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,] 0.049825526 -0.014156615 -0.041042688 -0.09332802 0.02659243
#> [2,] -0.062145929 0.051129462 -0.091730156 -0.03833754 0.01265059
#> [3,] -0.057512411 0.045366428 -0.082338707 0.08224502 0.05547136
#> [4,] -0.043556031 0.079000442 -0.016272890 -0.02675915 0.06088606
#> [5,] 0.008493135 -0.094965960 -0.053424348 -0.06940205 0.07770529
#> [6,] 0.057526040 0.093999255 0.037082379 -0.07923228 -0.01076716
#> [7,] 0.039232213 -0.012441058 -0.080721886 -0.00219598 0.08660606
#> [8,] 0.084310602 0.068024090 -0.030638629 0.03481724 -0.01992380
#> [9,] 0.089842249 -0.001940487 0.006495623 -0.09060591 0.06736593
#> [10,] 0.064154881 -0.037369533 0.079644478 -0.02930987 -0.06632246
#> V14 V15 V16 V17 V18
#> [1,] -0.03784883 -0.083900427 0.089624843 0.050185730 -0.021585666
#> [2,] -0.09880876 0.046233481 0.090361655 -0.092894195 -0.006915977
#> [3,] 0.09208615 -0.094222041 -0.090092243 0.073184376 0.070811303
#> [4,] 0.04199753 -0.044253744 0.031770802 -0.026000563 -0.035920188
#> [5,] -0.06622971 -0.054957902 0.055846264 0.067348639 0.093976906
#> [6,] -0.09431382 -0.030984302 -0.048788472 -0.052659946 0.019453848
#> [7,] 0.03463786 -0.079159864 -0.003773853 -0.012839376 0.013524224
#> [8,] 0.04367570 0.066498587 0.076931450 0.009131097 0.073520759
#> [9,] 0.05545391 0.056741283 0.077352681 -0.054385555 0.045189921
#> [10,] -0.04189264 0.006320978 0.071615379 -0.008484243 0.095771033
#> V19 V2 V20 V21 V22 V23
#> [1,] 0.05315022 -0.05202893 0.03179296 0.08137294 0.05726739 0.027485562
#> [2,] -0.09689544 -0.08915602 -0.03469924 0.05459531 0.04233174 0.026771816
#> [3,] 0.04300872 0.04858146 0.01871627 -0.03624284 0.06143117 0.053924973
#> [4,] 0.04401708 -0.06625393 0.07452895 -0.10276117 0.05605659 0.037092223
#> [5,] -0.04305299 0.02745973 -0.04546950 0.06454302 0.04429571 -0.076783987
#> [6,] -0.08765806 0.08977613 -0.09386065 0.06905495 -0.08242522 0.080129345
#> [7,] -0.03026374 -0.04413713 -0.07695340 -0.07338983 -0.04653514 -0.042616858
#> [8,] 0.06607131 0.01410758 -0.08701993 0.03678200 0.03306157 0.008535221
#> [9,] -0.04185971 -0.09256542 0.03298744 0.06373917 0.01031432 0.097709674
#> [10,] -0.08664826 -0.01511711 0.06939608 0.08870112 0.09211847 -0.085294591
#> V24 V25 V26 V27 V28 V29
#> [1,] 0.03525897 -0.104729218 0.02640133 0.05555064 -0.04765054 -0.017143303
#> [2,] 0.05340596 -0.059236478 -0.03929287 0.08007273 -0.07113970 -0.008231813
#> [3,] 0.07571625 0.088043296 0.06678301 -0.09161182 -0.10370765 0.015083428
#> [4,] -0.07728042 0.013361798 -0.01392770 0.04203496 0.01104494 -0.073133331
#> [5,] -0.02589998 -0.008017465 -0.07917542 0.03046611 0.03385721 -0.029215666
#> [6,] 0.01310031 -0.016695880 0.05793089 -0.06810463 -0.02591154 0.012376642
#> [7,] 0.00176663 0.032984362 -0.07404804 0.04278398 0.06501098 0.034956317
#> [8,] -0.00773713 -0.047306420 -0.09655177 0.01640883 0.03873642 0.002484023
#> [9,] -0.01356703 -0.024258037 -0.00182312 -0.04876398 -0.02562806 -0.091053300
#> [10,] -0.08460217 0.089088395 0.09970313 0.09165636 -0.02040893 -0.032390863
#> V3 V30 V31 V32 V33
#> [1,] 0.054934869 0.03009165 0.051316812 -0.034256944 -0.02022607
#> [2,] 0.001768660 -0.04091590 -0.039207492 0.091167957 -0.03800663
#> [3,] 0.094169708 -0.05931307 0.024755533 -0.093108281 -0.00970978
#> [4,] 0.017191521 -0.03279696 0.094795743 -0.011156718 0.04342292
#> [5,] 0.085541813 -0.07592194 -0.002504448 0.092612798 0.02515767
#> [6,] 0.082437932 0.05580938 -0.059367328 0.062413704 0.07813625
#> [7,] 0.036831473 0.07013267 -0.097131112 -0.011191713 0.08677535
#> [8,] -0.049936256 -0.02522514 0.090537731 -0.049818968 0.03071017
#> [9,] 0.008769543 -0.06731903 -0.102185789 0.001778906 -0.07682958
#> [10,] -0.020624845 -0.01790546 -0.091010145 0.033420526 0.06800693
#> V34 V35 V36 V37 V38
#> [1,] -0.005867547 0.014032596 0.07271658 -0.06950644 0.00202636
#> [2,] 0.054735235 -0.059784408 0.05502547 -0.08709824 -0.02998463
#> [3,] -0.096288188 0.089933684 0.08077330 0.01883810 -0.02833179
#> [4,] 0.007668448 -0.004677565 -0.08573650 0.09320682 -0.09279994
#> [5,] 0.048429665 -0.054010729 0.03981529 -0.05276051 0.05343350
#> [6,] 0.001604243 -0.013566110 -0.04576961 0.06775149 -0.03532474
#> [7,] 0.033171528 0.001692780 0.08015829 0.02731001 0.05277754
#> [8,] -0.095503965 0.075981075 0.02136850 -0.01819334 0.03335876
#> [9,] -0.020470952 0.049878711 -0.04920064 -0.06971049 -0.02994706
#> [10,] -0.022720462 -0.085491860 0.01146171 -0.05441389 0.05417928
#> V39 V4 V40 V41 V42
#> [1,] -0.078936044 0.02329296 0.03986571 0.05404369 -0.013915927
#> [2,] -0.017072798 -0.08437408 0.03709908 0.06627165 -0.091783611
#> [3,] -0.003286366 -0.04612051 -0.02697784 -0.01763762 0.004334366
#> [4,] -0.089528356 0.06376567 0.04839887 0.04497146 0.038830353
#> [5,] 0.023517441 0.02196388 -0.09164560 0.05677167 0.073191171
#> [6,] 0.002054562 -0.05895286 -0.06519409 0.02230600 0.070770294
#> [7,] -0.048320532 -0.03209451 -0.02999195 -0.09303177 0.012335591
#> [8,] 0.097574309 -0.07317370 0.03757410 0.07640779 -0.031399647
#> [9,] -0.095575314 -0.08427914 -0.03211364 0.01049373 -0.061072202
#> [10,] -0.046261924 0.05818376 0.08237573 -0.04477237 0.014433716
#> V43 V44 V45 V46 V47
#> [1,] -0.0421893149 0.036041764 -0.095821372 -0.04736456 0.008864820
#> [2,] 0.0453811968 0.093342514 0.087511254 0.04935026 -0.001289177
#> [3,] -0.0400348047 0.087622546 0.006488482 0.07774250 -0.067389189
#> [4,] -0.0889345968 0.041863594 0.014198407 0.04441901 -0.081670911
#> [5,] -0.0268008377 0.011205316 0.084043413 -0.02126812 0.027647725
#> [6,] 0.0296907538 -0.060504155 -0.087641366 0.05216729 0.030173981
#> [7,] -0.0187687857 0.093084998 -0.069767129 0.08030728 -0.059050378
#> [8,] 0.0004394556 0.073297859 0.094696204 0.06374902 0.033782550
#> [9,] 0.0060302990 -0.008556367 -0.082402467 -0.03002054 -0.081844818
#> [10,] -0.0852046449 -0.091347525 0.053546096 0.03709321 0.001491241
#> V48 V49 V5 V50 V51
#> [1,] -0.021501517 -0.019082533 -0.07376987 -0.020381270 -0.081046845
#> [2,] 0.067767333 0.064835495 -0.02114236 0.005309649 -0.085174017
#> [3,] -0.070992060 0.042984243 0.09684975 -0.035606859 -0.021669082
#> [4,] -0.077169271 0.054913310 -0.07559919 -0.084916013 0.090737578
#> [5,] 0.009907208 0.002881626 0.01453133 0.021693127 -0.090593988
#> [6,] 0.083440024 0.022789831 -0.05737770 0.003275377 -0.001835422
#> [7,] 0.001330351 -0.097380541 0.07539379 0.022830426 -0.023294231
#> [8,] 0.051726655 0.025354640 -0.09937508 0.076215899 -0.018999547
