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 65 1 (0.46762590 0.53237410)
#> 2) V60>=-0.1164378 46 10 0 (0.78260870 0.21739130)
#> 4) V54>=-0.01495467 38 4 0 (0.89473684 0.10526316) *
#> 5) V54< -0.01495467 8 2 1 (0.25000000 0.75000000) *
#> 3) V60< -0.1164378 93 29 1 (0.31182796 0.68817204)
#> 6) V37>=0.3965377 26 8 0 (0.69230769 0.30769231)
#> 12) V11< 0.5274006 15 0 0 (1.00000000 0.00000000) *
#> 13) V11>=0.5274006 11 3 1 (0.27272727 0.72727273) *
#> 7) V37< 0.3965377 67 11 1 (0.16417910 0.83582090)
#> 14) V43>=0.808372 13 6 0 (0.53846154 0.46153846) *
#> 15) V43< 0.808372 54 4 1 (0.07407407 0.92592593)
#> 30) V2>=-0.06715155 7 3 0 (0.57142857 0.42857143) *
#> 31) V2< -0.06715155 47 0 1 (0.00000000 1.00000000) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V25< 0.2555276 59 15 0 (0.74576271 0.25423729)
#> 4) V32< 0.1150419 37 2 0 (0.94594595 0.05405405) *
#> 5) V32>=0.1150419 22 9 1 (0.40909091 0.59090909)
#> 10) V56< 0.3123433 10 2 0 (0.80000000 0.20000000) *
#> 11) V56>=0.3123433 12 1 1 (0.08333333 0.91666667) *
#> 3) V25>=0.2555276 80 21 1 (0.26250000 0.73750000)
#> 6) V18>=0.02960041 12 1 0 (0.91666667 0.08333333) *
#> 7) V18< 0.02960041 68 10 1 (0.14705882 0.85294118)
#> 14) V55< -0.4215232 8 3 0 (0.62500000 0.37500000) *
#> 15) V55>=-0.4215232 60 5 1 (0.08333333 0.91666667) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V10>=-0.3673496 64 18 0 (0.71875000 0.28125000)
#> 4) V22< 1.016509 57 11 0 (0.80701754 0.19298246)
#> 8) V52>=-0.3629625 48 5 0 (0.89583333 0.10416667) *
#> 9) V52< -0.3629625 9 3 1 (0.33333333 0.66666667) *
#> 5) V22>=1.016509 7 0 1 (0.00000000 1.00000000) *
#> 3) V10< -0.3673496 75 19 1 (0.25333333 0.74666667)
#> 6) V12>=-0.3369303 29 14 0 (0.51724138 0.48275862)
#> 12) V29>=0.0007360491 13 1 0 (0.92307692 0.07692308) *
#> 13) V29< 0.0007360491 16 3 1 (0.18750000 0.81250000) *
#> 7) V12< -0.3369303 46 4 1 (0.08695652 0.91304348)
#> 14) V40< -0.04770756 7 3 0 (0.57142857 0.42857143) *
#> 15) V40>=-0.04770756 39 0 1 (0.00000000 1.00000000) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V31>=-0.1632486 47 9 0 (0.80851064 0.19148936)
#> 4) V47< 0.1713182 40 3 0 (0.92500000 0.07500000) *
#> 5) V47>=0.1713182 7 1 1 (0.14285714 0.85714286) *
#> 3) V31< -0.1632486 92 27 1 (0.29347826 0.70652174)
#> 6) V54>=0.003780138 25 9 0 (0.64000000 0.36000000)
#> 12) V11>=0.1401653 16 2 0 (0.87500000 0.12500000) *
#> 13) V11< 0.1401653 9 2 1 (0.22222222 0.77777778) *
#> 7) V54< 0.003780138 67 11 1 (0.16417910 0.83582090)
#> 14) V8< -0.7239341 9 3 0 (0.66666667 0.33333333) *
#> 15) V8>=-0.7239341 58 5 1 (0.08620690 0.91379310)
#> 30) V35>=-0.1067996 7 3 0 (0.57142857 0.42857143) *
#> 31) V35< -0.1067996 51 1 1 (0.01960784 0.98039216) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V15< 0.1196948 90 30 0 (0.66666667 0.33333333)
#> 4) V20>=-0.5752318 51 7 0 (0.86274510 0.13725490)
#> 8) V6>=-0.2581166 44 1 0 (0.97727273 0.02272727) *
#> 9) V6< -0.2581166 7 1 1 (0.14285714 0.85714286) *
#> 5) V20< -0.5752318 39 16 1 (0.41025641 0.58974359)
#> 10) V33< -0.4577832 17 5 0 (0.70588235 0.29411765) *
#> 11) V33>=-0.4577832 22 4 1 (0.18181818 0.81818182)
#> 22) V17< 0.5660862 7 3 0 (0.57142857 0.42857143) *
#> 23) V17>=0.5660862 15 0 1 (0.00000000 1.00000000) *
#> 3) V15>=0.1196948 49 5 1 (0.10204082 0.89795918) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V48>=0.448653 57 14 0 (0.75438596 0.24561404)
#> 4) V22>=-0.2404305 28 0 0 (1.00000000 0.00000000) *
#> 5) V22< -0.2404305 29 14 0 (0.51724138 0.48275862)
#> 10) V41< -0.623534 11 1 0 (0.90909091 0.09090909) *
#> 11) V41>=-0.623534 18 5 1 (0.27777778 0.72222222) *
#> 3) V48< 0.448653 82 22 1 (0.26829268 0.73170732)
#> 6) V17>=0.008399598 12 2 0 (0.83333333 0.16666667) *
#> 7) V17< 0.008399598 70 12 1 (0.17142857 0.82857143)
#> 14) V57< 0.1660434 20 10 0 (0.50000000 0.50000000)
#> 28) V26>=-0.08866112 11 1 0 (0.90909091 0.09090909) *
#> 29) V26< -0.08866112 9 0 1 (0.00000000 1.00000000) *
#> 15) V57>=0.1660434 50 2 1 (0.04000000 0.96000000) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V52< -0.4436481 57 14 0 (0.75438596 0.24561404)
#> 4) V58< 0.25875 44 5 0 (0.88636364 0.11363636) *
#> 5) V58>=0.25875 13 4 1 (0.30769231 0.69230769) *
#> 3) V52>=-0.4436481 82 22 1 (0.26829268 0.73170732)
#> 6) V25>=-0.03683384 11 2 0 (0.81818182 0.18181818) *
#> 7) V25< -0.03683384 71 13 1 (0.18309859 0.81690141)
#> 14) V22< 0.1199452 12 5 0 (0.58333333 0.41666667) *
#> 15) V22>=0.1199452 59 6 1 (0.10169492 0.89830508)
#> 30) V17< -0.8842772 7 3 0 (0.57142857 0.42857143) *
#> 31) V17>=-0.8842772 52 2 1 (0.03846154 0.96153846) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.4676259 0.5323741)
#> 2) V12< 0.3246511 66 18 0 (0.7272727 0.2727273)
#> 4) V23>=-0.1374863 30 0 0 (1.0000000 0.0000000) *
#> 5) V23< -0.1374863 36 18 0 (0.5000000 0.5000000)
#> 10) V20>=-0.6310203 21 5 0 (0.7619048 0.2380952)
#> 20) V30>=-0.2073346 14 0 0 (1.0000000 0.0000000) *
#> 21) V30< -0.2073346 7 2 1 (0.2857143 0.7142857) *
#> 11) V20< -0.6310203 15 2 1 (0.1333333 0.8666667) *
#> 3) V12>=0.3246511 73 17 1 (0.2328767 0.7671233)
#> 6) V18< -0.742047 12 4 0 (0.6666667 0.3333333) *
#> 7) V18>=-0.742047 61 9 1 (0.1475410 0.8524590) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V10< 0.2852357 64 16 0 (0.75000000 0.25000000)
#> 4) V49>=0.03574054 35 1 0 (0.97142857 0.02857143) *
#> 5) V49< 0.03574054 29 14 1 (0.48275862 0.51724138)
#> 10) V30< 0.005670589 12 2 0 (0.83333333 0.16666667) *
#> 11) V30>=0.005670589 17 4 1 (0.23529412 0.76470588) *
#> 3) V10>=0.2852357 75 17 1 (0.22666667 0.77333333)
#> 6) V48>=-0.1674839 25 12 0 (0.52000000 0.48000000)
#> 12) V32< -0.4915651 10 1 0 (0.90000000 0.10000000) *
#> 13) V32>=-0.4915651 15 4 1 (0.26666667 0.73333333) *
#> 7) V48< -0.1674839 50 4 1 (0.08000000 0.92000000)
#> 14) V29< -0.4156862 7 3 0 (0.57142857 0.42857143) *
#> 15) V29>=-0.4156862 43 0 1 (0.00000000 1.00000000) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V34< 0.3270062 63 17 0 (0.73015873 0.26984127)
#> 4) V44< 0.03658635 36 2 0 (0.94444444 0.05555556) *
#> 5) V44>=0.03658635 27 12 1 (0.44444444 0.55555556)
#> 10) V25>=0.08499357 11 1 0 (0.90909091 0.09090909) *
#> 11) V25< 0.08499357 16 2 1 (0.12500000 0.87500000) *
#> 3) V34>=0.3270062 76 19 1 (0.25000000 0.75000000)
#> 6) V37>=-0.01818886 15 3 0 (0.80000000 0.20000000) *
