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) V49>=-0.03677984 74 22 0 (0.70270270 0.29729730)
#> 4) V58< 1.042223 50 6 0 (0.88000000 0.12000000)
#> 8) V18>=-0.07892284 42 1 0 (0.97619048 0.02380952) *
#> 9) V18< -0.07892284 8 3 1 (0.37500000 0.62500000) *
#> 5) V58>=1.042223 24 8 1 (0.33333333 0.66666667)
#> 10) V12< 0.3909582 14 6 0 (0.57142857 0.42857143) *
#> 11) V12>=0.3909582 10 0 1 (0.00000000 1.00000000) *
#> 3) V49< -0.03677984 65 13 1 (0.20000000 0.80000000)
#> 6) V36< -0.6399134 20 10 0 (0.50000000 0.50000000)
#> 12) V10< 0.2301496 8 0 0 (1.00000000 0.00000000) *
#> 13) V10>=0.2301496 12 2 1 (0.16666667 0.83333333) *
#> 7) V36>=-0.6399134 45 3 1 (0.06666667 0.93333333) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V12>=-0.29414 50 7 0 (0.86000000 0.14000000)
#> 4) V21< 0.3187341 39 0 0 (1.00000000 0.00000000) *
#> 5) V21>=0.3187341 11 4 1 (0.36363636 0.63636364) *
#> 3) V12< -0.29414 89 22 1 (0.24719101 0.75280899)
#> 6) V11< 0.01597061 12 3 0 (0.75000000 0.25000000) *
#> 7) V11>=0.01597061 77 13 1 (0.16883117 0.83116883)
#> 14) V14>=0.1915151 20 9 1 (0.45000000 0.55000000)
#> 28) V24< 0.5220614 10 2 0 (0.80000000 0.20000000) *
#> 29) V24>=0.5220614 10 1 1 (0.10000000 0.90000000) *
#> 15) V14< 0.1915151 57 4 1 (0.07017544 0.92982456) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V1< 0.1274161 56 11 0 (0.80357143 0.19642857)
#> 4) V59< 0.05358755 47 4 0 (0.91489362 0.08510638) *
#> 5) V59>=0.05358755 9 2 1 (0.22222222 0.77777778) *
#> 3) V1>=0.1274161 83 20 1 (0.24096386 0.75903614)
#> 6) V35>=0.03063866 7 0 0 (1.00000000 0.00000000) *
#> 7) V35< 0.03063866 76 13 1 (0.17105263 0.82894737) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.4676259 0.5323741)
#> 2) V9< 0.1380541 42 6 0 (0.8571429 0.1428571)
#> 4) V47>=-0.1501449 31 0 0 (1.0000000 0.0000000) *
#> 5) V47< -0.1501449 11 5 1 (0.4545455 0.5454545) *
#> 3) V9>=0.1380541 97 29 1 (0.2989691 0.7010309)
#> 6) V16>=0.2932759 13 2 0 (0.8461538 0.1538462) *
#> 7) V16< 0.2932759 84 18 1 (0.2142857 0.7857143)
#> 14) V36>=0.003120277 7 0 0 (1.0000000 0.0000000) *
#> 15) V36< 0.003120277 77 11 1 (0.1428571 0.8571429) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V27< 0.08791887 79 24 0 (0.69620253 0.30379747)
#> 4) V22>=-0.731267 46 3 0 (0.93478261 0.06521739) *
#> 5) V22< -0.731267 33 12 1 (0.36363636 0.63636364)
#> 10) V54< 0.1026699 11 2 0 (0.81818182 0.18181818) *
#> 11) V54>=0.1026699 22 3 1 (0.13636364 0.86363636) *
#> 3) V27>=0.08791887 60 10 1 (0.16666667 0.83333333)
#> 6) V9< 0.1069066 11 4 0 (0.63636364 0.36363636) *
#> 7) V9>=0.1069066 49 3 1 (0.06122449 0.93877551) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V24< 0.1440657 53 10 0 (0.81132075 0.18867925)
#> 4) V54< 0.05595692 42 2 0 (0.95238095 0.04761905) *
#> 5) V54>=0.05595692 11 3 1 (0.27272727 0.72727273) *
#> 3) V24>=0.1440657 86 22 1 (0.25581395 0.74418605)
#> 6) V21< -0.1072388 26 10 0 (0.61538462 0.38461538)
#> 12) V6< -0.4556954 17 2 0 (0.88235294 0.11764706) *
#> 13) V6>=-0.4556954 9 1 1 (0.11111111 0.88888889) *
#> 7) V21>=-0.1072388 60 6 1 (0.10000000 0.90000000) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V2< 0.1998449 61 13 0 (0.78688525 0.21311475)
#> 4) V47< 0.1899996 48 4 0 (0.91666667 0.08333333) *
#> 5) V47>=0.1899996 13 4 1 (0.30769231 0.69230769) *
#> 3) V2>=0.1998449 78 17 1 (0.21794872 0.78205128)
#> 6) V30< -0.9740475 7 1 0 (0.85714286 0.14285714) *
#> 7) V30>=-0.9740475 71 11 1 (0.15492958 0.84507042) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V2>=-0.2204827 54 8 0 (0.85185185 0.14814815)
#> 4) V4< 0.03305502 46 2 0 (0.95652174 0.04347826) *
#> 5) V4>=0.03305502 8 2 1 (0.25000000 0.75000000) *
#> 3) V2< -0.2204827 85 19 1 (0.22352941 0.77647059)
#> 6) V50>=0.1617984 10 2 0 (0.80000000 0.20000000) *
#> 7) V50< 0.1617984 75 11 1 (0.14666667 0.85333333)
#> 14) V16< -0.1319247 7 2 0 (0.71428571 0.28571429) *
#> 15) V16>=-0.1319247 68 6 1 (0.08823529 0.91176471) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V45< 0.1522083 59 11 0 (0.81355932 0.18644068)
#> 4) V39< 0.09581809 48 4 0 (0.91666667 0.08333333) *
#> 5) V39>=0.09581809 11 4 1 (0.36363636 0.63636364) *
#> 3) V45>=0.1522083 80 17 1 (0.21250000 0.78750000)
#> 6) V51< 0.01002227 24 11 0 (0.54166667 0.45833333)
#> 12) V16>=0.2990226 13 1 0 (0.92307692 0.07692308) *
#> 13) V16< 0.2990226 11 1 1 (0.09090909 0.90909091) *
#> 7) V51>=0.01002227 56 4 1 (0.07142857 0.92857143) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 1 (0.46762590 0.53237410)
#> 2) V16< 0.03219704 71 19 0 (0.73239437 0.26760563)
#> 4) V39< 0.07868989 57 8 0 (0.85964912 0.14035088) *
#> 5) V39>=0.07868989 14 3 1 (0.21428571 0.78571429) *
#> 3) V16>=0.03219704 68 13 1 (0.19117647 0.80882353)
#> 6) V37< 0.2808571 15 7 0 (0.53333333 0.46666667) *
#> 7) V37>=0.2808571 53 5 1 (0.09433962 0.90566038) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 0.99035941 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V10 0.00000000 0.99970068 0.0000000 0.00000000 0.0000000 0.0000000
#> V11 0.00000000 0.00000000 0.9749507 0.00000000 0.0000000 0.0000000
#> V12 0.00000000 0.00000000 0.0000000 0.66553175 0.7059522 0.0000000
#> V13 0.00000000 0.00000000 0.0000000 0.74459198 -0.6056029 0.0000000
#> V14 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.8490543
#> V15 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V16 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V17 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V18 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V19 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V2 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V20 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V21 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V22 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V23 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V24 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V25 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V26 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V27 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V28 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V29 0.02430729 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V3 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V30 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V31 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V32 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V33 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V34 0.00000000 0.00000000 0.1838511 0.00000000 0.0000000 0.0000000