#> [9,] 0.042736991 0.080757309 -0.07764946 0.086505724 -0.056337455
#> [10,] 0.025331572 0.082023854 0.07766770 0.009466131 0.002757644
#> V52 V53 V54 V55 V56
#> [1,] 0.0328220177 0.007397775 -0.08918267 0.058319211 -0.075260996
#> [2,] -0.0826873559 0.067807233 -0.05597934 -0.009569505 0.064644069
#> [3,] 0.0009834456 0.086419145 -0.02229514 -0.070058861 -0.050292505
#> [4,] 0.0876613488 -0.088931870 -0.01737695 0.007740382 -0.063649083
#> [5,] -0.0281246458 0.068416389 0.00319789 -0.097885786 0.072091079
#> [6,] -0.0477398553 0.020295658 -0.03931562 0.019450597 0.079516711
#> [7,] -0.0443748097 -0.002164051 -0.03639091 -0.098459679 0.021474522
#> [8,] -0.0465213912 -0.014224957 0.01739088 0.055536248 -0.028347183
#> [9,] 0.0269780123 -0.066512339 -0.04713821 0.020412265 0.080060795
#> [10,] 0.0367723068 0.085460226 0.07345474 0.019149265 0.004319827
#> V57 V58 V59 V6 V60
#> [1,] 0.0196914281 0.023299647 -0.0143469584 -0.03895919 0.003026567
#> [2,] 0.0605478749 -0.084580673 -0.0857243952 0.02308355 0.095969453
#> [3,] -0.0791626979 -0.010098572 0.0802047093 0.04261378 0.055021332
#> [4,] -0.0072765990 -0.070954115 -0.0996278653 -0.09598355 -0.030935447
#> [5,] 0.0316454918 0.015880764 -0.0337573634 -0.08164964 0.096279849
#> [6,] -0.0461923828 -0.006993725 0.0446746169 -0.03255662 0.028724433
#> [7,] -0.0540865510 0.082581135 -0.0006850861 -0.03290557 0.047398046
#> [8,] 0.0006969431 -0.054189759 -0.0611794329 -0.07123322 0.065468013
#> [9,] 0.0683365709 -0.094153234 0.0529511843 -0.02892242 0.053814262
#> [10,] 0.0410648898 0.099550021 0.0859452038 0.08203218 -0.026032526
#> V7 V8 V9
#> [1,] 0.090629658 0.08147653 0.02080564
#> [2,] 0.003271788 0.09299302 0.02336558
#> [3,] 0.040398125 -0.05735993 -0.04054150
#> [4,] 0.081482581 -0.10155138 0.02656050
#> [5,] -0.056462257 0.08135028 -0.09839273
#> [6,] 0.095540776 -0.06528461 0.01797324
#> [7,] -0.028299046 0.02692121 -0.02994932
#> [8,] -0.091285335 0.07060576 0.07595372
#> [9,] 0.054864545 -0.03650158 -0.04446255
#> [10,] -0.059307342 -0.03287844 0.07748978
#>
#> $W[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 0.11702798 0.05670643 0.08980331 0.05487129 0.01372036 0.06832368
#> [2,] -0.01633239 -0.02446966 -0.03384658 -0.04335230 -0.13708273 -0.04757433
#> [,7] [,8] [,9] [,10]
#> [1,] 0.11001805 0.11441609 0.08394768 0.1771397
#> [2,] -0.00280671 -0.07391546 -0.10781566 -0.1815928
#>
#>
#> $vW
#> $vW[[1]]
#> V1 V10 V11 V12 V13
#> [1,] 1.830136e-04 0.0016516734 0.0018292877 0.0018111969 0.0018589647
#> [2,] 2.868353e-04 0.0026791510 0.0029515034 0.0028992356 0.0029521752
#> [3,] 2.158065e-04 0.0019767384 0.0021814144 0.0021482456 0.0021942135
#> [4,] 2.501030e-04 0.0023188351 0.0025578401 0.0025161439 0.0025647470
#> [5,] 1.066700e-04 0.0009096095 0.0010170157 0.0010201309 0.0010643318
#> [6,] 1.769388e-04 0.0016062784 0.0017772795 0.0017576866 0.0018047413
#> [7,] 1.696078e-04 0.0015261245 0.0016879166 0.0016717233 0.0017267333
#> [8,] 1.015397e-04 0.0008634199 0.0009749323 0.0009851067 0.0010158393
#> [9,] -7.541324e-06 -0.0001851517 -0.0001782002 -0.0001450878 -0.0001260581
#> [10,] -2.801126e-04 -0.0028644370 -0.0030942519 -0.0029700784 -0.0029888326
#> V14 V15 V16 V17 V18
#> [1,] 1.885662e-03 1.884222e-03 0.0019931036 0.0019137304 0.0022248023
#> [2,] 2.936781e-03 2.860465e-03 0.0029195607 0.0027379192 0.0032721633
#> [3,] 2.203156e-03 2.173650e-03 0.0022626141 0.0021485529 0.0025291521
#> [4,] 2.557889e-03 2.501775e-03 0.0025707877 0.0024258620 0.0028844258
#> [5,] 1.117070e-03 1.162781e-03 0.0012914545 0.0012811215 0.0014393232
#> [6,] 1.827353e-03 1.821307e-03 0.0019174114 0.0018390940 0.0021458887
#> [7,] 1.770309e-03 1.788705e-03 0.0019093856 0.0018376722 0.0021176203
#> [8,] 1.039324e-03 1.059668e-03 0.0011634801 0.0011721171 0.0013374239
#> [9,] -7.333677e-05 1.772298e-06 0.0001156642 0.0002078794 0.0001544069
#> [10,] -2.889285e-03 -2.683134e-03 -0.0025204032 -0.0021430675 -0.0027314848
#> V19 V2 V20 V21 V22
#> [1,] 0.0029957189 2.103168e-04 0.003620835 0.003865483 0.0036256143
#> [2,] 0.0046030517 3.307976e-04 0.005644164 0.006024100 0.0055829035
#> [3,] 0.0034754718 2.486905e-04 0.004236037 0.004524188 0.0042146299
#> [4,] 0.0040219387 2.885877e-04 0.004920526 0.005250536 0.0048737380
#> [5,] 0.0018205946 1.218236e-04 0.002146451 0.002289990 0.0021887088
#> [6,] 0.0029022135 2.036187e-04 0.003512192 0.003748632 0.0035131194
#> [7,] 0.0028193253 1.939265e-04 0.003392233 0.003623897 0.0034162092
#> [8,] 0.0017059355 1.184279e-04 0.002015009 0.002144489 0.0020412742
#> [9,] -0.0000212261 -7.870950e-06 -0.000125578 -0.000141603 -0.0000617372
#> [10,] -0.0043207694 -3.194467e-04 -0.005497618 -0.005889619 -0.0053257623
#> V23 V24 V25 V26 V27
#> [1,] 3.381333e-03 3.309457e-03 0.0031400201 3.314483e-03 3.417030e-03
#> [2,] 5.131159e-03 5.000713e-03 0.0046931879 4.990512e-03 5.163288e-03
#> [3,] 3.899199e-03 3.809559e-03 0.0036006080 3.820174e-03 3.949647e-03
#> [4,] 4.488164e-03 4.378318e-03 0.0041180433 4.375908e-03 4.527679e-03
#> [5,] 2.084795e-03 2.049025e-03 0.0019701726 2.053003e-03 2.102475e-03
#> [6,] 3.271468e-03 3.199182e-03 0.0030299380 3.199351e-03 3.297043e-03
#> [7,] 3.201401e-03 3.132625e-03 0.0029779312 3.132757e-03 3.214585e-03
#> [8,] 1.933115e-03 1.903922e-03 0.0018250562 1.906528e-03 1.973122e-03
#> [9,] 2.103529e-05 4.327331e-05 0.0000935552 5.358474e-05 4.646712e-05
#> [10,] -4.738785e-03 -4.566681e-03 -0.0041882974 -4.545464e-03 -4.700768e-03
#> V28 V29 V3 V30 V31
#> [1,] 3.418415e-03 3.046155e-03 2.205132e-04 0.0025731405 0.0017566371
#> [2,] 5.178973e-03 4.577496e-03 3.394577e-04 0.0038065017 0.0024688177
#> [3,] 3.963943e-03 3.524491e-03 2.574440e-04 0.0029591280 0.0019755416
#> [4,] 4.540812e-03 4.019613e-03 2.973446e-04 0.0033525582 0.0021967813
#> [5,] 2.092456e-03 1.886424e-03 1.317753e-04 0.0016268581 0.0011805067
#> [6,] 3.296961e-03 2.936218e-03 2.127940e-04 0.0024743155 0.0016775126
#> [7,] 3.206741e-03 2.865730e-03 2.040218e-04 0.0024294388 0.0016749593
#> [8,] 1.970733e-03 1.768797e-03 1.282111e-04 0.0015160122 0.0010932386
#> [9,] 3.485885e-05 7.125054e-05 4.782433e-08 0.0001249204 0.0002276273
#> [10,] -4.727379e-03 -4.098141e-03 -3.110967e-04 -0.0032799125 -0.0018313283
#> V32 V33 V34 V35 V36
#> [1,] 0.0015160643 0.0016319413 0.0012267066 0.0007587777 0.0006080072
#> [2,] 0.0021104695 0.0023052243 0.0015895335 0.0007471560 0.0004460877
#> [3,] 0.0017006665 0.0018385100 0.0013299865 0.0007410243 0.0005429389
#> [4,] 0.0018845267 0.0020484216 0.0014380079 0.0007229784 0.0004728715
