Classification Rotation Forest Learner
Source:R/learner_rotationForest_classif_rotationForest.R
mlr_learners_classif.rotationForest.RdClassification using Rotation Forest algorithm.
Training this learner works only for tasks with at least two features.
The task must not have utf8 feature names.
Calls rotationForest::rotationForest() from rotationForest.
Meta Information
Task type: “classif”
Predict Types: “response”, “prob”
Feature Types: “integer”, “numeric”
Required Packages: mlr3, mlr3extralearners, rotationForest
References
Rodriguez, J.J., Kuncheva, L.I., Alonso, C.J. (2006). “Rotation Forest: A New Classifier Ensemble Method.” IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(10), 1619-1630. doi:10.1109/TPAMI.2006.211 .
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifRotationForest
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
Examples
# Define the Learner
learner = lrn("classif.rotationForest")
print(learner)
#>
#> ── <LearnerClassifRotationForest> (classif.rotationForest): Rotation Forest ────
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3, mlr3extralearners, and rotationForest
#> • Predict Types: [response] and prob
#> • Feature Types: integer and numeric
#> • Encapsulation: none (fallback: -)
#> • Properties: twoclass
#> • Other settings: use_weights = 'error'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> $models
#> $models[[1]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 1 (0.41726619 0.58273381)
#> 2) V36< -0.1259849 38 5 0 (0.86842105 0.13157895) *
#> 3) V36>=-0.1259849 101 25 1 (0.24752475 0.75247525)
#> 6) V11< 0.3962185 24 9 0 (0.62500000 0.37500000)
#> 12) V6>=0.003020703 16 2 0 (0.87500000 0.12500000) *
#> 13) V6< 0.003020703 8 1 1 (0.12500000 0.87500000) *
#> 7) V11>=0.3962185 77 10 1 (0.12987013 0.87012987)
#> 14) V16< -0.6874822 15 7 0 (0.53333333 0.46666667) *
#> 15) V16>=-0.6874822 62 2 1 (0.03225806 0.96774194) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 1 (0.41726619 0.58273381)
#> 2) V22< 0.1104305 60 18 0 (0.70000000 0.30000000)
#> 4) V45>=-0.1420651 44 4 0 (0.90909091 0.09090909)
#> 8) V59>=-0.008889499 37 0 0 (1.00000000 0.00000000) *
#> 9) V59< -0.008889499 7 3 1 (0.42857143 0.57142857) *
#> 5) V45< -0.1420651 16 2 1 (0.12500000 0.87500000) *
#> 3) V22>=0.1104305 79 16 1 (0.20253165 0.79746835)
#> 6) V42>=-0.1075123 8 2 0 (0.75000000 0.25000000) *
#> 7) V42< -0.1075123 71 10 1 (0.14084507 0.85915493) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 1 (0.41726619 0.58273381)
#> 2) V53< 0.2069805 47 8 0 (0.82978723 0.17021277)
#> 4) V45>=-0.3646433 38 2 0 (0.94736842 0.05263158) *
#> 5) V45< -0.3646433 9 3 1 (0.33333333 0.66666667) *
#> 3) V53>=0.2069805 92 19 1 (0.20652174 0.79347826)
#> 6) V51>=-0.003949763 23 10 0 (0.56521739 0.43478261)
#> 12) V2< -0.004545422 8 0 0 (1.00000000 0.00000000) *
#> 13) V2>=-0.004545422 15 5 1 (0.33333333 0.66666667) *
#> 7) V51< -0.003949763 69 6 1 (0.08695652 0.91304348) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 1 (0.41726619 0.58273381)
#> 2) V52>=-0.103978 41 7 0 (0.82926829 0.17073171)
#> 4) V20>=-0.3950188 30 1 0 (0.96666667 0.03333333) *
#> 5) V20< -0.3950188 11 5 1 (0.45454545 0.54545455) *
#> 3) V52< -0.103978 98 24 1 (0.24489796 0.75510204)
#> 6) V36>=0.06847835 29 13 0 (0.55172414 0.44827586)
#> 12) V45< 0.2655802 17 1 0 (0.94117647 0.05882353) *
#> 13) V45>=0.2655802 12 0 1 (0.00000000 1.00000000) *
#> 7) V36< 0.06847835 69 8 1 (0.11594203 0.88405797) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 1 (0.41726619 0.58273381)
#> 2) V11< 0.1920608 41 6 0 (0.85365854 0.14634146) *
#> 3) V11>=0.1920608 98 23 1 (0.23469388 0.76530612)
#> 6) V59>=0.4928017 26 12 0 (0.53846154 0.46153846)
#> 12) V45>=-0.2654675 14 1 0 (0.92857143 0.07142857) *
#> 13) V45< -0.2654675 12 1 1 (0.08333333 0.91666667) *
#> 7) V59< 0.4928017 72 9 1 (0.12500000 0.87500000)
#> 14) V8< 0.09082895 9 4 0 (0.55555556 0.44444444) *
#> 15) V8>=0.09082895 63 4 1 (0.06349206 0.93650794) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 1 (0.41726619 0.58273381)
#> 2) V24< 0.221897 47 9 0 (0.80851064 0.19148936)
#> 4) V25>=-0.1131075 39 3 0 (0.92307692 0.07692308) *
#> 5) V25< -0.1131075 8 2 1 (0.25000000 0.75000000) *
#> 3) V24>=0.221897 92 20 1 (0.21739130 0.78260870)
#> 6) V31< -0.2578431 20 8 0 (0.60000000 0.40000000)
#> 12) V15< -0.03282434 13 2 0 (0.84615385 0.15384615) *
#> 13) V15>=-0.03282434 7 1 1 (0.14285714 0.85714286) *
#> 7) V31>=-0.2578431 72 8 1 (0.11111111 0.88888889)
#> 14) V10>=-0.1719566 24 8 1 (0.33333333 0.66666667)
#> 28) V9< 0.1539821 9 2 0 (0.77777778 0.22222222) *
#> 29) V9>=0.1539821 15 1 1 (0.06666667 0.93333333) *
#> 15) V10< -0.1719566 48 0 1 (0.00000000 1.00000000) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 1 (0.4172662 0.5827338)
#> 2) V23>=-0.1774258 40 7 0 (0.8250000 0.1750000)
#> 4) V45< 0.4550172 31 0 0 (1.0000000 0.0000000) *
#> 5) V45>=0.4550172 9 2 1 (0.2222222 0.7777778) *
#> 3) V23< -0.1774258 99 25 1 (0.2525253 0.7474747)
#> 6) V20< -0.2021762 7 0 0 (1.0000000 0.0000000) *
#> 7) V20>=-0.2021762 92 18 1 (0.1956522 0.8043478)
#> 14) V27>=-0.00837324 7 1 0 (0.8571429 0.1428571) *
#> 15) V27< -0.00837324 85 12 1 (0.1411765 0.8588235)
#> 30) V57>=0.01788957 10 4 0 (0.6000000 0.4000000) *
#> 31) V57< 0.01788957 75 6 1 (0.0800000 0.9200000) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 1 (0.41726619 0.58273381)
#> 2) V28>=-0.1787955 67 23 0 (0.65671642 0.34328358)
#> 4) V34>=0.2767735 29 1 0 (0.96551724 0.03448276) *
#> 5) V34< 0.2767735 38 16 1 (0.42105263 0.57894737)
#> 10) V25< 0.4135974 12 2 0 (0.83333333 0.16666667) *
#> 11) V25>=0.4135974 26 6 1 (0.23076923 0.76923077)
#> 22) V9>=-0.2176109 11 5 0 (0.54545455 0.45454545) *
#> 23) V9< -0.2176109 15 0 1 (0.00000000 1.00000000) *
#> 3) V28< -0.1787955 72 14 1 (0.19444444 0.80555556)
#> 6) V32< -0.8731178 14 4 0 (0.71428571 0.28571429) *
#> 7) V32>=-0.8731178 58 4 1 (0.06896552 0.93103448) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 1 (0.41726619 0.58273381)
#> 2) V11< 0.2290269 47 9 0 (0.80851064 0.19148936)
#> 4) V21>=-0.651825 27 0 0 (1.00000000 0.00000000) *
#> 5) V21< -0.651825 20 9 0 (0.55000000 0.45000000)
#> 10) V24< -0.7414812 9 1 0 (0.88888889 0.11111111) *