#> V35 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V36 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V37 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V38 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V39 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V4 0.00000000 0.00000000 0.1251792 0.00000000 0.0000000 0.0000000
#> V40 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V41 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V42 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V43 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V44 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V45 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V46 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V47 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V48 -0.13637225 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V49 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V5 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V50 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V51 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V52 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V53 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V54 0.00000000 -0.01031208 0.0000000 0.00000000 0.0000000 0.0000000
#> V55 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V56 0.00000000 -0.02218588 0.0000000 0.00000000 0.0000000 0.0000000
#> V57 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V58 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V59 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V6 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V60 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V7 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.1774632
#> V8 0.00000000 0.00000000 0.0000000 -0.05148072 0.3672555 0.0000000
#> V9 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.4976080
#> V15 V16 V17 V18 V19 V2
#> V1 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V10 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V11 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V12 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V13 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V14 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V15 0.5624337 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V16 0.0000000 -3.698579e-05 0.000000000 0.00000000 0.0000000 0.000000000
#> V17 0.0000000 0.000000e+00 -0.010242950 0.00000000 0.0000000 0.000000000
#> V18 0.0000000 0.000000e+00 0.000000000 -0.05341214 0.0000000 0.000000000
#> V19 0.0000000 0.000000e+00 0.000000000 0.00000000 -0.6289276 0.000000000
#> V2 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 -0.091219896
#> V20 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V21 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V22 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V23 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V24 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V25 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V26 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V27 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V28 0.0000000 0.000000e+00 0.000000000 0.00000000 0.6938444 0.000000000
#> V29 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V3 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V30 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V31 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V32 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V33 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V34 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V35 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.001189955
#> V36 0.0000000 0.000000e+00 -0.003750189 0.00000000 0.0000000 0.000000000
#> V37 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V38 0.0000000 0.000000e+00 0.000000000 0.19972723 0.0000000 0.000000000
#> V39 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V4 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V40 0.8138513 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V41 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V42 0.0000000 -2.779876e-02 0.000000000 0.00000000 0.0000000 0.000000000
#> V43 0.1459945 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V44 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V45 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V46 0.0000000 0.000000e+00 0.000000000 0.00000000 0.3507563 0.000000000
#> V47 0.0000000 0.000000e+00 0.000000000 -0.97839469 0.0000000 0.000000000
#> V48 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V49 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V5 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V50 0.0000000 0.000000e+00 -0.999940507 0.00000000 0.0000000 0.000000000
#> V51 0.0000000 9.996135e-01 0.000000000 0.00000000 0.0000000 0.000000000
#> V52 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V53 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V54 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V55 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V56 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V57 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V58 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V59 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.995830063
#> V6 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V60 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V7 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V8 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V9 0.0000000 0.000000e+00 0.000000000 0.00000000 0.0000000 0.000000000
