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 62 1 (0.44604317 0.55395683)
#> 2) V12< 0.2064084 51 12 0 (0.76470588 0.23529412)
#> 4) V31< 0.1164938 40 4 0 (0.90000000 0.10000000) *
#> 5) V31>=0.1164938 11 3 1 (0.27272727 0.72727273) *
#> 3) V12>=0.2064084 88 23 1 (0.26136364 0.73863636)
#> 6) V38< -0.1433839 11 1 0 (0.90909091 0.09090909) *
#> 7) V38>=-0.1433839 77 13 1 (0.16883117 0.83116883)
#> 14) V23< -0.4044354 12 4 0 (0.66666667 0.33333333) *
#> 15) V23>=-0.4044354 65 5 1 (0.07692308 0.92307692) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V6< 0.1587556 52 11 0 (0.78846154 0.21153846)
#> 4) V4< 0.06796962 43 4 0 (0.90697674 0.09302326) *
#> 5) V4>=0.06796962 9 2 1 (0.22222222 0.77777778) *
#> 3) V6>=0.1587556 87 21 1 (0.24137931 0.75862069)
#> 6) V27>=-0.7068734 45 19 1 (0.42222222 0.57777778)
#> 12) V52>=-0.01917599 21 6 0 (0.71428571 0.28571429)
#> 24) V24< 0.005691347 14 1 0 (0.92857143 0.07142857) *
#> 25) V24>=0.005691347 7 2 1 (0.28571429 0.71428571) *
#> 13) V52< -0.01917599 24 4 1 (0.16666667 0.83333333) *
#> 7) V27< -0.7068734 42 2 1 (0.04761905 0.95238095) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.4460432 0.5539568)
#> 2) V59>=-0.175325 48 9 0 (0.8125000 0.1875000)
#> 4) V1>=-0.0464923 40 3 0 (0.9250000 0.0750000) *
#> 5) V1< -0.0464923 8 2 1 (0.2500000 0.7500000) *
#> 3) V59< -0.175325 91 23 1 (0.2527473 0.7472527)
#> 6) V41>=0.4044412 32 15 0 (0.5312500 0.4687500)
#> 12) V9>=-1.143162 22 5 0 (0.7727273 0.2272727)
#> 24) V4>=0.1080517 15 0 0 (1.0000000 0.0000000) *
#> 25) V4< 0.1080517 7 2 1 (0.2857143 0.7142857) *
#> 13) V9< -1.143162 10 0 1 (0.0000000 1.0000000) *
#> 7) V41< 0.4044412 59 6 1 (0.1016949 0.8983051) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V40< 0.1347189 50 10 0 (0.80000000 0.20000000)
#> 4) V8>=-0.8431229 40 3 0 (0.92500000 0.07500000) *
#> 5) V8< -0.8431229 10 3 1 (0.30000000 0.70000000) *
#> 3) V40>=0.1347189 89 22 1 (0.24719101 0.75280899)
#> 6) V52>=-0.006208584 19 6 0 (0.68421053 0.31578947) *
#> 7) V52< -0.006208584 70 9 1 (0.12857143 0.87142857)
#> 14) V24< 0.01532744 13 6 0 (0.53846154 0.46153846) *
#> 15) V24>=0.01532744 57 2 1 (0.03508772 0.96491228) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V10>=-0.08397682 58 14 0 (0.75862069 0.24137931)
#> 4) V22>=-0.07893312 39 2 0 (0.94871795 0.05128205) *
#> 5) V22< -0.07893312 19 7 1 (0.36842105 0.63157895) *
#> 3) V10< -0.08397682 81 18 1 (0.22222222 0.77777778)
#> 6) V22>=-0.04082028 12 3 0 (0.75000000 0.25000000) *
#> 7) V22< -0.04082028 69 9 1 (0.13043478 0.86956522)
#> 14) V27>=1.096244 7 2 0 (0.71428571 0.28571429) *
#> 15) V27< 1.096244 62 4 1 (0.06451613 0.93548387) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V6>=-0.1828821 46 8 0 (0.82608696 0.17391304) *
#> 3) V6< -0.1828821 93 24 1 (0.25806452 0.74193548)
#> 6) V33>=0.4638436 22 8 0 (0.63636364 0.36363636)
#> 12) V42< -0.1960929 14 1 0 (0.92857143 0.07142857) *
#> 13) V42>=-0.1960929 8 1 1 (0.12500000 0.87500000) *
#> 7) V33< 0.4638436 71 10 1 (0.14084507 0.85915493)
#> 14) V58< -0.6932828 13 6 0 (0.53846154 0.46153846) *
#> 15) V58>=-0.6932828 58 3 1 (0.05172414 0.94827586) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V20>=-0.241563 43 4 0 (0.90697674 0.09302326) *
#> 3) V20< -0.241563 96 23 1 (0.23958333 0.76041667)
#> 6) V16< -0.005643327 37 18 1 (0.48648649 0.51351351)
#> 12) V15>=-0.03306177 21 5 0 (0.76190476 0.23809524)
#> 24) V19< 0.02195741 14 0 0 (1.00000000 0.00000000) *
#> 25) V19>=0.02195741 7 2 1 (0.28571429 0.71428571) *
#> 13) V15< -0.03306177 16 2 1 (0.12500000 0.87500000) *
#> 7) V16>=-0.005643327 59 5 1 (0.08474576 0.91525424)
#> 14) V53< 0.08452832 7 3 0 (0.57142857 0.42857143) *
#> 15) V53>=0.08452832 52 1 1 (0.01923077 0.98076923) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V60>=-0.1649246 45 9 0 (0.80000000 0.20000000)
#> 4) V31< 0.0794689 37 3 0 (0.91891892 0.08108108) *
#> 5) V31>=0.0794689 8 2 1 (0.25000000 0.75000000) *
#> 3) V60< -0.1649246 94 26 1 (0.27659574 0.72340426)
#> 6) V31< 0.001814812 15 4 0 (0.73333333 0.26666667) *
#> 7) V31>=0.001814812 79 15 1 (0.18987342 0.81012658)
#> 14) V16>=0.5144528 10 3 0 (0.70000000 0.30000000) *
#> 15) V16< 0.5144528 69 8 1 (0.11594203 0.88405797)
#> 30) V30>=-0.07150261 9 4 0 (0.55555556 0.44444444) *
#> 31) V30< -0.07150261 60 3 1 (0.05000000 0.95000000) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.44604317 0.55395683)
#> 2) V52>=-0.1718856 46 8 0 (0.82608696 0.17391304)
#> 4) V49< 0.09482382 39 3 0 (0.92307692 0.07692308) *
#> 5) V49>=0.09482382 7 2 1 (0.28571429 0.71428571) *
#> 3) V52< -0.1718856 93 24 1 (0.25806452 0.74193548)
#> 6) V2>=0.7036635 22 7 0 (0.68181818 0.31818182)
#> 12) V57>=0.3975701 12 0 0 (1.00000000 0.00000000) *
#> 13) V57< 0.3975701 10 3 1 (0.30000000 0.70000000) *
#> 7) V2< 0.7036635 71 9 1 (0.12676056 0.87323944) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 1 (0.4460432 0.5539568)
#> 2) V25< 0.1656972 38 5 0 (0.8684211 0.1315789)
#> 4) V31< 0.06859999 31 0 0 (1.0000000 0.0000000) *
#> 5) V31>=0.06859999 7 2 1 (0.2857143 0.7142857) *
#> 3) V25>=0.1656972 101 29 1 (0.2871287 0.7128713)
#> 6) V40< -0.5955227 26 10 0 (0.6153846 0.3846154)
#> 12) V20< 0.0374371 16 1 0 (0.9375000 0.0625000) *
#> 13) V20>=0.0374371 10 1 1 (0.1000000 0.9000000) *
#> 7) V40>=-0.5955227 75 13 1 (0.1733333 0.8266667)
#> 14) V32< 0.5361599 10 4 0 (0.6000000 0.4000000) *
#> 15) V32>=0.5361599 65 7 1 (0.1076923 0.8923077)
#> 30) V27< 0.127887 25 7 1 (0.2800000 0.7200000)
#> 60) V7< 0.2457239 8 1 0 (0.8750000 0.1250000) *
#> 61) V7>=0.2457239 17 0 1 (0.0000000 1.0000000) *
#> 31) V27>=0.127887 40 0 1 (0.0000000 1.0000000) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 0.019259950 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V10 0.000000000 -0.019310935 0.0000000 0.00000000 0.0000000000 0.000000000
#> V11 0.000000000 0.000000000 -0.2701648 0.00000000 0.0000000000 0.000000000
#> V12 0.000000000 0.000000000 0.0000000 0.98963139 0.0000000000 0.000000000