#> 7) V37< -0.01818886 61 7 1 (0.11475410 0.88524590) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 -0.98947193 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V10 0.00000000 -0.07548655 0.00000000 0.000000000 0.000000000 0.00000000
#> V11 0.00000000 0.00000000 0.27154700 0.000000000 0.000000000 0.00000000
#> V12 0.00000000 0.00000000 0.00000000 0.073213397 0.000000000 0.00000000
#> V13 0.00000000 0.00000000 0.00000000 0.000000000 -0.978138702 0.00000000
#> V14 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 -0.67184621
#> V15 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 -0.74068248
#> V16 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V17 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V18 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V19 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V2 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V20 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V21 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V22 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V23 0.00000000 0.99689561 0.00000000 0.000000000 0.000000000 0.00000000
#> V24 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V25 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V26 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V27 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V28 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V29 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V3 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V30 -0.01235257 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V31 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V32 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V33 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V34 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V35 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V36 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V37 0.00000000 0.00000000 0.00000000 0.000000000 -0.207928236 0.00000000
#> V38 0.00000000 0.00000000 0.96239323 0.000000000 0.000000000 0.00000000
#> V39 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V4 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V40 0.00000000 0.00000000 0.00000000 -0.007553699 0.000000000 0.00000000
#> V41 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V42 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V43 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V44 0.00000000 -0.02238154 0.00000000 0.000000000 0.000000000 0.00000000
#> V45 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V46 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V47 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V48 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V49 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V5 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V50 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00348384
#> V51 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V52 0.00000000 0.00000000 0.00784209 0.000000000 0.000000000 0.00000000
#> V53 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V54 0.00000000 0.00000000 0.00000000 0.000000000 -0.003244799 0.00000000
#> V55 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V56 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V57 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V58 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V59 -0.14419679 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V6 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V60 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V7 0.00000000 0.00000000 0.00000000 -0.997287692 0.000000000 0.00000000
#> V8 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V9 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V10 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V11 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V12 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V13 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V14 -0.03786184 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V15 0.03903969 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V16 0.00000000 -0.99852872 0.00000000 0.00000000 0.0000000 0.0000000
#> V17 0.00000000 0.00000000 0.04736025 0.00000000 0.0000000 0.0000000
#> V18 0.00000000 0.00000000 0.00000000 -0.01060806 0.0000000 0.0000000
#> V19 0.00000000 0.00000000 0.00000000 0.00000000 -0.7443872 0.0000000
#> V2 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 -0.2054689
#> V20 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V21 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V22 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V23 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V24 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V25 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V26 0.00000000 0.01295449 0.00000000 0.00000000 0.0000000 0.0000000
#> V27 0.00000000 0.00000000 0.00000000 0.00000000 0.6511269 0.0000000
#> V28 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V29 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V3 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V30 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V31 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V32 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V33 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V34 0.00000000 0.00000000 0.00000000 0.00000000 0.1480592 0.0000000
#> V35 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V36 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V37 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V38 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V39 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V4 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V40 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V41 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V42 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V43 0.00000000 0.00000000 0.02325138 0.00000000 0.0000000 0.0000000
#> V44 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V45 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V46 0.00000000 0.05265529 0.00000000 0.00000000 0.0000000 0.0000000
#> V47 0.00000000 0.00000000 0.00000000 -0.04430788 0.0000000 0.0000000
#> V48 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 -0.8579607
