Classification Neural Network Learner
Source:R/learner_deepnet_classif_nnTrain.R
mlr_learners_classif.nnTrain.RdCalls deepnet::nn.train() from deepnet.
Parameters
| Id | Type | Default | Levels | Range |
| activationfun | character | sigm | sigm, linear, tanh | - |
| batchsize | integer | 100 | \([1, \infty)\) | |
| hidden | untyped | 10L | - | |
| hidden_dropout | numeric | 0 | \([0, 1]\) | |
| initB | untyped | - | - | |
| initW | untyped | - | - | |
| learningrate | numeric | 0.8 | \([0, \infty)\) | |
| learningrate_scale | numeric | 1 | \([0, \infty)\) | |
| max_number_of_layers | integer | - | \([1, \infty)\) | |
| momentum | numeric | 0.5 | \([0, \infty)\) | |
| numepochs | integer | 3 | \([1, \infty)\) | |
| output | character | - | sigm, linear, softmax | - |
| visible_dropout | numeric | 0 | \([0, 1]\) |
References
Rong, Xiao (2022). “deepnet: Deep Learning Toolkit in R.” R package version 0.2.1. doi:10.32614/CRAN.package.deepnet , https://CRAN.R-project.org/package=deepnet.
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 -> LearnerClassifNNTrain
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.nnTrain")
print(learner)
#>
#> ── <LearnerClassifNNTrain> (classif.nnTrain): Training Neural Network by Backpro
#> • Model: -
#> • Parameters: output=softmax
#> • Packages: mlr3 and deepnet
#> • Predict Types: [response] and prob
#> • Feature Types: integer and numeric
#> • Encapsulation: none (fallback: -)
#> • Properties: multiclass and 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)
#> $input_dim
#> [1] 60
#>
#> $output_dim
#> [1] 2
#>
#> $hidden
#> [1] 10
#>
#> $size
#> [1] 60 10 2
#>
#> $activationfun
#> [1] "sigm"
#>
#> $learningrate
#> [1] 0.8
#>
#> $momentum
#> [1] 0.5
#>
#> $learningrate_scale
#> [1] 1
#>
#> $hidden_dropout
#> [1] 0
#>
#> $visible_dropout
#> [1] 0
#>
#> $output
#> [1] "softmax"
#>
#> $W
#> $W[[1]]
#> V1 V10 V11 V12 V13
#> [1,] 0.03755489 -0.05345904 0.07413574 0.0409395130 0.04470012
#> [2,] 0.01724507 -0.08781164 -0.09115436 -0.0314261704 0.05513118
#> [3,] 0.02808371 0.06301293 0.04092664 -0.0835099706 -0.07173368
#> [4,] 0.02667403 -0.02732005 -0.03635375 -0.0863736884 0.02707446
#> [5,] 0.04151032 -0.02467990 0.05637830 -0.0445555410 -0.04642984
#> [6,] 0.01902077 0.01968234 0.09640450 -0.0009623389 0.09827692
#> [7,] -0.05119077 -0.03125849 0.05497694 -0.0145883728 -0.07242121
#> [8,] -0.08826990 -0.06489716 -0.01971414 0.0322195762 0.07468002
#> [9,] -0.04711508 0.06667523 -0.01650491 0.0942196457 0.05160853
#> [10,] -0.01275069 -0.08060874 0.09357424 -0.0828222905 0.06677384
#> V14 V15 V16 V17 V18
#> [1,] 0.053169461 0.054438180 -0.0003120239 -0.094158943 -0.01440544
#> [2,] -0.059180364 -0.067746904 -0.0407896187 0.071881544 0.03929337
#> [3,] -0.002912678 0.038036903 0.0652065127 -0.025040860 -0.05605666
#> [4,] 0.065897297 -0.004291061 -0.0188873814 0.013728239 -0.10128443
#> [5,] -0.037929994 0.036132201 -0.0165993267 0.067189199 0.05419171
#> [6,] -0.051710703 0.019248492 0.0451130578 -0.101427351 -0.05086484
#> [7,] -0.025807653 0.046254485 -0.0146952483 -0.044955349 -0.02676112
#> [8,] 0.079585823 -0.069156997 0.0569866092 -0.046500948 0.03004110
#> [9,] 0.053554236 0.009187923 -0.0445462299 0.019146177 0.05531175
#> [10,] -0.079118451 0.091386554 -0.0771791625 0.005344633 0.06968478
#> V19 V2 V20 V21 V22
#> [1,] 0.097483342 0.073505986 0.09443171 0.0544016726 -0.02663750
#> [2,] -0.037649425 -0.034531663 0.03282728 -0.0563329973 -0.08987573
#> [3,] -0.022225420 0.066750279 -0.08841215 -0.0275808571 0.05834673
#> [4,] 0.053733282 0.006635798 -0.08666840 -0.0318287292 -0.00649416
#> [5,] 0.028071831 0.024146266 -0.03246882 -0.0462554854 -0.04194731
#> [6,] 0.067957875 0.093640457 -0.02343587 -0.0001476187 0.04707355
#> [7,] 0.065919029 -0.089260225 -0.08384494 -0.0347199965 -0.06555507
#> [8,] 0.006406271 0.058670088 0.08673784 0.0463702492 0.07867039
#> [9,] 0.007351465 0.056482227 -0.04274206 0.0383164053 0.05943789
#> [10,] -0.050177145 0.031323240 0.09736841 0.0415101626 -0.05254080
#> V23 V24 V25 V26 V27
#> [1,] 0.05808092 0.08150963 -0.01413858 -0.023567050 0.048109574
#> [2,] 0.03243800 -0.05648900 -0.06341155 -0.009507009 -0.100265357
#> [3,] -0.01270745 -0.06969203 0.06313435 -0.089326882 -0.008462197
#> [4,] 0.02392939 -0.03778481 -0.03844368 -0.069933335 -0.003066582
#> [5,] 0.03837935 -0.03743954 -0.08436635 -0.056532267 -0.086517551
#> [6,] -0.01354901 0.05852586 -0.00113085 -0.036924068 -0.095870855
#> [7,] -0.04703029 -0.08716962 0.07643031 -0.001621239 -0.005957039
#> [8,] -0.02943685 0.02819116 -0.08559782 -0.080690359 -0.082432699
#> [9,] 0.02025714 0.09002538 -0.01986346 0.092390629 -0.002527717
#> [10,] -0.09927198 -0.06040686 -0.06872094 0.020138635 0.020926067
#> V28 V29 V3 V30 V31
#> [1,] -0.100963668 -0.02966688 0.077792628 0.01671411 -0.005798271
#> [2,] 0.024554372 0.07300104 -0.087419164 -0.07461323 -0.027519188
#> [3,] -0.052490130 -0.09848297 0.005318387 0.04999293 0.015449518
#> [4,] -0.062938651 0.05036883 0.011570355 -0.05513397 0.019185277
#> [5,] 0.048805479 -0.06780330 -0.017276724 -0.04727628 0.099343031
#> [6,] -0.099120287 0.07718897 0.009048738 -0.05522941 -0.055935949
#> [7,] -0.004898558 0.06184198 0.061090886 0.09205943 0.053329974
#> [8,] -0.088428145 -0.01757397 -0.081926049 -0.07947095 0.089803010
#> [9,] -0.072295350 -0.07477776 -0.025009650 0.01814821 -0.031774684
#> [10,] -0.086232195 0.03391907 -0.074038786 -0.04167087 0.082615775
#> V32 V33 V34 V35 V36
#> [1,] 0.057760303 -0.01435121 0.040030300 0.085200811 0.01673668
#> [2,] 0.024278180 -0.01102188 0.098496699 -0.025928561 -0.08134423
#> [3,] 0.006875585 -0.05289396 0.062252203 0.062206983 -0.04352017
#> [4,] -0.006009155 -0.08664267 0.041008422 -0.002046986 -0.05905413
#> [5,] 0.018376942 0.06160907 0.024660165 0.015036439 -0.02768964
#> [6,] -0.015429497 0.06371980 -0.074349892 0.082815024 0.05413693
#> [7,] -0.010521687 0.07159498 -0.065000499 -0.073461405 0.07141291
#> [8,] -0.079053158 -0.08432822 -0.001444864 0.082136615 0.07280819
#> [9,] -0.010573267 -0.01716653 -0.073301961 0.084767469 0.04088295
#> [10,] -0.021563540 0.04097704 -0.093332739 0.088190435 0.07295494
#> V37 V38 V39 V4 V40
#> [1,] 0.05329666 -0.04271289 0.015176798 0.045055717 0.008755456
#> [2,] 0.06809798 0.03156119 0.067341337 -0.002634961 0.093249320
#> [3,] 0.03890871 -0.01582385 0.045396180 0.035503601 -0.080714585
#> [4,] -0.05019039 -0.09168533 -0.063052711 0.025649273 -0.061134882
#> [5,] -0.09324645 -0.09272755 -0.016359399 0.077733706 -0.044927884
#> [6,] -0.09878615 0.05012401 0.007000279 0.066045159 0.083723219
#> [7,] 0.05013118 0.01516454 -0.098886907 0.032103900 -0.012705717
#> [8,] 0.01649485 0.09105980 -0.056500418 -0.074197726 -0.097821163
#> [9,] -0.03269326 0.08610291 -0.072417182 -0.022461771 0.044277795