#> V13 0.000000000 0.000000000 0.0000000 0.00000000 -0.9895137151 0.000000000
#> V14 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 -0.483449371
#> V15 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V16 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V17 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V18 0.000000000 0.006859069 0.0000000 0.00000000 0.0000000000 0.000000000
#> V19 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V2 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V20 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V21 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V22 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V23 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V24 0.999798839 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V25 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V26 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V27 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V28 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V29 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V3 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V30 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V31 0.000000000 0.000000000 0.0000000 0.11059932 0.0000000000 0.000000000
#> V32 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V33 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V34 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V35 0.000000000 0.000000000 0.3298679 0.00000000 0.0000000000 0.000000000
#> V36 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V37 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V38 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V39 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V4 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V40 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V41 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V42 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V43 0.000000000 0.000000000 0.0000000 0.00000000 0.1444355418 0.000000000
#> V44 0.000000000 0.000000000 -0.9045431 0.00000000 0.0000000000 0.000000000
#> V45 0.000000000 0.000000000 0.0000000 -0.09163784 0.0000000000 0.000000000
#> V46 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V47 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V48 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V49 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V5 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V50 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V51 0.005597759 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V52 0.000000000 0.000000000 0.0000000 0.00000000 -0.0009909308 0.000000000
#> V53 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V54 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V55 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V56 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.002336834
#> V57 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V58 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V59 0.000000000 0.999789998 0.0000000 0.00000000 0.0000000000 0.000000000
#> V6 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V60 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V7 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V8 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.000000000
#> V9 0.000000000 0.000000000 0.0000000 0.00000000 0.0000000000 0.875369205
#> V15 V16 V17 V18 V19 V2
#> V1 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V10 0.0000000 0.000000000 0.00000000 0.244934616 0.00000000 0.00000000
#> V11 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V12 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V13 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V14 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V15 -0.8156570 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V16 0.0000000 -0.166345649 0.00000000 0.000000000 0.00000000 0.00000000
#> V17 0.0000000 0.000000000 0.06709560 0.000000000 0.00000000 0.00000000
#> V18 0.0000000 0.000000000 0.00000000 0.969537697 0.00000000 0.00000000
#> V19 0.0000000 0.000000000 0.00000000 0.000000000 0.85603400 0.00000000
#> V2 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 -0.16033595
#> V20 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V21 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V22 0.4149501 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V23 0.0000000 0.000000000 0.02408905 0.000000000 0.00000000 0.00000000
#> V24 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V25 0.0000000 0.000000000 0.00000000 0.000000000 -0.03432839 0.00000000
#> V26 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V27 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V28 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V29 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V3 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V30 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V31 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V32 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V33 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V34 0.0000000 0.000000000 0.00000000 0.000000000 -0.51577840 0.00000000
#> V35 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V36 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V37 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V38 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V39 0.0000000 0.986036072 0.00000000 0.000000000 0.00000000 0.00000000
#> V4 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V40 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V41 -0.4031378 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V42 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V43 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V44 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V45 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V46 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V47 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V48 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V49 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V5 0.0000000 0.000000000 -0.99745571 0.000000000 0.00000000 0.00000000