#> [5,] 0.0010274778 0.0010890761 0.0009029551 0.0006966050 0.0006423122
#> [6,] 0.0014458277 0.0015592325 0.0011624455 0.0007020391 0.0005498990
#> [7,] 0.0014446213 0.0015604060 0.0011962091 0.0007757696 0.0006440240
#> [8,] 0.0009553496 0.0009924477 0.0008053501 0.0006013451 0.0005403146
#> [9,] 0.0002224046 0.0001861316 0.0003024492 0.0004566741 0.0005270513
#> [10,] -0.0015043088 -0.0017781213 -0.0008766707 0.0002252283 0.0006438779
#> V37 V38 V39 V4 V40
#> [1,] 0.0008961939 0.0013803134 1.679984e-03 0.0003364992 0.0014578967
#> [2,] 0.0009965702 0.0019281814 2.520886e-03 0.0005289009 0.0021014838
#> [3,] 0.0009159697 0.0015447018 1.937151e-03 0.0003961832 0.0016495576
#> [4,] 0.0009363337 0.0017197465 2.214489e-03 0.0004603383 0.0018586084
#> [5,] 0.0007534850 0.0009365471 1.040156e-03 0.0001955087 0.0009537241
#> [6,] 0.0008350158 0.0013166323 1.616705e-03 0.0003252187 0.0013960609
#> [7,] 0.0008958160 0.0013189913 1.582129e-03 0.0003111871 0.0013875044
#> [8,] 0.0006569367 0.0008506505 9.591539e-04 0.0001870687 0.0008690945
#> [9,] 0.0004014679 0.0001875753 3.154431e-05 -0.0000146670 0.0001218781
#> [10,] -0.0001216209 -0.0014101551 -2.279249e-03 -0.0005185375 -0.0017166482
#> V41 V42 V43 V44 V45
#> [1,] 0.0013236900 1.580800e-03 1.489342e-03 0.0014148185 0.0014874256
#> [2,] 0.0018888226 2.382654e-03 2.316712e-03 0.0022475126 0.0023957801
#> [3,] 0.0014913774 1.826057e-03 1.744868e-03 0.0016761190 0.0017763709
#> [4,] 0.0016706642 2.085888e-03 2.016618e-03 0.0019513751 0.0020761393
#> [5,] 0.0008772218 9.721391e-04 8.739145e-04 0.0008019976 0.0008204054
#> [6,] 0.0012649701 1.520476e-03 1.439006e-03 0.0013717125 0.0014419304
#> [7,] 0.0012657250 1.492669e-03 1.394920e-03 0.0013159121 0.0013743530
#> [8,] 0.0007917556 8.892776e-04 8.079473e-04 0.0007486628 0.0007696164
#> [9,] 0.0001255219 5.230661e-06 -7.350927e-05 -0.0001196579 -0.0001656309
#> [10,] -0.0015237020 -2.228463e-03 -2.316229e-03 -0.0023417965 -0.0025776333
#> V46 V47 V48 V49 V5
#> [1,] 1.053445e-03 7.766004e-04 6.185493e-04 0.0003546734 5.452348e-04
#> [2,] 1.655295e-03 1.218955e-03 9.841344e-04 0.0005666250 8.629818e-04
#> [3,] 1.244607e-03 9.163641e-04 7.346380e-04 0.0004216985 6.414181e-04
#> [4,] 1.441238e-03 1.061378e-03 8.551350e-04 0.0004918551 7.487785e-04
#> [5,] 6.051654e-04 4.482214e-04 3.488613e-04 0.0001992268 3.141071e-04
#> [6,] 1.016745e-03 7.500009e-04 5.983396e-04 0.0003435427 5.281989e-04
#> [7,] 9.772381e-04 7.213057e-04 5.723721e-04 0.0003285873 5.078288e-04
#> [8,] 5.665629e-04 4.218721e-04 3.294097e-04 0.0001874191 2.948823e-04
#> [9,] -6.822252e-05 -4.676417e-05 -5.247704e-05 -0.0000327733 -3.656826e-05
#> [10,] -1.688820e-03 -1.235192e-03 -1.025205e-03 -0.0005957927 -8.779599e-04
#> V50 V51 V52 V53 V54
#> [1,] 1.134297e-04 1.044567e-04 9.094173e-05 6.238828e-05 6.039085e-05
#> [2,] 1.747475e-04 1.631807e-04 1.419800e-04 9.586493e-05 9.381020e-05
#> [3,] 1.325122e-04 1.227365e-04 1.067661e-04 7.242303e-05 7.051418e-05
#> [4,] 1.525735e-04 1.421027e-04 1.236877e-04 8.363731e-05 8.172363e-05
#> [5,] 6.753780e-05 6.081822e-05 5.321539e-05 3.762909e-05 3.571322e-05
#> [6,] 1.093588e-04 1.008908e-04 8.782745e-05 6.025473e-05 5.841655e-05
#> [7,] 1.061913e-04 9.754824e-05 8.446385e-05 5.862216e-05 5.670094e-05
#> [8,] 6.247277e-05 5.646160e-05 5.042947e-05 3.492841e-05 3.300354e-05
#> [9,] -3.236539e-06 -5.872583e-06 -3.592997e-06 -9.751631e-07 -2.473663e-06
#> [10,] -1.696167e-04 -1.644832e-04 -1.390531e-04 -9.086584e-05 -9.246302e-05
#> V55 V56 V57 V58 V59
#> [1,] 4.187842e-05 4.106572e-05 2.930935e-05 3.817943e-05 3.435857e-05
#> [2,] 6.254608e-05 6.296573e-05 4.097683e-05 5.853355e-05 5.025566e-05
#> [3,] 4.810805e-05 4.766675e-05 3.268234e-05 4.427795e-05 3.900359e-05
#> [4,] 5.507088e-05 5.503714e-05 3.651128e-05 5.121020e-05 4.435190e-05
#> [5,] 2.632997e-05 2.493917e-05 1.993529e-05 2.331587e-05 2.220807e-05
#> [6,] 4.041297e-05 3.971951e-05 2.800040e-05 3.701807e-05 3.298324e-05
#> [7,] 3.958054e-05 3.859999e-05 2.808154e-05 3.591956e-05 3.257815e-05
#> [8,] 2.439292e-05 2.331897e-05 1.816891e-05 2.193641e-05 2.064366e-05
#> [9,] 1.718509e-06 -1.997972e-07 4.092004e-06 1.077810e-07 2.517797e-06
#> [10,] -5.460930e-05 -5.866371e-05 -2.987672e-05 -5.359353e-05 -4.134022e-05
#> V6 V60 V7 V8 V9
#> [1,] 6.058506e-04 2.931736e-05 6.735260e-04 8.310971e-04 0.0013420789
#> [2,] 9.355414e-04 4.365387e-05 1.035315e-03 1.298930e-03 0.0021658421
#> [3,] 7.038679e-04 3.370675e-05 7.823479e-04 9.767151e-04 0.0016037029
#> [4,] 8.146273e-04 3.842262e-05 9.030097e-04 1.130368e-03 0.0018766352
#> [5,] 3.630364e-04 1.844572e-05 4.068652e-04 4.880516e-04 0.0007451145
#> [6,] 5.862631e-04 2.815839e-05 6.517864e-04 8.053116e-04 0.0013041194
#> [7,] 5.725438e-04 2.748201e-05 6.369784e-04 7.804331e-04 0.0012411619
#> [8,] 3.321494e-04 1.747427e-05 3.718690e-04 4.493746e-04 0.0007054688
#> [9,] -2.106374e-05 1.457536e-06 -1.677042e-05 -4.421703e-05 -0.0001388696
#> [10,] -9.190618e-04 -3.716403e-05 -1.002840e-03 -1.302826e-03 -0.0022945231
#>
#> $vW[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] -0.1042857 -0.1017888 -0.1068636 -0.1015209 -0.09540193 -0.09406896
#> [2,] 0.1042857 0.1017888 0.1068636 0.1015209 0.09540193 0.09406896
#> [,7] [,8] [,9] [,10]
#> [1,] -0.09151689 -0.1118765 -0.08887651 -0.1059122
#> [2,] 0.09151689 0.1118765 0.08887651 0.1059122
#>
#>
#> $B
#> $B[[1]]
#> [1] 0.09130582 0.09033806 0.09099179 0.09080763 0.09263930 0.09194844
#> [7] 0.09173174 0.09275033 0.09532391 0.09900947
#>
#> $B[[2]]
#> [1] 0.23700629 -0.03700629
#>
#>
#> $vB
#> $vB[[1]]
#> [1] 0.0045357170 0.0066808715 0.0051810567 0.0058857138 0.0028998265
#> [6] 0.0043655125 0.0043032771 0.0026854477 0.0002610962 -0.0056852439
#>
#> $vB[[2]]
#> [1] -0.1866334 0.1866334
#>
#>
#> $post
#> $post[[1]]
#> V1 V10 V11 V12 V13 V14 V15 V16 V17 V18
#> [1,] 0.0270 0.2122 0.2210 0.2399 0.2964 0.4061 0.5095 0.5512 0.6613 0.6804
#> [2,] 0.0115 0.0734 0.0740 0.0622 0.1055 0.1183 0.1721 0.2584 0.3232 0.3817
#> [3,] 0.0299 0.0998 0.0523 0.0904 0.2655 0.3099 0.3520 0.3892 0.3962 0.2449
#> [4,] 0.0117 0.2169 0.1180 0.0754 0.2782 0.3758 0.5093 0.6592 0.7071 0.7532
#> [5,] 0.0100 0.2990 0.3242 0.3565 0.3951 0.5201 0.6953 0.8468 1.0000 0.9278
#> [6,] 0.0428 0.0113 0.1255 0.2473 0.3011 0.3747 0.4520 0.5392 0.6588 0.7113
#> [7,] 0.0050 0.2282 0.2521 0.3484 0.3309 0.2614 0.1782 0.2055 0.2298 0.3545
#> [8,] 0.0209 0.4125 0.3943 0.1334 0.4622 0.9970 0.9137 0.8292 0.6994 0.7825
#> [9,] 0.0216 0.0973 0.1203 0.1102 0.1192 0.1762 0.2390 0.2138 0.1929 0.1765
