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 63 1 (0.45323741 0.54676259)
#> 2) V11>=-0.1979043 58 13 0 (0.77586207 0.22413793)
#> 4) V22>=-0.05483777 42 3 0 (0.92857143 0.07142857) *
#> 5) V22< -0.05483777 16 6 1 (0.37500000 0.62500000) *
#> 3) V11< -0.1979043 81 18 1 (0.22222222 0.77777778)
#> 6) V26< 0.00070796 29 14 0 (0.51724138 0.48275862)
#> 12) V58< 0.5952346 15 2 0 (0.86666667 0.13333333) *
#> 13) V58>=0.5952346 14 2 1 (0.14285714 0.85714286) *
#> 7) V26>=0.00070796 52 3 1 (0.05769231 0.94230769) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 1 (0.45323741 0.54676259)
#> 2) V16< 0.1879157 44 7 0 (0.84090909 0.15909091)
#> 4) V9< 0.4453802 37 2 0 (0.94594595 0.05405405) *
#> 5) V9>=0.4453802 7 2 1 (0.28571429 0.71428571) *
#> 3) V16>=0.1879157 95 26 1 (0.27368421 0.72631579)
#> 6) V25< -1.010306 14 3 0 (0.78571429 0.21428571) *
#> 7) V25>=-1.010306 81 15 1 (0.18518519 0.81481481)
#> 14) V43>=-0.06889578 14 6 0 (0.57142857 0.42857143) *
#> 15) V43< -0.06889578 67 7 1 (0.10447761 0.89552239) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 1 (0.45323741 0.54676259)
#> 2) V59>=-0.1712538 48 8 0 (0.83333333 0.16666667)
#> 4) V32>=-0.098392 38 1 0 (0.97368421 0.02631579) *
#> 5) V32< -0.098392 10 3 1 (0.30000000 0.70000000) *
#> 3) V59< -0.1712538 91 23 1 (0.25274725 0.74725275)
#> 6) V17< -0.04291618 19 4 0 (0.78947368 0.21052632) *
#> 7) V17>=-0.04291618 72 8 1 (0.11111111 0.88888889) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 1 (0.45323741 0.54676259)
#> 2) V28>=-0.23236 76 23 0 (0.69736842 0.30263158)
#> 4) V19< 0.4489211 59 10 0 (0.83050847 0.16949153) *
#> 5) V19>=0.4489211 17 4 1 (0.23529412 0.76470588) *
#> 3) V28< -0.23236 63 10 1 (0.15873016 0.84126984)
#> 6) V15>=0.5461749 7 2 0 (0.71428571 0.28571429) *
#> 7) V15< 0.5461749 56 5 1 (0.08928571 0.91071429)
#> 14) V9< 0.01661181 7 3 0 (0.57142857 0.42857143) *
#> 15) V9>=0.01661181 49 1 1 (0.02040816 0.97959184) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 1 (0.45323741 0.54676259)
#> 2) V8>=-0.2338418 57 12 0 (0.78947368 0.21052632)
#> 4) V12>=-0.04442803 41 2 0 (0.95121951 0.04878049) *
#> 5) V12< -0.04442803 16 6 1 (0.37500000 0.62500000) *
#> 3) V8< -0.2338418 82 18 1 (0.21951220 0.78048780)
#> 6) V17< -0.9670835 9 2 0 (0.77777778 0.22222222) *
#> 7) V17>=-0.9670835 73 11 1 (0.15068493 0.84931507)
#> 14) V15< -0.1800773 7 2 0 (0.71428571 0.28571429) *
#> 15) V15>=-0.1800773 66 6 1 (0.09090909 0.90909091)
#> 30) V5< 0.008743782 7 3 0 (0.57142857 0.42857143) *
#> 31) V5>=0.008743782 59 2 1 (0.03389831 0.96610169) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 1 (0.45323741 0.54676259)
#> 2) V12< 0.3264884 42 7 0 (0.83333333 0.16666667)
#> 4) V22< 0.04554672 35 2 0 (0.94285714 0.05714286) *
#> 5) V22>=0.04554672 7 2 1 (0.28571429 0.71428571) *
#> 3) V12>=0.3264884 97 28 1 (0.28865979 0.71134021)
#> 6) V49>=-0.09924475 19 6 0 (0.68421053 0.31578947) *
#> 7) V49< -0.09924475 78 15 1 (0.19230769 0.80769231)
#> 14) V43>=0.1760954 14 5 0 (0.64285714 0.35714286) *
#> 15) V43< 0.1760954 64 6 1 (0.09375000 0.90625000) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 1 (0.45323741 0.54676259)
#> 2) V9< 0.1356225 51 10 0 (0.80392157 0.19607843)
#> 4) V4< 0.1015804 41 4 0 (0.90243902 0.09756098) *
#> 5) V4>=0.1015804 10 4 1 (0.40000000 0.60000000) *
#> 3) V9>=0.1356225 88 22 1 (0.25000000 0.75000000)
#> 6) V19< -0.0536766 10 1 0 (0.90000000 0.10000000) *
#> 7) V19>=-0.0536766 78 13 1 (0.16666667 0.83333333)
#> 14) V14< 0.01027591 31 12 1 (0.38709677 0.61290323)
#> 28) V12>=-0.4988764 13 3 0 (0.76923077 0.23076923) *
#> 29) V12< -0.4988764 18 2 1 (0.11111111 0.88888889) *
#> 15) V14>=0.01027591 47 1 1 (0.02127660 0.97872340) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 1 (0.45323741 0.54676259)
#> 2) V19>=-0.1949319 46 6 0 (0.86956522 0.13043478)
#> 4) V45< 0.07365957 38 1 0 (0.97368421 0.02631579) *
#> 5) V45>=0.07365957 8 3 1 (0.37500000 0.62500000) *
#> 3) V19< -0.1949319 93 23 1 (0.24731183 0.75268817)
#> 6) V20< -0.2581616 25 11 0 (0.56000000 0.44000000)
#> 12) V60< 0.05715283 18 4 0 (0.77777778 0.22222222) *
#> 13) V60>=0.05715283 7 0 1 (0.00000000 1.00000000) *
#> 7) V20>=-0.2581616 68 9 1 (0.13235294 0.86764706)
#> 14) V22< 0.2105118 11 5 0 (0.54545455 0.45454545) *
#> 15) V22>=0.2105118 57 3 1 (0.05263158 0.94736842) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 1 (0.4532374 0.5467626)
#> 2) V11< 0.2454748 47 7 0 (0.8510638 0.1489362) *
#> 3) V11>=0.2454748 92 23 1 (0.2500000 0.7500000)
#> 6) V31< 0.04978334 13 4 0 (0.6923077 0.3076923) *
#> 7) V31>=0.04978334 79 14 1 (0.1772152 0.8227848)
#> 14) V19>=0.6415044 8 2 0 (0.7500000 0.2500000) *
#> 15) V19< 0.6415044 71 8 1 (0.1126761 0.8873239) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 1 (0.45323741 0.54676259)
#> 2) V31< 0.1332097 48 6 0 (0.87500000 0.12500000)
#> 4) V23>=-0.05077982 41 1 0 (0.97560976 0.02439024) *
#> 5) V23< -0.05077982 7 2 1 (0.28571429 0.71428571) *
#> 3) V31>=0.1332097 91 21 1 (0.23076923 0.76923077)
#> 6) V25>=0.003039931 32 16 0 (0.50000000 0.50000000)
#> 12) V45< 0.007876011 13 2 0 (0.84615385 0.15384615) *
#> 13) V45>=0.007876011 19 5 1 (0.26315789 0.73684211) *
#> 7) V25< 0.003039931 59 5 1 (0.08474576 0.91525424) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 0.999147978 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V10 0.000000000 0.98371841 0.000000000 0.000000000 0.0000000 0.0000000
#> V11 0.000000000 0.00000000 -0.999955734 0.000000000 0.0000000 0.0000000
#> V12 0.000000000 0.00000000 0.000000000 -0.992033174 0.0000000 0.0000000
#> V13 0.000000000 0.00000000 0.000000000 0.000000000 -0.2356020 0.0000000
#> V14 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.4148308
#> V15 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V16 0.000000000 0.00000000 0.000000000 0.000000000 -0.8889670 0.0000000
#> V17 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V18 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V19 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V2 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V20 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V21 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V22 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V23 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V24 0.000000000 0.00000000 0.000000000 0.000000000 -0.3927205 0.0000000