#> V50 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 -0.04865136
#> V51 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V52 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V53 0.0000000 -0.007873377 0.00000000 0.000000000 0.00000000 0.00000000
#> V54 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V55 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V56 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V57 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V58 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V59 0.0000000 0.000000000 0.00000000 -0.001920613 0.00000000 0.00000000
#> V6 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V60 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V7 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V8 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 -0.98586278
#> V9 0.0000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.000000000 0.00000000 0.0000000 0.0000000 -0.029533143 0.0000000
#> V10 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V11 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V12 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V13 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V14 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V15 0.000000000 0.00000000 0.2609625 0.0000000 0.000000000 0.0000000
#> V16 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V17 0.000000000 0.00000000 0.0000000 -0.9101890 0.000000000 0.0000000
#> V18 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V19 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.3344742
#> V2 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V20 -0.999920819 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V21 0.000000000 -0.04338123 0.0000000 0.0000000 0.000000000 0.0000000
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#> V26 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V27 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V28 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
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#> V35 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
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#> V39 0.000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
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#> V54 -0.011806795 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
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#> V26 V27 V28 V29 V3 V30
#> V1 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V10 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
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#> V22 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V23 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
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#> V25 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V26 -0.7589611 0.5222782 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V27 -0.6297532 -0.7405576 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V28 0.0000000 0.0000000 -0.545266646 0.8380596 0.00000000 0.000000e+00
#> V29 0.0000000 0.0000000 -0.838253074 -0.5452336 0.00000000 0.000000e+00
#> V3 0.0000000 0.0000000 0.000000000 0.0000000 0.43453797 0.000000e+00
#> V30 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 2.028891e-05
#> V31 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V32 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V33 0.0000000 0.0000000 0.000000000 0.0000000 0.03828057 0.000000e+00
#> V34 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V35 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V36 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V37 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V38 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V39 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
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#> V43 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V44 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V45 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V46 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V47 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V48 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V49 0.0000000 0.0000000 0.000000000 0.0000000 0.89983962 0.000000e+00
#> V5 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V50 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V51 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V52 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V53 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V54 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V55 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V56 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V57 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V58 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 9.998857e-01
#> V59 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V6 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V60 0.0000000 0.0000000 0.004008599 -0.0194011 0.00000000 0.000000e+00
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#> V8 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V9 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000 0.000000e+00
#> V31 V32 V33 V34 V35 V36
#> V1 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
#> V10 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
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#> V25 0.0000000 0.00000000 0.00000000 -0.6022803 0.000000000 0.000000000
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#> V28 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