#> 11) V24>=-0.7414812 11 3 1 (0.27272727 0.72727273) *
#> 3) V11>=0.2290269 92 20 1 (0.21739130 0.78260870)
#> 6) V37< -0.8290559 18 6 0 (0.66666667 0.33333333) *
#> 7) V37>=-0.8290559 74 8 1 (0.10810811 0.89189189)
#> 14) V33< 0.02992671 22 7 1 (0.31818182 0.68181818)
#> 28) V8< 0.7966372 7 2 0 (0.71428571 0.28571429) *
#> 29) V8>=0.7966372 15 2 1 (0.13333333 0.86666667) *
#> 15) V33>=0.02992671 52 1 1 (0.01923077 0.98076923) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 1 (0.4172662 0.5827338)
#> 2) V48< 0.1889051 45 10 0 (0.7777778 0.2222222)
#> 4) V32< -0.6233613 24 0 0 (1.0000000 0.0000000) *
#> 5) V32>=-0.6233613 21 10 0 (0.5238095 0.4761905)
#> 10) V36< 0.0396709 8 0 0 (1.0000000 0.0000000) *
#> 11) V36>=0.0396709 13 3 1 (0.2307692 0.7692308) *
#> 3) V48>=0.1889051 94 23 1 (0.2446809 0.7553191)
#> 6) V43< 0.01185635 17 5 0 (0.7058824 0.2941176) *
#> 7) V43>=0.01185635 77 11 1 (0.1428571 0.8571429)
#> 14) V47>=0.5243525 13 5 0 (0.6153846 0.3846154) *
#> 15) V47< 0.5243525 64 3 1 (0.0468750 0.9531250) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 -0.978187586 0.00000000 0.0000000 0.207703904 0.000000000 0.0000000
#> V10 0.000000000 -0.07176759 0.0000000 0.000000000 0.000000000 0.0000000
#> V11 0.000000000 0.00000000 0.9174284 0.000000000 0.000000000 0.0000000
#> V12 0.002388464 0.00000000 0.0000000 -0.002482673 0.000000000 0.0000000
#> V13 0.000000000 0.00000000 0.0000000 0.000000000 -0.000937138 0.0000000
#> V14 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 -0.9919142
#> V15 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V16 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V17 0.000000000 0.00000000 0.2735645 0.000000000 0.000000000 0.0000000
#> V18 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V19 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V2 0.000000000 0.99631744 0.0000000 0.000000000 0.000000000 0.0000000
#> V20 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V21 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V22 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V23 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V24 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V25 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V26 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V27 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0454804
#> V28 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V29 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V3 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V30 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V31 0.000000000 0.00000000 0.2889421 0.000000000 0.000000000 0.0000000
#> V32 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V33 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V34 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V35 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V36 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V37 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V38 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V39 0.000000000 0.00000000 0.0000000 0.000000000 -0.010275134 0.0000000
#> V4 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V40 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V41 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V42 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V43 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V44 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.1184808
#> V45 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V46 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V47 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V48 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V49 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V5 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V50 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V51 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V52 -0.207709753 0.00000000 0.0000000 -0.978188593 0.000000000 0.0000000
#> V53 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V54 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V55 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V56 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V57 0.000000000 0.04691452 0.0000000 0.000000000 0.000000000 0.0000000
#> V58 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V59 0.000000000 0.00000000 0.0000000 0.000000000 0.999946770 0.0000000
#> V6 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V60 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V7 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V8 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V9 0.000000000 0.00000000 0.0000000 0.000000000 0.000000000 0.0000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V10 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.997416054
#> V11 0.00000000 0.000000000 -0.3967191 0.000000000 0.0000000 0.000000000
#> V12 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V13 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V14 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V15 0.02900201 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V16 0.00000000 -0.997458971 0.0000000 0.000000000 0.0000000 0.000000000
#> V17 0.00000000 0.000000000 0.5729522 0.000000000 0.0000000 0.000000000
#> V18 0.00000000 0.000000000 0.0000000 0.001567127 0.0000000 0.000000000
#> V19 0.00000000 0.000000000 0.0000000 0.000000000 0.5787307 0.000000000
#> V2 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.071534040
#> V20 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V21 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V22 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V23 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V24 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V25 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V26 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V27 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V28 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V29 0.00000000 0.000000000 0.0000000 -0.008401165 0.0000000 0.000000000
#> V3 0.00000000 -0.071138062 0.0000000 0.000000000 0.0000000 0.000000000
