668183
#> Attrib V24 -1.422129036680165E-4
#> Attrib V25 0.019007129771662096
#> Attrib V26 -0.04072020606446703
#> Attrib V27 -0.053870413657799134
#> Attrib V28 -0.038909111466491036
#> Attrib V29 -0.04408373052250027
#> Attrib V3 0.09276490841997558
#> Attrib V30 -0.05023953090000071
#> Attrib V31 -0.022972464704699394
#> Attrib V32 0.02766071683156722
#> Attrib V33 0.02491466036749605
#> Attrib V34 0.07415899650488109
#> Attrib V35 0.03145975315904815
#> Attrib V36 0.037551239175331645
#> Attrib V37 0.0841429311389975
#> Attrib V38 0.031109424043304364
#> Attrib V39 0.033436596834267016
#> Attrib V4 0.08420772975629949
#> Attrib V40 0.022786168616148867
#> Attrib V41 0.05067298190834258
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#> Attrib V43 0.020334780288411687
#> Attrib V44 0.006905574990690278
#> Attrib V45 0.045741454298148874
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#> Attrib V47 0.07063573925434258
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#> Attrib V49 -0.006773390790427267
#> Attrib V5 0.08812769264356907
#> Attrib V50 0.10318388609838898
#> Attrib V51 0.1061938129707868
#> Attrib V52 0.08617415835257423
#> Attrib V53 0.09168998489091924
#> Attrib V54 0.02735799751482132
#> Attrib V55 0.07252224541691138
#> Attrib V56 0.08382182966854754
#> Attrib V57 0.10771490459145712
#> Attrib V58 0.09854083814873757
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#> Attrib V6 0.08782728887526006
#> Attrib V60 0.04352547396374551
#> Attrib V7 0.03950729957791891
#> Attrib V8 0.01340018337069731
#> Attrib V9 0.07782326753071615
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.09231686483403888
#> Attrib V1 0.05855444280058566
#> Attrib V10 0.07161644267406257
#> Attrib V11 -0.00866977596404426
#> Attrib V12 -0.059592536110712434
#> Attrib V13 -0.01731592202936001
#> Attrib V14 0.025583058490510225
#> Attrib V15 0.09155556156796113
#> Attrib V16 0.03170393128828453
#> Attrib V17 0.04896928574478319
#> Attrib V18 0.04816749554879266
#> Attrib V19 0.02933356388011212
#> Attrib V2 0.10617190906922956
#> Attrib V20 -0.06730127980751521
#> Attrib V21 -0.052698549823110175
#> Attrib V22 0.037553177898801915
#> Attrib V23 -0.04928935526153876
#> Attrib V24 -0.005480948712996227
#> Attrib V25 -0.02525976150061058
#> Attrib V26 -0.03317593222338128
#> Attrib V27 -0.012321195290042403
#> Attrib V28 -0.0685441921314134
#> Attrib V29 -0.05194702068108672
#> Attrib V3 0.06819228723328254
#> Attrib V30 0.026257806985670602
#> Attrib V31 0.11745825719450763
#> Attrib V32 -0.01940514471644829
#> Attrib V33 0.07725377881698461
#> Attrib V34 0.04330617450868236
#> Attrib V35 0.08531753138870128
#> Attrib V36 0.04488817106711199
#> Attrib V37 0.06218206953091976
#> Attrib V38 0.0554324074716381
#> Attrib V39 0.03470984614841151
#> Attrib V4 0.04859055541919013
#> Attrib V40 0.057348542729741346
#> Attrib V41 0.07388125134599166
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#> Attrib V43 0.06853495124823752
#> Attrib V44 0.05218249688553265
#> Attrib V45 0.04101581501747801
#> Attrib V46 0.014217637420143519
#> Attrib V47 0.03383496319341521
#> Attrib V48 0.08408106586999388
#> Attrib V49 -0.048487350624928836
#> Attrib V5 0.08577274075910203
#> Attrib V50 0.08575418561155167
#> Attrib V51 0.03307332288221982
#> Attrib V52 -0.008396127400717759
#> Attrib V53 0.010976664673059305
#> Attrib V54 0.024103248771946754
#> Attrib V55 0.08918877150138216