#> V29 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
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#> V30 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
#> V31 -0.3852503 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
#> V32 0.0000000 0.00338771 0.00000000 0.0000000 0.000000000 0.000000000
#> V33 0.0000000 0.00000000 0.02744534 0.0000000 0.000000000 0.000000000
#> V34 0.0000000 0.00000000 0.00000000 0.6942087 0.000000000 0.000000000
#> V35 0.0000000 0.00000000 0.00000000 0.0000000 0.939229768 0.000000000
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#> V37 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
#> V38 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
#> V39 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
#> V4 0.0000000 -0.99679978 0.00000000 0.0000000 0.000000000 0.000000000
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#> V43 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
#> V44 0.0000000 0.00000000 0.00000000 0.0000000 0.343279665 0.000000000
#> V45 0.9139361 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
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#> V47 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
#> V48 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.932019207
#> V49 0.0000000 0.00000000 -0.43563944 0.0000000 0.000000000 0.000000000
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#> V53 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
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#> V55 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
#> V56 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
#> V57 0.0000000 -0.07986694 0.00000000 0.0000000 0.000000000 0.000000000
#> V58 0.0000000 0.00000000 0.00000000 0.0000000 0.000000000 0.000000000
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#> V37 V38 V39 V4 V40 V41
#> V1 0.00000000 0.0000000 0.00000000 0.000000000 0.0000000 0.0000000
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#> V42 V43 V44 V45 V46 V47
#> V1 0.0000000 0.0000000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V48 V49 V5 V50 V51 V52
#> V1 0.00000000 0.00000000 0.00000000 0.00000000 -0.99937823 0.000000000
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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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#> V24 -0.7626580 0.0000000000 0.00000000 0.0000000 0.0000000000 0.000000000
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#> V29 0.0000000 0.0000000000 0.00000000 -0.5815352 0.0000000000 0.000000000
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#> V31 0.0000000 0.0000000000 0.00000000 0.0000000 0.0000000000 0.000000000
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#> V47 0.0000000 0.0000000000 0.00000000 0.0000000 0.0000000000 0.000000000
#> V48 0.0000000 0.0000000000 0.00000000 0.0000000 0.0000000000 0.000000000
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#> V56 0.0000000 0.0000000000 0.00000000 0.0000000 0.0000000000 0.000000000
#> V57 0.0000000 0.0000000000 0.00000000 0.0000000 0.0000000000 0.000000000
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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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#> V60 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V7 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V8 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V9 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.0000000
#> V42 V43 V44 V45 V46 V47
#> V1 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V10 0.00000000 0.00000000 0.00000000 0.00000000 -0.21355233 0.000000000
#> V11 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V15 0.00000000 0.00000000 0.00000000 0.00000000 -0.97419946 0.000000000
#> V16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V2 0.03777099 0.01983435 0.00000000 0.00000000 0.00000000 0.000000000
#> V20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V21 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V22 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V23 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V24 0.00000000 0.00000000 0.00000000 -0.99467092 0.00000000 0.000000000
#> V25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V26 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V3 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V30 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V31 0.00000000 0.00000000 -0.22902653 0.00000000 0.00000000 0.000000000
#> V32 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V33 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V34 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V35 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V36 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V38 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V39 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V4 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V41 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V42 0.60371460 0.79626396 0.00000000 0.00000000 0.00000000 0.000000000
#> V43 -0.79630524 0.60462410 0.00000000 0.00000000 0.00000000 0.000000000
#> V44 0.00000000 0.00000000 0.06842237 0.00000000 0.00000000 0.000000000
#> V45 0.00000000 0.00000000 0.00000000 -0.08981833 0.00000000 0.000000000
#> V46 0.00000000 0.00000000 0.00000000 0.00000000 0.07301237 0.000000000
#> V47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.005003408
#> V48 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V49 0.00000000 0.00000000 0.00000000 -0.05062037 0.00000000 0.000000000
#> V5 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V50 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V51 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V52 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V53 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V54 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V56 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V57 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V58 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.562050533
