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/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 -> 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', 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)
#> $models
#> $models[[1]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 1 (0.42446043 0.57553957)
#> 2) V13< 0.1238587 45 9 0 (0.80000000 0.20000000)
#> 4) V35< 0.3048516 30 1 0 (0.96666667 0.03333333) *
#> 5) V35>=0.3048516 15 7 1 (0.46666667 0.53333333) *
#> 3) V13>=0.1238587 94 23 1 (0.24468085 0.75531915)
#> 6) V31< 0.1660755 19 7 0 (0.63157895 0.36842105) *
#> 7) V31>=0.1660755 75 11 1 (0.14666667 0.85333333)
#> 14) V32>=0.2370112 7 2 0 (0.71428571 0.28571429) *
#> 15) V32< 0.2370112 68 6 1 (0.08823529 0.91176471)
#> 30) V1< 0.01587243 21 6 1 (0.28571429 0.71428571)
#> 60) V12< -0.1553506 7 2 0 (0.71428571 0.28571429) *
#> 61) V12>=-0.1553506 14 1 1 (0.07142857 0.92857143) *
#> 31) V1>=0.01587243 47 0 1 (0.00000000 1.00000000) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 1 (0.42446043 0.57553957)
#> 2) V37< 0.1491343 73 23 0 (0.68493151 0.31506849)
#> 4) V57>=-0.1319936 31 0 0 (1.00000000 0.00000000) *
#> 5) V57< -0.1319936 42 19 1 (0.45238095 0.54761905)
#> 10) V24< 0.1287555 8 0 0 (1.00000000 0.00000000) *
#> 11) V24>=0.1287555 34 11 1 (0.32352941 0.67647059)
#> 22) V42< 0.004078279 8 2 0 (0.75000000 0.25000000) *
#> 23) V42>=0.004078279 26 5 1 (0.19230769 0.80769231)
#> 46) V21< 0.07875917 7 3 0 (0.57142857 0.42857143) *
#> 47) V21>=0.07875917 19 1 1 (0.05263158 0.94736842) *
#> 3) V37>=0.1491343 66 9 1 (0.13636364 0.86363636) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 1 (0.42446043 0.57553957)
#> 2) V1>=-0.1587248 42 7 0 (0.83333333 0.16666667)
#> 4) V15>=-0.1163739 29 0 0 (1.00000000 0.00000000) *
#> 5) V15< -0.1163739 13 6 1 (0.46153846 0.53846154) *
#> 3) V1< -0.1587248 97 24 1 (0.24742268 0.75257732)
#> 6) V55>=-0.06351854 20 6 0 (0.70000000 0.30000000)
#> 12) V33>=0.5725383 13 1 0 (0.92307692 0.07692308) *
#> 13) V33< 0.5725383 7 2 1 (0.28571429 0.71428571) *
#> 7) V55< -0.06351854 77 10 1 (0.12987013 0.87012987) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 1 (0.42446043 0.57553957)
#> 2) V9>=-0.1292279 70 20 0 (0.71428571 0.28571429)
#> 4) V42< 0.2506014 35 1 0 (0.97142857 0.02857143) *
#> 5) V42>=0.2506014 35 16 1 (0.45714286 0.54285714)
#> 10) V23>=-0.2291595 18 5 0 (0.72222222 0.27777778) *
#> 11) V23< -0.2291595 17 3 1 (0.17647059 0.82352941) *
#> 3) V9< -0.1292279 69 9 1 (0.13043478 0.86956522) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 1 (0.42446043 0.57553957)
#> 2) V32>=-0.1911658 57 14 0 (0.75438596 0.24561404)
#> 4) V1>=-0.04210166 50 7 0 (0.86000000 0.14000000) *
#> 5) V1< -0.04210166 7 0 1 (0.00000000 1.00000000) *
#> 3) V32< -0.1911658 82 16 1 (0.19512195 0.80487805)
#> 6) V40< 0.008489487 28 13 1 (0.46428571 0.53571429)
#> 12) V58>=-0.008734311 15 3 0 (0.80000000 0.20000000) *
#> 13) V58< -0.008734311 13 1 1 (0.07692308 0.92307692) *
#> 7) V40>=0.008489487 54 3 1 (0.05555556 0.94444444) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 1 (0.42446043 0.57553957)
#> 2) V5>=-0.08278735 39 5 0 (0.87179487 0.12820513)
#> 4) V4< 0.03226093 30 0 0 (1.00000000 0.00000000) *
#> 5) V4>=0.03226093 9 4 1 (0.44444444 0.55555556) *
#> 3) V5< -0.08278735 100 25 1 (0.25000000 0.75000000)
#> 6) V9< 0.2317471 23 9 0 (0.60869565 0.39130435)
#> 12) V49< 0.03513758 11 1 0 (0.90909091 0.09090909) *
#> 13) V49>=0.03513758 12 4 1 (0.33333333 0.66666667) *
#> 7) V9>=0.2317471 77 11 1 (0.14285714 0.85714286)
#> 14) V17>=0.1710073 7 2 0 (0.71428571 0.28571429) *
#> 15) V17< 0.1710073 70 6 1 (0.08571429 0.91428571) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 1 (0.42446043 0.57553957)
#> 2) V28>=-0.07499238 39 6 0 (0.84615385 0.15384615)
#> 4) V15< 0.4767695 31 1 0 (0.96774194 0.03225806) *
#> 5) V15>=0.4767695 8 3 1 (0.37500000 0.62500000) *
#> 3) V28< -0.07499238 100 26 1 (0.26000000 0.74000000)
#> 6) V51< 0.08629208 23 7 0 (0.69565217 0.30434783)
#> 12) V1< 0.4277713 16 2 0 (0.87500000 0.12500000) *
#> 13) V1>=0.4277713 7 2 1 (0.28571429 0.71428571) *
#> 7) V51>=0.08629208 77 10 1 (0.12987013 0.87012987)
#> 14) V37>=-0.02764436 27 9 1 (0.33333333 0.66666667)
#> 28) V50>=-0.8160322 11 3 0 (0.72727273 0.27272727) *
#> 29) V50< -0.8160322 16 1 1 (0.06250000 0.93750000) *
#> 15) V37< -0.02764436 50 1 1 (0.02000000 0.98000000) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 1 (0.42446043 0.57553957)
#> 2) V16< 0.1807081 78 25 0 (0.67948718 0.32051282)
#> 4) V21>=-0.01298904 51 8 0 (0.84313725 0.15686275) *
#> 5) V21< -0.01298904 27 10 1 (0.37037037 0.62962963)
#> 10) V32>=-0.7298303 11 2 0 (0.81818182 0.18181818) *
#> 11) V32< -0.7298303 16 1 1 (0.06250000 0.93750000) *
#> 3) V16>=0.1807081 61 6 1 (0.09836066 0.90163934) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 1 (0.42446043 0.57553957)
#> 2) V11>=-0.1699686 78 25 0 (0.67948718 0.32051282)
#> 4) V49< 0.08126739 45 4 0 (0.91111111 0.08888889) *
#> 5) V49>=0.08126739 33 12 1 (0.36363636 0.63636364)
#> 10) V33>=0.6888535 8 1 0 (0.87500000 0.12500000) *
#> 11) V33< 0.6888535 25 5 1 (0.20000000 0.80000000) *
#> 3) V11< -0.1699686 61 6 1 (0.09836066 0.90163934)
#> 6) V49< 0.08201007 21 6 1 (0.28571429 0.71428571)
#> 12) V21>=0.8845095 8 3 0 (0.62500000 0.37500000) *
#> 13) V21< 0.8845095 13 1 1 (0.07692308 0.92307692) *
#> 7) V49>=0.08201007 40 0 1 (0.00000000 1.00000000) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 1 (0.42446043 0.57553957)
#> 2) V8>=-0.1188841 41 8 0 (0.80487805 0.19512195)
#> 4) V45>=-0.2098466 30 1 0 (0.96666667 0.03333333) *