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#> Attrib V57 0.1284879418963468
#> Attrib V58 -0.0023635845923623703
#> Attrib V59 -0.00385650283150784
#> Attrib V6 0.11147795101563841
#> Attrib V60 0.05000406534393452
#> Attrib V7 0.04774040279727659
#> Attrib V8 0.08985642294656959
#> Attrib V9 0.03941130588335302
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.18235621399057922
#> Attrib V1 0.07565332084357827
#> Attrib V10 0.06267519096617487
#> Attrib V11 0.05090796618202467
#> Attrib V12 -0.005334344740408006
#> Attrib V13 -0.0036717031554597203
#> Attrib V14 0.034758208864956334
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#> Attrib V16 0.012029643014161422
#> Attrib V17 -0.03640347469186544
#> Attrib V18 -0.003333640301362577
#> Attrib V19 -0.058042038148250666
#> Attrib V2 0.09436548328980936
#> Attrib V20 0.03737526301583646
#> Attrib V21 0.02499333002719175
#> Attrib V22 -0.05809125744030953
#> Attrib V23 -0.00438941282895045
#> Attrib V24 -0.015831996568189875
#> Attrib V25 0.01759724508711855
#> Attrib V26 -0.02054458904171078
#> Attrib V27 -0.07288679217732197
#> Attrib V28 -0.04528197948627206
#> Attrib V29 -0.08562846063970217
#> Attrib V3 0.1319726431490528
#> Attrib V30 -0.08890971533933
#> Attrib V31 -0.13462661553479843
#> Attrib V32 0.007868906863743615
#> Attrib V33 0.04722908884847053
#> Attrib V34 0.03629133968700454
#> Attrib V35 0.025520980868593966
#> Attrib V36 0.08150715291258886
#> Attrib V37 -0.005697593321617011
#> Attrib V38 0.039486919752508
#> Attrib V39 0.11149410393411632
#> Attrib V4 0.10136491060256604
#> Attrib V40 -0.026384779110082624
#> Attrib V41 -0.029006983640924196
#> Attrib V42 0.04909565813209507
#> Attrib V43 0.058362172977231355
#> Attrib V44 0.1361354992851052
#> Attrib V45 0.05012718625102208
#> Attrib V46 0.027338147073103895
#> Attrib V47 0.07567980807960219
#> Attrib V48 0.06885638808001232
#> Attrib V49 0.08948263363099751
#> Attrib V5 0.09099537993619598
#> Attrib V50 -0.025763899035571684
#> Attrib V51 0.14750557720094515
#> Attrib V52 0.10159654572318186
#> Attrib V53 0.08449936211943489
#> Attrib V54 0.02311934206879986
#> Attrib V55 0.07528385031837702
#> Attrib V56 0.11459296759596412
#> Attrib V57 0.054723362170526736
#> Attrib V58 0.10288264537172961
#> Attrib V59 0.09326402164012583
#> Attrib V6 0.006580338238321526
#> Attrib V60 0.056650079516479414
#> Attrib V7 0.029141277364982773
#> Attrib V8 0.06747742214008678
#> Attrib V9 0.08443764488557413
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.25011477146735217
#> Attrib V1 0.06158573364512336
#> Attrib V10 0.7053991710017782
#> Attrib V11 1.142016244009988
#> Attrib V12 0.9072163076783777
#> Attrib V13 0.09290230008721954
#> Attrib V14 -0.21115418330158972
#> Attrib V15 -0.40651846054686386
#> Attrib V16 -0.5050295884000988
#> Attrib V17 -0.6144517406921822
#> Attrib V18 -0.8487273969720629
#> Attrib V19 -0.42447227995953635
#> Attrib V2 0.10989526330171738
#> Attrib V20 -0.06939695034772818
#> Attrib V21 0.01711690497410626
#> Attrib V22 -0.22469803602653207
#> Attrib V23 -0.06015662681850292
#> Attrib V24 0.10380927924490761
#> Attrib V25 0.3626019399893594
#> Attrib V26 0.744104190318628
#> Attrib V27 0.6693584008000478
#> Attrib V28 1.0519846141677967
#> Attrib V29 0.6057999011172627
#> Attrib V3 -0.10355888013103907
#> Attrib V30 0.30734724708985395
#> Attrib V31 -0.44408042510205237
#> Attrib V32 -0.2469288876724627
#> Attrib V33 -0.248997903551369
#> Attrib V34 -0.2228776151162172