#> [10,] 0.0261 0.2013 0.2890 0.3650 0.3510 0.3495 0.4325 0.5398 0.6237 0.6876
#> [11,] 0.0072 0.2318 0.2472 0.2880 0.2126 0.0708 0.1194 0.2808 0.4221 0.5279
#> [12,] 0.0189 0.2522 0.2607 0.3710 0.3906 0.2672 0.2716 0.4183 0.6988 0.5733
#> [13,] 0.0353 0.0880 0.1078 0.0979 0.2250 0.2819 0.2099 0.1240 0.1699 0.0939
#> [14,] 0.0109 0.1036 0.0972 0.0501 0.1546 0.3404 0.4804 0.6570 0.7738 0.7827
#> [15,] 0.0137 0.0874 0.1100 0.1084 0.1094 0.1023 0.0601 0.0906 0.1313 0.2758
#> [16,] 0.0394 0.2558 0.3078 0.3404 0.3400 0.3951 0.3352 0.2252 0.2086 0.2248
#> [17,] 0.0346 0.1508 0.1809 0.2390 0.2947 0.2866 0.4010 0.5325 0.5486 0.5823
#> [18,] 0.0442 0.1268 0.1109 0.2375 0.2007 0.2140 0.1109 0.2036 0.2468 0.6682
#> [19,] 0.0187 0.2684 0.3108 0.2933 0.2275 0.0994 0.1801 0.2200 0.2732 0.2862
#> [20,] 0.0125 0.1302 0.0888 0.0500 0.0628 0.1274 0.0801 0.0742 0.2048 0.2950
#> [21,] 0.0335 0.2660 0.3188 0.3553 0.3116 0.1965 0.1780 0.2794 0.2870 0.3969
#> [22,] 0.0368 0.2544 0.2936 0.2935 0.2657 0.3187 0.2794 0.2534 0.1980 0.1929
#> [23,] 0.0095 0.3745 0.4229 0.4499 0.5404 0.4303 0.3333 0.3496 0.3426 0.2851
#> [24,] 0.0249 0.2531 0.2855 0.2961 0.3341 0.4287 0.5205 0.6087 0.7236 0.7577
#> [25,] 0.0392 0.2471 0.2680 0.3049 0.2863 0.2294 0.1165 0.2127 0.2062 0.2222
#> [26,] 0.0388 0.2718 0.3645 0.3934 0.3843 0.4677 0.5364 0.4823 0.4835 0.5862
#> [27,] 0.1083 0.5966 0.5304 0.2251 0.2402 0.2689 0.6646 0.6632 0.1674 0.0837
#> [28,] 0.0283 0.1767 0.1995 0.2869 0.3275 0.3769 0.4169 0.5036 0.6180 0.8025
#> [29,] 0.0333 0.0920 0.1475 0.0522 0.1119 0.0970 0.1174 0.1678 0.1642 0.1205
#> [30,] 0.0311 0.0767 0.1767 0.2555 0.2812 0.2722 0.3227 0.3463 0.5395 0.7911
#> [31,] 0.0086 0.1185 0.0775 0.1101 0.1042 0.0853 0.0456 0.1304 0.2690 0.2947
#> [32,] 0.0423 0.2696 0.3412 0.4292 0.3682 0.3940 0.2965 0.3172 0.2825 0.3050
#> [33,] 0.0269 0.5915 0.6675 0.5679 0.5175 0.3334 0.2002 0.2856 0.2937 0.3424
#> [34,] 0.0790 0.6609 0.5002 0.2583 0.1650 0.4347 0.4515 0.4579 0.3366 0.4000
#> [35,] 0.0211 0.1345 0.0785 0.0367 0.1227 0.2614 0.4280 0.6122 0.7435 0.8130
#> [36,] 0.0152 0.1504 0.1911 0.2115 0.2249 0.2573 0.1701 0.2023 0.2538 0.3417
#> [37,] 0.0443 0.3083 0.3794 0.5364 0.6173 0.7842 0.8392 0.9016 1.0000 0.8911
#> [38,] 0.0762 0.4459 0.4152 0.3952 0.4256 0.4135 0.4528 0.5326 0.7306 0.6193
#> [39,] 0.0409 0.2259 0.2373 0.3323 0.3827 0.4840 0.6812 0.7555 0.9522 0.9826
#> [40,] 0.0206 0.1573 0.2327 0.1785 0.1507 0.1916 0.2061 0.2307 0.2360 0.1299
#> V19 V2 V20 V21 V22 V23 V24 V25 V26 V27
#> [1,] 0.6520 0.0163 0.6788 0.7811 0.8369 0.8969 0.9856 1.0000 0.9395 0.8917
#> [2,] 0.4243 0.0150 0.4217 0.4449 0.4075 0.3306 0.4012 0.4466 0.5218 0.7552
#> [3,] 0.2355 0.0688 0.3045 0.3112 0.4698 0.5534 0.4532 0.4464 0.4670 0.4621
#> [4,] 0.8357 0.0069 0.8593 0.9615 0.9838 0.8705 0.6403 0.5067 0.5395 0.6934
#> [5,] 0.8510 0.0194 0.8010 0.8142 0.8825 0.7302 0.6107 0.7159 0.8458 0.6319
#> [6,] 0.7602 0.0555 0.8672 0.8416 0.7974 0.8385 0.9317 0.8555 0.6162 0.4139
#> [7,] 0.6218 0.0017 0.7265 0.8346 0.8268 0.8366 0.9408 0.9510 0.9801 0.9974
#> [8,] 0.8789 0.0261 0.8501 0.8920 0.9473 1.0000 0.8975 0.7806 0.8321 0.6502
#> [9,] 0.0746 0.0215 0.1265 0.2005 0.1571 0.2605 0.5386 0.8440 1.0000 0.8684
#> [10,] 0.7329 0.0266 0.8107 0.8396 0.8632 0.8747 0.9607 0.9716 0.9121 0.8576
#> [11,] 0.5857 0.0027 0.6153 0.6753 0.7873 0.8974 0.9828 1.0000 0.8460 0.6055
#> [12,] 0.2226 0.0308 0.2631 0.7473 0.7263 0.3393 0.2824 0.6053 0.5897 0.4967
#> [13,] 0.1091 0.0713 0.1410 0.1268 0.3151 0.1430 0.2264 0.5756 0.7876 0.7158
#> [14,] 0.8152 0.0093 0.8129 0.8297 0.8535 0.8870 0.8894 0.8980 0.9667 1.0000
#> [15,] 0.3660 0.0297 0.5269 0.5810 0.6181 0.5875 0.4639 0.5424 0.7367 0.9089
#> [16,] 0.3382 0.0420 0.4578 0.6474 0.6708 0.7007 0.7619 0.7745 0.6767 0.7373
#> [17,] 0.6041 0.0509 0.6749 0.7084 0.7890 0.9284 0.9781 0.9738 1.0000 0.9702
#> [18,] 0.8345 0.0477 0.8252 0.8017 0.8982 0.9664 0.8515 0.6626 0.3241 0.2054
#> [19,] 0.2034 0.0346 0.1740 0.4130 0.6879 0.8120 0.8453 0.8919 0.9300 0.9987
#> [20,] 0.3193 0.0152 0.4567 0.5959 0.7101 0.8225 0.8425 0.9065 0.9802 1.0000
#> [21,] 0.5599 0.0258 0.6936 0.7969 0.7452 0.8203 0.9261 0.8810 0.8814 0.9301
#> [22,] 0.2826 0.0279 0.3245 0.3504 0.3324 0.4217 0.4774 0.4808 0.6325 0.8334
#> [23,] 0.4062 0.0308 0.6833 0.7650 0.6670 0.5703 0.5995 0.6484 0.8614 0.9819
#> [24,] 0.7726 0.0119 0.8098 0.8995 0.9247 0.9365 0.9853 0.9776 1.0000 0.9896
#> [25,] 0.3241 0.0108 0.4330 0.5071 0.5944 0.7078 0.7641 0.8878 0.9711 0.9880
#> [26,] 0.7579 0.0324 0.6997 0.6918 0.8633 0.9107 0.9346 0.7884 0.8585 0.9261
#> [27,] 0.4331 0.1070 0.8718 0.7992 0.3712 0.1703 0.1611 0.2086 0.2847 0.2211
#> [28,] 0.9333 0.0599 0.9399 0.9275 0.9450 0.8328 0.7773 0.7007 0.6154 0.5810
#> [29,] 0.0494 0.0221 0.1544 0.3485 0.6146 0.9146 0.9364 0.8677 0.8772 0.8553
#> [30,] 0.9064 0.0491 0.8701 0.7672 0.2957 0.4148 0.6043 0.3178 0.3482 0.6158
#> [31,] 0.3669 0.0215 0.4948 0.6275 0.8162 0.9237 0.8710 0.8052 0.8756 1.0000
#> [32,] 0.2408 0.0321 0.5420 0.6802 0.6320 0.5824 0.6805 0.5984 0.8412 0.9911
#> [33,] 0.5949 0.0383 0.7526 0.8959 0.8147 0.7109 0.7378 0.7201 0.8254 0.8917
#> [34,] 0.5325 0.0707 0.9010 0.9939 0.3689 0.1012 0.0248 0.2318 0.3981 0.2259
#> [35,] 0.9006 0.0128 0.9603 0.9162 0.9140 0.7851 0.5134 0.3439 0.3290 0.2571
#> [36,] 0.4026 0.0102 0.4553 0.5525 0.5991 0.5854 0.7114 0.9500 0.9858 1.0000
#> [37,] 0.8753 0.0446 0.7886 0.7156 0.7581 0.6372 0.3210 0.2076 0.2279 0.3309
#> [38,] 0.2032 0.0666 0.4636 0.4148 0.4292 0.5730 0.5399 0.3161 0.2285 0.6995
#> [39,] 0.8871 0.0421 0.8268 0.7561 0.8217 0.6967 0.6444 0.6948 0.8014 0.6053
#> [40,] 0.3812 0.0132 0.5858 0.4497 0.4876 1.0000 0.8675 0.4718 0.5341 0.6197
#> V28 V29 V3 V30 V31 V32 V33 V34 V35 V36
#> [1,] 0.8105 0.6828 0.0341 0.5572 0.4301 0.3339 0.2035 0.0798 0.0809 0.1525
#> [2,] 0.9503 1.0000 0.0136 0.9084 0.8283 0.7571 0.7262 0.6152 0.5680 0.5757
#> [3,] 0.6988 0.7626 0.0992 0.7025 0.7382 0.7446 0.7927 0.5227 0.3967 0.3042
#> [4,] 0.8487 0.8213 0.0279 0.5962 0.2950 0.2758 0.2885 0.1893 0.1446 0.0955
#> [5,] 0.4808 0.6291 0.0155 0.7152 0.6005 0.4235 0.4106 0.3992 0.1730 0.1975
#> [6,] 0.3269 0.3108 0.0708 0.2554 0.3367 0.4465 0.5000 0.5111 0.5194 0.4619
#> [7,] 1.0000 0.9036 0.0270 0.6409 0.3857 0.2908 0.2040 0.1653 0.1769 0.1140
#> [8,] 0.4548 0.4732 0.0120 0.3391 0.2747 0.0978 0.0477 0.1403 0.1834 0.2148
#> [9,] 0.6742 0.5537 0.0273 0.4638 0.3609 0.2055 0.1620 0.2092 0.3100 0.2344
#> [10,] 0.8798 0.7720 0.0223 0.5711 0.4264 0.2860 0.3114 0.2066 0.1165 0.0185
