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/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 -> 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()
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'
# 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,] -0.2654035 -0.18864157 -0.14836401 0.011653405 -0.08734195 -0.01587502
#> [2,] -0.2263536 -0.18132451 -0.13210601 -0.008543666 0.02153350 0.03451432
#> [3,] -0.2837493 -0.02829882 -0.03948214 -0.017591462 -0.04295812 -0.14565447
#> [4,] -0.3950423 -0.13885825 -0.23273928 -0.115008804 -0.12702685 -0.11168734
#> [5,] -0.3566414 0.01247893 -0.04417462 0.085348989 0.05914345 0.12290629
#> [6,] -0.3632421 -0.06651120 -0.01054740 -0.166092683 -0.11943298 -0.04648448
#> [7,] -0.2516776 -0.06564393 -0.04154436 -0.123731974 -0.05502306 -0.02173701
#> [8,] -0.2780314 -0.10516998 -0.05046387 -0.188000744 0.02356764 -0.10555286
#> [9,] -0.3823905 -0.13213254 -0.08432678 -0.098270434 -0.06353463 -0.08985557
#> [10,] -0.2506124 -0.15488540 -0.23056777 -0.167944900 -0.17608539 -0.15745050
#> V15 V16 V17 V18 V19 V2
#> [1,] -0.09257071 0.054039216 -0.037588256 0.08331597 0.05696304 -0.2827765
#> [2,] -0.08468484 0.003781009 -0.009463917 -0.02446721 0.18583828 -0.2472520
#> [3,] -0.03694280 -0.036105931 -0.117781171 -0.06681473 -0.02045201 -0.3578797
#> [4,] -0.08487673 -0.027758427 -0.160366293 -0.06212241 -0.16272343 -0.2434966
#> [5,] 0.07345073 -0.017789753 0.171176126 0.10318665 0.23774227 -0.2853363
#> [6,] 0.06455984 -0.028839101 0.032335677 -0.01467323 0.07596756 -0.2957362
#> [7,] -0.13430462 -0.082541206 -0.036237753 0.00901758 -0.06538040 -0.1711359
#> [8,] 0.00104688 0.005316769 0.021350583 0.03865820 0.03375454 -0.2655753
#> [9,] -0.04453735 0.082632126 0.078070437 0.09197750 0.09602982 -0.3006606
#> [10,] -0.12609086 -0.169275332 -0.148547923 -0.09747247 -0.02895661 -0.3602570
#> V20 V21 V22 V23 V24 V25
#> [1,] 0.09289974 0.19117206 0.083465837 0.12661197 0.23269075 0.234766245
#> [2,] 0.10415867 0.05289011 0.109628775 0.13883138 0.21041216 0.055735390
#> [3,] 0.02725478 0.13240945 0.124272030 -0.02817440 -0.01860389 0.174664234
#> [4,] -0.01249826 0.02723461 -0.003738987 0.05350591 0.07989479 -0.003732776
#> [5,] 0.21256499 0.32899720 0.263450548 0.21328720 0.12999583 0.184745847
#> [6,] -0.02029832 0.14278190 0.128725384 0.08282233 0.06168633 0.051916398
#> [7,] -0.09279278 -0.13698443 0.007780700 0.00702554 -0.06099822 -0.072105386
#> [8,] 0.13656371 0.13767921 0.163117675 0.10232854 0.20981503 0.157417381
#> [9,] 0.14478789 0.23089523 0.174725314 0.28693707 0.28449440 0.231789998
#> [10,] -0.04966210 -0.07117647 0.109946255 0.11621510 0.15449274 0.183551316
#> V26 V27 V28 V29 V3
#> [1,] 0.130952413 0.121905103 0.2169425655 0.172840914 -0.2637481
#> [2,] 0.188894929 0.192776533 0.0664376871 0.099849658 -0.3051576
#> [3,] 0.034033642 0.172473871 0.1816341999 0.077145763 -0.1851369
#> [4,] -0.003507426 0.004559287 -0.0007398515 -0.063905734 -0.2880035
#> [5,] 0.108527628 0.132852068 0.1671668603 0.049939130 -0.3342133
#> [6,] 0.140926507 0.106622567 0.1442501366 0.109533586 -0.2463847
#> [7,] 0.004365769 0.001036236 -0.0824163696 0.001267301 -0.2539266
#> [8,] 0.207935560 0.242321705 0.2425944994 0.165892682 -0.2435165
#> [9,] 0.385272865 0.285866944 0.2728340072 0.195191513 -0.4074147
#> [10,] 0.159831822 0.106916030 0.0310298039 0.150734976 -0.2242689
#> V30 V31 V32 V33 V34
#> [1,] 0.1663952903 -0.006467352 0.109243003 0.12499585 0.07815850
#> [2,] 0.0671000797 0.123508820 0.076375336 0.03309463 -0.03754375
#> [3,] -0.0209723620 0.050582118 0.009758265 0.01588582 0.02905455
#> [4,] 0.0355753685 -0.054220040 -0.120402707 -0.19814214 -0.07635466
#> [5,] 0.0239428703 0.007621892 -0.063197954 -0.01470023 0.03529757
#> [6,] 0.0398820855 0.045325952 0.095749306 0.01162489 -0.10755725
#> [7,] -0.0593970105 -0.073849671 -0.068871583 0.11148629 0.06966180
#> [8,] 0.1989700217 -0.012444875 0.088347893 -0.02440467 -0.02953883
#> [9,] 0.1324235394 0.179086579 0.026215404 0.05006718 0.11392126
#> [10,] 0.0005375264 0.074613938 -0.125790579 -0.12295459 -0.16024556
#> V35 V36 V37 V38 V39 V4
#> [1,] 0.118015461 0.088682251 -0.08899107 -0.04371741 -0.107932230 -0.2458091
#> [2,] -0.025030942 -0.108769786 -0.12654367 -0.12775658 -0.085635258 -0.2566799
#> [3,] 0.005101021 -0.130602184 -0.01561896 -0.04322422 -0.139686545 -0.2608198
#> [4,] -0.119378011 -0.253107559 -0.12162952 -0.22275464 -0.240694836 -0.3118873
#> [5,] 0.022807069 0.009430116 0.02032799 -0.06523836 0.124192863 -0.2691156
#> [6,] -0.040238897 0.009657562 0.01657391 -0.07253078 -0.054649341 -0.1636445
#> [7,] 0.058422527 -0.048664299 -0.08233860 0.02611862 0.091024963 -0.2684532
#> [8,] 0.074539317 -0.074509215 0.05896096 0.03744729 -0.005106841 -0.3487315
#> [9,] -0.033775249 0.186853480 0.03336911 0.08170768 -0.053197121 -0.1969389
#> [10,] -0.054414188 -0.040841374 -0.06989029 -0.12620915 -0.161418793 -0.2326675
#> V40 V41 V42 V43 V44
#> [1,] -0.03924469 -0.0419349033 -0.12163566 -0.06711049 -0.140820117
#> [2,] -0.14150433 -0.1086842272 -0.04585790 -0.01386488 0.021718202
#> [3,] -0.12538844 -0.0538189335 -0.12881693 -0.10660664 -0.149421717
#> [4,] -0.18754923 -0.1987329797 -0.06434440 -0.12187526 -0.215860065
#> [5,] -0.00337589 -0.0448119535 0.04971702 0.03225670 -0.118312235
#> [6,] -0.09400077 0.0003806768 -0.08377830 -0.12439110 -0.074748464
#> [7,] -0.13612389 -0.0979689921 -0.01743656 -0.09004803 -0.099159941