#> [10,] 0.06737780 -0.07029204 -0.077221095 -0.094760081 -0.021284236
#> V41 V42 V43 V44 V45 V46
#> [1,] -0.02697566 -0.074941596 -0.099525772 -0.01152636 0.09301462 -0.01337080
#> [2,] -0.09851093 -0.058140822 0.081421312 -0.04573508 0.02075014 -0.07967052
#> [3,] 0.03218652 -0.062476131 -0.076274067 -0.07736790 0.01840454 -0.03119398
#> [4,] -0.03496428 -0.077815352 -0.019391080 0.07496645 0.09200682 0.01519971
#> [5,] 0.03285883 -0.005306938 0.055545126 -0.04450327 -0.06260982 0.01656852
#> [6,] -0.06010921 0.054590471 0.065862102 -0.05097421 0.05312916 -0.02446316
#> [7,] 0.07289089 0.095616254 -0.045482486 0.01850378 -0.01973512 0.02572835
#> [8,] 0.01414105 0.072504865 -0.067476384 -0.08949753 -0.04759676 0.09117804
#> [9,] 0.03647557 0.031899518 -0.004402913 -0.06425765 0.05269708 0.01238508
#> [10,] 0.09059005 0.085037444 0.052806905 -0.03096133 -0.03940657 0.06390974
#> V47 V48 V49 V5 V50
#> [1,] 0.084975267 -0.02536304 0.015017968 -6.385331e-03 -0.08775192
#> [2,] 0.063382200 -0.04719186 0.097857847 -5.111513e-03 -0.04603529
#> [3,] -0.069801428 -0.08056251 0.009109643 6.740076e-02 -0.04414495
#> [4,] 0.026371838 0.02356471 0.003343483 -7.218995e-02 0.02363362
#> [5,] 0.066086440 -0.04182212 -0.071999628 5.195684e-02 -0.07922126
#> [6,] 0.005876633 0.09174256 -0.022238744 -2.870792e-05 -0.02472155
#> [7,] 0.026978269 0.02627470 0.074070402 5.115253e-02 0.04345156
#> [8,] -0.027229096 0.05258144 0.082477736 -6.503700e-02 0.04527762
#> [9,] 0.059173876 -0.02764353 -0.052194677 -6.061240e-02 -0.06164059
#> [10,] 0.086327625 -0.05438220 -0.052268892 -1.544156e-02 0.02125009
#> V51 V52 V53 V54 V55
#> [1,] 0.036176133 0.02976187 0.001680386 -0.01261224 0.078424534
#> [2,] 0.095577969 0.01693296 0.064822710 0.09286508 0.071691331
#> [3,] -0.082695389 0.08267189 0.060534786 -0.06931986 0.093833271
#> [4,] -0.002084733 0.08006883 0.003982140 0.02524782 -0.001001493
#> [5,] -0.093931196 0.07690634 0.091951651 0.08339818 -0.075060917
#> [6,] 0.082472023 0.09539047 -0.060730219 0.04461760 0.066703093
#> [7,] -0.078253927 0.04159174 -0.080587029 -0.07279005 0.093640810
#> [8,] 0.027622720 -0.04725538 -0.003992701 0.06508543 -0.083630747
#> [9,] 0.048182205 -0.04761902 -0.017332735 0.02496314 0.058763160
#> [10,] -0.059348522 -0.01783568 -0.058840249 -0.05111247 0.080576897
#> V56 V57 V58 V59 V6
#> [1,] -0.08605414 0.070180172 0.023212825 -0.09324137 0.096204244
#> [2,] -0.01032934 -0.043089968 -0.041244863 0.07143630 -0.078183823
#> [3,] -0.09624499 -0.038197335 -0.077608127 0.02302323 0.009152459
#> [4,] -0.09305846 0.023828127 -0.075572677 0.01005572 0.042217533
#> [5,] 0.05386184 0.099222250 0.081722902 0.05485615 0.052650608
#> [6,] -0.09009102 -0.045951552 0.001955671 -0.03838672 -0.056222891
#> [7,] -0.06697689 0.059000438 0.064210239 0.07366294 0.071513264
#> [8,] -0.01146776 0.003414988 -0.027313779 0.09086949 0.053440724
#> [9,] 0.01858488 0.047195249 -0.093082543 -0.09412132 0.035871916
#> [10,] -0.01678350 -0.008660661 -0.024835126 -0.09596398 -0.088980644
#> V60 V7 V8 V9
#> [1,] -8.469751e-02 -0.066557966 0.082525677 0.08963337
#> [2,] -8.292211e-02 -0.017335401 -0.039921734 -0.06338264
#> [3,] 4.907867e-02 -0.092507437 0.027633892 -0.07568949
#> [4,] -1.795628e-02 -0.020190273 -0.090438463 0.04365686
#> [5,] 5.505259e-02 0.008099907 -0.026120932 -0.06316523
#> [6,] 1.326794e-02 0.010914718 -0.057615045 -0.02608552
#> [7,] 8.049077e-02 -0.095837600 -0.060981857 -0.04303605
#> [8,] -1.306478e-05 -0.078609294 -0.045045438 0.08366759
#> [9,] -9.147875e-02 0.028399061 -0.003702719 -0.06200609
#> [10,] 6.030276e-02 -0.100164406 -0.094169400 0.08943314
#>
#> $W[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] -0.02404386 -0.11687826 -0.09673143 -0.01309696 -0.03212495 -0.02391378
#> [2,] -0.01527293 -0.02868547 -0.06187942 0.08937329 0.08278416 -0.03276257
#> [,7] [,8] [,9] [,10]
#> [1,] -0.07491114 -0.01529709 -0.07732236 -0.04081978
#> [2,] 0.11481476 0.02920555 -0.06944875 0.03004715
#>
#>
#> $vW
#> $vW[[1]]
#> V1 V10 V11 V12 V13
#> [1,] -2.699217e-05 -1.960497e-04 -2.803679e-04 -1.689257e-04 -1.010053e-04
#> [2,] 2.469877e-05 1.438823e-04 1.590018e-04 1.442370e-04 1.482233e-04
#> [3,] -3.652266e-05 -2.340205e-04 -3.068264e-04 -1.965026e-04 -1.382274e-04
#> [4,] 8.319749e-05 4.996711e-04 5.898130e-04 4.618924e-04 4.167249e-04
#> [5,] 7.630639e-05 4.592139e-04 5.430594e-04 4.272107e-04 3.881192e-04
#> [6,] -4.942809e-05 -3.310375e-04 -4.418182e-04 -2.948629e-04 -2.166228e-04
#> [7,] 1.633164e-04 9.976298e-04 1.201018e-03 9.154389e-04 8.046327e-04
#> [8,] -1.748624e-06 -2.821982e-05 -6.146022e-05 -1.494420e-05 1.746139e-05
#> [9,] -3.784359e-05 -2.597441e-04 -3.522386e-04 -2.231326e-04 -1.518752e-04
#> [10,] 1.750109e-05 9.354602e-05 9.027192e-05 9.605118e-05 1.109038e-04
#> V14 V15 V16 V17 V18
#> [1,] 0.0002216051 0.0003582349 5.800064e-04 6.538056e-04 7.594616e-04
#> [2,] 0.0002068275 0.0002434034 2.771204e-04 2.448578e-04 2.854270e-04
#> [3,] 0.0001156123 0.0002206790 4.119528e-04 5.050835e-04 5.771339e-04
#> [4,] 0.0003201982 0.0003019930 2.022814e-04 5.170566e-05 7.608742e-05
#> [5,] 0.0003046072 0.0002914869 2.046713e-04 6.788069e-05 9.193330e-05
#> [6,] 0.0001566157 0.0003085080 5.727587e-04 6.905043e-04 7.988638e-04
#> [7,] 0.0004683974 0.0003692353 7.699578e-05 -2.340515e-04 -2.435360e-04
#> [8,] 0.0002038568 0.0002887350 4.140498e-04 4.356902e-04 5.071985e-04
#> [9,] 0.0001832375 0.0003229655 5.591959e-04 6.549025e-04 7.572773e-04
#> [10,] 0.0002274970 0.0002866126 3.581132e-04 3.412464e-04 3.996546e-04
#> V19 V2 V20 V21 V22
#> [1,] 0.0005412169 -2.436772e-05 0.0006863117 0.0009154202 0.0009318851
#> [2,] 0.0003389713 2.803751e-05 0.0004659865 0.0005472494 0.0005036143
#> [3,] 0.0003665028 -3.448802e-05 0.0004268167 0.0005788969 0.0006278268
#> [4,] 0.0003644362 8.763850e-05 0.0005823448 0.0006313484 0.0004932249
#> [5,] 0.0003580697 8.075078e-05 0.0005599140 0.0006039197 0.0004789760
#> [6,] 0.0004957284 -4.763379e-05 0.0006062005 0.0008431102 0.0008924215
#> [7,] 0.0003882817 1.699256e-04 0.0007057527 0.0006733764 0.0004143849
#> [8,] 0.0004257791 1.144475e-06 0.0005589034 0.0007103930 0.0006979569
#> [9,] 0.0005054329 -3.556175e-05 0.0006219240 0.0008405591 0.0008784972
#> [10,] 0.0004065608 2.080582e-05 0.0005540904 0.0006751996 0.0006361472
#> V23 V24 V25 V26 V27
#> [1,] 0.0011814472 0.0014820898 0.0016060801 0.0015847131 0.0013745141
#> [2,] 0.0005311679 0.0005897954 0.0005734602 0.0005456600 0.0005103699
#> [3,] 0.0008216087 0.0010451124 0.0011617777 0.0011578068 0.0009850781
#> [4,] 0.0003946589 0.0003359191 0.0002029138 0.0001451738 0.0002228566
#> [5,] 0.0003867250 0.0003318126 0.0002102155 0.0001576964 0.0002246844
#> [6,] 0.0011823146 0.0015218610 0.0016886230 0.0016714331 0.0014203481
