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 62 1 (0.4460432 0.5539568)
#> 2) V51< 0.169986 41 7 0 (0.8292683 0.1707317)
#> 4) V44< 0.04159379 32 1 0 (0.9687500 0.0312500) *
#> 5) V44>=0.04159379 9 3 1 (0.3333333 0.6666667) *
#> 3) V51>=0.169986 98 28 1 (0.2857143 0.7142857)
#> 6) V22< 0.1596809 21 7 0 (0.6666667 0.3333333)
#> 12) V29>=0.01580188 10 0 0 (1.0000000 0.0000000) *
#> 13) V29< 0.01580188 11 4 1 (0.3636364 0.6363636) *
#> 7) V22>=0.1596809 77 14 1 (0.1818182 0.8181818)
#> 14) V47>=0.03818872 11 4 0 (0.6363636 0.3636364) *
#> 15) V47< 0.03818872 66 7 1 (0.1060606 0.8939394) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V37< 0.1851999 68 22 0 (0.67647059 0.32352941)
#> 4) V35>=-0.1744316 27 1 0 (0.96296296 0.03703704) *
#> 5) V35< -0.1744316 41 20 1 (0.48780488 0.51219512)
#> 10) V11>=-0.028228 18 3 0 (0.83333333 0.16666667) *
#> 11) V11< -0.028228 23 5 1 (0.21739130 0.78260870) *
#> 3) V37>=0.1851999 71 16 1 (0.22535211 0.77464789)
#> 6) V52< 0.005024219 9 1 0 (0.88888889 0.11111111) *
#> 7) V52>=0.005024219 62 8 1 (0.12903226 0.87096774)
#> 14) V40< 0.005631922 8 3 0 (0.62500000 0.37500000) *
#> 15) V40>=0.005631922 54 3 1 (0.05555556 0.94444444) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.4460432 0.5539568)
#> 2) V3>=-0.1610689 46 9 0 (0.8043478 0.1956522)
#> 4) V49>=-0.1037332 31 0 0 (1.0000000 0.0000000) *
#> 5) V49< -0.1037332 15 6 1 (0.4000000 0.6000000) *
#> 3) V3< -0.1610689 93 25 1 (0.2688172 0.7311828)
#> 6) V56>=0.6601231 27 11 0 (0.5925926 0.4074074)
#> 12) V43< -0.1097016 20 4 0 (0.8000000 0.2000000) *
#> 13) V43>=-0.1097016 7 0 1 (0.0000000 1.0000000) *
#> 7) V56< 0.6601231 66 9 1 (0.1363636 0.8636364) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V11>=-0.2796026 51 10 0 (0.80392157 0.19607843)
#> 4) V4>=-0.07985887 36 2 0 (0.94444444 0.05555556) *
#> 5) V4< -0.07985887 15 7 1 (0.46666667 0.53333333) *
#> 3) V11< -0.2796026 88 21 1 (0.23863636 0.76136364)
#> 6) V59< 0.02147457 25 11 0 (0.56000000 0.44000000)
#> 12) V31< 0.2355983 12 1 0 (0.91666667 0.08333333) *
#> 13) V31>=0.2355983 13 3 1 (0.23076923 0.76923077) *
#> 7) V59>=0.02147457 63 7 1 (0.11111111 0.88888889) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V1>=-0.1952654 44 7 0 (0.84090909 0.15909091)
#> 4) V5>=-0.1142475 37 2 0 (0.94594595 0.05405405) *
#> 5) V5< -0.1142475 7 2 1 (0.28571429 0.71428571) *
#> 3) V1< -0.1952654 95 25 1 (0.26315789 0.73684211)
#> 6) V36>=0.711243 29 12 0 (0.58620690 0.41379310)
#> 12) V21< 0.9429316 11 0 0 (1.00000000 0.00000000) *
#> 13) V21>=0.9429316 18 6 1 (0.33333333 0.66666667) *
#> 7) V36< 0.711243 66 8 1 (0.12121212 0.87878788)
#> 14) V48< 0.04156648 8 3 0 (0.62500000 0.37500000) *
#> 15) V48>=0.04156648 58 3 1 (0.05172414 0.94827586) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V16>=-0.1387474 82 28 0 (0.65853659 0.34146341)
#> 4) V21< 1.030533 51 8 0 (0.84313725 0.15686275)
#> 8) V47< 0.145827 44 2 0 (0.95454545 0.04545455) *
#> 9) V47>=0.145827 7 1 1 (0.14285714 0.85714286) *
#> 5) V21>=1.030533 31 11 1 (0.35483871 0.64516129)
#> 10) V36>=0.05711323 13 3 0 (0.76923077 0.23076923) *
#> 11) V36< 0.05711323 18 1 1 (0.05555556 0.94444444) *
#> 3) V16< -0.1387474 57 8 1 (0.14035088 0.85964912)
#> 6) V46>=-0.001008108 7 2 0 (0.71428571 0.28571429) *
#> 7) V46< -0.001008108 50 3 1 (0.06000000 0.94000000) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V32< 0.1927163 46 9 0 (0.80434783 0.19565217)
#> 4) V55>=-0.01546874 38 1 0 (0.97368421 0.02631579) *
#> 5) V55< -0.01546874 8 0 1 (0.00000000 1.00000000) *
#> 3) V32>=0.1927163 93 25 1 (0.26881720 0.73118280)
#> 6) V5>=0.1402911 7 0 0 (1.00000000 0.00000000) *
#> 7) V5< 0.1402911 86 18 1 (0.20930233 0.79069767)
#> 14) V60< 0.0697098 39 16 1 (0.41025641 0.58974359)
#> 28) V50>=0.7307551 16 4 0 (0.75000000 0.25000000) *
#> 29) V50< 0.7307551 23 4 1 (0.17391304 0.82608696)
#> 58) V9< 0.2728087 7 3 0 (0.57142857 0.42857143) *
#> 59) V9>=0.2728087 16 0 1 (0.00000000 1.00000000) *
#> 15) V60>=0.0697098 47 2 1 (0.04255319 0.95744681) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V12>=-0.2180161 47 8 0 (0.82978723 0.17021277)
#> 4) V31< -0.5705493 38 2 0 (0.94736842 0.05263158) *
#> 5) V31>=-0.5705493 9 3 1 (0.33333333 0.66666667) *
#> 3) V12< -0.2180161 92 23 1 (0.25000000 0.75000000)
#> 6) V30>=-0.2481423 23 10 0 (0.56521739 0.43478261)
#> 12) V44>=0.5242954 8 0 0 (1.00000000 0.00000000) *
#> 13) V44< 0.5242954 15 5 1 (0.33333333 0.66666667) *
#> 7) V30< -0.2481423 69 10 1 (0.14492754 0.85507246)
#> 14) V52< 0.002507792 11 5 0 (0.54545455 0.45454545) *
#> 15) V52>=0.002507792 58 4 1 (0.06896552 0.93103448) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V45< 0.2127036 52 12 0 (0.76923077 0.23076923)
#> 4) V33>=0.5557698 41 4 0 (0.90243902 0.09756098)
#> 8) V48< 0.2661452 34 0 0 (1.00000000 0.00000000) *
#> 9) V48>=0.2661452 7 3 1 (0.42857143 0.57142857) *
#> 5) V33< 0.5557698 11 3 1 (0.27272727 0.72727273) *
#> 3) V45>=0.2127036 87 22 1 (0.25287356 0.74712644)
#> 6) V3< -0.6780623 17 5 0 (0.70588235 0.29411765) *
#> 7) V3>=-0.6780623 70 10 1 (0.14285714 0.85714286)
#> 14) V40< -0.5849511 11 5 0 (0.54545455 0.45454545) *
#> 15) V40>=-0.5849511 59 4 1 (0.06779661 0.93220339) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V37>=-0.1739147 47 9 0 (0.80851064 0.19148936)
#> 4) V59>=-0.4025004 38 2 0 (0.94736842 0.05263158) *
#> 5) V59< -0.4025004 9 2 1 (0.22222222 0.77777778) *