#> 5) V45< -0.2098466 11 4 1 (0.36363636 0.63636364) *
#> 3) V8< -0.1188841 98 26 1 (0.26530612 0.73469388)
#> 6) V51< 0.005697211 20 6 0 (0.70000000 0.30000000)
#> 12) V30>=-0.05528989 10 0 0 (1.00000000 0.00000000) *
#> 13) V30< -0.05528989 10 4 1 (0.40000000 0.60000000) *
#> 7) V51>=0.005697211 78 12 1 (0.15384615 0.84615385)
#> 14) V36>=0.6574697 15 7 0 (0.53333333 0.46666667) *
#> 15) V36< 0.6574697 63 4 1 (0.06349206 0.93650794) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 0.020191203 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V10 0.000000000 0.041435686 0.00000000 0.0000000 0.000000000 0.0000000
#> V11 0.000000000 0.000000000 -0.12580992 0.0000000 0.000000000 0.0000000
#> V12 0.000000000 0.000000000 0.00000000 -0.8993170 0.000000000 0.0000000
#> V13 0.000000000 0.000000000 0.00000000 0.0000000 0.190202143 0.0000000
#> V14 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.9013552
#> V15 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V16 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V17 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V18 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V19 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V2 0.000000000 0.004714096 0.00000000 0.0000000 0.000000000 0.0000000
#> V20 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V21 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V22 0.004022413 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V23 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V24 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V25 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V26 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V27 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V28 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V29 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V3 0.000000000 0.000000000 0.98860171 0.0000000 0.000000000 0.0000000
#> V30 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V31 0.000000000 -0.999130052 0.00000000 0.0000000 0.000000000 0.0000000
#> V32 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V33 0.000000000 0.000000000 0.00000000 0.2087242 0.000000000 0.0000000
#> V34 0.000000000 0.000000000 0.00000000 0.0000000 -0.003345291 0.0000000
#> V35 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V36 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V37 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V38 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V39 0.000000000 0.000000000 -0.08269536 0.0000000 0.000000000 0.0000000
#> V4 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V40 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V41 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V42 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V43 0.000000000 0.000000000 0.00000000 0.3842695 0.000000000 0.0000000
#> V44 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V45 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V46 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V47 0.000000000 0.000000000 0.00000000 0.0000000 0.981739249 0.0000000
#> V48 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V49 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V5 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V50 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V51 0.999788045 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V52 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V53 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V54 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V55 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V56 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V57 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V58 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V59 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V6 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V60 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V7 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.1637616
#> V8 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.0000000
#> V9 0.000000000 0.000000000 0.00000000 0.0000000 0.000000000 0.4009252
#> V15 V16 V17 V18 V19 V2
#> V1 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V10 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.009790800
#> V11 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V12 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V13 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V14 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V15 -0.103914325 0.000000000 0.000000000 0.0000000 -0.48481002 0.000000000
#> V16 0.000000000 -0.005803492 0.000000000 0.0000000 0.00000000 0.000000000
#> V17 0.000000000 0.000000000 -0.004290417 0.0000000 0.00000000 0.000000000
#> V18 0.000000000 0.000000000 0.000000000 0.5253623 0.00000000 0.000000000
#> V19 0.006300217 0.000000000 0.000000000 0.0000000 -0.87345483 0.000000000
#> V2 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.999938941
#> V20 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V21 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V22 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V23 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V24 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V25 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V26 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V27 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V28 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V29 0.000000000 0.003835214 0.000000000 0.0000000 0.00000000 0.000000000