#> [7,] 0.0001063608 -0.0001553206 -0.0004580519 -0.0005437143 -0.0002963419
#> [8,] 0.0008328453 0.0010085798 0.0010623584 0.0010352095 0.0009127943
#> [9,] 0.0011390546 0.0014456428 0.0015830497 0.0015630932 0.0013428512
#> [10,] 0.0007114316 0.0008258895 0.0008354608 0.0008031517 0.0007292606
#> V28 V29 V3 V30 V31
#> [1,] 0.0015871336 2.095653e-03 -6.923780e-06 1.954007e-03 0.0017584500
#> [2,] 0.0005933987 6.482376e-04 3.006661e-05 5.676832e-04 0.0004358370
#> [3,] 0.0011033429 1.507554e-03 -1.927786e-05 1.420158e-03 0.0013222847
#> [4,] 0.0003109353 8.903762e-05 7.845710e-05 -8.225723e-06 -0.0002011646
#> [5,] 0.0003016149 9.963259e-05 7.273948e-05 9.492625e-06 -0.0001711897
#> [6,] 0.0016252257 2.229229e-03 -2.637518e-05 2.099340e-03 0.0019388555
#> [7,] -0.0002460381 -9.045281e-04 1.443225e-04 -1.004443e-03 -0.0012598372
#> [8,] 0.0010561327 1.332269e-03 1.069503e-05 1.223933e-03 0.0010676863
#> [9,] 0.0015409914 2.075994e-03 -1.653467e-05 1.943886e-03 0.0017780130
#> [10,] 0.0008503869 1.002448e-03 2.598134e-05 9.004518e-04 0.0007406533
#> V32 V33 V34 V35 V36
#> [1,] 1.463109e-03 0.0018564825 0.0022802484 0.0023700560 0.0022200624
#> [2,] 3.822507e-04 0.0004224344 0.0004834499 0.0005054485 0.0004523216
#> [3,] 1.084666e-03 0.0013987146 0.0017341242 0.0017892709 0.0016918725
#> [4,] -1.033617e-04 -0.0002860272 -0.0004421455 -0.0004351689 -0.0004689903
#> [5,] -8.844812e-05 -0.0002534083 -0.0003936964 -0.0003899393 -0.0004213930
#> [6,] 1.602173e-03 0.0020648377 0.0025622785 0.0026615567 0.0025021571
#> [7,] -9.410356e-04 -0.0014610261 -0.0019561539 -0.0019932361 -0.0019718417
#> [8,] 8.999235e-04 0.0011088462 0.0013458329 0.0014016337 0.0013006550
#> [9,] 1.473005e-03 0.0018830009 0.0023255508 0.0024105152 0.0022640204
#> [10,] 6.368485e-04 0.0007496279 0.0008889644 0.0009297975 0.0008487964
#> V37 V38 V39 V4 V40
#> [1,] 0.0017910773 1.198982e-03 0.0009506871 5.133118e-05 1.000429e-03
#> [2,] 0.0003821838 3.448612e-04 0.0003375669 5.844037e-05 2.950040e-04
#> [3,] 0.0013655476 8.602130e-04 0.0006421565 1.628659e-05 7.141072e-04
#> [4,] -0.0003490084 4.277674e-07 0.0001764728 1.099697e-04 2.324247e-05
#> [5,] -0.0003108340 7.644628e-06 0.0001658499 1.015542e-04 2.580187e-05
#> [6,] 0.0020076548 1.276477e-03 0.0009686778 3.156580e-05 1.061321e-03
#> [7,] -0.0015359351 -5.998413e-04 -0.0001607144 1.687430e-04 -4.654392e-04
#> [8,] 0.0010566173 7.448202e-04 0.0006206301 5.385298e-05 6.259161e-04
#> [9,] 0.0018240312 1.183805e-03 0.0009146493 3.794733e-05 9.855290e-04
#> [10,] 0.0006978914 5.474359e-04 0.0004945886 6.455315e-05 4.644417e-04
#> V41 V42 V43 V44 V45
#> [1,] 9.332519e-04 6.732380e-04 0.0003033637 -1.077776e-04 -1.611071e-04
#> [2,] 2.848905e-04 2.764597e-04 0.0002184892 1.238814e-04 1.502034e-04
#> [3,] 6.612051e-04 4.418406e-04 0.0001488493 -1.555183e-04 -2.201327e-04
#> [4,] 4.702757e-05 2.132230e-04 0.0003403627 3.978714e-04 5.099023e-04
#> [5,] 4.733412e-05 1.997263e-04 0.0003132154 3.628135e-04 4.645693e-04
#> [6,] 9.866069e-04 6.657584e-04 0.0002372809 -2.160928e-04 -2.993824e-04
#> [7,] -3.947345e-04 3.840128e-05 0.0004572099 7.686025e-04 9.942431e-04
#> [8,] 5.904445e-04 4.581411e-04 0.0002491969 4.130088e-06 -9.153118e-06
#> [9,] 9.161270e-04 6.365594e-04 0.0002531220 -1.599664e-04 -2.296900e-04
#> [10,] 4.434476e-04 3.845314e-04 0.0002597508 9.264132e-05 1.075698e-04
#> V46 V47 V48 V49 V5
#> [1,] 1.207075e-04 1.428598e-04 6.008921e-05 5.880211e-06 1.050683e-04
#> [2,] 1.833511e-04 1.336498e-04 8.804347e-05 4.749137e-05 7.266210e-05
#> [3,] 8.735694e-06 5.885407e-05 8.076122e-06 -2.039309e-05 6.016898e-05
#> [4,] 3.845090e-04 2.334156e-04 1.808141e-04 1.196161e-04 1.005951e-04
#> [5,] 3.518051e-04 2.148946e-04 1.659186e-04 1.091002e-04 9.423042e-05
#> [6,] 3.746732e-05 9.825451e-05 2.154494e-05 -2.269936e-05 9.114681e-05
#> [7,] 6.214604e-04 3.403888e-04 2.903830e-04 2.099179e-04 1.246089e-04
#> [8,] 1.465091e-04 1.343744e-04 7.182106e-05 2.558317e-05 8.703374e-05
#> [9,] 6.822155e-05 1.120450e-04 3.584333e-05 -1.033449e-05 9.322099e-05
#> [10,] 1.937128e-04 1.513417e-04 9.323689e-05 4.530891e-05 8.732293e-05
#> V50 V51 V52 V53 V54
#> [1,] 3.925329e-05 8.580002e-06 8.020900e-06 2.619613e-05 1.332697e-05
#> [2,] 2.158154e-05 1.433748e-05 1.167372e-05 1.168728e-05 9.237144e-06
#> [3,] 2.273303e-05 7.895863e-07 1.562244e-06 1.700974e-05 7.004416e-06
#> [4,] 2.681999e-05 2.951722e-05 2.314369e-05 1.021402e-05 1.349103e-05
#> [5,] 2.471018e-05 2.727087e-05 2.146460e-05 9.682382e-06 1.260793e-05
#> [6,] 3.566911e-05 2.075450e-06 3.136357e-06 2.579643e-05 1.102998e-05
#> [7,] 2.777125e-05 4.845278e-05 3.727240e-05 5.010422e-06 1.759883e-05
#> [8,] 2.948273e-05 1.101083e-05 9.514726e-06 1.839599e-05 1.088620e-05
#> [9,] 3.532926e-05 4.767705e-06 5.097911e-06 2.486440e-05 1.154958e-05
#> [10,] 2.763379e-05 1.482629e-05 1.230047e-05 1.588223e-05 1.107780e-05
#> V55 V56 V57 V58 V59
#> [1,] 3.338004e-05 7.426868e-06 1.569850e-05 7.147774e-06 1.750673e-05
#> [2,] 1.163932e-05 6.567046e-06 6.263487e-06 7.872372e-06 8.312747e-06
#> [3,] 2.253720e-05 3.486008e-06 1.099980e-05 2.302384e-06 1.101672e-05
#> [4,] 5.807030e-06 1.061269e-05 3.572228e-06 1.466523e-05 8.263011e-06
#> [5,] 5.452553e-06 9.966976e-06 3.531636e-06 1.355519e-05 7.727081e-06
#> [6,] 3.449499e-05 5.340414e-06 1.607659e-05 4.153883e-06 1.691742e-05
#> [7,] -6.685450e-06 1.542599e-05 -1.521523e-06 2.261716e-05 5.899741e-06
#> [8,] 2.182683e-05 6.731720e-06 1.066691e-05 7.246616e-06 1.253919e-05
#> [9,] 3.227608e-05 6.093870e-06 1.526673e-05 5.262004e-06 1.649468e-05
#> [10,] 1.729114e-05 7.406525e-06 8.735309e-06 8.646386e-06 1.109303e-05
#> V6 V60 V7 V8 V9
#> [1,] 1.443125e-04 1.152351e-05 1.526334e-04 1.094650e-04 -2.163463e-04
#> [2,] 8.364400e-05 5.898711e-06 9.417152e-05 1.266326e-04 1.252560e-04
#> [3,] 9.213957e-05 7.017783e-06 9.225042e-05 3.891041e-05 -2.415155e-04
#> [4,] 9.520380e-05 6.476723e-06 1.167658e-04 2.292190e-04 4.638206e-04
#> [5,] 8.976405e-05 6.050883e-06 1.098723e-04 2.139560e-04 4.278328e-04
#> [6,] 1.332484e-04 1.070063e-05 1.348175e-04 6.279778e-05 -3.435754e-04
#> [7,] 9.585913e-05 5.813434e-06 1.326170e-04 3.575267e-04 9.446269e-04
#> [8,] 1.111232e-04 8.388002e-06 1.193327e-04 1.140518e-04 -4.676871e-05
#> [9,] 1.338817e-04 1.058636e-05 1.375148e-04 8.001057e-05 -2.740351e-04
#> [10,] 1.039210e-04 7.627626e-06 1.148613e-04 1.369436e-04 7.244226e-05
#>
#> $vW[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 0.05115716 0.05183465 0.05065385 0.04118102 0.04786387 0.04731769
#> [2,] -0.05115716 -0.05183465 -0.05065385 -0.04118102 -0.04786387 -0.04731769
#> [,7] [,8] [,9] [,10]
#> [1,] 0.05307961 0.04834067 0.05077154 0.05193916
#> [2,] -0.05307961 -0.04834067 -0.05077154 -0.05193916
#>
#>
#> $B
#> $B[[1]]
