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 67 1 (0.48201439 0.51798561)
#> 2) V13< 0.2738394 43 7 0 (0.83720930 0.16279070)
#> 4) V47>=-0.1551411 36 2 0 (0.94444444 0.05555556) *
#> 5) V47< -0.1551411 7 2 1 (0.28571429 0.71428571) *
#> 3) V13>=0.2738394 96 31 1 (0.32291667 0.67708333)
#> 6) V36< -0.5001751 25 9 0 (0.64000000 0.36000000)
#> 12) V28>=-0.3937968 14 0 0 (1.00000000 0.00000000) *
#> 13) V28< -0.3937968 11 2 1 (0.18181818 0.81818182) *
#> 7) V36>=-0.5001751 71 15 1 (0.21126761 0.78873239)
#> 14) V24< 0.5272368 19 9 0 (0.52631579 0.47368421) *
#> 15) V24>=0.5272368 52 5 1 (0.09615385 0.90384615) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V59>=-0.06390716 91 32 0 (0.64835165 0.35164835)
#> 4) V46>=-0.5922453 43 4 0 (0.90697674 0.09302326)
#> 8) V44< 0.01853461 36 0 0 (1.00000000 0.00000000) *
#> 9) V44>=0.01853461 7 3 1 (0.42857143 0.57142857) *
#> 5) V46< -0.5922453 48 20 1 (0.41666667 0.58333333)
#> 10) V43>=-0.09430377 8 0 0 (1.00000000 0.00000000) *
#> 11) V43< -0.09430377 40 12 1 (0.30000000 0.70000000)
#> 22) V41>=0.4830257 14 6 0 (0.57142857 0.42857143) *
#> 23) V41< 0.4830257 26 4 1 (0.15384615 0.84615385)
#> 46) V45< 0.2201328 7 3 0 (0.57142857 0.42857143) *
#> 47) V45>=0.2201328 19 0 1 (0.00000000 1.00000000) *
#> 3) V59< -0.06390716 48 8 1 (0.16666667 0.83333333)
#> 6) V38>=-0.1159727 9 3 0 (0.66666667 0.33333333) *
#> 7) V38< -0.1159727 39 2 1 (0.05128205 0.94871795) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V6>=-0.2178314 58 14 0 (0.75862069 0.24137931)
#> 4) V3>=-0.2074417 39 3 0 (0.92307692 0.07692308) *
#> 5) V3< -0.2074417 19 8 1 (0.42105263 0.57894737) *
#> 3) V6< -0.2178314 81 23 1 (0.28395062 0.71604938)
#> 6) V51>=-0.02174685 28 10 0 (0.64285714 0.35714286)
#> 12) V43>=0.003171598 18 3 0 (0.83333333 0.16666667) *
#> 13) V43< 0.003171598 10 3 1 (0.30000000 0.70000000) *
#> 7) V51< -0.02174685 53 5 1 (0.09433962 0.90566038) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V41>=-0.1014939 56 12 0 (0.78571429 0.21428571)
#> 4) V57>=-0.2239779 45 3 0 (0.93333333 0.06666667) *
#> 5) V57< -0.2239779 11 2 1 (0.18181818 0.81818182) *
#> 3) V41< -0.1014939 83 23 1 (0.27710843 0.72289157)
#> 6) V29>=-0.3523838 53 23 1 (0.43396226 0.56603774)
#> 12) V21>=-0.4819541 15 2 0 (0.86666667 0.13333333) *
#> 13) V21< -0.4819541 38 10 1 (0.26315789 0.73684211)
#> 26) V9>=-0.1780733 19 9 0 (0.52631579 0.47368421) *
#> 27) V9< -0.1780733 19 0 1 (0.00000000 1.00000000) *
#> 7) V29< -0.3523838 30 0 1 (0.00000000 1.00000000) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V8< 0.06821639 71 19 0 (0.73239437 0.26760563)
#> 4) V35>=-0.5622383 36 2 0 (0.94444444 0.05555556) *
#> 5) V35< -0.5622383 35 17 0 (0.51428571 0.48571429)
#> 10) V43< 0.005319107 24 7 0 (0.70833333 0.29166667)
#> 20) V38>=0.004973984 17 2 0 (0.88235294 0.11764706) *
#> 21) V38< 0.004973984 7 2 1 (0.28571429 0.71428571) *
#> 11) V43>=0.005319107 11 1 1 (0.09090909 0.90909091) *
#> 3) V8>=0.06821639 68 15 1 (0.22058824 0.77941176)
#> 6) V22>=-0.0161205 17 7 0 (0.58823529 0.41176471) *
#> 7) V22< -0.0161205 51 5 1 (0.09803922 0.90196078) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V8>=-0.3022888 55 12 0 (0.78181818 0.21818182)
#> 4) V47>=-0.1698762 45 5 0 (0.88888889 0.11111111) *
#> 5) V47< -0.1698762 10 3 1 (0.30000000 0.70000000) *
#> 3) V8< -0.3022888 84 24 1 (0.28571429 0.71428571)
#> 6) V40< -0.05466662 8 0 0 (1.00000000 0.00000000) *
#> 7) V40>=-0.05466662 76 16 1 (0.21052632 0.78947368)
#> 14) V4< 0.002450057 24 12 0 (0.50000000 0.50000000)
#> 28) V41>=-0.2917429 17 5 0 (0.70588235 0.29411765) *
#> 29) V41< -0.2917429 7 0 1 (0.00000000 1.00000000) *
#> 15) V4>=0.002450057 52 4 1 (0.07692308 0.92307692) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V38>=-0.07058592 83 26 0 (0.68674699 0.31325301)
#> 4) V20< 0.6278049 42 4 0 (0.90476190 0.09523810) *
#> 5) V20>=0.6278049 41 19 1 (0.46341463 0.53658537)
#> 10) V34< -0.1369274 8 0 0 (1.00000000 0.00000000) *
#> 11) V34>=-0.1369274 33 11 1 (0.33333333 0.66666667)
#> 22) V37< 0.01431895 19 8 0 (0.57894737 0.42105263) *
#> 23) V37>=0.01431895 14 0 1 (0.00000000 1.00000000) *
#> 3) V38< -0.07058592 56 10 1 (0.17857143 0.82142857)
#> 6) V32< -0.5416659 7 2 0 (0.71428571 0.28571429) *
#> 7) V32>=-0.5416659 49 5 1 (0.10204082 0.89795918)
#> 14) V34< -0.1444148 7 3 0 (0.57142857 0.42857143) *
#> 15) V34>=-0.1444148 42 1 1 (0.02380952 0.97619048) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.4820144 0.5179856)
#> 2) V44>=-0.04671957 73 21 0 (0.7123288 0.2876712)
#> 4) V13< 0.2126433 27 0 0 (1.0000000 0.0000000) *
#> 5) V13>=0.2126433 46 21 0 (0.5434783 0.4565217)
#> 10) V7>=-0.0008955611 38 13 0 (0.6578947 0.3421053)
#> 20) V58< 0.6085006 23 3 0 (0.8695652 0.1304348) *
#> 21) V58>=0.6085006 15 5 1 (0.3333333 0.6666667) *
#> 11) V7< -0.0008955611 8 0 1 (0.0000000 1.0000000) *
#> 3) V44< -0.04671957 66 15 1 (0.2272727 0.7727273)
#> 6) V24< 0.3692748 9 2 0 (0.7777778 0.2222222) *
#> 7) V24>=0.3692748 57 8 1 (0.1403509 0.8596491)
#> 14) V23< -0.8283031 9 4 0 (0.5555556 0.4444444) *
#> 15) V23>=-0.8283031 48 3 1 (0.0625000 0.9375000) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.4820144 0.5179856)
#> 2) V14< 0.1095946 36 4 0 (0.8888889 0.1111111) *
#> 3) V14>=0.1095946 103 35 1 (0.3398058 0.6601942)
#> 6) V33>=-0.02518202 17 3 0 (0.8235294 0.1764706) *
#> 7) V33< -0.02518202 86 21 1 (0.2441860 0.7558140)
#> 14) V27>=-0.2343063 32 15 1 (0.4687500 0.5312500)
#> 28) V20>=-0.4099482 12 0 0 (1.0000000 0.0000000) *
#> 29) V20< -0.4099482 20 3 1 (0.1500000 0.8500000) *
#> 15) V27< -0.2343063 54 6 1 (0.1111111 0.8888889) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.4820144 0.5179856)
#> 2) V44>=-0.07862944 54 12 0 (0.7777778 0.2222222)
#> 4) V48>=-0.06695789 46 6 0 (0.8695652 0.1304348) *
#> 5) V48< -0.06695789 8 2 1 (0.2500000 0.7500000) *
#> 3) V44< -0.07862944 85 25 1 (0.2941176 0.7058824)
#> 6) V9>=-0.2576884 7 0 0 (1.0000000 0.0000000) *
#> 7) V9< -0.2576884 78 18 1 (0.2307692 0.7692308)
#> 14) V51>=-0.03177275 21 9 0 (0.5714286 0.4285714)
#> 28) V23>=-0.04430796 9 1 0 (0.8888889 0.1111111) *
#> 29) V23< -0.04430796 12 4 1 (0.3333333 0.6666667) *