#> V25 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V26 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V27 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V28 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V29 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V3 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V30 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V31 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V32 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V33 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 -0.8355656
#> V34 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V35 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V36 0.000000000 0.00000000 0.000000000 -0.125771587 0.0000000 0.0000000
#> V37 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V38 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V39 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V4 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V40 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 -0.3602022
#> V41 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V42 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V43 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V44 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V45 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V46 0.009712293 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V47 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V48 0.000000000 0.17931906 0.000000000 0.000000000 0.0000000 0.0000000
#> V49 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V5 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V50 0.000000000 0.01194869 0.000000000 0.000000000 0.0000000 0.0000000
#> V51 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V52 0.000000000 0.00000000 0.006328562 0.000000000 0.0000000 0.0000000
#> V53 0.000000000 0.00000000 0.000000000 0.007189578 0.0000000 0.0000000
#> V54 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V55 0.000000000 0.00000000 -0.006962761 0.000000000 0.0000000 0.0000000
#> V56 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V57 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V58 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V59 0.040112204 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V6 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V60 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V7 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V8 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V9 0.000000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V10 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V11 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V12 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V13 0.00000000 -0.96970558 0.0000000 0.0000000 0.00000000 0.000000000
#> V14 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V15 0.29324187 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V16 0.00000000 0.24186100 0.0000000 0.0000000 0.00000000 0.000000000
#> V17 0.00000000 0.00000000 -0.1639498 0.0000000 0.00000000 0.000000000
#> V18 0.00000000 0.00000000 0.0000000 -0.4428508 0.00000000 0.000000000
#> V19 0.00000000 0.00000000 0.0000000 0.0000000 -0.06555069 0.000000000
#> V2 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 -0.061827864
#> V20 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V21 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V22 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V23 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V24 0.00000000 0.03426884 0.0000000 0.0000000 0.00000000 0.000000000
#> V25 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V26 0.00000000 0.00000000 -0.6505324 0.0000000 0.00000000 0.000000000
#> V27 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V28 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V29 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V3 0.08524108 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V30 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V31 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V32 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V33 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V34 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V35 0.00000000 0.00000000 0.0000000 0.0000000 0.51269549 0.000000000
#> V36 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V37 0.00000000 0.00000000 -0.7415713 0.0000000 0.00000000 0.000000000
#> V38 0.00000000 0.00000000 0.0000000 -0.8583148 0.00000000 0.000000000
#> V39 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 -0.004405775
#> V4 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V40 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V41 0.00000000 0.00000000 0.0000000 0.0000000 -0.85606451 0.000000000
#> V42 0.00000000 0.00000000 0.0000000 -0.2591890 0.00000000 0.000000000
#> V43 0.95223062 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V44 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V45 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V46 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V47 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V48 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V49 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V5 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V50 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V51 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V52 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V53 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V54 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.998077103
#> V55 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V56 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V57 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V58 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V59 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V6 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V60 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V7 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V8 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V9 0.00000000 0.00000000 0.0000000 0.0000000 0.00000000 0.000000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V10 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V11 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V12 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V13 0.000000000 0.00000000 0.00000000 0.00000000 -0.06451989 0.0000000
#> V14 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V15 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V16 0.000000000 0.00000000 0.00000000 0.00000000 -0.38889702 0.0000000
