Classification Rotation Forest Learner
Source:R/learner_rotationForest_classif_rotationForest.R
mlr_learners_classif.rotationForest.RdClassification using Rotation Forest algorithm.
Training this learner works only for tasks with at least two features.
The task must not have utf8 feature names.
Calls rotationForest::rotationForest() from rotationForest.
Meta Information
Task type: “classif”
Predict Types: “response”, “prob”
Feature Types: “integer”, “numeric”
Required Packages: mlr3, mlr3extralearners, rotationForest
References
Rodriguez, J.J., Kuncheva, L.I., Alonso, C.J. (2006). “Rotation Forest: A New Classifier Ensemble Method.” IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(10), 1619-1630. doi:10.1109/TPAMI.2006.211 .
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 -> LearnerClassifRotationForest
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()
Examples
# Define the Learner
learner = lrn("classif.rotationForest")
print(learner)
#>
#> ── <LearnerClassifRotationForest> (classif.rotationForest): Rotation Forest ────
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3, mlr3extralearners, and rotationForest
#> • Predict Types: [response] and prob
#> • Feature Types: integer and numeric
#> • Encapsulation: none (fallback: -)
#> • Properties: twoclass
#> • Other settings: use_weights = 'error'
# 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)
#> $models
#> $models[[1]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V45>=-0.5127027 110 46 0 (0.58181818 0.41818182)
#> 4) V12>=-0.09178586 57 10 0 (0.82456140 0.17543860)
#> 8) V43>=-0.3272352 50 5 0 (0.90000000 0.10000000) *
#> 9) V43< -0.3272352 7 2 1 (0.28571429 0.71428571) *
#> 5) V12< -0.09178586 53 17 1 (0.32075472 0.67924528)
#> 10) V50>=-0.0087412 24 10 0 (0.58333333 0.41666667)
#> 20) V23>=-1.113651 17 3 0 (0.82352941 0.17647059) *
#> 21) V23< -1.113651 7 0 1 (0.00000000 1.00000000) *
#> 11) V50< -0.0087412 29 3 1 (0.10344828 0.89655172) *
#> 3) V45< -0.5127027 29 1 1 (0.03448276 0.96551724) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V12>=-0.1487227 46 9 0 (0.80434783 0.19565217)
#> 4) V34>=-0.1835029 36 2 0 (0.94444444 0.05555556) *
#> 5) V34< -0.1835029 10 3 1 (0.30000000 0.70000000) *
#> 3) V12< -0.1487227 93 28 1 (0.30107527 0.69892473)
#> 6) V24< 0.05622342 25 9 0 (0.64000000 0.36000000)
#> 12) V55< -0.08351264 16 2 0 (0.87500000 0.12500000) *
#> 13) V55>=-0.08351264 9 2 1 (0.22222222 0.77777778) *
#> 7) V24>=0.05622342 68 12 1 (0.17647059 0.82352941)
#> 14) V7>=0.006883195 7 1 0 (0.85714286 0.14285714) *
#> 15) V7< 0.006883195 61 6 1 (0.09836066 0.90163934)
#> 30) V29< -0.9136567 7 3 0 (0.57142857 0.42857143) *
#> 31) V29>=-0.9136567 54 2 1 (0.03703704 0.96296296) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V41>=-0.11322 47 7 0 (0.85106383 0.14893617) *
#> 3) V41< -0.11322 92 25 1 (0.27173913 0.72826087)
#> 6) V15>=0.0006306883 33 14 0 (0.57575758 0.42424242)
#> 12) V2< 0.3822256 24 5 0 (0.79166667 0.20833333)
#> 24) V1< -0.3566635 15 0 0 (1.00000000 0.00000000) *
#> 25) V1>=-0.3566635 9 4 1 (0.44444444 0.55555556) *
#> 13) V2>=0.3822256 9 0 1 (0.00000000 1.00000000) *
#> 7) V15< 0.0006306883 59 6 1 (0.10169492 0.89830508)
#> 14) V8>=0.09621477 7 3 0 (0.57142857 0.42857143) *
#> 15) V8< 0.09621477 52 2 1 (0.03846154 0.96153846) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V6>=-0.2555586 65 18 0 (0.72307692 0.27692308)
#> 4) V52< 0.6073359 46 5 0 (0.89130435 0.10869565)
#> 8) V55< 0.1758487 39 1 0 (0.97435897 0.02564103) *
#> 9) V55>=0.1758487 7 3 1 (0.42857143 0.57142857) *
#> 5) V52>=0.6073359 19 6 1 (0.31578947 0.68421053) *
#> 3) V6< -0.2555586 74 18 1 (0.24324324 0.75675676)
#> 6) V58< -0.8560105 12 2 0 (0.83333333 0.16666667) *
#> 7) V58>=-0.8560105 62 8 1 (0.12903226 0.87096774)
#> 14) V50< 0.1235692 9 4 0 (0.55555556 0.44444444) *
#> 15) V50>=0.1235692 53 3 1 (0.05660377 0.94339623) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V38>=-0.2225091 35 3 0 (0.91428571 0.08571429) *
#> 3) V38< -0.2225091 104 33 1 (0.31730769 0.68269231)
#> 6) V35>=-0.1697624 14 2 0 (0.85714286 0.14285714) *
#> 7) V35< -0.1697624 90 21 1 (0.23333333 0.76666667)
#> 14) V52>=-0.001341033 37 16 1 (0.43243243 0.56756757)
#> 28) V24>=-0.6593655 19 6 0 (0.68421053 0.31578947) *
#> 29) V24< -0.6593655 18 3 1 (0.16666667 0.83333333) *
#> 15) V52< -0.001341033 53 5 1 (0.09433962 0.90566038) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V12< 0.1959394 38 4 0 (0.89473684 0.10526316) *
#> 3) V12>=0.1959394 101 31 1 (0.30693069 0.69306931)
#> 6) V5>=0.06447992 14 2 0 (0.85714286 0.14285714) *
#> 7) V5< 0.06447992 87 19 1 (0.21839080 0.78160920)
#> 14) V52< 0.007462106 13 4 0 (0.69230769 0.30769231) *
#> 15) V52>=0.007462106 74 10 1 (0.13513514 0.86486486)
#> 30) V32>=0.003808304 9 4 0 (0.55555556 0.44444444) *
#> 31) V32< 0.003808304 65 5 1 (0.07692308 0.92307692) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V47>=-0.1307925 44 7 0 (0.84090909 0.15909091)
#> 4) V24>=-0.2391835 36 2 0 (0.94444444 0.05555556) *
#> 5) V24< -0.2391835 8 3 1 (0.37500000 0.62500000) *
#> 3) V47< -0.1307925 95 28 1 (0.29473684 0.70526316)
#> 6) V35>=-0.1845554 63 28 1 (0.44444444 0.55555556)
#> 12) V10< 0.03584389 11 1 0 (0.90909091 0.09090909) *
#> 13) V10>=0.03584389 52 18 1 (0.34615385 0.65384615)
#> 26) V4< -0.0217625 10 1 0 (0.90000000 0.10000000) *
#> 27) V4>=-0.0217625 42 9 1 (0.21428571 0.78571429)
#> 54) V47< -0.3220844 11 3 0 (0.72727273 0.27272727) *
#> 55) V47>=-0.3220844 31 1 1 (0.03225806 0.96774194) *
#> 7) V35< -0.1845554 32 0 1 (0.00000000 1.00000000) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V11< 0.1860858 29 1 0 (0.96551724 0.03448276) *
#> 3) V11>=0.1860858 110 37 1 (0.33636364 0.66363636)
#> 6) V43< 0.3235423 53 24 0 (0.54716981 0.45283019)
#> 12) V17< -0.01088151 22 3 0 (0.86363636 0.13636364) *
#> 13) V17>=-0.01088151 31 10 1 (0.32258065 0.67741935)
#> 26) V36< -0.4971294 17 7 0 (0.58823529 0.41176471) *
#> 27) V36>=-0.4971294 14 0 1 (0.00000000 1.00000000) *
#> 7) V43>=0.3235423 57 8 1 (0.14035088 0.85964912)
#> 14) V46>=-0.08890027 9 4 0 (0.55555556 0.44444444) *