#> 15) V51< -0.03177275 57 6 1 (0.1052632 0.8947368) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 -0.99839233 0.0000000 0.000000000 -0.03194989 0.00000000 0.00000000
#> V10 0.00000000 0.5890645 0.000000000 0.00000000 0.00000000 0.00000000
#> V11 0.00000000 0.0000000 0.001857025 0.00000000 0.66816788 0.00000000
#> V12 0.03130763 0.0000000 0.000000000 -0.99940623 0.00000000 0.00000000
#> V13 0.00000000 0.0000000 0.019103359 0.00000000 0.74385003 0.00000000
#> V14 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 -0.86368306
#> V15 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V16 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V17 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V18 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V19 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.50328951
#> V2 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V20 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V21 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V22 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V23 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.02740883
#> V24 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V25 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V26 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V27 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V28 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V29 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V3 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V30 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V31 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V32 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V33 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V34 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V35 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V36 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V37 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V38 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V39 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V4 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V40 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V41 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V42 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V43 0.00000000 0.7878220 0.000000000 0.00000000 0.00000000 0.00000000
#> V44 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V45 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V46 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V47 0.04725026 0.0000000 0.000000000 -0.01289916 0.00000000 0.00000000
#> V48 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V49 0.00000000 0.1798321 0.000000000 0.00000000 0.00000000 0.00000000
#> V5 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V50 0.00000000 0.0000000 0.999815790 0.00000000 -0.01545368 0.00000000
#> V51 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V52 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V53 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V54 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V55 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V56 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V57 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V58 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V59 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V6 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V60 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V7 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V8 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V9 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.00000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V10 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V11 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V12 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V13 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V14 0.000000000 0.00000000 0.000000000 0.0000000 0.4018646 0.000000000
#> V15 0.318337100 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V16 0.000000000 0.61202396 0.000000000 0.0000000 0.0000000 0.000000000
#> V17 0.000000000 0.00000000 0.002096603 0.0000000 0.0000000 0.000000000
#> V18 0.000000000 0.00000000 0.000000000 -0.3546361 0.0000000 0.000000000
#> V19 0.000000000 0.00000000 0.000000000 0.0000000 0.6547683 0.000000000
#> V2 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 -0.082966479
#> V20 0.000000000 0.78847807 0.000000000 0.0000000 0.0000000 0.000000000
#> V21 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V22 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V23 0.000000000 0.00000000 0.000000000 0.0000000 0.6401432 0.000000000
#> V24 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V25 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V26 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V27 0.000000000 0.00000000 0.000000000 -0.8394450 0.0000000 0.000000000
#> V28 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V29 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V3 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V30 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V31 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V32 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V33 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V34 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V35 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.005169398
#> V36 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V37 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V38 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V39 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V4 0.000000000 0.00000000 -0.044246912 0.0000000 0.0000000 0.000000000
#> V40 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V41 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V42 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V43 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V44 0.947962402 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V45 0.000000000 0.00000000 0.000000000 0.4117831 0.0000000 0.000000000