#> V49 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V5 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 -0.4708354
#> V50 0.99852010 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V51 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V52 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V53 0.00000000 0.00000000 0.00000000 0.99896160 0.0000000 0.0000000
#> V54 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V55 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V56 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V57 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V58 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V59 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V6 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V60 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V7 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V8 0.00000000 0.00000000 -0.99860722 0.00000000 0.0000000 0.0000000
#> V9 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V10 0.000000000 0.00000000 0.000000000 -0.56760321 0.00000000 0.0000000000
#> V11 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V12 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V13 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V14 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V15 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
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#> V2 V20 V21 V22 V23 V24
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#> V25 V26 V27 V28 V29 V3
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#> V30 V31 V32 V33 V34 V35
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#> V36 V37 V38 V39 V4 V40
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#> V41 V42 V43 V44 V45 V46
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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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#> V42 V43 V44 V45 V46 V47
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#> V10 -0.07784168 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V11 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V12 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V13 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V14 0.00000000 0.00000000 0.00000000 0.00000000 -0.8094161922 0.00000000
#> V15 0.07224337 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V16 0.00000000 0.06209094 0.00000000 0.00000000 0.0000000000 0.00000000
#> V17 0.00000000 0.00000000 -0.03016328 0.00000000 0.0000000000 -0.21650888
#> V18 0.00000000 0.00000000 0.00000000 -0.41858564 0.0000000000 0.00000000
#> V19 0.00000000 0.00000000 0.00000000 0.00000000 0.5872345977 0.00000000
#> V2 0.00000000 0.00000000 0.99947860 0.00000000 0.0000000000 -0.01778466
#> V20 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V21 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V22 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V23 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V24 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V25 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V26 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V27 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V28 0.00000000 0.00000000 0.00000000 -0.90349692 0.0000000000 0.00000000
#> V29 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V3 0.00000000 -0.99400661 0.00000000 0.00000000 0.0000000000 0.00000000
#> V30 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V31 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V32 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V33 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V34 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V35 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V36 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V37 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V38 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V39 0.00000000 0.00000000 -0.01151988 0.00000000 0.0000000000 -0.97611865
#> V4 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V40 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V41 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V42 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V43 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V44 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V45 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V46 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V47 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V48 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V49 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V5 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V50 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V51 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V52 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V53 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V54 0.00000000 -0.08997541 0.00000000 0.00000000 0.0000000000 0.00000000
#> V55 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V56 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V57 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V58 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V59 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V6 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V60 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V7 -0.99434479 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V8 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V9 0.00000000 0.00000000 0.00000000 0.09208354 0.0000000000 0.00000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V10 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V11 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V12 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V13 0.08713617 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V14 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V15 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V16 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V17 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V18 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V19 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V2 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V20 -0.24594635 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V21 0.00000000 -0.69877874 -0.715132201 0.0000000 0.000000000 0.000000000
