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 -0.12748941914558568
#> Node 2 2.409320753640457
#> Node 3 1.8921887726396731
#> Node 4 1.477201479083742
#> Node 5 -2.3442037318890745
#> Node 6 2.1376035440021144
#> Node 7 1.732698080190968
#> Node 8 1.2256859444794592
#> Node 9 2.1664133854457313
#> Node 10 -2.4645667132975433
#> Node 11 1.3329229869117072
#> Node 12 1.6192905930788322
#> Node 13 -0.712840333701172
#> Node 14 1.5487360489014552
#> Node 15 -1.4135519676632093
#> Node 16 0.9443161021311159
#> Node 17 0.6021617509061562
#> Node 18 -2.950867507357275
#> Node 19 2.286570738248787
#> Node 20 1.3123579657104045
#> Node 21 -1.5196618839547682
#> Node 22 1.3672816803821577
#> Node 23 1.1897396833102734
#> Node 24 -0.323841004604002
#> Node 25 5.196357801977309
#> Node 26 -1.3117756314331408
#> Node 27 1.3375440456117627
#> Node 28 -1.8410519342759064
#> Node 29 1.2156446506849437
#> Node 30 -0.5413170467348991
#> Node 31 0.9613450844974205
#> Node 32 -0.11700676996691138
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.1815052448217332
#> Node 2 -2.438223813057769
#> Node 3 -1.8684028215843902
#> Node 4 -1.431869892073436
#> Node 5 2.3556097511454466
#> Node 6 -2.111313346836072
#> Node 7 -1.7282590010245507
#> Node 8 -1.2488226318409565
#> Node 9 -2.1681269284060236
#> Node 10 2.4126596228988997
#> Node 11 -1.2953490960753546
#> Node 12 -1.6779835102787823
#> Node 13 0.760791087653779
#> Node 14 -1.482715498156664
#> Node 15 1.3994359253915079
#> Node 16 -0.9624635377263325
#> Node 17 -0.5730099987140989
#> Node 18 2.983620709969028
#> Node 19 -2.3040803896585644
#> Node 20 -1.3048244456571716
#> Node 21 1.5729012799193012
#> Node 22 -1.4226140257666295
#> Node 23 -1.2389350668722794
#> Node 24 0.29766841467876676
#> Node 25 -5.2022738029730675
#> Node 26 1.226428106362498
#> Node 27 -1.3681225387329239
#> Node 28 1.7796395040090152
#> Node 29 -1.2491718281742943
#> Node 30 0.607309061985115
#> Node 31 -0.9084419193873902
#> Node 32 0.08564371808532115
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.034539096631295715
#> Attrib V1 0.29967235850393575
#> Attrib V10 0.22894507878739453
#> Attrib V11 0.2993145564211798
#> Attrib V12 0.06799860748892626
#> Attrib V13 0.2784254873483156
#> Attrib V14 0.2841975982157711
#> Attrib V15 0.07930582685065249
#> Attrib V16 0.15104214770229368
#> Attrib V17 -0.01851515979555409
#> Attrib V18 0.14073898624168546
#> Attrib V19 0.5675612996739309
#> Attrib V2 -0.10048854733799947
#> Attrib V20 0.6819019306496514
#> Attrib V21 0.8383707342965647
#> Attrib V22 0.748743203230336
#> Attrib V23 0.8043217484304803
#> Attrib V24 0.5368466873907455
#> Attrib V25 -0.2077796968596966
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#> Attrib V27 -0.6218936424639904
#> Attrib V28 -0.2633685295898938
#> Attrib V29 -0.3502461114114463
#> Attrib V3 0.12471611590343484
#> Attrib V30 0.491655066537196
#> Attrib V31 -1.2771483585999774
#> Attrib V32 0.2544897627998012
#> Attrib V33 1.1623697297608249
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#> Attrib V40 -0.36426396835583286
#> Attrib V41 0.6839044459042869
#> Attrib V42 0.7203999340607182
#> Attrib V43 0.26727999990010887
#> Attrib V44 0.33114306926387777
#> Attrib V45 0.07014777388222217
#> Attrib V46 -0.22840597961576573
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#> Attrib V49 0.38356591149554325
#> Attrib V5 -0.14293272209850708
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#> Attrib V6 0.02267733574085051
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#> Attrib V7 -0.04513425741964747
#> Attrib V8 0.11623598378736553
#> Attrib V9 1.064747894829318
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold 0.10664010143157288
#> Attrib V1 -0.008745024951298254
#> Attrib V10 0.5409164509055073
#> Attrib V11 0.5601894545937904
#> Attrib V12 0.5017770052408065
#> Attrib V13 0.059042807335825745
#> Attrib V14 -0.2274426080866122
#> Attrib V15 -0.47900397809744893
#> Attrib V16 -0.2995505364105698
#> Attrib V17 -0.37845792375937737
#> Attrib V18 -0.1480351122700744
#> Attrib V19 0.12702374703969252
#> Attrib V2 -0.07345039414097729
#> Attrib V20 0.04469033232225971
#> Attrib V21 0.3277924479173908
#> Attrib V22 0.6411622874441867
#> Attrib V23 0.47362230046526455
#> Attrib V24 0.20449784059754333
#> Attrib V25 0.11935971327853578
#> Attrib V26 -0.23854844996754992
#> Attrib V27 0.3558722324948772
#> Attrib V28 0.6361808826660685
#> Attrib V29 0.15045808541739378
#> Attrib V3 -0.3537630763919502
#> Attrib V30 0.7732242197923015
#> Attrib V31 -0.9278023679287685
#> Attrib V32 0.0861502860907717
#> Attrib V33 0.5294054572685014
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#> Attrib V39 0.14297976319343852
#> Attrib V4 0.613368413182401
#> Attrib V40 -0.4888612709579775
#> Attrib V41 0.536222522254943
#> Attrib V42 0.29721464823891147
#> Attrib V43 0.07909572849186638
#> Attrib V44 0.4122201638721765
#> Attrib V45 0.30646004461317794
#> Attrib V46 0.11174923037198733
#> Attrib V47 0.05298307903116096
#> Attrib V48 0.3304928503239267
#> Attrib V49 0.7258862720877673
#> Attrib V5 -0.2301034095548866
#> Attrib V50 -0.49052932753979267
#> Attrib V51 0.4691511563099077
#> Attrib V52 0.26214595925349904
#> Attrib V53 -0.33438645891355756
#> Attrib V54 -0.2136145937729844
#> Attrib V55 -0.5400038276580014
#> Attrib V56 -0.03632599174303546
#> Attrib V57 -0.07278071213576082
#> Attrib V58 0.5227446470384254
#> Attrib V59 0.08627254206544395
#> Attrib V6 0.029558483518311245
#> Attrib V60 0.16661604483717235
#> Attrib V7 -0.5698126061225881
#> Attrib V8 -0.08005129128585799
#> Attrib V9 0.9732607468755955
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold 0.07765015331577196
#> Attrib V1 0.19360902524156307
#> Attrib V10 0.013007932916296535
#> Attrib V11 0.06693486110928329
#> Attrib V12 0.0659746342430458
#> Attrib V13 0.2431867260292969
#> Attrib V14 0.32911940127985767
#> Attrib V15 0.3229412646024516
#> Attrib V16 0.21879299699888816
#> Attrib V17 0.033971113253266835
#> Attrib V18 0.06872824262922611
#> Attrib V19 0.3078563292304256
#> Attrib V2 0.013898561734004628
#> Attrib V20 0.4401274675539954
#> Attrib V21 0.564060124066611
#> Attrib V22 0.39194840211864196
#> Attrib V23 0.3445651977093498
#> Attrib V24 0.22240960311553792
#> Attrib V25 -0.19594959521672234
#> Attrib V26 -0.6542281907940543
#> Attrib V27 -0.513051233379664
#> Attrib V28 -0.27722434442870353
#> Attrib V29 -0.332090446936044
#> Attrib V3 0.10708719772080814
#> Attrib V30 0.07274421194796084
#> Attrib V31 -0.8838092332247002
#> Attrib V32 -0.08397440354248771
#> Attrib V33 0.5272071125048526
#> Attrib V34 -0.023485730521006182
#> Attrib V35 -0.26287565242308497
#> Attrib V36 -0.4158524424425341
#> Attrib V37 -0.18431690404487147
#> Attrib V38 0.6716588854469422
#> Attrib V39 0.16725442574150007
#> Attrib V4 0.3114170313221401
#> Attrib V40 -0.24117163468486313
#> Attrib V41 0.27676674184666866
#> Attrib V42 0.37286717375973405
#> Attrib V43 0.11165712844041847