#> Attrib V35 0.28427525683718236
#> Attrib V36 -0.3128469673719357
#> Attrib V37 -0.1608220031583297
#> Attrib V38 0.1932940271742881
#> Attrib V39 0.14942539531585108
#> Attrib V4 0.45214134110318444
#> Attrib V40 -0.2691356489000125
#> Attrib V41 0.12906831267255361
#> Attrib V42 -0.22024355022745337
#> Attrib V43 -0.11617786644412152
#> Attrib V44 0.15613527375400446
#> Attrib V45 0.6756052876344388
#> Attrib V46 0.5017854551110308
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#> Attrib V48 0.5811490589831485
#> Attrib V49 0.5186937206229555
#> Attrib V5 0.3163623146918191
#> Attrib V50 -0.1491547635709497
#> Attrib V51 0.6157387354931688
#> Attrib V52 0.8174196827387517
#> Attrib V53 0.6064065821922501
#> Attrib V54 0.030515618982095816
#> Attrib V55 -0.1257305223444416
#> Attrib V56 -0.5377676560882375
#> Attrib V57 -0.016113369769979694
#> Attrib V58 0.19391464740919492
#> Attrib V59 -0.1756657833741173
#> Attrib V6 0.29014781154743946
#> Attrib V60 -0.0893034569568986
#> Attrib V7 -0.39884283628163725
#> Attrib V8 -0.02906275197085942
#> Attrib V9 0.4245105807739858
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold -0.0013408843824535455
#> Attrib V1 0.11156564153024738
#> Attrib V10 0.12062463264850035
#> Attrib V11 0.47298557351939957
#> Attrib V12 0.24728379268984216
#> Attrib V13 -0.21968191643185345
#> Attrib V14 -0.06604156774987939
#> Attrib V15 -0.1122290538034435
#> Attrib V16 0.029481453078689674
#> Attrib V17 -0.06986053512588097
#> Attrib V18 -0.48105474399589465
#> Attrib V19 0.09133082229290061
#> Attrib V2 0.036029984281013866
#> Attrib V20 0.6805820482890257
#> Attrib V21 0.6370479487502572
#> Attrib V22 0.21891329668480197
#> Attrib V23 0.7007511539743427
#> Attrib V24 0.5460852336972459
#> Attrib V25 -0.010928926901992982
#> Attrib V26 -0.3373653794243705
#> Attrib V27 -0.7384435011670238
#> Attrib V28 0.08242525545597025
#> Attrib V29 -0.26435926669109955
#> Attrib V3 -0.02831790941928846
#> Attrib V30 -0.16589595677587818
#> Attrib V31 -1.3741044186286733
#> Attrib V32 0.02783321277989659
#> Attrib V33 0.15570688738704871
#> Attrib V34 -0.47560511628419727
#> Attrib V35 0.02530962880702798
#> Attrib V36 -0.3192568538023097
#> Attrib V37 -0.770007118651468
#> Attrib V38 0.20010022577421976
#> Attrib V39 0.41647179428623887
#> Attrib V4 0.49315491118006866
#> Attrib V40 -0.533435208773458
#> Attrib V41 -0.04332203828641531
#> Attrib V42 0.2977041943927052
#> Attrib V43 0.39431057817390086
#> Attrib V44 0.5449443443044065
#> Attrib V45 0.34746796892227305
#> Attrib V46 -0.0991462262304412
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#> Attrib V48 -0.11021811571108776
#> Attrib V49 0.4280020892090657
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#> Attrib V50 -0.7325853149867786
#> Attrib V51 0.5227269721439057
#> Attrib V52 0.5339123777040338
#> Attrib V53 0.10558276766542175
#> Attrib V54 -0.1931145793938232
#> Attrib V55 -0.17052637767191248
#> Attrib V56 0.15715792776309775
#> Attrib V57 -0.01990647648381313
#> Attrib V58 0.6587438400153702
#> Attrib V59 0.44655184961889655
#> Attrib V6 -0.3172766117755567
#> Attrib V60 -0.06556117854097648
#> Attrib V7 -0.5632535772627227
#> Attrib V8 -0.07761218187287985
#> Attrib V9 0.3803841448016499
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.13527587735426147
#> Attrib V1 -0.05288469158938816
#> Attrib V10 -0.09100180659802055
#> Attrib V11 -1.4238700329380922
#> Attrib V12 -1.2225755028194496
