Classification Rotation Forest Learner
Source:R/learner_rotationForest_classif_rotationForest.R
mlr_learners_classif.rotationForest.RdClassification using Rotation Forest algorithm.
Training this learner works only for tasks with at least two features.
The task must not have utf8 feature names.
Calls rotationForest::rotationForest() from rotationForest.
Meta Information
Task type: “classif”
Predict Types: “response”, “prob”
Feature Types: “integer”, “numeric”
Required Packages: mlr3, mlr3extralearners, rotationForest
References
Rodriguez, J.J., Kuncheva, L.I., Alonso, C.J. (2006). “Rotation Forest: A New Classifier Ensemble Method.” IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(10), 1619-1630. doi:10.1109/TPAMI.2006.211 .
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/chapters/chapter2/data_and_basic_modeling.html#sec-learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifRotationForest
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
Examples
# Define the Learner
learner = lrn("classif.rotationForest")
print(learner)
#>
#> ── <LearnerClassifRotationForest> (classif.rotationForest): Rotation Forest ────
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3, mlr3extralearners, and rotationForest
#> • Predict Types: [response] and prob
#> • Feature Types: integer and numeric
#> • Encapsulation: none (fallback: -)
#> • Properties: twoclass
#> • Other settings: use_weights = 'error', predict_raw = 'FALSE'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> $models
#> $models[[1]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V11>=-0.1150957 73 21 0 (0.71232877 0.28767123)
#> 4) V23>=-0.08961064 63 12 0 (0.80952381 0.19047619)
#> 8) V31< 0.01236134 55 6 0 (0.89090909 0.10909091) *
#> 9) V31>=0.01236134 8 2 1 (0.25000000 0.75000000) *
#> 5) V23< -0.08961064 10 1 1 (0.10000000 0.90000000) *
#> 3) V11< -0.1150957 66 12 1 (0.18181818 0.81818182)
#> 6) V57< -0.3872181 14 6 0 (0.57142857 0.42857143) *
#> 7) V57>=-0.3872181 52 4 1 (0.07692308 0.92307692) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.4604317 0.5395683)
#> 2) V14< 0.1583609 49 6 0 (0.8775510 0.1224490)
#> 4) V9< 0.8742204 40 0 0 (1.0000000 0.0000000) *
#> 5) V9>=0.8742204 9 3 1 (0.3333333 0.6666667) *
#> 3) V14>=0.1583609 90 21 1 (0.2333333 0.7666667)
#> 6) V20< 0.01333404 33 16 1 (0.4848485 0.5151515)
#> 12) V2< 0.5127517 16 3 0 (0.8125000 0.1875000) *
#> 13) V2>=0.5127517 17 3 1 (0.1764706 0.8235294) *
#> 7) V20>=0.01333404 57 5 1 (0.0877193 0.9122807) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V12>=-0.2324686 58 12 0 (0.79310345 0.20689655)
#> 4) V49>=-0.05455829 41 2 0 (0.95121951 0.04878049) *
#> 5) V49< -0.05455829 17 7 1 (0.41176471 0.58823529) *
#> 3) V12< -0.2324686 81 18 1 (0.22222222 0.77777778)
#> 6) V29>=0.899955 16 6 0 (0.62500000 0.37500000) *
#> 7) V29< 0.899955 65 8 1 (0.12307692 0.87692308)
#> 14) V29< 0.5042718 9 4 0 (0.55555556 0.44444444) *
#> 15) V29>=0.5042718 56 3 1 (0.05357143 0.94642857) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V9>=-0.24957 51 9 0 (0.82352941 0.17647059)
#> 4) V4< 0.08019756 44 3 0 (0.93181818 0.06818182) *
#> 5) V4>=0.08019756 7 1 1 (0.14285714 0.85714286) *
#> 3) V9< -0.24957 88 22 1 (0.25000000 0.75000000)
#> 6) V36>=0.02189234 23 6 0 (0.73913043 0.26086957)
#> 12) V19< 0.3740354 14 0 0 (1.00000000 0.00000000) *
#> 13) V19>=0.3740354 9 3 1 (0.33333333 0.66666667) *
#> 7) V36< 0.02189234 65 5 1 (0.07692308 0.92307692) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V39>=-0.2312333 49 8 0 (0.83673469 0.16326531)
#> 4) V2>=-0.01699071 41 2 0 (0.95121951 0.04878049) *
#> 5) V2< -0.01699071 8 2 1 (0.25000000 0.75000000) *
#> 3) V39< -0.2312333 90 23 1 (0.25555556 0.74444444)
#> 6) V35>=0.7958246 19 5 0 (0.73684211 0.26315789) *
#> 7) V35< 0.7958246 71 9 1 (0.12676056 0.87323944)
#> 14) V30>=-0.6964147 8 3 0 (0.62500000 0.37500000) *
#> 15) V30< -0.6964147 63 4 1 (0.06349206 0.93650794) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V24< 0.2543218 42 5 0 (0.88095238 0.11904762)
#> 4) V16>=-0.8578032 35 1 0 (0.97142857 0.02857143) *
#> 5) V16< -0.8578032 7 3 1 (0.42857143 0.57142857) *
#> 3) V24>=0.2543218 97 27 1 (0.27835052 0.72164948)
#> 6) V22>=-0.2033264 22 7 0 (0.68181818 0.31818182)
#> 12) V16< -0.4676164 14 1 0 (0.92857143 0.07142857) *
#> 13) V16>=-0.4676164 8 2 1 (0.25000000 0.75000000) *
#> 7) V22< -0.2033264 75 12 1 (0.16000000 0.84000000)
#> 14) V20>=-0.004130474 8 1 0 (0.87500000 0.12500000) *
#> 15) V20< -0.004130474 67 5 1 (0.07462687 0.92537313)
#> 30) V50< 0.2526352 7 3 0 (0.57142857 0.42857143) *
#> 31) V50>=0.2526352 60 1 1 (0.01666667 0.98333333) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V39< 0.2082859 42 5 0 (0.88095238 0.11904762) *
#> 3) V39>=0.2082859 97 27 1 (0.27835052 0.72164948)
#> 6) V45>=-0.1112249 48 23 1 (0.47916667 0.52083333)
#> 12) V36>=0.4909234 9 0 0 (1.00000000 0.00000000) *
#> 13) V36< 0.4909234 39 14 1 (0.35897436 0.64102564)
#> 26) V35>=-0.6413726 22 9 0 (0.59090909 0.40909091)
#> 52) V53>=-0.007472667 12 1 0 (0.91666667 0.08333333) *
#> 53) V53< -0.007472667 10 2 1 (0.20000000 0.80000000) *
#> 27) V35< -0.6413726 17 1 1 (0.05882353 0.94117647) *
#> 7) V45< -0.1112249 49 4 1 (0.08163265 0.91836735) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.4604317 0.5395683)
#> 2) V2>=-0.1989714 50 8 0 (0.8400000 0.1600000) *
#> 3) V2< -0.1989714 89 22 1 (0.2471910 0.7528090)
#> 6) V17>=-0.002741105 18 6 0 (0.6666667 0.3333333) *
#> 7) V17< -0.002741105 71 10 1 (0.1408451 0.8591549)
#> 14) V20< -0.3021089 7 3 0 (0.5714286 0.4285714) *
#> 15) V20>=-0.3021089 64 6 1 (0.0937500 0.9062500) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V43>=-0.2130344 47 7 0 (0.85106383 0.14893617)
#> 4) V39>=-0.1161258 40 2 0 (0.95000000 0.05000000) *
#> 5) V39< -0.1161258 7 2 1 (0.28571429 0.71428571) *
#> 3) V43< -0.2130344 92 24 1 (0.26086957 0.73913043)
#> 6) V13>=-0.01585858 49 23 1 (0.46938776 0.53061224)
#> 12) V9>=0.6225122 18 3 0 (0.83333333 0.16666667) *
#> 13) V9< 0.6225122 31 8 1 (0.25806452 0.74193548)
#> 26) V5>=-0.03782779 9 3 0 (0.66666667 0.33333333) *
#> 27) V5< -0.03782779 22 2 1 (0.09090909 0.90909091) *
#> 7) V13< -0.01585858 43 1 1 (0.02325581 0.97674419) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V4>=-0.1159441 43 8 0 (0.81395349 0.18604651)
#> 4) V9>=-0.04231856 35 2 0 (0.94285714 0.05714286) *
#> 5) V9< -0.04231856 8 2 1 (0.25000000 0.75000000) *
#> 3) V4< -0.1159441 96 29 1 (0.30208333 0.69791667)
#> 6) V17>=1.069655 14 1 0 (0.92857143 0.07142857) *
#> 7) V17< 1.069655 82 16 1 (0.19512195 0.80487805)
#> 14) V19>=-0.1040947 14 3 0 (0.78571429 0.21428571) *
