Classification MultilayerPerceptron Learner
Source:R/learner_RWeka_classif_multilayer_perceptron.R
mlr_learners_classif.multilayer_perceptron.RdClassifier that uses backpropagation to learn a multi-layer perceptron.
Calls RWeka::make_Weka_classifier() from RWeka.
Custom mlr3 parameters
output_debug_info:original id: output-debug-info
do_not_check_capabilities:original id: do-not-check-capabilities
num_decimal_places:original id: num-decimal-places
batch_size:original id: batch-size
Reason for change: This learner contains changed ids of the following control arguments since their ids contain irregular pattern
Gremoved:GUI will be opened
Reason for change: The parameter is removed because we don't want to launch GUI.
Parameters
| Id | Type | Default | Levels | Range |
| subset | untyped | - | - | |
| na.action | untyped | - | - | |
| L | numeric | 0.3 | \([0, 1]\) | |
| M | numeric | 0.2 | \([0, 1]\) | |
| N | integer | 500 | \([1, \infty)\) | |
| V | numeric | 0 | \([0, 100]\) | |
| S | integer | 0 | \([0, \infty)\) | |
| E | integer | 20 | \([1, \infty)\) | |
| A | logical | FALSE | TRUE, FALSE | - |
| B | logical | FALSE | TRUE, FALSE | - |
| H | untyped | "a" | - | |
| C | logical | FALSE | TRUE, FALSE | - |
| I | logical | FALSE | TRUE, FALSE | - |
| R | logical | FALSE | TRUE, FALSE | - |
| D | logical | FALSE | TRUE, FALSE | - |
| output_debug_info | logical | FALSE | TRUE, FALSE | - |
| do_not_check_capabilities | logical | FALSE | TRUE, FALSE | - |
| num_decimal_places | integer | 2 | \([1, \infty)\) | |
| batch_size | integer | 100 | \([1, \infty)\) | |
| options | untyped | NULL | - |
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/chapters/chapter2/data_and_basic_modeling.html#sec-learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifMultilayerPerceptron
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
LearnerClassifMultilayerPerceptron$marshal()
Marshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::marshal_model().
LearnerClassifMultilayerPerceptron$unmarshal()
Unmarshal the learner's model.
Arguments
...(any)
Additional arguments passed tomlr3::unmarshal_model().
Examples
# Define the Learner
learner = lrn("classif.multilayer_perceptron")
print(learner)
#>
#> ── <LearnerClassifMultilayerPerceptron> (classif.multilayer_perceptron): Multila
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3 and RWeka
#> • Predict Types: [response] and prob
#> • Feature Types: logical, integer, numeric, factor, and ordered
#> • Encapsulation: none (fallback: -)
#> • Properties: marshal, missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error', predict_raw = 'FALSE'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> Sigmoid Node 0
#> Inputs Weights
#> Threshold -0.5172316364761225
#> Node 2 1.5906165868180808
#> Node 3 1.1233183637657111
#> Node 4 1.1022519753902262
#> Node 5 -1.9282015002681605
#> Node 6 0.8704460075005381
#> Node 7 2.936535644002466
#> Node 8 1.6310518899423476
#> Node 9 3.664261105283605
#> Node 10 -2.152668089230691
#> Node 11 1.521775960752478
#> Node 12 1.3985962651542592
#> Node 13 1.0416833950755513
#> Node 14 1.5794450897973071
#> Node 15 -2.3765183396148375
#> Node 16 -1.0373202992337323
#> Node 17 0.8075649791600419
#> Node 18 0.5224773907955846
#> Node 19 2.506517400774579
#> Node 20 1.4226645527279975
#> Node 21 -1.4972653589587908
#> Node 22 1.2520966179485844
#> Node 23 1.1499657794099267
#> Node 24 -2.201884384282165
#> Node 25 4.779068345916991
#> Node 26 -0.12614908155429302
#> Node 27 1.9218036581504085
#> Node 28 -2.513659942960518
#> Node 29 0.7134445292913618
#> Node 30 -0.08929443098238955
#> Node 31 0.8689733975013432
#> Node 32 0.6804870113761837
#> Sigmoid Node 1
#> Inputs Weights
#> Threshold 0.5417172283890513
#> Node 2 -1.65317707097992
#> Node 3 -1.1085847643317852
#> Node 4 -1.0647655121525612
#> Node 5 1.9476291636204022
#> Node 6 -0.8484514382182798
#> Node 7 -2.9307689367766434
#> Node 8 -1.6675664572934803
#> Node 9 -3.6645359858883078
#> Node 10 2.092894006543387
#> Node 11 -1.4925060674539856
#> Node 12 -1.4768705013644872
#> Node 13 -0.989352602857736
#> Node 14 -1.5170107885382773
#> Node 15 2.368864926445422
#> Node 16 1.0292104119486989
#> Node 17 -0.774932723362122
#> Node 18 -0.4822809282395019
#> Node 19 -2.50679951166598
#> Node 20 -1.4204563328970972
#> Node 21 1.5582178984252075
#> Node 22 -1.3028489567374608
#> Node 23 -1.1949901588019414
#> Node 24 2.19635061895628
#> Node 25 -4.773092414819689
#> Node 26 0.04322327805318375
#> Node 27 -1.9648565350774276
#> Node 28 2.4822019296107194
#> Node 29 -0.7470809162171327
#> Node 30 0.16567836869794839
#> Node 31 -0.8115958266053321
#> Node 32 -0.6989719977737715
#> Sigmoid Node 2
#> Inputs Weights
#> Threshold 0.0022076597633117236
#> Attrib V1 0.2297054576070559
#> Attrib V10 0.018219827874396192
#> Attrib V11 0.5110454255484066
#> Attrib V12 0.11736765146041103
#> Attrib V13 -0.24220628662031043
#> Attrib V14 -0.6366692904794429
#> Attrib V15 -0.026053955576385672
#> Attrib V16 0.4988105529827683
#> Attrib V17 0.11598090621169697
#> Attrib V18 -0.3524928938296013
#> Attrib V19 -0.012428531631603765
#> Attrib V2 -0.05593463235461365
#> Attrib V20 0.480946035154155
#> Attrib V21 0.8015248205298569
#> Attrib V22 0.30517574412683607
#> Attrib V23 -0.06876476750235772
#> Attrib V24 0.4355748647324418
#> Attrib V25 -0.17973305382413737
#> Attrib V26 -0.6318392124451029
#> Attrib V27 -0.43353699565581905
#> Attrib V28 0.017447236470942026
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#> Attrib V3 -0.20296810728918863
#> Attrib V30 0.1209383689786937
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#> Attrib V5 0.4657078008690078
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#> Attrib V8 -0.0677304561785653
#> Attrib V9 0.3834773947386259
#> Sigmoid Node 3
#> Inputs Weights
#> Threshold -0.038787697282361
#> Attrib V1 0.19245589547018427
#> Attrib V10 -0.07226073844577736
#> Attrib V11 0.21522881427361334
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#> Attrib V18 -0.2964574810521131
#> Attrib V19 8.505032808788887E-4
#> Attrib V2 0.04765715662009541
#> Attrib V20 0.2809710829045969
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#> Attrib V22 0.14026342117238322
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#> Attrib V4 0.1282277993612003
#> Attrib V40 -0.19195475654980704
#> Attrib V41 -0.2573911167118461
#> Attrib V42 0.3710567192206616
#> Attrib V43 0.45901048791498633
#> Attrib V44 0.4069301392863114
#> Attrib V45 0.21615914988631552
#> Attrib V46 0.28692746840760297
#> Attrib V47 -0.05265175443502368
#> Attrib V48 -0.010412072390577874
#> Attrib V49 0.15590611258562134
#> Attrib V5 0.2894294989836941
#> Attrib V50 -0.5006170477381231
#> Attrib V51 -0.015978893201789777