#> V30 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V31 0.00000000 0.000000000 0.7171748 0.000000000 0.0000000 0.000000000
#> V32 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V33 0.00000000 0.000000000 0.0000000 0.000000000 0.4306773 0.000000000
#> V34 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V35 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V36 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V37 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V38 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V39 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V4 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V40 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V41 0.00000000 0.000000000 0.0000000 0.000000000 0.6925228 0.000000000
#> V42 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V43 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V44 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V45 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V46 0.82328134 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V47 0.56689215 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V48 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V49 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V5 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V50 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V51 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V52 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V53 0.00000000 0.000000000 0.0000000 -0.999963482 0.0000000 0.000000000
#> V54 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V55 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V56 0.00000000 -0.003870021 0.0000000 0.000000000 0.0000000 0.000000000
#> V57 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.006640462
#> V58 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V59 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V6 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V60 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V7 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V8 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V9 0.00000000 0.000000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V10 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V11 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V12 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V13 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V14 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V15 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V16 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V17 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V18 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V19 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V2 0.0000000000 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V20 0.0065586530 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V21 0.0000000000 -0.004564201 0.0000000 0.00000000 0.00000000 0.0000000
#> V22 0.0000000000 0.000000000 0.1078385 0.00000000 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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#> 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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#> V6 0.000000e+00 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V60 -9.999280e-01 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V7 0.000000e+00 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V8 0.000000e+00 0.0000000 0.00000000 0.00000000 -0.05845423 0.0000000
#> V9 0.000000e+00 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000
#> V42 V43 V44 V45 V46 V47
#> V1 0.00000000 0.00000000 0.00000000 0.007743438 0.0000000 0.000000000
#> V10 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V11 0.00000000 0.00000000 0.00000000 0.000000000 -0.5575592 0.000000000
#> V12 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V13 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V14 0.00000000 0.00000000 0.00000000 0.000000000 0.4856808 0.000000000
#> V15 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V16 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V17 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V18 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V19 0.00000000 0.00000000 0.00000000 0.030203682 0.0000000 0.000000000
#> V2 0.00000000 0.00000000 0.03776456 0.000000000 0.0000000 0.000000000
#> V20 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V21 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V22 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V23 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V24 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V25 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V26 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V27 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V28 0.08071204 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V29 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V3 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V30 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V31 0.00000000 0.00000000 -0.09521145 0.000000000 0.0000000 0.000000000
#> V32 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V33 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V34 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V35 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V36 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.999197418
#> V37 0.00000000 -0.35245680 0.00000000 0.000000000 0.0000000 0.000000000
#> V38 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V39 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V4 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V40 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V41 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V42 0.99593102 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V43 0.00000000 0.93576047 0.00000000 0.000000000 0.0000000 0.000000000
#> V44 0.00000000 0.00000000 0.99474048 0.000000000 0.0000000 0.000000000
#> V45 0.00000000 0.00000000 0.00000000 0.999513770 0.0000000 0.000000000
#> V46 0.00000000 0.00000000 0.00000000 0.000000000 -0.6732324 0.000000000
