Deep Neural Network with DBN Pretraining Learner
Source:R/learner_deepnet_classif_dbnDNN.R
mlr_learners_classif.dbnDNN.RdDeep neural network with weights initialized by a deep belief network.
Calls deepnet::dbn.dnn.train() from deepnet.
This learner works with tasks that have at least two features.
Parameters
| Id | Type | Default | Levels | Range |
| hidden | untyped | - | - | |
| activationfun | character | - | sigm, linear, tanh | - |
| learningrate | numeric | - | \([0, \infty)\) | |
| momentum | numeric | - | \([0, \infty)\) | |
| learningrate_scale | numeric | - | \([0, \infty)\) | |
| numepochs | integer | - | \([1, \infty)\) | |
| batchsize | integer | - | \([1, \infty)\) | |
| output | character | - | sigm, linear, softmax | - |
| hidden_dropout | numeric | - | \([0, 1]\) | |
| visible_dropout | numeric | - | \([0, 1]\) | |
| cd | integer | - | \([1, \infty)\) |
References
Rong X (2014). deepnet: Deep Learning Toolkit in R. R package version 0.2.1, 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/chapters/chapter2/data_and_basic_modeling.html#sec-learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifDbnDNN
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()
LearnerClassifDbnDNN$new()
Creates a new instance of this R6 class.
Usage
LearnerClassifDbnDNN$new()Examples
# Define the Learner
learner = lrn("classif.dbnDNN")
print(learner)
#>
#> ── <LearnerClassifDbnDNN> (classif.dbnDNN): Deep Belief Network DNN ────────────
#> • Model: -
#> • Parameters: hidden=10, activationfun=sigm, learningrate=0.8, momentum=0.5,
#> learningrate_scale=1, numepochs=3, batchsize=100, output=softmax,
#> hidden_dropout=0, visible_dropout=0, cd=1
#> • 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', predict_raw = 'FALSE'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
#> begin to train dbn ......
#> training layer 1 rbm ...
#> dbn has been trained.
#> begin to train deep nn ......
#> deep nn has been trained.
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 V14
#> [1,] -0.3445228 -0.07899625 -0.06603960 -0.09459944 -0.152084370 -0.090745621
#> [2,] -0.3925326 -0.03125256 -0.13148559 -0.10517374 -0.008788543 -0.045545998
#> [3,] -0.2126249 -0.04002898 -0.08707791 -0.06699602 -0.065903549 -0.061059756
#> [4,] -0.2973729 -0.10629856 -0.11600760 -0.13082035 -0.089972817 -0.097776681
#> [5,] -0.3614613 -0.07876577 -0.12239194 0.03587776 -0.053276568 -0.126003416
#> [6,] -0.3266444 -0.15549549 -0.14172295 -0.18280201 -0.192522361 -0.111989571
#> [7,] -0.2730455 -0.14542533 -0.11811201 -0.14114214 0.007552805 0.003094207
#> [8,] -0.1483825 -0.16403080 -0.17363444 -0.04016296 -0.154954043 -0.112944277
#> [9,] -0.2555173 -0.20978405 -0.17940479 -0.05120761 -0.059189975 0.002255414
#> [10,] -0.3707406 -0.15924301 -0.05299503 0.01451479 -0.047572442 0.044054495
#> V15 V16 V17 V18 V19 V2
#> [1,] -0.111899630 -0.04025289 -0.072542828 0.113310592 -0.01663457 -0.2131740
#> [2,] -0.102193771 -0.07963182 -0.086946958 0.013196212 0.07169509 -0.3619790
#> [3,] 0.009641116 0.07662356 0.106130154 0.074128027 0.21380985 -0.2661450
#> [4,] -0.068257496 -0.01794041 -0.141536607 -0.004317347 0.05130744 -0.4121921
#> [5,] 0.070513782 -0.05332494 0.087602419 0.115914681 0.13817820 -0.3156669
#> [6,] -0.076863805 -0.01930157 -0.079337634 -0.128014455 -0.07383580 -0.2817232
#> [7,] -0.120889433 -0.01286728 -0.147663166 0.019336441 0.03249503 -0.1576955
#> [8,] -0.133234135 0.02730772 0.009627044 -0.056536033 -0.09241631 -0.2317992
#> [9,] -0.114030070 -0.10278152 0.048550825 0.039650913 -0.05575527 -0.2211592
#> [10,] -0.092979093 -0.09345511 0.094709376 -0.031693315 0.17305854 -0.3200960
#> V20 V21 V22 V23 V24 V25
#> [1,] 0.13231295 0.19709747 0.100646182 0.20444087 0.024731408 0.15270592
#> [2,] 0.17871060 0.09533933 0.245167304 0.20851546 0.321674923 0.26144962
#> [3,] 0.15535340 0.12124306 0.113268032 0.10082212 0.259658087 0.06792519
#> [4,] 0.02660554 0.04589643 0.138733330 0.08970946 0.050642387 0.21989413
#> [5,] 0.08818011 0.01187175 0.014951562 0.08435673 0.231381098 0.04513097
#> [6,] 0.11312244 -0.03078949 0.143470819 0.05606514 0.079305666 0.09322217
#> [7,] -0.02465921 0.13712213 -0.036527210 0.01131628 0.033476183 0.17916509
#> [8,] -0.10457194 -0.15139028 -0.128750179 -0.10450034 -0.096805976 -0.11397243
#> [9,] 0.06239811 0.08645230 0.003150386 0.03888587 0.003175981 0.07829561
#> [10,] 0.08767609 0.19657664 0.110000240 0.14503913 0.115595576 0.10243235
#> V26 V27 V28 V29 V3 V30
#> [1,] 0.087056471 0.10071995 0.109333353 0.123966397 -0.1732168 -0.07982446
#> [2,] 0.214308369 0.27731587 0.203197659 0.164850053 -0.2228450 0.18406477
#> [3,] 0.123130565 0.14873066 0.141439572 0.245208649 -0.2941488 0.09195266
#> [4,] 0.146048531 0.24743622 0.176659507 0.179850465 -0.2615327 -0.04855584
#> [5,] 0.096333280 0.08620416 0.205370132 0.091314725 -0.2510694 0.09086232
#> [6,] 0.130519532 0.08407610 0.152428934 -0.003297839 -0.2664286 0.02690901
#> [7,] 0.095387146 0.13415251 0.116332215 0.118791590 -0.1906678 0.03349761
#> [8,] 0.127274315 0.01350794 -0.008463993 -0.091064764 -0.2551436 -0.03956241
#> [9,] 0.003804201 0.11712578 0.096354962 -0.035709490 -0.3808509 -0.01549219
#> [10,] 0.053584997 0.08929306 0.047386438 0.078605905 -0.3376515 0.08059870
#> V31 V32 V33 V34 V35
#> [1,] -0.02711221 0.0648486802 0.02465902 -0.11278035 -0.11337885
#> [2,] 0.07006199 -0.0007200021 0.05049450 0.08672112 -0.04591655
#> [3,] 0.05362457 -0.0993580888 -0.07141465 -0.07826568 -0.14672595
#> [4,] -0.01242961 -0.0819793346 -0.10783108 -0.15497561 -0.06289850
#> [5,] 0.03204612 0.1568557510 0.07735866 -0.03587200 0.11147231
#> [6,] -0.05178288 -0.0036864125 -0.07210886 -0.06598064 -0.08978109
#> [7,] -0.03454657 -0.0335457700 0.08396365 -0.09888919 -0.12059713
#> [8,] 0.07317001 -0.0925851336 -0.06299611 -0.04352094 -0.04501404
#> [9,] -0.10317601 -0.0045793376 -0.03567783 -0.06107410 -0.15732886
#> [10,] 0.02777473 0.0473401770 0.02172425 -0.04623742 -0.05847867
#> V36 V37 V38 V39 V4
#> [1,] 0.0208405395 -0.111917408 -0.129764884 -0.115877727 -0.1697011
#> [2,] 0.0455630147 0.077385467 0.008964299 -0.015311020 -0.3371978
#> [3,] -0.0583289589 -0.022514476 -0.038667768 -0.113309857 -0.2390512
#> [4,] -0.0743443164 -0.122798475 -0.021881316 0.004682218 -0.3435250
#> [5,] 0.0329690305 0.009274889 -0.021879008 -0.028141717 -0.2556256
#> [6,] -0.1038101613 -0.056384794 -0.174481647 -0.091743339 -0.1952661
#> [7,] -0.0494539364 -0.126634652 -0.066412445 -0.007282508 -0.1133561
#> [8,] -0.0001381365 0.056219918 -0.039273641 -0.171281970 -0.2976010
#> [9,] -0.1874538925 -0.156778987 -0.088505371 -0.209207046 -0.2996198
#> [10,] 0.0036276485 -0.010351139 -0.092284435 0.046811452 -0.3341052
#> V40 V41 V42 V43 V44