#> Attrib V52 -0.021939034086897995
#> Attrib V53 -0.07489874428104613
#> Attrib V54 0.12028582328928224
#> Attrib V55 0.08668939195034861
#> Attrib V56 0.12215216416452275
#> Attrib V57 -0.06001592074499978
#> Attrib V58 0.3640518826888806
#> Attrib V59 0.44881735523525235
#> Attrib V6 -0.2222033399940122
#> Attrib V60 -0.010209934309120653
#> Attrib V7 -0.023336575508561674
#> Attrib V8 0.03530208254080689
#> Attrib V9 0.1698432617234047
#> Sigmoid Node 4
#> Inputs Weights
#> Threshold -0.05334288407375887
#> Attrib V1 0.13996503057328608
#> Attrib V10 -0.09309626189701331
#> Attrib V11 0.21471094727322418
#> Attrib V12 -0.019673957147090276
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#> Attrib V14 -0.2955850721809935
#> Attrib V15 0.1361744068162437
#> Attrib V16 0.37830384545021994
#> Attrib V17 0.09482459346811922
#> Attrib V18 -0.28046478429840105
#> Attrib V19 -0.030772778912625778
#> Attrib V2 4.4854657665411093E-4
#> Attrib V20 0.27447928598015375
#> Attrib V21 0.487312243251841
#> Attrib V22 0.08433749336763458
#> Attrib V23 -0.1432012117535411
#> Attrib V24 0.13202578977474178
#> Attrib V25 -0.30874035039589925
#> Attrib V26 -0.5680155036253491
#> Attrib V27 -0.437061590686984
#> Attrib V28 -0.03148714681067872
#> Attrib V29 -0.2750681326450585
#> Attrib V3 -0.08355281102626134
#> Attrib V30 0.012215197274631514
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#> Attrib V33 0.4102426696056367
#> Attrib V34 -0.009423797537803999
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#> Attrib V39 0.23112125479797208
#> Attrib V4 0.09591252566679591
#> Attrib V40 -0.17957262650347444
#> Attrib V41 -0.2643601269602395
#> Attrib V42 0.3967655700299845
#> Attrib V43 0.45508930616804755
#> Attrib V44 0.421218044469842
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#> Attrib V47 -0.09303728695777774
#> Attrib V48 0.05436121012251578
#> Attrib V49 0.22859858117173049
#> Attrib V5 0.3158631227308826
#> Attrib V50 -0.483190793706938
#> Attrib V51 0.048550334172603904
#> Attrib V52 -0.05346588762621267
#> Attrib V53 -0.018519190071687303
#> Attrib V54 -0.0012881889904536629
#> Attrib V55 0.02468312349706793
#> Attrib V56 0.12682275067016485
#> Attrib V57 -0.07463149036014168
#> Attrib V58 0.28826999856446334
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#> Attrib V6 -0.21548123454639587
#> Attrib V60 -0.03728632824827408
#> Attrib V7 -0.019925775278426396
#> Attrib V8 -0.04617917880213799
#> Attrib V9 0.22348569956332498
#> Sigmoid Node 5
#> Inputs Weights
#> Threshold -0.006496987831948428
#> Attrib V1 -0.29735027587011786
#> Attrib V10 -0.01319900021464089
#> Attrib V11 -0.6147304824830975
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#> Attrib V13 0.28632667808733964
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#> Attrib V27 0.542136322498404
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#> Attrib V29 0.7689787401232423
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#> Attrib V7 0.06949925745483125
#> Attrib V8 0.12769631609314758
#> Attrib V9 -0.4804903695154934
#> Sigmoid Node 6
#> Inputs Weights
#> Threshold -0.01688414668959053
#> Attrib V1 0.18656124349076392
#> Attrib V10 -0.1306125053718991
#> Attrib V11 0.14718887821653134
#> Attrib V12 0.021681210672230923
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#> Attrib V7 0.014130255148818749
#> Attrib V8 0.04443725583936292
#> Attrib V9 0.16653880608112198
#> Sigmoid Node 7
#> Inputs Weights
#> Threshold 0.2204733802752241
#> Attrib V1 0.21555651948291088
#> Attrib V10 0.6594368389697489
#> Attrib V11 1.0220912757708642
#> Attrib V12 0.7272784356607277
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#> Attrib V26 1.1216203535779494
#> Attrib V27 1.3575429409229764
#> Attrib V28 1.5602411221566894
#> Attrib V29 1.504018884899069
#> Attrib V3 0.07756058471826388
#> Attrib V30 0.7932556626850088
#> Attrib V31 -0.29780353430656215
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#> Attrib V34 -0.04764156655587232
#> Attrib V35 -0.08823548687833757
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#> Attrib V39 0.8545989926804344
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#> Attrib V41 0.4962546440011135
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#> Attrib V48 0.6849329382723475
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#> Attrib V51 0.6327525803643981
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#> Attrib V54 -0.10981099904854644
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#> Attrib V6 0.21234631126074008
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#> Attrib V7 0.008758875952047636
#> Attrib V8 -0.31334754518227376
#> Attrib V9 0.5180870191566297
#> Sigmoid Node 8
#> Inputs Weights
#> Threshold 0.19911398395590962
#> Attrib V1 -0.010685293543770968
#> Attrib V10 0.14502514868121769
#> Attrib V11 0.5218252079945362
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#> Attrib V2 -0.07766167918058765
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#> Attrib V21 0.2021310300900809
#> Attrib V22 -0.08754047425037963
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#> Attrib V24 0.6768706727293915
#> Attrib V25 0.3538887929253907
#> Attrib V26 0.1583577604535665
#> Attrib V27 0.43181944582533094
#> Attrib V28 0.7842337579812907
#> Attrib V29 0.34919503613087216
#> Attrib V3 -0.2503313213152685
#> Attrib V30 0.37197644022037335
#> Attrib V31 -0.4863353674338281
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#> Attrib V33 0.22460231216908882
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#> Attrib V39 0.2684937664684666
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#> Attrib V53 0.3221524516366397
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#> Attrib V55 -0.19999833363327768
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#> Attrib V6 -0.2736245158472866
#> Attrib V60 -0.09157308120038826
#> Attrib V7 -0.15771961932493775
#> Attrib V8 -0.13210685189920734
#> Attrib V9 0.37353935340188704
#> Sigmoid Node 9
#> Inputs Weights
#> Threshold 0.1283816250057525
#> Attrib V1 0.27347342372421646
#> Attrib V10 0.9318135945915169
#> Attrib V11 1.280709320740227
#> Attrib V12 1.140654703908893
#> Attrib V13 0.6283701577294031
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#> Attrib V19 -0.2578523484004032
#> Attrib V2 0.5644061148393367
#> Attrib V20 -0.3705992830676451
#> Attrib V21 0.3328986753569613
#> Attrib V22 0.07273473130257091
#> Attrib V23 0.06978308907641144
#> Attrib V24 0.7589782704080352
#> Attrib V25 0.5905598003848622
#> Attrib V26 1.412954360026713
#> Attrib V27 1.6407395516452739
#> Attrib V28 1.7579266449618323
#> Attrib V29 1.6738582007578886
#> Attrib V3 0.13052487679465
#> Attrib V30 0.8525626288111874
#> Attrib V31 -0.4442673799463581