#> 15) V46< -0.08890027 48 3 1 (0.06250000 0.93750000) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.4676259 0.5323741)
#> 2) V47< 0.2013391 48 9 0 (0.8125000 0.1875000)
#> 4) V60>=-0.5116938 40 3 0 (0.9250000 0.0750000) *
#> 5) V60< -0.5116938 8 2 1 (0.2500000 0.7500000) *
#> 3) V47>=0.2013391 91 26 1 (0.2857143 0.7142857)
#> 6) V56< -0.1551206 8 0 0 (1.0000000 0.0000000) *
#> 7) V56>=-0.1551206 83 18 1 (0.2168675 0.7831325)
#> 14) V36>=0.8269729 11 3 0 (0.7272727 0.2727273) *
#> 15) V36< 0.8269729 72 10 1 (0.1388889 0.8611111) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V41>=-0.2454698 96 35 0 (0.63541667 0.36458333)
#> 4) V3< 0.2293433 49 7 0 (0.85714286 0.14285714)
#> 8) V25< -0.1157374 37 0 0 (1.00000000 0.00000000) *
#> 9) V25>=-0.1157374 12 5 1 (0.41666667 0.58333333) *
#> 5) V3>=0.2293433 47 19 1 (0.40425532 0.59574468)
#> 10) V60< 0.004812122 13 1 0 (0.92307692 0.07692308) *
#> 11) V60>=0.004812122 34 7 1 (0.20588235 0.79411765)
#> 22) V2>=0.4644872 11 5 0 (0.54545455 0.45454545) *
#> 23) V2< 0.4644872 23 1 1 (0.04347826 0.95652174) *
#> 3) V41< -0.2454698 43 4 1 (0.09302326 0.90697674) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 0.02742203 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V10 0.00000000 0.295827698 0.0000000 0.00000000 0.000000000 0.00000000
#> V11 0.00000000 0.000000000 0.8923205 0.00000000 0.000000000 0.43445178
#> V12 0.00000000 0.000000000 0.0000000 -0.91539841 0.000000000 0.00000000
#> V13 0.00000000 0.000000000 0.0000000 0.00000000 -0.003107797 0.00000000
#> V14 0.00000000 0.000000000 -0.4227302 0.00000000 0.000000000 0.89946905
#> V15 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V16 0.00000000 0.955217143 0.0000000 0.00000000 0.000000000 0.00000000
#> V17 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V18 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V19 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V2 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V20 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V21 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V22 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V23 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V24 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V25 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V26 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V27 0.00000000 0.000000000 0.0000000 0.00000000 0.002784407 0.00000000
#> V28 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V29 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V3 0.00000000 0.000000000 -0.1583142 0.00000000 0.000000000 0.04697948
#> V30 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V31 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V32 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V33 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V34 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V35 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V36 0.79567422 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V37 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V38 0.60510377 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V39 0.00000000 0.000000000 0.0000000 0.39876368 0.000000000 0.00000000
#> V4 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V40 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V41 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V42 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V43 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V44 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V45 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V46 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V47 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V48 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V49 0.00000000 0.006795748 0.0000000 0.00000000 0.000000000 0.00000000
#> V5 0.00000000 0.000000000 0.0000000 0.05507521 0.000000000 0.00000000
#> V50 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V51 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V52 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V53 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V54 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V55 0.00000000 0.000000000 0.0000000 0.00000000 0.999991294 0.00000000
#> V56 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V57 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V58 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V59 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V6 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V60 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V7 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V8 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V9 0.00000000 0.000000000 0.0000000 0.00000000 0.000000000 0.00000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V10 0.0000000 -0.01868927 0.00000000 0.00000000 0.0000000 0.00000000
#> V11 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V12 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V13 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V14 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V15 0.7978587 0.00000000 -0.07518877 0.00000000 0.0000000 -0.59813724
#> V16 0.0000000 0.01290052 0.00000000 0.00000000 0.0000000 0.00000000
#> V17 -0.5985545 0.00000000 0.01935526 0.00000000 0.0000000 -0.80084826
#> V18 0.0000000 0.00000000 0.00000000 -0.00506199 0.0000000 0.00000000
#> V19 0.0000000 0.00000000 0.00000000 0.00000000 0.3653729 0.00000000
#> V2 0.0717919 0.00000000 0.99698146 0.00000000 0.0000000 -0.02956181
#> V20 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V21 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V22 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V23 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V24 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V25 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V26 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V27 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V28 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V29 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V3 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V30 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V31 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V32 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V33 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V34 0.0000000 0.00000000 0.00000000 0.00000000 0.9069212 0.00000000