#> [1,] -0.163829900 -0.171525806 -0.101984280 -0.17306826 -0.1763771338
#> [2,] -0.044673779 -0.106849989 0.007497619 -0.13426102 -0.0002463841
#> [3,] -0.088979691 -0.037979610 -0.167991844 -0.01174574 -0.0890044884
#> [4,] -0.024012855 0.018253190 -0.020742473 -0.18647721 -0.1402764535
#> [5,] -0.076386733 -0.069258951 -0.015042265 -0.14560284 -0.1128054804
#> [6,] -0.096784000 -0.128288155 -0.267070191 -0.04299308 -0.2339424400
#> [7,] -0.112030657 -0.061488639 -0.011022236 0.01509632 -0.1868450947
#> [8,] 0.001611617 -0.007871017 -0.102272201 -0.12342616 -0.1890483047
#> [9,] -0.033241076 -0.116192089 -0.052603224 -0.17507631 -0.1244041415
#> [10,] -0.078286508 -0.051886134 -0.032265192 -0.08622126 -0.0304713966
#> V45 V46 V47 V48 V49 V5
#> [1,] -0.03965898 -0.14632889 -0.25027727 -0.1302059 -0.2606507 -0.2036597
#> [2,] -0.16010980 -0.14652280 -0.10938899 -0.2408878 -0.2014223 -0.3088607
#> [3,] -0.02359844 -0.24557846 -0.24339533 -0.2730682 -0.2777173 -0.2780102
#> [4,] -0.14831094 -0.23823827 -0.28422247 -0.2397256 -0.3987107 -0.2033828
#> [5,] -0.12944010 -0.07848793 -0.06393588 -0.1879914 -0.2206459 -0.2761635
#> [6,] -0.10068837 -0.22499247 -0.28010216 -0.2858322 -0.3499799 -0.3032184
#> [7,] -0.19753902 -0.09276363 -0.13350006 -0.2216003 -0.2333593 -0.2041021
#> [8,] -0.23250339 -0.22138580 -0.19199702 -0.1540543 -0.2470111 -0.2432115
#> [9,] -0.23294214 -0.10283906 -0.20561418 -0.2105216 -0.2243832 -0.1798696
#> [10,] -0.14079072 -0.15709315 -0.21599750 -0.2829020 -0.2312542 -0.2574771
#> V50 V51 V52 V53 V54 V55
#> [1,] -0.2886798 -0.3715053 -0.3734491 -0.2692860 -0.2733752 -0.2788728
#> [2,] -0.2892579 -0.3124739 -0.3863032 -0.4131703 -0.4217769 -0.4377346
#> [3,] -0.3326073 -0.2967468 -0.2453733 -0.4167385 -0.3945798 -0.3945643
#> [4,] -0.2811355 -0.2980082 -0.2793355 -0.3165604 -0.3680285 -0.3665410
#> [5,] -0.3335466 -0.3188705 -0.3413887 -0.3467680 -0.3497214 -0.2561476
#> [6,] -0.2151855 -0.3338643 -0.3733399 -0.2874878 -0.2473125 -0.2959845
#> [7,] -0.1890116 -0.2796043 -0.2677576 -0.1879171 -0.2599225 -0.2053586
#> [8,] -0.1948899 -0.2359399 -0.3270753 -0.3671791 -0.1918045 -0.2685381
#> [9,] -0.4187988 -0.3859547 -0.4287965 -0.2589234 -0.3045914 -0.4031376
#> [10,] -0.3447221 -0.3641876 -0.4580650 -0.3423968 -0.4357930 -0.3155275
#> V56 V57 V58 V59 V6 V60
#> [1,] -0.3698613 -0.2271868 -0.3896780 -0.3762052 -0.2121418 -0.2255958
#> [2,] -0.3128672 -0.3535541 -0.3420074 -0.4252261 -0.1569482 -0.3648501
#> [3,] -0.3955109 -0.3813917 -0.3450244 -0.3253746 -0.2292415 -0.3883185
#> [4,] -0.3507629 -0.3793203 -0.3740299 -0.3354408 -0.1868940 -0.2918196
#> [5,] -0.4062676 -0.3925768 -0.2850681 -0.3274928 -0.1924470 -0.3204393
#> [6,] -0.2490227 -0.2402810 -0.3197728 -0.2727803 -0.2515191 -0.3306183
#> [7,] -0.2157265 -0.2053858 -0.3228998 -0.3387695 -0.2185671 -0.3516321
#> [8,] -0.2261803 -0.3306507 -0.3018863 -0.3058739 -0.2697092 -0.2217379
#> [9,] -0.3886440 -0.3502477 -0.4472329 -0.4386737 -0.2570131 -0.3990535
#> [10,] -0.4748313 -0.4438672 -0.3133955 -0.3471935 -0.2172717 -0.4335967
#> V7 V8 V9
#> [1,] -0.1924594 -0.13523085 -0.19834818
#> [2,] -0.1162907 -0.17212270 -0.03882076
#> [3,] -0.2060352 -0.22815709 -0.19024818
#> [4,] -0.2512982 -0.23757379 -0.10904468
#> [5,] -0.2513400 -0.09890684 -0.04615411
#> [6,] -0.2839774 -0.22191302 -0.11348412
#> [7,] -0.1506078 -0.21298407 -0.18150291
#> [8,] -0.1224228 -0.15822866 -0.21974411
#> [9,] -0.1544370 -0.30864240 -0.10505802
#> [10,] -0.2670994 -0.12664215 -0.17792720
#>
#> $W[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] -0.077070065 0.01630902 0.04783851 0.03037906 -0.02099467 -0.12509055
#> [2,] 0.007272827 -0.05046853 0.04133746 -0.08768690 -0.05112472 -0.02425591
#> [,7] [,8] [,9] [,10]
#> [1,] 0.03758757 -0.14966870 -0.10437165 0.04674166
#> [2,] 0.09891655 0.08075828 -0.04839196 -0.06472822
#>
#>
#> $vW
#> $vW[[1]]
#> V1 V10 V11 V12 V13
#> [1,] 1.019343e-04 0.0010503170 0.0013046162 0.0012825411 0.0010153344
#> [2,] -2.668823e-05 -0.0001768021 -0.0002176547 -0.0001897325 -0.0001270831
#> [3,] 1.861215e-05 0.0001686920 0.0002193197 0.0002171454 0.0001813592
#> [4,] -1.083192e-04 -0.0010472448 -0.0012734142 -0.0012184399 -0.0009245983
#> [5,] -2.818756e-05 -0.0002377085 -0.0002761915 -0.0002579902 -0.0001857039
#> [6,] 7.148293e-05 0.0008306771 0.0010329367 0.0010202116 0.0008029308
#> [7,] 6.497496e-05 0.0006722911 0.0008394087 0.0008244485 0.0006557379
#> [8,] 7.713536e-05 0.0009819082 0.0012543037 0.0011828616 0.0007895097
#> [9,] 4.944824e-05 0.0005385965 0.0006749505 0.0006711867 0.0005377651
#> [10,] -9.491766e-05 -0.0008974475 -0.0010929035 -0.0010421069 -0.0007725086
#> V14 V15 V16 V17 V18
#> [1,] 7.642094e-04 5.290623e-04 0.0001303963 0.0001683287 4.063594e-04
#> [2,] -9.237277e-05 -3.246164e-05 0.0001005714 0.0001352179 1.130992e-04
#> [3,] 1.704298e-04 1.493408e-04 0.0001096563 0.0001361627 1.688339e-04
#> [4,] -6.347398e-04 -3.211029e-04 0.0001958873 0.0002346544 1.973823e-05
#> [5,] -1.078286e-04 -2.233436e-05 0.0001143430 0.0001518932 1.109629e-04
#> [6,] 5.903419e-04 4.295191e-04 0.0001304263 0.0001792235 3.853806e-04
#> [7,] 5.142696e-04 3.785611e-04 0.0001443081 0.0001838599 3.346986e-04
#> [8,] 4.784591e-04 2.261991e-04 -0.0003592775 -0.0003409573 -8.827523e-05
#> [9,] 4.157739e-04 3.185841e-04 0.0001359853 0.0001719987 3.027729e-04
#> [10,] -5.223149e-04 -2.509952e-04 0.0001950163 0.0002356534 5.855397e-05
#> V19 V2 V20 V21 V22
#> [1,] 1.130722e-03 8.182025e-05 0.0018120289 0.0020311914 0.0021631927
#> [2,] -7.285507e-05 -1.444338e-05 -0.0002558619 -0.0002564436 -0.0002265761
#> [3,] 2.433574e-04 1.556799e-05 0.0003547165 0.0004007991 0.0004402359
#> [4,] -8.569872e-04 -7.514317e-05 -0.0016294844 -0.0017628149 -0.0017924913
#> [5,] -1.240631e-04 -1.900915e-05 -0.0003066652 -0.0003057474 -0.0002636490
#> [6,] 9.227849e-04 5.873677e-05 0.0014218316 0.0016353847 0.0017938891
#> [7,] 7.705936e-04 5.176293e-05 0.0012078129 0.0013571012 0.0014628646
#> [8,] 6.482679e-04 3.944938e-05 0.0013360852 0.0015649972 0.0017957398
#> [9,] 6.435194e-04 4.160566e-05 0.0009689507 0.0011097774 0.0012148572
#> [10,] -6.801584e-04 -6.570230e-05 -0.0013408758 -0.0014458261 -0.0014611436
#> V23 V24 V25 V26 V27
#> [1,] 1.603926e-03 1.204419e-03 1.171840e-03 1.512332e-03 1.448378e-03
#> [2,] -7.444539e-05 4.684952e-05 4.836397e-05 -4.178567e-05 -2.900894e-05
#> [3,] 3.766437e-04 3.288061e-04 3.417351e-04 3.803649e-04 3.655155e-04
#> [4,] -1.137254e-03 -6.378008e-04 -5.798885e-04 -9.709599e-04 -9.494927e-04
#> [5,] -9.566320e-05 2.181294e-05 4.067928e-05 -5.963587e-05 -7.346997e-05
#> [6,] 1.346832e-03 1.032936e-03 9.921244e-04 1.255195e-03 1.182036e-03
#> [7,] 1.127697e-03 8.842040e-04 8.689726e-04 1.077854e-03 1.030284e-03