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#> Attrib V34 0.10156803837972583
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#> Attrib V39 1.0174518566245063
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#> Attrib V40 0.7169502890915557
#> Attrib V41 0.44292962359174753
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#> Attrib V44 0.10186794994235555
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#> Attrib V47 0.3544358501299964
#> Attrib V48 0.7086345371529711
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#> Attrib V5 0.46927748150402804
#> Attrib V50 -0.2575957422832766
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#> Attrib V57 -0.7009335944759345
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#> Attrib V59 0.2260260101501122
#> Attrib V6 0.26244943455506803
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#> Attrib V7 -0.010670813228370489
#> Attrib V8 -0.2644122438375491
#> Attrib V9 0.6405316253698868
#> Sigmoid Node 10
#> Inputs Weights
#> Threshold -0.03546785968922294
#> Attrib V1 -0.2681442478232255
#> Attrib V10 -0.02491380917983901
#> Attrib V11 -0.6696206362880813
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#> Attrib V18 0.5188405432299757
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#> Attrib V2 0.01284368286127879
#> Attrib V20 -0.4893404195842921
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#> Attrib V22 -0.43748809403360606
#> Attrib V23 0.07797852199023246
#> Attrib V24 -0.552869630555324
#> Attrib V25 0.23768745421987647
#> Attrib V26 0.8365416765542136
#> Attrib V27 0.6120809393621044
#> Attrib V28 0.20237270706675445
#> Attrib V29 0.832121807715385
#> Attrib V3 0.28968768401702516
#> Attrib V30 -0.03012983956041944
#> Attrib V31 0.8988764084313129
#> Attrib V32 -0.14278945682274136
#> Attrib V33 -0.6649493995170482
#> Attrib V34 0.10597591255344113
#> Attrib V35 0.33449227933760317
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#> Attrib V40 0.4612543587912572
#> Attrib V41 0.4726582198124381
#> Attrib V42 -0.7678940831765714
#> Attrib V43 -1.0021459443911624
#> Attrib V44 -0.8435419204118799
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#> Attrib V5 -0.42591691358367567
#> Attrib V50 1.032955236389922
#> Attrib V51 -0.1305543141073751
#> Attrib V52 0.014271758972784722
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#> Attrib V6 0.45865589324271416
#> Attrib V60 0.0415413461022065
#> Attrib V7 0.029108482892895596
#> Attrib V8 0.09378870115982225
#> Attrib V9 -0.508600065865193
#> Sigmoid Node 11
#> Inputs Weights
#> Threshold -0.03858662463962248
#> Attrib V1 0.15688397253895767
#> Attrib V10 -0.058272585875250124
#> Attrib V11 0.39266114207000924
#> Attrib V12 0.06944006370274365
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#> Attrib V20 0.442552276012371
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#> Attrib V23 -0.11122757686391058
#> Attrib V24 0.3112608367376586
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#> Attrib V27 -0.5177027164519585
#> Attrib V28 -0.13063810351156552
#> Attrib V29 -0.6294474208045228
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#> Attrib V30 0.01111753740000587
#> Attrib V31 -0.7711369570734753
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#> Attrib V33 0.4875136744310427
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#> Attrib V40 -0.3387309207941924
#> Attrib V41 -0.40687428404442777
#> Attrib V42 0.5645951159927423
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#> Attrib V44 0.7109355505784742
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#> Attrib V51 0.10360757305502917
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#> Attrib V54 0.10449119000684864
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#> Attrib V58 0.40430999645276255
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#> Attrib V6 -0.2790180550489483
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#> Attrib V7 -0.07483347138859789
#> Attrib V8 -0.007845279107332502
#> Attrib V9 0.3628361024230068
#> Sigmoid Node 12
#> Inputs Weights
#> Threshold -0.046639187274896333
#> Attrib V1 0.18652212319284697
#> Attrib V10 -0.18712504749717046
#> Attrib V11 0.26528366217354504
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#> Attrib V15 0.12254747429794258
#> Attrib V16 0.5638098535014457
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#> Attrib V2 0.03199734712159202
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#> Attrib V22 0.22082758704923203
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#> Attrib V24 0.14880070639678292
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#> Attrib V26 -0.7749050346396645
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#> Attrib V28 -0.23940500786959246
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#> Attrib V30 -0.07418906642201825
#> Attrib V31 -0.683668762601953
#> Attrib V32 0.05283601318740209
#> Attrib V33 0.5606216081704837
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#> Attrib V54 0.1081756221901382
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#> Attrib V58 0.4505990147966563
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#> Attrib V6 -0.30345088841225626
#> Attrib V60 5.271090314608907E-4
#> Attrib V7 0.007592652491667596
#> Attrib V8 0.04875636022821425
#> Attrib V9 0.2568026788986686
#> Sigmoid Node 13
#> Inputs Weights
#> Threshold -0.09474332590125975
#> Attrib V1 0.17064606963144247
#> Attrib V10 -0.12718799693280589
#> Attrib V11 0.20080359629006056
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#> Attrib V20 0.3001266309046707
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#> Attrib V28 -0.17960454852899388
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#> Attrib V31 -0.5428435897238708
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#> Attrib V42 0.36520438086198204
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#> Attrib V7 0.04037020934500305
#> Attrib V8 -0.035633102480387945
#> Attrib V9 0.16623029447179916
#> Sigmoid Node 14
#> Inputs Weights
#> Threshold 0.1893309265652261
#> Attrib V1 0.10470992285399912
#> Attrib V10 0.12231613887646318
#> Attrib V11 0.5744214043220034
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#> Attrib V6 -0.33085187718127324
#> Attrib V60 -0.0978236969151116
#> Attrib V7 -0.19439836085417356
#> Attrib V8 -0.1773831749181405
#> Attrib V9 0.3639507737384695
#> Sigmoid Node 15
#> Inputs Weights
#> Threshold 0.04723020830800488
#> Attrib V1 -0.33380604024766114
#> Attrib V10 -0.002632290454620876
#> Attrib V11 -0.7150085858326085
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#> Attrib V13 0.4310575732563148
#> Attrib V14 1.0054741778097285
#> Attrib V15 0.08905657876596458
#> Attrib V16 -0.7179524824892244