#> V35 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V36 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V37 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V38 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V39 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V4 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V40 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V41 0.0000000 0.00000000 0.00000000 -0.02053791 0.0000000 0.00000000
#> V42 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V43 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V44 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V45 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V46 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V47 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V48 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V49 0.0000000 -0.99974211 0.00000000 0.00000000 0.0000000 0.00000000
#> V5 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V50 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V51 0.0000000 0.00000000 0.00000000 0.99977626 0.0000000 0.00000000
#> V52 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V53 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V54 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V55 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V56 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V57 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V58 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V59 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V6 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V60 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V7 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V8 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V9 0.0000000 0.00000000 0.00000000 0.00000000 0.2097538 0.00000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V10 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V11 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V12 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V13 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V14 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V15 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V16 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V17 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V18 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V19 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V2 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V20 -0.8110221 0.0000000 0.000000000 0.0000000 0.5798016 -0.07793078
#> V21 0.0000000 0.1433221 0.000000000 0.0000000 0.0000000 0.00000000
#> V22 0.0000000 0.0000000 -0.006043130 0.0000000 0.0000000 0.00000000
#> V23 0.0000000 0.0000000 0.000000000 -0.7307129 0.0000000 0.00000000
#> V24 0.3391404 0.0000000 0.000000000 0.0000000 0.5745125 0.74492893
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#> V31 V32 V33 V34 V35 V36
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#> V26 V27 V28 V29 V3 V30
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#> V31 V32 V33 V34 V35 V36
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#> V37 V38 V39 V4 V40 V41
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#> V20 V21 V22 V23 V24 V25
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#> V26 V27 V28 V29 V3 V30
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#> V31 V32 V33 V34 V35 V36
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#> V37 V38 V39 V4 V40 V41
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#> V17 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V18 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V19 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V2 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V20 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V21 0.0000000 -0.9583991 0.0000000 0.0000000 0.00000000 0.0000000
#> V22 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V23 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V24 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V25 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V26 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V27 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V28 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V29 -0.2131290 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V3 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V30 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V31 0.0000000 0.0000000 0.0000000 0.0000000 -0.49490013 0.0000000
#> V32 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V33 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V34 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V35 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V36 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V37 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V38 0.0000000 0.0000000 0.0000000 0.8846467 0.00000000 -0.4279760
#> V39 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V4 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V40 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V41 0.0000000 0.1726348 0.0000000 0.0000000 0.00000000 0.0000000
#> V42 -0.9692042 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V43 0.0000000 0.2273067 0.0000000 0.0000000 0.00000000 0.0000000
#> V44 0.0000000 0.0000000 0.1270693 0.0000000 0.00000000 0.0000000
#> V45 0.0000000 0.0000000 0.0000000 -0.3155839 0.00000000 -0.8417241
#> V46 0.0000000 0.0000000 0.0000000 0.0000000 0.86848612 0.0000000
#> V47 0.0000000 0.0000000 0.0000000 -0.3432303 0.00000000 -0.3291460
