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 -0.7849852559422723
#> Node 2 2.0883898167775
#> Node 3 1.5378524657018715
#> Node 4 1.0575445962918573
#> Node 5 -2.6552943646809495
#> Node 6 1.1900655149631076
#> Node 7 3.4793376829725595
#> Node 8 0.3170307715170499
#> Node 9 3.3182181648516895
#> Node 10 -0.5678077598855503
#> Node 11 1.702546346531859
#> Node 12 1.1943049737688678
#> Node 13 1.2164022823580896
#> Node 14 1.3931069734134565
#> Node 15 -2.9051706856981783
#> Node 16 -0.9618842430155617
#> Node 17 0.6880637400952023
#> Node 18 -0.04940509672677917
#> Node 19 2.4646200128328966
#> Node 20 1.6006168128902194
#> Node 21 -2.5549268729723
#> Node 22 0.8736968053929435
#> Node 23 1.6116369555285044
#> Node 24 -1.2250457142623068
#> Node 25 4.234217648006323
#> Node 26 -1.9261674365858994
#> Node 27 1.7088836476336797
#> Node 28 -2.9689745786258754
#> Node 29 1.3321135952308896
#> Node 30 -0.1074124713107389
#> Node 31 0.4503939228052662
#> Node 32 0.5192446132390328
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.8225699009668536
#> Node 2 -2.1469265972120612
#> Node 3 -1.5280639115348809
#> Node 4 -1.0230839250155035
#> Node 5 2.6601193457242487
#> Node 6 -1.1730618121545044
#> Node 7 -3.4709680265520952
#> Node 8 -0.3521223168482896
#> Node 9 -3.3119501759333083
#> Node 10 0.505132551231463
#> Node 11 -1.6697994084565908
#> Node 12 -1.2785309430629426
#> Node 13 -1.168166123355575
#> Node 14 -1.329007199289442
#> Node 15 2.861488010546938
#> Node 16 0.9703831370290609
#> Node 17 -0.6597348564757812
#> Node 18 0.08964380369164092
#> Node 19 -2.4587925212905013
#> Node 20 -1.5872129309117629
#> Node 21 2.588671004606323
#> Node 22 -0.93328897803158
#> Node 23 -1.6641477836442646
#> Node 24 1.241099950686572
#> Node 25 -4.226107057304706
#> Node 26 1.8859932927459324
#> Node 27 -1.7372022532246707
#> Node 28 2.976316825349986
#> Node 29 -1.357516343867221
#> Node 30 0.177520074829392
#> Node 31 -0.3989867386053072
#> Node 32 -0.5424134206074234
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.06310771820228377
#> Attrib V1 0.5983939875927229
#> Attrib V10 0.11698765843568615
#> Attrib V11 0.5804180081802325
#> Attrib V12 0.1509275398332966
#> Attrib V13 -0.15438339437042395
#> Attrib V14 -0.6290507281968237
#> Attrib V15 -0.4213021870624619
#> Attrib V16 -0.03245079944607335
#> Attrib V17 0.5882434950880859
#> Attrib V18 0.7400112049863996
#> Attrib V19 -0.1804679244270294
#> Attrib V2 -0.41246249249061806
#> Attrib V20 0.7039090793671332
#> Attrib V21 0.6084698195534843
#> Attrib V22 0.5293642704080115
#> Attrib V23 0.7467871944653446
#> Attrib V24 0.17526520170745444
#> Attrib V25 -0.2164792199334265
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#> Attrib V27 -0.5625829484860602
#> Attrib V28 -0.08795772117151708
#> Attrib V29 -0.6553896871732127
#> Attrib V3 -0.22674667606384463
#> Attrib V30 0.3441905936735969
#> Attrib V31 -1.2135295281042349
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#> Attrib V41 0.21678285579985024
#> Attrib V42 0.9280073751208147
#> Attrib V43 0.5064584928298674
#> Attrib V44 0.2452799956696467
#> Attrib V45 0.20165755740231206
#> Attrib V46 0.19877871443996728
#> Attrib V47 -0.2932275108313053
#> Attrib V48 -0.03652952042649532
#> Attrib V49 0.3381168143622263
#> Attrib V5 0.6805442832495778
#> Attrib V50 -0.9452965066829172
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#> Attrib V55 -0.43308325406972326
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#> Attrib V7 0.39478149140842395
#> Attrib V8 0.33852711778753697
#> Attrib V9 0.7177346170981631
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.05964329351472638
#> Attrib V1 0.4567452558669091
#> Attrib V10 0.031889531840814375
#> Attrib V11 0.3450069044456095
#> Attrib V12 0.06501504612258444
#> Attrib V13 -0.060354612770138254
#> Attrib V14 -0.381263672902352
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#> Attrib V16 0.024216392852316474
#> Attrib V17 0.4510957800582137
#> Attrib V18 0.4981787782125421
#> Attrib V19 -0.06394841652331068
#> Attrib V2 -0.25544052025030595
#> Attrib V20 0.49794450807957147
#> Attrib V21 0.44131708079187576
#> Attrib V22 0.43057227690236144
#> Attrib V23 0.49843911433588645
#> Attrib V24 0.07785394112538416
#> Attrib V25 -0.19315820269297754
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#> Attrib V27 -0.5069525992763948
#> Attrib V28 -0.23673124424914005
#> Attrib V29 -0.6232810529959887
#> Attrib V3 -0.13857352531661715
#> Attrib V30 0.25986552808157737
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#> Attrib V33 0.48697936966006844
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#> Attrib V39 0.320113345807899
#> Attrib V4 0.5468356660666737
#> Attrib V40 -0.046214847475752316
#> Attrib V41 0.13218065387666175
#> Attrib V42 0.666971869004466
#> Attrib V43 0.35787194840502706
#> Attrib V44 0.17335810201354518
#> Attrib V45 0.11925767233764817
#> Attrib V46 0.09195117874616393
#> Attrib V47 -0.23587162569975786
#> Attrib V48 -0.11441111030258279
#> Attrib V49 0.21980784180241295
#> Attrib V5 0.4806556738189376
#> Attrib V50 -0.6633438569662665
#> Attrib V51 0.19753651602034258
#> Attrib V52 0.10493161443764885
#> Attrib V53 0.10716483728042261
#> Attrib V54 0.46299855962608555
#> Attrib V55 -0.240552123335783
#> Attrib V56 0.2300815701222863
#> Attrib V57 -0.59484647448625
#> Attrib V58 0.6476296597586573
#> Attrib V59 0.06925682844409498
#> Attrib V6 -0.03743113132348556
#> Attrib V60 0.00537277846376657
#> Attrib V7 0.2898661771318944
#> Attrib V8 0.28932119333093304
#> Attrib V9 0.4642274291831761
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.001687744004213082
#> Attrib V1 0.30287823299911076
#> Attrib V10 0.00684413490996445
#> Attrib V11 0.25177125761955466
#> Attrib V12 0.0285073704684513
#> Attrib V13 -0.027984551515369157
#> Attrib V14 -0.2086762509602958
#> Attrib V15 -0.04881903233944257
#> Attrib V16 0.048471937531921215
#> Attrib V17 0.35693789650079644
#> Attrib V18 0.3777051019472358
#> Attrib V19 -0.08285608675153236
#> Attrib V2 -0.19097060211286193
#> Attrib V20 0.3702487495928757
#> Attrib V21 0.3853872240998048
#> Attrib V22 0.24810611036762614
#> Attrib V23 0.32070981869346515
#> Attrib V24 -0.020488744284066794
#> Attrib V25 -0.26588308366719665
#> Attrib V26 -0.15663493880631238
#> Attrib V27 -0.4275921777171273
#> Attrib V28 -0.1496279105270353
#> Attrib V29 -0.3519710770642991
#> Attrib V3 -0.06911746464670279
#> Attrib V30 0.15041206853684222
#> Attrib V31 -0.5958803629682357
#> Attrib V32 -0.1402584859166545
#> Attrib V33 0.3898169154755902
#> Attrib V34 0.01663893317162714
#> Attrib V35 0.06659812068119891
#> Attrib V36 -0.11915534652074192
#> Attrib V37 -0.38773038939041266
#> Attrib V38 -0.11349628752288952
#> Attrib V39 0.24497362636683903
#> Attrib V4 0.37515688229615185
#> Attrib V40 -0.051235547673865185
#> Attrib V41 0.016176375936506105
#> Attrib V42 0.40067961478588765
#> Attrib V43 0.1914092035835696
#> Attrib V44 0.13919855346404403
#> Attrib V45 0.1936798181722545
#> Attrib V46 0.056207783020381784
#> Attrib V47 -0.21844185487771042
#> Attrib V48 -0.03853338907795289
#> Attrib V49 0.20720532820686577
#> Attrib V5 0.36140494102635123
#> Attrib V50 -0.4569999121331712
#> Attrib V51 0.2176563081605209
#> Attrib V52 0.07693500183870758
#> Attrib V53 0.08761844485393426
#> Attrib V54 0.2341854694330988
#> Attrib V55 -0.16657715843529627
#> Attrib V56 0.1845706656199537
#> Attrib V57 -0.4095317234996145
#> Attrib V58 0.43036954138152683
#> Attrib V59 0.039700710612840036