#> V3 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V30 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V31 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.005123955
#> V32 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V33 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V34 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V35 0.000000000 0.000000000 0.000000000 -0.6746718 0.00000000 0.000000000
#> V36 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V37 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V38 0.000000000 0.000000000 0.000000000 -0.5184713 0.00000000 0.000000000
#> V39 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V4 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V40 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V41 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V42 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V43 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V44 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V45 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V46 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V47 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V48 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V49 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V5 0.994566298 0.000000000 0.000000000 0.0000000 -0.04512093 0.000000000
#> V50 0.000000000 0.000000000 -0.994417123 0.0000000 0.00000000 0.000000000
#> V51 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V52 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V53 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V54 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V55 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V56 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V57 0.000000000 0.999975805 0.000000000 0.0000000 0.00000000 0.000000000
#> V58 0.000000000 0.000000000 -0.105433290 0.0000000 0.00000000 0.000000000
#> V59 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V6 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V60 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V7 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V8 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V9 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.0000000 0.000000000 0.009975149 0.0000000000 0.0000000 0.00000000
#> V10 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
#> V11 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
#> V12 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
#> V13 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
#> V14 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
#> V15 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
#> V16 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
#> V17 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
#> V18 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
#> V19 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
#> V2 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
#> V20 0.8778899 0.000000000 0.000000000 0.0000000000 0.0000000 0.00000000
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#> V31 V32 V33 V34 V35 V36
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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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#> V18 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V19 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V2 -0.999420727 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V20 0.000000000 0.0000000 0.0000000000 -0.072169807 0.0000000 0.00000000
#> V21 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V22 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V23 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V24 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V25 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V26 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V27 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V28 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V29 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V3 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V30 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V31 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V32 0.000000000 0.0000000 0.0000000000 0.000000000 -0.0274343 0.00000000
#> V33 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V34 0.000000000 0.0000000 0.6233226669 0.000000000 0.0000000 0.00000000
#> V35 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V36 0.000000000 -0.2631893 0.0000000000 0.000000000 0.0000000 -0.08147081
#> V37 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V38 0.005555803 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V39 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V4 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V40 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V41 0.000000000 0.0000000 -0.7819646082 0.000000000 0.0000000 0.00000000
#> V42 0.033575939 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V43 0.000000000 0.8198359 0.0000000000 0.000000000 0.0000000 0.50634114
#> V44 0.000000000 0.0000000 -0.0004521676 0.000000000 0.0000000 0.00000000
#> V45 0.000000000 0.0000000 0.0000000000 -0.997382804 0.0000000 0.00000000
#> V46 0.000000000 0.0000000 0.0000000000 0.000000000 -0.2560890 0.00000000
#> V47 0.000000000 0.5085277 0.0000000000 0.000000000 0.0000000 -0.85847607
#> V48 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V49 0.000000000 0.0000000 0.0000000000 0.000000000 0.9662638 0.00000000