#> [11,] 0.3036 0.0144 0.0089 0.2526 0.4335 0.4918 0.5409 0.5961 0.5248 0.3777
#> [12,] 0.8616 0.8339 0.0197 0.4084 0.2268 0.1745 0.0507 0.1588 0.3040 0.1369
#> [13,] 0.5998 0.5583 0.0326 0.6295 0.7659 0.8940 0.8436 0.6807 0.8380 1.0000
#> [14,] 0.9134 0.6762 0.0121 0.4659 0.2895 0.2959 0.1746 0.2112 0.2569 0.2276
#> [15,] 1.0000 0.8247 0.0116 0.5441 0.3349 0.0877 0.1600 0.4169 0.6576 0.7390
#> [16,] 0.7834 0.9619 0.0446 1.0000 0.8086 0.5558 0.5409 0.4988 0.3108 0.2897
#> [17,] 0.9956 0.8235 0.0079 0.6020 0.5342 0.4867 0.3526 0.1566 0.0946 0.1613
#> [18,] 0.5669 0.5726 0.0049 0.4877 0.7532 0.7600 0.5185 0.4120 0.5560 0.5569
#> [19,] 1.0000 0.8104 0.0168 0.6199 0.6041 0.5547 0.4160 0.1472 0.0849 0.0608
#> [20,] 0.8752 0.7583 0.0218 0.6616 0.5786 0.5128 0.4776 0.4994 0.5197 0.5071
#> [21,] 0.9955 0.8576 0.0398 0.6069 0.3934 0.2464 0.1645 0.1140 0.0956 0.0080
#> [22,] 0.9458 1.0000 0.0103 0.8425 0.5524 0.4795 0.5200 0.3968 0.1940 0.1519
#> [23,] 0.9380 0.8435 0.0539 0.6074 0.5403 0.6890 0.5977 0.3244 0.0516 0.3157
#> [24,] 0.9076 0.7306 0.0277 0.5758 0.4469 0.3719 0.2079 0.0955 0.0488 0.1406
#> [25,] 0.9812 0.9464 0.0267 0.8542 0.6457 0.3397 0.3828 0.3204 0.1331 0.0440
#> [26,] 0.7080 0.5779 0.0688 0.5215 0.4505 0.3129 0.1448 0.1046 0.1820 0.1519
#> [27,] 0.6134 0.5807 0.0257 0.6925 0.3825 0.4303 0.7791 0.8703 1.0000 0.9212
#> [28,] 0.4454 0.3707 0.0656 0.2891 0.2185 0.1711 0.3578 0.3947 0.2867 0.2401
#> [29,] 0.8833 1.0000 0.0270 0.8296 0.6601 0.5499 0.5716 0.6859 0.6825 0.5142
#> [30,] 0.8049 0.6289 0.0692 0.4999 0.5830 0.6660 0.4124 0.1260 0.2487 0.4676
#> [31,] 0.9858 0.9427 0.0242 0.8114 0.6987 0.6810 0.6591 0.6954 0.7290 0.6680
#> [32,] 0.9187 0.8005 0.0709 0.6713 0.5632 0.7332 0.6038 0.2575 0.0349 0.1799
#> [33,] 0.9820 0.8179 0.0505 0.4848 0.3203 0.2775 0.2382 0.2911 0.1675 0.3156
#> [34,] 0.5247 0.6898 0.0352 0.8316 0.4326 0.3741 0.5756 0.8043 0.7963 0.7174
#> [35,] 0.3685 0.5765 0.0015 0.6190 0.4613 0.3615 0.4434 0.3864 0.3093 0.2138
#> [36,] 0.9578 0.8642 0.0113 0.7128 0.5893 0.4323 0.2897 0.1744 0.0770 0.2297
#> [37,] 0.2847 0.1949 0.0235 0.1671 0.1025 0.1362 0.2212 0.1124 0.1677 0.1039
#> [38,] 1.0000 0.7262 0.0481 0.4724 0.5103 0.5459 0.2881 0.0981 0.1951 0.4181
#> [39,] 0.6084 0.8877 0.0573 0.8557 0.5563 0.2897 0.3638 0.4786 0.2908 0.0899
#> [40,] 0.7143 0.5605 0.0533 0.3728 0.2481 0.1921 0.1386 0.3325 0.2883 0.3228
#> V37 V38 V39 V4 V40 V41 V42 V43 V44 V45
#> [1,] 0.2626 0.2456 0.1980 0.0247 0.2412 0.2409 0.1901 0.2077 0.1767 0.1119
#> [2,] 0.5324 0.3672 0.1669 0.0076 0.0866 0.0646 0.1891 0.2683 0.2887 0.2341
#> [3,] 0.1309 0.2408 0.1780 0.1021 0.1598 0.5657 0.6443 0.4241 0.4567 0.5760
#> [4,] 0.0888 0.0836 0.0894 0.0583 0.1547 0.2318 0.2225 0.1035 0.1721 0.2017
#> [5,] 0.2370 0.1339 0.1583 0.0489 0.3151 0.1968 0.2054 0.1272 0.1129 0.1946
#> [6,] 0.4234 0.4372 0.4277 0.0618 0.4433 0.3700 0.3324 0.2564 0.2527 0.2137
#> [7,] 0.0740 0.0941 0.0621 0.0450 0.0426 0.0572 0.1068 0.1909 0.2229 0.2203
#> [8,] 0.1271 0.1912 0.3391 0.0768 0.3444 0.2369 0.1195 0.2665 0.2587 0.1393
#> [9,] 0.1058 0.0383 0.0528 0.0139 0.1291 0.2241 0.1915 0.1587 0.0942 0.0840
#> [10,] 0.1302 0.2480 0.1637 0.0749 0.1103 0.2144 0.2033 0.1887 0.1370 0.1376
#> [11,] 0.2369 0.1720 0.1878 0.0061 0.3250 0.2575 0.2423 0.2706 0.2323 0.1724
#> [12,] 0.1605 0.2061 0.0734 0.0622 0.0202 0.1638 0.1583 0.1830 0.1886 0.1008
#> [13,] 0.9497 0.7866 0.5647 0.0272 0.3480 0.2585 0.2304 0.2948 0.3363 0.3017
#> [14,] 0.2149 0.1601 0.0371 0.0378 0.0117 0.0488 0.0288 0.0597 0.0431 0.0369
#> [15,] 0.7963 0.7493 0.6795 0.0082 0.4713 0.2355 0.1704 0.2728 0.4016 0.4125
#> [16,] 0.2244 0.0960 0.2287 0.0551 0.3228 0.3454 0.3882 0.3240 0.0926 0.1173
#> [17,] 0.2824 0.3390 0.3019 0.0243 0.2945 0.2978 0.2676 0.2055 0.2069 0.1625
#> [18,] 0.1336 0.3831 0.4611 0.0581 0.4330 0.2556 0.1466 0.3489 0.2659 0.0944
#> [19,] 0.0969 0.1411 0.1676 0.0177 0.1200 0.1201 0.1036 0.1977 0.1339 0.0902
#> [20,] 0.4577 0.3505 0.1845 0.0175 0.1890 0.1967 0.1041 0.0550 0.0492 0.0622
#> [21,] 0.0702 0.0936 0.0894 0.0570 0.1127 0.0873 0.1020 0.1964 0.2256 0.1814
#> [22,] 0.2010 0.1736 0.1029 0.0566 0.2244 0.3717 0.4449 0.3939 0.2030 0.2010
#> [23,] 0.3590 0.3881 0.5716 0.0411 0.4314 0.3051 0.4393 0.4302 0.4831 0.5084
#> [24,] 0.2554 0.2054 0.1614 0.0760 0.2232 0.1773 0.2293 0.2521 0.1464 0.0673
#> [25,] 0.1234 0.2030 0.1652 0.0257 0.1043 0.1066 0.2110 0.2417 0.1631 0.0769
#> [26,] 0.1017 0.1438 0.1986 0.0898 0.2039 0.2778 0.2879 0.1331 0.1140 0.1310
#> [27,] 0.9386 0.9303 0.7314 0.0837 0.4791 0.2087 0.2016 0.1669 0.2872 0.4374
#> [28,] 0.3619 0.3314 0.3763 0.0229 0.4767 0.4059 0.3661 0.2320 0.1450 0.1017
#> [29,] 0.2750 0.1358 0.1551 0.0481 0.2646 0.1994 0.1883 0.2746 0.1651 0.0575
#> [30,] 0.5382 0.3150 0.2139 0.0831 0.1848 0.1679 0.2328 0.1015 0.0713 0.0615
#> [31,] 0.5917 0.4899 0.3439 0.0445 0.2366 0.1716 0.1013 0.0766 0.0845 0.0260
#> [32,] 0.3039 0.4760 0.5756 0.0108 0.4254 0.5046 0.7179 0.6163 0.5663 0.5749
#> [33,] 0.1869 0.3391 0.5993 0.0707 0.4124 0.1181 0.3651 0.4655 0.4777 0.3517
#> [34,] 0.7056 0.8148 0.7601 0.1660 0.6034 0.4554 0.4729 0.4478 0.3722 0.4693
#> [35,] 0.1112 0.1386 0.1523 0.0450 0.0996 0.1644 0.1902 0.1313 0.1776 0.2000
#> [36,] 0.2459 0.3101 0.3312 0.0263 0.2220 0.0871 0.2064 0.1808 0.1624 0.1120
#> [37,] 0.2562 0.2624 0.2236 0.1008 0.1180 0.1103 0.2831 0.2385 0.0255 0.1967
#> [38,] 0.4604 0.3217 0.2828 0.0394 0.2430 0.1979 0.2444 0.1847 0.0841 0.0692
#> [39,] 0.2043 0.1707 0.0407 0.0130 0.1286 0.1581 0.2191 0.1701 0.0971 0.2217
#> [40,] 0.2607 0.2040 0.2396 0.0569 0.1319 0.0683 0.0334 0.0716 0.0976 0.0787
#> V46 V47 V48 V49 V5 V50 V51 V52 V53 V54
#> [1,] 0.0779 0.1344 0.0960 0.0598 0.0822 0.0330 0.0197 0.0189 0.0204 0.0085
#> [2,] 0.1668 0.1015 0.1195 0.0704 0.0211 0.0167 0.0107 0.0091 0.0016 0.0084
#> [3,] 0.5293 0.3287 0.1283 0.0698 0.0800 0.0334 0.0342 0.0459 0.0277 0.0172
#> [4,] 0.1787 0.1112 0.0398 0.0305 0.0915 0.0084 0.0039 0.0053 0.0029 0.0020
#> [5,] 0.2195 0.1930 0.1498 0.0773 0.0839 0.0196 0.0122 0.0130 0.0073 0.0077
#> [6,] 0.1789 0.1010 0.0528 0.0453 0.1215 0.0118 0.0009 0.0142 0.0179 0.0079
#> [7,] 0.2265 0.1766 0.1097 0.0558 0.0958 0.0142 0.0281 0.0165 0.0056 0.0010
#> [8,] 0.1083 0.1383 0.1321 0.1069 0.1064 0.0325 0.0316 0.0057 0.0159 0.0085
#> [9,] 0.0670 0.0342 0.0469 0.0357 0.0357 0.0136 0.0082 0.0140 0.0044 0.0052
#> [10,] 0.0307 0.0373 0.0606 0.0399 0.1364 0.0169 0.0135 0.0222 0.0175 0.0127
#> [11,] 0.1457 0.1175 0.0868 0.0392 0.0420 0.0131 0.0092 0.0078 0.0071 0.0081
#> [12,] 0.0663 0.0183 0.0404 0.0108 0.0080 0.0143 0.0091 0.0038 0.0096 0.0142