#> Attrib V6 -0.028999427611165612
#> Attrib V60 -0.025308068510398036
#> Attrib V7 0.20332870786147636
#> Attrib V8 0.13390926465021472
#> Attrib V9 0.39034992851810624
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.6814384947729321
#> Attrib V1 -0.9125666970171797
#> Attrib V10 -0.2617359752248876
#> Attrib V11 -0.897623910465458
#> Attrib V12 -0.8648107282253589
#> Attrib V13 -0.24654279347250704
#> Attrib V14 0.9751558121603967
#> Attrib V15 0.2054208146828117
#> Attrib V16 0.3087451929755209
#> Attrib V17 0.5949161319838002
#> Attrib V18 0.7343902916855215
#> Attrib V19 0.28142775129778225
#> Attrib V2 0.23519121954230462
#> Attrib V20 -1.379698985728588
#> Attrib V21 -0.6330699914235127
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#> Attrib V25 0.897896337412098
#> Attrib V26 -0.026891994537269596
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#> Attrib V29 0.6459053290802526
#> Attrib V3 0.250202332157345
#> Attrib V30 0.08871273615015336
#> Attrib V31 1.5134337373935434
#> Attrib V32 0.9532471896606732
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#> Attrib V50 1.4227998452083002
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#> Attrib V6 0.08577739366323993
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#> Attrib V7 0.1421236306791484
#> Attrib V8 0.8386602188669138
#> Attrib V9 -0.536243488891465
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.014182799708674724
#> Attrib V1 0.403719425874398
#> Attrib V10 -0.07811287786321948
#> Attrib V11 0.18866570773099975
#> Attrib V12 -0.0010337747955641461
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#> Attrib V7 0.27035432187573705
#> Attrib V8 0.2276489232314739
#> Attrib V9 0.34656829906644054
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.18761270877060354
#> Attrib V1 0.7694920625829326
#> Attrib V10 0.3677221865959804
#> Attrib V11 0.9180056474232473
#> Attrib V12 1.3352906489267584
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#> Attrib V26 0.8761222810108974
#> Attrib V27 1.606523111672097
#> Attrib V28 2.0271021855713713
#> Attrib V29 1.093863814754967
#> Attrib V3 0.18001692303170916
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#> Attrib V48 0.6672103154674514
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#> Attrib V5 0.25203201936806624
#> Attrib V50 -0.4966826262710066
#> Attrib V51 1.4147102677652392
#> Attrib V52 1.236704353964218
#> Attrib V53 0.5955110776210982
#> Attrib V54 -0.10721708499271689
#> Attrib V55 0.15603792249468976
#> Attrib V56 -0.12019650878709041
#> Attrib V57 -0.39525792319015574
#> Attrib V58 -0.17509993968283621
#> Attrib V59 -0.5360035851349408
#> Attrib V6 0.5490589658192556
#> Attrib V60 -0.18456597457838414
#> Attrib V7 -0.7038725944038174
#> Attrib V8 -0.8074471396494574
#> Attrib V9 0.7401657274031375
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold -0.07044955554907625
#> Attrib V1 0.15921201983331232
#> Attrib V10 0.10256019949550199
#> Attrib V11 0.17960293245002412
#> Attrib V12 0.055483175530663904
#> Attrib V13 0.03460394105348079
#> Attrib V14 -0.07187345005690741
#> Attrib V15 -8.968088109117689E-4
#> Attrib V16 0.06152191617999224
#> Attrib V17 0.08097291682746452
#> Attrib V18 0.0651782907808507
#> Attrib V19 -0.05060125672264924
#> Attrib V2 0.044739270776468824
#> Attrib V20 0.0673553258588803
#> Attrib V21 0.04679401970724779
#> Attrib V22 -0.03244704881673664
#> Attrib V23 0.026134884429302164
#> Attrib V24 -0.023224604005664732
#> Attrib V25 -0.1198615169578187
#> Attrib V26 -0.07304090426468596
#> Attrib V27 -0.1487994642659933
#> Attrib V28 -0.06629333194568353
#> Attrib V29 -0.12570802800790867
#> Attrib V3 0.04853458626354568
#> Attrib V30 0.0445293138270462
#> Attrib V31 -0.19076553760382647
#> Attrib V32 -0.005148439618595735
#> Attrib V33 0.19015226893577644
#> Attrib V34 0.059832683792758926
#> Attrib V35 0.06856448163467585
#> Attrib V36 0.027917905552087556
#> Attrib V37 -0.055798699527728896
#> Attrib V38 0.06636296129639528
#> Attrib V39 0.07948409413618875
#> Attrib V4 0.24826730300686287
#> Attrib V40 -0.036314345181919463
#> Attrib V41 -0.011246895034499214
#> Attrib V42 -0.001315724410758082
#> Attrib V43 0.030519129543989505
#> Attrib V44 0.08402844386128021
#> Attrib V45 0.10159171745829226
#> Attrib V46 0.10631551007227348
#> Attrib V47 0.003986767639058237
#> Attrib V48 0.07198314917560439
#> Attrib V49 0.12195520276808272
#> Attrib V5 0.12936758734566323
#> Attrib V50 -0.11169851001358892
#> Attrib V51 0.14309598273293794
#> Attrib V52 0.10849824058123855
#> Attrib V53 0.10467451869921189
#> Attrib V54 0.16183795443863253
#> Attrib V55 0.012169180309506318
#> Attrib V56 0.05109313061917911
#> Attrib V57 -0.031123802607622146
#> Attrib V58 0.17182476993750861
#> Attrib V59 0.0730076288572087
#> Attrib V6 -0.04739155773984851
#> Attrib V60 0.036704349586973224
#> Attrib V7 0.0768002693602878
#> Attrib V8 0.05327363161307515
#> Attrib V9 0.19319318949312278
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.1732507253331361
#> Attrib V1 0.690698309020413
#> Attrib V10 0.4514215453175245
#> Attrib V11 0.8756195810767258
#> Attrib V12 1.4034535807986468
#> Attrib V13 0.640674616068859
#> Attrib V14 -0.7716966884950083
#> Attrib V15 -0.39593312317020063
#> Attrib V16 -0.4101868913222235
#> Attrib V17 -0.513059523959671
#> Attrib V18 -0.5751508522422661
#> Attrib V19 -1.0817834428409239
#> Attrib V2 1.0005998418140094
#> Attrib V20 -0.3686929159453856
#> Attrib V21 -0.17984072392330291
#> Attrib V22 0.25546006961244627
#> Attrib V23 1.045458807368831
#> Attrib V24 0.36965531673890095
#> Attrib V25 -0.40805850494725093
#> Attrib V26 0.8164987753053582
#> Attrib V27 1.5461776039517146
#> Attrib V28 1.8228849232390658
#> Attrib V29 0.8449981962345612
#> Attrib V3 0.13043489382510992
#> Attrib V30 0.7501438402031043
#> Attrib V31 0.11632854599094783
#> Attrib V32 0.0296350460286275
#> Attrib V33 -0.16407641718753507
#> Attrib V34 -0.13396426015604723
#> Attrib V35 -0.12046976208357378
#> Attrib V36 -0.801806455801229
#> Attrib V37 0.17898930537889404
#> Attrib V38 -0.16332597609042732
#> Attrib V39 0.13584314945808793
#> Attrib V4 0.058319194680959904
#> Attrib V40 0.32223510610415607
#> Attrib V41 0.951567370820885
#> Attrib V42 -0.2586678981166041
#> Attrib V43 0.020752813208882545
#> Attrib V44 0.10186772975237035
#> Attrib V45 0.5073970874102339
#> Attrib V46 0.8806546847005177
#> Attrib V47 0.502439143584483
#> Attrib V48 0.6119043333260266
#> Attrib V49 0.9550816545653699
#> Attrib V5 0.2328780645519199
#> Attrib V50 -0.4855650098833298
#> Attrib V51 1.3731024842983897
#> Attrib V52 1.1819052016601213
#> Attrib V53 0.6881485605867786
#> Attrib V54 -0.10821145812453262
#> Attrib V55 0.14227892657303118
#> Attrib V56 -0.11319017316446654
#> Attrib V57 -0.486427315129654
#> Attrib V58 -0.14171059286758975
#> Attrib V59 -0.5225166716838574
#> Attrib V6 0.5696497591462483
#> Attrib V60 -0.20948126177264548
#> Attrib V7 -0.6499238749191008
#> Attrib V8 -0.7458257838657729
#> Attrib V9 0.6973801571347146
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.16406808817083945
#> Attrib V1 -0.10000068020507492
#> Attrib V10 -0.043492507450130356
#> Attrib V11 -0.20876160113332334
#> Attrib V12 -0.15063600878844355
#> Attrib V13 0.019160105044343814
#> Attrib V14 0.27396420984138997
#> Attrib V15 0.09084859890291079
#> Attrib V16 0.06564424732076957
#> Attrib V17 -0.09159595148998577
#> Attrib V18 -0.04180122678710937
#> Attrib V19 0.1694899243339967
#> Attrib V2 0.08379368043233792
