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 66 1 (0.47482014 0.52517986)
#> 2) V11< 0.1994257 60 14 0 (0.76666667 0.23333333)
#> 4) V56< 0.2150611 41 3 0 (0.92682927 0.07317073) *
#> 5) V56>=0.2150611 19 8 1 (0.42105263 0.57894737) *
#> 3) V11>=0.1994257 79 20 1 (0.25316456 0.74683544)
#> 6) V9< 0.01157289 33 16 1 (0.48484848 0.51515152)
#> 12) V41>=-0.6135462 24 8 0 (0.66666667 0.33333333)
#> 24) V32>=0.2558539 16 2 0 (0.87500000 0.12500000) *
#> 25) V32< 0.2558539 8 2 1 (0.25000000 0.75000000) *
#> 13) V41< -0.6135462 9 0 1 (0.00000000 1.00000000) *
#> 7) V9>=0.01157289 46 4 1 (0.08695652 0.91304348) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 1 (0.47482014 0.52517986)
#> 2) V9>=-0.1242185 40 6 0 (0.85000000 0.15000000)
#> 4) V50>=0.3453117 31 1 0 (0.96774194 0.03225806) *
#> 5) V50< 0.3453117 9 4 1 (0.44444444 0.55555556) *
#> 3) V9< -0.1242185 99 32 1 (0.32323232 0.67676768)
#> 6) V7< 0.009731172 20 5 0 (0.75000000 0.25000000) *
#> 7) V7>=0.009731172 79 17 1 (0.21518987 0.78481013)
#> 14) V33>=-0.1055687 7 1 0 (0.85714286 0.14285714) *
#> 15) V33< -0.1055687 72 11 1 (0.15277778 0.84722222) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 1 (0.47482014 0.52517986)
#> 2) V22>=-0.2158107 52 10 0 (0.80769231 0.19230769)
#> 4) V32>=-0.3668424 39 2 0 (0.94871795 0.05128205) *
#> 5) V32< -0.3668424 13 5 1 (0.38461538 0.61538462) *
#> 3) V22< -0.2158107 87 24 1 (0.27586207 0.72413793)
#> 6) V40>=-0.01165138 33 14 0 (0.57575758 0.42424242)
#> 12) V13>=0.0008351991 10 0 0 (1.00000000 0.00000000) *
#> 13) V13< 0.0008351991 23 9 1 (0.39130435 0.60869565)
#> 26) V7< -0.4701949 8 2 0 (0.75000000 0.25000000) *
#> 27) V7>=-0.4701949 15 3 1 (0.20000000 0.80000000) *
#> 7) V40< -0.01165138 54 5 1 (0.09259259 0.90740741) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 1 (0.47482014 0.52517986)
#> 2) V58< 0.2543934 59 14 0 (0.76271186 0.23728814)
#> 4) V37>=-0.1824355 50 6 0 (0.88000000 0.12000000)
#> 8) V18>=-0.9993147 41 1 0 (0.97560976 0.02439024) *
#> 9) V18< -0.9993147 9 4 1 (0.44444444 0.55555556) *
#> 5) V37< -0.1824355 9 1 1 (0.11111111 0.88888889) *
#> 3) V58>=0.2543934 80 21 1 (0.26250000 0.73750000)
#> 6) V54< 0.009278403 19 6 0 (0.68421053 0.31578947) *
#> 7) V54>=0.009278403 61 8 1 (0.13114754 0.86885246) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 1 (0.47482014 0.52517986)
#> 2) V38>=-0.1903228 46 7 0 (0.84782609 0.15217391)
#> 4) V20< 0.7407097 37 1 0 (0.97297297 0.02702703) *
#> 5) V20>=0.7407097 9 3 1 (0.33333333 0.66666667) *
#> 3) V38< -0.1903228 93 27 1 (0.29032258 0.70967742)
#> 6) V19< 0.01213643 12 2 0 (0.83333333 0.16666667) *
#> 7) V19>=0.01213643 81 17 1 (0.20987654 0.79012346)
#> 14) V27< 0.8239624 32 14 1 (0.43750000 0.56250000)
#> 28) V2>=0.01270568 18 6 0 (0.66666667 0.33333333) *
#> 29) V2< 0.01270568 14 2 1 (0.14285714 0.85714286) *
#> 15) V27>=0.8239624 49 3 1 (0.06122449 0.93877551) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 1 (0.47482014 0.52517986)
#> 2) V46>=-0.2489079 43 6 0 (0.86046512 0.13953488)
#> 4) V21>=-0.8044841 35 1 0 (0.97142857 0.02857143) *
#> 5) V21< -0.8044841 8 3 1 (0.37500000 0.62500000) *
#> 3) V46< -0.2489079 96 29 1 (0.30208333 0.69791667)
#> 6) V54< -0.2124948 33 12 0 (0.63636364 0.36363636)
#> 12) V46>=-0.4432284 23 3 0 (0.86956522 0.13043478) *
#> 13) V46< -0.4432284 10 1 1 (0.10000000 0.90000000) *
#> 7) V54>=-0.2124948 63 8 1 (0.12698413 0.87301587) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 1 (0.47482014 0.52517986)
#> 2) V39< 0.1562046 46 7 0 (0.84782609 0.15217391)
#> 4) V26< 0.1895843 39 2 0 (0.94871795 0.05128205) *
#> 5) V26>=0.1895843 7 2 1 (0.28571429 0.71428571) *
#> 3) V39>=0.1562046 93 27 1 (0.29032258 0.70967742)
#> 6) V32>=0.002769428 12 2 0 (0.83333333 0.16666667) *
#> 7) V32< 0.002769428 81 17 1 (0.20987654 0.79012346)
#> 14) V11>=-0.1363453 17 7 0 (0.58823529 0.41176471) *
#> 15) V11< -0.1363453 64 7 1 (0.10937500 0.89062500) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 1 (0.47482014 0.52517986)
#> 2) V37< 0.2351549 47 7 0 (0.85106383 0.14893617)
#> 4) V18< 0.2204907 37 1 0 (0.97297297 0.02702703) *
#> 5) V18>=0.2204907 10 4 1 (0.40000000 0.60000000) *
#> 3) V37>=0.2351549 92 26 1 (0.28260870 0.71739130)
#> 6) V42>=0.728335 34 14 0 (0.58823529 0.41176471)
#> 12) V28>=0.2239323 14 1 0 (0.92857143 0.07142857) *
#> 13) V28< 0.2239323 20 7 1 (0.35000000 0.65000000)
#> 26) V52>=-0.3786718 12 5 0 (0.58333333 0.41666667) *
#> 27) V52< -0.3786718 8 0 1 (0.00000000 1.00000000) *
#> 7) V42< 0.728335 58 6 1 (0.10344828 0.89655172) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 1 (0.47482014 0.52517986)
#> 2) V4>=-0.01963117 58 14 0 (0.75862069 0.24137931)
#> 4) V23>=-0.04770273 48 6 0 (0.87500000 0.12500000)
#> 8) V49>=-0.2931498 41 2 0 (0.95121951 0.04878049) *
#> 9) V49< -0.2931498 7 3 1 (0.42857143 0.57142857) *
#> 5) V23< -0.04770273 10 2 1 (0.20000000 0.80000000) *
#> 3) V4< -0.01963117 81 22 1 (0.27160494 0.72839506)
#> 6) V19< -0.1814872 10 1 0 (0.90000000 0.10000000) *
#> 7) V19>=-0.1814872 71 13 1 (0.18309859 0.81690141)
#> 14) V16>=0.1013096 7 1 0 (0.85714286 0.14285714) *
#> 15) V16< 0.1013096 64 7 1 (0.10937500 0.89062500) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 1 (0.47482014 0.52517986)
#> 2) V36< 0.05650739 58 12 0 (0.79310345 0.20689655)
#> 4) V4>=-0.09272396 45 3 0 (0.93333333 0.06666667) *
#> 5) V4< -0.09272396 13 4 1 (0.30769231 0.69230769) *
#> 3) V36>=0.05650739 81 20 1 (0.24691358 0.75308642)
#> 6) V56< 0.06946508 18 6 0 (0.66666667 0.33333333) *
#> 7) V56>=0.06946508 63 8 1 (0.12698413 0.87301587) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 -0.28991715 0.00000000 0.06292184 0.0000000 0.0000000 0.000000000
#> V10 0.00000000 -0.01782817 0.00000000 0.0000000 0.0000000 0.000000000
#> V11 0.04526544 0.00000000 0.99762124 0.0000000 0.0000000 0.000000000
#> V12 0.00000000 0.00000000 0.00000000 0.5537059 0.0000000 0.000000000
#> V13 0.00000000 0.00000000 0.00000000 0.0000000 0.3869502 0.000000000
#> V14 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.905385496
#> V15 0.00000000 0.00000000 0.00000000 0.0000000 0.7443994 0.000000000
#> V16 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V17 0.00000000 0.00000000 0.00000000 0.0000000 -0.5441867 0.000000000
#> V18 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V19 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V2 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V20 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V21 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V22 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V23 0.00000000 0.00000000 0.00000000 0.3806350 0.0000000 0.000000000