#> V17 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V18 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V19 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V2 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V20 0.005309745 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V21 0.000000000 -0.11645594 0.00000000 0.00000000 0.00000000 0.0000000
#> V22 0.000000000 0.00000000 0.03997826 0.00000000 0.00000000 0.0000000
#> V23 0.000000000 0.00000000 0.00000000 -0.06167566 0.00000000 0.0000000
#> V24 0.000000000 0.00000000 0.00000000 0.00000000 0.91901920 0.0000000
#> V25 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 -0.2005425
#> V26 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V27 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V28 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V29 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V3 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V30 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 -0.9473943
#> V31 0.008343092 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V32 0.000000000 -0.01902859 0.00000000 0.00000000 0.00000000 0.0000000
#> V33 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V34 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V35 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V36 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V37 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
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#> V54 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
#> V55 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
#> V56 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
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#> V6 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
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#> V9 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V10 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V11 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
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#> V19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
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#> V23 0.00000000 0.00000000 0.00000000 0.01282079 0.00000000 0.0000000
#> V24 0.00000000 0.00000000 0.00000000 0.00000000 -0.01003647 0.0000000
#> V25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 -0.8444203
#> V26 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V28 0.00000000 0.00000000 0.44159647 0.00000000 0.00000000 0.0000000
#> V29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V3 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V30 0.00000000 0.00000000 0.00000000 0.03014275 0.00000000 0.0000000
#> V31 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V32 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V33 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V34 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V35 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V36 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V38 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V39 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
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#> V40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V41 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.3277467
#> V42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V43 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
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#> V46 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
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#> V52 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V53 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
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#> V55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V56 0.00000000 0.00000000 0.00000000 0.00000000 -0.42387288 0.0000000
#> V57 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V58 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
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#> V60 0.00000000 0.00000000 0.00000000 0.00000000 -0.90566608 0.0000000
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#> V8 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V9 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V26 V27 V28 V29 V3 V30
#> V1 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V10 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V11 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V23 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 -0.7407460
#> V24 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V25 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V26 -0.05435016 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V27 0.00000000 0.0165090 0.0000000 0.0000000 -0.04932938 0.0000000
#> V28 0.00000000 0.0000000 -0.4182325 0.0000000 0.00000000 0.0000000
#> V29 0.00000000 0.0000000 0.0000000 0.1794474 0.00000000 0.0000000
#> V3 0.00000000 -0.6828787 0.0000000 0.0000000 -0.73011149 0.0000000
#> V30 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 -0.6711265
#> V31 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V32 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V33 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V34 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V35 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V36 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V37 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V38 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V39 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V40 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V41 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V42 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V43 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V44 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V45 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V46 0.00000000 0.0000000 0.0000000 0.2375668 0.00000000 0.0000000