#> [8,] 1.016674e-03 4.132951e-04 3.628670e-04 7.105322e-04 5.432234e-04
#> [9,] 9.392378e-04 7.458763e-04 7.248837e-04 8.928558e-04 8.419707e-04
#> [10,] -9.008430e-04 -4.910936e-04 -4.683792e-04 -8.133081e-04 -8.059417e-04
#> V28 V29 V3 V30 V31
#> [1,] 9.455690e-04 6.061116e-04 1.069812e-04 1.743595e-04 -2.386315e-04
#> [2,] 7.618678e-05 1.158971e-04 -1.439807e-05 1.504211e-04 2.519383e-04
#> [3,] 2.738974e-04 1.965856e-04 2.378456e-05 1.159872e-04 8.137811e-05
#> [4,] -4.719098e-04 -1.773433e-04 -8.871626e-05 1.949866e-04 7.085543e-04
#> [5,] -6.110706e-06 2.788145e-05 -1.608527e-05 8.473896e-05 2.364047e-04
#> [6,] 7.357542e-04 4.515272e-04 8.175583e-05 9.950616e-05 -2.089817e-04
#> [7,] 6.849890e-04 4.470451e-04 7.135300e-05 1.638136e-04 -7.836463e-05
#> [8,] -2.374459e-04 -6.234922e-04 6.707264e-05 -9.975199e-04 -1.363222e-03
#> [9,] 5.513939e-04 3.653011e-04 5.763563e-05 1.348008e-04 -5.355336e-05
#> [10,] -4.050263e-04 -1.486034e-04 -7.555290e-05 1.672268e-04 5.956239e-04
#> V32 V33 V34 V35 V36
#> [1,] 1.540499e-04 -2.135727e-04 -7.171589e-04 -0.0013404847 -0.0014525372
#> [2,] 1.375369e-04 1.829473e-04 2.729634e-04 0.0004188900 0.0005198874
#> [3,] 1.219637e-04 3.532594e-05 -4.877261e-05 -0.0001320257 -0.0001450950
#> [4,] 2.115298e-04 4.799708e-04 9.693705e-04 0.0016869809 0.0019155511
#> [5,] 1.143484e-04 1.392703e-04 2.291003e-04 0.0003984484 0.0004863587
#> [6,] 9.004818e-05 -2.335413e-04 -6.619945e-04 -0.0011327603 -0.0011638121
#> [7,] 1.545796e-04 -1.027733e-04 -4.348469e-04 -0.0008190975 -0.0008757498
#> [8,] -7.898612e-04 -1.279600e-03 -1.927475e-03 -0.0026215824 -0.0027963837
#> [9,] 1.253071e-04 -9.659430e-05 -3.713638e-04 -0.0006705157 -0.0006968215
#> [10,] 1.819844e-04 4.349003e-04 8.585858e-04 0.0014640603 0.0016822785
#> V37 V38 V39 V4 V40
#> [1,] -0.0011642709 -3.332963e-04 1.041258e-04 1.169483e-04 -1.476644e-04
#> [2,] 0.0004529751 2.178720e-04 1.127950e-04 -2.927710e-05 2.066257e-04
#> [3,] -0.0001203298 -2.622481e-05 4.528260e-06 2.153379e-05 -1.543405e-05
#> [4,] 0.0015684965 5.422282e-04 -7.924286e-06 -1.284691e-04 3.684152e-04
#> [5,] 0.0003980721 1.342066e-04 -1.499729e-05 -3.620460e-05 1.044434e-04
#> [6,] -0.0009163613 -2.943239e-04 3.691781e-05 7.949483e-05 -1.203175e-04
#> [7,] -0.0007071526 -2.142004e-04 3.785415e-05 7.309500e-05 -1.055536e-04
#> [8,] -0.0023226217 -1.250001e-03 -7.356926e-04 7.610290e-05 -9.388281e-04
#> [9,] -0.0005543421 -1.670486e-04 3.818162e-05 5.391117e-05 -5.721985e-05
#> [10,] 0.0013849828 5.137094e-04 5.528095e-05 -1.116358e-04 3.690389e-04
#> V41 V42 V43 V44 V45
#> [1,] -5.885213e-05 5.438284e-04 6.884206e-04 0.0008537605 0.0010934170
#> [2,] 1.522740e-04 1.468602e-06 -6.561491e-05 -0.0001322430 -0.0002165361
#> [3,] 1.128618e-05 1.079068e-04 1.184554e-04 0.0001256588 0.0001555247
#> [4,] 2.501322e-04 -3.737587e-04 -5.992219e-04 -0.0008585295 -0.0011595860
#> [5,] 8.429916e-05 -4.976399e-05 -1.218181e-04 -0.0002044935 -0.0002869977
#> [6,] -6.460879e-05 4.226784e-04 5.307971e-04 0.0006429625 0.0008180167
#> [7,] -4.335400e-05 3.517314e-04 4.374081e-04 0.0005312456 0.0006696680
#> [8,] -7.129661e-04 4.226028e-05 3.212112e-04 0.0005812227 0.0009192316
#> [9,] -1.500373e-05 3.034657e-04 3.647269e-04 0.0004297767 0.0005369346
#> [10,] 2.568683e-04 -2.852500e-04 -4.866556e-04 -0.0007188777 -0.0009885915
#> V46 V47 V48 V49 V5
#> [1,] 0.0007634001 5.118327e-04 4.220786e-04 2.508359e-04 1.970372e-04
#> [2,] -0.0001587304 -7.512244e-05 -6.028803e-05 -3.470947e-05 -2.961024e-05
#> [3,] 0.0001112289 8.737639e-05 7.362949e-05 4.039569e-05 3.068425e-05
#> [4,] -0.0008101100 -4.727553e-04 -3.878034e-04 -2.361641e-04 -1.941866e-04
#> [5,] -0.0002067829 -9.936918e-05 -7.712107e-05 -4.868912e-05 -4.861161e-05
#> [6,] 0.0005662491 4.021973e-04 3.317060e-04 1.982349e-04 1.504844e-04
#> [7,] 0.0004641842 3.214208e-04 2.672268e-04 1.568127e-04 1.229019e-04
#> [8,] 0.0006455062 4.318587e-04 3.535629e-04 2.141902e-04 1.424849e-04
#> [9,] 0.0003736768 2.696295e-04 2.219323e-04 1.310538e-04 9.989043e-05
#> [10,] -0.0006999584 -4.084630e-04 -3.322105e-04 -1.989358e-04 -1.630620e-04
#> V50 V51 V52 V53 V54
#> [1,] 6.071212e-05 8.480428e-05 7.385968e-05 1.724290e-05 1.263148e-05
#> [2,] -7.431403e-06 -1.730954e-05 -1.581941e-05 -1.638398e-06 -2.055014e-06
#> [3,] 1.123373e-05 1.414050e-05 1.351947e-05 3.291934e-06 1.684688e-06
#> [4,] -5.331069e-05 -8.532561e-05 -7.353091e-05 -1.367085e-05 -1.501527e-05
#> [5,] -1.082043e-05 -1.959367e-05 -1.597090e-05 -3.155670e-06 -5.020023e-06
#> [6,] 4.666728e-05 6.449528e-05 5.622133e-05 1.228841e-05 6.665913e-06
#> [7,] 3.802976e-05 5.388814e-05 4.797164e-05 1.116379e-05 7.680738e-06
#> [8,] 3.729080e-05 7.601446e-05 6.996056e-05 -9.622366e-08 -9.651408e-06
#> [9,] 3.183733e-05 4.330278e-05 3.791738e-05 9.193935e-06 5.188596e-06
#> [10,] -4.471609e-05 -7.409904e-05 -6.389201e-05 -1.184869e-05 -1.209650e-05
#> V55 V56 V57 V58 V59
#> [1,] -4.081374e-06 7.738599e-06 -2.196167e-06 2.228923e-06 -6.491643e-06
#> [2,] 1.659846e-06 -4.503629e-07 1.901140e-06 2.587313e-07 2.991450e-06
#> [3,] -2.596919e-07 1.084007e-06 1.307112e-06 3.580899e-07 -5.867269e-07
#> [4,] 3.517195e-06 -6.465202e-06 5.694752e-06 -2.283319e-06 8.648406e-06
#> [5,] -2.347744e-07 -1.950014e-06 1.600731e-06 -1.420173e-06 1.249911e-06
#> [6,] -7.286659e-06 5.386316e-06 -3.440439e-06 -2.677846e-07 -6.722423e-06
#> [7,] -3.264200e-06 4.510512e-06 -3.735591e-07 8.530962e-07 -4.227352e-06
#> [8,] -2.881892e-05 -4.313332e-06 -1.816349e-05 -1.436882e-05 -2.557073e-05
#> [9,] -3.727831e-06 4.109008e-06 -1.061045e-06 5.609900e-07 -3.484621e-06
#> [10,] 4.026933e-06 -4.904315e-06 4.849757e-06 -7.884992e-07 7.862540e-06
#> V6 V60 V7 V8 V9
#> [1,] 2.353654e-04 1.277160e-06 2.104383e-04 3.147739e-04 0.0008956373
#> [2,] -1.340204e-05 9.742589e-07 4.985219e-06 -1.689736e-05 -0.0001599163
#> [3,] 4.922962e-05 3.809975e-07 4.883800e-05 6.466190e-05 0.0001484200
#> [4,] -1.816214e-04 1.045470e-06 -1.260372e-04 -2.387097e-04 -0.0009005923
#> [5,] -3.017697e-05 -2.675852e-07 -1.322586e-05 -4.151909e-05 -0.0002053216
#> [6,] 1.910864e-04 7.020248e-07 1.790318e-04 2.599998e-04 0.0007037284
#> [7,] 1.569292e-04 5.293283e-07 1.418570e-04 2.085461e-04 0.0005778377
#> [8,] 1.393303e-04 -9.329649e-06 8.076490e-05 1.825288e-04 0.0008469638
#> [9,] 1.316478e-04 9.430084e-07 1.233952e-04 1.735487e-04 0.0004576089
#> [10,] -1.501583e-04 9.177780e-07 -1.032048e-04 -2.023400e-04 -0.0007731753
#>
#> $vW[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] -0.01060783 -0.01315325 -0.01399184 -0.007369347 -0.004767667 0.001238461
#> [2,] 0.01060783 0.01315325 0.01399184 0.007369347 0.004767667 -0.001238461
#> [,7] [,8] [,9] [,10]
#> [1,] -0.004190271 0.01774913 -0.002769479 -0.008594003