#> V47 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.039926948
#> V48 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V49 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V5 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V50 0.04008705 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V51 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V52 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V53 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V54 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V55 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V56 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V57 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V58 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 -0.003218473
#> V59 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V6 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V60 0.00000000 0.01124929 0.00000000 0.000000000 0.0000000 0.000000000
#> V7 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V8 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V9 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000 0.000000000
#> V48 V49 V5 V50 V51 V52
#> V1 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V10 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V11 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V12 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V13 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V14 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V15 0.1564341 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V16 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V17 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V18 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V19 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V2 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V20 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V21 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V22 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V23 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V24 0.1116611 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V25 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V26 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V27 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.09856992
#> V28 0.0000000 0.0000000 0.00000000 0.0002008279 0.000000000 0.00000000
#> V29 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V3 0.0000000 0.0000000 0.00000000 0.0000000000 0.201963783 0.00000000
#> V30 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V31 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V32 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V33 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V34 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V35 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V36 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V37 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V38 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V39 0.0000000 0.0101624 0.00000000 0.0000000000 0.000000000 0.00000000
#> V4 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.99413108
#> V40 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V41 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V42 0.0000000 0.0000000 0.00000000 -0.0402345164 0.000000000 0.00000000
#> V43 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V44 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V45 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V46 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V47 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V48 0.9813563 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V49 0.0000000 0.1441063 0.00000000 0.0000000000 0.000000000 0.00000000
#> V5 0.0000000 0.0000000 -0.02874973 0.0000000000 0.000000000 0.00000000
#> V50 0.0000000 0.0000000 0.00000000 0.9991902438 0.000000000 0.00000000
#> V51 0.0000000 0.0000000 0.00000000 0.0000000000 -0.004043388 0.00000000
#> V52 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.04457984
#> V53 0.0000000 0.0000000 -0.81192291 0.0000000000 0.000000000 0.00000000
#> V54 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V55 0.0000000 -0.9895100 0.00000000 0.0000000000 0.000000000 0.00000000
#> V56 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V57 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V58 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V59 0.0000000 0.0000000 0.58305629 0.0000000000 0.000000000 0.00000000
#> V6 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V60 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V7 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V8 0.0000000 0.0000000 0.00000000 0.0000000000 0.000000000 0.00000000
#> V9 0.0000000 0.0000000 0.00000000 0.0000000000 0.979384644 0.00000000
#> V53 V54 V55 V56 V57 V58
#> V1 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V10 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V11 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V12 0.00000000 0.995457891 0.00000000 0.000000000 0.000000000 0.000000000
#> V13 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V14 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V15 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V16 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V17 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V18 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V19 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V2 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V20 0.00000000 0.000000000 0.00000000 0.007096201 0.000000000 0.000000000
#> V21 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V22 0.00000000 0.000000000 0.00000000 -0.003935733 0.000000000 0.000000000
#> V23 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V24 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V25 0.00000000 0.000000000 0.00000000 0.000000000 -0.686070813 0.000000000
#> V26 0.00000000 0.095166715 0.00000000 0.000000000 0.000000000 0.000000000