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#> Attrib V18 0.5041656601151169
#> Attrib V19 0.08098579581619339
#> Attrib V2 0.04073915031643982
#> Attrib V20 -0.591798434580205
#> Attrib V21 -1.0512318573532833
#> Attrib V22 -0.4922671827583126
#> Attrib V23 -0.005403885755999145
#> Attrib V24 -0.5606709667798299
#> Attrib V25 0.22838039222001397
#> Attrib V26 0.9424415077519573
#> Attrib V27 0.638046643668333
#> Attrib V28 0.2213450977963747
#> Attrib V29 0.9853673259546919
#> Attrib V3 0.35113117925099724
#> Attrib V30 -0.10101257231844715
#> Attrib V31 0.9676634324950413
#> Attrib V32 -0.02839220421718409
#> Attrib V33 -0.6927443932990238
#> Attrib V34 0.20945080319974033
#> Attrib V35 0.32292010310235125
#> Attrib V36 0.8856143292614156
#> Attrib V37 1.3408649150798544
#> Attrib V38 0.17872315868633637
#> Attrib V39 -0.3319375663240807
#> Attrib V4 -0.172537190961703
#> Attrib V40 0.5092545802261998
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#> Attrib V42 -0.9188901929081474
#> Attrib V43 -1.180235326041291
#> Attrib V44 -1.0364224975054264
#> Attrib V45 -0.49312272532213647
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#> Attrib V48 -0.16879128916685218
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#> Attrib V5 -0.4428743406871594
#> Attrib V50 1.058080050551382
#> Attrib V51 -0.09691731125158062
#> Attrib V52 0.03463816191048946
#> Attrib V53 0.1488774665715833
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#> Attrib V55 0.08691307398604842
#> Attrib V56 -0.14771494881797168
#> Attrib V57 0.16503029823430493
#> Attrib V58 -0.5974801967312117
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#> Attrib V6 0.5126343629254113
#> Attrib V60 0.008907060629949006
#> Attrib V7 -0.003043954332450626
#> Attrib V8 0.07395045825673678
#> Attrib V9 -0.5315722157477107
#> Sigmoid Node 16
#> Inputs Weights
#> Threshold -0.10267355029551559
#> Attrib V1 -0.0987460466280262
#> Attrib V10 -0.04657017545530341
#> Attrib V11 -0.45169223152639004
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#> Attrib V13 0.02967464394015091
#> Attrib V14 0.3516094064080034
#> Attrib V15 0.07231056504634728
#> Attrib V16 -0.10836096832191518
#> Attrib V17 0.19626805321702778
#> Attrib V18 0.5066763215044124
#> Attrib V19 0.29938785885862107
#> Attrib V2 -0.0778150675388124
#> Attrib V20 0.03682687051936167
#> Attrib V21 -0.22926963814321158
#> Attrib V22 -0.02581177582712015
#> Attrib V23 0.14702533133331513
#> Attrib V24 -0.18324244251729352
#> Attrib V25 0.06974179765586976
#> Attrib V26 0.09209384385147489
#> Attrib V27 -0.07354636498555639
#> Attrib V28 -0.24899102142736737
#> Attrib V29 -0.018538533974184875
#> Attrib V3 0.2007402623968006
#> Attrib V30 -0.22828427271242888
#> Attrib V31 0.34496359348053546
#> Attrib V32 0.04268231947072341
#> Attrib V33 -0.24856728573165165
#> Attrib V34 0.055919703637902565
#> Attrib V35 0.19955894189908716
#> Attrib V36 0.46644127612049946
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#> Attrib V38 0.07490352442566486
#> Attrib V39 -0.2983240520083463
#> Attrib V4 0.0016713471443036184
#> Attrib V40 0.07619573949592914
#> Attrib V41 0.2725682204907552
#> Attrib V42 -0.09678994789394543
#> Attrib V43 -0.3388398672337374
#> Attrib V44 -0.30338758826982004
#> Attrib V45 -0.09818095964099531
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#> Attrib V47 0.01960906039372771
#> Attrib V48 -0.23144338731599662
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#> Attrib V5 -0.1384112763097484
#> Attrib V50 0.5524635199298741
#> Attrib V51 -0.022104312024006024
#> Attrib V52 -0.04366189490696464
#> Attrib V53 0.06032875667826925
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#> Attrib V55 0.04499677405008913
#> Attrib V56 -0.0012769855533446915
#> Attrib V57 0.22778513716658894
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#> Attrib V6 0.2878639344015186
#> Attrib V60 0.17155311137428378
#> Attrib V7 0.1448315877518412
#> Attrib V8 0.14797885204149963
#> Attrib V9 -0.1845266439512394
#> Sigmoid Node 17
#> Inputs Weights
#> Threshold -0.038859549714899
#> Attrib V1 0.16867170929906478
#> Attrib V10 -0.03547902245161928
#> Attrib V11 0.18026436541371507
#> Attrib V12 -0.03525417364519676
#> Attrib V13 -0.12406638013295718
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#> Attrib V15 0.15307663481835398
#> Attrib V16 0.30363708069605044
#> Attrib V17 0.07414199155753773
#> Attrib V18 -0.20501850015045697
#> Attrib V19 -0.028814897456653235
#> Attrib V2 0.10325983888324655
#> Attrib V20 0.14832985850317343
#> Attrib V21 0.2646129253273663
#> Attrib V22 0.08228148737043726
#> Attrib V23 -0.16795415119837206
#> Attrib V24 0.09861190757045442
#> Attrib V25 -0.24504040506410474
#> Attrib V26 -0.4487829510735572
#> Attrib V27 -0.3439298825466317
#> Attrib V28 -0.16701598276751728
#> Attrib V29 -0.34741000230497815
#> Attrib V3 -0.0687127929163322
#> Attrib V30 -0.031223110910896582
#> Attrib V31 -0.34816963206555124
#> Attrib V32 -0.004103635002603599
#> Attrib V33 0.3429084006843504
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#> Attrib V35 -0.06805700339527175
#> Attrib V36 -0.33803988827399056
#> Attrib V37 -0.5072679526924379
#> Attrib V38 -0.04659255579737697
#> Attrib V39 0.1565057711291389
#> Attrib V4 0.10800856120921504
#> Attrib V40 -0.1841262005526856
#> Attrib V41 -0.19354667932371483
#> Attrib V42 0.21150856793646042
#> Attrib V43 0.35796883672160645
#> Attrib V44 0.27304298539923594
#> Attrib V45 0.2021092280969212
#> Attrib V46 0.18736066708509977
#> Attrib V47 -0.0990626407729023
#> Attrib V48 0.06367128584938474
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#> Attrib V5 0.2052247694075967
#> Attrib V50 -0.31971629135239354
#> Attrib V51 0.04033754450513641
#> Attrib V52 -0.038411591242820335
#> Attrib V53 -0.04356597863826349
#> Attrib V54 0.04509091469322109
#> Attrib V55 0.12363166039538345
#> Attrib V56 0.13347367769715165
#> Attrib V57 0.025189172632076404
#> Attrib V58 0.21466377322214567
#> Attrib V59 0.2894306741686759
#> Attrib V6 -0.1238001238740384
#> Attrib V60 0.0333456313893187
#> Attrib V7 -0.05191528614246171
#> Attrib V8 0.030444226794557615
#> Attrib V9 0.14510623877155465
#> Sigmoid Node 18
#> Inputs Weights
#> Threshold -0.1175055589511159
#> Attrib V1 0.11836466128147465
#> Attrib V10 -0.03199086136113867
#> Attrib V11 0.11717807281364244
#> Attrib V12 0.010553080811150153
#> Attrib V13 -0.043637548944816903
#> Attrib V14 -0.08983888471351514
#> Attrib V15 0.06658360694865167
#> Attrib V16 0.18642576952028148
#> Attrib V17 0.001117788091380925
#> Attrib V18 -0.07772402761048516
#> Attrib V19 -0.07029106795173348
#> Attrib V2 0.07208987714555812
#> Attrib V20 0.1096575120970648
#> Attrib V21 0.17982041018351339
#> Attrib V22 -0.0438008766229323