#> V59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 -0.827087761
#> V6 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V60 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V7 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V8 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> V9 0.00000000 0.00000000 -0.97101248 0.00000000 0.00000000 0.000000000
#> V48 V49 V5 V50 V51 V52
#> V1 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V10 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V11 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V12 0.000000000 0.00000000 0.000000000 0.99987764 0.00000000 0.000000000
#> V13 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V14 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V15 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V16 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V17 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V18 0.000000000 0.00000000 0.000000000 -0.01198347 0.00000000 0.000000000
#> V19 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V2 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V20 0.000000000 0.00000000 0.000000000 0.00000000 -0.02210735 0.000000000
#> V21 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V22 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V23 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 -0.699770356
#> V24 0.000000000 0.09884593 0.000000000 0.00000000 0.00000000 0.000000000
#> V25 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V26 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V27 0.008540401 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V28 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V29 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V3 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V30 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V31 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V32 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V33 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V34 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 -0.714305097
#> V35 0.000000000 0.00000000 0.689194062 0.00000000 0.00000000 0.000000000
#> V36 0.000000000 0.00000000 0.724565734 0.00000000 0.00000000 0.000000000
#> V37 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V38 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V39 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V4 0.000000000 0.00000000 0.000000000 0.00000000 0.99924954 0.000000000
#> V40 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V41 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V42 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V43 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V44 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V45 0.000000000 -0.97035976 0.000000000 0.00000000 0.00000000 0.000000000
#> V46 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V47 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V48 -0.005867118 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V49 0.000000000 -0.22052534 0.000000000 0.00000000 0.00000000 0.000000000
#> V5 0.000000000 0.00000000 -0.004005226 0.00000000 0.00000000 0.000000000
#> V50 0.000000000 0.00000000 0.000000000 -0.01005524 0.00000000 0.000000000
#> V51 0.000000000 0.00000000 0.000000000 0.00000000 0.03180614 0.000000000
#> V52 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 -0.009469795
#> V53 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V54 0.999946318 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V55 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V56 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V57 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V58 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V59 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V6 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V60 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V7 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V8 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V9 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V53 V54 V55 V56 V57 V58
#> V1 0.00000000 0.000000000 0.000000000 -0.99692921 0.000000000 0.00000000
#> V10 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V11 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V12 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V13 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V14 0.00000000 0.000000000 0.000000000 0.00000000 0.997194256 0.00000000
#> V15 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V16 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V17 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V18 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V19 -0.02684330 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V2 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V20 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V21 0.00000000 0.000000000 0.000000000 0.02118437 0.000000000 0.00000000
#> V22 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V23 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V24 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V25 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V26 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V27 0.00000000 -0.998699268 0.000000000 0.00000000 0.000000000 0.00000000
#> V28 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V29 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V3 0.99953674 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V30 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V31 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V32 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V33 0.00000000 0.000000000 -0.999855652 0.00000000 0.000000000 0.00000000