#> 15) V19< -0.1040947 68 5 1 (0.07352941 0.92647059) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 0.024987161 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V10 0.000000000 -0.99716052 0.00000000 0.0000000 0.00000000 0.00000000
#> V11 0.000000000 0.00000000 -0.97747030 0.0000000 0.00000000 0.00000000
#> V12 0.000000000 0.00000000 0.00000000 -0.1347893 0.00000000 0.00000000
#> V13 0.000000000 0.00000000 0.00000000 0.0000000 0.99365724 0.00000000
#> V14 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 -0.47240118
#> V15 0.000000000 0.00000000 0.20149765 0.0000000 0.00000000 0.00000000
#> V16 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V17 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V18 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V19 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.01572057
#> V2 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V20 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V21 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V22 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V23 0.000000000 0.00000000 0.00000000 0.0000000 -0.09330731 0.00000000
#> V24 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V25 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V26 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V27 0.000000000 0.00000000 0.06285312 0.0000000 0.00000000 0.00000000
#> V28 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V29 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V3 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V30 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V31 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V32 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V33 0.000000000 0.00000000 0.00000000 0.9146612 0.00000000 0.00000000
#> V34 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V35 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V36 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V37 0.000000000 0.00000000 0.00000000 0.3810864 0.00000000 0.00000000
#> V38 -0.002610545 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V39 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V4 0.000000000 0.00000000 0.00000000 0.0000000 0.06276179 0.00000000
#> V40 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V41 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V42 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V43 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V44 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V45 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V46 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 -0.88124343
#> V47 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V48 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V49 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V5 -0.999684364 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V50 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V51 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V52 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V53 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V54 0.000000000 0.02074097 0.00000000 0.0000000 0.00000000 0.00000000
#> V55 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V56 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V57 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V58 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V59 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V6 0.000000000 0.07239271 0.00000000 0.0000000 0.00000000 0.00000000
#> V60 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V7 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V8 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V9 0.000000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V10 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V11 0.07829938 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V12 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V13 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V14 0.00000000 0.00000000 0.0000000 0.0000000000 0.4123172 0.000000000
#> V15 0.62268404 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V16 0.00000000 -0.14028924 0.0000000 0.0000000000 0.0000000 0.000000000
#> V17 0.00000000 0.00000000 -0.3285643 0.0000000000 0.0000000 0.000000000
#> V18 0.00000000 0.00000000 0.0000000 -0.4484015472 0.0000000 0.000000000
#> V19 0.00000000 0.00000000 0.0000000 0.0000000000 0.8876319 0.000000000
#> V2 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.999392006
#> V20 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V21 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V22 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V23 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V24 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V25 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V26 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.034309397
#> V27 -0.77854595 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V28 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V29 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V3 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V30 0.00000000 0.00000000 0.0000000 -0.8938321664 0.0000000 0.000000000
#> V31 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V32 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V33 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V34 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V35 0.00000000 0.00000000 0.1777047 0.0000000000 0.0000000 0.000000000
#> V36 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V37 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V38 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V39 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V4 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V40 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V41 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V42 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V43 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V44 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V45 0.00000000 0.00000000 -0.9276134 0.0000000000 0.0000000 0.000000000
#> V46 0.00000000 0.00000000 0.0000000 0.0000000000 -0.2051931 0.000000000
#> V47 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V48 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V49 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V5 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V50 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V51 0.00000000 -0.01862856 0.0000000 0.0000000000 0.0000000 0.000000000