#> [1] 0.09473002 0.09686238 0.09662635 0.09645793 0.09659179 0.09514379
#> [7] 0.09629879 0.09589737 0.09508283 0.09612746
#>
#> $B[[2]]
#> [1] 0.08897581 0.11102419
#>
#>
#> $vB
#> $vB[[1]]
#> [1] 0.0030185029 0.0009481057 0.0021791599 0.0001389019 0.0001583216
#> [6] 0.0032098231 -0.0012819083 0.0019246121 0.0029863036 0.0014534195
#>
#> $vB[[2]]
#> [1] 0.09486015 -0.09486015
#>
#>
#> $post
#> $post[[1]]
#> V1 V10 V11 V12 V13 V14 V15 V16 V17 V18
#> [1,] 0.0635 0.3900 0.4674 0.5632 0.5506 0.4343 0.3052 0.3492 0.3975 0.3875
#> [2,] 0.0131 0.0901 0.0750 0.0844 0.1226 0.1619 0.2317 0.2934 0.3526 0.3657
#> [3,] 0.0135 0.1908 0.1576 0.1112 0.1197 0.1174 0.1415 0.2215 0.2658 0.2713
#> [4,] 0.0225 0.1452 0.1442 0.0948 0.0618 0.1641 0.0708 0.0844 0.2590 0.2679
#> [5,] 0.0235 0.3199 0.2946 0.2484 0.2510 0.1806 0.1413 0.3019 0.3635 0.3887
#> [6,] 0.0115 0.0734 0.0740 0.0622 0.1055 0.1183 0.1721 0.2584 0.3232 0.3817
#> [7,] 0.0283 0.1767 0.1995 0.2869 0.3275 0.3769 0.4169 0.5036 0.6180 0.8025
#> [8,] 0.0181 0.1045 0.0904 0.0671 0.0997 0.1056 0.0346 0.1231 0.1626 0.3652
#> [9,] 0.0079 0.1240 0.1097 0.1215 0.1874 0.3383 0.3227 0.2723 0.3943 0.6432
#> [10,] 0.0323 0.2154 0.3085 0.3425 0.2990 0.1402 0.1235 0.1534 0.1901 0.2429
#> [11,] 0.0522 0.2529 0.2716 0.2374 0.1878 0.0983 0.0683 0.1503 0.1723 0.2339
#> [12,] 0.0249 0.2531 0.2855 0.2961 0.3341 0.4287 0.5205 0.6087 0.7236 0.7577
#> [13,] 0.0187 0.2684 0.3108 0.2933 0.2275 0.0994 0.1801 0.2200 0.2732 0.2862
#> [14,] 0.0099 0.1882 0.1456 0.1892 0.3176 0.1340 0.2169 0.2458 0.2589 0.2786
#> [15,] 0.0368 0.0506 0.0906 0.2545 0.1464 0.1272 0.1223 0.1669 0.1424 0.1285
#> [16,] 0.0298 0.0852 0.2476 0.3645 0.2777 0.2826 0.3237 0.4335 0.5638 0.4555
#> [17,] 0.0305 0.3127 0.2192 0.2621 0.2419 0.2179 0.1159 0.1237 0.0886 0.1755
#> [18,] 0.0180 0.2918 0.3273 0.3035 0.3033 0.2587 0.1682 0.1308 0.2803 0.4519
#> [19,] 0.0715 0.4186 0.4867 0.5249 0.5959 0.6855 0.8573 0.9718 0.8693 0.8711
#> [20,] 0.0087 0.0818 0.1315 0.1862 0.2789 0.2579 0.2240 0.2568 0.2933 0.2991
#> [21,] 0.0340 0.4117 0.5245 0.5341 0.5554 0.3915 0.2950 0.3075 0.3021 0.2719
#> [22,] 0.0260 0.2354 0.2720 0.2442 0.1665 0.0336 0.1302 0.1708 0.2177 0.3175
#> [23,] 0.0308 0.2795 0.3336 0.2940 0.1608 0.3335 0.4985 0.7295 0.7350 0.8253
#> [24,] 0.0164 0.0780 0.1791 0.2681 0.1788 0.1039 0.1980 0.3234 0.3748 0.2586
#> [25,] 0.0071 0.0898 0.0289 0.1554 0.1437 0.1035 0.1424 0.1227 0.0892 0.2047
#> [26,] 0.0100 0.2668 0.3376 0.3282 0.2432 0.1268 0.1278 0.4441 0.6795 0.7051
#> [27,] 0.0599 0.0351 0.1582 0.2023 0.2268 0.2829 0.3819 0.4665 0.6687 0.8647
#> [28,] 0.0428 0.0113 0.1255 0.2473 0.3011 0.3747 0.4520 0.5392 0.6588 0.7113
#> [29,] 0.0119 0.0864 0.2143 0.3720 0.2665 0.2113 0.1103 0.1136 0.1934 0.4142
#> [30,] 0.0068 0.2475 0.1606 0.0922 0.2398 0.3220 0.4295 0.2652 0.0666 0.1442
#> [31,] 0.0208 0.1093 0.1063 0.1179 0.1291 0.1591 0.1680 0.1918 0.1615 0.1647
#> [32,] 0.0039 0.0452 0.0492 0.0996 0.1424 0.1194 0.0628 0.0907 0.1177 0.1429
#> [33,] 0.0260 0.1630 0.1030 0.2187 0.1542 0.2630 0.2940 0.2978 0.0699 0.1401
#> [34,] 0.0093 0.0640 0.0888 0.1599 0.1541 0.2768 0.2176 0.2799 0.3491 0.2824
#> [35,] 0.0269 0.5915 0.6675 0.5679 0.5175 0.3334 0.2002 0.2856 0.2937 0.3424
#> [36,] 0.0270 0.1520 0.1675 0.1370 0.1361 0.1345 0.2144 0.5354 0.6830 0.5600
#> [37,] 0.0333 0.0920 0.1475 0.0522 0.1119 0.0970 0.1174 0.1678 0.1642 0.1205
#> [38,] 0.0294 0.3473 0.4231 0.5044 0.5237 0.4398 0.3236 0.2956 0.3286 0.3231
#> [39,] 0.0139 0.1015 0.1261 0.0828 0.0493 0.0848 0.1514 0.1396 0.1066 0.1923
#> [40,] 0.0108 0.0393 0.1106 0.1412 0.2202 0.2976 0.4116 0.4754 0.5390 0.6279
#> V19 V2 V20 V21 V22 V23 V24 V25 V26 V27
#> [1,] 0.5280 0.0709 0.7198 0.7702 0.8562 0.8688 0.9236 1.0000 0.9662 0.9822
#> [2,] 0.3221 0.0068 0.3093 0.4084 0.4285 0.4663 0.5956 0.6948 0.8386 0.8875
#> [3,] 0.3862 0.0045 0.5717 0.6797 0.8747 1.0000 0.8948 0.8420 0.9174 0.9307
#> [4,] 0.3094 0.0019 0.4678 0.5958 0.7245 0.8773 0.9214 0.9282 0.9942 1.0000
#> [5,] 0.2980 0.0220 0.2219 0.1624 0.1343 0.2046 0.3791 0.5771 0.7545 0.8406
#> [6,] 0.4243 0.0150 0.4217 0.4449 0.4075 0.3306 0.4012 0.4466 0.5218 0.7552
#> [7,] 0.9333 0.0599 0.9399 0.9275 0.9450 0.8328 0.7773 0.7007 0.6154 0.5810
#> [8,] 0.3262 0.0146 0.2995 0.2109 0.2104 0.2085 0.2282 0.0747 0.1969 0.4086
#> [9,] 0.7271 0.0086 0.8673 0.9674 0.9847 0.9480 0.8036 0.6833 0.5136 0.3090
#> [10,] 0.2120 0.0101 0.2395 0.3272 0.5949 0.8302 0.9045 0.9888 0.9912 0.9448
#> [11,] 0.1962 0.0437 0.1395 0.3164 0.5888 0.7631 0.8473 0.9424 0.9986 0.9699
#> [12,] 0.7726 0.0119 0.8098 0.8995 0.9247 0.9365 0.9853 0.9776 1.0000 0.9896
#> [13,] 0.2034 0.0346 0.1740 0.4130 0.6879 0.8120 0.8453 0.8919 0.9300 0.9987
#> [14,] 0.2298 0.0484 0.0656 0.1441 0.1179 0.1668 0.1783 0.2476 0.2570 0.1036
#> [15,] 0.1857 0.0403 0.1136 0.2069 0.0219 0.2400 0.2547 0.0240 0.1923 0.4753
#> [16,] 0.4348 0.0615 0.6433 0.3932 0.1989 0.3540 0.9165 0.9371 0.4620 0.2771
#> [17,] 0.1758 0.0363 0.1540 0.0512 0.1805 0.4039 0.5697 0.6577 0.7474 0.8543
#> [18,] 0.6641 0.0444 0.7683 0.6960 0.4393 0.2432 0.2886 0.4974 0.8172 1.0000
#> [19,] 0.8954 0.0849 0.9922 0.8980 0.8158 0.8373 0.7541 0.5893 0.5488 0.5643
#> [20,] 0.3924 0.0046 0.4691 0.5665 0.6464 0.6774 0.7577 0.8856 0.9419 1.0000
#> [21,] 0.5443 0.0625 0.7932 0.8751 0.8667 0.7107 0.6911 0.7287 0.8792 1.0000
#> [22,] 0.3714 0.0363 0.4552 0.5700 0.7397 0.8062 0.8837 0.9432 1.0000 0.9375
#> [23,] 0.8793 0.0339 0.9657 1.0000 0.8707 0.6471 0.5973 0.8218 0.7755 0.6111
#> [24,] 0.3680 0.0627 0.3508 0.5606 0.5231 0.5469 0.6954 0.6352 0.6757 0.8499
#> [25,] 0.0827 0.0103 0.1524 0.3031 0.1608 0.0667 0.1426 0.0395 0.1653 0.3399
#> [26,] 0.7966 0.0275 0.9401 0.9857 0.8193 0.5789 0.6394 0.7043 0.6875 0.4081
#> [27,] 0.9361 0.0474 0.9367 0.9144 0.9162 0.9311 0.8604 0.7327 0.5763 0.4162
#> [28,] 0.7602 0.0555 0.8672 0.8416 0.7974 0.8385 0.9317 0.8555 0.6162 0.4139
#> [29,] 0.3279 0.0582 0.6222 0.7468 0.7676 0.7867 0.8253 1.0000 0.9481 0.7539
#> [30,] 0.2373 0.0232 0.2595 0.2493 0.3903 0.6384 0.8037 0.7026 0.6874 0.6997
#> [31,] 0.1397 0.0186 0.1426 0.2429 0.2816 0.4290 0.6443 0.9061 1.0000 0.8087
#> [32,] 0.1223 0.0063 0.1104 0.1847 0.3715 0.4382 0.5707 0.6654 0.7476 0.7654
#> [33,] 0.2990 0.0192 0.3915 0.3598 0.2403 0.4208 0.5675 0.6094 0.6323 0.6549
#> [34,] 0.2479 0.0185 0.3005 0.4300 0.4684 0.4520 0.5026 0.6217 0.6571 0.6632
#> [35,] 0.5949 0.0383 0.7526 0.8959 0.8147 0.7109 0.7378 0.7201 0.8254 0.8917
#> [36,] 0.3093 0.0092 0.3226 0.4430 0.5573 0.5782 0.6173 0.8132 0.9819 0.9823
#> [37,] 0.0494 0.0221 0.1544 0.3485 0.6146 0.9146 0.9364 0.8677 0.8772 0.8553
#> [38,] 0.4528 0.0123 0.6339 0.7044 0.8314 0.8449 0.8512 0.9138 0.9985 1.0000
#> [39,] 0.2991 0.0222 0.3247 0.3797 0.5658 0.7483 0.8757 0.9048 0.7511 0.6858
#> [40,] 0.7060 0.0086 0.7918 0.9493 1.0000 0.9645 0.9432 0.8658 0.7895 0.6501