#> [2,] 0.004190271 -0.01774913 0.002769479 0.008594003
#>
#>
#> $B
#> $B[[1]]
#> [1] 0.2562966 0.6273359 0.6156453 0.5701160 0.5327150 0.1976487 0.2533832
#> [8] 0.1274417 0.4160534 0.4412690
#>
#> $B[[2]]
#> [1] 0.14051596 -0.01665213
#>
#>
#> $vB
#> $vB[[1]]
#> [1] 6.221551e-04 2.209911e-04 2.562990e-04 2.336557e-05 1.353992e-04
#> [6] 4.730572e-04 5.007332e-04 -1.144224e-03 4.199872e-04 9.123767e-05
#>
#> $vB[[2]]
#> [1] -0.01136349 0.01136349
#>
#>
#> $post
#> $post[[1]]
#> V1 V10 V11 V12 V13 V14 V15 V16 V17 V18
#> [1,] 0.0211 0.1345 0.0785 0.0367 0.1227 0.2614 0.4280 0.6122 0.7435 0.8130
#> [2,] 0.0139 0.1015 0.1261 0.0828 0.0493 0.0848 0.1514 0.1396 0.1066 0.1923
#> [3,] 0.0096 0.2952 0.4025 0.5148 0.4901 0.4127 0.3575 0.3447 0.3068 0.2945
#> [4,] 0.0130 0.1483 0.1532 0.1100 0.0890 0.1236 0.1197 0.1145 0.2137 0.2838
#> [5,] 0.1021 0.1369 0.2509 0.2631 0.2796 0.2977 0.3823 0.3129 0.3956 0.2093
#> [6,] 0.0126 0.5920 0.5832 0.5419 0.5472 0.5314 0.4981 0.6985 0.8292 0.7839
#> [7,] 0.0260 0.2354 0.2720 0.2442 0.1665 0.0336 0.1302 0.1708 0.2177 0.3175
#> [8,] 0.0187 0.2684 0.3108 0.2933 0.2275 0.0994 0.1801 0.2200 0.2732 0.2862
#> [9,] 0.0093 0.0640 0.0888 0.1599 0.1541 0.2768 0.2176 0.2799 0.3491 0.2824
#> [10,] 0.0388 0.2718 0.3645 0.3934 0.3843 0.4677 0.5364 0.4823 0.4835 0.5862
#> [11,] 0.0162 0.1779 0.2164 0.2568 0.3089 0.3829 0.4393 0.5335 0.5996 0.6728
#> [12,] 0.0015 0.1476 0.2118 0.2575 0.2354 0.1334 0.0092 0.1951 0.3685 0.4646
#> [13,] 0.0158 0.1923 0.2361 0.2719 0.3049 0.2986 0.2226 0.1745 0.2459 0.3100
#> [14,] 0.0459 0.1408 0.2693 0.3259 0.4545 0.5785 0.4471 0.2231 0.2164 0.3201
#> [15,] 0.0090 0.1895 0.1896 0.2547 0.4073 0.2988 0.2901 0.5326 0.4022 0.1571
#> [16,] 0.0712 0.2127 0.2891 0.3985 0.4576 0.5821 0.5027 0.1930 0.2579 0.3177
#> [17,] 0.0124 0.2120 0.1640 0.1901 0.3026 0.2019 0.0592 0.2390 0.3657 0.3809
#> [18,] 0.0715 0.4186 0.4867 0.5249 0.5959 0.6855 0.8573 0.9718 0.8693 0.8711
#> [19,] 0.0131 0.0901 0.0750 0.0844 0.1226 0.1619 0.2317 0.2934 0.3526 0.3657
#> [20,] 0.0762 0.4459 0.4152 0.3952 0.4256 0.4135 0.4528 0.5326 0.7306 0.6193
#> [21,] 0.0129 0.2245 0.2431 0.3134 0.3206 0.2917 0.2249 0.2347 0.2143 0.2939
#> [22,] 0.0257 0.0561 0.0891 0.0861 0.1531 0.1524 0.1849 0.2871 0.2009 0.2748
#> [23,] 0.0231 0.2461 0.2245 0.1520 0.1732 0.3099 0.4380 0.5595 0.6820 0.6164
#> [24,] 0.0411 0.2300 0.1370 0.1335 0.2137 0.1526 0.0775 0.1196 0.0903 0.0689
#> [25,] 0.0265 0.0779 0.0327 0.2060 0.1908 0.1065 0.1457 0.2232 0.2070 0.1105
#> [26,] 0.0181 0.1045 0.0904 0.0671 0.0997 0.1056 0.0346 0.1231 0.1626 0.3652
#> [27,] 0.0087 0.0818 0.1315 0.1862 0.2789 0.2579 0.2240 0.2568 0.2933 0.2991
#> [28,] 0.0329 0.2672 0.3056 0.3161 0.2314 0.2067 0.1804 0.2808 0.4423 0.5947
#> [29,] 0.0269 0.5915 0.6675 0.5679 0.5175 0.3334 0.2002 0.2856 0.2937 0.3424
#> [30,] 0.0195 0.1191 0.1522 0.1322 0.1434 0.1244 0.0653 0.0890 0.1226 0.1846
#> [31,] 0.0294 0.3473 0.4231 0.5044 0.5237 0.4398 0.3236 0.2956 0.3286 0.3231
#> [32,] 0.0291 0.1146 0.0942 0.0794 0.0252 0.1191 0.1045 0.2050 0.1556 0.2690
#> [33,] 0.0229 0.1631 0.2709 0.3358 0.4091 0.4400 0.5485 0.7213 0.8137 0.9185
#> [34,] 0.0293 0.0860 0.0414 0.0472 0.0835 0.0938 0.1466 0.0809 0.1179 0.2179
#> [35,] 0.0197 0.1695 0.1734 0.2470 0.3141 0.3297 0.2759 0.2056 0.1162 0.1884
#> [36,] 0.0340 0.4117 0.5245 0.5341 0.5554 0.3915 0.2950 0.3075 0.3021 0.2719
#> [37,] 0.0423 0.2696 0.3412 0.4292 0.3682 0.3940 0.2965 0.3172 0.2825 0.3050
#> [38,] 0.0163 0.2822 0.3691 0.3750 0.3927 0.3308 0.1085 0.1139 0.3446 0.5441
#> [39,] 0.0179 0.5965 0.6254 0.4507 0.3693 0.2864 0.1635 0.0422 0.1785 0.4394
#> [40,] 0.0099 0.1882 0.1456 0.1892 0.3176 0.1340 0.2169 0.2458 0.2589 0.2786
#> V19 V2 V20 V21 V22 V23 V24 V25 V26 V27
#> [1,] 0.9006 0.0128 0.9603 0.9162 0.9140 0.7851 0.5134 0.3439 0.3290 0.2571
#> [2,] 0.2991 0.0222 0.3247 0.3797 0.5658 0.7483 0.8757 0.9048 0.7511 0.6858
#> [3,] 0.4351 0.0404 0.7264 0.8147 0.8103 0.6665 0.6958 0.7748 0.8688 1.0000
#> [4,] 0.3640 0.0006 0.5430 0.6673 0.7979 0.9273 0.9027 0.9192 1.0000 0.9821
#> [5,] 0.3218 0.0830 0.3345 0.3184 0.2887 0.3610 0.2566 0.4106 0.4591 0.4722
#> [6,] 0.8215 0.0149 0.9363 1.0000 0.9224 0.7839 0.5470 0.4562 0.5922 0.5448
#> [7,] 0.3714 0.0363 0.4552 0.5700 0.7397 0.8062 0.8837 0.9432 1.0000 0.9375
#> [8,] 0.2034 0.0346 0.1740 0.4130 0.6879 0.8120 0.8453 0.8919 0.9300 0.9987
#> [9,] 0.2479 0.0185 0.3005 0.4300 0.4684 0.4520 0.5026 0.6217 0.6571 0.6632
#> [10,] 0.7579 0.0324 0.6997 0.6918 0.8633 0.9107 0.9346 0.7884 0.8585 0.9261
#> [11,] 0.7309 0.0041 0.8092 0.8941 0.9668 1.0000 0.9893 0.9376 0.8991 0.9184
#> [12,] 0.5418 0.0186 0.6260 0.7420 0.8257 0.8609 0.8400 0.8949 0.9945 1.0000
#> [13,] 0.3572 0.0239 0.4283 0.4268 0.3735 0.4585 0.6094 0.7221 0.7595 0.8706
#> [14,] 0.2915 0.0437 0.4235 0.4460 0.2380 0.6415 0.8966 0.8918 0.7529 0.6838
#> [15,] 0.3024 0.0062 0.3907 0.3542 0.4438 0.6414 0.4601 0.6009 0.8690 0.8345
#> [16,] 0.2745 0.0901 0.6186 0.8958 0.7442 0.5188 0.2811 0.1773 0.6607 0.7576
#> [17,] 0.5929 0.0433 0.6299 0.5801 0.4574 0.4449 0.3691 0.6446 0.8940 0.8978
#> [18,] 0.8954 0.0849 0.9922 0.8980 0.8158 0.8373 0.7541 0.5893 0.5488 0.5643
#> [19,] 0.3221 0.0068 0.3093 0.4084 0.4285 0.4663 0.5956 0.6948 0.8386 0.8875
#> [20,] 0.2032 0.0666 0.4636 0.4148 0.4292 0.5730 0.5399 0.3161 0.2285 0.6995
#> [21,] 0.4898 0.0141 0.6127 0.7531 0.7718 0.7432 0.8673 0.9308 0.9836 1.0000
#> [22,] 0.5017 0.0447 0.2172 0.4978 0.5265 0.3647 0.5768 0.5161 0.5715 0.4006
#> [23,] 0.6803 0.0315 0.8435 0.9921 1.0000 0.7983 0.5426 0.3952 0.5179 0.5650
#> [24,] 0.2071 0.0277 0.2975 0.2836 0.3353 0.3622 0.3202 0.3452 0.3562 0.3892
#> [25,] 0.1078 0.0440 0.1165 0.2224 0.0689 0.2060 0.2384 0.0904 0.2278 0.5872
#> [26,] 0.3262 0.0146 0.2995 0.2109 0.2104 0.2085 0.2282 0.0747 0.1969 0.4086
#> [27,] 0.3924 0.0046 0.4691 0.5665 0.6464 0.6774 0.7577 0.8856 0.9419 1.0000
#> [28,] 0.6601 0.0216 0.5844 0.4539 0.4789 0.5646 0.5281 0.7115 1.0000 0.9564
#> [29,] 0.5949 0.0383 0.7526 0.8959 0.8147 0.7109 0.7378 0.7201 0.8254 0.8917
#> [30,] 0.3880 0.0142 0.3658 0.2297 0.2610 0.4193 0.5848 0.5643 0.5448 0.4772
#> [31,] 0.4528 0.0123 0.6339 0.7044 0.8314 0.8449 0.8512 0.9138 0.9985 1.0000
#> [32,] 0.3784 0.0400 0.4024 0.3470 0.1395 0.1208 0.2827 0.1500 0.2626 0.4468
#> [33,] 1.0000 0.0369 0.9418 0.9116 0.9349 0.7484 0.5146 0.4106 0.3443 0.6981
#> [34,] 0.3326 0.0644 0.3258 0.2111 0.2302 0.3361 0.4259 0.4609 0.2606 0.0874
#> [35,] 0.3390 0.0394 0.3926 0.4282 0.5418 0.6448 0.7223 0.7853 0.7984 0.8847
#> [36,] 0.5443 0.0625 0.7932 0.8751 0.8667 0.7107 0.6911 0.7287 0.8792 1.0000
#> [37,] 0.2408 0.0321 0.5420 0.6802 0.6320 0.5824 0.6805 0.5984 0.8412 0.9911
#> [38,] 0.6470 0.0198 0.7276 0.7894 0.8264 0.8697 0.7836 0.7140 0.5698 0.2908