#> V46 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V47 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V48 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V49 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V5 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V50 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V51 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V52 -0.005364296 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V53 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V54 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V55 0.000000000 0.00000000 0.999018426 0.0000000 0.0000000 0.000000000
#> V56 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V57 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V58 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V59 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.996538931
#> V6 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V60 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V7 0.000000000 0.06106553 0.000000000 0.0000000 0.0000000 0.000000000
#> V8 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V9 0.000000000 0.00000000 0.000000000 0.0000000 0.0000000 0.000000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.0000000 0.0000000 0.00000000 0.0000000 0.000000000 0.00000000
#> V10 0.0000000 0.0000000 0.00000000 0.0000000 0.000000000 0.00000000
#> V11 0.0000000 0.0000000 0.00000000 0.0000000 0.000000000 0.00000000
#> V12 0.0000000 0.0000000 0.00000000 0.0000000 0.000000000 0.00000000
#> V13 0.0000000 0.0000000 0.00000000 0.0000000 0.000000000 0.00000000
#> V14 0.0000000 0.0000000 0.00000000 0.3042309 0.000000000 0.00000000
#> V15 0.0000000 0.0000000 0.00000000 0.0000000 0.000000000 0.00000000
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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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#> V20 V21 V22 V23 V24 V25
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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
#> V1 0.0000000 0.000000000 0.000000000 0.0000000000 0.0000000 0.0000000
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#> V37 V38 V39 V4 V40 V41
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#> V15 V16 V17 V18 V19 V2
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#> V20 V21 V22 V23 V24 V25
#> V1 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000
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#> V26 V27 V28 V29 V3 V30
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#> V31 V32 V33 V34 V35 V36
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#> V52 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.0000000
#> V53 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.0000000
#> V54 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.0000000
#> V55 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.0000000
#> V56 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.0000000
#> V57 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.0000000
#> V58 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.0000000
#> V59 0.00000000 0.00000000 -0.999985619 0.00000000 0.0000000 0.0000000
#> V6 0.00000000 0.05826234 0.000000000 0.00000000 0.0000000 0.0000000
#> V60 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.0000000
#> V7 0.00000000 0.00000000 0.000000000 0.01406245 0.0000000 0.0000000
#> V8 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.0000000
#> V9 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.0000000
#> V42 V43 V44 V45 V46 V47
#> V1 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V10 0.990914129 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V11 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V12 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V13 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V14 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V15 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V16 0.000000000 0.0000000 0.0000000 0.00000000 -0.9260484 0.0000000
#> V17 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V18 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V19 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V2 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V20 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V21 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V22 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V23 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V24 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V25 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V26 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V27 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V28 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V29 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V3 0.000000000 0.0000000 0.0000000 -0.03861502 0.0000000 0.0000000
#> V30 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V31 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V32 0.000000000 0.0000000 0.0000000 0.99442440 0.0000000 0.0000000
#> V33 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V34 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V35 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V36 0.000000000 0.0000000 0.5026977 0.00000000 0.0000000 0.0000000
#> V37 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V38 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V39 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V4 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V40 0.000000000 0.1531862 0.0000000 0.00000000 0.0000000 0.5260598
#> V41 0.000000000 0.0000000 -0.6791191 0.00000000 0.0000000 0.0000000
#> V42 0.134400085 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V43 0.000000000 0.2162541 0.0000000 0.00000000 0.0000000 -0.8438558
#> V44 0.000000000 0.0000000 -0.5348759 0.00000000 0.0000000 0.0000000
#> V45 0.000000000 0.0000000 0.0000000 -0.09812745 0.0000000 0.0000000
#> V46 0.000000000 0.0000000 0.0000000 0.00000000 0.3771614 0.0000000
#> V47 0.000000000 -0.9642448 0.0000000 0.00000000 0.0000000 -0.1056808