#> Attrib V44 0.22330932249247357
#> Attrib V45 0.14851719417511056
#> Attrib V46 -0.15891528206912636
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#> Attrib V48 -0.13971405241839707
#> Attrib V49 0.1828965250324134
#> Attrib V5 -0.005658283995886226
#> Attrib V50 -0.3180831778569022
#> Attrib V51 0.05021772793248036
#> Attrib V52 0.2115547478573957
#> Attrib V53 0.14710055587668058
#> Attrib V54 0.01963397712373284
#> Attrib V55 -0.15252573243869613
#> Attrib V56 0.23366838215474522
#> Attrib V57 0.113962661291982
#> Attrib V58 0.4819329171121066
#> Attrib V59 0.38332428225255855
#> Attrib V6 0.02868130549529968
#> Attrib V60 0.22316736576747787
#> Attrib V7 0.08244211250177771
#> Attrib V8 -0.019457700807922716
#> Attrib V9 0.5371742598313991
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.28459366683003534
#> Attrib V1 -0.10431862688422405
#> Attrib V10 -0.16692139188907693
#> Attrib V11 -0.34169371653023767
#> Attrib V12 -0.7274230828234534
#> Attrib V13 -0.2614238007918268
#> Attrib V14 0.3523200095465624
#> Attrib V15 0.6138490129558057
#> Attrib V16 0.3189429265795386
#> Attrib V17 0.2993320778219026
#> Attrib V18 0.015251672813245274
#> Attrib V19 -0.09728629114363022
#> Attrib V2 0.02199169877232172
#> Attrib V20 -0.12411429954545605
#> Attrib V21 -0.3758250250365891
#> Attrib V22 -0.6614090770254136
#> Attrib V23 -0.4617271126948095
#> Attrib V24 -0.39935720157409416
#> Attrib V25 -0.05450074728288544
#> Attrib V26 0.6390346605726288
#> Attrib V27 -0.08740281084833548
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#> Attrib V3 0.057237979123249204
#> Attrib V30 -0.7316034864828872
#> Attrib V31 1.2159940846779
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#> Attrib V40 0.5361997352419884
#> Attrib V41 -0.7750117104165944
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#> Attrib V43 0.007369476208060115
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#> Attrib V53 0.23693969804630693
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#> Attrib V55 1.17816514470227
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#> Attrib V7 0.4682583811228688
#> Attrib V8 0.5270246879817032
#> Attrib V9 -1.0346791697063251
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold 0.27397231500239433
#> Attrib V1 0.3247123938387236
#> Attrib V10 -0.13556463806730487
#> Attrib V11 -0.09525129049465504
#> Attrib V12 0.07734748889961843
#> Attrib V13 0.36479197562657273
#> Attrib V14 0.4875835757690017
#> Attrib V15 0.5125984353832006
#> Attrib V16 0.3784012795589603
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#> Attrib V7 0.3529621278505125
#> Attrib V8 0.08552939995137636
#> Attrib V9 0.5967524272337305
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.1062259940240832
#> Attrib V1 0.11319509263779522
#> Attrib V10 0.545113115045201
#> Attrib V11 0.6545356934550152
#> Attrib V12 0.6112902465176514
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#> Attrib V27 0.5822629971024081
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#> Attrib V3 -0.3620737623916556
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#> Attrib V49 0.5619908296285773
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#> Attrib V50 -0.24046149628710417
#> Attrib V51 0.47428998011119716
#> Attrib V52 0.3322596410586144
#> Attrib V53 -0.2309120835707855
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#> Attrib V57 0.08626905247437554
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#> Attrib V59 0.1022049540736784
#> Attrib V6 0.044210334267794284
#> Attrib V60 0.39274323163545855
#> Attrib V7 -0.46878632882351867
#> Attrib V8 -0.21326320548488462
#> Attrib V9 0.8250370154090437
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.20971280269832066
#> Attrib V1 0.04733325975666341
#> Attrib V10 0.13365831169125797
#> Attrib V11 0.2463398003923164
#> Attrib V12 0.31578839289342653
#> Attrib V13 0.11369724020250042
#> Attrib V14 -0.13163751372643034
#> Attrib V15 -0.22213633728207607
#> Attrib V16 -0.0644571833441754
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#> Attrib V18 -0.0958534926000189
#> Attrib V19 0.07574806875271416
#> Attrib V2 -0.03500305836429808
#> Attrib V20 0.07073610944124516
#> Attrib V21 0.2776970448837817
#> Attrib V22 0.34028030556596134
#> Attrib V23 0.25375628198180405
#> Attrib V24 0.1971698093328275
#> Attrib V25 0.028759584047540344
#> Attrib V26 -0.30543840351084395
#> Attrib V27 0.042510436725629173
#> Attrib V28 0.2526353979676983
#> Attrib V29 0.007910510534733035
#> Attrib V3 -0.1550389199926736
#> Attrib V30 0.368519142711431
#> Attrib V31 -0.7166680558969888
#> Attrib V32 -0.004395752538988079
#> Attrib V33 0.4159363721852262
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#> Attrib V35 -0.1966641598022466
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#> Attrib V38 0.6862100940308985
#> Attrib V39 0.0942765912893164
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#> Attrib V40 -0.36465890725074745
#> Attrib V41 0.26559729447447816
#> Attrib V42 0.1082156792588813
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#> Attrib V44 0.26669899476754133
#> Attrib V45 0.18906864421928093
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#> Attrib V50 -0.4507252023248436
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#> Attrib V53 -0.06469133619570044
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#> Attrib V55 -0.42362709177661173
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#> Attrib V57 0.061142128792028606
#> Attrib V58 0.24821418242075377
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#> Attrib V6 -0.03909334594661058
#> Attrib V60 0.2428503063675016
#> Attrib V7 -0.2735369843393201
#> Attrib V8 -0.26290759873874747
#> Attrib V9 0.5204078932394354
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold -0.025160251638336992
#> Attrib V1 0.12716489854045893
#> Attrib V10 0.733844123328179
#> Attrib V11 0.814384430594351
#> Attrib V12 0.9518858009406802
#> Attrib V13 -0.06836261786568516
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#> Attrib V15 -0.887931463757341
#> Attrib V16 -0.4238299802242315
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#> Attrib V18 -0.1140963713137854
#> Attrib V19 -0.05921675817909828
#> Attrib V2 -0.11713353119793021
#> Attrib V20 -0.20745701504897898
#> Attrib V21 0.028432070727070855
#> Attrib V22 0.3298387430757522
#> Attrib V23 0.24892754042134382
#> Attrib V24 0.13786775602285747
#> Attrib V25 0.3731568761194266
#> Attrib V26 0.2370469959484073
#> Attrib V27 0.7823386692908991
#> Attrib V28 0.9111957549837921
#> Attrib V29 0.3386162881305873
#> Attrib V3 -0.4281458717974331
#> Attrib V30 0.7301429183786927
#> Attrib V31 -0.4133710354269329
#> Attrib V32 0.2528806104033238
#> Attrib V33 0.4171927449740418
#> Attrib V34 0.08747447181631175
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#> Attrib V38 0.4874616150398263
#> Attrib V39 0.11101792859151148