#> V24 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V25 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V26 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V27 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V28 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V29 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V3 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V30 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V31 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V32 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V33 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V34 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V35 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V36 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V37 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V38 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V39 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V4 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V40 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V41 0.00000000 0.00000000 0.00000000 0.7406259 0.0000000 0.000000000
#> V42 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V43 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V44 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V45 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V46 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V47 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V48 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V49 -0.95598069 0.00000000 0.02815501 0.0000000 0.0000000 0.000000000
#> V5 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V50 0.00000000 0.08410437 0.00000000 0.0000000 0.0000000 0.000000000
#> V51 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.005533326
#> V52 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V53 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V54 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V55 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V56 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V57 0.00000000 0.99629745 0.00000000 0.0000000 0.0000000 0.000000000
#> V58 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V59 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V6 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V60 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V7 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V8 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.000000000
#> V9 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.424554456
#> V15 V16 V17 V18 V19 V2
#> V1 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V10 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V11 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V12 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V13 0.2017181 0.0000000 -0.89976628 0.0000000 0.0000000 0.00000000
#> V14 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V15 0.5075294 0.0000000 0.43391640 0.0000000 0.0000000 0.00000000
#> V16 0.0000000 0.7968860 0.00000000 0.0000000 0.0000000 0.00000000
#> V17 0.8376895 0.0000000 -0.04622981 0.0000000 0.0000000 0.00000000
#> V18 0.0000000 0.0000000 0.00000000 0.6440694 0.0000000 0.00000000
#> V19 0.0000000 0.0000000 0.00000000 0.0000000 -0.9036694 0.00000000
#> V2 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.82911103
#> V20 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V21 0.0000000 0.0000000 0.00000000 0.7087915 0.0000000 0.00000000
#> V22 0.0000000 0.1416310 0.00000000 0.0000000 0.0000000 0.00000000
#> V23 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V24 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V25 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V26 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V27 0.0000000 0.0000000 0.00000000 0.0000000 0.1939790 0.00000000
#> V28 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V29 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V3 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 -0.55894666
#> V30 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V31 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V32 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V33 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V34 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V35 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V36 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 -0.01239079
#> V37 0.0000000 0.5872933 0.00000000 0.0000000 0.0000000 0.00000000
#> V38 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V39 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V4 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V40 0.0000000 0.0000000 0.00000000 -0.2877311 0.0000000 0.00000000
#> V41 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V42 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V43 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V44 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V45 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V46 0.0000000 0.0000000 0.00000000 0.0000000 0.3817771 0.00000000
#> V47 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V48 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V49 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V5 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V50 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V51 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V52 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V53 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V54 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V55 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V56 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V57 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V58 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V59 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V6 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V60 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V7 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V8 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V9 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V10 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V11 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V12 0.000000000 0.0000000 0.0000000 0.8312168 0.0000000 0.0000000000
#> V13 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V14 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V15 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V16 0.000000000 0.0000000 -0.2923459 0.0000000 0.0000000 0.0000000000
#> V17 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V18 0.000000000 0.6382898 0.0000000 0.0000000 0.0000000 0.0000000000
#> V19 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V2 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V20 0.560149487 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V21 0.000000000 -0.7052571 0.0000000 0.0000000 0.0000000 0.0000000000
#> V22 0.000000000 0.0000000 -0.7603232 0.0000000 0.0000000 0.0000000000
#> V23 0.000000000 0.0000000 0.0000000 -0.1993651 0.0000000 0.0000000000
#> V24 0.000000000 0.0000000 0.0000000 0.0000000 -0.2638256 0.0000000000
#> V25 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 -0.5300004569