#> V52 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V53 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V54 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V55 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V56 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.006203543
#> V57 0.00000000 0.00000000 0.0000000 -0.0003328871 0.0000000 0.000000000
#> V58 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V59 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V6 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V60 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V7 0.00000000 0.98993530 0.0000000 0.0000000000 0.0000000 0.000000000
#> V8 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V9 0.00000000 0.00000000 0.0000000 0.0000000000 0.0000000 0.000000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V10 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V11 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V12 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V13 0.000000000 0.0000000 0.00000000 0.05929075 0.0000000 0.00000000
#> V14 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V15 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V16 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V17 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V18 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V19 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V2 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V20 -0.004954305 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V21 0.000000000 -0.6801329 0.00000000 0.00000000 0.0000000 0.00000000
#> V22 0.000000000 0.0000000 0.15504757 0.00000000 0.0000000 0.00000000
#> V23 0.000000000 0.0000000 0.00000000 -0.03952079 0.0000000 0.00000000
#> V24 0.000000000 0.0000000 0.00000000 0.00000000 0.3496654 0.00000000
#> V25 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 -0.99745768
#> V26 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V27 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V28 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V29 0.000000000 0.7157589 0.00000000 0.00000000 0.0000000 0.00000000
#> V3 0.000000000 0.0000000 -0.04472561 0.00000000 0.0000000 0.00000000
#> V30 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V31 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V32 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V33 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V34 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
#> V35 0.000000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
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#> V31 V32 V33 V34 V35 V36
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#> V20 V21 V22 V23 V24 V25
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#> V26 V27 V28 V29 V3 V30
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#> V31 V32 V33 V34 V35 V36
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#> V37 V38 V39 V4 V40 V41
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#> V26 V27 V28 V29 V3 V30
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#> V57 0.000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000000
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#> V9 0.000000000 0.00000000 0.00000000 0.00000000 0.000000000 0.0000000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V15 -0.00295464 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V17 0.00000000 0.00000000 -0.7673181 0.00000000 0.0000000 0.00000000
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#> V19 0.00000000 0.00000000 0.0000000 0.00000000 0.0856823 0.00000000
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#> V20 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V26 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V27 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V28 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V3 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V32 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V33 0.00000000 -0.06070441 0.0000000 0.00000000 0.0000000 0.00000000
#> V34 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V36 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V37 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V38 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V41 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V42 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V43 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V44 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V45 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V46 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V47 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V49 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V52 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V54 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V55 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V56 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V57 -0.45813481 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V58 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V59 0.88887781 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V60 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V8 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V9 0.00000000 -0.98392719 0.0000000 0.00000000 0.0000000 0.00000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V10 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
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#> V19 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
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#> V20 0.32431467 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V21 0.00000000 -0.44081054 0.0000000 0.4272296 0.0000000 0.00000000
#> V22 0.00000000 0.00000000 -0.7725634 0.0000000 -0.5343620 0.00000000
#> V23 0.00000000 -0.05092192 0.0000000 -0.8899487 0.0000000 0.00000000
#> V24 0.00000000 0.00000000 -0.6230009 0.0000000 0.7422006 0.00000000
#> V25 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 -0.05998252
#> V26 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V27 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V28 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V29 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V3 0.03418745 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V30 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V31 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V32 0.00000000 -0.89615458 0.0000000 -0.1595812 0.0000000 0.00000000