#> Attrib V20 -0.06158214360028025
#> Attrib V21 -0.05007758900698921
#> Attrib V22 -0.09818172511296985
#> Attrib V23 -0.12512302719043328
#> Attrib V24 -0.030255823741173776
#> Attrib V25 0.09954880534491072
#> Attrib V26 -0.03734023598282307
#> Attrib V27 -0.030803306932082775
#> Attrib V28 -0.14764383818978496
#> Attrib V29 -0.002763376227460339
#> Attrib V3 0.08845673053456231
#> Attrib V30 -0.19029475596552908
#> Attrib V31 0.15504875418835634
#> Attrib V32 -0.038031549830928484
#> Attrib V33 -0.093782720268268
#> Attrib V34 0.019459232038986873
#> Attrib V35 0.0029663443552241644
#> Attrib V36 0.17790442747308693
#> Attrib V37 0.2042356278319823
#> Attrib V38 0.07039173595852315
#> Attrib V39 -0.16278115820486663
#> Attrib V4 -0.1066251747417483
#> Attrib V40 0.038213854210230984
#> Attrib V41 -0.014803777895881776
#> Attrib V42 -0.09689548638798562
#> Attrib V43 -0.0798023933178802
#> Attrib V44 -0.04790466893514584
#> Attrib V45 -0.12290968251159028
#> Attrib V46 -0.1683332946355068
#> Attrib V47 -0.00833907849809793
#> Attrib V48 -0.12196901284161883
#> Attrib V49 -0.21506922849849935
#> Attrib V5 -0.11767641788780953
#> Attrib V50 0.3008756998213492
#> Attrib V51 -0.15921442678732906
#> Attrib V52 -0.15619013444936897
#> Attrib V53 0.021431711671649242
#> Attrib V54 -0.07348557129171819
#> Attrib V55 0.092018117621383
#> Attrib V56 -0.06327605765033048
#> Attrib V57 0.22761887560256575
#> Attrib V58 -0.1708307036266714
#> Attrib V59 0.05469480796356225
#> Attrib V6 -0.00435854775689022
#> Attrib V60 0.04814820347237111
#> Attrib V7 -0.03409523895074266
#> Attrib V8 0.04098808697175064
#> Attrib V9 -0.2189336389034775
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.006060650346602852
#> Attrib V1 0.3842317225085874
#> Attrib V10 0.022102672051281642
#> Attrib V11 0.37073973581750885
#> Attrib V12 0.02195999570130024
#> Attrib V13 -0.22611271568554625
#> Attrib V14 -0.4842495997366899
#> Attrib V15 -0.26244622545575835
#> Attrib V16 0.09634990458786129
#> Attrib V17 0.6130976849810414
#> Attrib V18 0.6631816963566303
#> Attrib V19 -0.039498677064199184
#> Attrib V2 -0.40098256037139346
#> Attrib V20 0.633401487242897
#> Attrib V21 0.45235488782098093
#> Attrib V22 0.3639184103251595
#> Attrib V23 0.5219187299411453
#> Attrib V24 0.09477085735222703
#> Attrib V25 -0.16929129854980826
#> Attrib V26 -0.21548595680449695
#> Attrib V27 -0.5564054066807838
#> Attrib V28 -0.19363530611694807
#> Attrib V29 -0.6659633891629554
#> Attrib V3 -0.2167362815224682
#> Attrib V30 0.1791277941965195
#> Attrib V31 -0.980121815513546
#> Attrib V32 -0.25411544846821577
#> Attrib V33 0.5278755462363219
#> Attrib V34 0.07187925187362561
#> Attrib V35 0.23056570009966773
#> Attrib V36 -0.05858416761760137
#> Attrib V37 -0.6308082388006846
#> Attrib V38 -0.03956063732952477
#> Attrib V39 0.3784977847281803
#> Attrib V4 0.5560738396420845
#> Attrib V40 -0.053961456762307916
#> Attrib V41 0.03756965847954699
#> Attrib V42 0.6413146404820008
#> Attrib V43 0.3342334085080293
#> Attrib V44 0.2194578873532439
#> Attrib V45 0.24444291389316494
#> Attrib V46 0.16216381968566715
#> Attrib V47 -0.20761344772372758
#> Attrib V48 -0.020747502641192187
#> Attrib V49 0.25765175079468605
#> Attrib V5 0.543828630346973
#> Attrib V50 -0.6593091691544422
#> Attrib V51 0.26597479992558487
#> Attrib V52 0.019605738116368444
#> Attrib V53 0.0840305653928121
#> Attrib V54 0.49565278841081234
#> Attrib V55 -0.2763470504722132
#> Attrib V56 0.2569243639489759
#> Attrib V57 -0.5846897287412509
#> Attrib V58 0.6337685183730192
#> Attrib V59 -0.034644785277471515
#> Attrib V6 -0.04533307582556192
#> Attrib V60 -0.05927891146905618
#> Attrib V7 0.32658747904893826
#> Attrib V8 0.27841239365866355
#> Attrib V9 0.5476354566346869
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.04302261324173743
#> Attrib V1 0.3637276460921755
#> Attrib V10 -0.07660304927819693
#> Attrib V11 0.2652585946283431
#> Attrib V12 -0.0838742154762811
#> Attrib V13 -0.08228823671239018
#> Attrib V14 -0.16521930594883388
#> Attrib V15 -0.0339124482735886
#> Attrib V16 0.16973717264253663
#> Attrib V17 0.4414491960589694
#> Attrib V18 0.46680811027803565
#> Attrib V19 0.058114860678362586
#> Attrib V2 -0.14803751823311978
#> Attrib V20 0.45823384044697985
#> Attrib V21 0.4033937103198789
#> Attrib V22 0.31247025568045705
#> Attrib V23 0.3157230499362799
#> Attrib V24 -0.029056789354048405
#> Attrib V25 -0.27856843515904817
#> Attrib V26 -0.21080664107856206
#> Attrib V27 -0.4488759280122979
#> Attrib V28 -0.2865988927172611
#> Attrib V29 -0.44356031879984037
#> Attrib V3 -0.10312635383682336
#> Attrib V30 0.06444290553832699
#> Attrib V31 -0.7527841491284507
#> Attrib V32 -0.23577698586783366
#> Attrib V33 0.4057831881357218
#> Attrib V34 0.03225275535669646
#> Attrib V35 0.09408692939285283
#> Attrib V36 -0.07079903390453046
#> Attrib V37 -0.44151847922449816
#> Attrib V38 -0.039594903236489024
#> Attrib V39 0.24535119197861135
#> Attrib V4 0.48453895269378394
#> Attrib V40 -0.013978638985205117
#> Attrib V41 0.005704287547239315
#> Attrib V42 0.4070075509286579
#> Attrib V43 0.27911848243815607
#> Attrib V44 0.06785643021269881
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#> Attrib V46 0.11546991566230928
#> Attrib V47 -0.23718129097494509
#> Attrib V48 -0.06579953078909921
#> Attrib V49 0.1309422161775314
#> Attrib V5 0.39970512461193636
#> Attrib V50 -0.4871230154178816
#> Attrib V51 0.16441102630881924
#> Attrib V52 0.08660479773749784
#> Attrib V53 0.14640568004318638
#> Attrib V54 0.37846336013076676
#> Attrib V55 -0.12737186376783008
#> Attrib V56 0.27686245171697776
#> Attrib V57 -0.355125688065999
#> Attrib V58 0.5436049081818558
#> Attrib V59 0.1816377572623372
#> Attrib V6 -0.08969355812773948
#> Attrib V60 0.07675903124371844
#> Attrib V7 0.26398393865950953
#> Attrib V8 0.2361112020237664
#> Attrib V9 0.3465827837373222
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.06743623223824192
#> Attrib V1 0.36571428373462567
#> Attrib V10 -0.06116957220020372
#> Attrib V11 0.21475785343780174
#> Attrib V12 -0.030596628713703517
#> Attrib V13 -0.01580320522279898
#> Attrib V14 -0.19170560696126634
#> Attrib V15 -0.057047616269530296
#> Attrib V16 0.10173806823564283
#> Attrib V17 0.45895781436201344
#> Attrib V18 0.4980396205532207
#> Attrib V19 0.0043476290675461835
#> Attrib V2 -0.19245481154276675
#> Attrib V20 0.49031973987710953
#> Attrib V21 0.4234343962226951
#> Attrib V22 0.26041821493180967
#> Attrib V23 0.3387667836408582
#> Attrib V24 0.036726167334354916
#> Attrib V25 -0.17787083538954498
#> Attrib V26 -0.23561393636168398
#> Attrib V27 -0.4615042332451496
#> Attrib V28 -0.3217345609396461
#> Attrib V29 -0.46574584773837807
#> Attrib V3 -0.011583280304082467
#> Attrib V30 0.07744468392812806
#> Attrib V31 -0.7211958313975996
#> Attrib V32 -0.16991439628832453
#> Attrib V33 0.3690916537538011
#> Attrib V34 0.055546903290741634
#> Attrib V35 0.07660104537490368
#> Attrib V36 -0.08950077701799417
#> Attrib V37 -0.4060528355324246
#> Attrib V38 -0.052151396651374145
#> Attrib V39 0.32272344973148276
#> Attrib V4 0.4562855401553713
#> Attrib V40 -0.013114117013539305
#> Attrib V41 0.03030487473962441
#> Attrib V42 0.43614201819238907
#> Attrib V43 0.20378156800554106
#> Attrib V44 0.10097077009694949
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#> Attrib V47 -0.18425689079993135
#> Attrib V48 -0.09223416887106503
#> Attrib V49 0.19733709189969822
#> Attrib V5 0.3986221696712499
#> Attrib V50 -0.474778718678109