#> V26 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V27 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V28 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V29 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V3 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V30 0.828377133 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V31 -0.004886599 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V32 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 -0.8479971805
#> V33 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V34 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V35 0.000000000 0.0000000 0.0000000 0.0000000 0.1288184 0.0000000000
#> V36 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
#> V37 0.000000000 0.0000000 0.5800367 0.0000000 0.0000000 0.0000000000
#> V38 0.000000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000000
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#> V30 V31 V32 V33 V34 V35
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#> V36 V37 V38 V39 V4 V40
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#> V31 V32 V33 V34 V35 V36
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#> V31 V32 V33 V34 V35 V36
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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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#> V48 V49 V5 V50 V51 V52
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#> V20 V21 V22 V23 V24 V25
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#> V10 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 -0.2289467
#> V11 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V12 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V13 0.00000000 0.9625658 0.000000000 0.000000000 0.00000000 0.0000000
#> V14 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V15 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V16 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V17 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V18 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V19 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V2 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V20 -0.32664073 0.0000000 0.000000000 0.000000000 0.94423518 0.0000000
#> V21 0.00000000 -0.2163247 0.000000000 0.000000000 0.00000000 0.0000000
#> V22 0.00000000 0.0000000 -0.003065390 0.000000000 0.00000000 0.0000000
#> V23 0.00000000 0.0000000 0.000000000 -0.999367931 0.00000000 0.0000000
#> V24 0.94492188 0.0000000 0.000000000 0.000000000 0.32720940 0.0000000
#> V25 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.9680903
#> V26 0.00000000 0.1633116 0.000000000 0.000000000 0.00000000 0.0000000
#> V27 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V28 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V29 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V3 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V30 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V31 0.00000000 0.0000000 -0.001363177 0.000000000 0.00000000 0.0000000
#> V32 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V33 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V34 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V35 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V36 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V37 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V38 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V39 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V4 -0.02069946 0.0000000 0.000000000 0.000000000 0.03679585 0.0000000
#> V40 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V41 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V42 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V43 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V44 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V45 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V46 0.00000000 0.0000000 0.000000000 0.035518288 0.00000000 0.0000000
#> V47 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V48 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 -0.1019051
#> V49 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V5 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V50 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V51 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V52 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V53 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V54 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V55 0.00000000 0.0000000 0.000000000 0.001479465 0.00000000 0.0000000
#> V56 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V57 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V58 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V59 0.00000000 0.0000000 -0.999994373 0.000000000 0.00000000 0.0000000
#> V6 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V60 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V7 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V8 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V9 0.00000000 0.0000000 0.000000000 0.000000000 0.00000000 0.0000000
#> V26 V27 V28 V29 V3 V30
#> V1 0.0000000 0.00000000 0.0000000 0.002798804 0.0000000000 0.00000000
#> V10 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V11 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V12 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V13 0.2705969 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V14 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V15 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V16 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V17 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V18 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V19 0.0000000 0.00000000 0.0000000 0.000000000 -0.0007484887 0.00000000
#> V2 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V20 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V21 0.7321992 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V22 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V23 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V24 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V25 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V26 -0.6250293 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V27 0.0000000 0.02703916 0.0000000 0.000000000 0.0000000000 0.34860395
#> V28 0.0000000 0.00000000 -0.3128402 0.000000000 0.0000000000 0.00000000
#> V29 0.0000000 0.00000000 0.0000000 -0.869795957 0.0000000000 0.00000000
#> V3 0.0000000 0.00000000 0.0000000 0.000000000 -0.0203370832 0.00000000
#> V30 0.0000000 -0.02444404 0.0000000 0.000000000 0.0000000000 -0.93671187
#> V31 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V32 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V33 0.0000000 0.00000000 0.8404282 0.000000000 0.0000000000 0.00000000
#> V34 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V35 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V36 0.0000000 0.00000000 -0.4425058 0.000000000 0.0000000000 0.00000000