#> [8,] 0.02372480 -0.1309109399 -0.07084798 -0.12293269 -0.139821278
#> [9,] 0.05853728 0.0744047167 -0.09935688 -0.10023594 0.007116386
#> [10,] -0.10805713 -0.1897559840 -0.12252636 -0.06719508 -0.136431114
#> V45 V46 V47 V48 V49 V5
#> [1,] -0.12638614 -0.13813454 -0.19050179 -0.2393513 -0.2478949 -0.1917025
#> [2,] -0.13603663 -0.01828321 -0.11927927 -0.1550487 -0.1530953 -0.2551413
#> [3,] -0.06188437 -0.20987253 -0.24239974 -0.1775033 -0.3033105 -0.2424990
#> [4,] -0.26064426 -0.25286371 -0.22472699 -0.2698531 -0.1892008 -0.2624507
#> [5,] -0.07100060 -0.10843281 -0.03983535 -0.2534184 -0.2536872 -0.2751303
#> [6,] -0.12840447 -0.09185504 -0.16680664 -0.1911056 -0.2706287 -0.1977148
#> [7,] -0.11593218 -0.09004616 -0.20308870 -0.2513971 -0.2058219 -0.1880888
#> [8,] -0.03634571 -0.11138386 -0.14204794 -0.2575175 -0.2860041 -0.2539431
#> [9,] -0.05813824 -0.11383783 -0.21857386 -0.2022730 -0.2940420 -0.2728004
#> [10,] -0.11558037 -0.15833468 -0.18805379 -0.1730441 -0.1713075 -0.2810533
#> V50 V51 V52 V53 V54 V55
#> [1,] -0.3029276 -0.3325028 -0.3170019 -0.2804570 -0.2968368 -0.3766025
#> [2,] -0.2263205 -0.2482445 -0.3181034 -0.3384397 -0.2666223 -0.3510180
#> [3,] -0.3947853 -0.4400442 -0.3527341 -0.3914471 -0.2296746 -0.2626488
#> [4,] -0.3829081 -0.2874487 -0.2968881 -0.4047444 -0.3513323 -0.2251194
#> [5,] -0.3838848 -0.2396872 -0.3419257 -0.3682685 -0.3461555 -0.3358689
#> [6,] -0.2773930 -0.3243966 -0.2309442 -0.2954966 -0.4020170 -0.2931145
#> [7,] -0.2788815 -0.3675053 -0.3419935 -0.3437295 -0.3238946 -0.3532400
#> [8,] -0.3350332 -0.2913611 -0.3789920 -0.4372109 -0.4353605 -0.4423574
#> [9,] -0.3828505 -0.3007090 -0.4298251 -0.3012014 -0.4087354 -0.4286483
#> [10,] -0.2650840 -0.3349742 -0.2050178 -0.2711231 -0.3095116 -0.2566031
#> V56 V57 V58 V59 V6 V60
#> [1,] -0.2587349 -0.2887071 -0.2569994 -0.2620568 -0.21357511 -0.2727192
#> [2,] -0.3478392 -0.2710275 -0.3291957 -0.2578013 -0.20059952 -0.2332831
#> [3,] -0.2894347 -0.3639935 -0.2677689 -0.3473634 -0.20048114 -0.3571376
#> [4,] -0.2704107 -0.3123139 -0.3248609 -0.2389986 -0.12760518 -0.4108413
#> [5,] -0.2794838 -0.2373946 -0.3580008 -0.3964441 -0.05314804 -0.3047804
#> [6,] -0.3586809 -0.3267445 -0.4101549 -0.4094365 -0.15011679 -0.4012972
#> [7,] -0.3490281 -0.2703824 -0.2230082 -0.2325715 -0.23243963 -0.2586620
#> [8,] -0.2831720 -0.4027254 -0.4370182 -0.4527068 -0.27574282 -0.2990545
#> [9,] -0.4678937 -0.4359418 -0.3013052 -0.4723111 -0.10857623 -0.4421771
#> [10,] -0.3642409 -0.2859218 -0.3226712 -0.2371727 -0.24187188 -0.2231281
#> V7 V8 V9
#> [1,] -0.1616554 -0.12869930 -0.19037794
#> [2,] -0.1864681 -0.24389535 -0.18220931
#> [3,] -0.1671471 -0.23178711 -0.15322204
#> [4,] -0.2367675 -0.24771443 -0.23286700
#> [5,] -0.1464089 -0.07256849 -0.03150316
#> [6,] -0.2281073 -0.23481470 -0.18845417
#> [7,] -0.1934652 -0.05384533 -0.01473859
#> [8,] -0.2058016 -0.25692098 -0.10753293
#> [9,] -0.1852939 -0.11665716 -0.17495341
#> [10,] -0.1362557 -0.22783107 -0.27257446
#>
#> $W[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 0.0004071573 0.12005957 -0.01044088 -0.01686315 0.2024538 -0.02996611
#> [2,] -0.1414796533 -0.05274757 -0.04794727 0.04343723 -0.1252916 -0.02862272
#> [,7] [,8] [,9] [,10]
#> [1,] -0.043509340 0.1217384 0.1331089 -0.11387640
#> [2,] -0.005230805 -0.1574413 -0.2009263 0.02805569
#>
#>
#> $vW
#> $vW[[1]]
#> V1 V10 V11 V12 V13
#> [1,] 5.149713e-05 3.257694e-04 0.0003770772 0.0003396194 3.694506e-04
#> [2,] -2.088944e-05 -8.898223e-05 -0.0001124353 -0.0001179599 -5.236833e-05
#> [3,] 1.719284e-04 1.098256e-03 0.0013155918 0.0012450653 1.236192e-03
#> [4,] 8.783742e-05 6.569507e-04 0.0008217132 0.0008386105 7.544761e-04
#> [5,] -1.323024e-04 -6.571915e-04 -0.0007705479 -0.0006957068 -6.135529e-04
#> [6,] 3.045960e-04 1.875456e-03 0.0022254800 0.0020818036 2.030047e-03
#> [7,] 1.901575e-04 1.280661e-03 0.0015412658 0.0014752343 1.411518e-03
#> [8,] -1.770976e-04 -8.827944e-04 -0.0010650100 -0.0009836116 -9.224580e-04
#> [9,] -1.301429e-04 -5.716974e-04 -0.0006922869 -0.0005985820 -5.852092e-04
#> [10,] 3.302051e-04 2.408657e-03 0.0029246211 0.0029393412 2.661758e-03
#> V14 V15 V16 V17 V18
#> [1,] 0.0004510072 0.0005129194 0.0005420468 0.0005464547 0.0006274430
#> [2,] 0.0001031158 0.0002626431 0.0003442845 0.0003358290 0.0003560545
#> [3,] 0.0012395172 0.0011793343 0.0011700782 0.0012698030 0.0015091889
#> [4,] 0.0006507199 0.0005506720 0.0005142555 0.0006324495 0.0008124956
#> [5,] -0.0004800200 -0.0002921132 -0.0001762235 -0.0001994517 -0.0002215268
#> [6,] 0.0019386268 0.0017545867 0.0016858338 0.0018028619 0.0021263003
#> [7,] 0.0013472618 0.0012085587 0.0011563089 0.0013027804 0.0015967384
#> [8,] -0.0007585660 -0.0005257765 -0.0004093781 -0.0004523828 -0.0005067882
#> [9,] -0.0005534671 -0.0004664932 -0.0004030517 -0.0004197412 -0.0004168282
#> [10,] 0.0022529614 0.0018121911 0.0016622549 0.0019984226 0.0025586911
#> V19 V2 V20 V21 V22
#> [1,] 0.0007218573 6.475641e-05 0.0008901698 0.0009092960 0.0008794897
#> [2,] 0.0002353692 -3.309644e-05 0.0002154132 0.0001877623 0.0003536012
#> [3,] 0.0019772236 2.262543e-04 0.0024710192 0.0026031760 0.0024160566
#> [4,] 0.0010990352 1.230375e-04 0.0012984194 0.0013771193 0.0012957202
#> [5,] -0.0005526169 -1.799206e-04 -0.0008340373 -0.0009093205 -0.0005680046
#> [6,] 0.0029662565 4.040326e-04 0.0038121646 0.0040670469 0.0036124151
#> [7,] 0.0021496495 2.534415e-04 0.0026865013 0.0028310162 0.0025867832