#> Attrib V51 0.12417804701443963
#> Attrib V52 0.01678498373828985
#> Attrib V53 0.12864570231246145
#> Attrib V54 0.3496471400316785
#> Attrib V55 -0.12189090131768747
#> Attrib V56 0.24246485875465348
#> Attrib V57 -0.3765864326298876
#> Attrib V58 0.4812383142080081
#> Attrib V59 0.16320600774331157
#> Attrib V6 -0.020406179502480942
#> Attrib V60 0.09443581590290583
#> Attrib V7 0.29781229888708427
#> Attrib V8 0.16246644225015747
#> Attrib V9 0.3279302119989264
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.004314294351856389
#> Attrib V1 0.457171183345354
#> Attrib V10 -0.019401467981750325
#> Attrib V11 0.3247773773747472
#> Attrib V12 0.024003715388741364
#> Attrib V13 -0.10780684179714349
#> Attrib V14 -0.28099294364561805
#> Attrib V15 -0.04001212419045857
#> Attrib V16 0.09941901392205192
#> Attrib V17 0.4747040728833874
#> Attrib V18 0.5015170722101941
#> Attrib V19 -0.030316642884960745
#> Attrib V2 -0.1993470019670939
#> Attrib V20 0.47749887773839933
#> Attrib V21 0.4115506995551705
#> Attrib V22 0.2813358286807255
#> Attrib V23 0.3467558844289986
#> Attrib V24 0.005313026070611336
#> Attrib V25 -0.20810325247579944
#> Attrib V26 -0.14530041493945425
#> Attrib V27 -0.5362738053263624
#> Attrib V28 -0.41113035818314486
#> Attrib V29 -0.6726466719305388
#> Attrib V3 -0.14515875864135702
#> Attrib V30 0.07954375291963388
#> Attrib V31 -0.6999116397817992
#> Attrib V32 -0.18049951924042137
#> Attrib V33 0.4558528582025235
#> Attrib V34 0.024078181076872842
#> Attrib V35 0.14840631497933632
#> Attrib V36 -0.10897687800096302
#> Attrib V37 -0.45620525215402485
#> Attrib V38 -0.08368875097580691
#> Attrib V39 0.30853932521374267
#> Attrib V4 0.4500587340390532
#> Attrib V40 -0.053411353646998026
#> Attrib V41 -0.05258663862631306
#> Attrib V42 0.38656441467443375
#> Attrib V43 0.243217059170554
#> Attrib V44 0.16524002243772248
#> Attrib V45 0.07185604959217286
#> Attrib V46 0.08156935166056226
#> Attrib V47 -0.2660993051247497
#> Attrib V48 -0.042137401903962826
#> Attrib V49 0.23026391411851668
#> Attrib V5 0.356468980202081
#> Attrib V50 -0.5034412012891215
#> Attrib V51 0.13081058243779647
#> Attrib V52 0.04056537999829964
#> Attrib V53 0.07926544654446933
#> Attrib V54 0.4749560183682338
#> Attrib V55 -0.08086359469035447
#> Attrib V56 0.30863205860448006
#> Attrib V57 -0.43794782171089447
#> Attrib V58 0.5804093166204201
#> Attrib V59 0.13803301467718643
#> Attrib V6 -0.07866079117321098
#> Attrib V60 0.14567467157710798
#> Attrib V7 0.2758358950534901
#> Attrib V8 0.16324051047457605
#> Attrib V9 0.37790843432173565
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.46687881178021134
#> Attrib V1 -0.7140946935470954
#> Attrib V10 -0.35315716865361224
#> Attrib V11 -0.9264813008600511
#> Attrib V12 -0.6748192691944065
#> Attrib V13 -0.17986681526583842
#> Attrib V14 0.8123085244153014
#> Attrib V15 0.3218327808021368
#> Attrib V16 0.8536467762103424
#> Attrib V17 1.0394168011620502
#> Attrib V18 0.7610195571414242
#> Attrib V19 0.34497256196457976
#> Attrib V2 0.2644120966110641
#> Attrib V20 -1.4120476285149708
#> Attrib V21 -0.6889683138606346
#> Attrib V22 -0.18560259978411395
#> Attrib V23 -0.9652388367299527
#> Attrib V24 -0.3947838923007001
#> Attrib V25 0.8274848892736301
#> Attrib V26 0.33055966991168373
#> Attrib V27 0.333262327334012
#> Attrib V28 -0.05661014366039917
#> Attrib V29 0.44337526893816803
#> Attrib V3 0.28138320659119387
#> Attrib V30 0.3266106521389373
#> Attrib V31 1.8848231064311445
#> Attrib V32 1.4133649669151087
#> Attrib V33 0.2864824092138777
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#> Attrib V35 -0.4284274548185828
#> Attrib V36 1.0641868452444672
#> Attrib V37 1.222182951624407
#> Attrib V38 0.09599163846912193
#> Attrib V39 -0.7568827355572634
#> Attrib V4 -0.3173223414799137
#> Attrib V40 0.2114107606168327
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#> Attrib V43 -0.19657108475562546
#> Attrib V44 0.3353270994031593
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#> Attrib V48 0.03338654948602871
#> Attrib V49 -0.40691112460403656
#> Attrib V5 -0.5989236401203903
#> Attrib V50 1.3397811565144475
#> Attrib V51 -0.5610521288408487
#> Attrib V52 -0.6631355924734634
#> Attrib V53 -0.5231818419523465
#> Attrib V54 0.3192655219384905
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#> Attrib V6 0.3468780064632857
#> Attrib V60 0.6529508225915546
#> Attrib V7 0.39958959762654866
#> Attrib V8 0.6588334423283696
#> Attrib V9 -0.5707793997738255
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.27087467406911153
#> Attrib V1 -0.18515296886699106
#> Attrib V10 -0.02177550321657002
#> Attrib V11 -0.3042096658504638
#> Attrib V12 -0.2913695875117043
#> Attrib V13 0.004820456925481337
#> Attrib V14 0.3833604239528458
#> Attrib V15 0.20729427665134922
#> Attrib V16 0.11931200812815468
#> Attrib V17 -0.08659806590267259
#> Attrib V18 -0.15831095401985787
#> Attrib V19 0.22478993725899477
#> Attrib V2 0.10093831030246204
#> Attrib V20 -0.11456831015549851
#> Attrib V21 -0.12643959308338446
#> Attrib V22 -0.20002316516998617
#> Attrib V23 -0.33860205489629924
#> Attrib V24 0.032659915804652724
#> Attrib V25 0.27706237004146284
#> Attrib V26 -0.007914752461988821
#> Attrib V27 0.026176491381616436
#> Attrib V28 -0.17649425183827136
#> Attrib V29 0.03201012457180987
#> Attrib V3 0.21987653920125946
#> Attrib V30 -0.453376824489349
#> Attrib V31 0.1520041859447897
#> Attrib V32 0.01386737038501798
#> Attrib V33 -0.2445767432244874
#> Attrib V34 0.008729135076948048
#> Attrib V35 -0.08080084609586281
#> Attrib V36 0.2074085724881332
#> Attrib V37 0.3140691729904145
#> Attrib V38 0.08605609691369134
#> Attrib V39 -0.21294931782222376
#> Attrib V4 -0.11458003832221964
#> Attrib V40 -0.07685162201647448
#> Attrib V41 -0.19537503149237137
#> Attrib V42 -0.17592500624203847
#> Attrib V43 -0.16340513397345424
#> Attrib V44 -0.12942970913778593
#> Attrib V45 -0.15024350409796328
#> Attrib V46 -0.16206711425434883
#> Attrib V47 0.02459410445809154
#> Attrib V48 -0.14830461467553485
#> Attrib V49 -0.3175006813883797
#> Attrib V5 -0.16852191080448167
#> Attrib V50 0.44721633001540567
#> Attrib V51 -0.18719048610836597
#> Attrib V52 -0.16816621440986715
#> Attrib V53 -0.028291415611831152
#> Attrib V54 -0.12529784012955203
#> Attrib V55 0.20176205940999056
#> Attrib V56 -0.07362640403153708
#> Attrib V57 0.42229968607125934
#> Attrib V58 -0.17678138912171648
#> Attrib V59 0.09482481191980728
#> Attrib V6 -0.06504779323320217
#> Attrib V60 0.07292885176908775
#> Attrib V7 -0.09561724720203817
#> Attrib V8 0.01834950344272326
#> Attrib V9 -0.24626278137791266
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.044651045987297314
#> Attrib V1 0.28089091361338325
#> Attrib V10 0.060761327961627865
#> Attrib V11 0.2015381941731585
#> Attrib V12 0.007378899688046354
#> Attrib V13 -0.03709537944945154
#> Attrib V14 -0.09027325218409782
#> Attrib V15 0.08715553721244225
#> Attrib V16 0.0942042466001767
#> Attrib V17 0.26329930362805104
#> Attrib V18 0.274626056753808
#> Attrib V19 -0.004797412404757974
#> Attrib V2 0.011591277523035456
#> Attrib V20 0.23911208161853176
#> Attrib V21 0.1937465981653328
#> Attrib V22 0.15644985031859837
#> Attrib V23 0.09294513048979054
#> Attrib V24 -0.04415646467250972
#> Attrib V25 -0.24268126104775034
#> Attrib V26 -0.1973393041781377
#> Attrib V27 -0.3241474570522749
#> Attrib V28 -0.24930289911306452
#> Attrib V29 -0.35986197670119807
#> Attrib V3 -0.00949617752074692
#> Attrib V30 0.03217007436074351