#> V22 0.00000000 0.71497222 -0.698987317 0.0000000 0.000000000 0.000000000
#> V23 0.00000000 0.00000000 0.000000000 0.2979073 0.000000000 0.000000000
#> V24 0.00000000 0.00000000 0.000000000 0.0000000 0.009573184 0.000000000
#> V25 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.005419087
#> V26 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V27 0.00000000 0.00000000 0.000000000 0.9458855 0.000000000 0.000000000
#> V28 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V29 0.00000000 0.00000000 0.000000000 0.1286539 0.000000000 0.000000000
#> V3 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V30 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V31 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V32 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V33 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V34 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V35 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V36 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V37 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V38 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V39 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V4 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V40 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V41 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V42 0.00000000 0.00000000 0.000000000 0.0000000 0.086355510 0.000000000
#> V43 -0.96535883 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V44 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V45 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V46 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V47 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V48 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V49 0.00000000 0.00000000 0.000000000 0.0000000 -0.996218390 0.000000000
#> V5 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V50 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 -0.106127053
#> V51 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V52 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V53 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V54 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V55 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V56 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V57 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V58 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.994337811
#> V59 0.00000000 -0.02286885 -0.001632589 0.0000000 0.000000000 0.000000000
#> V6 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V60 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V7 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V8 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V9 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000 0.000000000
#> V26 V27 V28 V29 V3 V30
#> V1 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V10 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V11 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V12 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V13 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V14 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V15 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V16 0.0000000 0.0000000 0.0000000 0.0000000 0.99797375 0.00000000
#> V17 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V18 0.0000000 0.0000000 -0.1229291 0.0000000 0.00000000 0.00000000
#> V19 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V2 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V20 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V21 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V22 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V23 0.0000000 -0.5649165 0.0000000 0.7694938 0.00000000 0.00000000
#> V24 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V25 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V26 0.9909050 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V27 0.0000000 0.2833292 0.0000000 -0.1581935 0.00000000 0.00000000
#> V28 0.0000000 0.0000000 0.1568276 0.0000000 0.00000000 0.00000000
#> V29 0.0000000 -0.7749800 0.0000000 -0.6187521 0.00000000 0.00000000
#> V3 0.0000000 0.0000000 0.0000000 0.0000000 0.06057695 0.00000000
#> V30 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.52998090
#> V31 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V32 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V33 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V34 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.84653722
#> V35 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V36 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V37 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V38 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V39 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V4 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V40 -0.0484910 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V41 -0.1255226 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V42 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V43 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V44 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V45 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V46 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V47 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V48 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 -0.04994966
#> V49 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V5 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V50 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V51 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V52 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V53 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V54 0.0000000 0.0000000 0.0000000 0.0000000 0.01946347 0.00000000
#> V55 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V56 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V57 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V58 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V59 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V6 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V60 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V7 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V8 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> V9 0.0000000 0.0000000 0.9799457 0.0000000 0.00000000 0.00000000