#> Attrib V4 0.7718953380846185
#> Attrib V40 -0.38071535158737785
#> Attrib V41 0.48446267706450885
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#> Attrib V43 -0.050273389565253554
#> Attrib V44 0.15434939953697052
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#> Attrib V46 0.27138328542730733
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#> Attrib V48 0.6099188229192034
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#> Attrib V5 -0.1721761811715793
#> Attrib V50 -0.21833568623494853
#> Attrib V51 0.7037057534565138
#> Attrib V52 0.32094779408972185
#> Attrib V53 -0.28410234000188866
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#> Attrib V57 0.04465115925553091
#> Attrib V58 0.1590574808481744
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#> Attrib V6 0.07852396539644492
#> Attrib V60 0.46253519208199073
#> Attrib V7 -0.6545481061178857
#> Attrib V8 -0.23302027309788695
#> Attrib V9 0.8924746859383972
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.15544385542947892
#> Attrib V1 -0.012826028246147966
#> Attrib V10 -0.5428144912659485
#> Attrib V11 -0.5632514847894801
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#> Attrib V14 0.40441400041005215
#> Attrib V15 0.6534154526176541
#> Attrib V16 0.4142313273340006
#> Attrib V17 0.37353382550717673
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#> Attrib V19 -0.08404023455208302
#> Attrib V2 0.10806205000594708
#> Attrib V20 -0.04732287455611478
#> Attrib V21 -0.45512236152724395
#> Attrib V22 -0.8842798169742868
#> Attrib V23 -0.6780584663110858
#> Attrib V24 -0.43275569363705674
#> Attrib V25 -0.1530398617239043
#> Attrib V26 0.42792922063203653
#> Attrib V27 -0.37394339533926135
#> Attrib V28 -0.7181112382943834
#> Attrib V29 -0.27851835323604623
#> Attrib V3 0.37241290926979925
#> Attrib V30 -0.7923921477367686
#> Attrib V31 1.3330279559496951
#> Attrib V32 -0.16610859399209518
#> Attrib V33 -0.8208553661307014
#> Attrib V34 0.2515152423410878
#> Attrib V35 0.5241247966950263
#> Attrib V36 0.7823222839459345
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#> Attrib V38 -1.1084744984490313
#> Attrib V39 -0.26898262129419764
#> Attrib V4 -0.8370043324680484
#> Attrib V40 0.5995416993059521
#> Attrib V41 -0.7246804138112447
#> Attrib V42 -0.4577868217103922
#> Attrib V43 -0.05358991026312906
#> Attrib V44 -0.4383872941557496
#> Attrib V45 -0.38918545829572204
#> Attrib V46 -0.3200106778464461
#> Attrib V47 -6.781690534295004E-4
#> Attrib V48 -0.3666679424363931
#> Attrib V49 -0.886911843959863
#> Attrib V5 0.07543831905430264
#> Attrib V50 0.8049484778099996
#> Attrib V51 -0.5451934311423164
#> Attrib V52 -0.20037477589641223
#> Attrib V53 0.47325804535134885
#> Attrib V54 0.3855346803760689
#> Attrib V55 1.0203411938868514
#> Attrib V56 0.08959011106734104
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#> Attrib V58 -0.47340339554658545
#> Attrib V59 -0.13112107699039427
#> Attrib V6 -0.28738680538797023
#> Attrib V60 -0.4100408021063595
#> Attrib V7 0.474691877641024
#> Attrib V8 0.2674099792746706
#> Attrib V9 -1.2673094338443782
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold 0.12466577075923832
#> Attrib V1 0.17731893576758856
#> Attrib V10 0.03356455741646935
#> Attrib V11 0.10865095675545348
#> Attrib V12 0.14239344641284346
#> Attrib V13 0.15790046276494543
#> Attrib V14 0.25074597962658024
#> Attrib V15 0.2325752355676108
#> Attrib V16 0.19012997852709676
#> Attrib V17 0.0307263042268132
#> Attrib V18 0.09216031052085737
#> Attrib V19 0.26906940515395783
#> Attrib V2 -1.8745453347101824E-4
#> Attrib V20 0.41076069928243286
#> Attrib V21 0.4387816413386109
#> Attrib V22 0.35913769145956953
#> Attrib V23 0.3085874556839602
#> Attrib V24 0.19750121902947318
#> Attrib V25 -0.11461601736171548
#> Attrib V26 -0.5946514398782081
#> Attrib V27 -0.3691648427399397
#> Attrib V28 -0.2071216624048643
#> Attrib V29 -0.32397988717348164
#> Attrib V3 0.0018649164676427465
#> Attrib V30 0.10173906219833384
#> Attrib V31 -0.8841320487090548
#> Attrib V32 -0.11676270021675964
#> Attrib V33 0.4396722368024177
#> Attrib V34 -0.004238338471611873
#> Attrib V35 -0.20381330704988224
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#> Attrib V37 -0.176811287431941
#> Attrib V38 0.7280385257328439
#> Attrib V39 0.14157682018781673
#> Attrib V4 0.32715059039018324
#> Attrib V40 -0.2661297886646048
#> Attrib V41 0.2169027281085735
#> Attrib V42 0.2730872864697485
#> Attrib V43 0.11025106619654516
#> Attrib V44 0.22892238908031295
#> Attrib V45 0.1392714281093127
#> Attrib V46 -0.13761248086743888
#> Attrib V47 -0.30438339961204425
#> Attrib V48 -0.06941313543260183
#> Attrib V49 0.15953416301456788
#> Attrib V5 -0.028438482734450595
#> Attrib V50 -0.2903242874818584
#> Attrib V51 0.1008622918045587
#> Attrib V52 0.18615053738591275
#> Attrib V53 0.08468507858012547
#> Attrib V54 0.09887503916027002
#> Attrib V55 -0.15228129590053602
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#> Attrib V57 0.11071951177723484
#> Attrib V58 0.4672601809740153
#> Attrib V59 0.32494541467228566
#> Attrib V6 0.04676949842882568
#> Attrib V60 0.23039924939234846
#> Attrib V7 -0.002179530933631146
#> Attrib V8 -0.012123549647431977
#> Attrib V9 0.4935799428352458
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold 0.27960175646742386
#> Attrib V1 0.05991086545826693
#> Attrib V10 0.12447227469125252
#> Attrib V11 0.3299454602567173
#> Attrib V12 0.3118739308004613
#> Attrib V13 0.15780147173624515
#> Attrib V14 -0.013765963652655549
#> Attrib V15 -0.2091667106548204
#> Attrib V16 -0.0713498955697706
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#> Attrib V18 -0.037003419671820595
#> Attrib V19 0.2168821556512493
#> Attrib V2 -0.02307805156949392
#> Attrib V20 0.19753946443189366
#> Attrib V21 0.418120735074793
#> Attrib V22 0.5918888758273978
#> Attrib V23 0.4987248561416227
#> Attrib V24 0.30280332809656607
#> Attrib V25 0.03797811609544685
#> Attrib V26 -0.47824923535178787
#> Attrib V27 0.013396569400774236
#> Attrib V28 0.22969633511141602
#> Attrib V29 -0.027558795165429962
#> Attrib V3 -0.18432536779787462
#> Attrib V30 0.47055632854265234
#> Attrib V31 -1.0436773096181655
#> Attrib V32 -0.02871957461182672
#> Attrib V33 0.6406805636049175
#> Attrib V34 -0.0819053103028131
#> Attrib V35 -0.28284726289188655
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#> Attrib V38 0.951552182572046
#> Attrib V39 0.15181301912621076
#> Attrib V4 0.5170473272277357
#> Attrib V40 -0.38273342774299424
#> Attrib V41 0.4589528748860474
#> Attrib V42 0.3204366295175509
#> Attrib V43 0.15834533632493483
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#> Attrib V46 0.06289063964741558
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#> Attrib V5 -0.20181340202252646
#> Attrib V50 -0.5878617312043142
#> Attrib V51 0.2080667568797671
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#> Attrib V53 -0.09768496772348144