#> Attrib V31 -0.36605958007194156
#> Attrib V32 -0.11226501141502986
#> Attrib V33 0.31767462589828604
#> Attrib V34 0.04185044560845998
#> Attrib V35 0.12385259404351708
#> Attrib V36 -0.059016268294030276
#> Attrib V37 -0.2266643170923851
#> Attrib V38 0.03821384836215931
#> Attrib V39 0.173059912645341
#> Attrib V4 0.3017477427044631
#> Attrib V40 -0.09243768739056529
#> Attrib V41 -0.02207786931581219
#> Attrib V42 0.14432438977906314
#> Attrib V43 0.14714023267499207
#> Attrib V44 0.09157159370128067
#> Attrib V45 0.11534179157051658
#> Attrib V46 0.01551459709029605
#> Attrib V47 -0.1794611789790431
#> Attrib V48 0.005753425806971272
#> Attrib V49 0.07850630086008203
#> Attrib V5 0.22312277281163026
#> Attrib V50 -0.239010157545248
#> Attrib V51 0.15134711161610914
#> Attrib V52 0.04764542427836019
#> Attrib V53 0.022158615857066067
#> Attrib V54 0.21822102134930849
#> Attrib V55 0.04611116652649741
#> Attrib V56 0.19597608348508724
#> Attrib V57 -0.1678434224777755
#> Attrib V58 0.2844702730646028
#> Attrib V59 0.058392461551269224
#> Attrib V6 -0.026571554747700756
#> Attrib V60 0.05189935151782552
#> Attrib V7 0.08446485378221134
#> Attrib V8 0.13311389254131414
#> Attrib V9 0.24415985764325007
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.21048290655935342
#> Attrib V1 0.01915423680273456
#> Attrib V10 0.0452683030694557
#> Attrib V11 -0.019295298338153345
#> Attrib V12 -0.044496432303703135
#> Attrib V13 0.008402076834351718
#> Attrib V14 0.08755677626331336
#> Attrib V15 0.030697081707848996
#> Attrib V16 0.032944114552146214
#> Attrib V17 -0.0262859362070996
#> Attrib V18 0.03017512675244674
#> Attrib V19 -0.05629696975007255
#> Attrib V2 0.11497361949536311
#> Attrib V20 -0.07365206475518316
#> Attrib V21 -0.07031386404467732
#> Attrib V22 -0.10675762942926126
#> Attrib V23 -0.0796848455503877
#> Attrib V24 -0.05782002556885123
#> Attrib V25 0.007740775367989232
#> Attrib V26 -0.04729183525856733
#> Attrib V27 -0.05507815193029921
#> Attrib V28 -0.07381734244741486
#> Attrib V29 -0.04383946408385024
#> Attrib V3 0.169126043424198
#> Attrib V30 -0.09027761308570975
#> Attrib V31 3.8728272282036955E-4
#> Attrib V32 0.022760718843555194
#> Attrib V33 0.026278022307321812
#> Attrib V34 0.06600077282639706
#> Attrib V35 0.03073090999246099
#> Attrib V36 0.16255555552598586
#> Attrib V37 0.10349536027461927
#> Attrib V38 0.04805830898837901
#> Attrib V39 0.05481296806497857
#> Attrib V4 0.048820195197654674
#> Attrib V40 0.04450659530201774
#> Attrib V41 0.034536911740080764
#> Attrib V42 0.044095421437229984
#> Attrib V43 0.02603981480509626
#> Attrib V44 0.0650884438535509
#> Attrib V45 -0.04339936105041873
#> Attrib V46 0.002888504442911022
#> Attrib V47 0.0841147994592878
#> Attrib V48 0.023081833003600755
#> Attrib V49 0.029955848420454366
#> Attrib V5 0.05683181480340993
#> Attrib V50 0.05846421277936948
#> Attrib V51 0.08859050682658809
#> Attrib V52 0.022983719762520657
#> Attrib V53 0.0586504607746345
#> Attrib V54 -0.021995702225064345
#> Attrib V55 0.11198727382853492
#> Attrib V56 0.09504059152325528
#> Attrib V57 0.09151561514811697
#> Attrib V58 0.04451093005382422
#> Attrib V59 0.10668179018863816
#> Attrib V6 -0.01849694589317944
#> Attrib V60 0.10624859248541314
#> Attrib V7 0.0555494546636267
#> Attrib V8 0.09622367844147303
#> Attrib V9 0.030505209163738632
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.1462866497579274
#> Attrib V1 0.5726161160577887
#> Attrib V10 0.48635881084973887
#> Attrib V11 0.787706022251416
#> Attrib V12 1.0423347345868468
#> Attrib V13 0.3229906333084771
#> Attrib V14 -0.6382725076939239
#> Attrib V15 -0.3496638129729984
#> Attrib V16 -0.5278568333993913
#> Attrib V17 -0.6672855070504576
#> Attrib V18 -0.7056846940512035
#> Attrib V19 -0.9991506290466794
#> Attrib V2 0.6582371756832175
#> Attrib V20 -0.38490677818564073
#> Attrib V21 -0.3085151553953252
#> Attrib V22 -0.0238756731695291
#> Attrib V23 0.5099314247959057
#> Attrib V24 0.059825650998757224
#> Attrib V25 -0.39667029359731554
#> Attrib V26 0.44594863789353006
#> Attrib V27 0.9252053409484768
#> Attrib V28 1.1925728620090321
#> Attrib V29 0.4939194414947953
#> Attrib V3 0.05107185926094162
#> Attrib V30 0.6584771481099845
#> Attrib V31 0.10106797377171983
#> Attrib V32 0.1346170863127043
#> Attrib V33 0.17540606540144013
#> Attrib V34 0.10629042234205027
#> Attrib V35 0.07412983780488842
#> Attrib V36 -0.62190423639519
#> Attrib V37 -0.019328906909728886
#> Attrib V38 -0.24262044563134438
#> Attrib V39 -0.019636750215078574
#> Attrib V4 0.16590845740889004
#> Attrib V40 0.13309566018960958
#> Attrib V41 0.5554606983684544
#> Attrib V42 -0.19690156955817395
#> Attrib V43 -0.1441603535587247
#> Attrib V44 -0.07303940489455178
#> Attrib V45 0.39860703151121174
#> Attrib V46 0.6238839480392526
#> Attrib V47 0.28642612138407136
#> Attrib V48 0.47207893836376275
#> Attrib V49 0.7424461950509004
#> Attrib V5 0.22370695194692847
#> Attrib V50 -0.39010034649022063
#> Attrib V51 1.0262495887194023
#> Attrib V52 1.0212847053263774
#> Attrib V53 0.43219231823399384
#> Attrib V54 0.02076577314372444
#> Attrib V55 0.045621790157953
#> Attrib V56 -0.2823712312495791
#> Attrib V57 -0.4535375857841392
#> Attrib V58 0.0690890351238259
#> Attrib V59 -0.5304255106012045
#> Attrib V6 0.460133023413482
#> Attrib V60 -0.17928405842924083
#> Attrib V7 -0.2892308743638704
#> Attrib V8 -0.41015401113330924
#> Attrib V9 0.7381605330495338
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.2996458581746129
#> Attrib V1 0.377826363208526
#> Attrib V10 0.20620820672716328
#> Attrib V11 0.4512535559329396
#> Attrib V12 0.2776826283573362
#> Attrib V13 -0.21603922794556066
#> Attrib V14 -0.8474751792003912
#> Attrib V15 -0.5835933510212822
#> Attrib V16 -0.34363260933996076
#> Attrib V17 -0.10583279139849566
#> Attrib V18 0.03948196315219209
#> Attrib V19 -0.5808350908092041
#> Attrib V2 -0.1146235034304542
#> Attrib V20 -0.03328055693261304
#> Attrib V21 0.05233089417784058
#> Attrib V22 0.3194405217835451
#> Attrib V23 0.8429128115540658
#> Attrib V24 0.3399541951760465
#> Attrib V25 -0.07964996424933243
#> Attrib V26 0.17689503760671121
#> Attrib V27 0.0918961946742578
#> Attrib V28 0.4395550631197481
#> Attrib V29 0.14434971432126584
#> Attrib V3 -0.37499840881653673
#> Attrib V30 0.7944247305069486
#> Attrib V31 -0.3175215358825604
#> Attrib V32 -0.12961015915425808
#> Attrib V33 0.3511402538225851
#> Attrib V34 0.03714507772659108
#> Attrib V35 0.17145809461403433
#> Attrib V36 -0.18248849463893022
#> Attrib V37 -0.30832221452582464
#> Attrib V38 -0.2632069624503707
#> Attrib V39 0.1394634050434344
#> Attrib V4 0.18702136324551846
#> Attrib V40 0.09248920331303798
#> Attrib V41 0.5911101203882272
#> Attrib V42 0.3868271214195233
#> Attrib V43 0.2171767858801769
#> Attrib V44 0.2156621381378674
#> Attrib V45 0.3415823321145185
#> Attrib V46 0.37993786019567866
#> Attrib V47 0.0651968892526106
#> Attrib V48 0.26503826979322387
#> Attrib V49 0.4556844286032005
#> Attrib V5 0.3159297442896597
#> Attrib V50 -0.6529106157696686
#> Attrib V51 0.6200330011230288
#> Attrib V52 0.4442606249978644
#> Attrib V53 0.18525640114429232
#> Attrib V54 0.12448072449091459
#> Attrib V55 -0.41463283184429567
#> Attrib V56 -0.2884764385838422
#> Attrib V57 -0.634748656647556
#> Attrib V58 0.2487523679223395
#> Attrib V59 -0.33519489504710237
#> Attrib V6 0.22002473654956542
#> Attrib V60 -0.27408211565938384
#> Attrib V7 0.20626182699382276
#> Attrib V8 0.026237253175567122
#> Attrib V9 0.6847331644158227