#> [39,] 0.6950 0.0136 0.8097 0.8550 0.8717 0.8601 0.9201 0.8729 0.8084 0.8694
#> [40,] 0.2298 0.0484 0.0656 0.1441 0.1179 0.1668 0.1783 0.2476 0.2570 0.1036
#> V28 V29 V3 V30 V31 V32 V33 V34 V35 V36
#> [1,] 0.3685 0.5765 0.0015 0.6190 0.4613 0.3615 0.4434 0.3864 0.3093 0.2138
#> [2,] 0.7043 0.5864 0.0089 0.3773 0.2206 0.2628 0.2672 0.2907 0.1982 0.2288
#> [3,] 0.9941 0.8793 0.0682 0.6482 0.5876 0.6408 0.4972 0.2755 0.0300 0.3356
#> [4,] 0.9092 0.8184 0.0088 0.6962 0.5900 0.5447 0.5142 0.5389 0.5531 0.5318
#> [5,] 0.7278 0.7591 0.0577 0.6579 0.7514 0.6666 0.4903 0.5962 0.6552 0.4014
#> [6,] 0.3971 0.0882 0.0641 0.2385 0.2005 0.0587 0.2544 0.2009 0.0329 0.1547
#> [7,] 0.7603 0.7123 0.0136 0.8358 0.7622 0.4567 0.1715 0.1549 0.1641 0.1869
#> [8,] 1.0000 0.8104 0.0168 0.6199 0.6041 0.5547 0.4160 0.1472 0.0849 0.0608
#> [9,] 0.7321 0.8534 0.0056 1.0000 0.8448 0.6354 0.6308 0.6211 0.6976 0.5868
#> [10,] 0.7080 0.5779 0.0688 0.5215 0.4505 0.3129 0.1448 0.1046 0.1820 0.1519
#> [11,] 0.9128 0.7811 0.0239 0.6018 0.3765 0.3300 0.2280 0.0212 0.1117 0.1788
#> [12,] 0.9649 0.8747 0.0289 0.6257 0.2184 0.2945 0.3645 0.5012 0.7843 0.9361
#> [13,] 1.0000 0.9815 0.0150 0.7187 0.5848 0.4192 0.3756 0.3263 0.1944 0.1394
#> [14,] 0.8390 1.0000 0.0347 0.8362 0.5427 0.4577 0.8067 0.6973 0.3915 0.1558
#> [15,] 0.7669 0.5081 0.0253 0.4620 0.5380 0.5375 0.3844 0.3601 0.7402 0.7761
#> [16,] 0.5122 0.4701 0.1276 0.5479 0.4347 0.1276 0.0846 0.0927 0.0313 0.0998
#> [17,] 0.4980 0.3333 0.0604 0.2350 0.1553 0.3666 0.4340 0.3082 0.3024 0.4109
#> [18,] 0.5406 0.4783 0.0587 0.4439 0.3698 0.2574 0.1478 0.1743 0.1229 0.1588
#> [19,] 0.6404 0.3308 0.0308 0.3425 0.4920 0.4592 0.3034 0.4366 0.5175 0.5122
#> [20,] 1.0000 0.7262 0.0481 0.4724 0.5103 0.5459 0.2881 0.0981 0.1951 0.4181
#> [21,] 0.9595 0.8722 0.0309 0.6862 0.4901 0.3280 0.3115 0.1969 0.1019 0.0317
#> [22,] 0.3650 0.6685 0.0388 0.8659 0.8052 0.4082 0.3379 0.5092 0.6776 0.7313
#> [23,] 0.3042 0.1881 0.0170 0.3960 0.2286 0.3544 0.4187 0.2398 0.1847 0.3760
#> [24,] 0.6622 0.9254 0.0604 1.0000 0.8528 0.6297 0.5250 0.4012 0.2901 0.2007
#> [25,] 0.8457 0.8467 0.0137 0.7679 0.8055 0.6260 0.6545 0.8747 0.9885 0.9348
#> [26,] 0.6385 0.7970 0.0026 0.7508 0.5517 0.2214 0.4672 0.4479 0.2297 0.3235
#> [27,] 0.8564 0.6790 0.0081 0.5587 0.4147 0.2946 0.2025 0.0688 0.1171 0.2157
#> [28,] 0.6090 0.5112 0.0386 0.4000 0.0482 0.1852 0.2186 0.1436 0.1757 0.1428
#> [29,] 0.9820 0.8179 0.0505 0.4848 0.3203 0.2775 0.2382 0.2911 0.1675 0.3156
#> [30,] 0.6897 0.9797 0.0181 1.0000 0.9546 0.8835 0.7662 0.6547 0.5447 0.4593
#> [31,] 0.7544 0.4661 0.0117 0.3924 0.3849 0.4674 0.4245 0.3095 0.0752 0.2885
#> [32,] 0.7520 0.9036 0.0771 0.7812 0.4766 0.2483 0.5372 0.6279 0.3647 0.4572
#> [33,] 0.8713 0.9013 0.0040 0.8014 0.4380 0.1319 0.1709 0.2484 0.3044 0.2312
#> [34,] 0.2862 0.5606 0.0390 0.8344 0.8096 0.7250 0.8048 0.9435 1.0000 0.8960
#> [35,] 0.9582 0.8990 0.0384 0.6831 0.6108 0.5480 0.5058 0.4476 0.2401 0.1405
#> [36,] 0.9816 0.8984 0.0381 0.6048 0.4934 0.5371 0.4586 0.2908 0.0774 0.2249
#> [37,] 0.9187 0.8005 0.0709 0.6713 0.5632 0.7332 0.6038 0.2575 0.0349 0.1799
#> [38,] 0.4636 0.6409 0.0202 0.7405 0.8069 0.8420 1.0000 0.9536 0.6755 0.3905
#> [39,] 0.8411 0.5793 0.0408 0.3754 0.3485 0.4639 0.6495 0.6901 0.5666 0.5188
#> [40,] 0.5356 0.7124 0.0299 0.6291 0.4756 0.6015 0.7208 0.6234 0.5725 0.7523
#> V37 V38 V39 V4 V40 V41 V42 V43 V44 V45
#> [1,] 0.1112 0.1386 0.1523 0.0450 0.0996 0.1644 0.1902 0.1313 0.1776 0.2000
#> [2,] 0.3186 0.2871 0.2921 0.0108 0.2806 0.2682 0.2112 0.1513 0.1789 0.1850
#> [3,] 0.3167 0.4133 0.6281 0.0688 0.4977 0.2613 0.4697 0.4806 0.4921 0.5294
#> [4,] 0.4826 0.3790 0.1831 0.0456 0.1750 0.1679 0.0674 0.0609 0.0375 0.0533
#> [5,] 0.1188 0.3245 0.3107 0.0627 0.1354 0.5109 0.7988 0.7517 0.5508 0.5858
#> [6,] 0.1212 0.2446 0.3171 0.1732 0.3195 0.3051 0.0836 0.1266 0.1381 0.1136
#> [7,] 0.2655 0.1713 0.0959 0.0272 0.0768 0.0847 0.2076 0.2505 0.1862 0.1439
#> [8,] 0.0969 0.1411 0.1676 0.0177 0.1200 0.1201 0.1036 0.1977 0.1339 0.0902
#> [9,] 0.4889 0.3683 0.2043 0.0064 0.1469 0.2220 0.1449 0.1490 0.1211 0.1144
#> [10,] 0.1017 0.1438 0.1986 0.0898 0.2039 0.2778 0.2879 0.1331 0.1140 0.1310
#> [11,] 0.2373 0.2843 0.2241 0.0441 0.2715 0.3363 0.2546 0.1867 0.2160 0.1278
#> [12,] 0.8195 0.6207 0.4513 0.0195 0.3004 0.2674 0.2241 0.3141 0.3693 0.2986
#> [13,] 0.1670 0.1275 0.1666 0.0494 0.2574 0.2258 0.2777 0.1613 0.1335 0.1976
#> [14,] 0.1598 0.2161 0.5178 0.0456 0.4782 0.2344 0.3599 0.2785 0.1807 0.0352
#> [15,] 0.3858 0.0667 0.3684 0.0489 0.6114 0.3510 0.2312 0.2195 0.3051 0.1937
#> [16,] 0.1781 0.1586 0.3001 0.1497 0.2208 0.1455 0.2895 0.3203 0.1414 0.0629
#> [17,] 0.5501 0.4129 0.5499 0.0449 0.5018 0.3132 0.2802 0.2351 0.2298 0.1155
#> [18,] 0.1803 0.1436 0.1667 0.0218 0.2630 0.2234 0.1239 0.0869 0.2092 0.1499
#> [19,] 0.4746 0.4902 0.4603 0.0311 0.4460 0.4196 0.2873 0.2296 0.0949 0.0095
#> [20,] 0.4604 0.3217 0.2828 0.0394 0.2430 0.1979 0.2444 0.1847 0.0841 0.0692
#> [21,] 0.0756 0.0907 0.1066 0.0375 0.1380 0.0665 0.1475 0.2470 0.2788 0.2709
#> [22,] 0.6062 0.7040 0.8849 0.0239 0.8979 0.7751 0.7247 0.7733 0.7762 0.6009
#> [23,] 0.4331 0.3626 0.2519 0.0226 0.1870 0.1046 0.2339 0.1991 0.1100 0.0684
#> [24,] 0.3356 0.4799 0.6147 0.0525 0.6246 0.4973 0.3492 0.2662 0.3137 0.4282
#> [25,] 0.6960 0.5733 0.5872 0.0084 0.6663 0.5651 0.5247 0.3684 0.1997 0.1512
#> [26,] 0.4480 0.5581 0.6520 0.0141 0.5354 0.2478 0.2268 0.1788 0.0898 0.0536
#> [27,] 0.2216 0.2776 0.2309 0.0230 0.1444 0.1513 0.1745 0.1756 0.1424 0.0908
#> [28,] 0.1644 0.3089 0.3648 0.0627 0.4441 0.3859 0.2813 0.1238 0.0953 0.1201
#> [29,] 0.1869 0.3391 0.5993 0.0707 0.4124 0.1181 0.3651 0.4655 0.4777 0.3517
#> [30,] 0.4679 0.1987 0.0699 0.0406 0.1493 0.1713 0.1654 0.2600 0.3846 0.3754
#> [31,] 0.4072 0.3170 0.2863 0.0113 0.2634 0.0541 0.1874 0.3459 0.4646 0.4366
#> [32,] 0.6359 0.6474 0.5520 0.0809 0.3253 0.2292 0.0653 0.0000 0.0000 0.0000
#> [33,] 0.1338 0.2056 0.2474 0.0375 0.2790 0.1610 0.0056 0.0351 0.1148 0.1331
#> [34,] 0.5516 0.3037 0.2338 0.0173 0.2382 0.3318 0.3821 0.1575 0.2228 0.1582
#> [35,] 0.1772 0.1742 0.3326 0.0076 0.4021 0.3009 0.2075 0.1206 0.0255 0.0298
#> [36,] 0.1602 0.3958 0.6117 0.0257 0.5196 0.2321 0.4370 0.3797 0.4322 0.4892
#> [37,] 0.3039 0.4760 0.5756 0.0108 0.4254 0.5046 0.7179 0.6163 0.5663 0.5749
#> [38,] 0.1249 0.3629 0.6356 0.0386 0.8116 0.7664 0.5417 0.2614 0.1723 0.2814
#> [39,] 0.5060 0.3885 0.3762 0.0633 0.3738 0.2605 0.1591 0.1875 0.2267 0.1577
#> [40,] 0.8712 0.9252 0.9709 0.0297 0.9297 0.8995 0.7911 0.5600 0.2838 0.4407
#> V46 V47 V48 V49 V5 V50 V51 V52 V53 V54
#> [1,] 0.0765 0.0727 0.0749 0.0449 0.0711 0.0134 0.0174 0.0117 0.0023 0.0047
#> [2,] 0.1717 0.0898 0.0656 0.0445 0.0215 0.0110 0.0024 0.0062 0.0072 0.0113