#> 3) V37< -0.1739147 92 24 1 (0.26086957 0.73913043)
#> 6) V36< -0.6707345 33 16 0 (0.51515152 0.48484848)
#> 12) V39>=0.1359707 9 0 0 (1.00000000 0.00000000) *
#> 13) V39< 0.1359707 24 8 1 (0.33333333 0.66666667)
#> 26) V52< 0.01570406 10 3 0 (0.70000000 0.30000000) *
#> 27) V52>=0.01570406 14 1 1 (0.07142857 0.92857143) *
#> 7) V36>=-0.6707345 59 7 1 (0.11864407 0.88135593) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 -0.99746647 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V10 0.00000000 0.97803762 0.0000000 0.00000000 0.00000000 0.0000000
#> V11 0.00000000 0.00000000 -0.5182433 0.00000000 0.00000000 0.0000000
#> V12 0.00000000 0.00000000 0.0000000 -0.19809422 0.00000000 0.0000000
#> V13 0.00000000 0.00000000 0.0000000 0.00000000 -0.05643728 0.0000000
#> V14 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 -0.2035624
#> V15 0.00000000 0.00000000 -0.8379740 0.00000000 0.00000000 0.0000000
#> V16 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V17 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V18 0.00000000 0.00000000 0.0000000 0.00000000 -0.58571513 0.0000000
#> V19 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V2 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V20 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V21 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 -0.6947456
#> V22 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V23 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 -0.6898484
#> V24 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V25 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V26 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V27 0.00000000 0.00000000 0.1709486 0.00000000 0.00000000 0.0000000
#> V28 -0.01889530 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V29 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V3 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V30 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V31 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V32 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V33 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V34 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V35 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V36 0.00000000 0.00000000 0.0000000 0.00000000 -0.80854970 0.0000000
#> V37 0.00000000 -0.20435576 0.0000000 0.00000000 0.00000000 0.0000000
#> V38 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V39 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V4 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V40 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V41 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V42 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V43 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V44 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V45 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V46 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V47 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V48 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V49 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V5 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V50 0.00000000 0.04100169 0.0000000 0.00000000 0.00000000 0.0000000
#> V51 0.00000000 0.00000000 0.0000000 0.03312529 0.00000000 0.0000000
#> V52 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V53 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V54 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V55 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V56 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V57 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V58 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V59 -0.06858289 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V6 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V60 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V7 0.00000000 0.00000000 0.0000000 0.97962309 0.00000000 0.0000000
#> V8 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V9 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V10 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V11 0.1378791 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V12 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V13 0.0000000 0.0000000 0.0000000 -0.2420626 0.0000000 0.00000000
#> V14 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V15 -0.2791347 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V16 0.0000000 -0.1271746 0.0000000 0.0000000 0.0000000 0.00000000
#> V17 0.0000000 0.0000000 0.0396207 0.0000000 0.0000000 0.00000000
#> V18 0.0000000 0.0000000 0.0000000 -0.7776510 0.0000000 0.00000000
#> V19 0.0000000 0.0000000 0.0000000 0.0000000 0.4244791 0.00000000
#> V2 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.99744678
#> V20 0.0000000 0.0000000 0.0000000 0.0000000 -0.7964410 0.00000000
#> V21 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V22 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V23 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V24 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V25 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V26 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V27 -0.9503016 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V28 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V29 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V3 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V30 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V31 0.0000000 0.0000000 0.0000000 0.0000000 -0.4306962 0.00000000