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.42279620187924655
#> Attrib V1 -0.7241085469175143
#> Attrib V10 -0.3354775999139483
#> Attrib V11 -0.865502494682972
#> Attrib V12 -0.6819567416743036
#> Attrib V13 -0.1493891536212124
#> Attrib V14 0.7924551520642698
#> Attrib V15 0.23081042815977204
#> Attrib V16 0.6378194259633553
#> Attrib V17 0.7940010603285725
#> Attrib V18 0.6704978978690054
#> Attrib V19 0.28125818593511415
#> Attrib V2 0.25663617134409694
#> Attrib V20 -1.3219260404231197
#> Attrib V21 -0.6139549352240656
#> Attrib V22 -0.22398386350359697
#> Attrib V23 -0.8836241022655492
#> Attrib V24 -0.3702344399913312
#> Attrib V25 0.7719339242763248
#> Attrib V26 0.1900337587704949
#> Attrib V27 0.17500376601883405
#> Attrib V28 -0.22656224274185718
#> Attrib V29 0.4934594897830747
#> Attrib V3 0.2030704236553568
#> Attrib V30 0.25454202936869924
#> Attrib V31 1.7264998517293653
#> Attrib V32 1.2306946860637078
#> Attrib V33 0.20458729893517466
#> Attrib V34 -0.1436052512091989
#> Attrib V35 -0.4414173869534551
#> Attrib V36 0.959598724765333
#> Attrib V37 1.1679293440435219
#> Attrib V38 0.04250831529526709
#> Attrib V39 -0.8070496209249675
#> Attrib V4 -0.26825977851520266
#> Attrib V40 0.1540586242810127
#> Attrib V41 -0.0870418258622398
#> Attrib V42 -0.5593434050470739
#> Attrib V43 -0.20765503000071694
#> Attrib V44 0.28677150464012563
#> Attrib V45 -0.33237857055603726
#> Attrib V46 -0.7420184421820644
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#> Attrib V48 0.036135677576621866
#> Attrib V49 -0.44672848125301245
#> Attrib V5 -0.596919986169391
#> Attrib V50 1.2679840298276732
#> Attrib V51 -0.49925312871502364
#> Attrib V52 -0.4592646699350816
#> Attrib V53 -0.45789007417356525
#> Attrib V54 0.2857089030054851
#> Attrib V55 0.002478481002453771
#> Attrib V56 -0.19785354791636395
#> Attrib V57 0.9383939582354512
#> Attrib V58 -0.7063617773372659
#> Attrib V59 0.2994782354830424
#> Attrib V6 0.23594793455834706
#> Attrib V60 0.5642156023750913
#> Attrib V7 0.33192674822839324
#> Attrib V8 0.5646588639937031
#> Attrib V9 -0.5154840623471247
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold -0.05856040012182449
#> Attrib V1 0.36962809644185807
#> Attrib V10 -0.006322362435276355
#> Attrib V11 0.18802196860557524
#> Attrib V12 0.006626191232048933
#> Attrib V13 -0.021946338615676603
#> Attrib V14 -0.04025640345256617
#> Attrib V15 0.03351190438162775
#> Attrib V16 0.19733517345576895
#> Attrib V17 0.3555904163552076
#> Attrib V18 0.3508906527971945
#> Attrib V19 3.351284352249363E-4
#> Attrib V2 -0.04652667103137287
#> Attrib V20 0.3648465807813461
#> Attrib V21 0.29234739258694087
#> Attrib V22 0.12694749729578758
#> Attrib V23 0.09151174595306343
#> Attrib V24 -0.010802861517878275
#> Attrib V25 -0.23230033678467343
#> Attrib V26 -0.210525044156967
#> Attrib V27 -0.4437710601860672
#> Attrib V28 -0.39579911818729885
#> Attrib V29 -0.41375677723429255
#> Attrib V3 -0.025417969524243463
#> Attrib V30 -0.041155847133501136
#> Attrib V31 -0.4630664641482254
#> Attrib V32 -0.1283999467122485
#> Attrib V33 0.26691728653655505
#> Attrib V34 0.05098977603731182
#> Attrib V35 0.10133963545193614
#> Attrib V36 -0.030689422041506324
#> Attrib V37 -0.2563271987664648
#> Attrib V38 -0.03456838955066691
#> Attrib V39 0.16933161488133933
#> Attrib V4 0.3538448613655473
#> Attrib V40 -0.03711424173862512
#> Attrib V41 -0.10970871781879533
#> Attrib V42 0.19352017979709446
#> Attrib V43 0.19663319722518774
#> Attrib V44 0.05999250220759799
#> Attrib V45 0.010163836801836214
#> Attrib V46 0.04659761754323178
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#> Attrib V48 -0.04000830549600259
#> Attrib V49 0.11915984083554393
#> Attrib V5 0.2949314196450254
#> Attrib V50 -0.3002985288934439
#> Attrib V51 0.11256874387804286
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#> Attrib V6 -0.024735114661492
#> Attrib V60 0.1482976532210294
#> Attrib V7 0.18040217009522833
#> Attrib V8 0.07328597146698895
#> Attrib V9 0.24977815484511784
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold -0.004900240378614883
#> Attrib V1 0.5240105289648377
#> Attrib V10 -0.12128897396670034
#> Attrib V11 0.24284157628786163
#> Attrib V12 -0.080432069777209
#> Attrib V13 -0.1315528395166137
#> Attrib V14 -0.20166690198968967
#> Attrib V15 7.275746456681209E-4
#> Attrib V16 0.20237221932481655
#> Attrib V17 0.6149783689513504
#> Attrib V18 0.5832176426607947
#> Attrib V19 0.07532134571723284
#> Attrib V2 -0.2501567956382532
#> Attrib V20 0.6263030366387426
#> Attrib V21 0.5185516017370703
#> Attrib V22 0.33435142348004787
#> Attrib V23 0.3335853208929348
#> Attrib V24 -0.022710849603399447
#> Attrib V25 -0.2940212948895756
#> Attrib V26 -0.24313855883281033
#> Attrib V27 -0.6610558589185511
#> Attrib V28 -0.44279727976165045
#> Attrib V29 -0.6973983477196196
#> Attrib V3 -0.02391285827745799
#> Attrib V30 0.016660585093744053
#> Attrib V31 -0.8706152537310132
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#> Attrib V33 0.45346129956053594
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#> Attrib V36 -0.04751783869165101
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#> Attrib V39 0.37499913933014645
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#> Attrib V40 -0.053549084041280115
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#> Attrib V42 0.5033048635513002
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#> Attrib V51 0.07940918838943409
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#> Attrib V58 0.6224478447986845
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#> Attrib V60 0.11581369313200754
#> Attrib V7 0.34845989477449335
#> Attrib V8 0.2205513353444856
#> Attrib V9 0.3626389904298302
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.29901467087225747
#> Attrib V1 -0.18390400748034685
#> Attrib V10 -0.011768824243808472
#> Attrib V11 -0.2936549445669215
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#> Attrib V13 0.007160193623936266
#> Attrib V14 0.5446286550198168
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#> Attrib V19 0.27584166210299993
#> Attrib V2 0.1843089138250808
#> Attrib V20 -0.04124933616579544
#> Attrib V21 -0.10240261804580977
#> Attrib V22 -0.2665568723178072
#> Attrib V23 -0.3790742559132789
#> Attrib V24 -0.07388582200491346
#> Attrib V25 0.27005934114874297
#> Attrib V26 0.04378655405433061
#> Attrib V27 0.07835890225673624
#> Attrib V28 -0.16028383393685838
#> Attrib V29 0.053422093227286735
#> Attrib V3 0.2487073699284419
#> Attrib V30 -0.5422561696182578
#> Attrib V31 0.20270155328606995
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#> Attrib V35 -0.10329250726895949
#> Attrib V36 0.23449555362970373
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#> Attrib V39 -0.30009716809086545
#> Attrib V4 -0.09864371974912059
#> Attrib V40 -0.06688992013173517
#> Attrib V41 -0.2840487446661204
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#> Attrib V44 -0.17262012047226838
#> Attrib V45 -0.2365578307676653
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#> Attrib V47 0.09767964153802731
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#> Attrib V5 -0.24409499749720223
#> Attrib V50 0.5885193407481639
#> Attrib V51 -0.21568469411392913
#> Attrib V52 -0.1319050189431814
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#> Attrib V55 0.2848049459326982
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#> Attrib V57 0.5530688394190312