#> [8,] -0.0009949430 -2.350439e-04 -0.0013978938 -0.0015369060 -0.0011143244
#> [9,] -0.0006913528 -1.686733e-04 -0.0009667561 -0.0010319272 -0.0007168887
#> [10,] 0.0036737399 4.618393e-04 0.0044831765 0.0048376475 0.0044862375
#> V23 V24 V25 V26 V27
#> [1,] 0.0009590014 0.0010540071 0.0010178445 0.0010941290 0.0011209606
#> [2,] 0.0005914913 0.0006013930 0.0006496379 0.0007671181 0.0007847224
#> [3,] 0.0023761858 0.0026384573 0.0024699847 0.0024908714 0.0025397240
#> [4,] 0.0012331709 0.0013774900 0.0012375205 0.0011262573 0.0011618235
#> [5,] -0.0002435179 -0.0003826253 -0.0002210746 -0.0000646922 -0.0001609338
#> [6,] 0.0033282020 0.0037250987 0.0034330213 0.0034082226 0.0034722792
#> [7,] 0.0024996109 0.0028202763 0.0026028391 0.0025545484 0.0026168858
#> [8,] -0.0006824706 -0.0008426443 -0.0006672900 -0.0005158396 -0.0005217954
#> [9,] -0.0004480611 -0.0005749480 -0.0004616639 -0.0003910235 -0.0004030021
#> [10,] 0.0041122053 0.0045679638 0.0041507945 0.0038251852 0.0039559582
#> V28 V29 V3 V30 V31
#> [1,] 0.0011347626 0.0009983873 7.739889e-05 0.0009365541 7.726388e-04
#> [2,] 0.0007588727 0.0006085592 -1.675971e-05 0.0006358525 6.247130e-04
#> [3,] 0.0025780017 0.0023748803 2.421524e-04 0.0020880419 1.600231e-03
#> [4,] 0.0011942705 0.0011258364 1.286734e-04 0.0009391386 6.888253e-04
#> [5,] -0.0002591855 -0.0002799615 -1.763898e-04 -0.0002059695 -3.570004e-05
#> [6,] 0.0035846212 0.0033570268 4.171048e-04 0.0029151994 2.126463e-03
#> [7,] 0.0026637226 0.0024702035 2.670802e-04 0.0021378602 1.608124e-03
#> [8,] -0.0006095397 -0.0007180140 -2.242273e-04 -0.0005481239 -2.448268e-04
#> [9,] -0.0004558451 -0.0005098720 -1.724060e-04 -0.0004430649 -2.463712e-04
#> [10,] 0.0040823471 0.0038373553 4.678952e-04 0.0031234154 2.220786e-03
#> V32 V33 V34 V35 V36
#> [1,] 0.0006889968 6.725970e-04 0.0006342031 0.0006846120 7.641744e-04
#> [2,] 0.0004782797 4.916856e-04 0.0004916192 0.0007143606 9.098697e-04
#> [3,] 0.0014911557 1.385045e-03 0.0012687739 0.0010711318 1.009704e-03
#> [4,] 0.0006513495 5.143765e-04 0.0003684394 0.0001331641 5.111055e-05
#> [5,] -0.0001095367 3.358522e-05 0.0001008700 0.0004072397 6.932651e-04
#> [6,] 0.0020547874 1.884561e-03 0.0017111452 0.0012651468 1.011598e-03
#> [7,] 0.0015311450 1.384769e-03 0.0012232358 0.0009054234 7.889042e-04
#> [8,] -0.0003664172 -2.783556e-04 -0.0002585890 0.0001579983 5.676851e-04
#> [9,] -0.0002914439 -2.466280e-04 -0.0002851544 -0.0000976400 1.786728e-04
#> [10,] 0.0021492336 1.724004e-03 0.0012725050 0.0003981024 5.642135e-05
#> V37 V38 V39 V4 V40
#> [1,] 0.0007487664 7.045636e-04 6.629789e-04 9.455705e-05 5.640953e-04
#> [2,] 0.0008531477 5.854341e-04 4.560110e-04 -3.108439e-05 4.280175e-04
#> [3,] 0.0009962568 1.207138e-03 1.287116e-03 3.157154e-04 1.057699e-03
#> [4,] 0.0001863894 3.902490e-04 5.051105e-04 1.767247e-04 4.125199e-04
#> [5,] 0.0006162505 1.906595e-04 6.978468e-05 -2.426802e-04 1.605062e-04
#> [6,] 0.0010232028 1.557284e-03 1.763300e-03 5.498422e-04 1.409980e-03
#> [7,] 0.0008269466 1.142397e-03 1.277038e-03 3.506849e-04 1.031843e-03
#> [8,] 0.0005725430 3.666955e-05 -1.500714e-04 -3.053332e-04 -1.921790e-05
#> [9,] 0.0002347304 -5.941255e-05 -1.182804e-04 -2.303041e-04 -7.904885e-06
#> [10,] 0.0004071982 1.293899e-03 1.800461e-03 6.434621e-04 1.469179e-03
#> V41 V42 V43 V44 V45
#> [1,] 0.0004463906 4.541304e-04 0.0004228667 3.347451e-04 0.0003610277
#> [2,] 0.0002110909 7.540867e-05 0.0001203688 -5.588752e-05 -0.0001425168
#> [3,] 0.0010432607 1.282304e-03 0.0011463125 1.112643e-03 0.0012505085
#> [4,] 0.0004584726 6.599945e-04 0.0005860287 6.212817e-04 0.0007010319
#> [5,] -0.0001800081 -4.444172e-04 -0.0003514291 -5.970955e-04 -0.0008237231
#> [6,] 0.0015574204 2.018039e-03 0.0017725088 1.847753e-03 0.0021691685
#> [7,] 0.0010562770 1.375364e-03 0.0012221929 1.258118e-03 0.0014207197
#> [8,] -0.0004170208 -7.680211e-04 -0.0006049056 -8.422726e-04 -0.0010923609
#> [9,] -0.0002466652 -4.510096e-04 -0.0003750695 -5.278464e-04 -0.0006818178
#> [10,] 0.0017288647 2.448880e-03 0.0021500164 2.345293e-03 0.0027120865
#> V46 V47 V48 V49 V5
#> [1,] 0.0002829126 1.997378e-04 1.549718e-04 9.203689e-05 9.628448e-05
#> [2,] -0.0001245041 -7.343838e-05 -6.971559e-05 -2.085185e-05 -1.641042e-05
#> [3,] 0.0009821558 6.931090e-04 5.533576e-04 2.984082e-04 3.144333e-04
#> [4,] 0.0005520718 4.150918e-04 3.293892e-04 1.758891e-04 1.724233e-04
#> [5,] -0.0006922923 -4.595942e-04 -3.698126e-04 -1.678281e-04 -2.040087e-04
#> [6,] 0.0017308728 1.201927e-03 9.593985e-04 5.093052e-04 5.389100e-04
#> [7,] 0.0011039981 7.850080e-04 6.375178e-04 3.348358e-04 3.355720e-04
#> [8,] -0.0009089407 -6.093192e-04 -4.935735e-04 -2.354521e-04 -2.694179e-04
#> [9,] -0.0005701358 -3.792539e-04 -3.141052e-04 -1.443070e-04 -1.891538e-04
#> [10,] 0.0021345032 1.550969e-03 1.224944e-03 6.527872e-04 6.678215e-04
#> V50 V51 V52 V53 V54
#> [1,] 3.634009e-05 2.642010e-05 2.224366e-05 1.749014e-05 1.913413e-05
#> [2,] 1.439809e-05 -1.609925e-05 -8.751005e-06 4.211287e-06 7.856720e-06
#> [3,] 8.698006e-05 1.035756e-04 7.937505e-05 4.730852e-05 4.568841e-05
#> [4,] 3.980899e-05 6.074301e-05 4.310988e-05 2.191200e-05 1.631618e-05
#> [5,] -2.215466e-05 -7.205279e-05 -5.730034e-05 -1.722706e-05 -1.493296e-05
#> [6,] 1.349162e-04 1.801185e-04 1.379008e-04 7.392256e-05 7.164742e-05
#> [7,] 8.748981e-05 1.207960e-04 8.861150e-05 4.928699e-05 4.386838e-05
#> [8,] -4.166607e-05 -1.007364e-04 -7.838380e-05 -3.155223e-05 -2.706804e-05