#> V5 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V50 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V51 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V52 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V53 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V54 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V55 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V56 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V57 0.000000000 0.0000000 0.0000000000 0.004365957 0.0000000 0.00000000
#> V58 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V59 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V6 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V60 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V7 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V8 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V9 0.000000000 0.0000000 0.0000000000 0.000000000 0.0000000 0.00000000
#> V48 V49 V5 V50 V51 V52
#> V1 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V10 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V11 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V14 0.00000000 0.00000000 -0.08110858 0.00000000 0.00000000 0.000000000
#> V15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V16 0.00000000 0.00000000 0.00000000 0.00000000 -0.04104624 0.000000000
#> V17 0.00000000 0.00000000 0.00000000 0.00000000 0.02876978 0.000000000
#> V18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V2 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V21 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V22 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V23 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V26 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V3 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.038190508
#> V30 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V31 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V32 0.00000000 0.99808764 0.00000000 0.00000000 0.00000000 0.000000000
#> V33 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V34 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V35 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V36 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V38 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V39 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.999268349
#> V4 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V40 0.00000000 0.00000000 0.00000000 -0.01257291 0.00000000 0.000000000
#> V41 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V43 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V46 0.00000000 0.04654737 0.00000000 0.00000000 0.00000000 0.000000000
#> V47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V48 0.02896216 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V49 0.00000000 0.04067430 0.00000000 0.00000000 0.00000000 0.000000000
#> V5 0.00000000 0.00000000 0.96150404 0.00000000 0.00000000 0.000000000
#> V50 0.00000000 0.00000000 0.00000000 0.99975681 0.00000000 0.000000000
#> V51 0.00000000 0.00000000 0.00000000 0.00000000 0.99874296 0.000000000
#> V52 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.002062151
#> V53 -0.97010371 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V54 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V56 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V57 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V58 -0.24095640 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V6 0.00000000 0.00000000 0.00000000 0.01811749 0.00000000 0.000000000
#> V60 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V7 0.00000000 0.00000000 -0.26254786 0.00000000 0.00000000 0.000000000
#> V8 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V9 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V53 V54 V55 V56 V57 V58
#> V1 0.00000000 -0.9615022 0.000000000 0.00000000 0.000000000 0.00000000
#> V10 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V11 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V12 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V13 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V14 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V15 0.00000000 0.0000000 0.000000000 0.88156998 0.000000000 0.00000000
#> V16 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V17 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V18 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V19 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V2 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V20 0.00000000 0.0000000 0.000000000 0.00000000 0.001775333 0.00000000
#> V21 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V22 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V23 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V24 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V25 0.00000000 0.0000000 0.014252131 0.00000000 0.000000000 0.00000000
#> V26 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V27 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V28 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V29 0.00000000 0.0000000 0.000000000 0.47205056 0.000000000 0.00000000