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#> Attrib V56 0.02925805728976569
#> Attrib V57 0.0057000549102575035
#> Attrib V58 0.43912152684846334
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#> Attrib V6 -0.029627347451756565
#> Attrib V60 0.21488178815969303
#> Attrib V7 -0.2758669684034911
#> Attrib V8 -0.19608429673206565
#> Attrib V9 0.7537134932320131
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.21312456091799012
#> Attrib V1 -0.0409595272929164
#> Attrib V10 -0.09582152224767751
#> Attrib V11 -0.19273655429556133
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#> Attrib V13 -0.08027840453604149
#> Attrib V14 0.07437426664325317
#> Attrib V15 0.1674611106000227
#> Attrib V16 0.08153714450778494
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#> Attrib V18 -0.004474382905832704
#> Attrib V19 -0.09065764447896806
#> Attrib V2 0.027799727977738487
#> Attrib V20 -0.029975302674257485
#> Attrib V21 -0.12184417527081601
#> Attrib V22 -0.24689331372656298
#> Attrib V23 -0.11710800136947329
#> Attrib V24 -0.08159067557164762
#> Attrib V25 0.042701706907404435
#> Attrib V26 0.1604666765918873
#> Attrib V27 0.002268384406315361
#> Attrib V28 -0.17375244424384462
#> Attrib V29 0.005563510642813357
#> Attrib V3 0.11995265395257465
#> Attrib V30 -0.15375363003319586
#> Attrib V31 0.4415530419468901
#> Attrib V32 -0.010668509508754063
#> Attrib V33 -0.3197062061659557
#> Attrib V34 0.05140797706987624
#> Attrib V35 0.1570874503500115
#> Attrib V36 0.32358744036133563
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#> Attrib V38 -0.4431988174220725
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#> Attrib V4 -0.29672991917524666
#> Attrib V40 0.23543848077037577
#> Attrib V41 -0.22676566993292405
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#> Attrib V5 0.04530001072184772
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#> Attrib V51 -0.13035125836141956
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#> Attrib V53 0.04321377246408928
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#> Attrib V55 0.30407807230376804
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#> Attrib V57 0.006357103787339182
#> Attrib V58 -0.1758340572811301
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#> Attrib V6 -0.03853370539232562
#> Attrib V60 -0.042093239634676864
#> Attrib V7 0.20961980982158104
#> Attrib V8 0.14562891487706708
#> Attrib V9 -0.3288533547825616
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.2666484870568488
#> Attrib V1 0.3030453853497917
#> Attrib V10 -0.001658002916269201
#> Attrib V11 0.15885466609588644
#> Attrib V12 0.2359107128816574
#> Attrib V13 0.24436960644821354
#> Attrib V14 0.3063404097977901
#> Attrib V15 0.3838273798939617
#> Attrib V16 0.20159963040374704
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#> Attrib V18 0.020037719532651842
#> Attrib V19 0.2525610390799224
#> Attrib V2 0.08676725517859832
#> Attrib V20 0.3708825309365456
#> Attrib V21 0.43558263543615056
#> Attrib V22 0.32019184211225427
#> Attrib V23 0.24793539761569525
#> Attrib V24 0.1966166800169151
#> Attrib V25 -0.09909778781090865
#> Attrib V26 -0.5359089765310916
#> Attrib V27 -0.5177296670309491
#> Attrib V28 -0.5010219191904265
#> Attrib V29 -0.5558982193780274
#> Attrib V3 5.841830158526626E-4
#> Attrib V30 -0.011746317740576072
#> Attrib V31 -0.8559251504252241
#> Attrib V32 -0.15353994582881433
#> Attrib V33 0.42397322905177703
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#> Attrib V35 -0.22832876339190067
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#> Attrib V38 0.6660468299880364
#> Attrib V39 0.16440867882545032
#> Attrib V4 0.39859983023501244
#> Attrib V40 -0.24004203995088044
#> Attrib V41 0.24853837246185218
#> Attrib V42 0.2291948189146763
#> Attrib V43 0.07922034723123361
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#> Attrib V51 -0.0047785276653689555
#> Attrib V52 0.23055102015429924
#> Attrib V53 0.14134291607421498
#> Attrib V54 0.2722382849847618
#> Attrib V55 -0.027208301977185777
#> Attrib V56 0.2435264427622799
#> Attrib V57 0.1595101911675106
#> Attrib V58 0.5446361598637769
#> Attrib V59 0.5224351461049296
#> Attrib V6 0.020694751278195617
#> Attrib V60 0.32400395529520376
#> Attrib V7 0.1261517305468727
#> Attrib V8 -0.025678912559591784
#> Attrib V9 0.4233748015334993
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold -0.22178551361967605
#> Attrib V1 -0.060295606118219595
#> Attrib V10 -0.10697945161173829
#> Attrib V11 -0.2632599401775592
#> Attrib V12 -0.3732493778459388
#> Attrib V13 -0.18887460644738113
#> Attrib V14 0.1369683784899057
#> Attrib V15 0.38640666292458187
#> Attrib V16 0.22657585125553922
#> Attrib V17 0.19455385954046692
#> Attrib V18 -0.0131619053158756
#> Attrib V19 -0.019025011761151345
#> Attrib V2 0.028020132543537142
#> Attrib V20 -0.04980976379925893
#> Attrib V21 -0.2810735308836894
#> Attrib V22 -0.3607369771268377
#> Attrib V23 -0.3309794604181833
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#> Attrib V25 -0.014176923089538763
#> Attrib V26 0.480113326986147
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#> Attrib V28 -0.29069474332483114
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#> Attrib V3 0.08163080363088858
#> Attrib V30 -0.3906362957237902
#> Attrib V31 0.7797042537716952
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#> Attrib V33 -0.6156266515003618
#> Attrib V34 0.0894740804070233
#> Attrib V35 0.2841293453678136
#> Attrib V36 0.5307864922451777
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#> Attrib V38 -0.7949358373500816
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#> Attrib V40 0.33324509838083133
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#> Attrib V44 -0.274668305695846
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#> Attrib V47 0.11178967452967008
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#> Attrib V50 0.6119077771880151
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#> Attrib V53 0.15983830561586784
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#> Attrib V60 -0.1824487006605685
#> Attrib V7 0.20325219386459212
#> Attrib V8 0.29064697562544567
#> Attrib V9 -0.6033461920571785
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold 0.017430218819358446
#> Attrib V1 0.19975409326569146
#> Attrib V10 -0.024221860657196385
#> Attrib V11 -0.003128078020137922
#> Attrib V12 0.08644854116268974
#> Attrib V13 0.2391067979974635
#> Attrib V14 0.2533831312198067
#> Attrib V15 0.26107492602759697
#> Attrib V16 0.23869038657152586
#> Attrib V17 0.06474892453651404
#> Attrib V18 0.09691842618381112
#> Attrib V19 0.18432406417402747
#> Attrib V2 0.032627010778130475
#> Attrib V20 0.22828220844289088
#> Attrib V21 0.22893686869481797
#> Attrib V22 0.1222660411743372
#> Attrib V23 0.04983021909603301
#> Attrib V24 0.13389559991099184
#> Attrib V25 -0.06776325216858238
#> Attrib V26 -0.4201457878215594
#> Attrib V27 -0.357492822986017