#> [3,] 0.2216 0.1401 0.1888 0.0947 0.0887 0.0134 0.0310 0.0237 0.0078 0.0144
#> [4,] 0.0278 0.0179 0.0114 0.0073 0.0525 0.0116 0.0092 0.0078 0.0041 0.0013
#> [5,] 0.7292 0.5522 0.3339 0.1608 0.0635 0.0475 0.1004 0.0709 0.0317 0.0309
#> [6,] 0.0516 0.0073 0.0278 0.0372 0.2565 0.0121 0.0153 0.0092 0.0035 0.0098
#> [7,] 0.1470 0.0991 0.0041 0.0154 0.0214 0.0116 0.0181 0.0146 0.0129 0.0047
#> [8,] 0.1085 0.1521 0.1363 0.0858 0.0393 0.0290 0.0203 0.0116 0.0098 0.0199
#> [9,] 0.0791 0.0365 0.0152 0.0085 0.0260 0.0120 0.0022 0.0069 0.0064 0.0129
#> [10,] 0.1433 0.0624 0.0100 0.0098 0.1267 0.0131 0.0152 0.0255 0.0071 0.0263
#> [11,] 0.0768 0.1070 0.0946 0.0636 0.0630 0.0227 0.0128 0.0173 0.0135 0.0114
#> [12,] 0.2226 0.0849 0.0359 0.0289 0.0515 0.0122 0.0045 0.0108 0.0075 0.0089
#> [13,] 0.1234 0.1554 0.1057 0.0490 0.0988 0.0097 0.0223 0.0121 0.0108 0.0057
#> [14,] 0.0473 0.0322 0.0408 0.0163 0.0067 0.0088 0.0121 0.0067 0.0032 0.0109
#> [15,] 0.1570 0.0479 0.0538 0.0146 0.1197 0.0068 0.0187 0.0059 0.0095 0.0194
#> [16,] 0.0734 0.0805 0.0608 0.0565 0.1284 0.0286 0.0154 0.0154 0.0156 0.0054
#> [17,] 0.0724 0.0621 0.0318 0.0450 0.0597 0.0167 0.0078 0.0083 0.0057 0.0174
#> [18,] 0.0676 0.0899 0.0927 0.0658 0.0862 0.0086 0.0216 0.0153 0.0121 0.0096
#> [19,] 0.0527 0.0383 0.0107 0.0108 0.0085 0.0077 0.0109 0.0062 0.0028 0.0040
#> [20,] 0.0528 0.0357 0.0085 0.0230 0.0590 0.0046 0.0156 0.0031 0.0054 0.0105
#> [21,] 0.2283 0.1818 0.1185 0.0546 0.0767 0.0219 0.0204 0.0124 0.0093 0.0072
#> [22,] 0.4514 0.3096 0.1859 0.0956 0.1315 0.0206 0.0206 0.0096 0.0153 0.0096
#> [23,] 0.0303 0.0674 0.0785 0.0455 0.0410 0.0246 0.0151 0.0125 0.0036 0.0123
#> [24,] 0.4262 0.3511 0.2458 0.1259 0.0489 0.0327 0.0181 0.0217 0.0038 0.0019
#> [25,] 0.0508 0.0931 0.0982 0.0524 0.0305 0.0188 0.0100 0.0038 0.0187 0.0156
#> [26,] 0.0374 0.0990 0.0956 0.0317 0.0421 0.0142 0.0076 0.0223 0.0255 0.0145
#> [27,] 0.0138 0.0469 0.0480 0.0159 0.0586 0.0045 0.0015 0.0052 0.0038 0.0079
#> [28,] 0.0825 0.0618 0.0141 0.0108 0.1158 0.0124 0.0104 0.0095 0.0151 0.0059
#> [29,] 0.0920 0.1227 0.1785 0.1085 0.1313 0.0300 0.0346 0.0167 0.0199 0.0145
#> [30,] 0.2414 0.1077 0.0224 0.0155 0.0391 0.0187 0.0125 0.0028 0.0067 0.0120
#> [31,] 0.2581 0.1319 0.0505 0.0112 0.0497 0.0059 0.0041 0.0056 0.0104 0.0079
#> [32,] 0.0000 0.0000 0.0000 0.0000 0.0521 0.0000 0.0000 0.0056 0.0237 0.0204
#> [33,] 0.0276 0.0763 0.0631 0.0309 0.0455 0.0240 0.0115 0.0064 0.0022 0.0122
#> [34,] 0.1433 0.1634 0.1133 0.0567 0.0476 0.0133 0.0170 0.0035 0.0052 0.0083
#> [35,] 0.0691 0.0781 0.0777 0.0369 0.0251 0.0057 0.0091 0.0134 0.0097 0.0042
#> [36,] 0.1901 0.0940 0.1364 0.0906 0.0441 0.0144 0.0329 0.0141 0.0019 0.0067
#> [37,] 0.3593 0.2526 0.2299 0.1271 0.1070 0.0356 0.0367 0.0176 0.0035 0.0093
#> [38,] 0.2764 0.1985 0.1502 0.1219 0.0752 0.0493 0.0027 0.0077 0.0026 0.0031
#> [39,] 0.1211 0.0883 0.0850 0.0355 0.0596 0.0219 0.0086 0.0123 0.0060 0.0187
#> [40,] 0.5507 0.4331 0.2905 0.1981 0.0652 0.0779 0.0396 0.0173 0.0149 0.0115
#> V55 V56 V57 V58 V59 V6 V60 V7 V8 V9
#> [1,] 0.0049 0.0031 0.0024 0.0039 0.0051 0.1563 0.0015 0.1518 0.1206 0.1666
#> [2,] 0.0012 0.0022 0.0025 0.0059 0.0039 0.0136 0.0048 0.0659 0.0954 0.0786
#> [3,] 0.0170 0.0012 0.0109 0.0036 0.0043 0.0932 0.0018 0.0955 0.2140 0.2546
#> [4,] 0.0011 0.0045 0.0039 0.0022 0.0023 0.0778 0.0016 0.0931 0.0941 0.1711
#> [5,] 0.0252 0.0087 0.0177 0.0214 0.0227 0.1328 0.0106 0.0988 0.1787 0.1199
#> [6,] 0.0121 0.0006 0.0181 0.0094 0.0116 0.2559 0.0063 0.2947 0.4110 0.4983
#> [7,] 0.0039 0.0061 0.0040 0.0036 0.0061 0.0338 0.0115 0.0655 0.1400 0.1843
#> [8,] 0.0033 0.0101 0.0065 0.0115 0.0193 0.1630 0.0157 0.2028 0.1694 0.2328
#> [9,] 0.0114 0.0054 0.0089 0.0050 0.0058 0.0458 0.0025 0.0470 0.0057 0.0425
#> [10,] 0.0079 0.0111 0.0107 0.0068 0.0097 0.1515 0.0067 0.2134 0.2613 0.2832
#> [11,] 0.0062 0.0157 0.0088 0.0036 0.0053 0.0921 0.0030 0.1368 0.1078 0.1552
#> [12,] 0.0036 0.0029 0.0013 0.0010 0.0032 0.0817 0.0047 0.1005 0.0124 0.1168
#> [13,] 0.0028 0.0079 0.0034 0.0046 0.0022 0.1425 0.0021 0.1463 0.1219 0.1697
#> [14,] 0.0164 0.0151 0.0070 0.0085 0.0117 0.0890 0.0056 0.1798 0.1741 0.1598
#> [15,] 0.0080 0.0152 0.0158 0.0053 0.0189 0.1589 0.0102 0.1392 0.0987 0.0955
#> [16,] 0.0030 0.0048 0.0087 0.0101 0.0095 0.1165 0.0068 0.1285 0.1684 0.1830
#> [17,] 0.0188 0.0054 0.0114 0.0196 0.0147 0.0355 0.0062 0.0531 0.0343 0.1052
#> [18,] 0.0196 0.0042 0.0066 0.0099 0.0083 0.1801 0.0124 0.1916 0.1896 0.2960
#> [19,] 0.0075 0.0039 0.0053 0.0013 0.0052 0.0767 0.0023 0.0771 0.0640 0.0726
#> [20,] 0.0110 0.0015 0.0072 0.0048 0.0107 0.0649 0.0094 0.1209 0.2467 0.3564
#> [21,] 0.0019 0.0027 0.0054 0.0017 0.0024 0.0787 0.0029 0.0662 0.1108 0.1777
#> [22,] 0.0131 0.0198 0.0025 0.0199 0.0255 0.1323 0.0180 0.1608 0.2145 0.0847
#> [23,] 0.0043 0.0114 0.0052 0.0091 0.0008 0.0116 0.0092 0.0223 0.0805 0.2365
#> [24,] 0.0065 0.0132 0.0108 0.0050 0.0085 0.0385 0.0044 0.0611 0.1117 0.1237
#> [25,] 0.0068 0.0097 0.0073 0.0081 0.0086 0.0438 0.0095 0.0341 0.0780 0.0844
#> [26,] 0.0233 0.0041 0.0018 0.0048 0.0089 0.0473 0.0085 0.0361 0.0741 0.1398
#> [27,] 0.0114 0.0050 0.0030 0.0064 0.0058 0.0682 0.0030 0.0993 0.0717 0.0576
#> [28,] 0.0015 0.0053 0.0016 0.0042 0.0053 0.1482 0.0074 0.2054 0.1605 0.2532
#> [29,] 0.0081 0.0045 0.0043 0.0027 0.0055 0.2103 0.0057 0.2263 0.2524 0.3595
#> [30,] 0.0012 0.0022 0.0058 0.0042 0.0067 0.0249 0.0012 0.0892 0.0973 0.0840
#> [31,] 0.0014 0.0054 0.0015 0.0006 0.0081 0.0998 0.0043 0.1326 0.1117 0.2984
#> [32,] 0.0050 0.0137 0.0164 0.0081 0.0139 0.1051 0.0111 0.0145 0.0674 0.1294
#> [33,] 0.0151 0.0056 0.0026 0.0029 0.0104 0.1452 0.0163 0.2211 0.1188 0.0750
#> [34,] 0.0078 0.0075 0.0105 0.0160 0.0095 0.0816 0.0011 0.0993 0.0315 0.0736
#> [35,] 0.0058 0.0072 0.0041 0.0045 0.0047 0.0629 0.0054 0.0747 0.0578 0.1357
#> [36,] 0.0099 0.0042 0.0057 0.0051 0.0033 0.1027 0.0058 0.1287 0.1850 0.2647
#> [37,] 0.0121 0.0075 0.0056 0.0021 0.0043 0.0973 0.0017 0.0961 0.1323 0.2462
#> [38,] 0.0083 0.0020 0.0084 0.0108 0.0083 0.1444 0.0033 0.1487 0.1484 0.2442
#> [39,] 0.0111 0.0126 0.0081 0.0155 0.0160 0.0808 0.0085 0.2090 0.3465 0.5276
#> [40,] 0.0202 0.0139 0.0029 0.0160 0.0106 0.1077 0.0134 0.2363 0.2385 0.0075
#>
#> $post[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6] [,7]
#> [1,] 0.6118403 0.8418265 0.8036133 0.6184577 0.7604339 0.4291280 0.5154632
#> [2,] 0.6201336 0.8811170 0.7785834 0.7224863 0.7573667 0.5202918 0.5942715
#> [3,] 0.5296643 0.8747631 0.7520350 0.6201606 0.7281140 0.3460473 0.5077370
#> [4,] 0.6789123 0.9300106 0.8271730 0.7540586 0.8218335 0.5521538 0.6187678
#> [5,] 0.3306481 0.6873832 0.5304402 0.3883823 0.6176697 0.2047294 0.3783421
#> [6,] 0.5120882 0.7836407 0.7349200 0.5444826 0.6672583 0.3188466 0.4258789