#> [9,] -2.699106e-05 -6.642959e-05 -5.576920e-05 -2.368992e-05 -2.136619e-05
#> [10,] 1.479759e-04 2.231120e-04 1.593571e-04 7.670853e-05 6.380920e-05
#> V55 V56 V57 V58 V59
#> [1,] 1.532730e-05 1.294223e-05 1.263940e-05 1.448252e-05 1.242969e-05
#> [2,] 4.428805e-06 4.219322e-06 9.405166e-06 1.937310e-06 -1.348527e-06
#> [3,] 3.768782e-05 3.250268e-05 2.547055e-05 3.925208e-05 3.772152e-05
#> [4,] 1.586627e-05 1.503394e-05 8.348577e-06 1.990515e-05 1.846768e-05
#> [5,] -1.363815e-05 -1.000752e-05 -5.859448e-06 -1.759837e-05 -2.135348e-05
#> [6,] 5.929731e-05 5.042318e-05 3.622993e-05 6.381443e-05 6.459812e-05
#> [7,] 3.904150e-05 3.419000e-05 2.415802e-05 4.188245e-05 4.030289e-05
#> [8,] -2.435012e-05 -1.915714e-05 -8.835977e-06 -2.914855e-05 -3.385196e-05
#> [9,] -1.921592e-05 -1.473070e-05 -1.071900e-05 -2.250651e-05 -2.477625e-05
#> [10,] 5.616557e-05 5.018481e-05 2.853962e-05 6.651251e-05 6.801409e-05
#> V6 V60 V7 V8 V9
#> [1,] 1.378718e-04 1.326389e-05 2.058637e-04 2.463974e-04 2.856366e-04
#> [2,] -3.211073e-07 2.211410e-06 6.302299e-05 4.274892e-05 -9.924229e-05
#> [3,] 4.240858e-04 3.422365e-05 5.252077e-04 6.740753e-04 9.888071e-04
#> [4,] 2.323005e-04 1.639360e-05 2.722448e-04 3.716178e-04 5.666256e-04
#> [5,] -2.282584e-04 -1.590538e-05 -1.823671e-04 -2.924534e-04 -6.822357e-04
#> [6,] 7.003147e-04 5.447216e-05 8.166179e-04 1.086145e-03 1.709613e-03
#> [7,] 4.632703e-04 3.717057e-05 5.671615e-04 7.514611e-04 1.154381e-03
#> [8,] -3.132332e-04 -2.339537e-05 -2.768743e-04 -4.043264e-04 -8.638898e-04
#> [9,] -2.108043e-04 -1.829125e-05 -1.966649e-04 -2.659916e-04 -5.758680e-04
#> [10,] 8.703854e-04 5.624850e-05 9.561450e-04 1.319049e-03 2.110717e-03
#>
#> $vW[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] -0.07636665 -0.06966523 -0.0508248 -0.009664771 -0.09177684 -0.06244801
#> [2,] 0.07636665 0.06966523 0.0508248 0.009664771 0.09177684 0.06244801
#> [,7] [,8] [,9] [,10]
#> [1,] -0.02642677 -0.07796004 -0.0911353 -0.0228147
#> [2,] 0.02642677 0.07796004 0.0911353 0.0228147
#>
#>
#> $B
#> $B[[1]]
#> [1] 0.7235275 0.5717896 0.5646247 0.1891616 0.8168024 0.6548407 0.5041354
#> [8] 0.7694867 0.9028870 0.1192214
#>
#> $B[[2]]
#> [1] 0.07501089 -0.04569761
#>
#>
#> $vB
#> $vB[[1]]
#> [1] 0.0015710314 0.0010079991 0.0034848235 0.0015323343 -0.0003099554
#> [6] 0.0048903108 0.0035566151 -0.0009757757 -0.0008180940 0.0051467690
#>
#> $vB[[2]]
#> [1] -0.1029188 0.1029188
#>
#>
#> $post
#> $post[[1]]
#> V1 V10 V11 V12 V13 V14 V15 V16 V17 V18
#> [1,] 0.0137 0.0874 0.1100 0.1084 0.1094 0.1023 0.0601 0.0906 0.1313 0.2758
#> [2,] 0.0272 0.3997 0.3941 0.3309 0.2926 0.1760 0.1739 0.2043 0.2088 0.2678
#> [3,] 0.0307 0.2792 0.3877 0.4992 0.4981 0.4972 0.5607 0.7339 0.8230 0.9173
#> [4,] 0.0094 0.1328 0.1303 0.0273 0.0644 0.0712 0.1204 0.0717 0.1224 0.2349
#> [5,] 0.0260 0.1630 0.1030 0.2187 0.1542 0.2630 0.2940 0.2978 0.0699 0.1401
#> [6,] 0.0099 0.1882 0.1456 0.1892 0.3176 0.1340 0.2169 0.2458 0.2589 0.2786
#> [7,] 0.0096 0.2952 0.4025 0.5148 0.4901 0.4127 0.3575 0.3447 0.3068 0.2945
#> [8,] 0.0270 0.1520 0.1675 0.1370 0.1361 0.1345 0.2144 0.5354 0.6830 0.5600
#> [9,] 0.0091 0.0837 0.1579 0.0898 0.0309 0.1856 0.2969 0.2032 0.1264 0.1655
#> [10,] 0.0126 0.5920 0.5832 0.5419 0.5472 0.5314 0.4981 0.6985 0.8292 0.7839
#> [11,] 0.0084 0.1753 0.1970 0.1167 0.1683 0.0814 0.2179 0.5121 0.7231 0.7776
#> [12,] 0.0208 0.1093 0.1063 0.1179 0.1291 0.1591 0.1680 0.1918 0.1615 0.1647
#> [13,] 0.1021 0.1369 0.2509 0.2631 0.2796 0.2977 0.3823 0.3129 0.3956 0.2093
#> [14,] 0.0269 0.5915 0.6675 0.5679 0.5175 0.3334 0.2002 0.2856 0.2937 0.3424
#> [15,] 0.0260 0.2354 0.2720 0.2442 0.1665 0.0336 0.1302 0.1708 0.2177 0.3175
#> [16,] 0.0123 0.0835 0.0548 0.0847 0.2026 0.2557 0.1870 0.2032 0.1463 0.2849
#> [17,] 0.0258 0.2954 0.2506 0.2601 0.2249 0.2115 0.1270 0.1193 0.1794 0.2185
#> [18,] 0.0335 0.4372 0.5533 0.5771 0.7022 0.7067 0.7367 0.7391 0.8622 0.9458
#> [19,] 0.0129 0.2245 0.2431 0.3134 0.3206 0.2917 0.2249 0.2347 0.2143 0.2939
#> [20,] 0.0223 0.1487 0.1156 0.1654 0.3833 0.3598 0.1713 0.1136 0.0349 0.3796
#> [21,] 0.0221 0.1810 0.2549 0.2984 0.2624 0.1893 0.0668 0.2666 0.4274 0.6291
#> [22,] 0.0217 0.2110 0.2343 0.2087 0.1645 0.1689 0.1650 0.1967 0.2934 0.3709
#> [23,] 0.0414 0.1975 0.2309 0.3025 0.3938 0.5050 0.5872 0.6610 0.7417 0.8006
#> [24,] 0.0491 0.2028 0.0947 0.2497 0.2209 0.3195 0.3340 0.3323 0.2780 0.2975
#> [25,] 0.0262 0.6194 0.6333 0.7060 0.5544 0.5320 0.6479 0.6931 0.6759 0.7551
#> [26,] 0.0340 0.4117 0.5245 0.5341 0.5554 0.3915 0.2950 0.3075 0.3021 0.2719
#> [27,] 0.0094 0.5079 0.3350 0.0834 0.3004 0.3957 0.3769 0.3828 0.1247 0.1363
#> [28,] 0.0516 0.1294 0.2646 0.2778 0.4432 0.3672 0.2035 0.2764 0.3252 0.1536
#> [29,] 0.0179 0.5965 0.6254 0.4507 0.3693 0.2864 0.1635 0.0422 0.1785 0.4394
#> [30,] 0.0090 0.1895 0.1896 0.2547 0.4073 0.2988 0.2901 0.5326 0.4022 0.1571
#> [31,] 0.0176 0.0474 0.0526 0.1854 0.1040 0.0948 0.0912 0.1688 0.1568 0.0375
#> [32,] 0.0216 0.0866 0.1564 0.0780 0.0997 0.0915 0.0662 0.1134 0.1740 0.2573
#> [33,] 0.0089 0.2119 0.3003 0.3094 0.2743 0.2547 0.1870 0.1452 0.1457 0.2429
#> [34,] 0.0201 0.0279 0.2251 0.2615 0.1770 0.3709 0.4533 0.5553 0.4616 0.3797
#> [35,] 0.0228 0.3517 0.3330 0.3643 0.4020 0.4731 0.5196 0.6573 0.8426 0.8476
#> [36,] 0.0228 0.2227 0.2621 0.3109 0.2859 0.3316 0.3755 0.4499 0.4765 0.6254
#> [37,] 0.0050 0.2282 0.2521 0.3484 0.3309 0.2614 0.1782 0.2055 0.2298 0.3545
#> [38,] 0.1150 0.5378 0.3816 0.0991 0.0616 0.1795 0.3907 0.3602 0.3041 0.2428