#> V33 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V34 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V35 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V36 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V37 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V38 0.00000000 0.00000000 0.1225386 0.0000000 0.4044693 0.00000000
#> V39 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V4 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V40 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V41 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V42 0.94533127 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V43 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V44 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V45 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V46 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V47 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V48 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.99623872
#> V49 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
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#> V52 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V53 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V54 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V55 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V56 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V57 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V58 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V59 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V6 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V60 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
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#> V8 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V9 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000
#> V26 V27 V28 V29 V3 V30
#> V1 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V10 0.00000000 0.0000000 0.0000000 -0.07290782 0.00000000 0.0000000000
#> V11 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V12 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V13 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V14 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V15 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V16 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V17 0.00000000 0.0000000 0.0000000 -0.59974834 0.00000000 0.0000000000
#> V18 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V19 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V2 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V20 0.00000000 0.0000000 0.0000000 0.00000000 0.01015110 0.0000000000
#> V21 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V22 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V23 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V24 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V25 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V26 -0.98317812 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V27 0.00000000 0.6970306 0.0000000 0.00000000 0.00000000 0.0000000000
#> V28 0.00000000 0.0000000 -0.6329644 0.00000000 0.00000000 0.0000000000
#> V29 0.00000000 0.0000000 0.0000000 -0.79686033 0.00000000 0.0000000000
#> V3 0.00000000 0.0000000 0.0000000 0.00000000 -0.99941494 0.0000000000
#> V30 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 -0.9933462457
#> V31 0.00000000 0.3904482 0.0000000 0.00000000 0.00000000 0.0000000000
#> V32 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V33 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V34 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V35 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V36 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V37 0.00000000 -0.6014137 0.0000000 0.00000000 0.00000000 0.0000000000
#> V38 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V39 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V4 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V40 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V41 0.00000000 0.0000000 -0.7573389 0.00000000 0.00000000 0.0000000000
#> V42 0.00000000 0.0000000 0.0000000 0.00000000 0.03266082 0.0000000000
#> V43 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V44 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V45 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V46 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 -0.1151633134
#> V47 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V48 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V49 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
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#> V52 0.03263696 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V53 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 -0.0008046255
#> V54 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V55 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V56 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V57 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V58 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V59 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
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#> V60 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
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#> V8 0.17970979 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V9 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000000
#> V31 V32 V33 V34 V35 V36
#> V1 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V10 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
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#> V25 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V26 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V27 0.4295148 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V28 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V29 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V3 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V30 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V31 0.4442615 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V32 0.0000000 0.4140541 0.0000000 0.000000000 0.0000000 0.0000000
#> V33 0.0000000 0.0000000 0.6566658 0.000000000 0.0000000 0.0000000
#> V34 0.0000000 0.0000000 0.0000000 -0.999989121 0.0000000 0.0000000
#> V35 0.0000000 0.0000000 0.0000000 0.000000000 0.4419967 -0.6860857
#> V36 0.0000000 0.0000000 0.0000000 0.000000000 -0.6888264 -0.6722529
#> V37 0.7862243 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V38 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V39 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