#> V32 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V33 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.02387092
#> V34 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V35 0.0000000 -0.9411537 0.0000000 0.0000000 0.0000000 0.00000000
#> V36 0.0000000 0.0000000 0.0000000 0.5802281 0.0000000 0.00000000
#> V37 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V38 0.0000000 0.0000000 -0.6745923 0.0000000 0.0000000 0.00000000
#> V39 0.0000000 0.0000000 0.7371265 0.0000000 0.0000000 0.00000000
#> V4 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V40 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 -0.06730607
#> V41 0.0000000 -0.3131394 0.0000000 0.0000000 0.0000000 0.00000000
#> V42 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V43 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V44 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V45 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V46 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V47 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V48 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V49 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V5 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V50 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V51 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V52 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V53 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V54 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V55 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V56 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V57 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V58 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V59 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V6 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V60 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V7 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V8 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V9 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V10 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V11 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V12 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V13 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V14 0.0000000 -0.4747973 0.00000000 0.8562300 0.0000000 0.00000000
#> V15 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V16 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V17 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V18 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V19 0.6495941 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V2 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V20 -0.0634916 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V21 0.0000000 -0.5461524 0.00000000 -0.4680235 0.0000000 0.00000000
#> V22 0.0000000 0.0000000 0.12404908 0.0000000 0.7797534 0.00000000
#> V23 0.0000000 0.6901341 0.00000000 0.2186873 0.0000000 0.00000000
#> V24 0.0000000 0.0000000 0.02685293 0.0000000 0.6155869 0.00000000
#> V25 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 -0.86324380
#> V26 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V27 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V28 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V29 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 -0.50054458
#> V3 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V30 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
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#> V26 V27 V28 V29 V3 V30
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#> V31 V32 V33 V34 V35 V36
#> V1 0.0000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
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#> V37 V38 V39 V4 V40 V41
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#> V42 V43 V44 V45 V46 V47
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#> V48 V49 V5 V50 V51 V52
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#> V31 V32 V33 V34 V35 V36
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#> V31 V32 V33 V34 V35 V36
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#> V31 V32 V33 V34 V35 V36
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#> V31 V32 V33 V34 V35 V36
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#> V42 V43 V44 V45 V46 V47
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#> V26 V27 V28 V29 V3 V30
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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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#> V58 0.0000000 0.0000000 0.00000000 0.00000000 0.000000000 0.0000000
#> V59 0.0000000 0.0000000 0.00000000 0.00000000 0.000000000 0.0000000
#> V6 0.0000000 0.0000000 0.00000000 0.00000000 0.000000000 0.0000000
#> V60 0.0000000 0.0000000 0.00000000 0.00000000 0.000000000 0.0000000
#> V7 -0.1859455 0.0000000 0.00000000 0.00000000 0.000000000 0.0000000
#> V8 0.0000000 0.0000000 0.00000000 0.00000000 0.000000000 0.0000000
#> V9 0.0000000 0.0000000 0.00000000 0.00000000 0.000000000 0.0000000
#> V42 V43 V44 V45 V46 V47
#> V1 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V10 0.0000000 0.00000000 0.00000000 -0.004346013 0.000000000 0.000000000