#> [39,] 0.1313 0.2231 0.2907 0.2259 0.3136 0.3302 0.3660 0.3956 0.4386 0.4670
#> [40,] 0.0188 0.1806 0.2139 0.1523 0.1975 0.4844 0.7298 0.7807 0.7906 0.6122
#> V19 V2 V20 V21 V22 V23 V24 V25 V26 V27
#> [1,] 0.3660 0.0297 0.5269 0.5810 0.6181 0.5875 0.4639 0.5424 0.7367 0.9089
#> [2,] 0.2434 0.0378 0.1839 0.2802 0.6172 0.8015 0.8313 0.8440 0.8494 0.9168
#> [3,] 0.9975 0.0523 0.9911 0.8240 0.6498 0.5980 0.4862 0.3150 0.1543 0.0989
#> [4,] 0.3684 0.0166 0.3918 0.4925 0.8793 0.9606 0.8786 0.6905 0.6937 0.5674
#> [5,] 0.2990 0.0192 0.3915 0.3598 0.2403 0.4208 0.5675 0.6094 0.6323 0.6549
#> [6,] 0.2298 0.0484 0.0656 0.1441 0.1179 0.1668 0.1783 0.2476 0.2570 0.1036
#> [7,] 0.4351 0.0404 0.7264 0.8147 0.8103 0.6665 0.6958 0.7748 0.8688 1.0000
#> [8,] 0.3093 0.0092 0.3226 0.4430 0.5573 0.5782 0.6173 0.8132 0.9819 0.9823
#> [9,] 0.1661 0.0213 0.2091 0.2310 0.4460 0.6634 0.6933 0.7663 0.8206 0.7049
#> [10,] 0.8215 0.0149 0.9363 1.0000 0.9224 0.7839 0.5470 0.4562 0.5922 0.5448
#> [11,] 0.6222 0.0153 0.3501 0.3733 0.2622 0.3776 0.7361 0.8673 0.8223 0.7772
#> [12,] 0.1397 0.0186 0.1426 0.2429 0.2816 0.4290 0.6443 0.9061 1.0000 0.8087
#> [13,] 0.3218 0.0830 0.3345 0.3184 0.2887 0.3610 0.2566 0.4106 0.4591 0.4722
#> [14,] 0.5949 0.0383 0.7526 0.8959 0.8147 0.7109 0.7378 0.7201 0.8254 0.8917
#> [15,] 0.3714 0.0363 0.4552 0.5700 0.7397 0.8062 0.8837 0.9432 1.0000 0.9375
#> [16,] 0.5824 0.0309 0.7728 0.7852 0.8515 0.5312 0.3653 0.5973 0.8275 1.0000
#> [17,] 0.1646 0.0433 0.0740 0.0625 0.2381 0.4824 0.6372 0.7531 0.8959 0.9941
#> [18,] 0.8782 0.0134 0.7913 0.5760 0.3061 0.0563 0.0239 0.2554 0.4862 0.5027
#> [19,] 0.4898 0.0141 0.6127 0.7531 0.7718 0.7432 0.8673 0.9308 0.9836 1.0000
#> [20,] 0.7401 0.0375 0.9925 0.9802 0.8890 0.6712 0.4286 0.3374 0.7366 0.9611
#> [21,] 0.7782 0.0065 0.7686 0.8099 0.8493 0.9440 0.9450 0.9655 0.8045 0.4969
#> [22,] 0.4309 0.0152 0.4161 0.5116 0.6501 0.7717 0.8491 0.9104 0.8912 0.8189
#> [23,] 0.8456 0.0436 0.7939 0.8804 0.8384 0.7852 0.8479 0.7434 0.6433 0.5514
#> [24,] 0.2948 0.0279 0.1729 0.3264 0.3834 0.3523 0.5410 0.5228 0.4475 0.5340
#> [25,] 0.8929 0.0582 0.8619 0.7974 0.6737 0.4293 0.3648 0.5331 0.2413 0.5070
#> [26,] 0.5443 0.0625 0.7932 0.8751 0.8667 0.7107 0.6911 0.7287 0.8792 1.0000
#> [27,] 0.2678 0.0611 0.9188 0.9779 0.3236 0.1944 0.1874 0.0885 0.3443 0.2953
#> [28,] 0.2784 0.0944 0.3508 0.5187 0.7052 0.7143 0.6814 0.5100 0.5308 0.6131
#> [29,] 0.6950 0.0136 0.8097 0.8550 0.8717 0.8601 0.9201 0.8729 0.8084 0.8694
#> [30,] 0.3024 0.0062 0.3907 0.3542 0.4438 0.6414 0.4601 0.6009 0.8690 0.8345
#> [31,] 0.1316 0.0172 0.2086 0.1976 0.0946 0.1965 0.1242 0.0616 0.2141 0.4642
#> [32,] 0.3294 0.0124 0.3910 0.5438 0.6115 0.7022 0.7610 0.7973 0.9105 0.8807
#> [33,] 0.3259 0.0274 0.3679 0.3355 0.3100 0.3914 0.5280 0.6409 0.7707 0.8754
#> [34,] 0.3450 0.0423 0.2665 0.2395 0.1127 0.2556 0.5169 0.3779 0.4082 0.5353
#> [35,] 0.8344 0.0853 0.8453 0.7999 0.8537 0.9642 1.0000 0.9357 0.9409 0.9070
#> [36,] 0.7304 0.0106 0.8702 0.9349 0.9614 0.9126 0.9443 1.0000 0.9455 0.8815
#> [37,] 0.6218 0.0017 0.7265 0.8346 0.8268 0.8366 0.9408 0.9510 0.9801 0.9974
#> [38,] 0.4060 0.1163 0.8395 0.9777 0.4680 0.0610 0.2143 0.1348 0.2854 0.1617
#> [39,] 0.5255 0.2339 0.3735 0.2243 0.1973 0.4337 0.6532 0.5070 0.2796 0.4163
#> [40,] 0.4200 0.0370 0.2807 0.5148 0.7569 0.8596 1.0000 0.8457 0.6797 0.6971
#> V28 V29 V3 V30 V31 V32 V33 V34 V35 V36
#> [1,] 1.0000 0.8247 0.0116 0.5441 0.3349 0.0877 0.1600 0.4169 0.6576 0.7390
#> [2,] 1.0000 0.7896 0.0488 0.5371 0.6472 0.6505 0.4959 0.2175 0.0990 0.0434
#> [3,] 0.0284 0.1008 0.0653 0.2636 0.2694 0.2930 0.2925 0.3998 0.3660 0.3172
#> [4,] 0.6540 0.7802 0.0398 0.7575 0.5836 0.6316 0.8108 0.9039 0.8647 0.6695
#> [5,] 0.7673 1.0000 0.0254 0.8463 0.5509 0.4444 0.5169 0.4268 0.1802 0.0791
#> [6,] 0.5356 0.7124 0.0299 0.6291 0.4756 0.6015 0.7208 0.6234 0.5725 0.7523
#> [7,] 0.9941 0.8793 0.0682 0.6482 0.5876 0.6408 0.4972 0.2755 0.0300 0.3356
#> [8,] 0.9166 0.7423 0.0145 0.7736 0.8473 0.7352 0.6671 0.6083 0.6239 0.5972
#> [9,] 0.7560 0.7466 0.0206 0.6387 0.4846 0.3328 0.5356 0.8741 0.8573 0.6718
#> [10,] 0.3971 0.0882 0.0641 0.2385 0.2005 0.0587 0.2544 0.2009 0.0329 0.1547
#> [11,] 0.7862 0.5652 0.0291 0.3635 0.3534 0.3865 0.3370 0.1693 0.2627 0.3195
#> [12,] 0.6119 0.5260 0.0131 0.3677 0.2746 0.1020 0.1339 0.1582 0.1952 0.1787
#> [13,] 0.7278 0.7591 0.0577 0.6579 0.7514 0.6666 0.4903 0.5962 0.6552 0.4014
#> [14,] 0.9820 0.8179 0.0505 0.4848 0.3203 0.2775 0.2382 0.2911 0.1675 0.3156
#> [15,] 0.7603 0.7123 0.0136 0.8358 0.7622 0.4567 0.1715 0.1549 0.1641 0.1869
#> [16,] 0.8673 0.6301 0.0169 0.4591 0.3940 0.2576 0.2817 0.2641 0.2757 0.2698
#> [17,] 0.9957 0.9328 0.0547 0.9344 0.8854 0.7690 0.6865 0.6390 0.6378 0.6629
#> [18,] 0.4402 0.2847 0.0696 0.1797 0.3560 0.3522 0.3321 0.3112 0.3638 0.0754
#> [19,] 0.9595 0.8722 0.0309 0.6862 0.4901 0.3280 0.3115 0.1969 0.1019 0.0317
#> [20,] 0.7353 0.4856 0.0484 0.1594 0.3007 0.4096 0.3170 0.3305 0.3408 0.2186
#> [21,] 0.3960 0.3856 0.0164 0.5574 0.7309 0.8549 0.9425 0.8726 0.6673 0.4694
#> [22,] 0.6779 0.5368 0.0346 0.5207 0.5651 0.5749 0.5250 0.4255 0.3330 0.2331
#> [23,] 0.3519 0.3168 0.0447 0.3346 0.2056 0.1032 0.3168 0.4040 0.4282 0.4538
#> [24,] 0.5323 0.3907 0.0592 0.3456 0.4091 0.4639 0.5580 0.5727 0.6355 0.7563
#> [25,] 0.8533 0.6036 0.1099 0.8514 0.8512 0.5045 0.1862 0.2709 0.4232 0.3043
#> [26,] 0.9816 0.8984 0.0381 0.6048 0.4934 0.5371 0.4586 0.2908 0.0774 0.2249