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#> V41 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V42 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V43 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V44 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V45 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V46 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V47 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V48 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V49 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
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#> V50 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V51 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V52 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V53 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V54 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V55 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V56 0.0000000 0.0000000 0.0000000 0.002704732 0.0000000 0.0000000
#> V57 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V58 0.0000000 0.0000000 0.0000000 -0.003800231 0.0000000 0.0000000
#> V59 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V6 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V60 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V7 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V8 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V9 0.0000000 0.0000000 -0.1660766 0.000000000 0.0000000 0.0000000
#> V37 V38 V39 V4 V40 V41
#> V1 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V10 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V11 0.0000000 0.0000000 0.0000000 0.004448528 0.0000000 0.0000000
#> V12 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
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#> V17 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V18 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V19 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V2 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
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#> V23 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V24 0.0000000 0.2469982 0.0000000 0.000000000 0.0000000 0.0000000
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#> V27 -0.5741649 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V28 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 -0.1275305
#> V29 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V3 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V30 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V31 0.8063386 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V32 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V33 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V34 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
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#> V36 0.0000000 0.0000000 0.0000000 0.000000000 -0.2712826 0.0000000
#> V37 -0.1419606 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V38 0.0000000 -0.9063050 0.0000000 0.000000000 0.0000000 0.0000000
#> V39 0.0000000 0.0000000 -0.1469449 0.000000000 0.0000000 0.0000000
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#> V40 0.0000000 0.0000000 0.0000000 0.000000000 -0.7697275 0.0000000
#> V41 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 -0.1026179
#> V42 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V43 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V44 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V45 0.0000000 0.0000000 0.4135343 0.000000000 0.0000000 0.0000000
#> V46 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V47 0.0000000 0.0000000 -0.8985525 0.000000000 0.0000000 0.0000000
#> V48 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V49 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
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#> V52 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V53 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V54 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V55 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V56 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V57 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V58 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V59 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
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#> V60 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V7 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V8 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V9 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.0000000
#> V42 V43 V44 V45 V46 V47
#> V1 0.0000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V10 0.0000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
#> V11 0.0000000000 0.00000000 0.0000000 0.0000000 0.000000000 0.0000000
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#> V26 V27 V28 V29 V3 V30
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#> V31 V32 V33 V34 V35 V36
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#> V37 V38 V39 V4 V40 V41
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#> V42 V43 V44 V45 V46 V47
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#> V13 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V14 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V15 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V16 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V17 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V18 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V19 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.994749655
#> V2 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V20 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V21 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V22 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V23 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V24 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V25 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V26 0.00000000 0.0000000 0.000000000 0.96813035 0.0000000 0.000000000
#> V27 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V28 0.00000000 0.0000000 0.000000000 0.00000000 -0.6589249 0.000000000
#> V29 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V3 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V30 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V31 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V32 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V33 0.00000000 -0.1676296 0.000000000 0.00000000 0.0000000 0.000000000