#> V47 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V48 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V49 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V50 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V52 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V53 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V54 0.01537380 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V55 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V56 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V57 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V58 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V59 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V60 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V8 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V9 -0.99840358 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V31 V32 V33 V34 V35 V36
#> V1 0.0000000 0.00000000 0.0000000 0.0000000 0.99873622 0.0000000
#> V10 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V11 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V13 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V17 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V28 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V29 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V30 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V31 0.1552498 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
#> V32 0.0000000 -0.04590937 0.0000000 0.0000000 0.00000000 0.0000000
#> V33 0.0000000 0.00000000 -0.3093989 0.0000000 0.00000000 0.9493586
#> V34 0.0000000 0.00000000 0.0000000 -0.5073785 0.00000000 0.0000000
#> V35 0.0000000 0.00000000 0.0000000 0.0000000 0.01121485 0.0000000
#> V36 0.0000000 0.00000000 -0.6873220 0.0000000 0.00000000 -0.1835177
#> V37 0.0000000 0.00000000 -0.6571611 0.0000000 0.00000000 -0.2550285
#> V38 0.1917244 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V37 V38 V39 V4 V40 V41
#> V1 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000 0.0000000
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#> V42 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000 0.0000000
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#> V42 V43 V44 V45 V46 V47
#> V1 0.00000000 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000
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#> V53 V54 V55 V56 V57 V58
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#>
#> $loadings[[4]]
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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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#> V42 V43 V44 V45 V46 V47
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#> V15 V16 V17 V18 V19 V2
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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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#> V15 V16 V17 V18 V19 V2
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#> V15 V16 V17 V18 V19 V2
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#> V20 V21 V22 V23 V24 V25
#> V1 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000 0.0000000
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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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#> V31 V32 V33 V34 V35 V36
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#> V41 V42 V43 V44 V45 V46
#> V1 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V10 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V11 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V12 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V13 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V14 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V15 0.00000000 -0.3677619 0.00000000 0.000000000 0.000000000 0.0000000000
#> V16 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V17 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V18 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V19 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V2 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V20 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V21 -0.45498361 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V22 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.9999974105
#> V23 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V24 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V25 0.00000000 0.0000000 0.00000000 -0.005806142 0.000000000 0.0000000000
#> V26 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V27 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V28 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V29 0.00000000 0.9177701 0.00000000 0.000000000 0.000000000 0.0000000000
#> V3 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V30 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V31 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V32 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V33 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V34 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V35 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V36 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V37 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V38 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V39 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V4 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V40 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V41 -0.89021108 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V42 0.00000000 0.1498306 0.00000000 0.000000000 0.000000000 0.0000000000
#> V43 0.00000000 0.0000000 -0.95547032 0.000000000 -0.001505804 0.0000000000
#> V44 0.00000000 0.0000000 0.00000000 -0.999503087 0.000000000 0.0000000000
#> V45 0.00000000 0.0000000 -0.29506162 0.000000000 -0.008300608 0.0000000000
#> V46 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 -0.0007725197
#> V47 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V48 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V49 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V5 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V50 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V51 -0.02267503 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V52 0.00000000 0.0000000 -0.00388808 0.000000000 0.999964416 0.0000000000
#> V53 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V54 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V55 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 -0.0021405966
#> V56 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V57 0.00000000 0.0000000 0.00000000 -0.030981746 0.000000000 0.0000000000