#> [13,] 0.2193 0.1316 0.1078 0.0559 0.0370 0.0035 0.0098 0.0163 0.0242 0.0043
#> [14,] 0.0025 0.0327 0.0257 0.0182 0.0679 0.0108 0.0124 0.0077 0.0023 0.0117
#> [15,] 0.3470 0.2739 0.1790 0.0922 0.0241 0.0276 0.0169 0.0081 0.0040 0.0025
#> [16,] 0.0566 0.0766 0.0969 0.0588 0.0597 0.0050 0.0118 0.0146 0.0040 0.0114
#> [17,] 0.1216 0.1013 0.0744 0.0386 0.0432 0.0050 0.0146 0.0040 0.0122 0.0107
#> [18,] 0.1370 0.1344 0.0416 0.0719 0.0278 0.0637 0.0210 0.0204 0.0216 0.0135
#> [19,] 0.1085 0.1521 0.1363 0.0858 0.0393 0.0290 0.0203 0.0116 0.0098 0.0199
#> [20,] 0.0505 0.0247 0.0219 0.0102 0.0362 0.0047 0.0019 0.0041 0.0074 0.0030
#> [21,] 0.2012 0.1688 0.1037 0.0501 0.0529 0.0136 0.0130 0.0120 0.0039 0.0053
#> [22,] 0.2187 0.1840 0.1477 0.0971 0.0759 0.0224 0.0151 0.0105 0.0024 0.0018
#> [23,] 0.1952 0.1539 0.2037 0.1054 0.0613 0.0251 0.0357 0.0181 0.0019 0.0102
#> [24,] 0.0965 0.1492 0.1128 0.0463 0.1218 0.0193 0.0140 0.0027 0.0068 0.0150
#> [25,] 0.0723 0.0912 0.0812 0.0496 0.0410 0.0101 0.0089 0.0083 0.0080 0.0026
#> [26,] 0.1433 0.0624 0.0100 0.0098 0.1267 0.0131 0.0152 0.0255 0.0071 0.0263
#> [27,] 0.3097 0.1578 0.0553 0.0334 0.0748 0.0209 0.0172 0.0180 0.0110 0.0234
#> [28,] 0.1111 0.0655 0.0271 0.0244 0.0839 0.0179 0.0109 0.0147 0.0170 0.0158
#> [29,] 0.0695 0.0598 0.0456 0.0021 0.0679 0.0068 0.0036 0.0022 0.0032 0.0060
#> [30,] 0.0779 0.0761 0.0845 0.0592 0.0079 0.0068 0.0089 0.0087 0.0032 0.0130
#> [31,] 0.0333 0.0205 0.0309 0.0101 0.0667 0.0095 0.0047 0.0072 0.0054 0.0022
#> [32,] 0.3593 0.2526 0.2299 0.1271 0.1070 0.0356 0.0367 0.0176 0.0035 0.0093
#> [33,] 0.0920 0.1227 0.1785 0.1085 0.1313 0.0300 0.0346 0.0167 0.0199 0.0145
#> [34,] 0.3839 0.0768 0.1467 0.0777 0.1330 0.0469 0.0193 0.0298 0.0390 0.0294
#> [35,] 0.0765 0.0727 0.0749 0.0449 0.0711 0.0134 0.0174 0.0117 0.0023 0.0047
#> [36,] 0.0815 0.1117 0.0950 0.0412 0.0097 0.0120 0.0048 0.0049 0.0041 0.0036
#> [37,] 0.1483 0.0434 0.0627 0.0513 0.2252 0.0473 0.0248 0.0274 0.0205 0.0141
#> [38,] 0.0528 0.0357 0.0085 0.0230 0.0590 0.0046 0.0156 0.0031 0.0054 0.0105
#> [39,] 0.2732 0.1874 0.1062 0.0665 0.0183 0.0405 0.0113 0.0028 0.0036 0.0105
#> [40,] 0.0522 0.0500 0.0231 0.0221 0.0647 0.0144 0.0307 0.0386 0.0147 0.0018
#> V55 V56 V57 V58 V59 V6 V60 V7 V8 V9
#> [1,] 0.0043 0.0092 0.0138 0.0094 0.0105 0.1256 0.0093 0.1323 0.1584 0.2017
#> [2,] 0.0064 0.0026 0.0029 0.0037 0.0070 0.1058 0.0041 0.1023 0.0440 0.0931
#> [3,] 0.0087 0.0046 0.0203 0.0130 0.0115 0.0629 0.0015 0.0130 0.0813 0.1761
#> [4,] 0.0013 0.0029 0.0020 0.0062 0.0026 0.1267 0.0052 0.1577 0.1927 0.2361
#> [5,] 0.0075 0.0060 0.0080 0.0019 0.0053 0.1009 0.0019 0.1627 0.2071 0.2696
#> [6,] 0.0060 0.0131 0.0089 0.0084 0.0113 0.1524 0.0049 0.1543 0.0391 0.0610
#> [7,] 0.0027 0.0062 0.0024 0.0063 0.0017 0.0830 0.0028 0.0879 0.1220 0.1977
#> [8,] 0.0372 0.0101 0.0127 0.0288 0.0129 0.1680 0.0023 0.3016 0.3460 0.3314
#> [9,] 0.0073 0.0021 0.0047 0.0024 0.0009 0.0785 0.0017 0.0906 0.0908 0.1151
#> [10,] 0.0022 0.0124 0.0054 0.0021 0.0028 0.1513 0.0023 0.1316 0.1654 0.1864
#> [11,] 0.0034 0.0064 0.0037 0.0036 0.0012 0.0865 0.0037 0.1182 0.0999 0.1976
#> [12,] 0.0190 0.0140 0.0099 0.0092 0.0052 0.0789 0.0075 0.1440 0.1451 0.1789
#> [13,] 0.0202 0.0108 0.0037 0.0096 0.0093 0.0792 0.0053 0.1083 0.0687 0.0298
#> [14,] 0.0053 0.0077 0.0076 0.0056 0.0055 0.0863 0.0039 0.1004 0.0664 0.0941
#> [15,] 0.0036 0.0058 0.0067 0.0035 0.0043 0.0253 0.0033 0.0279 0.0130 0.0489
#> [16,] 0.0032 0.0062 0.0101 0.0068 0.0053 0.1416 0.0087 0.0956 0.0802 0.1618
#> [17,] 0.0112 0.0102 0.0052 0.0024 0.0079 0.0735 0.0031 0.0938 0.1134 0.1228
#> [18,] 0.0055 0.0073 0.0080 0.0105 0.0059 0.0678 0.0105 0.1664 0.1490 0.0974
#> [19,] 0.0033 0.0101 0.0065 0.0115 0.0193 0.1630 0.0157 0.2028 0.1694 0.2328
#> [20,] 0.0050 0.0048 0.0017 0.0041 0.0086 0.0696 0.0058 0.0873 0.0616 0.1252
#> [21,] 0.0062 0.0046 0.0045 0.0022 0.0005 0.1091 0.0031 0.1709 0.1684 0.1865
#> [22,] 0.0057 0.0092 0.0009 0.0086 0.0110 0.0679 0.0052 0.0970 0.1473 0.2164
#> [23,] 0.0133 0.0040 0.0042 0.0030 0.0031 0.1039 0.0033 0.1016 0.1394 0.2592
#> [24,] 0.0012 0.0133 0.0048 0.0244 0.0077 0.1538 0.0074 0.1192 0.1229 0.2119
#> [25,] 0.0079 0.0042 0.0071 0.0044 0.0022 0.0491 0.0014 0.1053 0.1690 0.2105
#> [26,] 0.0079 0.0111 0.0107 0.0068 0.0097 0.1515 0.0067 0.2134 0.2613 0.2832
#> [27,] 0.0276 0.0032 0.0084 0.0122 0.0082 0.1125 0.0143 0.3322 0.4590 0.5526
#> [28,] 0.0046 0.0073 0.0054 0.0033 0.0045 0.1673 0.0079 0.1154 0.1098 0.1370
#> [29,] 0.0054 0.0063 0.0143 0.0132 0.0051 0.0981 0.0041 0.0843 0.1172 0.0759
#> [30,] 0.0188 0.0101 0.0229 0.0182 0.0046 0.0200 0.0038 0.0981 0.1016 0.2025
#> [31,] 0.0016 0.0029 0.0058 0.0050 0.0024 0.0771 0.0030 0.0499 0.0906 0.1229
#> [32,] 0.0121 0.0075 0.0056 0.0021 0.0043 0.0973 0.0017 0.0961 0.1323 0.2462
#> [33,] 0.0081 0.0045 0.0043 0.0027 0.0055 0.2103 0.0057 0.2263 0.2524 0.3595
#> [34,] 0.0175 0.0249 0.0141 0.0073 0.0025 0.0226 0.0101 0.0771 0.2678 0.5664
#> [35,] 0.0049 0.0031 0.0024 0.0039 0.0051 0.1563 0.0015 0.1518 0.1206 0.1666
#> [36,] 0.0013 0.0046 0.0037 0.0011 0.0034 0.0391 0.0033 0.0857 0.0915 0.0949
#> [37,] 0.0185 0.0055 0.0045 0.0115 0.0152 0.2611 0.0100 0.2061 0.1668 0.1801
#> [38,] 0.0110 0.0015 0.0072 0.0048 0.0107 0.0649 0.0094 0.1209 0.2467 0.3564
#> [39,] 0.0120 0.0087 0.0061 0.0061 0.0030 0.1019 0.0078 0.1054 0.1070 0.2302
#> [40,] 0.0100 0.0096 0.0077 0.0180 0.0109 0.1432 0.0070 0.1344 0.2041 0.1571
#>
#> $post[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6] [,7]
#> [1,] 0.5725060 0.5314811 0.5843937 0.5340698 0.5167683 0.5020582 0.4981396
#> [2,] 0.5512042 0.5255557 0.5290023 0.5321132 0.5404255 0.5276722 0.5598191
#> [3,] 0.5386603 0.5533481 0.5414813 0.5462103 0.5622229 0.5342951 0.5360843
#> [4,] 0.5933867 0.5398071 0.5666801 0.5449121 0.5359226 0.4933794 0.4987989
#> [5,] 0.5834327 0.5273017 0.5802524 0.5502211 0.5262703 0.4910517 0.4861843
#> [6,] 0.5699124 0.5314490 0.6099275 0.5332586 0.5416041 0.4972929 0.4979249
#> [7,] 0.5626539 0.5349172 0.5795463 0.5359020 0.5026083 0.5100242 0.5162779
#> [8,] 0.5881403 0.5425403 0.6021417 0.5404349 0.4955210 0.4744321 0.4690363
#> [9,] 0.5382805 0.5260469 0.5462687 0.5276585 0.5080658 0.5260460 0.5315905
#> [10,] 0.5704587 0.5211640 0.5830463 0.5362485 0.5199132 0.4965075 0.4990304
#> [11,] 0.5698842 0.5480939 0.5996715 0.5484681 0.5232658 0.5238552 0.4979576
#> [12,] 0.5533597 0.5177595 0.5633903 0.5197578 0.5405620 0.5087490 0.5239484
#> [13,] 0.5238548 0.5240093 0.5463317 0.5299413 0.5414461 0.5317738 0.5700786