#> V34 0.00000000 0.0000000 0.959770862 0.00000000 0.0000000 0.000000000
#> V35 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V36 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V37 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V38 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V39 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V4 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V40 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V41 0.00000000 0.0000000 0.000000000 0.00000000 -0.4791180 0.000000000
#> V42 0.03124279 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V43 0.00000000 0.1225725 0.000000000 0.00000000 0.0000000 0.000000000
#> V44 0.00000000 0.0000000 0.280747050 0.00000000 0.0000000 0.000000000
#> V45 0.00000000 0.0000000 0.000000000 -0.24963906 0.0000000 0.000000000
#> V46 0.00000000 0.0000000 0.000000000 0.00000000 -0.5798827 0.000000000
#> V47 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 -0.102326089
#> V48 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V49 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V5 -0.99855404 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V50 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V51 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V52 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V53 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V54 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V55 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V56 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 -0.001579498
#> V57 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V58 0.00000000 0.0000000 0.004581003 0.00000000 0.0000000 0.000000000
#> V59 0.00000000 0.0000000 0.000000000 -0.02009876 0.0000000 0.000000000
#> V6 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V60 -0.04374617 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V7 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V8 0.00000000 -0.9782005 0.000000000 0.00000000 0.0000000 0.000000000
#> V9 0.00000000 0.0000000 0.000000000 0.00000000 0.0000000 0.000000000
#> V48 V49 V5 V50 V51 V52
#> V1 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V10 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V11 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 -0.94440080
#> V12 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V13 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V14 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V15 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V16 0.00000000 0.000000000 0.000000000 0.000000000 -0.99047117 0.00000000
#> V17 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V18 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V19 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V2 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V20 0.00000000 0.000000000 0.000000000 0.991447436 0.00000000 0.00000000
#> V21 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V22 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V23 -0.00602308 -0.999980142 0.000000000 0.000000000 0.00000000 0.00000000
#> V24 0.00000000 0.000000000 0.000000000 -0.130136144 0.00000000 0.00000000
#> V25 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V26 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V27 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V28 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V29 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V3 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V30 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V31 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V32 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V33 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V34 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V35 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V36 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V37 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V38 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V39 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.32799876
#> V4 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V40 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V41 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V42 0.00000000 0.000000000 0.999498102 0.000000000 0.00000000 0.00000000
#> V43 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V44 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V45 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V46 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V47 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V48 -0.86194997 0.006131751 0.000000000 0.000000000 0.00000000 0.00000000
#> V49 -0.50695756 0.001455147 0.000000000 0.000000000 0.00000000 0.00000000
#> V5 0.00000000 0.000000000 0.030983074 0.000000000 0.00000000 0.00000000
#> V50 0.00000000 0.000000000 0.000000000 -0.009826807 0.00000000 0.00000000
#> V51 0.00000000 0.000000000 0.000000000 0.000000000 -0.00740809 0.00000000
#> V52 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.02288971
#> V53 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V54 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V55 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V56 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V57 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V58 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V59 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V6 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V60 0.00000000 0.000000000 0.006602509 0.000000000 0.00000000 0.00000000
#> V7 0.00000000 0.000000000 0.000000000 0.000000000 -0.13752084 0.00000000
#> V8 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V9 0.00000000 0.000000000 0.000000000 0.000000000 0.00000000 0.00000000
#> V53 V54 V55 V56 V57 V58
#> V1 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V10 0.000000000 -0.02134809 -0.01509508 0.000000000 0.00000000 0.000000000
#> V11 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V12 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V13 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V14 0.466528584 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V15 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V16 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V17 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V18 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V19 0.000000000 0.00000000 0.00000000 0.000809278 0.00000000 0.000000000
#> V2 0.000000000 0.00000000 0.00000000 0.000000000 -0.99919598 0.000000000