#> Attrib V28 -0.2940927558026836
#> Attrib V29 -0.3795616977905572
#> Attrib V3 0.10995099117788908
#> Attrib V30 -0.1839621724989819
#> Attrib V31 -0.5689386480504938
#> Attrib V32 -0.11467669860533751
#> Attrib V33 0.2086703622522565
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#> Attrib V35 -0.06512024426997778
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#> Attrib V37 -0.011117804757876009
#> Attrib V38 0.4256029279991358
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#> Attrib V40 -0.13902319962918122
#> Attrib V41 0.16140015722918208
#> Attrib V42 0.1659775358081214
#> Attrib V43 0.017814509825355394
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#> Attrib V45 0.019266829936397986
#> Attrib V46 -0.06611808341856158
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#> Attrib V48 -0.09813493885783883
#> Attrib V49 0.032349468927486844
#> Attrib V5 0.045285536939370694
#> Attrib V50 -0.09113015420582604
#> Attrib V51 0.06378377351691078
#> Attrib V52 0.13518236388392424
#> Attrib V53 0.19949389115053204
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#> Attrib V55 0.06477075445513346
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#> Attrib V57 0.20467862617078156
#> Attrib V58 0.3327194741625208
#> Attrib V59 0.3414143838632301
#> Attrib V6 0.11668647852389881
#> Attrib V60 0.3010605429006945
#> Attrib V7 0.1787300529268666
#> Attrib V8 -0.03747249452552763
#> Attrib V9 0.2645422248596242
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.03559644476721495
#> Attrib V1 0.1808730149604413
#> Attrib V10 0.10139655614799715
#> Attrib V11 0.10757581539446193
#> Attrib V12 0.06229579034732959
#> Attrib V13 0.07997618740575355
#> Attrib V14 0.1382999158250529
#> Attrib V15 0.19295184690419
#> Attrib V16 0.10999375050489386
#> Attrib V17 0.0017948912204900954
#> Attrib V18 0.016416683477108333
#> Attrib V19 0.1089894899733994
#> Attrib V2 0.1218848619086968
#> Attrib V20 0.13475883803474203
#> Attrib V21 0.12839897904944395
#> Attrib V22 0.13316266126627171
#> Attrib V23 0.028588040533062513
#> Attrib V24 0.03034676772134431
#> Attrib V25 -0.12167433096069045
#> Attrib V26 -0.2893655612662471
#> Attrib V27 -0.16454042725915424
#> Attrib V28 -0.13671173757995253
#> Attrib V29 -0.2448819945086599
#> Attrib V3 0.03904367939541703
#> Attrib V30 -0.033072528063942716
#> Attrib V31 -0.3302060284795756
#> Attrib V32 -0.11220167731720809
#> Attrib V33 0.1853094682819054
#> Attrib V34 -0.0017909538402617912
#> Attrib V35 0.02821599556677084
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#> Attrib V37 -0.036548601188221744
#> Attrib V38 0.3263045880400456
#> Attrib V39 0.08630200605767964
#> Attrib V4 0.21918514868282662
#> Attrib V40 -0.14193487592307832
#> Attrib V41 0.11250376802209397
#> Attrib V42 0.038648890078192485
#> Attrib V43 0.05356286178089636
#> Attrib V44 0.09021483829366884
#> Attrib V45 0.07352524937582156
#> Attrib V46 -0.04938713054313775
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#> Attrib V48 0.02333413603791165
#> Attrib V49 0.06274652265272286
#> Attrib V5 0.0029780984580746314
#> Attrib V50 -0.04064515953400853
#> Attrib V51 0.0847612787307565
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#> Attrib V53 0.055057622276301496
#> Attrib V54 0.03240649478782047
#> Attrib V55 0.0737645145021533
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#> Attrib V57 0.20457615960384437
#> Attrib V58 0.1774800361191165
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#> Attrib V6 0.07596207281978164
#> Attrib V60 0.2260988047046618
#> Attrib V7 0.025441809805376032
#> Attrib V8 0.03320505485996229
#> Attrib V9 0.2373715542766221
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.2637760536432364
#> Attrib V1 0.15211913803176497
#> Attrib V10 -0.4464741697416538
#> Attrib V11 -0.9261792272830079
#> Attrib V12 -1.1039458358742213
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#> Attrib V15 0.1295118886262679
#> Attrib V16 0.01752541928512899
#> Attrib V17 -0.23981776977833488
#> Attrib V18 -0.29384081259678985
#> Attrib V19 -0.5486506736345884
#> Attrib V2 0.10136326612644976
#> Attrib V20 -0.13372397180329443
#> Attrib V21 -0.4007039712371093
#> Attrib V22 -0.999290172977198
#> Attrib V23 -0.8167705906654851
#> Attrib V24 -0.6499798630718888
#> Attrib V25 -0.35245578463097177
#> Attrib V26 0.06994160514036954
#> Attrib V27 0.09827614250976095
#> Attrib V28 0.15665419134400216
#> Attrib V29 -0.08099863159686453
#> Attrib V3 0.12451548828362818
#> Attrib V30 -1.277806917607826
#> Attrib V31 0.8870272085508517
#> Attrib V32 -0.4903125156496513
#> Attrib V33 -1.0972141451090163
#> Attrib V34 0.4041756890412098
#> Attrib V35 1.2505270205802512
#> Attrib V36 1.725553509082839
#> Attrib V37 0.7476150214504388
#> Attrib V38 -1.072543566626971
#> Attrib V39 0.02117055009074816
#> Attrib V4 -0.5802739586358199
#> Attrib V40 0.6499434491754791
#> Attrib V41 -0.7747908737476406
#> Attrib V42 -0.6637125458307008
#> Attrib V43 -0.15509421117368055
#> Attrib V44 -0.5029121414071965
#> Attrib V45 -0.564440618030801
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#> Attrib V47 0.06470432538671608
#> Attrib V48 -0.2367573234571428
#> Attrib V49 -0.8523056194599979
#> Attrib V5 -0.03905679630601927
#> Attrib V50 1.1061625046110675
#> Attrib V51 -0.29560182300584376
#> Attrib V52 -0.6745041115120695
#> Attrib V53 -0.07202092131271992
#> Attrib V54 0.6140263083986832
#> Attrib V55 1.1816465641252059
#> Attrib V56 -0.3005695237427436
#> Attrib V57 0.2688021663898021
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#> Attrib V59 0.2308863899686736
#> Attrib V6 -0.35193710021254454
#> Attrib V60 0.531861152433873
#> Attrib V7 0.446764310492385
#> Attrib V8 0.21121434055452237
#> Attrib V9 -1.4039964571229213
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.10734157640733714
#> Attrib V1 0.1620180047663198
#> Attrib V10 0.6847585805388158
#> Attrib V11 0.7557730690480995
#> Attrib V12 1.125556758589274
#> Attrib V13 -0.04464436057837497
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#> Attrib V15 -0.6964740558574561
#> Attrib V16 -0.4764497093049073
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#> Attrib V18 -0.26979680204082895
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#> Attrib V2 0.019625001851616006
#> Attrib V20 -0.34505257896346414
#> Attrib V21 -0.14249228560700203
#> Attrib V22 0.22433464522531302
#> Attrib V23 -0.04651273983865868
#> Attrib V24 -0.019001498597223884
#> Attrib V25 0.38155974501970435
#> Attrib V26 0.31152074336375135
#> Attrib V27 0.8730867000021472
#> Attrib V28 1.0192981005020003
#> Attrib V29 0.38463968781827457
#> Attrib V3 -0.4227711683975847
#> Attrib V30 0.6619185037663934
#> Attrib V31 -0.5014091940922724
#> Attrib V32 -0.010087710963275761
#> Attrib V33 0.10948623444793534
#> Attrib V34 -0.18740851068546677
#> Attrib V35 0.05594326642260362
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#> Attrib V38 0.46852101623099096