#> V20 V21 V22 V23 V24
#> V1 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V10 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V11 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V12 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V13 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V14 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V15 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V16 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V17 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V18 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V19 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V2 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V20 0.999545160 0.000000000 0.000000000 0.000000000 0.0000000000
#> V21 0.000000000 -0.003464279 0.705177892 0.000000000 0.0000000000
#> V22 0.000000000 0.006396554 -0.708996082 0.000000000 0.0000000000
#> V23 0.000000000 0.000000000 0.000000000 -0.006405894 0.0000000000
#> V24 0.000000000 0.000000000 0.000000000 0.000000000 -0.0005978859
#> V25 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V26 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V27 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V28 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V29 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V3 0.028937218 0.000000000 0.000000000 0.000000000 0.0000000000
#> V30 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V31 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V32 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V33 0.000000000 0.000000000 0.000000000 -0.006151936 0.0000000000
#> V34 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V35 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V36 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
#> V37 0.000000000 0.000000000 0.000000000 0.000000000 0.0033737738
#> V38 0.000000000 0.000000000 0.000000000 0.000000000 0.0000000000
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#> V20 V21 V22 V23 V24 V25
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#> V37 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000000 0.0000000000
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#> V26 V27 V28 V29 V3 V30
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#> V26 -0.04007133 0.0000000 0.000000000 0.0000000 -0.82808320 0.000000000
#> V27 0.00000000 0.5086619 0.000000000 0.0000000 0.00000000 0.000000000
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#> V38 0.00000000 0.6664933 0.000000000 0.0000000 0.00000000 0.000000000
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#> V56 0.00000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000000
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#> V58 0.00000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000000
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#> V9 0.00000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000000
#> V31 V32 V33 V34 V35 V36
#> V1 0.00000000 0.00000000 0.000000000 0.0000000 0.0000000 0.0000000
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#> V37 V38 V39 V4 V40 V41
#> V1 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V42 V43 V44 V45 V46 V47
#> V1 0.0000000 0.000000000 0.0000000 0.0000000 0.00000000 0.00000000
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#> V20 V21 V22 V23 V24 V25
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#> V31 V32 V33 V34 V35 V36
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#> V20 V21 V22 V23 V24 V25
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#> V26 V27 V28 V29 V3 V30
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#> V31 V32 V33 V34 V35 V36
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#> V37 V38 V39 V4 V40 V41
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#> 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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#> V19 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V2 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V20 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V21 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V22 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V23 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V24 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V25 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V26 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V27 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V28 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V29 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V3 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V30 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V31 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V32 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V33 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V34 0.00000000 -0.01835669 0.000000000 0.00000000 0.00000000 0.00000000
#> V35 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V36 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V37 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V38 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V39 0.00000000 0.00000000 0.000000000 0.91340334 0.00000000 0.00000000
#> V4 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 -0.06096904
#> V40 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V41 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V42 0.99970266 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V43 0.00000000 0.01690164 0.000000000 0.00000000 0.00000000 0.00000000
#> V44 0.00000000 0.00000000 0.028935783 0.00000000 0.00000000 0.00000000
#> V45 0.00000000 0.00000000 0.000000000 0.40074808 0.00000000 0.00000000
#> V46 0.00000000 0.00000000 0.000000000 0.00000000 0.06215322 0.00000000
#> V47 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 -0.14579530