#> V11 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V12 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V13 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V14 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V15 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V16 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V17 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V18 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 -0.001203507
#> V19 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V2 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V20 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V21 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V22 0.0000000 0.82161992 0.00000000 0.000000000 0.000000000 0.000000000
#> V23 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V24 0.1922972 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V25 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V26 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V27 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V28 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V29 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V3 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V30 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V31 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V32 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V33 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V34 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V35 0.0000000 0.56981800 0.00000000 0.000000000 0.000000000 0.000000000
#> V36 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V37 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V38 0.0000000 0.00000000 0.00000000 0.000000000 -0.002914608 0.000000000
#> V39 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V4 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V40 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V41 0.0000000 0.00000000 0.00000000 0.000000000 0.522011918 0.000000000
#> V42 0.1471298 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V43 0.0000000 0.01575291 0.00000000 0.000000000 0.000000000 0.000000000
#> V44 0.0000000 0.00000000 -0.08196431 0.000000000 0.000000000 0.000000000
#> V45 0.0000000 0.00000000 0.00000000 0.065309453 0.000000000 0.000000000
#> V46 0.0000000 0.00000000 0.00000000 0.000000000 -0.852933211 0.000000000
#> V47 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.017769753
#> V48 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V49 0.0000000 0.00000000 0.98945971 0.000000000 0.000000000 0.000000000
#> V5 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V50 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V51 0.0000000 0.00000000 0.00000000 -0.997855595 0.000000000 0.000000000
#> V52 0.0000000 0.00000000 -0.11937899 0.000000000 0.000000000 0.000000000
#> V53 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V54 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V55 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 -0.999841381
#> V56 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V57 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V58 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V59 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V6 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V60 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V7 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V8 0.0000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V9 0.9702446 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V48 V49 V5 V50 V51 V52
#> V1 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V10 0.0000000 0.000000000 0.00000000 0.000000000 -0.99030472 0.00000000
#> V11 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V12 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V13 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V14 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V15 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V16 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V17 0.2977406 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V18 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V19 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V2 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V20 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V21 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V22 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V23 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V24 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V25 -0.9530298 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V26 0.0000000 0.000000000 0.00000000 -0.004360309 0.00000000 0.00000000
#> V27 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V28 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V29 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V3 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V30 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V31 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V32 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V33 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V34 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V35 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V36 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V37 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V38 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V39 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V4 0.0000000 0.000000000 0.00000000 -0.065451492 0.00000000 0.00000000