#> Attrib V39 -0.019637715653816477
#> Attrib V4 1.009858339294111
#> Attrib V40 -0.43886839371495373
#> Attrib V41 0.3383862626348754
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#> Attrib V43 -0.15925670471180384
#> Attrib V44 0.2115901617047943
#> Attrib V45 0.4383828919225881
#> Attrib V46 0.3646935329384232
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#> Attrib V48 0.6166079568154098
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#> Attrib V5 -0.0366443823301782
#> Attrib V50 -0.23344049755908342
#> Attrib V51 0.6529093110175088
#> Attrib V52 0.36396672803757724
#> Attrib V53 -0.1462295191858788
#> Attrib V54 0.10195824105633823
#> Attrib V55 -0.5321978537387152
#> Attrib V56 -0.2804567138217673
#> Attrib V57 0.2356407435479014
#> Attrib V58 0.16788442628771008
#> Attrib V59 0.3044144465417551
#> Attrib V6 0.08923749317108039
#> Attrib V60 0.6200743051302986
#> Attrib V7 -0.5291423057564448
#> Attrib V8 -0.3200057658470212
#> Attrib V9 0.7680848858564694
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.15624288538247172
#> Attrib V1 0.28230910560756844
#> Attrib V10 -0.03213463881696551
#> Attrib V11 0.02078372432623411
#> Attrib V12 0.17342538855551218
#> Attrib V13 0.26480707777560153
#> Attrib V14 0.39498665344698497
#> Attrib V15 0.38346158022247034
#> Attrib V16 0.21381657780986874
#> Attrib V17 0.008958274455694543
#> Attrib V18 0.07413750010511351
#> Attrib V19 0.24599032577480495
#> Attrib V2 0.08383705454494253
#> Attrib V20 0.3641506420525916
#> Attrib V21 0.42360753211764024
#> Attrib V22 0.27157204993697387
#> Attrib V23 0.17719301841394164
#> Attrib V24 0.15259304822653116
#> Attrib V25 -0.1443020956748238
#> Attrib V26 -0.507355235473891
#> Attrib V27 -0.40914872869355057
#> Attrib V28 -0.41799474907657025
#> Attrib V29 -0.42523338956581413
#> Attrib V3 0.04630831953339406
#> Attrib V30 -0.11184184763483913
#> Attrib V31 -0.7713037703142602
#> Attrib V32 -0.2425350399129054
#> Attrib V33 0.2781400639734776
#> Attrib V34 -0.07129350408965815
#> Attrib V35 -0.18267947067401905
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#> Attrib V38 0.6301612991147645
#> Attrib V39 0.11863030384306907
#> Attrib V4 0.31557510245228115
#> Attrib V40 -0.17229235297526874
#> Attrib V41 0.21500993342327565
#> Attrib V42 0.17274238750730883
#> Attrib V43 0.1053093238835336
#> Attrib V44 0.15270698717013387
#> Attrib V45 0.04951244657452129
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#> Attrib V49 0.07791013103024262
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#> Attrib V50 -0.22134768606399224
#> Attrib V51 0.07485737291025067
#> Attrib V52 0.22453857083597173
#> Attrib V53 0.1859390683570797
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#> Attrib V55 0.025826733963208066
#> Attrib V56 0.20419021438642776
#> Attrib V57 0.15884427402331325
#> Attrib V58 0.43149378069123956
#> Attrib V59 0.49277095221276973
#> Attrib V6 0.0892401515320254
#> Attrib V60 0.33042228617250197
#> Attrib V7 0.22413614035330273
#> Attrib V8 -0.06500384466580612
#> Attrib V9 0.3318143520650827
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold -0.18212571189672605
#> Attrib V1 -0.025748974872142522
#> Attrib V10 -0.13796793323315226
#> Attrib V11 -0.2858854706781102
#> Attrib V12 -0.45812552798902023
#> Attrib V13 -0.21325495079653373
#> Attrib V14 0.15925260447970913
#> Attrib V15 0.3829897568848064
#> Attrib V16 0.2327439534615684
#> Attrib V17 0.21940869931244902
#> Attrib V18 0.011167613228214267
#> Attrib V19 -0.09198081161124559
#> Attrib V2 0.039024628487191515
#> Attrib V20 -0.054056460923229244
#> Attrib V21 -0.22440159589674957
#> Attrib V22 -0.4729224476971664
#> Attrib V23 -0.3898805897189882
#> Attrib V24 -0.2637938203991469
#> Attrib V25 -0.015531829996142452
#> Attrib V26 0.4937754070878336
#> Attrib V27 -0.04422680491269562
#> Attrib V28 -0.3481789908831753
#> Attrib V29 -0.025482369593810797
#> Attrib V3 0.04846589951324034
#> Attrib V30 -0.40069138089747813
#> Attrib V31 0.9066162794633938
#> Attrib V32 -0.1281392877137394
#> Attrib V33 -0.6711662112510467
#> Attrib V34 0.06578026471778373
#> Attrib V35 0.3044731573565136
#> Attrib V36 0.5595845893264795
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#> Attrib V4 -0.49218045072916633
#> Attrib V40 0.415190242838361
#> Attrib V41 -0.44882557334898804
#> Attrib V42 -0.3786118240907013
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#> Attrib V44 -0.26476995754512295
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#> Attrib V5 0.05743832619142023
#> Attrib V50 0.6509253216235814
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#> Attrib V52 -0.14782265693416666
#> Attrib V53 0.15368152510942387
#> Attrib V54 0.3322850341285026
#> Attrib V55 0.6642219117818239
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#> Attrib V57 0.11725366098234641
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#> Attrib V59 -0.10043271790825231
#> Attrib V6 -0.18792164348731705
#> Attrib V60 -0.14754334315672787
#> Attrib V7 0.2983872641176214
#> Attrib V8 0.2931596334304412
#> Attrib V9 -0.6495331752417174
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold 0.17124903077583808
#> Attrib V1 0.2982042813813022
#> Attrib V10 -0.0729297212709151
#> Attrib V11 -0.01249312886848444
#> Attrib V12 0.12224289518254458
#> Attrib V13 0.2738471261155732
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#> Attrib V15 0.39656310762580677
#> Attrib V16 0.32458196656462507
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#> Attrib V18 0.04214294149011016
#> Attrib V19 0.19491129793123607
#> Attrib V2 0.09092502279290901
#> Attrib V20 0.3735513266834323
#> Attrib V21 0.3640819180595142
#> Attrib V22 0.17117142437979752
#> Attrib V23 0.06872496604749728
#> Attrib V24 0.19325591156633623
#> Attrib V25 -0.14782247963479336
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#> Attrib V27 -0.5552702848910938
#> Attrib V28 -0.5565448276876953
#> Attrib V29 -0.5266903413024294
#> Attrib V3 0.06673096837625128
#> Attrib V30 -0.2400645674617331
#> Attrib V31 -0.7149911883863654
#> Attrib V32 -0.2071818928865466
#> Attrib V33 0.2525444246777664
#> Attrib V34 -0.0026076432801270047
#> Attrib V35 -0.14442884194957092
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#> Attrib V38 0.5612373382865424
#> Attrib V39 0.11362389894646538
#> Attrib V4 0.3364225575891461
#> Attrib V40 -0.13507405617426468
#> Attrib V41 0.13633522039656934
#> Attrib V42 0.17017109135274644
#> Attrib V43 0.11042890633000359
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#> Attrib V5 0.07549231393979004
#> Attrib V50 -0.20405727239037932
#> Attrib V51 -0.03583766317656509
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#> Attrib V6 0.12197965821537061
#> Attrib V60 0.38768283644815243
#> Attrib V7 0.2812741929753408
#> Attrib V8 -0.0645314913263055
#> Attrib V9 0.2856986503145689
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold 0.14605257934416055
#> Attrib V1 0.28814359740346945