#> Attrib V13 0.005461920743580634
#> Attrib V14 0.33823901785782323
#> Attrib V15 -0.15314004762062633
#> Attrib V16 -0.6943451049991032
#> Attrib V17 -0.8709880001460443
#> Attrib V18 -0.055490864613412065
#> Attrib V19 -0.7039234969667898
#> Attrib V2 -0.030535776553729504
#> Attrib V20 -0.9277461410973188
#> Attrib V21 -0.7068169434196294
#> Attrib V22 -0.6411491559294403
#> Attrib V23 -0.1852105958265578
#> Attrib V24 0.04986913508289744
#> Attrib V25 -0.32569437354966285
#> Attrib V26 -0.19914469744444624
#> Attrib V27 0.6108733683300289
#> Attrib V28 -0.21337585915411755
#> Attrib V29 -0.11961243849583464
#> Attrib V3 0.318063901834558
#> Attrib V30 -0.5226968725343902
#> Attrib V31 1.1375788208669002
#> Attrib V32 0.037833671568307886
#> Attrib V33 -0.2790928199855331
#> Attrib V34 0.12911584650500654
#> Attrib V35 0.3030819679242316
#> Attrib V36 1.1062129648099555
#> Attrib V37 1.433528905194102
#> Attrib V38 0.057074428334999094
#> Attrib V39 -0.7079160660549849
#> Attrib V4 -0.22296185234838956
#> Attrib V40 0.11710552769059841
#> Attrib V41 -0.212444051598338
#> Attrib V42 -0.52154225612296
#> Attrib V43 -0.04510419293535972
#> Attrib V44 -0.21003470429881801
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#> Attrib V48 -0.6146923544131888
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#> Attrib V50 0.9799724646790144
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#> Attrib V52 -0.09618263737125365
#> Attrib V53 0.6279416457631193
#> Attrib V54 0.4136898492505113
#> Attrib V55 0.26860909303136415
#> Attrib V56 -0.02452569659562157
#> Attrib V57 0.2320134225435935
#> Attrib V58 -0.27870951355270385
#> Attrib V59 -0.1372173580169345
#> Attrib V6 0.06412124958496009
#> Attrib V60 -0.026040163220581156
#> Attrib V7 0.6163130841718313
#> Attrib V8 0.44905903752388165
#> Attrib V9 -0.20755476588212696
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold -0.039028597065720115
#> Attrib V1 0.18130462020666008
#> Attrib V10 0.0646044014112739
#> Attrib V11 0.24400695856993326
#> Attrib V12 0.14069827742178947
#> Attrib V13 -0.050012473569428936
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#> Attrib V15 -0.024232602643375976
#> Attrib V16 0.09738764779330235
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#> Attrib V2 0.1385670653544104
#> Attrib V20 0.2579873604874549
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#> Attrib V23 0.08509935212186208
#> Attrib V24 0.16757639481822134
#> Attrib V25 -0.006793271588424098
#> Attrib V26 -0.19180006962648627
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#> Attrib V28 -0.13771664266796177
#> Attrib V29 -0.2618930636319783
#> Attrib V3 0.0375733358090039
#> Attrib V30 -0.18600072158577236
#> Attrib V31 -0.4815790326667771
#> Attrib V32 -0.00575516969010496
#> Attrib V33 0.0013363683531222835
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#> Attrib V37 -0.18476331194166035
#> Attrib V38 0.12031504949880675
#> Attrib V39 0.19812651152673988
#> Attrib V4 0.24676524011810586
#> Attrib V40 -0.19083594876687235
#> Attrib V41 -0.1513556623854959
#> Attrib V42 0.04395835887863023
#> Attrib V43 0.1381035907645601
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#> Attrib V45 0.14720151396095954
#> Attrib V46 1.1249711136461469E-4
#> Attrib V47 -0.1842056542463798
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#> Attrib V7 -0.12669226698186425
#> Attrib V8 -0.07779393096226898
#> Attrib V9 0.14647449634646742