#> V28 V29 V3 V30 V31 V32 V33 V34 V35 V36
#> [1,] 0.7360 0.4158 0.0453 0.2918 0.3280 0.3690 0.3450 0.2863 0.0864 0.3724
#> [2,] 0.6404 0.3308 0.0308 0.3425 0.4920 0.4592 0.3034 0.4366 0.5175 0.5122
#> [3,] 0.9050 0.8228 0.0051 0.6986 0.5831 0.4924 0.4563 0.5159 0.5670 0.5284
#> [4,] 0.9071 0.8545 0.0075 0.7293 0.6499 0.6071 0.5588 0.5967 0.6275 0.5459
#> [5,] 0.8547 0.9036 0.0167 1.0000 0.9646 0.7912 0.6412 0.5986 0.6835 0.7771
#> [6,] 0.9503 1.0000 0.0136 0.9084 0.8283 0.7571 0.7262 0.6152 0.5680 0.5757
#> [7,] 0.4454 0.3707 0.0656 0.2891 0.2185 0.1711 0.3578 0.3947 0.2867 0.2401
#> [8,] 0.6385 0.7970 0.0026 0.7508 0.5517 0.2214 0.4672 0.4479 0.2297 0.3235
#> [9,] 0.0832 0.4019 0.0055 0.2344 0.1905 0.1235 0.1717 0.2351 0.2489 0.3649
#> [10,] 1.0000 0.9092 0.0298 0.7412 0.7691 0.7117 0.5304 0.2131 0.0928 0.1297
#> [11,] 1.0000 0.8630 0.0180 0.6979 0.7717 0.7305 0.5197 0.1786 0.1098 0.1446
#> [12,] 0.9076 0.7306 0.0277 0.5758 0.4469 0.3719 0.2079 0.0955 0.0488 0.1406
#> [13,] 1.0000 0.8104 0.0168 0.6199 0.6041 0.5547 0.4160 0.1472 0.0849 0.0608
#> [14,] 0.5356 0.7124 0.0299 0.6291 0.4756 0.6015 0.7208 0.6234 0.5725 0.7523
#> [15,] 0.7003 0.6825 0.0317 0.6443 0.7063 0.5373 0.6601 0.8708 0.9518 0.9605
#> [16,] 0.6613 0.8028 0.0650 0.4200 0.5192 0.6962 0.5792 0.8889 0.7863 0.7133
#> [17,] 0.9085 0.8668 0.0214 0.8892 0.9065 0.8522 0.7204 0.6200 0.6253 0.6848
#> [18,] 0.9238 0.8519 0.0476 0.7722 0.5772 0.5190 0.6824 0.6220 0.5054 0.3578
#> [19,] 0.5406 0.4783 0.0587 0.4439 0.3698 0.2574 0.1478 0.1743 0.1229 0.1588
#> [20,] 0.8564 0.6790 0.0081 0.5587 0.4147 0.2946 0.2025 0.0688 0.1171 0.2157
#> [21,] 0.9816 0.8984 0.0381 0.6048 0.4934 0.5371 0.4586 0.2908 0.0774 0.2249
#> [22,] 0.7603 0.7123 0.0136 0.8358 0.7622 0.4567 0.1715 0.1549 0.1641 0.1869
#> [23,] 0.4195 0.2990 0.0202 0.1354 0.2438 0.5624 0.5555 0.6963 0.7298 0.7022
#> [24,] 0.8025 0.6563 0.0738 0.8591 0.6655 0.5369 0.3118 0.3763 0.2801 0.0875
#> [25,] 0.4855 0.5206 0.0135 0.5508 0.6102 0.5989 0.6764 0.8897 1.0000 0.9517
#> [26,] 0.1811 0.2064 0.0190 0.3917 0.3791 0.2042 0.2227 0.3341 0.3984 0.5077
#> [27,] 0.4113 0.4146 0.0498 0.3149 0.2936 0.3169 0.3149 0.4132 0.3994 0.4195
#> [28,] 0.3269 0.3108 0.0708 0.2554 0.3367 0.4465 0.5000 0.5111 0.5194 0.4619
#> [29,] 0.6008 0.5437 0.0623 0.5387 0.5619 0.5141 0.6084 0.5621 0.5956 0.6078
#> [30,] 0.8558 1.0000 0.0513 0.9621 0.8996 0.7575 0.6902 0.5686 0.4396 0.4546
#> [31,] 0.6119 0.5260 0.0131 0.3677 0.2746 0.1020 0.1339 0.1582 0.1952 0.1787
#> [32,] 0.8555 0.9720 0.0152 0.9221 0.7502 0.7209 0.7757 0.6055 0.5021 0.4499
#> [33,] 0.7673 1.0000 0.0254 0.8463 0.5509 0.4444 0.5169 0.4268 0.1802 0.0791
#> [34,] 0.7321 0.8534 0.0056 1.0000 0.8448 0.6354 0.6308 0.6211 0.6976 0.5868
#> [35,] 0.9820 0.8179 0.0505 0.4848 0.3203 0.2775 0.2382 0.2911 0.1675 0.3156
#> [36,] 0.9166 0.7423 0.0145 0.7736 0.8473 0.7352 0.6671 0.6083 0.6239 0.5972
#> [37,] 0.8833 1.0000 0.0270 0.8296 0.6601 0.5499 0.5716 0.6859 0.6825 0.5142
#> [38,] 0.7544 0.4661 0.0117 0.3924 0.3849 0.4674 0.4245 0.3095 0.0752 0.2885
#> [39,] 0.7043 0.5864 0.0089 0.3773 0.2206 0.2628 0.2672 0.2907 0.1982 0.2288
#> [40,] 0.4492 0.4739 0.0058 0.6153 0.4929 0.3195 0.3735 0.3336 0.1052 0.0671
#> V37 V38 V39 V4 V40 V41 V42 V43 V44 V45
#> [1,] 0.4649 0.3488 0.1817 0.0333 0.1142 0.1220 0.2621 0.4461 0.4726 0.3263
#> [2,] 0.4746 0.4902 0.4603 0.0311 0.4460 0.4196 0.2873 0.2296 0.0949 0.0095
#> [3,] 0.5144 0.3742 0.2282 0.0289 0.1193 0.1088 0.0431 0.1070 0.0583 0.0046
#> [4,] 0.4786 0.3965 0.2087 0.0097 0.1651 0.1836 0.0652 0.0758 0.0486 0.0353
#> [5,] 0.8084 0.7426 0.6295 0.0516 0.5708 0.4433 0.3361 0.3795 0.4950 0.4373
#> [6,] 0.5324 0.3672 0.1669 0.0076 0.0866 0.0646 0.1891 0.2683 0.2887 0.2341
#> [7,] 0.3619 0.3314 0.3763 0.0229 0.4767 0.4059 0.3661 0.2320 0.1450 0.1017
#> [8,] 0.4480 0.5581 0.6520 0.0141 0.5354 0.2478 0.2268 0.1788 0.0898 0.0536
#> [9,] 0.3382 0.1589 0.0989 0.0250 0.1089 0.1043 0.0839 0.1391 0.0819 0.0678
#> [10,] 0.1159 0.1226 0.1768 0.0564 0.0345 0.1562 0.0824 0.1149 0.1694 0.0954
#> [11,] 0.1066 0.1440 0.1929 0.0292 0.0325 0.1490 0.0328 0.0537 0.1309 0.0910
#> [12,] 0.2554 0.2054 0.1614 0.0760 0.2232 0.1773 0.2293 0.2521 0.1464 0.0673
#> [13,] 0.0969 0.1411 0.1676 0.0177 0.1200 0.1201 0.1036 0.1977 0.1339 0.0902
#> [14,] 0.8712 0.9252 0.9709 0.0297 0.9297 0.8995 0.7911 0.5600 0.2838 0.4407
#> [15,] 0.7712 0.6772 0.6431 0.0293 0.6720 0.6035 0.5155 0.3802 0.2278 0.1522
#> [16,] 0.7615 0.4401 0.3009 0.0921 0.3163 0.2809 0.2898 0.0526 0.1867 0.1553
#> [17,] 0.7337 0.6281 0.5725 0.0227 0.6119 0.5597 0.4965 0.5027 0.5772 0.5907
#> [18,] 0.3809 0.3813 0.3359 0.0698 0.2771 0.3648 0.3834 0.3453 0.2096 0.1031
#> [19,] 0.1803 0.1436 0.1667 0.0218 0.2630 0.2234 0.1239 0.0869 0.2092 0.1499
#> [20,] 0.2216 0.2776 0.2309 0.0230 0.1444 0.1513 0.1745 0.1756 0.1424 0.0908
#> [21,] 0.1602 0.3958 0.6117 0.0257 0.5196 0.2321 0.4370 0.3797 0.4322 0.4892
#> [22,] 0.2655 0.1713 0.0959 0.0272 0.0768 0.0847 0.2076 0.2505 0.1862 0.1439
#> [23,] 0.5468 0.1421 0.4738 0.0889 0.6410 0.4375 0.3178 0.2377 0.2808 0.1374
#> [24,] 0.3319 0.4237 0.1801 0.0608 0.3743 0.4627 0.1614 0.2494 0.3202 0.2265
#> [25,] 0.8459 0.7073 0.6697 0.0494 0.6326 0.5102 0.4161 0.2816 0.1705 0.1421
#> [26,] 0.5534 0.3352 0.2723 0.0371 0.2278 0.2044 0.1986 0.0835 0.0908 0.1380
#> [27,] 0.4532 0.4419 0.4737 0.0387 0.3431 0.3194 0.3370 0.2493 0.2650 0.1748
#> [28,] 0.4234 0.4372 0.4277 0.0618 0.4433 0.3700 0.3324 0.2564 0.2527 0.2137
#> [29,] 0.5025 0.2829 0.0477 0.0600 0.2811 0.3422 0.5147 0.4372 0.2470 0.1708
#> [30,] 0.2959 0.1587 0.1681 0.0444 0.0842 0.1173 0.1754 0.2728 0.1705 0.0194
#> [31,] 0.0429 0.1096 0.1762 0.0211 0.2481 0.3150 0.2920 0.1902 0.0696 0.0758
#> [32,] 0.3947 0.4281 0.4427 0.0336 0.3749 0.1972 0.0511 0.0793 0.1269 0.1533
#> [33,] 0.0535 0.1906 0.2561 0.0061 0.2153 0.2769 0.2841 0.1733 0.0815 0.0335
#> [34,] 0.4889 0.3683 0.2043 0.0064 0.1469 0.2220 0.1449 0.1490 0.1211 0.1144
#> [35,] 0.1869 0.3391 0.5993 0.0707 0.4124 0.1181 0.3651 0.4655 0.4777 0.3517
#> [36,] 0.5715 0.5242 0.2924 0.0278 0.1536 0.2003 0.2031 0.2207 0.1778 0.1353
#> [37,] 0.2750 0.1358 0.1551 0.0481 0.2646 0.1994 0.1883 0.2746 0.1651 0.0575
#> [38,] 0.4072 0.3170 0.2863 0.0113 0.2634 0.0541 0.1874 0.3459 0.4646 0.4366
#> [39,] 0.3186 0.2871 0.2921 0.0108 0.2806 0.2682 0.2112 0.1513 0.1789 0.1850
#> [40,] 0.0379 0.0461 0.1694 0.0460 0.2169 0.1677 0.0644 0.0159 0.0778 0.0653
#> V46 V47 V48 V49 V5 V50 V51 V52 V53 V54
#> [1,] 0.1423 0.0390 0.0406 0.0311 0.0185 0.0086 0.0154 0.0048 0.0025 0.0087
#> [2,] 0.0527 0.0383 0.0107 0.0108 0.0085 0.0077 0.0109 0.0062 0.0028 0.0040
#> [3,] 0.0473 0.0408 0.0290 0.0192 0.0561 0.0094 0.0025 0.0037 0.0084 0.0102
#> [4,] 0.0297 0.0241 0.0379 0.0119 0.0445 0.0073 0.0051 0.0034 0.0129 0.0100