#> V37 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V38 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V39 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V4 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V40 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V41 0.0000000 0.00000000 0.0000000 0.493403648 0.0000000000 0.00000000
#> V42 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V43 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V44 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V45 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V46 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V47 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V48 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V49 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V5 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V50 0.0000000 0.99933547 0.0000000 0.000000000 0.0000000000 -0.03234448
#> V51 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V52 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V53 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V54 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V55 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V56 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V57 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V58 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V59 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V6 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V60 0.0000000 0.00000000 0.0000000 0.000000000 0.9997929000 0.00000000
#> V7 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V8 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V9 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000000 0.00000000
#> V31 V32 V33 V34 V35 V36
#> V1 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V10 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V11 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V12 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V13 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V14 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V15 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V16 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V17 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V18 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V19 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V2 0.000000000 0.000000000 0.0000000 0.0000000000 0.006921902 0.00000000
#> V20 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V21 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V22 0.857623515 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V23 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V24 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V25 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V26 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V27 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V28 0.000000000 0.000000000 -0.1028525 0.0000000000 0.000000000 -0.94422053
#> V29 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V3 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V30 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V31 -0.514274431 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V32 0.000000000 0.003425391 0.0000000 0.0000000000 0.000000000 0.00000000
#> V33 0.000000000 0.000000000 0.4331756 0.0000000000 0.000000000 -0.32563673
#> V34 0.000000000 0.000000000 0.0000000 0.0009947101 0.000000000 0.00000000
#> V35 0.000000000 0.000000000 0.0000000 0.0000000000 0.999960101 0.00000000
#> V36 0.000000000 0.000000000 0.8954218 0.0000000000 0.000000000 0.04907461
#> V37 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V38 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V39 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V4 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V40 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V41 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V42 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V43 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V44 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V45 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V46 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V47 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V48 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V49 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V5 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V50 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V51 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V52 0.000000000 -0.998713181 0.0000000 0.0000000000 0.000000000 0.00000000
#> V53 0.000000000 0.000000000 0.0000000 -0.9818432469 0.000000000 0.00000000
#> V54 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V55 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V56 0.000000000 0.000000000 0.0000000 0.0000000000 0.005646609 0.00000000
#> V57 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V58 0.000000000 0.000000000 0.0000000 -0.1896914574 0.000000000 0.00000000
#> V59 -0.001927914 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V6 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V60 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V7 0.000000000 0.050598894 0.0000000 0.0000000000 0.000000000 0.00000000
#> V8 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V9 0.000000000 0.000000000 0.0000000 0.0000000000 0.000000000 0.00000000
#> V37 V38 V39 V4 V40 V41
#> V1 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.999988362
#> V10 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V11 0.00000000 0.1641564 0.7706704 0.000000000 0.0000000 0.000000000
#> V12 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V13 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V14 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V15 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V16 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V17 -0.10282010 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V18 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V19 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V2 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V20 0.00000000 0.0000000 0.0000000 -0.041542262 0.0000000 0.000000000
#> V21 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V22 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V23 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V24 0.00000000 0.0000000 0.0000000 0.007526139 0.0000000 0.000000000
#> V25 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V26 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V27 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V28 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V29 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.004373328