#> V31 V32 V33 V34 V35 V36
#> V1 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V10 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V11 -0.99827173 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V12 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V13 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V14 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V15 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V16 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V17 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V18 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V19 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V2 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V20 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V21 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V22 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V23 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V24 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V25 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V26 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V27 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V28 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V29 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V3 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V30 0.00000000 0.000000000 0.00000000 -0.03472157 0.00000000 0.0000000000
#> V31 0.04148228 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V32 0.00000000 -0.996739003 0.00000000 0.00000000 0.00000000 0.0000000000
#> V33 0.00000000 0.000000000 0.97948659 0.00000000 0.00000000 0.1999071360
#> V34 0.00000000 0.000000000 0.00000000 -0.03719056 0.00000000 0.0000000000
#> V35 0.00000000 0.000000000 0.00000000 0.00000000 -0.01880052 0.0000000000
#> V36 0.00000000 0.000000000 -0.19985359 0.00000000 0.00000000 0.9798147159
#> V37 -0.04162668 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V38 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V39 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V4 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V40 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V41 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V42 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V43 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V44 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V45 0.00000000 -0.080680851 0.00000000 0.00000000 0.00000000 0.0000000000
#> V46 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V47 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V48 0.00000000 0.000000000 0.00000000 -0.99870480 0.00000000 0.0000000000
#> V49 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V5 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V50 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V51 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V52 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V53 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V54 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V55 0.00000000 0.000000000 -0.02577896 0.00000000 0.00000000 -0.0005094589
#> V56 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V57 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V58 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V59 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V6 0.00000000 0.000000000 0.00000000 0.00000000 -0.35650449 0.0000000000
#> V60 0.00000000 -0.001400077 0.00000000 0.00000000 0.00000000 0.0000000000
#> V7 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V8 0.00000000 0.000000000 0.00000000 0.00000000 -0.93410443 0.0000000000
#> V9 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> V37 V38 V39 V4 V40 V41
#> V1 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V10 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V11 -0.03806017 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V12 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V13 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V14 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V15 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V16 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V17 0.00000000 0.00000000 0.97581457 0.000000000 0.00000000 0.0000000
#> V18 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V19 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V2 0.00000000 0.00000000 0.02694878 0.000000000 0.00000000 0.0000000
#> V20 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V21 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V22 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V23 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V24 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V25 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V26 0.00000000 0.00000000 0.00000000 0.000000000 0.03781744 0.1291400
#> V27 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V28 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V29 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V3 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V30 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V31 -0.99607753 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V32 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V33 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V34 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V35 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V36 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V37 -0.07988102 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V38 0.00000000 -0.02505157 0.00000000 -0.999373362 0.00000000 0.0000000
#> V39 0.00000000 0.00000000 -0.21693243 0.000000000 0.00000000 0.0000000
#> V4 0.00000000 -0.57894108 0.00000000 0.034895727 0.00000000 0.0000000
#> V40 0.00000000 0.00000000 0.00000000 0.000000000 -0.79486527 0.6048453
#> V41 0.00000000 0.00000000 0.00000000 0.000000000 0.60560634 0.7858022
#> V42 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V43 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V44 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V45 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V46 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V47 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V48 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V49 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V5 0.00000000 -0.81498444 0.00000000 0.005930551 0.00000000 0.0000000