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold -0.13898800787053484
#> Attrib V1 0.2653270867997808
#> Attrib V10 0.034504021536131156
#> Attrib V11 0.4069998174833141
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#> Attrib V26 -0.44692449240538906
#> Attrib V27 -1.1200097836044407
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#> Attrib V35 7.774961431864521E-4
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#> Attrib V53 2.242242798764418E-4
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#> Attrib V8 0.17045426703937316
#> Attrib V9 0.534614850561334
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.2608400218981492
#> Attrib V1 -0.03737096977226917
#> Attrib V10 -0.23703110152965598
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#> Attrib V25 0.16795907078458103
#> Attrib V26 0.47202473993750943
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#> Attrib V29 0.0743087967841048
#> Attrib V3 0.10552629418433421
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#> Attrib V50 0.9051679469605307
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#> Attrib V7 0.16606954767288795
#> Attrib V8 0.1269654479591892
#> Attrib V9 -0.3380945646163655
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.5669965720300654
#> Attrib V1 -0.0077156203882319
#> Attrib V10 0.9506311557701581
#> Attrib V11 1.5547768310914336
#> Attrib V12 1.2608327393384546
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#> Attrib V21 0.25615990116503623
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#> Attrib V23 0.17901187192807183
#> Attrib V24 0.29093066259905137
#> Attrib V25 0.5119545286161769
#> Attrib V26 1.123736833680469
#> Attrib V27 1.0280959511303602
#> Attrib V28 1.360941580540437
#> Attrib V29 0.8535930135323593
#> Attrib V3 -0.05184932497979918
#> Attrib V30 0.37937834708530044
#> Attrib V31 -0.577783134133676
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#> Attrib V51 0.8378055088772165
#> Attrib V52 1.0748514918464158
#> Attrib V53 1.0211304226622167
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#> Attrib V6 0.7273219703309175
#> Attrib V60 0.009315248595969489
#> Attrib V7 -0.43469845539934326
#> Attrib V8 -0.01830596346174478
#> Attrib V9 0.5270615737716852
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.1704181054616242
#> Attrib V1 0.04899692246197616
#> Attrib V10 0.01970638359839222
#> Attrib V11 -0.045083596688492614
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#> Attrib V21 -0.011926922887926739
#> Attrib V22 -0.02347212452105541
#> Attrib V23 -0.035186972187008114
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#> Attrib V25 0.004258211064660825
#> Attrib V26 -0.030026787128103794
#> Attrib V27 0.007877619675900187
#> Attrib V28 -0.018724536869787846
#> Attrib V29 1.830937368558587E-4
#> Attrib V3 0.042723974014904166
#> Attrib V30 -0.01379741380510567
#> Attrib V31 0.0011255864705075821
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#> Attrib V33 0.05414580034734312
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#> Attrib V40 0.0454350059411701
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#> Attrib V42 0.04046502357050181
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#> Attrib V49 -0.006334763183487615
#> Attrib V5 0.043833590805956835
#> Attrib V50 0.08891017961813213
#> Attrib V51 0.020615824492001344
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#> Attrib V53 0.030891082122600916