#> V3 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V30 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V31 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V32 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V33 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V34 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V35 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V36 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V37 0.03002465 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V38 0.00000000 -0.6719812 -0.3695913 0.000000000 0.0000000 0.000000000
#> V39 0.00000000 -0.7221454 0.5191045 0.000000000 0.0000000 0.000000000
#> V4 0.00000000 0.0000000 0.0000000 0.999108401 0.0000000 0.000000000
#> V40 0.00000000 0.0000000 0.0000000 0.000000000 -0.2029694 0.000000000
#> V41 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.002037138
#> V42 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V43 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V44 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V45 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V46 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V47 0.00000000 0.0000000 0.0000000 0.000000000 0.9516674 0.000000000
#> V48 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V49 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V5 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V50 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V51 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V52 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V53 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V54 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V55 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V56 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V57 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V58 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V59 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V6 0.99424672 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V60 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V7 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V8 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000 0.000000000
#> V9 0.00000000 0.0000000 0.0000000 0.000000000 0.2305052 0.000000000
#> V42 V43 V44 V45 V46 V47
#> V1 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V10 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V11 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V12 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V13 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V14 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V15 0.8319206 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V16 0.0000000 0.07265460 0.00000000 0.00000000 0.0000000000 0.00000000
#> V17 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V18 -0.5065900 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V19 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V2 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V20 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V21 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V22 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V23 0.0000000 0.00000000 0.00000000 0.00000000 0.0355184460 0.00000000
#> V24 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V25 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V26 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V27 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V28 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V29 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V3 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V30 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V31 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V32 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V33 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V34 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V35 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V36 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V37 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V38 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V39 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V4 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V40 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.97540563
#> V41 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V42 0.2264392 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V43 0.0000000 0.99719592 0.00000000 0.00000000 0.0000000000 0.00000000
#> V44 0.0000000 0.00000000 -0.01842047 0.00000000 0.0000000000 0.00000000
#> V45 0.0000000 0.00000000 0.00000000 0.99854579 0.0000000000 0.00000000
#> V46 0.0000000 0.00000000 0.00000000 0.00000000 0.9993690177 0.00000000
#> V47 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.21716701
#> V48 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V49 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V5 0.0000000 0.00000000 0.99952003 0.00000000 0.0000000000 0.00000000
#> V50 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V51 0.0000000 0.01793338 0.00000000 0.00000000 0.0000000000 0.00000000
#> V52 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V53 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V54 0.0000000 0.00000000 0.00000000 0.01768461 0.0000000000 0.00000000
#> V55 0.0000000 0.00000000 0.00000000 0.00000000 0.0000804126 0.00000000
#> V56 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V57 0.0000000 0.00000000 0.02490777 0.00000000 0.0000000000 0.00000000
#> V58 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V59 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V6 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V60 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V7 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000
#> V8 0.0000000 0.00000000 0.00000000 0.05092696 0.0000000000 0.00000000
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#> V48 V49 V5 V50 V51 V52
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#> V42 V43 V44 V45 V46 V47
#> V1 -0.99882403 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V10 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V11 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V12 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V13 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V14 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V15 0.04123046 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V16 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V17 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V18 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V19 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V2 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V20 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 -0.999923730
#> V21 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V22 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V23 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V24 0.00000000 0.00000000 0.00000000 -0.53370385 0.0000000000 0.000000000