#> Attrib V23 -0.13395268275216404
#> Attrib V24 0.026292408546655877
#> Attrib V25 -0.10608418718070409
#> Attrib V26 -0.23043087607073642
#> Attrib V27 -0.20581760294410792
#> Attrib V28 -0.11402909645493466
#> Attrib V29 -0.19790590667994787
#> Attrib V3 0.041463193896693215
#> Attrib V30 -0.07541960123789258
#> Attrib V31 -0.27734465556381754
#> Attrib V32 -0.03744214382536851
#> Attrib V33 0.16884384031815844
#> Attrib V34 0.06951388351435171
#> Attrib V35 -0.04790212388943639
#> Attrib V36 -0.11913973080699822
#> Attrib V37 -0.29664926614329
#> Attrib V38 -0.04787368457208653
#> Attrib V39 0.16330845487501397
#> Attrib V4 0.07362486535978685
#> Attrib V40 -0.08816389223748128
#> Attrib V41 -0.16849045292143766
#> Attrib V42 0.1464212837369048
#> Attrib V43 0.2145732634370737
#> Attrib V44 0.1965270163854114
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#> Attrib V46 0.13321306291835222
#> Attrib V47 0.02674152419962778
#> Attrib V48 0.05972442291389013
#> Attrib V49 0.13230926397612106
#> Attrib V5 0.16828925600878208
#> Attrib V50 -0.21435530592115684
#> Attrib V51 0.09448929106770577
#> Attrib V52 0.02288296769971434
#> Attrib V53 0.0569252109999171
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#> Attrib V55 0.13345668396833166
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#> Attrib V57 -0.030455650392479515
#> Attrib V58 0.17304160518395031
#> Attrib V59 0.2936147563449959
#> Attrib V6 -0.09325345842545833
#> Attrib V60 0.08541476571226567
#> Attrib V7 0.027246805153871196
#> Attrib V8 0.04817685632247814
#> Attrib V9 0.09105400117621586
#> Sigmoid Node 19
#> Inputs Weights
#> Threshold 0.2026788456327965
#> Attrib V1 0.09798523202385967
#> Attrib V10 0.586930228952472
#> Attrib V11 0.8719727261048086
#> Attrib V12 0.7640506199973212
#> Attrib V13 0.3053056736649323
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#> Attrib V15 -0.3029418863602343
#> Attrib V16 -0.2427111069097794
#> Attrib V17 -0.5884897629248922
#> Attrib V18 -0.37784488208867
#> Attrib V19 0.035598832825605824
#> Attrib V2 0.19900214738910463
#> Attrib V20 -0.11728199485019491
#> Attrib V21 0.3697053957453988
#> Attrib V22 0.20211693288687735
#> Attrib V23 0.1622953390269749
#> Attrib V24 0.8227630553401873
#> Attrib V25 0.6188775859644126
#> Attrib V26 0.9068999644027248
#> Attrib V27 1.1524697076770027
#> Attrib V28 1.2993312717489125
#> Attrib V29 1.034313169114538
#> Attrib V3 -0.045625895859829596
#> Attrib V30 0.7028269672273378
#> Attrib V31 -0.2213851074220385
#> Attrib V32 -0.4978234491363291
#> Attrib V33 -0.23900817801298588
#> Attrib V34 -0.014538318385505428
#> Attrib V35 0.050368638320694804
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#> Attrib V37 -0.5244640544740398
#> Attrib V38 -0.08170737533103503
#> Attrib V39 0.7778325942750475
#> Attrib V4 0.26765498514864894
#> Attrib V40 0.5091027122887886
#> Attrib V41 0.3796515518289669
#> Attrib V42 0.25815802930012943
#> Attrib V43 0.5120039292028967
#> Attrib V44 0.3048387099559521
#> Attrib V45 -0.06432186179055371
#> Attrib V46 0.41086385717491813
#> Attrib V47 0.2814821142366826
#> Attrib V48 0.6678161951436239
#> Attrib V49 1.016187048406549
#> Attrib V5 0.5499560193876157
#> Attrib V50 -0.34886762041347
#> Attrib V51 0.5145305937945507
#> Attrib V52 0.6525151756402254
#> Attrib V53 0.7205482806012671
#> Attrib V54 -0.12296782477521799
#> Attrib V55 -0.17509774380589563
#> Attrib V56 -0.12149442523740507
#> Attrib V57 -0.467706954121752
#> Attrib V58 -0.045585425272864535
#> Attrib V59 0.23367936102764553
#> Attrib V6 0.16146814123754957
#> Attrib V60 -0.06516104731169917
#> Attrib V7 0.0015987495492685835
#> Attrib V8 -0.3051523631622058
#> Attrib V9 0.4693440095178022
#> Sigmoid Node 20
#> Inputs Weights
#> Threshold 0.1434059322740464
#> Attrib V1 0.13249453966514738
#> Attrib V10 0.12820480331284045
#> Attrib V11 0.5006820825333294
#> Attrib V12 0.2112580431294656
#> Attrib V13 -0.12707655631244422
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#> Attrib V15 -0.10346068432016282
#> Attrib V16 0.2529191072373686
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#> Attrib V18 -0.2648418513169756
#> Attrib V19 0.09201217155178676
#> Attrib V2 -0.1071427483321362
#> Attrib V20 0.41444591168955774
#> Attrib V21 0.7470560385954884
#> Attrib V22 0.35774750181933107
#> Attrib V23 0.0825271485955444
#> Attrib V24 0.48302938509157095
#> Attrib V25 0.03477622441689265
#> Attrib V26 -0.10276178674289113
#> Attrib V27 0.10533302866613525
#> Attrib V28 0.3594916075415761
#> Attrib V29 0.028728714745235744
#> Attrib V3 -0.2759593266568046
#> Attrib V30 0.35464569506663046
#> Attrib V31 -0.6206258290048657
#> Attrib V32 -0.3400585947860402
#> Attrib V33 0.14980516160392598
#> Attrib V34 -0.0800749230041565
#> Attrib V35 0.09433822928865941
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#> Attrib V37 -0.48750225720702206
#> Attrib V38 0.11072214152481702
#> Attrib V39 0.42462297062967963
#> Attrib V4 0.09695366228115937
#> Attrib V40 -0.13668098190418593
#> Attrib V41 -0.18290210813848412
#> Attrib V42 0.4795129855778955
#> Attrib V43 0.8723507250052615
#> Attrib V44 0.9311967962651464
#> Attrib V45 0.4676547834112913
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#> Attrib V48 0.21514023987904748
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#> Attrib V50 -0.6146231526456659
#> Attrib V51 0.16716333634158437
#> Attrib V52 0.07522140272427995
#> Attrib V53 0.12418978459675742
#> Attrib V54 -0.02799415567641812
#> Attrib V55 -0.2017526258083663
#> Attrib V56 0.034820998032054545
#> Attrib V57 -0.47290302481049473
#> Attrib V58 0.18931604666709834
#> Attrib V59 0.39216983333625977
#> Attrib V6 -0.20975379492239543
#> Attrib V60 -0.05519516378815859
#> Attrib V7 -0.07289959246293645
#> Attrib V8 -0.22495549716225155
#> Attrib V9 0.4023719543167191
#> Sigmoid Node 21
#> Inputs Weights
#> Threshold 0.023169350778067106
#> Attrib V1 -0.21997402368694413
#> Attrib V10 -0.0676064506763404
#> Attrib V11 -0.5739916042296002
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#> Attrib V13 0.16327460970336732
#> Attrib V14 0.638028801009871
#> Attrib V15 0.02380808923118455
#> Attrib V16 -0.48704020433455514
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#> Attrib V18 0.4088230367919655
#> Attrib V19 0.06956812412097339
#> Attrib V2 -0.05460074011019546
#> Attrib V20 -0.27465733366159933
#> Attrib V21 -0.5927535138923192
#> Attrib V22 -0.30098065132796065
#> Attrib V23 0.06625199439894873
#> Attrib V24 -0.3769028805594375
#> Attrib V25 0.23346786418551707
#> Attrib V26 0.6437246023233926
#> Attrib V27 0.4212776864895447
#> Attrib V28 0.10077438020774081
#> Attrib V29 0.5731475804585048
#> Attrib V3 0.197695043180982
#> Attrib V30 -0.03412181610297231