#> Attrib V10 -0.10086924024502623
#> Attrib V11 0.043321894930328925
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#> Attrib V2 0.06631548548975426
#> Attrib V20 0.29713242567599607
#> Attrib V21 0.28627726708556717
#> Attrib V22 0.17532727597609452
#> Attrib V23 0.13118943974982056
#> Attrib V24 0.11501297280599733
#> Attrib V25 -0.09807922539574056
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#> Attrib V28 -0.45166637232581
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#> Attrib V3 0.10780865708345523
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#> Attrib V33 0.23650674161372773
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#> Attrib V6 0.11822068387750072
#> Attrib V60 0.3129836983586958
#> Attrib V7 0.24050095922839512
#> Attrib V8 -0.03256770784341698
#> Attrib V9 0.25410326281264867
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold -0.14932328686403257
#> Attrib V1 0.001286508923370305
#> Attrib V10 -0.027104160258984177
#> Attrib V11 -0.07580234486906288
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#> Attrib V2 0.03854851938936939
#> Attrib V20 -0.07673125407958392
#> Attrib V21 -0.08990378639222771
#> Attrib V22 -0.12560887539556254
#> Attrib V23 -0.06345727323204617
#> Attrib V24 -0.10561141481147616
#> Attrib V25 -0.021809636201879333
#> Attrib V26 0.07413877165784316
#> Attrib V27 -0.11121796015506634
#> Attrib V28 -0.0881217037923814
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#> Attrib V3 0.02604810831655043
#> Attrib V30 -0.02101445189488359
#> Attrib V31 0.22926120659688415
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#> Attrib V35 0.09166134651111747
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#> Attrib V40 0.18608001990894418
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#> Attrib V43 0.0881802391707243
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#> Attrib V46 0.028102942768447745
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#> Attrib V50 0.19153968183240733
#> Attrib V51 0.03601472885957852
#> Attrib V52 0.031338664862700635
#> Attrib V53 0.01274706679104048
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#> Attrib V6 0.04890482822135567
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#> Attrib V7 0.05815201385904588
#> Attrib V8 0.12971536226745056
#> Attrib V9 -0.04142643245734457
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.28035544731488415
#> Attrib V1 -0.06877577439065279
#> Attrib V10 0.9540196101731492
#> Attrib V11 1.388290802878766
#> Attrib V12 2.286260011271776
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#> Attrib V18 0.044083246267034075
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#> Attrib V2 0.07731538897877255
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#> Attrib V21 -0.17211725233036979
#> Attrib V22 0.40487823555432895
#> Attrib V23 -0.0076837820480303905
#> Attrib V24 0.05199308481621667
#> Attrib V25 0.8740667413902728
#> Attrib V26 1.4122681698318664
#> Attrib V27 2.1039356048665674
#> Attrib V28 1.7714802549420428
#> Attrib V29 0.854045789643742
#> Attrib V3 -0.24695078841592605
#> Attrib V30 0.8107074721739467
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#> Attrib V38 0.6268743946454068
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#> Attrib V4 1.220197977246979
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#> Attrib V41 0.5406815345807765
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#> Attrib V50 -0.11699475007013835
#> Attrib V51 1.259749989603876
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#> Attrib V57 0.6210716502022796
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#> Attrib V6 0.6690762895360776
#> Attrib V60 0.5958774730598194
#> Attrib V7 -0.6269918173560342
#> Attrib V8 -0.6257031414906177
#> Attrib V9 0.8164155825280662
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.2510717867993619
#> Attrib V1 -0.04208717818920755
#> Attrib V10 -0.14055399684997352
#> Attrib V11 -0.3017209515702462
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#> Attrib V2 0.0765526547280436
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#> Attrib V21 -0.20746394281652414
#> Attrib V22 -0.38076312104372906
#> Attrib V23 -0.30371786483571533
#> Attrib V24 -0.2218778698685273
#> Attrib V25 5.442449288472182E-4
#> Attrib V26 0.34621680020004647
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#> Attrib V28 -0.22108955930266455
#> Attrib V29 -0.014815374796996145
#> Attrib V3 0.04645173321815464
#> Attrib V30 -0.36040533403280256
#> Attrib V31 0.6925978305190146
#> Attrib V32 -0.12231345967474323
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#> Attrib V4 -0.4367782110461715
#> Attrib V40 0.3139747728282163
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#> Attrib V50 0.5424547629207229
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#> Attrib V52 -0.1662694528302309
#> Attrib V53 0.09390046448023681
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#> Attrib V6 -0.12952599919249547
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#> Attrib V7 0.1893239701622452
#> Attrib V8 0.2798313905712762
#> Attrib V9 -0.5907082562922643
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.3469783674639528
#> Attrib V1 0.1538056779718119
#> Attrib V10 0.18463241551424558
#> Attrib V11 0.3286882609703373
#> Attrib V12 0.3854847300788584
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#> Attrib V18 -8.854276112956508E-4
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#> Attrib V20 0.08917827261753353
#> Attrib V21 0.3549519995547338
#> Attrib V22 0.42551577205205726
#> Attrib V23 0.28807907010639083
#> Attrib V24 0.29552254412400397
#> Attrib V25 0.08285412984866906
#> Attrib V26 -0.2438245303669986
#> Attrib V27 -0.05791804608306912
#> Attrib V28 0.007930539934233165
#> Attrib V29 -0.11829147035444218
#> Attrib V3 -0.17997131991164902
#> Attrib V30 0.41296021150045165
#> Attrib V31 -0.7195981996689221
#> Attrib V32 0.039637421762086275
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#> Attrib V35 -0.30578274188166704
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#> Attrib V38 0.6501167629964921
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#> Attrib V40 -0.42263232256538585
#> Attrib V41 0.3350033317522568
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#> Attrib V48 0.06027220291969111
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#> Attrib V52 0.2331756809363819
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#> Attrib V60 0.19541431601158454
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#> Attrib V8 -0.12784909101796624
#> Attrib V9 0.6025837350769154
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold -0.21781668119586883
#> Attrib V1 -0.025430820956862343
#> Attrib V10 -0.22878798271109424
#> Attrib V11 -0.4301058738919507
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#> Attrib V15 0.4499523208390643