#> [7,] 0.6549900 0.9111961 0.8239528 0.7370916 0.7903670 0.5347281 0.6103900
#> [8,] 0.6236831 0.8903836 0.7858210 0.7112608 0.7671480 0.4952946 0.5910660
#> [9,] 0.5764127 0.8785945 0.7669675 0.6609531 0.7889956 0.4684483 0.5696095
#> [10,] 0.5978990 0.8790382 0.8075744 0.6825655 0.7612415 0.4271805 0.5407211
#> [11,] 0.6561600 0.9124241 0.8531873 0.7363100 0.7984098 0.4775511 0.5928542
#> [12,] 0.6055144 0.9199218 0.8036158 0.7018815 0.7994135 0.4392270 0.5571245
#> [13,] 0.5799329 0.8683213 0.7723723 0.6837600 0.7550894 0.4497970 0.5794200
#> [14,] 0.5370856 0.8801405 0.7559449 0.6484276 0.7650685 0.4068905 0.5772765
#> [15,] 0.5115170 0.8367303 0.7055145 0.6229635 0.7325650 0.3969316 0.4978066
#> [16,] 0.5296776 0.7932557 0.7201052 0.6027775 0.6580494 0.3945991 0.5149576
#> [17,] 0.5509740 0.8434392 0.7322874 0.6574097 0.7241415 0.4226005 0.5454168
#> [18,] 0.5456417 0.8264585 0.7996664 0.5849383 0.7327983 0.3454860 0.4611291
#> [19,] 0.5556810 0.8603706 0.7436289 0.6865071 0.7592035 0.4602485 0.5593002
#> [20,] 0.5237081 0.8072502 0.7388541 0.5929786 0.7395256 0.3726085 0.4819947
#> [21,] 0.6509214 0.9068688 0.8253625 0.7285369 0.7766070 0.5063761 0.6124578
#> [22,] 0.3207471 0.7717869 0.5899191 0.4636526 0.6343926 0.2189286 0.3862466
#> [23,] 0.6073581 0.8493864 0.7855603 0.6324056 0.7491613 0.4431129 0.5194213
#> [24,] 0.4212196 0.7813163 0.6305633 0.5317560 0.6729342 0.3199948 0.4644740
#> [25,] 0.4013137 0.7872392 0.6154615 0.5374501 0.7228457 0.3188441 0.4602913
#> [26,] 0.4831463 0.7879885 0.6911493 0.6091063 0.7043388 0.4028841 0.5215345
#> [27,] 0.6575337 0.9012148 0.8253974 0.7587589 0.7815619 0.5427751 0.6332472
#> [28,] 0.5707729 0.8489963 0.7674737 0.6913854 0.7334644 0.4323663 0.5524224
#> [29,] 0.5220778 0.8615130 0.7461115 0.6114676 0.6977825 0.3321606 0.4838531
#> [30,] 0.5447033 0.8601048 0.7347565 0.5998770 0.7702927 0.4290477 0.5355456
#> [31,] 0.5842773 0.8905572 0.7792830 0.6556684 0.7469222 0.4214091 0.5321099
#> [32,] 0.5125144 0.8129798 0.7184501 0.6244375 0.7305351 0.4311906 0.5361721
#> [33,] 0.6160375 0.8694611 0.8447829 0.6727671 0.7812083 0.4283062 0.5392126
#> [34,] 0.4559428 0.7971930 0.6175060 0.5050101 0.7286360 0.3454551 0.4609731
#> [35,] 0.6076454 0.8933624 0.7888592 0.7225769 0.7799953 0.4987221 0.6100545
#> [36,] 0.5511901 0.8816102 0.7713582 0.6461190 0.7334171 0.3633414 0.5201417
#> [37,] 0.4714376 0.8438866 0.6991315 0.5743017 0.7000623 0.3040665 0.4865073
#> [38,] 0.4751410 0.8556927 0.6780883 0.5342731 0.7423510 0.2866243 0.4571157
#> [39,] 0.5626749 0.8956868 0.7465023 0.6247122 0.7614088 0.3737219 0.4915608
#> [40,] 0.2565889 0.6501552 0.4490177 0.3627873 0.5933374 0.1662430 0.3457306
#> [,8] [,9] [,10]
#> [1,] 0.2481715 0.4808946 0.7161756
#> [2,] 0.3211447 0.5150608 0.7011174
#> [3,] 0.1686069 0.3667786 0.6704922
#> [4,] 0.3053214 0.5136489 0.7577188
#> [5,] 0.1685580 0.2520369 0.4775764
#> [6,] 0.1812230 0.3930578 0.6337208
#> [7,] 0.2967678 0.5155374 0.7353246
#> [8,] 0.2774794 0.4951274 0.6874309
#> [9,] 0.3376271 0.4615363 0.7072468
#> [10,] 0.2177579 0.4608536 0.7028429
#> [11,] 0.2278682 0.5084312 0.7525749
#> [12,] 0.2433737 0.4181790 0.7319411
#> [13,] 0.2820114 0.4823446 0.6751896
#> [14,] 0.2453473 0.4413141 0.6883213
#> [15,] 0.2870241 0.3952946 0.6458687
#> [16,] 0.2546654 0.4498718 0.6398489
#> [17,] 0.3014414 0.4560722 0.6783175
#> [18,] 0.1878850 0.4219152 0.6753684
#> [19,] 0.3501450 0.4688536 0.6825227
#> [20,] 0.2624725 0.4241318 0.6364702
#> [21,] 0.2454274 0.5170854 0.7277677
#> [22,] 0.1896777 0.2322741 0.5527957
#> [23,] 0.2660321 0.4846375 0.7169482
#> [24,] 0.2487162 0.3431073 0.5758584
#> [25,] 0.3287994 0.3316279 0.5929977
#> [26,] 0.3533200 0.4342572 0.6263263
#> [27,] 0.3218476 0.5506555 0.7390486
#> [28,] 0.2839354 0.4842662 0.6716265
#> [29,] 0.1579892 0.3562931 0.6497550
#> [30,] 0.2995751 0.4183059 0.6728609
#> [31,] 0.2091071 0.4436397 0.7001114
#> [32,] 0.3603756 0.4358178 0.6427550
#> [33,] 0.2352228 0.4872657 0.7332046
#> [34,] 0.3113006 0.3553733 0.6116204
#> [35,] 0.3005091 0.5066177 0.7120262
#> [36,] 0.1707589 0.3918513 0.6880636
#> [37,] 0.1738665 0.3500080 0.6225963
#> [38,] 0.1708753 0.3368558 0.6674660
#> [39,] 0.1802492 0.3748999 0.6843438
#> [40,] 0.2108909 0.2055040 0.4496701
#>
#> $post[[3]]
#> [,1] [,2]
#> [1,] 0.5194023 0.4805977
#> [2,] 0.5143411 0.4856589
#> [3,] 0.5287699 0.4712301
#> [4,] 0.5150871 0.4849129
#> [5,] 0.5297069 0.4702931
#> [6,] 0.5263526 0.4736474
#> [7,] 0.5153792 0.4846208
#> [8,] 0.5168427 0.4831573
#> [9,] 0.5159726 0.4840274
#> [10,] 0.5228632 0.4771368
#> [11,] 0.5208028 0.4791972
#> [12,] 0.5233035 0.4766965
#> [13,] 0.5180811 0.4819189
#> [14,] 0.5223710 0.4776290
#> [15,] 0.5213601 0.4786399
#> [16,] 0.5198143 0.4801857
#> [17,] 0.5187602 0.4812398
#> [18,] 0.5258802 0.4741198
#> [19,] 0.5160433 0.4839567
#> [20,] 0.5212277 0.4787723
#> [21,] 0.5181014 0.4818986
#> [22,] 0.5330806 0.4669194
#> [23,] 0.5186748 0.4813252
#> [24,] 0.5244074 0.4755926
#> [25,] 0.5222616 0.4777384
#> [26,] 0.5163462 0.4836538
#> [27,] 0.5134486 0.4865514
#> [28,] 0.5189299 0.4810701
#> [29,] 0.5294325 0.4705675
#> [30,] 0.5183897 0.4816103
#> [31,] 0.5236349 0.4763651
#> [32,] 0.5152777 0.4847223
#> [33,] 0.5213973 0.4786027
#> [34,] 0.5203653 0.4796347
#> [35,] 0.5165041 0.4834959
#> [36,] 0.5281495 0.4718505
#> [37,] 0.5292226 0.4707774
#> [38,] 0.5308818 0.4691182
#> [39,] 0.5276683 0.4723317
#> [40,] 0.5304424 0.4695576
#>
#>
#> $pre
#> $pre[[1]]
#> NULL
#>
#> $pre[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 0.45505447 1.6718811 1.4090323 0.48300698 1.1550597 -0.285409715
#> [2,] 0.49011513 2.0030509 1.2574300 0.95682838 1.1382962 0.081211990
#> [3,] 0.11879687 1.9437455 1.1094953 0.49022999 0.9850749 -0.636459692
#> [4,] 0.74877749 2.5868515 1.5657224 1.12037661 1.5288196 0.209376784
#> [5,] -0.70525520 0.7879140 0.1219114 -0.45411736 0.4796691 -1.356993244
#> [6,] 0.04836234 1.2870100 1.0197302 0.17840189 0.6958107 -0.759077615
#> [7,] 0.64104656 2.3283281 1.5433608 1.03090663 1.3271392 0.139136528
#> [8,] 0.50521070 2.0946652 1.2999168 0.90151545 1.1922766 -0.018822207
#> [9,] 0.30806442 1.9791873 1.1912663 0.66754444 1.3188816 -0.126374798
#> [10,] 0.39671856 1.9833536 1.4343259 0.76558714 1.1594982 -0.293363970
#> [11,] 0.64622834 2.3435996 1.7598213 1.02687701 1.3763850 -0.089855873
#> [12,] 0.42849578 2.4412855 1.4090484 0.85627376 1.3826326 -0.244300028
#> [13,] 0.32249809 1.8861971 1.2217552 0.77110534 1.1259431 -0.201490967
#> [14,] 0.14861532 1.9937613 1.1305744 0.61213473 1.1806713 -0.376834747
#> [15,] 0.04607614 1.6340984 0.8736974 0.50214586 1.0076753 -0.418266591
#> [16,] 0.11885026 1.3446628 0.9449837 0.41705173 0.6546138 -0.428020722