#> V34 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V35 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V36 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V37 0.00000000 0.000000000 0.000000000 0.00000000 0.074636321 0.00000000
#> V38 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V39 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V4 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V40 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V41 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V42 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V43 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V44 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V45 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V46 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V47 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.99907146
#> V48 0.00000000 0.050218537 0.000000000 0.00000000 0.000000000 0.00000000
#> V49 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V5 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V50 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V51 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V52 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V53 -0.01434406 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V54 0.00000000 0.008824404 0.000000000 0.00000000 0.000000000 0.00000000
#> V55 0.00000000 0.000000000 -0.015695506 0.00000000 0.000000000 0.00000000
#> V56 0.00000000 0.000000000 0.000000000 -0.07538821 0.000000000 0.00000000
#> V57 0.00000000 0.000000000 0.000000000 0.00000000 0.005747656 0.00000000
#> V58 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.03258423
#> V59 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.02818654
#> V6 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V60 0.00000000 0.000000000 -0.006505836 0.00000000 0.000000000 0.00000000
#> V7 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V8 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V9 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V59 V6 V60 V7 V8 V9
#> V1 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V10 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V11 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V12 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V13 0.00000000 0.00000000 0.00000000 0.0000000000 -0.99929131 0.0000000
#> V14 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V15 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V16 0.00000000 0.11194316 0.00000000 0.0000000000 0.00000000 0.0000000
#> V17 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V18 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V19 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V2 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V20 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V21 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V22 0.00000000 0.00000000 0.00000000 0.7499045283 0.00000000 0.0000000
#> V23 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V24 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V25 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V26 0.00000000 0.00000000 0.00000000 0.0000000000 -0.01241504 0.0000000
#> V27 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V28 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V29 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V3 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V30 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V31 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 -0.8534725
#> V32 0.00000000 0.00000000 0.00000000 -0.6615458863 0.00000000 0.0000000
#> V33 0.00000000 0.00000000 -0.01560808 0.0000000000 0.00000000 0.0000000
#> V34 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V35 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V36 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V37 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V38 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V39 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V4 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V40 0.00000000 -0.99297995 0.00000000 0.0000000000 0.00000000 0.0000000
#> V41 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V42 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V43 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V44 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 -0.4938223
#> V45 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V46 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V47 0.04279228 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V48 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V49 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V5 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V50 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V51 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V52 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V53 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V54 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V55 0.00000000 0.00000000 0.69721551 0.0000000000 0.00000000 0.0000000
#> V56 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V57 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V58 -0.82646081 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V59 -0.56136562 0.00000000 0.00000000 0.0000000000 0.00000000 0.0000000
#> V6 0.00000000 -0.03820411 0.00000000 0.0000000000 0.00000000 0.0000000
#> V60 0.00000000 0.00000000 0.71669165 0.0000000000 0.00000000 0.0000000
#> V7 0.00000000 0.00000000 0.00000000 -0.0004885776 0.00000000 0.0000000
#> V8 0.00000000 0.00000000 0.00000000 0.0000000000 -0.03553502 0.0000000
#> V9 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.1665059
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2318841