#> V50 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V51 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V52 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V53 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V54 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V55 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V56 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V57 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V58 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V59 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V6 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V60 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V7 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V8 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V9 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000
#> V42 V43 V44 V45 V46 V47
#> V1 0.00000000 0.0000000 0.0000000000 0.00000000 0.00000000 0.00000000
#> V10 0.00000000 0.0000000 0.0000000000 0.00000000 0.00000000 0.00000000
#> V11 0.00000000 0.0000000 0.0000000000 0.00000000 0.00000000 0.00000000
#> V12 0.00000000 0.0000000 0.0107864418 0.00000000 0.00000000 0.00000000
#> V13 0.00000000 -0.1632204 0.0000000000 0.00000000 0.00000000 0.00000000
#> V14 0.00000000 0.0000000 0.0000000000 0.00000000 0.00000000 0.00000000
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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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#> V37 V38 V39 V4 V40 V41
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#> V20 V21 V22 V23 V24 V25
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#> V26 V27 V28 V29 V3 V30
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#> V31 V32 V33 V34 V35 V36
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#> V37 V38 V39 V4 V40 V41
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#> V42 V43 V44 V45 V46 V47
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#> V53 V54 V55 V56 V57 V58
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#>
#> $loadings[[10]]
#> V1 V10 V11 V12 V13 V14
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#> V10 0.000000000 -0.05292635 0.0000000 0.0000000 0.000000000 0.000000000
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#> V12 0.000000000 0.00000000 0.0000000 -0.2007866 0.000000000 0.000000000
#> V13 0.000000000 0.00000000 0.0000000 0.0000000 -0.007493275 0.000000000
#> V14 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 -0.453011544
#> V15 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V16 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V17 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V18 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V19 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V2 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V20 -0.001803112 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V21 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V22 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V23 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V24 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V25 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V26 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V27 0.000000000 0.00000000 0.0000000 0.9417032 0.000000000 0.000000000
#> V28 0.000000000 0.00000000 -0.2529713 0.0000000 0.000000000 0.000000000
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#> V30 0.000000000 0.00000000 0.0000000 0.0000000 -0.766827677 0.000000000
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#> V41 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
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#> V44 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V45 0.000000000 0.99854934 0.0000000 0.0000000 0.000000000 0.000000000
#> V46 0.000000000 0.00000000 0.0000000 0.0000000 -0.641809290 0.000000000
#> V47 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V48 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V49 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V5 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V50 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V51 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V52 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 -0.001611686
#> V53 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V54 0.000000000 0.00990049 0.0000000 0.0000000 0.000000000 0.000000000
#> V55 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V56 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V57 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V58 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V59 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V6 0.006192956 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V60 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V7 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V8 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V9 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.000000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V10 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V11 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V12 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V13 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V14 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V15 0.6108106 -0.08548875 0.00000000 0.0000000000 0.00000000 0.0000000
#> V16 0.7571587 -0.22768312 0.00000000 0.0000000000 0.00000000 0.0000000
#> V17 0.0000000 0.00000000 -0.99776741 0.0000000000 0.00000000 0.0260572
#> V18 0.0000000 0.00000000 0.00000000 0.9963279300 0.00000000 0.0000000
#> V19 0.0000000 0.00000000 0.00000000 0.0000000000 -0.43399175 0.0000000
#> V2 0.0000000 0.00000000 -0.04114630 0.0000000000 0.00000000 -0.9650847
#> V20 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V21 0.0000000 0.00000000 0.00000000 0.0000000000 0.06963278 0.0000000
#> V22 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V23 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V24 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V25 0.0000000 0.00000000 0.00000000 0.0000000000 0.89822182 0.0000000