#> V48 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V49 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V5 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V50 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V51 0.00000000 0.00000000 0.000000000 0.00000000 -0.99791014 0.00000000
#> V52 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V53 0.02416685 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V54 0.00000000 0.99968863 0.000000000 0.00000000 0.00000000 0.00000000
#> V55 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V56 0.00325015 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V57 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V58 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V59 0.00000000 0.00000000 -0.999580399 0.00000000 0.00000000 0.00000000
#> V6 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V60 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V7 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V8 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V9 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V48 V49 V5 V50 V51 V52
#> V1 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V10 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V11 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V12 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V13 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V14 0.00000000 0.0000000 0.000000000 0.00000000 0.14509955 0.000000000
#> V15 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V16 0.00000000 0.2963714 0.000000000 0.00000000 0.00000000 0.000000000
#> V17 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V18 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V19 -0.06916818 0.0000000 0.997306279 0.00000000 0.00000000 0.000000000
#> V2 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V20 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V21 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V22 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V23 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V24 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V25 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V26 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V27 0.00000000 0.0000000 0.000000000 0.00466488 0.00000000 0.000000000
#> V28 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V29 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V3 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V30 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V31 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V32 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V33 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.998272912
#> V34 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V35 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V36 0.00000000 0.0000000 0.000000000 0.00513892 0.00000000 0.000000000
#> V37 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V38 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V39 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V4 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V40 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V41 0.00000000 -0.9525075 0.000000000 0.00000000 0.00000000 0.000000000
#> V42 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V43 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V44 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V45 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V46 0.00000000 0.0000000 0.000000000 0.00000000 -0.98765965 0.000000000
#> V47 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V48 0.34966143 0.0000000 0.001317916 0.00000000 0.00000000 0.000000000
#> V49 0.00000000 -0.0699528 0.000000000 0.00000000 0.00000000 0.000000000
#> V5 0.93431935 0.0000000 0.073337916 0.00000000 0.00000000 0.000000000
#> V50 0.00000000 0.0000000 0.000000000 -0.99997591 0.00000000 0.000000000
#> V51 0.00000000 0.0000000 0.000000000 0.00000000 -0.05894513 0.000000000
#> V52 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.003315223
#> V53 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V54 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V55 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V56 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V57 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V58 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V59 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V6 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V60 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V7 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 -0.058653237
#> V8 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V9 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V53 V54 V55 V56 V57 V58
#> V1 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V10 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V11 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V12 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V13 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V14 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V15 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V16 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V17 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V18 0.0000000 0.0000000 0.000000000 0.000000000 0.001186991 0.003208852
#> V19 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V2 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V20 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V21 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V22 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V23 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V24 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V25 0.0000000 0.0000000 0.608450215 0.000000000 0.000000000 0.000000000