#> V58 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V59 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V6 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V60 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V7 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V8 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V9 0.00000000 0.0000000 0.00000000 0.000000000 0.000000000 0.0000000000
#> V47 V48 V49 V5 V50 V51
#> V1 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V10 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V11 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V12 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V13 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V14 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V15 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V16 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V17 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V18 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V19 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V2 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V20 0.00000000 0.00000000 0.00000000 0.000000000 0.3171042 0.0000000000
#> V21 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0005251385
#> V22 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V23 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V24 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V25 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V26 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V27 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V28 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V29 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V3 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V30 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V31 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V32 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V33 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V34 -0.99880875 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V35 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V36 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V37 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V38 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V39 0.00000000 0.00000000 0.00000000 0.000000000 -0.9483338 0.0000000000
#> V4 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V40 0.00000000 0.00000000 0.00000000 -0.010926572 0.0000000 0.0000000000
#> V41 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 -0.0257314787
#> V42 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V43 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V44 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V45 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V46 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V47 0.04124656 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V48 0.00000000 -0.05571019 0.84681963 0.000000000 0.0000000 0.0000000000
#> V49 0.00000000 0.04688901 0.53141171 0.000000000 0.0000000 0.0000000000
#> V5 0.00000000 0.00000000 0.00000000 -0.002091113 0.0000000 0.0000000000
#> V50 0.00000000 0.00000000 0.00000000 0.000000000 -0.0103851 0.0000000000
#> V51 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.9996687528
#> V52 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V53 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V54 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V55 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V56 0.00000000 0.00000000 0.00000000 0.999938117 0.0000000 0.0000000000
#> V57 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V58 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V59 0.00000000 0.99734537 0.02231836 0.000000000 0.0000000 0.0000000000
#> V6 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V60 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V7 0.02607314 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V8 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V9 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000000
#> V52 V53 V54 V55 V56
#> V1 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V10 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V11 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V12 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V13 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V14 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V15 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V16 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V17 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V18 0.000000000 0.000000000 0.002670406 0.0000000000 0.00000000
#> V19 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V2 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V20 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V21 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V22 0.000000000 0.000000000 0.000000000 0.0007869878 0.00000000
#> V23 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V24 0.000000000 0.000000000 0.007885101 0.0000000000 0.00000000
#> V25 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V26 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V27 0.000000000 0.996260599 0.000000000 0.0000000000 0.00000000
#> V28 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V29 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V3 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V30 0.000000000 -0.085955858 0.000000000 0.0000000000 0.00000000
#> V31 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V32 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V33 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V34 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V35 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V36 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V37 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V38 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V39 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V4 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V40 0.000000000 0.000000000 0.000000000 0.0000000000 0.99976135
#> V41 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V42 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V43 -0.295083390 0.000000000 0.000000000 0.0000000000 0.00000000
#> V44 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V45 0.955442171 0.000000000 0.000000000 0.0000000000 0.00000000
#> V46 0.000000000 0.000000000 0.000000000 0.9999767985 0.00000000
#> V47 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V48 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V49 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V5 0.000000000 0.000000000 0.000000000 0.0000000000 -0.01894069