#> V20 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V21 0.000000000 0.00000000 0.00000000 0.000000000 -0.02110267 0.000000000
#> V22 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V23 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V24 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V25 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V26 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V27 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V28 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V29 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V3 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V30 -0.884460498 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V31 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V32 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V33 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V34 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.002508184
#> V35 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V36 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V37 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V38 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V39 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V4 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V40 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V41 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V42 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V43 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V44 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 -0.024886643
#> V45 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V46 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V47 0.000000000 0.00000000 0.00000000 -0.007568194 0.00000000 0.000000000
#> V48 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V49 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V5 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V50 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V51 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V52 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V53 0.008983743 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V54 0.000000000 -0.86268579 -0.50506895 0.000000000 0.00000000 0.000000000
#> V55 0.000000000 -0.50528951 0.86294698 0.000000000 0.00000000 0.000000000
#> V56 0.000000000 0.00000000 0.00000000 0.999971033 0.00000000 0.000000000
#> V57 0.000000000 0.00000000 0.00000000 0.000000000 -0.03408912 0.000000000
#> V58 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.999687133
#> V59 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V6 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V60 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V7 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V8 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V9 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V59 V6 V60 V7 V8 V9
#> V1 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V10 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V11 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V12 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V13 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V14 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V15 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V16 0.00000000 0.00000000 0.000000000 -0.13771676 0.0000000 0.00000000
#> V17 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V18 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V19 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V2 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V20 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V21 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V22 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V23 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V24 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V25 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V26 -0.01598708 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V27 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V28 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V29 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V3 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V30 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V31 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V32 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V33 0.00000000 0.00000000 0.000000000 0.00000000 0.1882193 0.00000000
#> V34 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V35 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V36 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V37 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V38 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V39 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V4 0.00000000 0.07442582 0.000000000 0.00000000 0.0000000 -0.99508205
#> V40 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V41 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V42 0.00000000 0.00000000 0.005237572 0.00000000 0.0000000 0.00000000
#> V43 0.00000000 0.00000000 0.000000000 0.00000000 -0.9700098 0.00000000
#> V44 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V45 0.01848741 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V46 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V47 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V48 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V49 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V5 0.00000000 0.00000000 0.043930494 0.00000000 0.0000000 0.00000000
#> V50 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V51 0.00000000 0.00000000 0.000000000 0.06035978 0.0000000 0.00000000
#> V52 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V53 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V54 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V55 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V56 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V57 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V58 0.00000000 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V59 -0.99970127 0.00000000 0.000000000 0.00000000 0.0000000 0.00000000
#> V6 0.00000000 0.99380224 0.000000000 0.00000000 0.0000000 0.07943799
#> V60 0.00000000 0.00000000 -0.999020860 0.00000000 0.0000000 0.00000000
#> V7 0.00000000 0.00000000 0.000000000 0.98863077 0.0000000 0.00000000
#> V8 0.00000000 0.00000000 0.000000000 0.00000000 -0.1538004 0.00000000
#> V9 0.00000000 -0.08257064 0.000000000 0.00000000 0.0000000 0.05917187
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2608696