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#> Attrib V58 0.05247781640805702
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#> Attrib V6 0.11253304186576785
#> Attrib V60 0.08506136835929051
#> Attrib V7 0.030962337333034294
#> Attrib V8 0.0647249431282245
#> Attrib V9 0.020786024783686796
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.20160297075903158
#> Attrib V1 0.08635099139734782
#> Attrib V10 0.5808080346395741
#> Attrib V11 0.9699384352713942
#> Attrib V12 0.6605149969607675
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#> Attrib V23 0.010160056637932836
#> Attrib V24 0.17923870476562942
#> Attrib V25 0.3160619547845282
#> Attrib V26 0.6680429297305436
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#> Attrib V28 0.8522126579275986
#> Attrib V29 0.48175133306586626
#> Attrib V3 -0.11166495464971411
#> Attrib V30 0.29310592817656916
#> Attrib V31 -0.43865377546710055
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#> Attrib V51 0.582545390212872
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#> Attrib V8 -0.011632231410820145
#> Attrib V9 0.41519032948686335
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.3517412289095076
#> Attrib V1 -0.18397568328923466
#> Attrib V10 -0.12532630967034022
#> Attrib V11 -2.08297224109192
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#> Attrib V13 0.018690113887146653
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#> Attrib V23 0.06383852405933096
#> Attrib V24 0.31959261114220744
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#> Attrib V27 1.015889649170017
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#> Attrib V3 0.5921599939700735
#> Attrib V30 -0.8177805320913062
#> Attrib V31 1.450030963110651
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#> Attrib V34 0.04533309322985034
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#> Attrib V52 0.08618303123886976
#> Attrib V53 1.037012991398752
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#> Attrib V6 0.1787662793271232
#> Attrib V60 -0.1286911356906934
#> Attrib V7 0.6564374244779382
#> Attrib V8 0.7525675088292934
#> Attrib V9 -0.19509511888643943
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.06385393703478451
#> Attrib V1 -0.00981360716777937
#> Attrib V10 0.11776919231704944
#> Attrib V11 0.47486620723684186
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#> Attrib V24 0.2024409717224961
#> Attrib V25 0.20931633030707464
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#> Attrib V51 0.236173062512725
#> Attrib V52 0.32801227359873253
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#> Attrib V55 -0.07417027015541862
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#> Attrib V58 0.13182892329788481
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#> Attrib V6 -0.1423703429999852
#> Attrib V60 -0.10363359435676893
#> Attrib V7 -0.34178027187274157
#> Attrib V8 -0.06108813333890553
#> Attrib V9 0.1797101240098489
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.08527806459190355
#> Attrib V1 0.13620959385034345
#> Attrib V10 0.10516676683846914
#> Attrib V11 0.1778677493188131
#> Attrib V12 0.14617509130906406
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#> Attrib V15 -0.004325801191700661
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#> Attrib V18 -0.1580903826491989
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#> Attrib V2 0.12197684384881771