#> V26 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V27 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V28 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V29 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V3 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V30 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V31 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V32 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V33 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V34 0.0000000 -0.9922947 0.000000000 0.000000000 0.000000000 0.000000000
#> V35 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V36 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V37 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V38 0.0000000 0.0000000 0.793580242 0.000000000 0.000000000 0.000000000
#> V39 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V4 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V40 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V41 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V42 0.0228363 0.0000000 0.000000000 -0.008550067 0.000000000 0.000000000
#> V43 0.0000000 -0.1228441 0.000000000 0.000000000 0.000000000 0.000000000
#> V44 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V45 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V46 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V47 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V48 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V49 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V5 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V50 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V51 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V52 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V53 -0.8811439 0.0000000 0.000000000 0.472230165 0.000000000 0.000000000
#> V54 0.0000000 -0.0161440 0.000000000 0.000000000 0.000000000 0.000000000
#> V55 0.0000000 0.0000000 -0.004328573 0.000000000 0.000000000 0.000000000
#> V56 -0.4722964 0.0000000 0.000000000 -0.881433813 0.000000000 0.000000000
#> V57 0.0000000 0.0000000 0.000000000 0.000000000 0.675995990 0.736898494
#> V58 0.0000000 0.0000000 0.000000000 0.000000000 0.736904344 -0.675995793
#> V59 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V6 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V60 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V7 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V8 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V9 0.0000000 0.0000000 0.000000000 0.000000000 0.000000000 0.000000000
#> V59 V6 V60 V7 V8 V9
#> V1 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V10 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V11 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V12 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V13 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V14 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V15 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V16 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V17 -0.11238628 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V18 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V19 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V2 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V20 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V21 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V22 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V23 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V24 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V25 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V26 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V27 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V28 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V29 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V3 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V30 0.00000000 -0.05403792 0.000000000 0.00000000 0.00000000 -0.99848210
#> V31 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V32 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V33 0.00000000 0.00000000 0.000000000 0.05846980 0.00000000 0.00000000
#> V34 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V35 0.00000000 0.00000000 -0.999744840 0.00000000 -0.02210303 0.00000000
#> V36 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V37 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V38 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V39 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V4 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V40 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V41 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V42 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V43 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V44 -0.99325280 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V45 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V46 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V47 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V48 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V49 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V5 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V50 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V51 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V52 0.00000000 0.00000000 0.000000000 0.04078131 0.00000000 0.00000000
#> V53 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V54 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V55 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V56 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V57 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V58 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V59 -0.02860401 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V6 0.00000000 -0.30177836 0.000000000 0.00000000 0.00000000 0.00616499
#> V60 0.00000000 0.00000000 -0.004246327 0.00000000 -0.01870750 0.00000000
#> V7 0.00000000 0.00000000 0.000000000 0.99745585 0.00000000 0.00000000
#> V8 0.00000000 0.00000000 0.022186130 0.00000000 -0.99958065 0.00000000
#> V9 0.00000000 -0.95184543 0.000000000 0.00000000 0.00000000 0.05473098
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2753623