#> [5,] 0.2404 0.1128 0.1654 0.0933 0.0746 0.0225 0.0214 0.0221 0.0152 0.0083
#> [6,] 0.1668 0.1015 0.1195 0.0704 0.0211 0.0167 0.0107 0.0091 0.0016 0.0084
#> [7,] 0.1111 0.0655 0.0271 0.0244 0.0839 0.0179 0.0109 0.0147 0.0170 0.0158
#> [8,] 0.0374 0.0990 0.0956 0.0317 0.0421 0.0142 0.0076 0.0223 0.0255 0.0145
#> [9,] 0.0663 0.1202 0.0692 0.0152 0.0344 0.0266 0.0174 0.0176 0.0127 0.0088
#> [10,] 0.0080 0.0790 0.1255 0.0647 0.0760 0.0179 0.0051 0.0061 0.0093 0.0135
#> [11,] 0.0757 0.1059 0.1005 0.0535 0.0351 0.0235 0.0155 0.0160 0.0029 0.0051
#> [12,] 0.0965 0.1492 0.1128 0.0463 0.1218 0.0193 0.0140 0.0027 0.0068 0.0150
#> [13,] 0.1085 0.1521 0.1363 0.0858 0.0393 0.0290 0.0203 0.0116 0.0098 0.0199
#> [14,] 0.5507 0.4331 0.2905 0.1981 0.0652 0.0779 0.0396 0.0173 0.0149 0.0115
#> [15,] 0.0801 0.0804 0.0752 0.0566 0.0820 0.0175 0.0058 0.0091 0.0160 0.0160
#> [16,] 0.1633 0.1252 0.0748 0.0452 0.1615 0.0064 0.0154 0.0031 0.0153 0.0071
#> [17,] 0.4803 0.3877 0.2779 0.1427 0.0456 0.0424 0.0271 0.0200 0.0070 0.0070
#> [18,] 0.0798 0.0701 0.0526 0.0241 0.1615 0.0117 0.0122 0.0122 0.0114 0.0098
#> [19,] 0.0676 0.0899 0.0927 0.0658 0.0862 0.0086 0.0216 0.0153 0.0121 0.0096
#> [20,] 0.0138 0.0469 0.0480 0.0159 0.0586 0.0045 0.0015 0.0052 0.0038 0.0079
#> [21,] 0.1901 0.0940 0.1364 0.0906 0.0441 0.0144 0.0329 0.0141 0.0019 0.0067
#> [22,] 0.1470 0.0991 0.0041 0.0154 0.0214 0.0116 0.0181 0.0146 0.0129 0.0047
#> [23,] 0.1136 0.1034 0.0688 0.0422 0.1570 0.0117 0.0070 0.0167 0.0127 0.0138
#> [24,] 0.1146 0.0476 0.0943 0.0824 0.0233 0.0171 0.0244 0.0258 0.0143 0.0226
#> [25,] 0.0971 0.0879 0.0863 0.0355 0.0253 0.0233 0.0252 0.0043 0.0048 0.0076
#> [26,] 0.1948 0.1211 0.0843 0.0589 0.0416 0.0247 0.0118 0.0088 0.0104 0.0036
#> [27,] 0.0932 0.0530 0.0081 0.0342 0.1026 0.0137 0.0028 0.0013 0.0005 0.0227
#> [28,] 0.1789 0.1010 0.0528 0.0453 0.1215 0.0118 0.0009 0.0142 0.0179 0.0079
#> [29,] 0.1343 0.0838 0.0755 0.0304 0.1397 0.0074 0.0069 0.0025 0.0103 0.0074
#> [30,] 0.0213 0.0354 0.0420 0.0093 0.0249 0.0204 0.0199 0.0173 0.0163 0.0055
#> [31,] 0.0910 0.0441 0.0244 0.0265 0.0610 0.0095 0.0140 0.0074 0.0063 0.0081
#> [32,] 0.0690 0.0402 0.0534 0.0228 0.0310 0.0073 0.0062 0.0062 0.0120 0.0052
#> [33,] 0.0933 0.1018 0.0309 0.0208 0.0352 0.0318 0.0132 0.0118 0.0120 0.0051
#> [34,] 0.0791 0.0365 0.0152 0.0085 0.0260 0.0120 0.0022 0.0069 0.0064 0.0129
#> [35,] 0.0920 0.1227 0.1785 0.1085 0.1313 0.0300 0.0346 0.0167 0.0199 0.0145
#> [36,] 0.1373 0.0749 0.0472 0.0325 0.0412 0.0179 0.0045 0.0084 0.0010 0.0018
#> [37,] 0.0695 0.0598 0.0456 0.0021 0.0679 0.0068 0.0036 0.0022 0.0032 0.0060
#> [38,] 0.2581 0.1319 0.0505 0.0112 0.0497 0.0059 0.0041 0.0056 0.0104 0.0079
#> [39,] 0.1717 0.0898 0.0656 0.0445 0.0215 0.0110 0.0024 0.0062 0.0072 0.0113
#> [40,] 0.0210 0.0509 0.0387 0.0262 0.0752 0.0101 0.0161 0.0029 0.0078 0.0114
#> V55 V56 V57 V58 V59 V6 V60 V7 V8 V9
#> [1,] 0.0072 0.0095 0.0086 0.0085 0.0040 0.1260 0.0051 0.1015 0.1918 0.3362
#> [2,] 0.0075 0.0039 0.0053 0.0013 0.0052 0.0767 0.0023 0.0771 0.0640 0.0726
#> [3,] 0.0096 0.0024 0.0037 0.0028 0.0030 0.0929 0.0030 0.1031 0.0883 0.1596
#> [4,] 0.0044 0.0057 0.0030 0.0035 0.0021 0.0906 0.0027 0.0889 0.0655 0.1624
#> [5,] 0.0058 0.0023 0.0057 0.0052 0.0027 0.1121 0.0021 0.1258 0.1717 0.3074
#> [6,] 0.0064 0.0026 0.0029 0.0037 0.0070 0.1058 0.0041 0.1023 0.0440 0.0931
#> [7,] 0.0046 0.0073 0.0054 0.0033 0.0045 0.1673 0.0079 0.1154 0.1098 0.1370
#> [8,] 0.0233 0.0041 0.0018 0.0048 0.0089 0.0473 0.0085 0.0361 0.0741 0.1398
#> [9,] 0.0098 0.0019 0.0059 0.0058 0.0059 0.0546 0.0032 0.0528 0.0958 0.1009
#> [10,] 0.0063 0.0063 0.0034 0.0032 0.0062 0.0958 0.0067 0.0990 0.1018 0.1030
#> [11,] 0.0062 0.0089 0.0140 0.0138 0.0077 0.1171 0.0031 0.1257 0.1178 0.1258
#> [12,] 0.0012 0.0133 0.0048 0.0244 0.0077 0.1538 0.0074 0.1192 0.1229 0.2119
#> [13,] 0.0033 0.0101 0.0065 0.0115 0.0193 0.1630 0.0157 0.2028 0.1694 0.2328
#> [14,] 0.0202 0.0139 0.0029 0.0160 0.0106 0.1077 0.0134 0.2363 0.2385 0.0075
#> [15,] 0.0081 0.0070 0.0135 0.0067 0.0078 0.1342 0.0068 0.1161 0.0663 0.0155
#> [16,] 0.0212 0.0076 0.0152 0.0049 0.0200 0.2294 0.0073 0.2176 0.2033 0.1459
#> [17,] 0.0086 0.0089 0.0074 0.0042 0.0055 0.0665 0.0021 0.0939 0.0972 0.2535
#> [18,] 0.0027 0.0025 0.0026 0.0050 0.0073 0.0887 0.0022 0.0596 0.1071 0.3175
#> [19,] 0.0196 0.0042 0.0066 0.0099 0.0083 0.1801 0.0124 0.1916 0.1896 0.2960
#> [20,] 0.0114 0.0050 0.0030 0.0064 0.0058 0.0682 0.0030 0.0993 0.0717 0.0576
#> [21,] 0.0099 0.0042 0.0057 0.0051 0.0033 0.1027 0.0058 0.1287 0.1850 0.2647
#> [22,] 0.0039 0.0061 0.0040 0.0036 0.0061 0.0338 0.0115 0.0655 0.1400 0.1843
#> [23,] 0.0090 0.0051 0.0029 0.0122 0.0056 0.1750 0.0020 0.0920 0.1353 0.1593
#> [24,] 0.0187 0.0185 0.0110 0.0094 0.0078 0.1048 0.0112 0.1338 0.0644 0.1522
#> [25,] 0.0124 0.0105 0.0054 0.0032 0.0073 0.0806 0.0063 0.0701 0.0738 0.0117
#> [26,] 0.0088 0.0047 0.0117 0.0020 0.0091 0.0201 0.0058 0.0314 0.0651 0.1896
#> [27,] 0.0209 0.0081 0.0117 0.0114 0.0112 0.0773 0.0100 0.0853 0.0447 0.1094
#> [28,] 0.0060 0.0131 0.0089 0.0084 0.0113 0.1524 0.0049 0.1543 0.0391 0.0610
#> [29,] 0.0123 0.0069 0.0076 0.0073 0.0030 0.1883 0.0138 0.1422 0.1447 0.0487
#> [30,] 0.0045 0.0068 0.0041 0.0052 0.0194 0.0637 0.0105 0.0422 0.1130 0.1911
#> [31,] 0.0087 0.0044 0.0028 0.0019 0.0049 0.0613 0.0023 0.0612 0.0506 0.0989
#> [32,] 0.0056 0.0093 0.0042 0.0003 0.0053 0.0284 0.0036 0.0396 0.0272 0.0323
#> [33,] 0.0070 0.0015 0.0035 0.0008 0.0044 0.0701 0.0077 0.1263 0.1080 0.1523
#> [34,] 0.0114 0.0054 0.0089 0.0050 0.0058 0.0458 0.0025 0.0470 0.0057 0.0425
#> [35,] 0.0081 0.0045 0.0043 0.0027 0.0055 0.2103 0.0057 0.2263 0.2524 0.3595
#> [36,] 0.0068 0.0039 0.0120 0.0132 0.0070 0.0757 0.0088 0.1026 0.1138 0.0794
#> [37,] 0.0054 0.0063 0.0143 0.0132 0.0051 0.0981 0.0041 0.0843 0.1172 0.0759
#> [38,] 0.0014 0.0054 0.0015 0.0006 0.0081 0.0998 0.0043 0.1326 0.1117 0.2984
#> [39,] 0.0012 0.0022 0.0025 0.0059 0.0039 0.0136 0.0048 0.0659 0.0954 0.0786
#> [40,] 0.0083 0.0058 0.0003 0.0023 0.0026 0.0887 0.0027 0.1015 0.0494 0.0472
#>
#> $post[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6] [,7]
#> [1,] 0.6085779 0.4349853 0.4378658 0.4320692 0.4362737 0.5191424 0.4897909
#> [2,] 0.5668854 0.4823050 0.4830028 0.4267078 0.4716378 0.5049772 0.5176991
#> [3,] 0.5944476 0.4634043 0.4742503 0.4288825 0.4553675 0.5046075 0.5076603
#> [4,] 0.5908579 0.4647310 0.4727383 0.4277204 0.4551966 0.4983826 0.5177486
#> [5,] 0.5759041 0.4885769 0.4623094 0.4172895 0.4557379 0.5102236 0.5616748
#> [6,] 0.5707520 0.4936583 0.4673010 0.4500517 0.4855421 0.5025627 0.5516895
#> [7,] 0.6084094 0.4654450 0.4557158 0.4224900 0.4744160 0.5314606 0.4848392
#> [8,] 0.5483840 0.5335445 0.4795641 0.4468177 0.4907252 0.5218810 0.5389629