#> [17,] 0.20460695 1.6840435 1.0062588 0.65177219 0.9650989 -0.312107120
#> [18,] 0.18307626 1.5607330 1.3842109 0.34307903 1.0088667 -0.638940639
#> [19,] 0.22365161 1.8183713 1.0649159 0.78383982 1.1483178 -0.159342320
#> [20,] 0.09490351 1.4322406 1.0400210 0.37629248 1.0435041 -0.521042363
#> [21,] 0.62309183 2.2759888 1.5531103 0.98721185 1.2460019 0.025505845
#> [22,] -0.75034063 1.2184287 0.3636311 -0.14564672 0.5511079 -1.271920693
#> [23,] 0.43622051 1.7297963 1.2983685 0.54255101 1.0941441 -0.228537751
#> [24,] -0.31776867 1.2733538 0.5346342 0.12719529 0.7214861 -0.753795497
#> [25,] -0.39999443 1.3083633 0.4703286 0.15008153 0.9586216 -0.759088946
#> [26,] -0.06744025 1.3128430 0.8054979 0.44355704 0.8680455 -0.393462287
#> [27,] 0.65232279 2.2107958 1.5533524 1.14588732 1.2747918 0.171519558
#> [28,] 0.28500511 1.7267507 1.1941009 0.80660434 1.0122714 -0.272203172
#> [29,] 0.08836850 1.8279140 1.0779801 0.45348542 0.8367605 -0.698429204
#> [30,] 0.17929193 1.8161608 1.0188910 0.40495252 1.2099649 -0.285737502
#> [31,] 0.34035743 2.0964454 1.2614931 0.64404997 1.0822638 -0.316991567
#> [32,] 0.05006820 1.4694899 0.9367865 0.50842648 0.9973393 -0.276995249
#> [33,] 0.47276275 1.8962027 1.6942550 0.72072690 1.2727215 -0.288765095
#> [34,] -0.17668716 1.3688419 0.4789759 0.02004119 0.9877134 -0.639077725
#> [35,] 0.43742559 2.1255557 1.3180629 0.95728026 1.2656388 -0.005111549
#> [36,] 0.20548024 2.0077675 1.2159960 0.60202280 1.0120293 -0.560890718
#> [37,] -0.11437409 1.6874352 0.8431653 0.29942399 0.8475948 -0.828007567
#> [38,] -0.09951821 1.7799660 0.7450001 0.13730791 1.0582238 -0.911836051
#> [39,] 0.25202504 2.1501931 1.0800440 0.50959802 1.1604190 -0.516282427
#> [40,] -1.06377390 0.6197213 -0.2046405 -0.56328660 0.3777794 -1.612491400
#> [,7] [,8] [,9] [,10]
#> [1,] 0.061872349 -1.1083883 -0.07645864 0.92556957
#> [2,] 0.381651907 -0.7485162 0.06026162 0.85262426
#> [3,] 0.030950421 -1.5955330 -0.54606180 0.71041202
#> [4,] 0.484321331 -0.8220841 0.05460910 1.14021317
#> [5,] -0.496591095 -1.5958818 -1.08777801 -0.08975455
#> [6,] -0.298685364 -1.5080832 -0.43447701 0.54821240
#> [7,] 0.448951997 -0.8627369 0.06216948 1.02180807
#> [8,] 0.368373965 -0.9569994 -0.01949102 0.78813580
#> [9,] 0.280258206 -0.6738867 -0.15415952 0.88204975
#> [10,] 0.163245869 -1.2787805 -0.15690679 0.86087259
#> [11,] 0.375777179 -1.2203878 0.03372817 1.11239276
#> [12,] 0.229500143 -1.1342712 -0.33025341 1.00449351
#> [13,] 0.320392699 -0.9345061 -0.07065117 0.73175200
#> [14,] 0.311602849 -1.1235828 -0.23583058 0.79228275
#> [15,] -0.008773822 -0.9098815 -0.42511012 0.60092861
#> [16,] 0.059848180 -1.0738826 -0.20118866 0.57470840
#> [17,] 0.182169395 -0.8404435 -0.17616525 0.74605051
#> [18,] -0.155797916 -1.4638118 -0.31491608 0.73256751
#> [19,] 0.238322543 -0.6184018 -0.12474710 0.76538928
#> [20,] -0.072052536 -1.0331570 -0.30583475 0.56007639
#> [21,] 0.457655106 -1.1231501 0.06836819 0.98332615
#> [22,] -0.463117293 -1.4521060 -1.19551478 0.21197295
#> [23,] 0.077724185 -1.0148482 -0.06146954 0.92937386
#> [24,] -0.142343791 -1.1054707 -0.64947766 0.30579447
#> [25,] -0.159170014 -0.7136204 -0.70083150 0.37637188
#> [26,] 0.086191174 -0.6044776 -0.26450240 0.51648831
#> [27,] 0.546172926 -0.7452939 0.20331960 1.04102937
#> [28,] 0.210462986 -0.9250237 -0.06295583 0.71555072
#> [29,] -0.064609995 -1.6732659 -0.59148991 0.61796247
#> [30,] 0.142422572 -0.8493221 -0.32973176 0.72115338
#> [31,] 0.128616538 -1.3303162 -0.22640347 0.84782847
#> [32,] 0.144941697 -0.5737345 -0.25815317 0.58734182
#> [33,] 0.157173191 -1.1790512 -0.05094821 1.01094297
#> [34,] -0.156425748 -0.7940459 -0.59550269 0.45412854
#> [35,] 0.447541384 -0.8448746 0.02647221 0.90524522
#> [36,] 0.080610589 -1.5802585 -0.43953689 0.79108191
#> [37,] -0.053984077 -1.5584687 -0.61900415 0.50058280
#> [38,] -0.171959831 -1.5794368 -0.67733733 0.69674624
#> [39,] -0.033759815 -1.5146602 -0.51125260 0.77380666
#> [40,] -0.637859508 -1.3195638 -1.35224263 -0.20200361
#>
#> $pre[[3]]
#> [,1] [,2]
#> [1,] 0.007128649 -0.07051970
#> [2,] -0.014369469 -0.07174956
#> [3,] 0.044575301 -0.07063158
#> [4,] -0.017388690 -0.07775533
#> [5,] 0.069566988 -0.04940073
#> [6,] 0.039828326 -0.06567970
#> [7,] -0.013089177 -0.07462533
#> [8,] -0.004553951 -0.07195008
#> [9,] -0.003776487 -0.06768861
#> [10,] 0.016792304 -0.07472449
#> [11,] 0.004580887 -0.07867857
#> [12,] 0.016939548 -0.07634214
#> [13,] 0.003985774 -0.06837037
#> [14,] 0.021129924 -0.06841378
#> [15,] 0.018171764 -0.06732081
#> [16,] 0.017444677 -0.06185398
#> [17,] 0.007884251 -0.06719182
#> [18,] 0.033951418 -0.06966194
#> [19,] -0.004157972 -0.06835308
#> [20,] 0.019544060 -0.06541770
#> [21,] -0.002641565 -0.07507895
#> [22,] 0.074721879 -0.05779414
#> [23,] 0.003218237 -0.07151568
#> [24,] 0.039204495 -0.05850294
#> [25,] 0.030624574 -0.05848089
#> [26,] 0.006817029 -0.05859121
#> [27,] -0.019731719 -0.07353892
#> [28,] 0.005956253 -0.06979974
#> [29,] 0.048234827 -0.06963139
#> [30,] 0.009013648 -0.06457822
#> [31,] 0.020123947 -0.07448625
#> [32,] 0.001434686 -0.05969512
#> [33,] 0.011525906 -0.07411578
#> [34,] 0.022241494 -0.05926472
#> [35,] -0.006227408 -0.07226765
#> [36,] 0.039796742 -0.07292033
#> [37,] 0.051226171 -0.06579753
#> [38,] 0.052910055 -0.07077451
#> [39,] 0.034961375 -0.07582516
#> [40,] 0.075238886 -0.04668162
#>
#>
#> $e
#> [,1] [,2]
#> [1,] 0.4805977 -0.4805977
#> [2,] -0.5143411 0.5143411
#> [3,] 0.4712301 -0.4712301
#> [4,] -0.5150871 0.5150871
#> [5,] 0.4702931 -0.4702931
#> [6,] -0.5263526 0.5263526
#> [7,] 0.4846208 -0.4846208
#> [8,] 0.4831573 -0.4831573
#> [9,] -0.5159726 0.5159726
#> [10,] 0.4771368 -0.4771368
#> [11,] 0.4791972 -0.4791972
#> [12,] 0.4766965 -0.4766965
#> [13,] 0.4819189 -0.4819189
#> [14,] -0.5223710 0.5223710
#> [15,] -0.5213601 0.5213601
#> [16,] 0.4801857 -0.4801857
#> [17,] -0.5187602 0.5187602
#> [18,] 0.4741198 -0.4741198
#> [19,] -0.5160433 0.5160433
#> [20,] -0.5212277 0.5212277
#> [21,] 0.4818986 -0.4818986
#> [22,] -0.5330806 0.5330806
#> [23,] 0.4813252 -0.4813252
#> [24,] 0.4755926 -0.4755926
#> [25,] -0.5222616 0.5222616
#> [26,] -0.5163462 0.5163462
#> [27,] -0.5134486 0.5134486
#> [28,] 0.4810701 -0.4810701
#> [29,] 0.4705675 -0.4705675
#> [30,] -0.5183897 0.5183897
#> [31,] 0.4763651 -0.4763651
#> [32,] -0.5152777 0.5152777
#> [33,] -0.5213973 0.5213973
#> [34,] -0.5203653 0.5203653
#> [35,] 0.4834959 -0.4834959
#> [36,] 0.4718505 -0.4718505
#> [37,] 0.4707774 -0.4707774
#> [38,] 0.4691182 -0.4691182
#> [39,] 0.4723317 -0.4723317
#> [40,] -0.5304424 0.5304424
#>
#> $L
#> [1] 0.6944177 0.7178259 0.7014971 0.6869335 0.6933224 0.6869435
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.4927536