#> [27,] 0.5908 0.4564 0.1136 0.7334 0.1969 0.2790 0.6212 0.8681 0.8621 0.9380
#> [28,] 0.8388 0.9031 0.0622 0.8607 0.9656 0.9168 0.7132 0.6898 0.7310 0.4134
#> [29,] 0.8411 0.5793 0.0408 0.3754 0.3485 0.4639 0.6495 0.6901 0.5666 0.5188
#> [30,] 0.7669 0.5081 0.0253 0.4620 0.5380 0.5375 0.3844 0.3601 0.7402 0.7761
#> [31,] 0.6471 0.6340 0.0501 0.6107 0.7046 0.5376 0.5934 0.8443 0.9481 0.9705
#> [32,] 0.7949 0.7990 0.0174 0.7180 0.6407 0.6312 0.5929 0.6168 0.6498 0.6764
#> [33,] 1.0000 0.9806 0.0248 0.6969 0.4973 0.5020 0.5359 0.3842 0.1848 0.1149
#> [34,] 0.5116 0.4544 0.0554 0.4258 0.3869 0.3939 0.4661 0.3974 0.2194 0.1816
#> [35,] 0.7104 0.6320 0.1000 0.5667 0.3501 0.2447 0.1698 0.3290 0.3674 0.2331
#> [36,] 0.7520 0.7068 0.0130 0.5986 0.3857 0.2510 0.2162 0.0968 0.1323 0.1344
#> [37,] 1.0000 0.9036 0.0270 0.6409 0.3857 0.2908 0.2040 0.1653 0.1769 0.1140
#> [38,] 0.2649 0.4565 0.0866 0.6502 0.2848 0.3296 0.5370 0.6627 0.8626 0.8547
#> [39,] 0.5950 0.5242 0.3059 0.4178 0.3714 0.2375 0.0863 0.1437 0.2896 0.4577
#> [40,] 0.5843 0.4772 0.0953 0.5201 0.4241 0.1592 0.1668 0.0588 0.3967 0.7147
#> V37 V38 V39 V4 V40 V41 V42 V43 V44 V45
#> [1,] 0.7963 0.7493 0.6795 0.0082 0.4713 0.2355 0.1704 0.2728 0.4016 0.4125
#> [2,] 0.1708 0.1979 0.1880 0.0848 0.1108 0.1702 0.0585 0.0638 0.1391 0.0638
#> [3,] 0.4609 0.4374 0.1820 0.0521 0.3376 0.6202 0.4448 0.1863 0.1420 0.0589
#> [4,] 0.4027 0.2370 0.2685 0.0359 0.3662 0.3267 0.2200 0.2996 0.2205 0.1163
#> [5,] 0.0535 0.1906 0.2561 0.0061 0.2153 0.2769 0.2841 0.1733 0.0815 0.0335
#> [6,] 0.8712 0.9252 0.9709 0.0297 0.9297 0.8995 0.7911 0.5600 0.2838 0.4407
#> [7,] 0.3167 0.4133 0.6281 0.0688 0.4977 0.2613 0.4697 0.4806 0.4921 0.5294
#> [8,] 0.5715 0.5242 0.2924 0.0278 0.1536 0.2003 0.2031 0.2207 0.1778 0.1353
#> [9,] 0.3446 0.3150 0.2702 0.0505 0.2598 0.2742 0.3594 0.4382 0.2460 0.0758
#> [10,] 0.1212 0.2446 0.3171 0.1732 0.3195 0.3051 0.0836 0.1266 0.1381 0.1136
#> [11,] 0.1388 0.1048 0.1681 0.0432 0.1910 0.1174 0.0933 0.0856 0.0951 0.0986
#> [12,] 0.0429 0.1096 0.1762 0.0211 0.2481 0.3150 0.2920 0.1902 0.0696 0.0758
#> [13,] 0.1188 0.3245 0.3107 0.0627 0.1354 0.5109 0.7988 0.7517 0.5508 0.5858
#> [14,] 0.1869 0.3391 0.5993 0.0707 0.4124 0.1181 0.3651 0.4655 0.4777 0.3517
#> [15,] 0.2655 0.1713 0.0959 0.0272 0.0768 0.0847 0.2076 0.2505 0.1862 0.1439
#> [16,] 0.3994 0.4576 0.3940 0.0313 0.2522 0.1782 0.1354 0.0516 0.0337 0.0894
#> [17,] 0.5983 0.4565 0.3129 0.0681 0.4158 0.4325 0.4031 0.4201 0.4557 0.3955
#> [18,] 0.1834 0.1820 0.1815 0.1180 0.1593 0.0576 0.0954 0.1086 0.0812 0.0784
#> [19,] 0.0756 0.0907 0.1066 0.0375 0.1380 0.0665 0.1475 0.2470 0.2788 0.2709
#> [20,] 0.2463 0.2726 0.1680 0.0475 0.2792 0.2558 0.1740 0.2121 0.1099 0.0985
#> [21,] 0.1546 0.1748 0.3607 0.0487 0.5208 0.5177 0.3702 0.2240 0.0816 0.0395
#> [22,] 0.1451 0.1648 0.2694 0.0346 0.3730 0.4467 0.4133 0.3743 0.3021 0.2069
#> [23,] 0.3704 0.3741 0.3839 0.0844 0.3494 0.4380 0.4265 0.2854 0.2808 0.2395
#> [24,] 0.6903 0.6176 0.5379 0.1270 0.5622 0.6508 0.4797 0.3736 0.2804 0.1982
#> [25,] 0.6116 0.6756 0.5375 0.1083 0.4719 0.4647 0.2587 0.2129 0.2222 0.2111
#> [26,] 0.1602 0.3958 0.6117 0.0257 0.5196 0.2321 0.4370 0.3797 0.4322 0.4892
#> [27,] 0.8327 0.9480 0.6721 0.1203 0.4436 0.5163 0.3809 0.1557 0.1449 0.2662
#> [28,] 0.1580 0.1819 0.1381 0.0415 0.2960 0.6935 0.8246 0.5351 0.4403 0.6448
#> [29,] 0.5060 0.3885 0.3762 0.0633 0.3738 0.2605 0.1591 0.1875 0.2267 0.1577
#> [30,] 0.3858 0.0667 0.3684 0.0489 0.6114 0.3510 0.2312 0.2195 0.3051 0.1937
#> [31,] 0.7766 0.6313 0.5760 0.0285 0.6148 0.5450 0.4813 0.3406 0.1916 0.1134
#> [32,] 0.6253 0.5117 0.3890 0.0152 0.3273 0.2509 0.1530 0.1323 0.1657 0.1215
#> [33,] 0.1570 0.1311 0.1583 0.0237 0.2631 0.3103 0.4512 0.3785 0.1269 0.1459
#> [34,] 0.1023 0.2108 0.3253 0.0783 0.3697 0.2912 0.3010 0.2563 0.1927 0.2062
#> [35,] 0.2413 0.2556 0.1892 0.0428 0.1940 0.3074 0.2785 0.0308 0.1238 0.1854
#> [36,] 0.2250 0.3244 0.3939 0.0842 0.3806 0.3258 0.3654 0.2983 0.1779 0.1535
#> [37,] 0.0740 0.0941 0.0621 0.0450 0.0426 0.0572 0.1068 0.1909 0.2229 0.2203
#> [38,] 0.7848 0.9016 0.8827 0.0358 0.6086 0.2810 0.0906 0.1177 0.2694 0.5214
#> [39,] 0.3725 0.3372 0.3803 0.4264 0.4181 0.3603 0.2711 0.1653 0.1951 0.2811
#> [40,] 0.7319 0.3509 0.0589 0.0824 0.2690 0.4200 0.3874 0.2440 0.2000 0.2307
#> V46 V47 V48 V49 V5 V50 V51 V52 V53 V54
#> [1,] 0.3470 0.2739 0.1790 0.0922 0.0241 0.0276 0.0169 0.0081 0.0040 0.0025
#> [2,] 0.0581 0.0641 0.1044 0.0732 0.1127 0.0275 0.0146 0.0091 0.0045 0.0043
#> [3,] 0.0576 0.0672 0.0269 0.0245 0.0611 0.0190 0.0063 0.0321 0.0189 0.0137
#> [4,] 0.0635 0.0465 0.0422 0.0174 0.0681 0.0172 0.0134 0.0141 0.0191 0.0145
#> [5,] 0.0933 0.1018 0.0309 0.0208 0.0352 0.0318 0.0132 0.0118 0.0120 0.0051
#> [6,] 0.5507 0.4331 0.2905 0.1981 0.0652 0.0779 0.0396 0.0173 0.0149 0.0115
#> [7,] 0.2216 0.1401 0.1888 0.0947 0.0887 0.0134 0.0310 0.0237 0.0078 0.0144
#> [8,] 0.1373 0.0749 0.0472 0.0325 0.0412 0.0179 0.0045 0.0084 0.0010 0.0018
#> [9,] 0.0187 0.0797 0.0748 0.0367 0.0657 0.0155 0.0300 0.0112 0.0112 0.0102
#> [10,] 0.0516 0.0073 0.0278 0.0372 0.2565 0.0121 0.0153 0.0092 0.0035 0.0098
#> [11,] 0.0956 0.0426 0.0407 0.0106 0.0951 0.0179 0.0056 0.0236 0.0114 0.0136
#> [12,] 0.0910 0.0441 0.0244 0.0265 0.0610 0.0095 0.0140 0.0074 0.0063 0.0081
#> [13,] 0.7292 0.5522 0.3339 0.1608 0.0635 0.0475 0.1004 0.0709 0.0317 0.0309
#> [14,] 0.0920 0.1227 0.1785 0.1085 0.1313 0.0300 0.0346 0.0167 0.0199 0.0145
#> [15,] 0.1470 0.0991 0.0041 0.0154 0.0214 0.0116 0.0181 0.0146 0.0129 0.0047