#> [9,] 0.6121096 0.4691233 0.4721622 0.4587898 0.4736982 0.5383865 0.4841077
#> [10,] 0.5677484 0.4571690 0.4600896 0.4455397 0.4728815 0.5027160 0.5350208
#> [11,] 0.5635319 0.4546804 0.4675203 0.4495793 0.4759443 0.4980640 0.5350492
#> [12,] 0.5945715 0.4404293 0.4364322 0.4240025 0.4623807 0.5027289 0.5018941
#> [13,] 0.5617627 0.4539677 0.4563830 0.4481933 0.4731287 0.5028008 0.5216408
#> [14,] 0.5488313 0.5334786 0.4607718 0.4096457 0.4795221 0.5611762 0.5658219
#> [15,] 0.5666435 0.5235566 0.4845214 0.4272131 0.4951089 0.5340107 0.5506552
#> [16,] 0.6134992 0.4962976 0.4716807 0.4225399 0.4774517 0.5266644 0.5241621
#> [17,] 0.5773393 0.4851324 0.4467975 0.4311997 0.4552839 0.5219248 0.5667026
#> [18,] 0.5868769 0.4706184 0.4490293 0.4193740 0.4714650 0.5083242 0.5353928
#> [19,] 0.6270131 0.4374225 0.4558744 0.4422045 0.4811999 0.5263036 0.4787163
#> [20,] 0.5664021 0.4612704 0.4592886 0.4433925 0.4542044 0.5038814 0.5182494
#> [21,] 0.5994870 0.4526972 0.4231349 0.4242455 0.4353041 0.5406562 0.5007550
#> [22,] 0.5783562 0.4463894 0.4647744 0.4425707 0.4603959 0.5008987 0.5247162
#> [23,] 0.6265869 0.4616244 0.4697150 0.4065588 0.4801160 0.5338485 0.4890183
#> [24,] 0.5733254 0.4698794 0.4695555 0.4479404 0.4691514 0.5001630 0.5308900
#> [25,] 0.5694701 0.5284830 0.5002152 0.4272357 0.4884702 0.5375773 0.5404420
#> [26,] 0.6098832 0.4646874 0.4730864 0.4248280 0.4672093 0.5280684 0.4959664
#> [27,] 0.6105456 0.4803789 0.4586179 0.4236056 0.4766234 0.5336918 0.4856444
#> [28,] 0.6157932 0.4752587 0.4609193 0.4232527 0.4789314 0.5407139 0.4881986
#> [29,] 0.5954188 0.4519601 0.4521139 0.4127431 0.4626443 0.5265533 0.5254245
#> [30,] 0.5806908 0.4657365 0.4793445 0.4537119 0.4855618 0.5154268 0.5464312
#> [31,] 0.5431146 0.4681329 0.4762209 0.4589304 0.4690875 0.5115871 0.5320728
#> [32,] 0.5618756 0.5023941 0.4832129 0.4421535 0.4711646 0.5104451 0.5470526
#> [33,] 0.5622113 0.4789259 0.4675867 0.4549188 0.4806666 0.5146290 0.5430494
#> [34,] 0.5741636 0.4807527 0.4909772 0.4433275 0.4805787 0.5040508 0.5454707
#> [35,] 0.5998978 0.4483076 0.4249213 0.4255135 0.4392127 0.5450135 0.4893483
#> [36,] 0.5667765 0.4756165 0.4764590 0.4160137 0.4763987 0.4876648 0.5330261
#> [37,] 0.5733616 0.4719940 0.4772133 0.4463335 0.4750085 0.5157654 0.5273924
#> [38,] 0.6063105 0.4465922 0.4381627 0.4400355 0.4389376 0.5175084 0.4931088
#> [39,] 0.5675795 0.4769725 0.4743985 0.4511186 0.4595910 0.5193341 0.5184266
#> [40,] 0.6024990 0.4558966 0.4709587 0.4467190 0.4812295 0.5127665 0.4918303
#> [,8] [,9] [,10]
#> [1,] 0.4932027 0.5907605 0.4894107
#> [2,] 0.4910148 0.5713138 0.5176277
#> [3,] 0.4918588 0.5672654 0.4921569
#> [4,] 0.4807217 0.5677709 0.4963520
#> [5,] 0.4684194 0.5498181 0.5302975
#> [6,] 0.4878629 0.5305742 0.5289026
#> [7,] 0.5300396 0.5929055 0.5064493
#> [8,] 0.5012182 0.5241394 0.5193301
#> [9,] 0.5528713 0.5885828 0.5147575
#> [10,] 0.4445093 0.5532916 0.4747869
#> [11,] 0.4443398 0.5528219 0.4751144
#> [12,] 0.4863717 0.5843695 0.4892764
#> [13,] 0.4507961 0.5587065 0.4741587
#> [14,] 0.5028285 0.5611659 0.5425701
#> [15,] 0.5127799 0.5460251 0.5442744
#> [16,] 0.5160591 0.5584478 0.5130629
#> [17,] 0.4606869 0.5564150 0.5287667
#> [18,] 0.4850480 0.5482891 0.5421650
#> [19,] 0.5313337 0.5907649 0.4984134
#> [20,] 0.4755660 0.5666305 0.4913239
#> [21,] 0.4716567 0.5727346 0.4870413
#> [22,] 0.4741333 0.5690074 0.5007256
#> [23,] 0.5145301 0.5867327 0.5274952
#> [24,] 0.4738871 0.5591498 0.4948105
#> [25,] 0.5273120 0.5502810 0.5538370
#> [26,] 0.5559482 0.5927614 0.5348446
#> [27,] 0.5341970 0.5869684 0.5105219
#> [28,] 0.5293664 0.5944375 0.5084224
#> [29,] 0.5019877 0.5922601 0.5228960
#> [30,] 0.4683536 0.5384609 0.5066074
#> [31,] 0.4691462 0.5624520 0.5050687
#> [32,] 0.4560395 0.5393663 0.4978994
#> [33,] 0.4704010 0.5348569 0.5016350
#> [34,] 0.4962098 0.5544236 0.5243261
#> [35,] 0.4784834 0.5727402 0.4755637
#> [36,] 0.4755939 0.5625248 0.5125657
#> [37,] 0.4593108 0.5555440 0.4933361
#> [38,] 0.4773892 0.5857810 0.4868599
#> [39,] 0.4762270 0.5597751 0.4858109
#> [40,] 0.5031696 0.5790774 0.4863601
#>
#> $post[[3]]
#> [,1] [,2]
#> [1,] 0.5874405 0.4125595
#> [2,] 0.5860970 0.4139030
#> [3,] 0.5864844 0.4135156
#> [4,] 0.5859333 0.4140667
#> [5,] 0.5846780 0.4153220
#> [6,] 0.5841693 0.4158307
#> [7,] 0.5887672 0.4112328
#> [8,] 0.5846906 0.4153094
#> [9,] 0.5894010 0.4105990
#> [10,] 0.5838041 0.4161959
#> [11,] 0.5836571 0.4163429
#> [12,] 0.5861483 0.4138517
#> [13,] 0.5840538 0.4159462
#> [14,] 0.5861215 0.4138785
#> [15,] 0.5861342 0.4138658
#> [16,] 0.5874189 0.4125811
#> [17,] 0.5846134 0.4153866
#> [18,] 0.5853185 0.4146815
#> [19,] 0.5888569 0.4111431
#> [20,] 0.5850728 0.4149272
#> [21,] 0.5867229 0.4132771
#> [22,] 0.5852572 0.4147428
#> [23,] 0.5892484 0.4107516
#> [24,] 0.5848229 0.4151771
#> [25,] 0.5871540 0.4128460
#> [26,] 0.5893401 0.4106599
#> [27,] 0.5888926 0.4111074
#> [28,] 0.5892361 0.4107639
#> [29,] 0.5872841 0.4127159
#> [30,] 0.5846501 0.4153499
#> [31,] 0.5845446 0.4154554
#> [32,] 0.5842033 0.4157967
#> [33,] 0.5840596 0.4159404
#> [34,] 0.5854114 0.4145886
#> [35,] 0.5870552 0.4129448
#> [36,] 0.5848126 0.4151874
#> [37,] 0.5851203 0.4148797
#> [38,] 0.5869445 0.4130555
#> [39,] 0.5855324 0.4144676
#> [40,] 0.5872689 0.4127311
#>
#>
#> $pre
#> $pre[[1]]
#> NULL
#>
#> $pre[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 0.4413384 -0.261539359 -0.2498281481 -0.2734139 -0.25629893 0.0766071754
#> [2,] 0.2691549 -0.070809429 -0.0680148709 -0.2952960 -0.11357089 0.0199095546
#> [3,] 0.3823823 -0.146645022 -0.1030899039 -0.2864121 -0.17900651 0.0184304548
#> [4,] 0.3675131 -0.141310809 -0.1091550327 -0.2911578 -0.17969556 -0.0064697743
#> [5,] 0.3059814 -0.045700273 -0.1510488212 -0.3339105 -0.17751312 0.0409000317
#> [6,] 0.2849201 -0.025368201 -0.1309830563 -0.2004616 -0.05784756 0.0102508697
#> [7,] 0.4406311 -0.138440778 -0.1776023265 -0.3125600 -0.10242537 0.1260089473
#> [8,] 0.1941436 0.134379689 -0.0817891598 -0.2135369 -0.03710362 0.0875801267
#> [9,] 0.4561887 -0.123664070 -0.1114663316 -0.1652158 -0.10530422 0.1538488925
#> [10,] 0.2726705 -0.171744960 -0.1599820674 -0.2187089 -0.10858042 0.0108639221
#> [11,] 0.2555086 -0.181777263 -0.1301021402 -0.2023707 -0.09629726 -0.0077440701
#> [12,] 0.3828963 -0.239419997 -0.2556546680 -0.3063642 -0.15076218 0.0109158806
#> [13,] 0.2483188 -0.184651962 -0.1749126671 -0.2079733 -0.10758897 0.0112033446
#> [14,] 0.1959499 0.134114937 -0.1572358468 -0.3654302 -0.08195740 0.2459369981
#> [15,] 0.2681697 0.094296123 -0.0619343041 -0.2932307 -0.01956515 0.1362533460
#> [16,] 0.4620452 -0.014809940 -0.1133987558 -0.3123553 -0.09025425 0.1067588390
#> [17,] 0.3118603 -0.059488056 -0.2136186706 -0.2769582 -0.17934376 0.0877553200