#> V40 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V41 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V42 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V43 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V44 0.0000000 0.996528853 0.00000000 0.000000000 0.00000000 -0.01456356
#> V45 0.0000000 0.000000000 0.00000000 0.000000000 0.13826784 0.00000000
#> V46 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V47 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V48 0.0555398 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V49 0.0000000 0.083115841 0.00000000 0.000000000 0.00000000 0.11858014
#> V5 0.0000000 0.000000000 -0.01077880 0.000000000 0.00000000 0.00000000
#> V50 0.0000000 0.000000000 0.00000000 -0.997846226 0.00000000 0.00000000
#> V51 0.0000000 0.000000000 0.00000000 0.000000000 0.01336273 0.00000000
#> V52 0.0000000 0.004690712 0.00000000 0.000000000 0.00000000 0.99283768
#> V53 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V54 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V55 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V56 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V57 0.0000000 0.000000000 0.99974610 0.000000000 0.00000000 0.00000000
#> V58 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V59 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V6 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V60 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V7 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V8 0.0000000 0.000000000 -0.01978795 0.000000000 0.00000000 0.00000000
#> V9 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V53 V54 V55 V56 V57
#> V1 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V10 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V11 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V12 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V13 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V14 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V15 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V16 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V17 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V18 0.0000000000 0.000000000 -0.99994255 0.000000000 0.000000000
#> V19 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V2 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V20 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V21 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V22 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V23 0.0000000000 0.000000000 0.00000000 0.004810138 0.000000000
#> V24 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V25 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V26 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V27 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V28 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V29 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V3 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V30 0.0000000000 -0.874885280 0.00000000 0.000000000 0.000000000
#> V31 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V32 -0.0003022625 0.000000000 0.00000000 0.000000000 0.000000000
#> V33 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V34 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V35 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V36 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V37 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V38 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V39 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V4 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V40 0.0000000000 0.484254458 0.00000000 0.000000000 0.000000000
#> V41 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V42 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V43 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V44 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V45 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V46 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V47 0.0000000000 0.000000000 -0.01067086 0.000000000 0.000000000
#> V48 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V49 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V5 0.0000000000 0.000000000 0.00000000 0.000000000 -0.996546678
#> V50 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V51 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V52 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V53 -0.9991850588 0.000000000 0.00000000 0.000000000 0.000000000
#> V54 0.0000000000 0.008565481 0.00000000 0.000000000 0.000000000
#> V55 0.0000000000 0.000000000 0.00101398 0.000000000 0.000000000
#> V56 0.0000000000 0.000000000 0.00000000 -0.967888630 0.000000000
#> V57 0.0000000000 0.000000000 0.00000000 0.000000000 -0.009110728
#> V58 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V59 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V6 0.0403624455 0.000000000 0.00000000 0.000000000 0.000000000
#> V60 0.0000000000 0.000000000 0.00000000 -0.251333368 0.000000000
#> V7 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V8 0.0000000000 0.000000000 0.00000000 0.000000000 0.082533098