#> [16,] 0.0861 0.0872 0.0445 0.0134 0.0358 0.0217 0.0188 0.0133 0.0265 0.0224
#> [17,] 0.2966 0.2095 0.1558 0.0884 0.0784 0.0265 0.0121 0.0091 0.0062 0.0019
#> [18,] 0.0487 0.0439 0.0586 0.0370 0.0348 0.0185 0.0302 0.0244 0.0232 0.0093
#> [19,] 0.2283 0.1818 0.1185 0.0546 0.0767 0.0219 0.0204 0.0124 0.0093 0.0072
#> [20,] 0.1271 0.1459 0.1164 0.0777 0.0647 0.0439 0.0061 0.0145 0.0128 0.0145
#> [21,] 0.0785 0.1052 0.1034 0.0764 0.0519 0.0216 0.0167 0.0089 0.0051 0.0015
#> [22,] 0.1790 0.1689 0.1341 0.0769 0.0484 0.0222 0.0205 0.0123 0.0067 0.0011
#> [23,] 0.0369 0.0805 0.0541 0.0177 0.0419 0.0065 0.0222 0.0045 0.0136 0.0113
#> [24,] 0.2438 0.1789 0.1706 0.0762 0.1772 0.0238 0.0268 0.0081 0.0129 0.0161
#> [25,] 0.0176 0.1348 0.0744 0.0130 0.0974 0.0106 0.0033 0.0232 0.0166 0.0095
#> [26,] 0.1901 0.0940 0.1364 0.0906 0.0441 0.0144 0.0329 0.0141 0.0019 0.0067
#> [27,] 0.1806 0.1699 0.2559 0.1129 0.0403 0.0201 0.0480 0.0234 0.0175 0.0352
#> [28,] 0.6214 0.3016 0.1379 0.0364 0.0995 0.0355 0.0456 0.0432 0.0274 0.0152
#> [29,] 0.1211 0.0883 0.0850 0.0355 0.0596 0.0219 0.0086 0.0123 0.0060 0.0187
#> [30,] 0.1570 0.0479 0.0538 0.0146 0.1197 0.0068 0.0187 0.0059 0.0095 0.0194
#> [31,] 0.0640 0.0911 0.0980 0.0563 0.0262 0.0187 0.0088 0.0042 0.0175 0.0171
#> [32,] 0.0978 0.0452 0.0273 0.0179 0.0608 0.0092 0.0018 0.0052 0.0049 0.0096
#> [33,] 0.1092 0.1485 0.1385 0.0716 0.0224 0.0176 0.0199 0.0096 0.0103 0.0093
#> [34,] 0.1751 0.0841 0.1035 0.0641 0.0620 0.0153 0.0081 0.0191 0.0182 0.0160
#> [35,] 0.1753 0.1079 0.0728 0.0242 0.1117 0.0191 0.0159 0.0172 0.0191 0.0260
#> [36,] 0.1199 0.0959 0.0765 0.0649 0.1117 0.0313 0.0185 0.0098 0.0178 0.0077
#> [37,] 0.2265 0.1766 0.1097 0.0558 0.0958 0.0142 0.0281 0.0165 0.0056 0.0010
#> [38,] 0.4232 0.2340 0.1928 0.1092 0.0232 0.0507 0.0228 0.0099 0.0065 0.0085
#> [39,] 0.2246 0.1921 0.1500 0.0665 0.4010 0.0193 0.0156 0.0362 0.0210 0.0154
#> [40,] 0.1886 0.1960 0.1701 0.1366 0.0249 0.0398 0.0143 0.0093 0.0033 0.0113
#> V55 V56 V57 V58 V59 V6 V60 V7 V8 V9
#> [1,] 0.0036 0.0058 0.0067 0.0035 0.0043 0.0253 0.0033 0.0279 0.0130 0.0489
#> [2,] 0.0043 0.0098 0.0054 0.0051 0.0065 0.1103 0.0103 0.1349 0.2337 0.3113
#> [3,] 0.0277 0.0152 0.0052 0.0121 0.0124 0.0577 0.0055 0.0665 0.0664 0.1460
#> [4,] 0.0065 0.0129 0.0217 0.0087 0.0077 0.0706 0.0122 0.1020 0.0893 0.0381
#> [5,] 0.0070 0.0015 0.0035 0.0008 0.0044 0.0701 0.0077 0.1263 0.1080 0.1523
#> [6,] 0.0202 0.0139 0.0029 0.0160 0.0106 0.1077 0.0134 0.2363 0.2385 0.0075
#> [7,] 0.0170 0.0012 0.0109 0.0036 0.0043 0.0932 0.0018 0.0955 0.2140 0.2546
#> [8,] 0.0068 0.0039 0.0120 0.0132 0.0070 0.0757 0.0088 0.1026 0.1138 0.0794
#> [9,] 0.0026 0.0097 0.0098 0.0043 0.0071 0.0795 0.0108 0.0970 0.0872 0.0743
#> [10,] 0.0121 0.0006 0.0181 0.0094 0.0116 0.2559 0.0063 0.2947 0.4110 0.4983
#> [11,] 0.0117 0.0060 0.0058 0.0031 0.0072 0.0752 0.0045 0.0414 0.0259 0.0692
#> [12,] 0.0087 0.0044 0.0028 0.0019 0.0049 0.0613 0.0023 0.0612 0.0506 0.0989
#> [13,] 0.0252 0.0087 0.0177 0.0214 0.0227 0.1328 0.0106 0.0988 0.1787 0.1199
#> [14,] 0.0081 0.0045 0.0043 0.0027 0.0055 0.2103 0.0057 0.2263 0.2524 0.3595
#> [15,] 0.0039 0.0061 0.0040 0.0036 0.0061 0.0338 0.0115 0.0655 0.1400 0.1843
#> [16,] 0.0074 0.0118 0.0026 0.0092 0.0009 0.0102 0.0044 0.0182 0.0579 0.1122
#> [17,] 0.0045 0.0079 0.0031 0.0063 0.0048 0.1250 0.0050 0.1296 0.1729 0.2794
#> [18,] 0.0159 0.0193 0.0032 0.0377 0.0126 0.1180 0.0156 0.1948 0.1607 0.3036
#> [19,] 0.0019 0.0027 0.0054 0.0017 0.0024 0.0787 0.0029 0.0662 0.1108 0.1777
#> [20,] 0.0058 0.0049 0.0065 0.0093 0.0059 0.0591 0.0022 0.0753 0.0098 0.0684
#> [21,] 0.0075 0.0058 0.0016 0.0070 0.0074 0.0849 0.0038 0.0812 0.1833 0.2228
#> [22,] 0.0026 0.0049 0.0029 0.0022 0.0022 0.0526 0.0032 0.0773 0.0862 0.1451
#> [23,] 0.0053 0.0165 0.0141 0.0077 0.0246 0.1215 0.0198 0.2002 0.1516 0.0818
#> [24,] 0.0063 0.0119 0.0194 0.0140 0.0332 0.1908 0.0439 0.2217 0.0768 0.1246
#> [25,] 0.0180 0.0244 0.0316 0.0164 0.0095 0.2280 0.0078 0.2431 0.3771 0.5598
#> [26,] 0.0099 0.0042 0.0057 0.0051 0.0033 0.1027 0.0058 0.1287 0.1850 0.2647
#> [27,] 0.0158 0.0326 0.0201 0.0168 0.0245 0.1227 0.0154 0.2495 0.4566 0.6587
#> [28,] 0.0120 0.0129 0.0020 0.0109 0.0074 0.2431 0.0078 0.1777 0.2018 0.2611
#> [29,] 0.0111 0.0126 0.0081 0.0155 0.0160 0.0808 0.0085 0.2090 0.3465 0.5276
#> [30,] 0.0080 0.0152 0.0158 0.0053 0.0189 0.1589 0.0102 0.1392 0.0987 0.0955
#> [31,] 0.0079 0.0050 0.0112 0.0179 0.0294 0.0351 0.0063 0.0362 0.0535 0.0258
#> [32,] 0.0134 0.0122 0.0047 0.0018 0.0006 0.1026 0.0023 0.1139 0.0877 0.1160
#> [33,] 0.0025 0.0044 0.0021 0.0069 0.0060 0.0845 0.0018 0.1488 0.1224 0.1569
#> [34,] 0.0290 0.0090 0.0242 0.0224 0.0190 0.0871 0.0096 0.1201 0.2707 0.1206
#> [35,] 0.0140 0.0125 0.0116 0.0093 0.0012 0.1651 0.0036 0.1597 0.2116 0.3295
#> [36,] 0.0074 0.0095 0.0055 0.0045 0.0063 0.1506 0.0039 0.1776 0.0997 0.1428
#> [37,] 0.0027 0.0062 0.0024 0.0063 0.0017 0.0830 0.0028 0.0879 0.1220 0.1977
#> [38,] 0.0166 0.0110 0.0190 0.0141 0.0068 0.1267 0.0086 0.2417 0.2661 0.4346
#> [39,] 0.0180 0.0013 0.0106 0.0127 0.0178 0.1791 0.0231 0.1853 0.0055 0.1929
#> [40,] 0.0030 0.0057 0.0090 0.0057 0.0068 0.0488 0.0024 0.1424 0.1972 0.1873
#>
#> $post[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6] [,7]
#> [1,] 0.8216054 0.7024827 0.6201693 0.19977214 0.8791749 0.7108696 0.4478537
#> [2,] 0.8385944 0.7611863 0.6742545 0.28600584 0.8683299 0.7373120 0.4521143
#> [3,] 0.7472816 0.6545911 0.5144604 0.19344745 0.8989962 0.6414030 0.4019483