#> V50 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V51 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V52 0.007486679 0.000000000 0.000000000 0.0000000000 0.00000000
#> V53 0.000000000 -0.008741189 0.000000000 0.0000000000 0.00000000
#> V54 0.000000000 0.000000000 0.999965346 0.0000000000 0.00000000
#> V55 0.000000000 0.000000000 0.000000000 0.0067663158 0.00000000
#> V56 0.000000000 0.000000000 0.000000000 0.0000000000 0.01088503
#> V57 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V58 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V59 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V6 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V60 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V7 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V8 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V9 0.000000000 0.000000000 0.000000000 0.0000000000 0.00000000
#> V57 V58 V59 V6 V60 V7
#> V1 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V10 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V11 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V12 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V13 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V14 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V15 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V16 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V17 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V18 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V19 0.0000000000 0.00000000 0.00000000 -0.69274983 0.000000000 0.00000000
#> V2 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V20 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V21 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V22 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V23 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V24 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V25 -0.9999829931 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V26 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V27 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V28 0.0000000000 -0.01066396 0.00000000 0.00000000 -0.002523009 0.00000000
#> V29 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V3 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V30 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V31 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V32 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V33 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V34 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.04182948
#> V35 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V36 0.0000000000 0.00000000 0.00000000 0.72017637 0.000000000 0.00000000
#> V37 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V38 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V39 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V4 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V40 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V41 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V42 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V43 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V44 0.0057863190 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V45 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V46 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V47 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.99887762
#> V48 0.0000000000 0.00000000 -0.52895453 0.00000000 0.000000000 0.00000000
#> V49 0.0000000000 0.00000000 0.84581500 0.00000000 0.000000000 0.00000000
#> V5 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V50 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V51 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V52 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V53 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V54 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V55 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V56 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V57 0.0007294444 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V58 0.0000000000 -0.42220807 0.00000000 0.00000000 -0.906473522 0.00000000
#> V59 0.0000000000 0.00000000 -0.06931158 0.00000000 0.000000000 0.00000000
#> V6 0.0000000000 0.00000000 0.00000000 0.03799563 0.000000000 0.00000000
#> V60 0.0000000000 -0.90643622 0.00000000 0.00000000 0.422255121 0.00000000
#> V7 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.02222146
#> V8 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V9 0.0000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V8 V9
#> V1 0.00000000 0.00000000
#> V10 0.00000000 0.00000000
#> V11 0.00000000 -0.70585847
#> V12 0.00000000 0.00000000
#> V13 0.00000000 0.00000000
#> V14 0.00000000 0.00000000
#> V15 0.00000000 0.00000000
#> V16 0.00000000 0.00000000
#> V17 0.00000000 0.00000000
#> V18 0.00000000 0.00000000
#> V19 0.00000000 0.00000000
#> V2 0.00000000 0.00000000
#> V20 0.00000000 0.00000000
#> V21 0.00000000 0.00000000
#> V22 0.00000000 0.00000000
#> V23 0.00000000 0.00000000
#> V24 0.00000000 0.00000000
#> V25 0.00000000 0.00000000
#> V26 0.00000000 0.00000000
#> V27 0.00000000 0.00000000
#> V28 0.00000000 0.00000000
#> V29 0.00000000 0.00000000
#> V3 0.96806959 0.00000000
#> V30 0.00000000 0.00000000
#> V31 0.00000000 -0.06009077
#> V32 0.00000000 0.00000000
#> V33 0.00000000 0.00000000
#> V34 0.00000000 0.00000000
#> V35 0.00000000 0.00000000
#> V36 0.00000000 0.00000000
#> V37 -0.03532465 0.00000000
#> V38 0.00000000 0.00000000
#> V39 0.00000000 0.00000000
#> V4 0.00000000 0.00000000
#> V40 0.00000000 0.00000000
#> V41 0.00000000 0.00000000
#> V42 0.00000000 0.00000000
#> V43 0.00000000 0.00000000
#> V44 0.00000000 0.00000000
#> V45 0.00000000 0.00000000
#> V46 0.00000000 0.00000000
#> V47 0.00000000 0.00000000
#> V48 0.00000000 0.00000000
#> V49 0.00000000 0.00000000
#> V5 0.00000000 0.00000000
#> V50 0.00000000 0.00000000
#> V51 0.00000000 0.00000000
#> V52 0.00000000 0.00000000
#> V53 0.00000000 0.00000000
#> V54 0.00000000 0.00000000
#> V55 0.00000000 0.00000000
#> V56 0.00000000 0.00000000
#> V57 0.00000000 0.00000000
#> V58 0.00000000 0.00000000
#> V59 0.00000000 0.00000000
#> V6 0.00000000 0.00000000
#> V60 0.00000000 0.00000000
#> V7 0.00000000 0.00000000
#> V8 -0.24818025 0.00000000
#> V9 0.00000000 0.70579949
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2028986