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#> Attrib V59 0.1614965115722426
#> Attrib V6 -0.06215399623087986
#> Attrib V60 0.0484524312876141
#> Attrib V7 -0.12717147476616647
#> Attrib V8 0.05505791513753292
#> Attrib V9 -0.27071734681873677
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.20000542170480592
#> Attrib V1 0.8005831423299808
#> Attrib V10 0.24106592786531647
#> Attrib V11 0.9104924396175395
#> Attrib V12 1.6549108303729072
#> Attrib V13 0.8347803258690508
#> Attrib V14 -0.4192475842219825
#> Attrib V15 -0.37643821743008227
#> Attrib V16 -0.5602094383287591
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#> Attrib V18 -0.4429288050622065
#> Attrib V19 -1.1775144238648756
#> Attrib V2 1.1740232264203934
#> Attrib V20 -0.47539909405337955
#> Attrib V21 -0.1038738650316978
#> Attrib V22 0.42015625191762
#> Attrib V23 1.0143293215059992
#> Attrib V24 0.07478034108039426
#> Attrib V25 -0.5481301557861525
#> Attrib V26 1.2752262579626352
#> Attrib V27 2.0462165362443105
#> Attrib V28 2.1435715406992544
#> Attrib V29 1.2096529703722858
#> Attrib V3 0.3784311212675135
#> Attrib V30 1.0447717215070784
#> Attrib V31 0.07663504799023095
#> Attrib V32 -0.26652165710283604
#> Attrib V33 -0.5679030427174706
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#> Attrib V39 0.3070400624885203
#> Attrib V4 0.33119960113175506
#> Attrib V40 0.3507350890296396
#> Attrib V41 0.9806480503211895
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#> Attrib V44 0.3638628340530788
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#> Attrib V49 1.2821241732733517
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#> Attrib V50 -0.4931957951666357
#> Attrib V51 1.4395803121011657
#> Attrib V52 1.2384444845435392
#> Attrib V53 0.600386774450901
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#> Attrib V56 -0.17271627551987648
#> Attrib V57 -0.46104428805691644
#> Attrib V58 -0.20426041770385214
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#> Attrib V6 0.6247755275637475
#> Attrib V60 -0.2674526829655958
#> Attrib V7 -0.784802465066628
#> Attrib V8 -0.9102504630808739
#> Attrib V9 0.5407580606057216
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.42899356543338185
#> Attrib V1 -0.318886611028026
#> Attrib V10 0.0217454012619591
#> Attrib V11 -0.484327154890524
#> Attrib V12 -0.34437455852456295
#> Attrib V13 0.053205010809429035
#> Attrib V14 0.8227806553526013
#> Attrib V15 0.4168895615032072
#> Attrib V16 0.09656830573541211
#> Attrib V17 -0.3625662347264066
#> Attrib V18 -0.5082952110324439
#> Attrib V19 0.3756233915604149
#> Attrib V2 0.3475981878044223
#> Attrib V20 -0.23363155609045705
#> Attrib V21 -0.2801476197878305
#> Attrib V22 -0.43542738389300606
#> Attrib V23 -0.669858689112643
#> Attrib V24 -0.13510205650780086
#> Attrib V25 0.36243438601780886
#> Attrib V26 -0.03204178661130221
#> Attrib V27 0.2702674752831901
#> Attrib V28 -0.0822058547714812
#> Attrib V29 0.29939714740595813
#> Attrib V3 0.332628416889467
#> Attrib V30 -0.6804429304225038
#> Attrib V31 0.5488870576481601
#> Attrib V32 0.14947226368116773
#> Attrib V33 -0.35532944554765983
#> Attrib V34 0.026083000607151872
#> Attrib V35 -0.0671077017778948
#> Attrib V36 0.32075850851060483
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#> Attrib V38 0.08031088260296176
#> Attrib V39 -0.45224881454004107
#> Attrib V4 -0.29439592448349045
#> Attrib V40 -0.11191426450117187
#> Attrib V41 -0.4143098883442952
#> Attrib V42 -0.6385319594285547
#> Attrib V43 -0.4327640566589607
#> Attrib V44 -0.24224633888546113
#> Attrib V45 -0.2718495108475962
#> Attrib V46 -0.32558499136390373
#> Attrib V47 0.09190390335742923
#> Attrib V48 -0.09244194142968401
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#> Attrib V5 -0.4368474949559375
#> Attrib V50 0.8852531368839346
#> Attrib V51 -0.3745392699663039
#> Attrib V52 -0.23025581681397206
#> Attrib V53 -0.12413818194784311
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#> Attrib V55 0.41136927553404545
#> Attrib V56 -0.20229099494646133
#> Attrib V57 0.7672217156370914
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#> Attrib V6 -0.03572838286408034
#> Attrib V60 0.16668068397149607
#> Attrib V7 -0.20047538599185646
#> Attrib V8 0.04194437575064895
#> Attrib V9 -0.4983041328331057
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.2016176170005752
#> Attrib V1 0.4507089884456707
#> Attrib V10 0.5275928150647448
#> Attrib V11 0.7084405799916851
#> Attrib V12 0.4935560463886881
#> Attrib V13 -0.06347354879101688
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#> Attrib V2 0.0732395203371764
#> Attrib V20 -0.22101258741046229
#> Attrib V21 -0.0778526475498227
#> Attrib V22 0.05613350259138554
#> Attrib V23 0.4585347872755338
#> Attrib V24 0.06029105260026517
#> Attrib V25 -0.22687878135008424
#> Attrib V26 0.30955523520384964
#> Attrib V27 0.23100663524974552
#> Attrib V28 0.3616629952007413
#> Attrib V29 -0.05546526174260433
#> Attrib V3 -0.25057843850163086
#> Attrib V30 0.6094897471477955
#> Attrib V31 -0.192290142369213
#> Attrib V32 0.08341071501715337
#> Attrib V33 0.46382722458999065
#> Attrib V34 0.3180703683516367
#> Attrib V35 0.2748533793031878
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#> Attrib V38 -0.25551700575083935
#> Attrib V39 -0.018752418785776746
#> Attrib V4 0.15691579964103403
#> Attrib V40 -0.1287228383717994
#> Attrib V41 0.2500990958237369
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#> Attrib V43 -0.14026620891771927
#> Attrib V44 0.019513227039887126
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#> Attrib V50 -0.3832511572912282
#> Attrib V51 0.7567621672442011
#> Attrib V52 0.6254418289312534
#> Attrib V53 0.0784227894220067
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#> Attrib V55 -0.26100647325249043
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#> Attrib V58 0.1540070696519849
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#> Attrib V6 0.26594148474058
#> Attrib V60 -0.3362285703133948
#> Attrib V7 -0.023398223367936042
#> Attrib V8 0.008052325603836785
#> Attrib V9 0.9056224788378214
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.8421720739334267
#> Attrib V1 -0.3374419027016963
#> Attrib V10 -0.21571266467265232
#> Attrib V11 -1.299342199867891
#> Attrib V12 -1.4644907303425343
#> Attrib V13 -0.3461493633090915
#> Attrib V14 1.1185216245114058
#> Attrib V15 0.2424610592784755
#> Attrib V16 -0.4227751570345968
#> Attrib V17 -1.3330086249809783
#> Attrib V18 -1.1726373618709094
#> Attrib V19 0.015915424104656052
#> Attrib V2 0.3559007602830148
#> Attrib V20 -0.5451065425306203
#> Attrib V21 -0.5192872929172241
#> Attrib V22 -0.9194736662601939
#> Attrib V23 -0.9965954480609841
#> Attrib V24 -0.0508414072123324
#> Attrib V25 0.38801844886145614
#> Attrib V26 -0.12937236534456784
#> Attrib V27 -0.034910272959333806
#> Attrib V28 -0.5414643465099254
#> Attrib V29 0.20208971529645647
#> Attrib V3 0.5887067355022944
#> Attrib V30 -1.7684065942548455
#> Attrib V31 -0.07098134660346757
#> Attrib V32 0.1737055381066757
#> Attrib V33 -0.3812158439427252
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#> Attrib V36 0.9896212125485432
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#> Attrib V40 -0.1001131632316875
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#> Attrib V50 1.4017756483890444
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#> Attrib V52 -0.3664715607220027
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#> Attrib V54 -0.15140198696800664