#> [14,] 0.5879946 0.5210814 0.5799320 0.5364736 0.5269389 0.4898737 0.5041140
#> [15,] 0.5437430 0.5326764 0.5630031 0.5161660 0.5218819 0.5077528 0.5426826
#> [16,] 0.5534471 0.5275595 0.5493233 0.5400181 0.5046083 0.5333026 0.5195471
#> [17,] 0.5677998 0.5325528 0.5707253 0.5389471 0.5255975 0.5096008 0.5079611
#> [18,] 0.5785239 0.5398683 0.5943558 0.5288072 0.5335141 0.5085746 0.5009315
#> [19,] 0.5476466 0.5427742 0.5476000 0.5315775 0.5091963 0.5418302 0.5220492
#> [20,] 0.5660826 0.5282818 0.5660094 0.5360497 0.5137159 0.5337514 0.5340309
#> [21,] 0.5651148 0.5353182 0.5703696 0.5360061 0.5030619 0.5150163 0.5097816
#> [22,] 0.5383463 0.5307432 0.5173405 0.5373396 0.5154501 0.5359142 0.5394866
#> [23,] 0.5408553 0.5525370 0.5462094 0.5428742 0.5324407 0.5134968 0.5185413
#> [24,] 0.5776662 0.5259536 0.5838190 0.5373904 0.5160477 0.4984440 0.4951672
#> [25,] 0.5547827 0.5234741 0.5480388 0.5383053 0.5015753 0.5296342 0.5311184
#> [26,] 0.5766444 0.5296398 0.5863195 0.5467519 0.5061338 0.4930584 0.4911107
#> [27,] 0.5508479 0.5357233 0.5165279 0.5227456 0.5112443 0.5182551 0.5305359
#> [28,] 0.5801074 0.5241663 0.5988702 0.5442593 0.5294612 0.4917854 0.4867350
#> [29,] 0.5589653 0.5427453 0.5541037 0.5238158 0.5081528 0.5474397 0.5503065
#> [30,] 0.5696714 0.5040869 0.5518863 0.5369782 0.5438079 0.5051871 0.5170228
#> [31,] 0.5717690 0.5277529 0.5630845 0.5308492 0.5214918 0.5322174 0.5475376
#> [32,] 0.5326715 0.5626602 0.5398657 0.5338939 0.5436497 0.5300887 0.5197902
#> [33,] 0.5523696 0.5428696 0.5721773 0.5267465 0.5029961 0.5054869 0.5059329
#> [34,] 0.5449793 0.5264431 0.5326353 0.5222893 0.5192584 0.5183141 0.5162182
#> [35,] 0.5944012 0.5320344 0.5740227 0.5395287 0.5405879 0.4969938 0.4867389
#> [36,] 0.5501212 0.5211843 0.5540378 0.5309619 0.5155953 0.5181576 0.5281756
#> [37,] 0.5579452 0.5083207 0.5887530 0.5418053 0.5331925 0.4654119 0.4872747
#> [38,] 0.5501716 0.5213853 0.5402447 0.5349397 0.5335985 0.5099571 0.5314561
#> [39,] 0.5758276 0.5139746 0.5816149 0.5432361 0.5242557 0.4959062 0.4999303
#> [40,] 0.5625388 0.5340824 0.5616267 0.5270186 0.4972188 0.5153157 0.5158711
#> [,8] [,9] [,10]
#> [1,] 0.5814490 0.4917374 0.5702763
#> [2,] 0.5742130 0.4277805 0.5292355
#> [3,] 0.6002448 0.4366993 0.5274283
#> [4,] 0.5949669 0.5061143 0.5664909
#> [5,] 0.6017537 0.4885920 0.5799322
#> [6,] 0.5846662 0.4947142 0.5576699
#> [7,] 0.5585977 0.4769174 0.5611549
#> [8,] 0.6130097 0.5392627 0.5628419
#> [9,] 0.5363565 0.4777538 0.5538253
#> [10,] 0.5715580 0.4886600 0.5718513
#> [11,] 0.5618823 0.4937016 0.5594977
#> [12,] 0.5760291 0.4954042 0.5568972
#> [13,] 0.5776228 0.4081259 0.5314852
#> [14,] 0.5646996 0.5122828 0.5780850
#> [15,] 0.5986294 0.4342657 0.5397243
#> [16,] 0.5663021 0.4490782 0.5331498
#> [17,] 0.5814063 0.4711058 0.5649696
#> [18,] 0.5986044 0.4798013 0.5207963
#> [19,] 0.5580996 0.4620901 0.5567211
#> [20,] 0.5461717 0.4585505 0.5538833
#> [21,] 0.5618909 0.4815469 0.5580177
#> [22,] 0.5707177 0.4428231 0.5349324
#> [23,] 0.5969211 0.4363779 0.5640803
#> [24,] 0.5788919 0.4902743 0.5797829
#> [25,] 0.5519741 0.4544970 0.5464295
#> [26,] 0.5820243 0.4933094 0.5599548
#> [27,] 0.6261268 0.4376375 0.5466323
#> [28,] 0.5887794 0.5020248 0.5667538
#> [29,] 0.5447745 0.4507686 0.5236839
#> [30,] 0.5885421 0.4688589 0.5412907
#> [31,] 0.5583924 0.4379260 0.5407985
#> [32,] 0.6043914 0.4276055 0.5610815
#> [33,] 0.5910651 0.4559921 0.5597723
#> [34,] 0.6329492 0.4305576 0.5583560
#> [35,] 0.5898147 0.5081931 0.5540421
#> [36,] 0.5585388 0.4522453 0.5596175
#> [37,] 0.6065110 0.5342862 0.5619964
#> [38,] 0.6032171 0.4700414 0.5361305
#> [39,] 0.5977709 0.4873363 0.5651245
#> [40,] 0.5489902 0.4961061 0.5229231
#>
#> $post[[3]]
#> [,1] [,2]
#> [1,] 0.4163368 0.5836632
#> [2,] 0.4148130 0.5851870
#> [3,] 0.4134041 0.5865959
#> [4,] 0.4155717 0.5844283
#> [5,] 0.4164047 0.5835953
#> [6,] 0.4152256 0.5847744
#> [7,] 0.4159831 0.5840169
#> [8,] 0.4159843 0.5840157
#> [9,] 0.4169679 0.5830321
#> [10,] 0.4168377 0.5831623
#> [11,] 0.4145382 0.5854618
#> [12,] 0.4167116 0.5832884
#> [13,] 0.4147620 0.5852380
#> [14,] 0.4169056 0.5830944
#> [15,] 0.4154076 0.5845924
#> [16,] 0.4152825 0.5847175
#> [17,] 0.4159208 0.5840792
#> [18,] 0.4136164 0.5863836
#> [19,] 0.4159078 0.5840922
#> [20,] 0.4153681 0.5846319
#> [21,] 0.4160186 0.5839814
#> [22,] 0.4157448 0.5842552
#> [23,] 0.4156566 0.5843434
#> [24,] 0.4168125 0.5831875
#> [25,] 0.4159634 0.5840366
#> [26,] 0.4159640 0.5840360
#> [27,] 0.4161842 0.5838158
#> [28,] 0.4159368 0.5840632
#> [29,] 0.4140852 0.5859148
#> [30,] 0.4160273 0.5839727
#> [31,] 0.4145555 0.5854445
#> [32,] 0.4152502 0.5847498
#> [33,] 0.4161813 0.5838187
#> [34,] 0.4167276 0.5832724
#> [35,] 0.4154647 0.5845353
#> [36,] 0.4166944 0.5833056
#> [37,] 0.4173022 0.5826978
#> [38,] 0.4156388 0.5843612
#> [39,] 0.4162894 0.5837106
#> [40,] 0.4153784 0.5846216
#>
#>
#> $pre
#> $pre[[1]]
#> NULL
#>
#> $pre[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 0.29208308 0.12609139 0.34083659 0.13649067 0.067098224 0.008232857
#> [2,] 0.20553729 0.10231183 0.11613960 0.12862967 0.162055661 0.110802036
#> [3,] 0.15495051 0.21420762 0.16630761 0.18537009 0.250188691 0.137396117
#> [4,] 0.37798354 0.15956619 0.26831855 0.18013410 0.143938254 -0.026483974
#> [5,] 0.33688106 0.10931572 0.32380956 0.20156405 0.105178219 -0.035797159
#> [6,] 0.28149372 0.12596222 0.44700747 0.13323095 0.166801916 -0.010828509
#> [7,] 0.25193984 0.13989644 0.32091128 0.14385543 0.010433100 0.040102090
#> [8,] 0.35628279 0.17057362 0.41439674 0.16209359 -0.017916395 -0.102360869
#> [9,] 0.15342226 0.10428193 0.18560574 0.11074708 0.032266140 0.104278364
#> [10,] 0.28372298 0.08470641 0.33529154 0.14524896 0.079695144 -0.013970115
#> [11,] 0.28137875 0.19297224 0.40409657 0.19448306 0.093130451 0.095493239
#> [12,] 0.21425450 0.07106787 0.25493313 0.07907241 0.162605178 0.034999433
#> [13,] 0.09549187 0.09611112 0.18586003 0.11990884 0.166165483 0.127266526
#> [14,] 0.35568145 0.08437576 0.32249413 0.14615381 0.107860107 -0.040510907
#> [15,] 0.17542036 0.13089212 0.25335883 0.06468675 0.087583570 0.031013570
#> [16,] 0.21460850 0.11034992 0.19793682 0.16041533 0.018433912 0.133408071
#> [17,] 0.27288018 0.13039583 0.28481085 0.15610449 0.102479605 0.038407868
#> [18,] 0.31671677 0.15981237 0.38200156 0.11535655 0.134257834 0.034301875
#> [19,] 0.19116644 0.17151617 0.19097846 0.12647834 0.036789257 0.167712706
#> [20,] 0.26588574 0.11324800 0.26558772 0.14444951 0.054877534 0.135211369