#> V26 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V27 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V28 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V29 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V3 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V30 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V31 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V32 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V33 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V34 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V35 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V36 -0.2315623 -0.96997529 0.00000000 0.0000000000 0.00000000 0.0000000
#> V37 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V38 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V39 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V4 0.0000000 0.00000000 -0.05260399 0.0000000000 0.00000000 0.2606388
#> V40 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V41 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V42 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V43 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V44 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V45 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V46 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V47 0.0000000 0.00000000 0.00000000 0.0856137817 0.00000000 0.0000000
#> V48 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V49 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V5 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V50 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V51 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V52 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V53 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V54 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V55 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V56 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V57 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V58 0.0000000 0.00000000 0.00000000 0.0009675878 0.00000000 0.0000000
#> V59 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V6 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V60 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V7 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V8 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V9 0.0000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V20 V21 V22 V23 V24 V25
#> V1 -0.006245803 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V10 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V11 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V12 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V13 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V14 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V15 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V16 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V17 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V18 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V19 0.000000000 -0.7171551 0.0000000 0.000000000 0.00000000 0.5452887
#> V2 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V20 -0.030948830 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V21 0.000000000 -0.6301509 0.0000000 0.000000000 0.00000000 -0.7733441
#> V22 0.000000000 0.0000000 0.9152152 0.000000000 0.00000000 0.0000000
#> V23 0.000000000 0.0000000 0.0000000 0.140606592 0.00000000 0.0000000
#> V24 0.000000000 0.0000000 0.0000000 0.000000000 -0.01073068 0.0000000
#> V25 0.000000000 -0.2976550 0.0000000 0.000000000 0.00000000 0.3234178
#> V26 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V27 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V28 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V29 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V3 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V30 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V31 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V32 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V33 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V34 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V35 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V36 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V37 0.000000000 0.0000000 0.3426743 0.000000000 0.00000000 0.0000000
#> V38 0.000000000 0.0000000 0.2120272 0.000000000 0.00000000 0.0000000
#> V39 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V4 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V40 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V41 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V42 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V43 0.000000000 0.0000000 0.0000000 0.990061852 0.00000000 0.0000000
#> V44 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V45 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V46 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V47 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V48 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V49 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V5 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V50 0.000000000 0.0000000 0.0000000 0.000000000 -0.99734084 0.0000000
#> V51 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V52 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V53 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V54 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V55 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V56 0.000000000 0.0000000 0.0000000 0.000000000 0.07208404 0.0000000
#> V57 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V58 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V59 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V6 0.999501456 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V60 0.000000000 0.0000000 0.0000000 -0.002704764 0.00000000 0.0000000
#> V7 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V8 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V9 0.000000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V26 V27 V28 V29 V3 V30
#> V1 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V10 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V11 0.000000000 0.000000000 -0.4543421 0.00000000 0.00000000 0.0000000