#> V48 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V49 -0.1233666 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V5 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V50 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V51 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V52 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V53 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V54 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V55 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V56 0.0000000 0.0000000 0.0000000 0.0000000 0.02838513 0.0000000
#> V57 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V58 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V59 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V6 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V60 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V7 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V8 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V9 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V48 V49 V5 V50 V51 V52
#> V1 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V10 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V11 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V12 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V13 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V14 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V15 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.003422079
#> V16 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V17 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V18 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V19 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V2 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V20 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V21 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V22 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V23 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V24 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V25 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V26 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V27 0.009643321 0.00000000 0.00000000 0.01381006 0.00000000 0.000000000
#> V28 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V29 0.000000000 -0.97700745 0.00000000 0.00000000 0.00000000 0.000000000
#> V3 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V30 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V31 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V32 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V33 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V34 0.000000000 0.00000000 -0.01101056 0.00000000 0.00000000 0.000000000
#> V35 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V36 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V37 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V38 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V39 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V4 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V40 0.000000000 0.00000000 0.00000000 0.00000000 0.00343329 0.000000000
#> V41 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V42 0.000000000 0.21068332 0.00000000 0.00000000 0.00000000 0.000000000
#> V43 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V44 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V45 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V46 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V47 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V48 0.990394159 0.00000000 0.00000000 -0.13806145 0.00000000 0.000000000
#> V49 0.000000000 0.03269529 0.00000000 0.00000000 0.00000000 0.000000000
#> V5 0.000000000 0.00000000 -0.65828331 0.00000000 0.00000000 0.000000000
#> V50 0.137936279 0.00000000 0.00000000 0.99032738 0.00000000 0.000000000
#> V51 0.000000000 0.00000000 0.00000000 0.00000000 -0.97850113 0.000000000
#> V52 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.129255875
#> V53 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V54 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V55 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V56 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V57 0.000000000 0.00000000 0.00000000 0.00000000 0.20621287 0.000000000
#> V58 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V59 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V6 0.000000000 0.00000000 0.75268974 0.00000000 0.00000000 0.000000000
#> V60 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 -0.991605369
#> V7 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V8 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V9 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V53 V54 V55 V56 V57 V58
#> V1 0.00000000 0.00000000 0.031227208 0.000000000 0.000000000 0.000000000
#> V10 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V11 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V12 0.00000000 0.02468450 0.000000000 0.000000000 0.000000000 0.000000000
#> V13 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V14 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V15 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V16 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V17 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V18 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V19 0.00000000 0.00000000 -0.001336658 0.000000000 0.000000000 0.000000000
#> V2 -0.99668166 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V20 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V21 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V22 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V23 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V24 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V25 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V26 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V27 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V28 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V29 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V3 0.00000000 -0.99637913 0.000000000 0.000000000 0.000000000 0.000000000