#> [21,] 0.26194698 0.14150844 0.28335943 0.14427419 0.012247571 0.060083451
#> [22,] 0.15368714 0.12312825 0.06938999 0.14963706 0.061819902 0.143904588
#> [23,] 0.16378645 0.21092667 0.18536668 0.17191882 0.129945496 0.054000303
#> [24,] 0.31320031 0.10390798 0.33847085 0.14984147 0.064213027 -0.006223877
#> [25,] 0.22001401 0.09396545 0.19274964 0.15352198 0.006301391 0.118675890
#> [26,] 0.30901347 0.11869848 0.34877088 0.18755549 0.024536616 -0.027768180
#> [27,] 0.20409734 0.14313702 0.06613554 0.09104509 0.044984873 0.073052865
#> [28,] 0.32321415 0.09674068 0.40075990 0.17750169 0.117981403 -0.032861543
#> [29,] 0.23696393 0.17139951 0.21726547 0.09533536 0.032613908 0.190331501
#> [30,] 0.28051077 0.01634788 0.20829486 0.14818339 0.175682131 0.020748968
#> [31,] 0.28907220 0.11112597 0.25368988 0.12355375 0.086020295 0.129048307
#> [32,] 0.13087251 0.25196526 0.15980200 0.13578386 0.175044362 0.120500397
#> [33,] 0.21024930 0.17190033 0.29073988 0.10708838 0.011984621 0.021948429
#> [34,] 0.18040488 0.10587103 0.13072714 0.08921620 0.077071879 0.073289163
#> [35,] 0.38219012 0.12831356 0.29828274 0.15844545 0.162709619 -0.012024813
#> [36,] 0.20116027 0.08478809 0.21699878 0.12400608 0.062401487 0.072662259
#> [37,] 0.23282671 0.03328580 0.35881282 0.16761249 0.132965409 -0.138573833
#> [38,] 0.20136397 0.08559334 0.16132764 0.13998713 0.134596644 0.039833570
#> [39,] 0.30566850 0.05591309 0.32940637 0.17337736 0.097098964 -0.016375548
#> [40,] 0.25147215 0.13654148 0.24776657 0.10817978 -0.011124814 0.061281991
#> [,7] [,8] [,9] [,10]
#> [1,] -0.0074416670 0.3287245 -0.033053604 0.28297863
#> [2,] 0.2404279979 0.2990611 -0.290912532 0.11707559
#> [3,] 0.1445884321 0.4064854 -0.254568622 0.10982356
#> [4,] -0.0048043844 0.3845371 0.024458372 0.26754814
#> [5,] -0.0552768242 0.4127774 -0.045639789 0.32249498
#> [6,] -0.0083006388 0.3419586 -0.021143949 0.23171093
#> [7,] 0.0651344418 0.2354727 -0.092395935 0.24585064
#> [8,] -0.1240133414 0.4599813 0.157374841 0.25270366
#> [9,] 0.1265304449 0.1456833 -0.089043397 0.21613867
#> [10,] -0.0038785520 0.2882104 -0.045367906 0.28940833
#> [11,] -0.0081694565 0.2488048 -0.025194969 0.23912378
#> [12,] 0.0958670273 0.3064932 -0.018383662 0.22857868
#> [13,] 0.2821716932 0.3130223 -0.371718407 0.12610785
#> [14,] 0.0164562816 0.2602574 0.049141100 0.31491692
#> [15,] 0.1711470641 0.3997574 -0.264468086 0.15923288
#> [16,] 0.0782282125 0.2667795 -0.204395993 0.13279415
#> [17,] 0.0318469860 0.3285492 -0.115705643 0.26135607
#> [18,] 0.0037259142 0.3996533 -0.080838795 0.08323334
#> [19,] 0.0882539290 0.2334529 -0.151930995 0.22786535
#> [20,] 0.1363345790 0.1852144 -0.166179442 0.21637334
#> [21,] 0.0391313564 0.2488398 -0.073846055 0.23312084
#> [22,] 0.1582759434 0.2847801 -0.229712268 0.13995746
#> [23,] 0.0741991712 0.3926526 -0.255875505 0.25773839
#> [24,] -0.0193319831 0.3182264 -0.038907794 0.32188239
#> [25,] 0.1246345795 0.2086501 -0.182517177 0.18625476
#> [26,] -0.0355609958 0.3310890 -0.026763931 0.24097858
#> [27,] 0.1222956023 0.5156363 -0.250755625 0.18707277
#> [28,] -0.0530723108 0.3589219 0.008099188 0.26861890
#> [29,] 0.2019090622 0.1795790 -0.197565541 0.09480668
#> [30,] 0.0681175288 0.3579416 -0.124725848 0.16553964
#> [31,] 0.1907263558 0.2346404 -0.249583623 0.16355774
#> [32,] 0.0792020624 0.4237966 -0.291627318 0.24555237
#> [33,] 0.0237325241 0.3683703 -0.176488424 0.24023796
#> [34,] 0.0648956509 0.5448897 -0.279576388 0.23449244
#> [35,] -0.0530569735 0.3631995 0.032775393 0.21701607
#> [36,] 0.1128219871 0.2352339 -0.191602932 0.23960992
#> [37,] -0.0509123555 0.4326697 0.137360498 0.24926836
#> [38,] 0.1259906415 0.4188878 -0.119977976 0.14477425
#> [39,] -0.0002786338 0.3961857 -0.050665463 0.26198636
#> [40,] 0.0635058777 0.1965914 -0.015575909 0.09175668
#>
#> $pre[[3]]
#> [,1] [,2]
#> [1,] -0.007424134 0.3304055
#> [2,] -0.010469200 0.3336345
#> [3,] -0.015249157 0.3346613
#> [4,] -0.009372090 0.3316070
#> [5,] -0.007738419 0.3298118
#> [6,] -0.010667841 0.3317362
#> [7,] -0.007054926 0.3322305
#> [8,] -0.007098532 0.3321819
#> [9,] -0.007170973 0.3280620
#> [10,] -0.007059022 0.3287096
#> [11,] -0.011061175 0.3341747
#> [12,] -0.008646597 0.3276407
#> [13,] -0.010675677 0.3336382
#> [14,] -0.006788084 0.3287014
#> [15,] -0.008233836 0.3334207
#> [16,] -0.009057091 0.3331126
#> [17,] -0.008536817 0.3310048
#> [18,] -0.012555904 0.3364792
#> [19,] -0.008347813 0.3312475
#> [20,] -0.008136724 0.3336807
#> [21,] -0.007413625 0.3317256
#> [22,] -0.009137347 0.3311290
#> [23,] -0.009862337 0.3307670
#> [24,] -0.006479533 0.3293927
#> [25,] -0.007315026 0.3320515
#> [26,] -0.007684029 0.3316799
#> [27,] -0.006875687 0.3315818
#> [28,] -0.008986100 0.3304899
#> [29,] -0.009818744 0.3372841
#> [30,] -0.009679977 0.3294235
#> [31,] -0.008892992 0.3362714
#> [32,] -0.011366850 0.3309360
#> [33,] -0.007010822 0.3314588
#> [34,] -0.006819350 0.3294020
#> [35,] -0.010490162 0.3309292
#> [36,] -0.006968005 0.3293901
#> [37,] -0.008335697 0.3255223
#> [38,] -0.009772556 0.3309302
#> [39,] -0.007696647 0.3303280
#> [40,] -0.008844319 0.3329305
#>
#>
#> $e
#> [,1] [,2]
#> [1,] 0.5836632 -0.5836632
#> [2,] -0.4148130 0.4148130
#> [3,] 0.5865959 -0.5865959
#> [4,] 0.5844283 -0.5844283
#> [5,] -0.4164047 0.4164047
#> [6,] 0.5847744 -0.5847744
#> [7,] 0.5840169 -0.5840169
#> [8,] 0.5840157 -0.5840157
#> [9,] -0.4169679 0.4169679
#> [10,] 0.5831623 -0.5831623
#> [11,] 0.5854618 -0.5854618
#> [12,] -0.4167116 0.4167116
#> [13,] -0.4147620 0.4147620
#> [14,] -0.4169056 0.4169056
#> [15,] 0.5845924 -0.5845924
#> [16,] 0.5847175 -0.5847175
#> [17,] 0.5840792 -0.5840792
#> [18,] -0.4136164 0.4136164
#> [19,] 0.5840922 -0.5840922
#> [20,] -0.4153681 0.4153681
#> [21,] 0.5839814 -0.5839814
#> [22,] 0.5842552 -0.5842552
#> [23,] 0.5843434 -0.5843434
#> [24,] 0.5831875 -0.5831875
#> [25,] 0.5840366 -0.5840366
#> [26,] 0.5840360 -0.5840360
#> [27,] 0.5838158 -0.5838158
#> [28,] 0.5840632 -0.5840632
#> [29,] -0.4140852 0.4140852
#> [30,] -0.4160273 0.4160273
#> [31,] -0.4145555 0.4145555
#> [32,] 0.5847498 -0.5847498
#> [33,] 0.5838187 -0.5838187
#> [34,] 0.5832724 -0.5832724
#> [35,] 0.5845353 -0.5845353
#> [36,] -0.4166944 0.4166944
#> [37,] 0.5826978 -0.5826978
#> [38,] -0.4156388 0.4156388
#> [39,] -0.4162894 0.4162894
#> [40,] -0.4153784 0.4153784
#>
#> $L
#> [1] 0.6939038 0.6982846 0.6951248 0.7151394 0.7181548 0.7498824
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.4057971