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#> Attrib V8 -0.02873979721784528
#> Attrib V9 0.08296941999923234
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.07398408337478969
#> Attrib V1 0.215608817518307
#> Attrib V10 -0.011616628031301151
#> Attrib V11 0.27101404428461784
#> Attrib V12 0.09116786873997207
#> Attrib V13 -0.02658752895019604
#> Attrib V14 0.029074350437590935
#> Attrib V15 0.09154197682221071
#> Attrib V16 0.14930079407153138
#> Attrib V17 0.05593408399168838
#> Attrib V18 -0.21403440240079336
#> Attrib V19 0.026481960619005183
#> Attrib V2 0.21173128770443106
#> Attrib V20 0.40018289876569685
#> Attrib V21 0.2267890582130669
#> Attrib V22 0.060980503406599426
#> Attrib V23 0.224635666355209
#> Attrib V24 0.22993463288284002
#> Attrib V25 -0.03160999124726491
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#> Attrib V27 -0.564279896547668
#> Attrib V28 -0.24449145174237424
#> Attrib V29 -0.46056258561788427
#> Attrib V3 0.0426657436258993
#> Attrib V30 -0.26509774144172904
#> Attrib V31 -0.6738560126172612
#> Attrib V32 0.03338361907386047
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#> Attrib V60 0.025945362251966763
#> Attrib V7 -0.148368401049836
#> Attrib V8 -0.01060437446707979
#> Attrib V9 0.18360015567556243
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.07294855612468952
#> Attrib V1 0.12355239953367805
#> Attrib V10 -0.018831645569264747
#> Attrib V11 0.12414112183084383
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#> Attrib V13 -0.07946253588529913
#> Attrib V14 0.03862095839203844
#> Attrib V15 0.010625891978529005
#> Attrib V16 0.05903542738046436
#> Attrib V17 -0.05030734635948726
#> Attrib V18 -0.10179190302919401
#> Attrib V19 -0.052768405549571636
#> Attrib V2 0.06533289368912502
#> Attrib V20 0.1688908035323986
#> Attrib V21 0.1205944282011824
#> Attrib V22 -0.04209710743984747
#> Attrib V23 0.10543820179362148
#> Attrib V24 0.06474904687369695
#> Attrib V25 -0.06586268130765441
#> Attrib V26 -0.15530301051691622
#> Attrib V27 -0.2452028006095479
#> Attrib V28 -0.01661861846370965
#> Attrib V29 -0.17051333843605262
#> Attrib V3 0.07969844770106874
#> Attrib V30 -0.08494235411686762
#> Attrib V31 -0.40249323117434893
#> Attrib V32 0.007272831873338137
#> Attrib V33 0.07410041374361805
#> Attrib V34 -0.0863671984064449
#> Attrib V35 0.035889049238333956
#> Attrib V36 -0.004605734754649793
#> Attrib V37 -0.1177666694588258
#> Attrib V38 0.06203504829832712
#> Attrib V39 0.16320182516452722
#> Attrib V4 0.16202770788606663
#> Attrib V40 -0.16038772398143553
#> Attrib V41 -0.09362543738131408
#> Attrib V42 0.09244582914864553
#> Attrib V43 0.049829450495819085
#> Attrib V44 0.18785134530974176
#> Attrib V45 0.1873144675640953
#> Attrib V46 -0.0016376519781835805
#> Attrib V47 -0.09392742218598839
#> Attrib V48 -0.028931132178596507
#> Attrib V49 0.1371927053161708
#> Attrib V5 0.051407173385651386
#> Attrib V50 -0.17347018022845137
#> Attrib V51 0.12885497660024012
#> Attrib V52 0.1987304627127057
#> Attrib V53 0.07388341656703938
#> Attrib V54 -0.008674995789785957
#> Attrib V55 -0.03039565938417114
#> Attrib V56 0.09531002808176203
#> Attrib V57 0.08015216850509535
#> Attrib V58 0.21835821907267092
#> Attrib V59 0.08861282503831022
#> Attrib V6 -0.043114345372821494
#> Attrib V60 -0.03344405940933586
#> Attrib V7 -0.0969090557514533
#> Attrib V8 0.02446112628880764
#> Attrib V9 0.12146743255476194
#> 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