#> V48 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V49 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V5 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V50 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V51 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V52 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V53 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V54 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V55 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V56 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V57 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V58 0.000000000 0.0000000 0.0000000 0.00000000 -0.0135548 0.0000000
#> V59 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V6 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V60 -0.005079965 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V7 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V8 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V9 0.000000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V48 V49 V5 V50 V51 V52
#> V1 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V10 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V11 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V12 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V13 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V14 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V15 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V16 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V17 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V18 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V19 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V2 -0.99017645 0.000000000 0.0000000000 0.1205060 0.00000000 0.000000000
#> V20 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V21 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V22 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V23 0.00000000 0.000000000 -0.9999418636 0.0000000 0.00000000 0.000000000
#> V24 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V25 0.00000000 0.999110098 0.0000000000 0.0000000 0.00000000 0.000000000
#> V26 0.00000000 0.000000000 0.0000000000 0.0000000 -0.02762358 0.000000000
#> V27 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V28 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V29 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V3 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V30 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V31 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V32 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V33 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V34 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V35 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 -0.999998626
#> V36 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V37 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V38 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V39 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V4 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V40 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V41 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V42 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V43 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V44 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V45 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V46 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V47 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V48 0.08487561 0.000000000 0.0000000000 0.1149730 0.00000000 0.000000000
#> V49 0.00000000 -0.042090227 0.0000000000 0.0000000 0.00000000 0.000000000
#> V5 0.00000000 0.000000000 -0.0107748528 0.0000000 0.00000000 0.000000000
#> V50 -0.11111586 0.000000000 0.0000000000 -0.9860322 0.00000000 0.000000000
#> V51 0.00000000 0.000000000 0.0000000000 0.0000000 -0.99359604 0.000000000
#> V52 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 -0.001225493
#> V53 0.00000000 -0.002724936 0.0000000000 0.0000000 0.00000000 0.000000000
#> V54 0.00000000 0.000000000 0.0004148016 0.0000000 0.00000000 0.000000000
#> V55 0.00000000 0.000000000 0.0000000000 0.0000000 -0.10956205 0.000000000
#> V56 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V57 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 -0.001115990
#> V58 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V59 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V6 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V60 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V7 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V8 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V9 0.00000000 0.000000000 0.0000000000 0.0000000 0.00000000 0.000000000
#> V53 V54 V55 V56 V57 V58
#> V1 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V10 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V11 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V12 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V13 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V14 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V15 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V16 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 -0.37702733
#> V17 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V18 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V19 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V2 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V20 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V21 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V22 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V23 0.000000000 -0.0005371143 0.0000000 0.000000000 0.000000000 0.00000000
#> V24 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V25 0.042112603 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V26 0.000000000 0.0000000000 -0.0133228 0.000000000 0.000000000 0.00000000
#> V27 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V28 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V29 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V3 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V30 0.000000000 0.0000000000 0.0000000 -0.001746814 0.000000000 0.00000000