#> Attrib V31 0.6798809196359095
#> Attrib V32 -0.14062077732130496
#> Attrib V33 -0.5827133023149847
#> Attrib V34 0.03668969759331352
#> Attrib V35 0.280904793278467
#> Attrib V36 0.7291371699642344
#> Attrib V37 1.0250207371811202
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#> Attrib V39 -0.28749758121536306
#> Attrib V4 -0.07962859032425058
#> Attrib V40 0.31577737106583637
#> Attrib V41 0.349043520556044
#> Attrib V42 -0.5382322373101325
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#> Attrib V46 -0.43753462442680574
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#> Attrib V50 0.808540443231352
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#> Attrib V52 0.002257702139424497
#> Attrib V53 0.1315848155769382
#> Attrib V54 0.034946352888389896
#> Attrib V55 0.0034017651579289353
#> Attrib V56 -0.1540780317811216
#> Attrib V57 0.19257728295128762
#> Attrib V58 -0.39298789810669954
#> Attrib V59 -0.4043852173071541
#> Attrib V6 0.2791424389313704
#> Attrib V60 0.10091044697020611
#> Attrib V7 0.07159598748424145
#> Attrib V8 0.06673494465907817
#> Attrib V9 -0.35612591227499174
#> Sigmoid Node 22
#> Inputs Weights
#> Threshold -0.09540029959780681
#> Attrib V1 0.2540628346883275
#> Attrib V10 -0.12144106531067445
#> Attrib V11 0.20858574009831074
#> Attrib V12 -0.05083575307762743
#> Attrib V13 -0.21454985484099443
#> Attrib V14 -0.35349794840898824
#> Attrib V15 0.09813369072290866
#> Attrib V16 0.5309734565980632
#> Attrib V17 0.17576801806517692
#> Attrib V18 -0.2776662895872377
#> Attrib V19 -0.07729399970277556
#> Attrib V2 0.04404407967969568
#> Attrib V20 0.3041474281375323
#> Attrib V21 0.42196426706516754
#> Attrib V22 0.08366247717538433
#> Attrib V23 -0.1988761031853002
#> Attrib V24 0.18357551649596543
#> Attrib V25 -0.29668828802052766
#> Attrib V26 -0.687596828840469
#> Attrib V27 -0.6010533002535423
#> Attrib V28 -0.3653325381633388
#> Attrib V29 -0.5976172573225759
#> Attrib V3 -0.1331088854515994
#> Attrib V30 -0.13279257862835916
#> Attrib V31 -0.49628598332396634
#> Attrib V32 0.11273867209279811
#> Attrib V33 0.4680399375780868
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#> Attrib V52 -0.09452312582742642
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#> Attrib V7 0.013897763498445341
#> Attrib V8 -0.04960569225777581
#> Attrib V9 0.2167524175524758
#> Sigmoid Node 23
#> Inputs Weights
#> Threshold -0.0624497469255059
#> Attrib V1 0.22013581073112656
#> Attrib V10 -0.16908331775992516
#> Attrib V11 0.2411323068482174
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#> Attrib V16 0.4120737125318848
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#> Attrib V19 -0.046356462524749016
#> Attrib V2 -0.023413265376156685
#> Attrib V20 0.2687703063609582
#> Attrib V21 0.398237906678955
#> Attrib V22 0.1226617388735013
#> Attrib V23 -0.1114760742045013
#> Attrib V24 0.15128646355869557
#> Attrib V25 -0.22427373993961022
#> Attrib V26 -0.5733934423709727
#> Attrib V27 -0.5834107067103562
#> Attrib V28 -0.36608404959220575
#> Attrib V29 -0.6696848473802772
#> Attrib V3 -0.09050191102059256
#> Attrib V30 -0.1391673233982493
#> Attrib V31 -0.5261750898489064
#> Attrib V32 0.07534391621978173
#> Attrib V33 0.44057733422611156
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#> Attrib V36 -0.3915728869184525
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#> Attrib V39 0.1532230566253245
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#> Attrib V52 -0.038066914754385006
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#> Attrib V55 0.08966772684481863
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#> Attrib V6 -0.22321517625233586
#> Attrib V60 0.009745610258126865
#> Attrib V7 0.001020470302152528
#> Attrib V8 -0.01672351453323126
#> Attrib V9 0.1920103864761338
#> Sigmoid Node 24
#> Inputs Weights
#> Threshold 0.13272544010896148
#> Attrib V1 -0.3371941295341112
#> Attrib V10 -0.12146236146286997
#> Attrib V11 -0.7126068460058663
#> Attrib V12 -0.15019464725878615
#> Attrib V13 0.370445397024188
#> Attrib V14 1.0079250894108374
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#> Attrib V16 -0.6589145762284676
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#> Attrib V18 0.47405285044337986
#> Attrib V19 -0.008084578003851681
#> Attrib V2 0.01260146405202379
#> Attrib V20 -0.6294501976404256
#> Attrib V21 -1.0538491460099288
#> Attrib V22 -0.6575622125567572
#> Attrib V23 -0.08263200889295878
#> Attrib V24 -0.6014493553827872
#> Attrib V25 0.16046170922073397
#> Attrib V26 0.8027502267183829
#> Attrib V27 0.5748805763610142
#> Attrib V28 0.17644788013685891
#> Attrib V29 0.8632840741700664
#> Attrib V3 0.27612024279629077
#> Attrib V30 -0.12867635768098754
#> Attrib V31 0.9349384820349745
#> Attrib V32 0.07264026685613115
#> Attrib V33 -0.6097607883371621
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#> Attrib V35 0.2572822306470041
#> Attrib V36 0.7858514003434095
#> Attrib V37 1.0771487390707404
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#> Attrib V39 -0.402449326331176
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#> Attrib V40 0.5234936699889171
#> Attrib V41 0.5310859876920307
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#> Attrib V43 -1.069216909876455
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#> Attrib V48 -0.20335502395760016
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#> Attrib V50 0.9790783555759445
#> Attrib V51 -0.18762141706460791
#> Attrib V52 0.08869634128670868
#> Attrib V53 0.11886929738819299
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#> Attrib V55 0.18819069499958355
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#> Attrib V57 0.35277927273035703
#> Attrib V58 -0.487714729858241
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#> Attrib V6 0.49702719702473486
#> Attrib V60 -0.012289483086929261
#> Attrib V7 0.0023367557674874874
#> Attrib V8 0.1561726704180693
#> Attrib V9 -0.49438818221444264
#> Sigmoid Node 25
#> Inputs Weights
#> Threshold 0.2570213309165665
#> Attrib V1 0.23742688014703875
#> Attrib V10 1.0150256504061013
#> Attrib V11 1.5113533289498786
#> Attrib V12 1.3308366563312843
#> Attrib V13 0.6042236557257293
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#> Attrib V18 -0.5904940153343127
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#> Attrib V2 0.6577679793618674
#> Attrib V20 -0.3368463491275678
#> Attrib V21 0.44207416467282723
#> Attrib V22 0.2694714512894806
#> Attrib V23 0.3833495758107329
#> Attrib V24 1.0761131144647513
#> Attrib V25 0.7478095900906456
#> Attrib V26 1.7908324054674771
#> Attrib V27 1.9733608705835537
#> Attrib V28 2.053807408737551
#> Attrib V29 2.093216319451979
#> Attrib V3 0.2708911095266625
#> Attrib V30 1.0215085907416583