#> [18,] 0.3510696 -0.117661916 -0.2045934521 -0.3253439 -0.11426426 0.0333000334
#> [19,] 0.5194243 -0.251629196 -0.1769626751 -0.2322200 -0.07523589 0.1053114598
#> [20,] 0.2671865 -0.155229214 -0.1632068798 -0.2274048 -0.18369739 0.0155258514
#> [21,] 0.4033281 -0.189778829 -0.3099173910 -0.3053690 -0.26024267 0.1629845877
#> [22,] 0.3160290 -0.215269958 -0.1411363413 -0.2307355 -0.15874902 0.0035946168
#> [23,] 0.5176022 -0.153804901 -0.1212886530 -0.3782094 -0.07957777 0.1356015910
#> [24,] 0.2954319 -0.120628418 -0.1219289817 -0.2089956 -0.12355119 0.0006519535
#> [25,] 0.2796894 0.114055679 0.0008608504 -0.2931384 -0.04612729 0.1505930514
#> [26,] 0.4468211 -0.141485820 -0.1077586951 -0.3029848 -0.13135143 0.1123918416
#> [27,] 0.4496060 -0.078524554 -0.1659079193 -0.3079895 -0.09357473 0.1349718430
#> [28,] 0.4717303 -0.099046263 -0.1566423551 -0.3094346 -0.08432441 0.1632167961
#> [29,] 0.3864124 -0.192754368 -0.1921333281 -0.3526368 -0.14970166 0.1063133610
#> [30,] 0.3256099 -0.137269241 -0.0826689862 -0.1856841 -0.05776894 0.0617268539
#> [31,] 0.1728879 -0.127641560 -0.0951882854 -0.1646494 -0.12380787 0.0463568565
#> [32,] 0.2487775 0.009576273 -0.0671735585 -0.2324266 -0.11546976 0.0417864371
#> [33,] 0.2501415 -0.084346423 -0.1298351534 -0.1808158 -0.07737220 0.0585328613
#> [34,] 0.2988593 -0.077027310 -0.0360949491 -0.2276685 -0.07772431 0.0162036245
#> [35,] 0.4050394 -0.207511174 -0.3026030324 -0.3001798 -0.24435807 0.1805429395
#> [36,] 0.2687112 -0.097611539 -0.0942337643 -0.3391595 -0.09447529 -0.0493509141
#> [37,] 0.2955797 -0.112141322 -0.0912099515 -0.2154960 -0.10004925 0.0630825413
#> [38,] 0.4318299 -0.214449314 -0.2486219365 -0.2410180 -0.24547485 0.0700623513
#> [39,] 0.2719824 -0.092175341 -0.1024956032 -0.1961522 -0.16198912 0.0773748682
#> [40,] 0.4158887 -0.176873278 -0.1162961525 -0.2139363 -0.07511715 0.0510771145
#> [,7] [,8] [,9] [,10]
#> [1,] -0.040842126 -0.027190824 0.36711019 -0.042363450
#> [2,] 0.070826175 -0.035944803 0.28721351 0.070539839
#> [3,] 0.030643494 -0.032567762 0.27070261 -0.031374855
#> [4,] 0.071024429 -0.077151394 0.27276237 -0.014592167
#> [5,] 0.247961763 -0.126490619 0.19993593 0.121338702
#> [6,] 0.207499299 -0.048557844 0.12244947 0.115739564
#> [7,] -0.060661731 0.120303479 0.37598976 0.025798480
#> [8,] 0.156168208 0.004872988 0.09663291 0.077358797
#> [9,] -0.063590478 0.212278863 0.35810979 0.059047336
#> [10,] 0.140312899 -0.222880976 0.21397895 -0.100937993
#> [11,] 0.140427231 -0.223567491 0.21207912 -0.099624772
#> [12,] 0.007576417 -0.054526598 0.34073677 -0.042900781
#> [13,] 0.086617135 -0.197454547 0.23591402 -0.103457371
#> [14,] 0.264824509 0.011313943 0.24589527 0.170693535
#> [15,] 0.203318347 0.051130600 0.18462290 0.177562612
#> [16,] 0.096723796 0.064258583 0.23486484 0.052263536
#> [17,] 0.268410172 -0.157577483 0.22662511 0.115194113
#> [18,] 0.141808275 -0.059825835 0.19376026 0.169061457
#> [19,] -0.085186385 0.125499354 0.36712816 -0.006346454
#> [20,] 0.073029986 -0.097813847 0.26811667 -0.034708007
#> [21,] 0.003020050 -0.113494701 0.29301695 -0.051846370
#> [22,] 0.098945598 -0.103559332 0.27780244 0.002902384
#> [23,] -0.043933759 0.058136716 0.35047469 0.110091801
#> [24,] 0.123717723 -0.104546920 0.23771222 -0.020758785
#> [25,] 0.162122267 0.109356808 0.20180623 0.216185938
#> [26,] -0.016134570 0.224733950 0.37539272 0.139604533
#> [27,] -0.057438075 0.137001773 0.35144695 0.042093707
#> [28,] -0.047214232 0.117600872 0.38234064 0.033692867
#> [29,] 0.101785634 0.007950863 0.37331648 0.091648127
#> [30,] 0.186261338 -0.126755217 0.15414818 0.026431330
#> [31,] 0.128467532 -0.123572116 0.25111927 0.020275653
#> [32,] 0.188769101 -0.176297119 0.15779187 -0.008402484
#> [33,] 0.172625117 -0.118534760 0.13965432 0.006539901
#> [34,] 0.182386870 -0.015161157 0.21856012 0.097381405
#> [35,] -0.042613234 -0.086119535 0.29304010 -0.097823150
#> [36,] 0.132297072 -0.097702053 0.25141506 0.050273413
#> [37,] 0.109679451 -0.163117674 0.22309682 -0.026657107
#> [38,] -0.027566595 -0.090504861 0.34655121 -0.052572688
#> [39,] 0.073739920 -0.095163912 0.24024938 -0.056771450
#> [40,] -0.032681724 0.012678675 0.31898712 -0.054573196
#>
#> $pre[[3]]
#> [,1] [,2]
#> [1,] 0.1783795 -0.1750150
#> [2,] 0.1723144 -0.1755391
#> [3,] 0.1745620 -0.1748886
#> [4,] 0.1737120 -0.1734670
#> [5,] 0.1717174 -0.1702898
#> [6,] 0.1735830 -0.1663297
#> [7,] 0.1776486 -0.1812228
#> [8,] 0.1710436 -0.1710154
#> [9,] 0.1788997 -0.1825901
#> [10,] 0.1736113 -0.1647982
#> [11,] 0.1733792 -0.1644255
#> [12,] 0.1771901 -0.1708751
#> [13,] 0.1742575 -0.1651795
#> [14,] 0.1703675 -0.1775872
#> [15,] 0.1715853 -0.1764216
#> [16,] 0.1746492 -0.1786564
#> [17,] 0.1727951 -0.1689459
#> [18,] 0.1753524 -0.1692932
#> [19,] 0.1806521 -0.1785896
#> [20,] 0.1742401 -0.1693932
#> [21,] 0.1774292 -0.1730052
#> [22,] 0.1751368 -0.1692559
#> [23,] 0.1772373 -0.1836218
#> [24,] 0.1735767 -0.1690273
#> [25,] 0.1712945 -0.1809181
#> [26,] 0.1777431 -0.1834949
#> [27,] 0.1770425 -0.1823468
#> [28,] 0.1771655 -0.1836427
#> [29,] 0.1761527 -0.1765966
#> [30,] 0.1745307 -0.1673614
#> [31,] 0.1729829 -0.1684751
#> [32,] 0.1702489 -0.1698035
#> [33,] 0.1738336 -0.1656274
#> [34,] 0.1729194 -0.1721087
#> [35,] 0.1781894 -0.1736156
#> [36,] 0.1717503 -0.1708109
#> [37,] 0.1731735 -0.1706553
#> [38,] 0.1772856 -0.1740627
#> [39,] 0.1733566 -0.1721700
#> [40,] 0.1768605 -0.1758260
#>
#>
#> $e
#> [,1] [,2]
#> [1,] 0.4125595 -0.4125595
#> [2,] -0.5860970 0.5860970
#> [3,] -0.5864844 0.5864844
#> [4,] -0.5859333 0.5859333
#> [5,] 0.4153220 -0.4153220
#> [6,] -0.5841693 0.5841693
#> [7,] 0.4112328 -0.4112328
#> [8,] -0.5846906 0.5846906
#> [9,] -0.5894010 0.5894010
#> [10,] 0.4161959 -0.4161959
#> [11,] 0.4163429 -0.4163429
#> [12,] 0.4138517 -0.4138517
#> [13,] 0.4159462 -0.4159462
#> [14,] -0.5861215 0.5861215
#> [15,] -0.5861342 0.5861342
#> [16,] -0.5874189 0.5874189
#> [17,] 0.4153866 -0.4153866
#> [18,] 0.4146815 -0.4146815
#> [19,] 0.4111431 -0.4111431
#> [20,] -0.5850728 0.5850728
#> [21,] 0.4132771 -0.4132771
#> [22,] 0.4147428 -0.4147428
#> [23,] -0.5892484 0.5892484
#> [24,] 0.4151771 -0.4151771
#> [25,] -0.5871540 0.5871540
#> [26,] -0.5893401 0.5893401
#> [27,] 0.4111074 -0.4111074
#> [28,] 0.4107639 -0.4107639
#> [29,] -0.5872841 0.5872841
#> [30,] -0.5846501 0.5846501
#> [31,] -0.5845446 0.5845446
#> [32,] -0.5842033 0.5842033
#> [33,] -0.5840596 0.5840596
#> [34,] -0.5854114 0.5854114
#> [35,] 0.4129448 -0.4129448
#> [36,] -0.5848126 0.5848126
#> [37,] -0.5851203 0.5851203
#> [38,] 0.4130555 -0.4130555
#> [39,] -0.5855324 0.5855324
#> [40,] -0.5872689 0.5872689
#>
#> $L
#> [1] 0.7040433 0.6937455 0.6939953 0.6937614 0.7042062 0.7341758
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.5507246