#> V9 0.0000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V58 V59 V6 V60 V7
#> V1 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V10 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V11 0.000000000 0.0000000000 0.0000000000 0.000000000 -0.18611394
#> V12 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V13 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V14 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V15 0.001048854 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V16 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V17 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V18 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V19 0.000000000 -0.9083189342 0.0000000000 0.000000000 0.00000000
#> V2 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V20 0.001387489 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V21 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V22 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V23 0.000000000 0.0000000000 0.0000000000 0.001933688 0.00000000
#> V24 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V25 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V26 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V27 0.000000000 0.4182782455 0.0000000000 0.000000000 0.00000000
#> V28 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V29 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V3 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V30 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V31 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V32 0.000000000 0.0000000000 -0.9999983877 0.000000000 0.00000000
#> V33 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V34 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V35 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V36 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V37 0.000000000 0.0000000000 0.0000000000 0.000000000 -0.00508988
#> V38 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V39 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V4 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V40 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V41 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V42 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V43 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V44 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V45 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V46 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V47 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V48 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V49 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V5 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V50 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V51 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V52 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V53 0.000000000 0.0000000000 0.0003734609 0.000000000 0.00000000
#> V54 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V55 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V56 0.000000000 0.0000000000 0.0000000000 -0.251326803 0.00000000
#> V57 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V58 0.999998487 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V59 0.000000000 -0.0001520423 0.0000000000 0.000000000 0.00000000
#> V6 0.000000000 0.0000000000 0.0017564470 0.000000000 0.00000000
#> V60 0.000000000 0.0000000000 0.0000000000 0.967900356 0.00000000
#> V7 0.000000000 0.0000000000 0.0000000000 0.000000000 0.98251498
#> V8 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V9 0.000000000 0.0000000000 0.0000000000 0.000000000 0.00000000
#> V8 V9
#> V1 0.00000000 0.0000000
#> V10 0.00000000 0.0000000
#> V11 0.00000000 0.0000000
#> V12 0.00000000 0.0000000
#> V13 0.00000000 0.0000000
#> V14 0.00000000 0.0000000
#> V15 0.00000000 0.0000000
#> V16 0.00000000 0.0000000
#> V17 0.00000000 0.0000000
#> V18 0.00000000 0.0000000
#> V19 0.00000000 0.0000000
#> V2 0.00000000 0.0000000
#> V20 0.00000000 0.0000000
#> V21 0.00000000 0.0000000
#> V22 0.00000000 0.0000000
#> V23 0.00000000 0.0000000
#> V24 0.00000000 0.9643847
#> V25 0.00000000 0.0000000
#> V26 0.00000000 0.0000000
#> V27 0.00000000 0.0000000
#> V28 0.00000000 0.0000000
#> V29 0.00000000 0.0000000
#> V3 0.00000000 0.0000000
#> V30 0.00000000 0.0000000
#> V31 0.00000000 0.0000000
#> V32 0.00000000 0.0000000
#> V33 0.00000000 0.0000000
#> V34 0.00000000 0.0000000
#> V35 0.00000000 0.0000000
#> V36 0.00000000 0.0000000
#> V37 0.00000000 0.0000000
#> V38 0.00000000 0.0000000
#> V39 0.00000000 0.0000000
#> V4 0.00000000 0.0000000
#> V40 0.00000000 0.0000000
#> V41 0.00000000 0.0000000
#> V42 0.00000000 -0.2113094
#> V43 0.00000000 0.0000000
#> V44 0.00000000 0.0000000
#> V45 0.00000000 0.0000000
#> V46 0.00000000 0.0000000
#> V47 0.00000000 0.0000000
#> V48 0.00000000 0.0000000
#> V49 0.00000000 0.0000000
#> V5 -0.08233186 0.0000000
#> V50 0.00000000 0.0000000
#> V51 0.00000000 0.0000000
#> V52 0.00000000 0.0000000
#> V53 0.00000000 0.0000000
#> V54 0.00000000 0.0000000
#> V55 0.00000000 0.0000000
#> V56 0.00000000 0.0000000
#> V57 -0.02060922 0.0000000
#> V58 0.00000000 0.0000000
#> V59 0.00000000 0.0000000
#> V6 0.00000000 0.0000000
#> V60 0.00000000 0.0000000
#> V7 0.00000000 0.0000000
#> V8 -0.99639185 0.0000000
#> V9 0.00000000 -0.1590924
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1304348