#> Attrib V31 -0.5732797202833988
#> Attrib V32 -0.7648833804986197
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#> Attrib V34 0.11248139705704728
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#> Attrib V37 -0.2889905810432454
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#> Attrib V39 1.2030251955213724
#> Attrib V4 0.3837571894447774
#> Attrib V40 0.989449269568639
#> Attrib V41 0.7352883765431559
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#> Attrib V43 0.21021967887802204
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#> Attrib V46 0.5798605895069625
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#> Attrib V49 1.771731367285742
#> Attrib V5 0.6418330086249603
#> Attrib V50 -0.2739101118820749
#> Attrib V51 0.9553742626987499
#> Attrib V52 1.2161870700416613
#> Attrib V53 0.8996533344084405
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#> Attrib V56 -0.09045467715612004
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#> Attrib V59 0.28966013614906694
#> Attrib V6 0.34179723313546767
#> Attrib V60 -0.019813837801497994
#> Attrib V7 -0.03472738291810896
#> Attrib V8 -0.3842308219671376
#> Attrib V9 0.683018711980136
#> Sigmoid Node 26
#> Inputs Weights
#> Threshold -0.1751805527247517
#> Attrib V1 0.06362611989438365
#> Attrib V10 0.050005066573296446
#> Attrib V11 -0.004024676441538256
#> Attrib V12 0.05155217152284522
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#> Attrib V14 0.11901319300098484
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#> Attrib V16 0.014054171402903052
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#> Attrib V18 -0.001392517570076958
#> Attrib V19 0.06770558779163072
#> Attrib V2 0.0865773892192872
#> Attrib V20 0.00864952542276016
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#> Attrib V22 -0.03872845005738315
#> Attrib V23 -0.029952668949536812
#> Attrib V24 -0.05630393570414909
#> Attrib V25 -0.020064218381736214
#> Attrib V26 -0.07250571477481212
#> Attrib V27 -0.03586058605239504
#> Attrib V28 -0.020116290246023922
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#> Attrib V3 0.0677876451240284
#> Attrib V30 -0.03394317112651672
#> Attrib V31 -0.004291260498133306
#> Attrib V32 -0.0029699891062972225
#> Attrib V33 0.0464716607010272
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#> Attrib V4 0.12418378026263867
#> Attrib V40 0.05221704473791016
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#> Attrib V48 0.07370239462802321
#> Attrib V49 -0.0011845219008974027
#> Attrib V5 0.043760315394344704
#> Attrib V50 0.0941257178512615
#> Attrib V51 0.04583108915889369
#> Attrib V52 0.047898453416594856
#> Attrib V53 0.0508727198198752
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#> Attrib V55 0.05017453937306291
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#> Attrib V58 0.062289176111414254
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#> Attrib V6 0.13717017888748687
#> Attrib V60 0.10921882657147847
#> Attrib V7 0.0328106660515344
#> Attrib V8 0.09185906691273517
#> Attrib V9 0.05171922378618667
#> Sigmoid Node 27
#> Inputs Weights
#> Threshold 0.19058067483423813
#> Attrib V1 0.045536256042608754
#> Attrib V10 0.5093636345242544
#> Attrib V11 0.8395955576335927
#> Attrib V12 0.5928233686541031
#> Attrib V13 0.1680373612826864
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#> Attrib V20 -0.16459287460446675
#> Attrib V21 0.3532871432541501
#> Attrib V22 0.12292373456878049
#> Attrib V23 0.07093997175271319
#> Attrib V24 0.8787792022659708
#> Attrib V25 0.6074368329183768
#> Attrib V26 0.5873952682095733
#> Attrib V27 0.651343136713572
#> Attrib V28 0.710635649301753
#> Attrib V29 0.31215681727230854
#> Attrib V3 -0.18654724332466313
#> Attrib V30 0.4756128841824202
#> Attrib V31 -0.2307734529643162
#> Attrib V32 -0.27720862030443316
#> Attrib V33 0.12847793494205326
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#> Attrib V35 0.19764452537764923
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#> Attrib V4 0.07815908799901526
#> Attrib V40 0.17010046547735994
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#> Attrib V42 0.31536792626833965
#> Attrib V43 0.637153701108062
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#> Attrib V50 -0.4835260669086481
#> Attrib V51 0.31609636605140623
#> Attrib V52 0.3552321200221341
#> Attrib V53 0.4613944133840795
#> Attrib V54 -0.1703439962581001
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#> Attrib V58 0.030391088104538444
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#> Attrib V6 -0.01208266143033568
#> Attrib V60 -0.10854497848574646
#> Attrib V7 -0.11648852928953224
#> Attrib V8 -0.22655957206602875
#> Attrib V9 0.591382045020798
#> Sigmoid Node 28
#> Inputs Weights
#> Threshold 0.11148076666181422
#> Attrib V1 -0.43272199083506924
#> Attrib V10 -0.2976027311421109
#> Attrib V11 -0.9636840335444998
#> Attrib V12 -0.35977444471249015
#> Attrib V13 0.3563642171596892
#> Attrib V14 1.1544859124956253
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#> Attrib V16 -0.594069223149988
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#> Attrib V18 0.6382931587753857
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#> Attrib V22 -0.8247809536775115
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#> Attrib V25 0.003024371218888905
#> Attrib V26 0.6209318779554271
#> Attrib V27 0.5714893616224918
#> Attrib V28 0.08575637400760575
#> Attrib V29 0.8235568791840023
#> Attrib V3 0.33842506969153513
#> Attrib V30 -0.2565632048727964
#> Attrib V31 1.0212508755719796
#> Attrib V32 0.08145921091827832
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#> Attrib V35 0.37439704826673753
#> Attrib V36 0.9157776724410357
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#> Attrib V41 0.5651891259590414
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#> Attrib V43 -1.197011321946208
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#> Attrib V52 0.02880833702744205
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#> Attrib V55 0.36352884159123594
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#> Attrib V6 0.553477499333118
#> Attrib V60 0.033177263921748607
#> Attrib V7 0.04862259948482301
#> Attrib V8 0.3191032172697701
#> Attrib V9 -0.585848839753409
#> Sigmoid Node 29
#> Inputs Weights
#> Threshold -0.002076791225893491
#> Attrib V1 0.10280997447058257
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#> Attrib V11 0.23809831352908065
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#> Attrib V30 -0.060864110253736635
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#> Attrib V33 0.2594637436299618
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#> Attrib V39 0.18701846935984912
#> Attrib V4 0.06406634805958962