#> V12 0.000000000 0.006088393 0.0000000 0.00000000 0.00000000 0.0000000
#> V13 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 -0.7766315
#> V14 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V15 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V16 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V17 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V18 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V19 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V2 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V20 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V21 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V22 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V23 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V24 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V25 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V26 -0.006107421 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V27 0.000000000 0.276769050 0.0000000 0.00000000 0.00000000 0.0000000
#> V28 0.000000000 0.000000000 0.2349494 0.00000000 0.00000000 0.0000000
#> V29 0.000000000 0.000000000 0.0000000 -0.02903067 0.00000000 0.0000000
#> V3 0.000000000 0.000000000 0.0000000 0.00000000 -0.09484814 0.0000000
#> V30 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.4087680
#> V31 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V32 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V33 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
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#> V35 0.000000000 0.000000000 0.8592858 0.00000000 0.00000000 0.0000000
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#> V39 0.000000000 0.000000000 0.0000000 -0.99936105 0.00000000 0.0000000
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#> V46 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 -0.4793248
#> V47 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V48 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V49 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V5 0.000000000 0.000000000 0.0000000 -0.02084982 0.00000000 0.0000000
#> V50 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
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#> V53 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V54 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V55 -0.998956955 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V56 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V57 0.000000000 0.000000000 0.0000000 0.00000000 0.99508450 0.0000000
#> V58 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V59 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V6 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V60 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V7 0.045251528 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V8 0.000000000 0.000000000 0.0000000 0.00000000 0.02847236 0.0000000
#> V9 0.000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V31 V32 V33 V34 V35 V36
#> V1 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
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#> V24 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V25 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V26 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V27 0.000000000 0.000000000 0.00000000 0.19129566 0.0000000 0.00000000
#> V28 0.000000000 0.000000000 0.00000000 0.00000000 -0.9385117 0.00000000
#> V29 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V3 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V30 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V31 0.004644170 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V32 0.000000000 0.453006978 0.00000000 0.00000000 0.0000000 0.00000000
#> V33 0.000000000 0.000000000 -0.01369228 0.00000000 0.0000000 0.00000000
#> V34 0.000000000 0.000000000 0.00000000 -0.06130498 0.0000000 0.00000000
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#> V36 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 -0.07434271
#> V37 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
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#> V39 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V4 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
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#> V41 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V42 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V43 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V44 0.001882777 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V45 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V46 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V47 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V48 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V49 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V5 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V50 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V51 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V52 0.000000000 0.008899974 0.00000000 0.00000000 0.0000000 0.00000000
#> V53 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V54 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V55 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V56 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V57 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V58 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V59 0.999987443 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V6 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V60 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
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#> V8 0.000000000 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V9 0.000000000 0.000000000 -0.99230749 0.00000000 0.0000000 0.00000000
#> V37 V38 V39 V4 V40 V41
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#> V59 0.004994362 0.000000000 0.000000000 0.000000000 0.0000000 0.00000000
#> V6 0.000000000 -0.030959448 0.000000000 0.000000000 0.0000000 0.00000000
#> V60 0.000000000 0.000000000 -0.008347198 0.000000000 0.0000000 0.00000000
#> V7 0.000000000 0.000000000 0.000000000 -0.014888477 0.0000000 0.00000000
#> V8 0.000000000 0.000000000 0.000000000 0.000000000 0.2415299 0.00000000
#> V9 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000 -0.08481517
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.173913