#> V25 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V26 0.00000000 0.00000000 0.03717959 0.00000000 0.0000000000 0.000000000
#> V27 0.00000000 -0.28537665 0.00000000 0.00000000 0.0000000000 0.000000000
#> V28 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V29 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V3 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.003820743
#> V30 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V31 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V32 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V33 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V34 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V35 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V36 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V37 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V38 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V39 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V4 0.00000000 0.00000000 0.00000000 0.04063006 0.0000000000 0.000000000
#> V40 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V41 0.00000000 0.00000000 0.36510567 0.00000000 0.0000000000 0.000000000
#> V42 0.02550701 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V43 0.00000000 -0.95835889 0.00000000 0.00000000 0.0000000000 0.000000000
#> V44 0.00000000 0.00000000 -0.93022338 0.00000000 0.0000000000 0.000000000
#> V45 0.00000000 0.00000000 0.00000000 -0.84469485 0.0000000000 0.000000000
#> V46 0.00000000 0.00000000 0.00000000 0.00000000 0.0003035007 0.000000000
#> V47 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.011744632
#> V48 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V49 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V5 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V50 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V51 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V52 0.00000000 0.00000000 0.00000000 0.00000000 0.0957102380 0.000000000
#> V53 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V54 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V55 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V56 0.00000000 0.00000000 0.00000000 0.00000000 -0.9954091914 0.000000000
#> V57 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V58 0.00000000 -0.01041151 0.00000000 0.00000000 0.0000000000 0.000000000
#> V59 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V6 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V60 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V7 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V8 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V9 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000 0.000000000
#> V48 V49 V5 V50 V51 V52
#> V1 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V10 -0.1710668 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V11 0.1864558 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V12 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V13 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V14 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V15 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V16 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V17 0.0000000 0.000000000 0.00000000 0.000000000 -0.349670802 0.00000000
#> V18 0.0000000 0.000000000 0.00000000 0.745896903 0.000000000 0.00000000
#> V19 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V2 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V20 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V21 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V22 0.0000000 0.000000000 0.00000000 0.666038748 0.000000000 0.00000000
#> V23 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V24 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V25 0.0000000 0.979217419 0.00000000 0.000000000 0.000000000 0.00000000
#> V26 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V27 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V28 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V29 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V3 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V30 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V31 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V32 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V33 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V34 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V35 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V36 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V37 0.0000000 0.202772051 0.00000000 0.000000000 0.000000000 0.00000000
#> V38 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V39 0.0000000 0.000000000 -0.02214097 0.000000000 0.000000000 0.00000000
#> V4 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V40 0.0000000 0.000000000 0.00000000 0.000000000 0.936844519 0.00000000
#> V41 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V42 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V43 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V44 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V45 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V46 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 -0.05103315
#> V47 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V48 -0.9674556 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V49 0.0000000 0.004091725 0.00000000 0.000000000 0.000000000 0.00000000
#> V5 0.0000000 0.000000000 -0.01434349 0.000000000 0.000000000 0.00000000
#> V50 0.0000000 0.000000000 0.00000000 -0.005495166 0.000000000 0.00000000
#> V51 0.0000000 0.000000000 0.00000000 0.000000000 0.007257946 0.00000000
#> V52 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.99411366
#> V53 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V54 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V55 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V56 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.09557011
#> V57 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V58 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V59 0.0000000 0.000000000 0.99965196 0.000000000 0.000000000 0.00000000
#> V6 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V60 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V7 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V8 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V9 0.0000000 0.000000000 0.00000000 0.000000000 0.000000000 0.00000000
#> V53 V54 V55 V56 V57 V58
#> V1 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V10 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V11 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V12 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V13 -0.29901163 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V14 0.00000000 0.00000000 -0.81127844 0.000000000 0.000000000 0.000000000