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#> Attrib V58 0.19219491497114088
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#> Attrib V60 0.029638267340035676
#> Attrib V7 -0.021237011583192883
#> Attrib V8 -0.012432617845833195
#> Attrib V9 0.12520955789256344
#> Sigmoid Node 30
#> Inputs Weights
#> Threshold -0.13504388102427095
#> Attrib V1 0.08084976935683826
#> Attrib V10 0.12186941173391612
#> Attrib V11 0.037243479723939335
#> Attrib V12 0.06833135916982382
#> Attrib V13 0.08928548046070076
#> Attrib V14 0.09725700461409692
#> Attrib V15 0.08110847509351982
#> Attrib V16 0.03954681302093089
#> Attrib V17 0.09117083381171315
#> Attrib V18 0.05944645272699147
#> Attrib V19 0.008274444200807479
#> Attrib V2 0.09293196279822678
#> Attrib V20 -0.018967007431595385
#> Attrib V21 0.006510988703000587
#> Attrib V22 -0.025317577322725188
#> Attrib V23 -0.02129933210009559
#> Attrib V24 -0.0818549623951219
#> Attrib V25 0.007325214657172827
#> Attrib V26 -0.004575809181343281
#> Attrib V27 -0.0648114688431118
#> Attrib V28 -0.04134457521240202
#> Attrib V29 -0.08226064354016095
#> Attrib V3 0.08502359834534712
#> Attrib V30 -0.006907904821776226
#> Attrib V31 0.10050024701298367
#> Attrib V32 0.007971374886322396
#> Attrib V33 -0.01913649001434641
#> Attrib V34 0.01388238807281213
#> Attrib V35 0.08348922915009753
#> Attrib V36 0.06156165503278615
#> Attrib V37 0.13355020345268806
#> Attrib V38 0.01700664392200625
#> Attrib V39 0.08944156936196151
#> Attrib V4 0.11818487813756261
#> Attrib V40 0.09306814723932931
#> Attrib V41 0.09041614488322362
#> Attrib V42 0.07927039236328387
#> Attrib V43 0.0025206339562835263
#> Attrib V44 -0.0331593982576977
#> Attrib V45 0.03863981212127394
#> Attrib V46 0.03190668772713329
#> Attrib V47 0.047319617693446676
#> Attrib V48 0.05994909470305288
#> Attrib V49 -0.014292822875441867
#> Attrib V5 0.036785475796906636
#> Attrib V50 0.07400014428223271
#> Attrib V51 0.045221384144240304
#> Attrib V52 0.0634258232149857
#> Attrib V53 0.059332342927039025
#> Attrib V54 0.04195606031734172
#> Attrib V55 0.024096537839851224
#> Attrib V56 0.13679028577143357
#> Attrib V57 0.07141092651162066
#> Attrib V58 0.07569909804777857
#> Attrib V59 0.05354848593999937
#> Attrib V6 0.12443856830065031
#> Attrib V60 0.0775628361588658
#> Attrib V7 0.031128402598646243
#> Attrib V8 0.06887829155077087
#> Attrib V9 0.05784296225080496
#> Sigmoid Node 31
#> Inputs Weights
#> Threshold -0.09910111129463973
#> Attrib V1 0.1835977194439021
#> Attrib V10 -0.11508467872119221
#> Attrib V11 0.17980818919079872
#> Attrib V12 -0.04403011010016218
#> Attrib V13 -0.0886595809520737
#> Attrib V14 -0.18086202218447658
#> Attrib V15 0.1340210084434911
#> Attrib V16 0.3257922994963284
#> Attrib V17 0.1306610807198697
#> Attrib V18 -0.1742143342926397
#> Attrib V19 -0.06449954253983689
#> Attrib V2 0.10466901470678684
#> Attrib V20 0.2131925465968702
#> Attrib V21 0.22135694081440185
#> Attrib V22 0.045302598062927496
#> Attrib V23 -0.12738166198814954
#> Attrib V24 0.11024699120294594
#> Attrib V25 -0.2444062622795602
#> Attrib V26 -0.459359096573195
#> Attrib V27 -0.46678319734200674
#> Attrib V28 -0.3162351123780485
#> Attrib V29 -0.47870948844920796
#> Attrib V3 -0.08753244907416817
#> Attrib V30 -0.14973154555605683
#> Attrib V31 -0.38584204126075344
#> Attrib V32 0.023232017770524756
#> Attrib V33 0.3423695193211158
#> Attrib V34 0.043569577068693834
#> Attrib V35 -0.04717180734925666
#> Attrib V36 -0.30645699346400135
#> Attrib V37 -0.4547785137237142
#> Attrib V38 -0.026916629260969775
#> Attrib V39 0.1071895903251813
#> Attrib V4 0.1405786390601195
#> Attrib V40 -0.17011983969015113
#> Attrib V41 -0.26969645096546413
#> Attrib V42 0.2199176252064346
#> Attrib V43 0.3513537582508751
#> Attrib V44 0.2784324859915866
#> Attrib V45 0.15319036782558298
#> Attrib V46 0.20682698164100702
#> Attrib V47 -0.06929317073289158
#> Attrib V48 0.019547154703614254
#> Attrib V49 0.08724959149052186
#> Attrib V5 0.19170211855789804
#> Attrib V50 -0.3482574515007511
#> Attrib V51 6.651362426879053E-4
#> Attrib V52 -0.02200674003291567
#> Attrib V53 0.007246525388434347
#> Attrib V54 0.17334794595056538
#> Attrib V55 0.15373514492769894
#> Attrib V56 0.11366559752661112
#> Attrib V57 0.01846176091356793
#> Attrib V58 0.24544693657563527
#> Attrib V59 0.34763952355633204
#> Attrib V6 -0.15383825441067694
#> Attrib V60 0.05230853823241333
#> Attrib V7 0.007083233785536178
#> Attrib V8 0.009150227015977388
#> Attrib V9 0.14925953080516072
#> Sigmoid Node 32
#> Inputs Weights
#> Threshold -0.08761024248992161
#> Attrib V1 0.1744821265038281
#> Attrib V10 -0.14048779970696418
#> Attrib V11 0.10995423498548003
#> Attrib V12 -0.028364150995697356
#> Attrib V13 -0.11166297167767264
#> Attrib V14 -0.081797871216621
#> Attrib V15 0.1464966766046176
#> Attrib V16 0.3080470011758104
#> Attrib V17 0.051982596860593686
#> Attrib V18 -0.09535152214666455
#> Attrib V19 -0.06283953123674481
#> Attrib V2 0.04308166560497945
#> Attrib V20 0.17037580750543407
#> Attrib V21 0.25428865404165996
#> Attrib V22 -0.0036762701858333332
#> Attrib V23 -0.13101181758002606
#> Attrib V24 0.013490378650067556
#> Attrib V25 -0.2753016204252976
#> Attrib V26 -0.43044761430235795
#> Attrib V27 -0.3419615516737789
#> Attrib V28 -0.12711461148338088
#> Attrib V29 -0.25135914784210006
#> Attrib V3 -4.7208863507883437E-4
#> Attrib V30 -0.03507628162847897
#> Attrib V31 -0.38952554324329863
#> Attrib V32 -0.00746010278160383
#> Attrib V33 0.27222387136195225
#> Attrib V34 0.016951382719391717
#> Attrib V35 -0.07536702599809386
#> Attrib V36 -0.20914413717058816
#> Attrib V37 -0.3880137585602957
#> Attrib V38 -0.08782014034940888
#> Attrib V39 0.14893165844858716
#> Attrib V4 0.09327168554143248
#> Attrib V40 -0.14326520079777194
#> Attrib V41 -0.21438717000040466
#> Attrib V42 0.22495907017253544
#> Attrib V43 0.2260510294392405
#> Attrib V44 0.2222248012366934
#> Attrib V45 0.18427224243163695
#> Attrib V46 0.18759476694559532
#> Attrib V47 -0.05399790393677501
#> Attrib V48 -0.01792479318679852
#> Attrib V49 0.12097707520931053
#> Attrib V5 0.19576186848323007
#> Attrib V50 -0.28985400802307926
#> Attrib V51 0.04219284476183993
#> Attrib V52 0.027925482438760058
#> Attrib V53 0.0057264147454108485
#> Attrib V54 0.06059517268621749
#> Attrib V55 0.09469834197103195
#> Attrib V56 0.11739451369269466
#> Attrib V57 -0.0012302571685017184
#> Attrib V58 0.2870015541686777
#> Attrib V59 0.29609054827143205
#> Attrib V6 -0.08277811870015164
#> Attrib V60 0.03760087923080701
#> Attrib V7 -0.0043331354410269425
#> Attrib V8 0.04364241624053824
#> Attrib V9 0.11750294231526821
#> Class M
#> Input
#> Node 0
#> Class R
#> Input
#> Node 1
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1884058