#> V27 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V28 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V29 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V3 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V30 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V31 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V32 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V33 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V34 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V35 0.00000000 0.000000000 0.00000000 0.000000000 0.727505167 0.000000000
#> V36 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.004224104
#> V37 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V38 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V39 0.00000000 0.000000000 0.99574851 0.000000000 0.000000000 0.000000000
#> V4 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V40 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V41 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V42 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V43 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V44 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V45 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V46 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V47 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 -0.025128041
#> V48 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V49 0.00000000 0.000000000 0.08914186 0.000000000 0.000000000 0.000000000
#> V5 -0.04657458 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V50 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V51 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V52 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V53 0.58375196 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V54 0.00000000 -0.002623706 0.00000000 0.000000000 0.000000000 0.000000000
#> V55 0.00000000 0.000000000 0.02320855 0.000000000 0.000000000 0.000000000
#> V56 0.00000000 0.000000000 0.00000000 -0.999967076 0.000000000 0.000000000
#> V57 0.00000000 0.000000000 0.00000000 0.000000000 0.006562893 0.000000000
#> V58 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.999675317
#> V59 0.81059513 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V6 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V60 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V7 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V8 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V9 0.00000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V59 V6 V60 V7 V8 V9
#> V1 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V10 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V11 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V12 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V13 0.000000000 0.00000000 0.000000000 0.34317720 0.0000000 0.00000000
#> V14 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V15 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V16 0.000000000 0.72770081 0.000000000 0.00000000 0.0000000 0.00000000
#> V17 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V18 0.000000000 0.00000000 0.000000000 0.00000000 -0.1187630 0.00000000
#> V19 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V2 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V20 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V21 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V22 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V23 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V24 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V25 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V26 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V27 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V28 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V29 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V3 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 -0.97670743
#> V30 0.000000000 0.00000000 0.000000000 -0.93919790 0.0000000 0.00000000
#> V31 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V32 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V33 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V34 0.000000000 0.68113964 0.000000000 0.00000000 0.0000000 0.00000000
#> V35 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V36 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V37 0.000000000 0.00000000 -0.935828083 0.00000000 0.0000000 0.00000000
#> V38 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V39 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V4 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V40 0.000000000 0.00000000 0.000000000 0.00000000 -0.1227205 0.00000000
#> V41 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V42 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V43 0.000000000 0.00000000 -0.352432162 0.00000000 0.0000000 0.00000000
#> V44 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V45 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V46 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V47 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V48 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V49 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V5 -0.998501007 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V50 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V51 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.07317207
#> V52 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V53 -0.003851209 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V54 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V55 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V56 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V57 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V58 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V59 -0.054597679 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V6 0.000000000 0.08062461 0.000000000 0.00000000 0.0000000 0.00000000
#> V60 0.000000000 0.00000000 -0.004167765 0.00000000 0.0000000 0.00000000
#> V7 0.000000000 0.00000000 0.000000000 -0.01169246 0.0000000 0.00000000
#> V8 0.000000000 0.00000000 0.000000000 0.00000000 0.9853096 0.00000000
#> V9 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.20171379
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1884058