#> V30 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 -0.001846243
#> V31 0.00000000 0.00000000 0.000000000 -0.868913522 0.000000000 0.000000000
#> V32 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V33 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V34 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V35 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V36 -0.00494817 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V37 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V38 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V39 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V4 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V40 0.00000000 0.00000000 0.000000000 0.000000000 0.999918314 0.000000000
#> V41 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V42 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V43 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V44 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V45 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V46 0.00000000 0.00000000 0.000000000 -0.494914067 0.000000000 0.000000000
#> V47 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V48 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V49 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V5 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V50 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V51 0.00000000 0.00000000 0.000000000 0.000000000 0.005898101 0.000000000
#> V52 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V53 -0.08124772 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V54 0.00000000 -0.08135912 0.000000000 0.000000000 0.000000000 0.000000000
#> V55 0.00000000 0.00000000 0.999511418 0.000000000 0.000000000 0.000000000
#> V56 0.00000000 0.00000000 0.000000000 -0.007025513 0.000000000 0.000000000
#> V57 0.00000000 0.00000000 0.000000000 0.000000000 0.011339202 0.000000000
#> V58 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.999370063
#> V59 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V6 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V60 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V7 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V8 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 -0.035441065
#> V9 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V59 V6 V60 V7 V8 V9
#> V1 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V10 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V11 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V12 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V13 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V14 0.01524661 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V15 0.00000000 0.00000000 -0.01215993 0.00000000 0.000000000 0.000000000
#> V16 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V17 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V18 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V19 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V2 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V20 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V21 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V22 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V23 0.00000000 0.00000000 0.00000000 0.01621855 0.000000000 0.000000000
#> V24 -0.01080176 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V25 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V26 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V27 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V28 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.905999085
#> V29 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V3 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V30 0.00000000 0.00000000 0.00000000 0.00000000 0.999904733 0.000000000
#> V31 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V32 0.00000000 0.00000000 0.00000000 0.01401007 0.000000000 0.000000000
#> V33 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V34 0.00000000 0.99726712 0.00000000 0.00000000 0.000000000 0.000000000
#> V35 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V36 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V37 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 -0.423225766
#> V38 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V39 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V4 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V40 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V41 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V42 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V43 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V44 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V45 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V46 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V47 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V48 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V49 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V5 0.00000000 -0.06222372 0.00000000 0.00000000 0.000000000 0.000000000
#> V50 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V51 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V52 0.00000000 0.00000000 0.99154324 0.00000000 0.000000000 0.000000000
#> V53 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V54 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V55 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V56 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V57 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V58 0.00000000 0.00000000 0.00000000 0.00000000 0.002329712 0.000000000
#> V59 -0.99982542 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000
#> V6 0.00000000 -0.03983098 0.00000000 0.00000000 0.000000000 0.000000000
#> V60 0.00000000 0.00000000 0.12920581 0.00000000 0.000000000 0.000000000
#> V7 0.00000000 0.00000000 0.00000000 0.99977031 0.000000000 0.000000000
#> V8 0.00000000 0.00000000 0.00000000 0.00000000 0.013605027 0.000000000
#> V9 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 -0.006753523
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2318841