#> V3 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V30 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V31 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V32 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V33 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V34 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V35 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V36 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V37 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V38 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V39 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V4 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V40 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V41 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V42 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V43 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V44 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V45 0.00000000 0.0000000 0.000000000 0.00000000 0.004248905 0.00000000
#> V46 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V47 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V48 -0.99931258 0.0000000 0.000000000 0.00000000 0.000000000 -0.02314234
#> V49 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V5 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V50 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V51 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V52 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V53 -0.02251958 0.0000000 0.000000000 0.00000000 0.000000000 -0.24164367
#> V54 0.00000000 -0.1535416 0.000000000 0.00000000 0.000000000 0.00000000
#> V55 0.00000000 0.0000000 0.999865709 0.00000000 0.000000000 0.00000000
#> V56 0.00000000 0.0000000 0.000000000 0.00162609 0.000000000 0.00000000
#> V57 0.00000000 0.0000000 0.000000000 0.00000000 0.999989397 0.00000000
#> V58 -0.02944899 0.0000000 0.000000000 0.00000000 0.000000000 0.97008905
#> V59 0.00000000 -0.2279004 0.000000000 0.00000000 0.000000000 0.00000000
#> V6 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V60 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V7 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V8 0.00000000 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V9 0.00000000 0.0000000 -0.008089587 0.00000000 0.000000000 0.00000000
#> V59 V6 V60 V7 V8 V9
#> V1 -0.2662147 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V10 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V11 0.0000000 0.00000000 0.000000000 0.0000000 -0.9083424 0.00000000
#> V12 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V13 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V14 0.0000000 0.00000000 0.000000000 0.1515408 0.0000000 0.00000000
#> V15 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V16 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V17 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V18 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V19 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V2 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V20 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V21 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V22 0.0000000 0.00000000 0.000000000 0.0000000 0.1073076 0.00000000
#> V23 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V24 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V25 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 -0.98795710
#> V26 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V27 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V28 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V29 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V3 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V30 0.0000000 0.00000000 -0.999911438 0.0000000 0.0000000 0.00000000
#> V31 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V32 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V33 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V34 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V35 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V36 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V37 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V38 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V39 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V4 0.0000000 0.00000000 0.012073898 0.0000000 0.0000000 0.00000000
#> V40 0.0000000 -0.10449498 0.000000000 0.0000000 0.0000000 0.00000000
#> V41 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V42 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V43 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V44 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V45 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V46 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V47 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V48 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V49 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V5 0.0000000 0.00000000 0.000000000 -0.2484569 0.0000000 0.00000000
#> V50 0.0000000 -0.01933341 0.000000000 0.0000000 0.0000000 0.00000000
#> V51 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V52 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V53 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V54 0.3148024 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V55 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.01532808
#> V56 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V57 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V58 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V59 0.9110594 0.00000000 0.000000000 0.0000000 0.0000000 0.00000000
#> V6 0.0000000 0.99433748 0.000000000 0.0000000 0.0000000 0.00000000
#> V60 0.0000000 0.00000000 -0.005598003 0.0000000 0.0000000 0.00000000
#> V7 0.0000000 0.00000000 0.000000000 -0.9567155 0.0000000 0.00000000
#> V8 0.0000000 0.00000000 0.000000000 0.0000000 -0.4042266 0.00000000
#> V9 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000 0.15396694
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2608696