#> Attrib V55 0.6051947129190461
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#> Attrib V60 0.012806675296249341
#> Attrib V7 -0.514463964553849
#> Attrib V8 0.30498377753704115
#> Attrib V9 -0.6573286881064766
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.1953352192207614
#> Attrib V1 0.3024348544710588
#> Attrib V10 0.22963107727807291
#> Attrib V11 0.535978183910291
#> Attrib V12 0.2866412059699101
#> Attrib V13 -0.1790812256487451
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#> Attrib V15 -0.527528119469816
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#> Attrib V18 0.033028457077801686
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#> Attrib V20 0.009551996634984673
#> Attrib V21 0.0410981650287358
#> Attrib V22 0.2431636210076368
#> Attrib V23 0.5783303044359461
#> Attrib V24 0.20842593513575633
#> Attrib V25 -0.07325957804552995
#> Attrib V26 0.10635117471317618
#> Attrib V27 0.06899002873190456
#> Attrib V28 0.380022242736448
#> Attrib V29 0.04426035165328283
#> Attrib V3 -0.2557498943744524
#> Attrib V30 0.5806046438056054
#> Attrib V31 -0.3096829132017023
#> Attrib V32 0.027988127212280736
#> Attrib V33 0.42894056467547076
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#> Attrib V39 0.12547949627261962
#> Attrib V4 0.17776166300307258
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#> Attrib V41 0.3320286858819042
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#> Attrib V43 0.11404701189692548
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#> Attrib V52 0.4403904988882157
#> Attrib V53 0.06472077816375753
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#> Attrib V55 -0.3443784671432563
#> Attrib V56 -0.22917470268154205
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#> Attrib V58 0.19824942354165628
#> Attrib V59 -0.40643240040942685
#> Attrib V6 0.1713034201605457
#> Attrib V60 -0.27539563358535935
#> Attrib V7 0.09779595400210803
#> Attrib V8 0.05162080298442333
#> Attrib V9 0.6716192361814318
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.17406521421175064
#> Attrib V1 0.030369512577241742
#> Attrib V10 0.09247917146115052
#> Attrib V11 -0.010947285459006969
#> Attrib V12 0.011448767241290658
#> Attrib V13 0.06870984890066098
#> Attrib V14 0.12196184919009884
#> Attrib V15 0.10251918708205073
#> Attrib V16 0.07450222832948668
#> Attrib V17 0.07935494470296635
#> Attrib V18 -0.0034221004400717668
#> Attrib V19 -0.012830768569731898
#> Attrib V2 0.14137994884833754
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#> Attrib V21 -0.08455887067764796
#> Attrib V22 -0.09711452697710071
#> Attrib V23 -0.09668180691070254
#> Attrib V24 -0.06792190883074327
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#> Attrib V3 0.1152055695530217
#> Attrib V30 -0.02945128733200514
#> Attrib V31 0.11004103114844875
#> Attrib V32 0.008276127762665555
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#> Attrib V41 0.1005180622720682
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#> Attrib V44 -0.008267590992813923
#> Attrib V45 -0.0011746216557311428
#> Attrib V46 0.010747581009925383
#> Attrib V47 0.03566498111403102
#> Attrib V48 0.04596951491096862
#> Attrib V49 -0.03451321303460178
#> Attrib V5 0.004522948292006613
#> Attrib V50 0.09707137673649426
#> Attrib V51 -0.0015691808303989188
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#> Attrib V7 -0.011875982931397614
#> Attrib V8 0.06405316902826297
#> Attrib V9 0.00162485881938554
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.12416220013968313
#> Attrib V1 0.21032638433684267
#> Attrib V10 0.0457754299100042
#> Attrib V11 0.1757760295026577
#> Attrib V12 0.011799753992984288
#> Attrib V13 0.044056980667455885
#> Attrib V14 0.029352150203086114
#> Attrib V15 0.07092954936410412
#> Attrib V16 0.07187185475207021
#> Attrib V17 0.18721971198332824
#> Attrib V18 0.18539160476191174
#> Attrib V19 -0.0435450665487774
#> Attrib V2 0.07477391935093082
#> Attrib V20 0.15941313145612873
#> Attrib V21 0.02849056791812943
#> Attrib V22 0.016967851935733604
#> Attrib V23 0.04119925976588192
#> Attrib V24 -0.034628831738474905
#> Attrib V25 -0.16673789563795946
#> Attrib V26 -0.11038726619829381
#> Attrib V27 -0.24620718829147092
#> Attrib V28 -0.21822040228194758
#> Attrib V29 -0.24845010042896118
#> Attrib V3 0.012336492286758179
#> Attrib V30 -0.04526765983371988
#> Attrib V31 -0.21000316766075688
#> Attrib V32 -0.05964902452765274
#> Attrib V33 0.20125544202991083
#> Attrib V34 0.10327720090446317
#> Attrib V35 0.15123764635472756
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#> Attrib V40 -0.02722875406259687
#> Attrib V41 -0.05704444802673597
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#> Attrib V44 0.0728694636125302
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#> Attrib V5 0.14549361171123218
#> Attrib V50 -0.1154730349849731
#> Attrib V51 0.10674951143202123
#> Attrib V52 0.0880538174851652
#> Attrib V53 0.10967482839403242
#> Attrib V54 0.22710134369791793
#> Attrib V55 0.09725268202305569
#> Attrib V56 0.10456091090701967
#> Attrib V57 -0.07877970738687924
#> Attrib V58 0.19305726464433454
#> Attrib V59 0.0908174446655968
#> Attrib V6 -0.017791462188523784
#> Attrib V60 0.06195426801785691
#> Attrib V7 0.11065199639075922
#> Attrib V8 0.09025500925174126
#> Attrib V9 0.20260594972997784
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.09717935810717693
#> Attrib V1 0.2430652977190818
#> Attrib V10 -0.017345052038857382
#> Attrib V11 0.14226739229171734
#> Attrib V12 0.021366561015827616
#> Attrib V13 -0.025013932374643614
#> Attrib V14 0.029296989810713256
#> Attrib V15 0.07102106891536336
#> Attrib V16 0.10870697774640721
#> Attrib V17 0.16730238514138823
#> Attrib V18 0.2502606233397406
#> Attrib V19 -0.08375099327991727
#> Attrib V2 -0.015592507028166887
#> Attrib V20 0.17154461678615524
#> Attrib V21 0.1371610898300873
#> Attrib V22 0.018394237804005176
#> Attrib V23 0.07594994153282672
#> Attrib V24 -0.08341809058455604
#> Attrib V25 -0.22220951376654632
#> Attrib V26 -0.15760539675445986
#> Attrib V27 -0.25291406567732266
#> Attrib V28 -0.14331602917533565
#> Attrib V29 -0.21756324028683216
#> Attrib V3 0.06482443417868222
#> Attrib V30 0.031706769972526194
#> Attrib V31 -0.33917670369508596
#> Attrib V32 -0.09147551132074853
#> Attrib V33 0.2173672851614621
#> Attrib V34 0.0768623570133808
#> Attrib V35 0.10872576165152598
#> Attrib V36 0.06036367107934967
#> Attrib V37 -0.09873944091191576
#> Attrib V38 -0.02659555455298004
#> Attrib V39 0.12359529429660727
#> Attrib V4 0.22834570903847834
#> Attrib V40 -0.0595708202198204
#> Attrib V41 -0.0677767300731411
#> Attrib V42 0.11977635360401803
#> Attrib V43 0.02538623837190277
#> Attrib V44 0.06214587249567133
#> Attrib V45 0.08393609704418671
#> Attrib V46 0.04542461690771266
#> Attrib V47 -0.09568344521129289
#> Attrib V48 -0.05176940818912455
#> Attrib V49 0.12392787918498245
#> Attrib V5 0.1853109671123343
#> Attrib V50 -0.17609059487185524
#> Attrib V51 0.14196323716339806
#> Attrib V52 0.10904152729704958
#> Attrib V53 0.08387722855807143
#> Attrib V54 0.13649781200392663
#> Attrib V55 0.013672425481176559
#> Attrib V56 0.14132504526166056
#> Attrib V57 -0.1335479099344149
#> Attrib V58 0.31332273699638
#> Attrib V59 0.07728645082868307
#> Attrib V6 0.00254467341193853
#> Attrib V60 0.0379769479383596
#> Attrib V7 0.1179224033692866
#> Attrib V8 0.12977869671629091
#> Attrib V9 0.21098712599405103
#> 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
#> 0.1449275