#> V31 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V32 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V33 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V34 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V35 0.000000000 0.0000000000 0.0000000 0.000000000 0.001208592 0.00000000
#> V36 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V37 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V38 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V39 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V4 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V40 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V41 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V42 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V43 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V44 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V45 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V46 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 -0.92613120
#> V47 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V48 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V49 0.999074521 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V5 0.000000000 0.0113512684 0.0000000 0.000000000 0.000000000 0.00000000
#> V50 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V51 0.000000000 0.0000000000 0.1099601 0.000000000 0.000000000 0.00000000
#> V52 0.000000000 0.0000000000 0.0000000 0.000000000 -0.999886446 0.00000000
#> V53 0.008753827 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V54 0.000000000 -0.9999354280 0.0000000 0.000000000 0.000000000 0.00000000
#> V55 0.000000000 0.0000000000 -0.9938467 0.000000000 0.000000000 0.00000000
#> V56 0.000000000 0.0000000000 0.0000000 0.999942608 0.000000000 0.00000000
#> V57 0.000000000 0.0000000000 0.0000000 0.000000000 0.015021146 0.00000000
#> V58 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 -0.01146254
#> V59 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V6 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V60 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V7 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V8 0.000000000 0.0000000000 0.0000000 0.000000000 0.000000000 0.00000000
#> V9 0.000000000 0.0000000000 0.0000000 -0.010570207 0.000000000 0.00000000
#> V59 V6 V60 V7 V8 V9
#> V1 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V10 0.000000000 0.00000000 0.134357116 0.00000000 0.0000000 0.000000000
#> V11 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V12 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V13 0.995694026 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V14 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V15 0.000000000 0.00000000 0.000000000 0.96354773 0.0000000 0.000000000
#> V16 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V17 0.000000000 -0.62837062 0.000000000 0.00000000 0.0000000 0.000000000
#> V18 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V19 0.000000000 0.00000000 0.000000000 0.00000000 -0.0314311 0.000000000
#> V2 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V20 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V21 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V22 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V23 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V24 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V25 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V26 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V27 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V28 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V29 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V3 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V30 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 -0.999423767
#> V31 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V32 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V33 0.000000000 0.00000000 0.000000000 0.00000000 -0.1886532 0.000000000
#> V34 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V35 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V36 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V37 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V38 0.000000000 -0.77771380 0.000000000 0.00000000 0.0000000 0.000000000
#> V39 -0.092634210 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V4 0.000000000 0.00000000 0.000000000 0.07252619 0.0000000 0.000000000
#> V40 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V41 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V42 0.000000000 0.00000000 -0.990900511 0.00000000 0.0000000 0.000000000
#> V43 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V44 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V45 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V46 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V47 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V48 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V49 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V5 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V50 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V51 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V52 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V53 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V54 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V55 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V56 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 -0.002104023
#> V57 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V58 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V59 -0.003508419 0.00000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V6 0.000000000 0.01765214 0.000000000 0.00000000 0.0000000 0.000000000
#> V60 0.000000000 0.00000000 -0.008021422 0.00000000 0.0000000 0.000000000
#> V7 0.000000000 0.00000000 0.000000000 0.25751841 0.0000000 0.000000000
#> V8 0.000000000 0.00000000 0.000000000 0.00000000 -0.9815406 0.000000000
#> V9 0.000000000 0.00000000 0.000000000 0.00000000 0.0000000 -0.033877814
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2173913