#> V15 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V16 -0.95418327 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V17 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V18 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V19 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V2 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V20 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V21 0.00000000 0.00000000 0.00000000 0.000000000 0.879245945 0.000000000
#> V22 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V23 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V24 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V25 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V26 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V27 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 -0.001863723
#> V28 0.00000000 0.00000000 0.00000000 0.000000000 -0.476361569 0.000000000
#> V29 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V3 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V30 0.00000000 0.00000000 0.58409994 0.000000000 0.000000000 0.000000000
#> V31 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V32 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V33 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V34 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V35 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V36 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V37 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V38 0.00000000 0.02792211 0.00000000 0.000000000 0.000000000 0.000000000
#> V39 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V4 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V40 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V41 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V42 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V43 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.011418139
#> V44 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V45 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V46 0.00000000 0.00000000 0.00000000 0.998696914 0.000000000 0.000000000
#> V47 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V48 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V49 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V5 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V50 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V51 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V52 0.00000000 0.00000000 0.00000000 0.050769858 0.000000000 0.000000000
#> V53 -0.01123926 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V54 0.00000000 -0.07346456 0.00000000 0.000000000 0.000000000 0.000000000
#> V55 0.00000000 0.00000000 -0.02558429 0.000000000 0.000000000 0.000000000
#> V56 0.00000000 0.00000000 0.00000000 0.005186109 0.000000000 0.000000000
#> V57 0.00000000 0.00000000 0.00000000 0.000000000 0.002494611 0.000000000
#> V58 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 -0.999933074
#> V59 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V6 0.00000000 -0.99690687 0.00000000 0.000000000 0.000000000 0.000000000
#> V60 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V7 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V8 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V9 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.000000000
#> V59 V6 V60 V7 V8 V9
#> V1 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V10 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V11 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V12 0.00000000 0.00000000 0.000000000 0.000000000 0.2444198 0.0000000
#> V13 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V14 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V15 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V16 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V17 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V18 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V19 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V2 0.00000000 0.00000000 0.000000000 0.004734618 0.0000000 0.0000000
#> V20 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V21 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V22 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V23 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.9364678
#> V24 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V25 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V26 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V27 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V28 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V29 0.00000000 0.00000000 0.000000000 0.000000000 -0.9563539 0.0000000
#> V3 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V30 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V31 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V32 0.00000000 0.00000000 -0.677085738 0.000000000 0.0000000 0.0000000
#> V33 0.00000000 0.00000000 0.000000000 -0.996751115 0.0000000 0.0000000
#> V34 0.00000000 0.00000000 0.735897124 0.000000000 0.0000000 0.0000000
#> V35 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V36 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 -0.2952819
#> V37 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V38 0.00000000 0.01509115 0.000000000 0.000000000 0.0000000 0.0000000
#> V39 -0.99894915 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V4 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V40 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V41 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V42 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V43 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V44 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V45 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V46 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V47 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V48 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V49 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V5 0.04045247 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V50 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V51 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V52 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V53 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V54 0.00000000 -0.99715108 0.000000000 0.000000000 0.0000000 0.0000000
#> V55 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V56 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V57 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V58 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V59 -0.02154497 0.00000000 0.000000000 0.000000000 0.0000000 0.0000000
#> V6 0.00000000 0.07390524 0.000000000 0.000000000 0.0000000 0.0000000
#> V60 0.00000000 0.00000000 -0.003213452 0.000000000 0.0000000 0.0000000
#> V7 0.00000000 0.00000000 0.000000000 0.080403973 0.0000000 0.0000000
#> V8 0.00000000 0.00000000 0.000000000 0.000000000 0.1601443 0.0000000
#> V9 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000 -0.1893056
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1449275