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#> Attrib V22 -0.5745413318708101
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#> Attrib V25 -0.1348845607012849
#> Attrib V26 0.41042219710028766
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#> Attrib V3 0.09519676731714097
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#> Attrib V31 0.9547143156173634
#> Attrib V32 -0.07166054272949454
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#> Attrib V34 0.16513149248293832
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#> Attrib V40 0.4436478687075148
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#> Attrib V50 0.7486898064886146
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#> Attrib V53 0.10470409767418828
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#> Attrib V7 0.35797992861092465
#> Attrib V8 0.4299210992831741
#> Attrib V9 -0.7565013397802935
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold 0.1498224549598997
#> Attrib V1 0.2197736877015155
#> Attrib V10 -0.03767682606002767
#> Attrib V11 0.13188231767566994
#> Attrib V12 0.20456566051543754
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#> Attrib V15 0.3349765740065798
#> Attrib V16 0.21166714977805862
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#> Attrib V2 0.09390979553336881
#> Attrib V20 0.3897908593560642
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#> Attrib V22 0.28785373263373515
#> Attrib V23 0.1409725099306084
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#> Attrib V26 -0.5123868149409506
#> Attrib V27 -0.4230652325160644
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#> Attrib V29 -0.39063608531361715
#> Attrib V3 0.12273516390191577
#> Attrib V30 -0.14152450446867815
#> Attrib V31 -0.7215412817940138
#> Attrib V32 -0.15821315463516236
#> Attrib V33 0.28641918322937976
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#> Attrib V39 0.1481435271889917
#> Attrib V4 0.3055693523240122
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#> Attrib V41 0.2232375890108346
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#> Attrib V51 0.05214496119139823
#> Attrib V52 0.25023465513411636
#> Attrib V53 0.1867273155585652
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#> Attrib V56 0.21422633253817855
#> Attrib V57 0.18016341964712085
#> Attrib V58 0.3894049411736388
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#> Attrib V6 0.09558614371728129
#> Attrib V60 0.274438045102803
#> Attrib V7 0.14378447610922732
#> Attrib V8 0.03157796508044758
#> Attrib V9 0.34883425776213817
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.1697835933156739
#> Attrib V1 0.00514676812101933
#> Attrib V10 0.031170682165987507
#> Attrib V11 -0.08650095815406567
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#> Attrib V14 0.060017580156149504
#> Attrib V15 0.18668707226216608
#> Attrib V16 0.17696255020238852
#> Attrib V17 0.2562123383689761
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#> Attrib V19 -0.03868673140663513
#> Attrib V2 0.07130491807378063
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#> Attrib V21 -0.07511866873290013
#> Attrib V22 -0.11917514955067693
#> Attrib V23 -0.1346044472470134
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#> Attrib V48 4.8186117895045584E-4
#> Attrib V49 -0.17526469755681254
#> Attrib V5 -2.795915258286632E-4
#> Attrib V50 0.19370901199312926
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#> Attrib V7 0.07719297578901085
#> Attrib V8 0.14132109818789804
#> Attrib V9 -0.20965077720265377
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold 0.01531737625569052
#> Attrib V1 0.23010585426941674
#> Attrib V10 -0.019102349484290182
#> Attrib V11 0.07207762936366004
#> Attrib V12 0.07278974167719088
#> Attrib V13 0.23891840166751235
#> Attrib V14 0.314005953874175
#> Attrib V15 0.2937256515851629
#> Attrib V16 0.18775779802176734
#> Attrib V17 0.05092043320642204
#> Attrib V18 0.06629961045507256
#> Attrib V19 0.14439423430036097
#> Attrib V2 0.12968159041891777
#> Attrib V20 0.274024917243704
#> Attrib V21 0.18573309847328945
#> Attrib V22 0.14554195033627965
#> Attrib V23 0.10302846896534663
#> Attrib V24 0.11395898984912527
#> Attrib V25 -0.1295483912425803
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#> Attrib V27 -0.37385430938011827
#> Attrib V28 -0.3679580697469453
#> Attrib V29 -0.4127992527272792
#> Attrib V3 0.050665636898778094
#> Attrib V30 -0.19029506820746578
#> Attrib V31 -0.5017727234101611
#> Attrib V32 -0.15279327388246855
#> Attrib V33 0.22488847614454138
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#> Attrib V6 0.09677273725517292
#> Attrib V60 0.2896365078209442
#> Attrib V7 0.1788819962882865
#> Attrib V8 -4.2099869402044014E-4
#> Attrib V9 0.2655305696897769
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.18149569582481073
#> Attrib V1 0.07294690903846408
#> Attrib V10 -0.019188284677774486
#> Attrib V11 -0.002234848476107746
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#> Attrib V13 -0.0704905563394794
#> Attrib V14 0.08080025140239391
#> Attrib V15 0.06253712063537924
#> Attrib V16 0.06966738134867276
#> Attrib V17 0.014906492057714354
#> Attrib V18 0.0549249690970008
#> Attrib V19 -0.08651590917322596
#> Attrib V2 0.052231001900040236
#> Attrib V20 -0.05953359787711155
#> Attrib V21 -0.054285271427642716
#> Attrib V22 -0.08330271935858131
#> Attrib V23 -0.021702617119623693
#> Attrib V24 -0.0459414208855255
#> Attrib V25 -0.06583598982791496
#> Attrib V26 -0.04517938071056826
#> Attrib V27 -0.08139367965392981
#> Attrib V28 -0.0439134764221926
#> Attrib V29 -0.018665570822671625
#> Attrib V3 0.07498946749014063
#> Attrib V30 0.03367395819556584
#> Attrib V31 0.100582791188946
#> Attrib V32 -0.002089628394263135
#> Attrib V33 -0.03661564527222622
#> Attrib V34 0.016722009496929008
#> Attrib V35 0.11249405596838978
#> Attrib V36 0.21479141696095536
#> Attrib V37 0.12142269764047856
#> Attrib V38 -0.056803221508513885
#> Attrib V39 0.0622265896649431
#> Attrib V4 -0.07897052110823863
#> Attrib V40 0.09182280352712054
#> Attrib V41 -0.009851262367639948
#> Attrib V42 0.04561172417848722
#> Attrib V43 0.01866273086635476
#> Attrib V44 0.07635255923299868
#> Attrib V45 0.06203909648672803
#> Attrib V46 0.0485990106123068
#> Attrib V47 0.06397890050513862
#> Attrib V48 -0.007682647250122378
#> Attrib V49 0.04594537437500646
#> Attrib V5 0.045137673273958484
#> Attrib V50 0.08552526585677628
#> Attrib V51 0.07150149065056367
#> Attrib V52 0.05458998825691457
#> Attrib V53 0.064344286918584
#> Attrib V54 0.022229932387604373
#> Attrib V55 0.10773227446831639
#> Attrib V56 0.07054171425803128
#> Attrib V57 0.04239278129493281
#> Attrib V58 0.08657222822019858
#> Attrib V59 0.01923357739439263
#> Attrib V6 0.08797712053843837
#> Attrib V60 0.06065749442219292
#> Attrib V7 0.08864438688572826
#> Attrib V8 0.13142967473984218
#> Attrib V9 0.02775066070086882
#> 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
#> 0.1014493