#> [4,] 0.8816694 0.7621228 0.6600177 0.24781531 0.8874616 0.7451329 0.4899004
#> [5,] 0.8393546 0.7528561 0.6630643 0.32234724 0.8523096 0.7241734 0.4839981
#> [6,] 0.6336772 0.4667766 0.3786178 0.08239034 0.7333170 0.5133239 0.3886736
#> [7,] 0.8181537 0.7360826 0.5964386 0.15391749 0.9074277 0.6966748 0.3544351
#> [8,] 0.8761469 0.7658750 0.6662581 0.22099180 0.8918562 0.7591886 0.4635556
#> [9,] 0.8522125 0.7262422 0.6397067 0.25825814 0.8580470 0.7120827 0.4948670
#> [10,] 0.7404584 0.6550313 0.5284577 0.18450059 0.9150018 0.6406764 0.3679742
#> [11,] 0.8498511 0.7640169 0.6609215 0.31206719 0.8824568 0.7513164 0.4726893
#> [12,] 0.8226454 0.7482029 0.6734540 0.38520345 0.8484173 0.7302855 0.5078476
#> [13,] 0.6812968 0.6099645 0.4311744 0.11408322 0.7754978 0.5531798 0.3417831
#> [14,] 0.7927542 0.7059736 0.5833747 0.16238869 0.9102510 0.6669461 0.3556416
#> [15,] 0.8694196 0.8081624 0.7032987 0.34104830 0.9012765 0.7730842 0.4504445
#> [16,] 0.8536741 0.7747427 0.7041669 0.31219846 0.9079315 0.7662968 0.4791177
#> [17,] 0.8173006 0.6941148 0.5821120 0.15238527 0.8235539 0.6746164 0.4172767
#> [18,] 0.7131553 0.6461714 0.5412135 0.19269012 0.8743854 0.6263751 0.4094291
#> [19,] 0.8680022 0.8117204 0.6955580 0.30875477 0.9120816 0.7621661 0.4183535
#> [20,] 0.8356511 0.7752949 0.6737082 0.29006565 0.9086906 0.7403875 0.4431831
#> [21,] 0.8799805 0.7744297 0.6254295 0.19923756 0.9201990 0.7246656 0.4426609
#> [22,] 0.8442115 0.7671175 0.6384749 0.25033312 0.8885822 0.7276336 0.4385576
#> [23,] 0.8158730 0.7165194 0.5591299 0.19599976 0.9232904 0.6889107 0.3939242
#> [24,] 0.7325329 0.5825097 0.4920813 0.14209448 0.8077275 0.6020630 0.4068157
#> [25,] 0.7447153 0.6091223 0.5166348 0.11205142 0.9026015 0.6232379 0.3169663
#> [26,] 0.8240184 0.7492167 0.6177082 0.16826231 0.9169162 0.7045723 0.3717488
#> [27,] 0.6950336 0.4723242 0.4537529 0.10031227 0.8218981 0.5407149 0.3901001
#> [28,] 0.7923612 0.6957061 0.5188572 0.12965179 0.8472763 0.6374119 0.3565909
#> [29,] 0.8447755 0.7200681 0.6299885 0.16496517 0.9198428 0.6973484 0.4122529
#> [30,] 0.8193492 0.7099114 0.5972153 0.20884433 0.8672630 0.7006843 0.4291377
#> [31,] 0.7655657 0.5958630 0.5570005 0.18252054 0.7772157 0.6340071 0.4991020
#> [32,] 0.8789461 0.7628790 0.6810876 0.24805393 0.8886570 0.7601311 0.4837716
#> [33,] 0.8286621 0.7466464 0.6554058 0.27359520 0.8590067 0.7137018 0.4515128
#> [34,] 0.7478891 0.6562986 0.5419492 0.23859795 0.8082894 0.6350920 0.4510509
#> [35,] 0.8532409 0.7684946 0.6096382 0.21405254 0.9346647 0.7298962 0.3735048
#> [36,] 0.8623001 0.7888942 0.6466547 0.24982929 0.9348775 0.7533350 0.3825310
#> [37,] 0.8797458 0.8213022 0.7048980 0.31771357 0.9231758 0.7721837 0.4156435
#> [38,] 0.6764556 0.4840907 0.4459054 0.09834303 0.8160677 0.5537822 0.3933924
#> [39,] 0.6686961 0.5594783 0.4426600 0.15761125 0.7694533 0.5685683 0.3418676
#> [40,] 0.8099557 0.7005951 0.5524018 0.20512287 0.8943578 0.7101432 0.3725239
#> [,8] [,9] [,10]
#> [1,] 0.8570747 0.9394725 0.4358691
#> [2,] 0.8507105 0.9344463 0.4823483
#> [3,] 0.7380306 0.8733349 0.2366688
#> [4,] 0.8648981 0.9514565 0.4785336
#> [5,] 0.8385659 0.9180137 0.4745969
#> [6,] 0.6419059 0.8092962 0.1839621
#> [7,] 0.8442310 0.9419528 0.3367443
#> [8,] 0.8797069 0.9584835 0.4377932
#> [9,] 0.8380943 0.9356500 0.4663049
#> [10,] 0.7519535 0.8942897 0.2460815
#> [11,] 0.8547926 0.9347109 0.4816837
#> [12,] 0.8354603 0.9180641 0.5539867
#> [13,] 0.6713837 0.8294148 0.2314832
#> [14,] 0.8208543 0.9281529 0.3247488
#> [15,] 0.8867689 0.9538685 0.5641171
#> [16,] 0.8792626 0.9445528 0.5002376
#> [17,] 0.8222454 0.9324128 0.3694369
#> [18,] 0.7261459 0.8345342 0.2272179
#> [19,] 0.8828038 0.9514301 0.5217661
#> [20,] 0.8517479 0.9318542 0.4444588
#> [21,] 0.8512550 0.9538718 0.3782456
#> [22,] 0.8464815 0.9407433 0.4528346
#> [23,] 0.8157769 0.9315488 0.3254275
#> [24,] 0.7195909 0.8723817 0.2735564
#> [25,] 0.7713771 0.8973102 0.1901334
#> [26,] 0.8542313 0.9432564 0.3479981
#> [27,] 0.7030378 0.8473748 0.1668663
#> [28,] 0.7770144 0.9117882 0.2798699
#> [29,] 0.8473428 0.9455058 0.3470239
#> [30,] 0.8210687 0.9286870 0.3838208
#> [31,] 0.7504940 0.8757062 0.3192792
#> [32,] 0.8823617 0.9571989 0.4914885
#> [33,] 0.8354445 0.9202111 0.4460186
#> [34,] 0.7372042 0.8571545 0.3313393
#> [35,] 0.8666904 0.9529896 0.3745103
#> [36,] 0.8790346 0.9567868 0.4487671
#> [37,] 0.8911464 0.9563224 0.5366486
#> [38,] 0.7084048 0.8352944 0.1841463
#> [39,] 0.6786884 0.8162623 0.2685550
#> [40,] 0.8243047 0.9347147 0.3816749
#>
#> $post[[3]]
#> [,1] [,2]
#> [1,] 0.5091175 0.4908825
#> [2,] 0.5030909 0.4969091
#> [3,] 0.5178483 0.4821517
#> [4,] 0.5048138 0.4951862
#> [5,] 0.5009517 0.4990483
#> [6,] 0.5164273 0.4835727
#> [7,] 0.5186350 0.4813650
#> [8,] 0.5082419 0.4917581
#> [9,] 0.5037286 0.4962714
#> [10,] 0.5199778 0.4800222
#> [11,] 0.5025446 0.4974554
#> [12,] 0.4948473 0.5051527
#> [13,] 0.5167968 0.4832032
#> [14,] 0.5188235 0.4811765
#> [15,] 0.4999496 0.5000504
#> [16,] 0.5024845 0.4975155
#> [17,] 0.5122210 0.4877790
#> [18,] 0.5154806 0.4845194
#> [19,] 0.5039866 0.4960134
#> [20,] 0.5064162 0.4935838
#> [21,] 0.5137159 0.4862841
#> [22,] 0.5072457 0.4927543
#> [23,] 0.5174158 0.4825842
#> [24,] 0.5141766 0.4858234
#> [25,] 0.5258036 0.4741964
#> [26,] 0.5176319 0.4823681
#> [27,] 0.5211653 0.4788347
#> [28,] 0.5191973 0.4808027
#> [29,] 0.5165311 0.4834689
#> [30,] 0.5106130 0.4893870
#> [31,] 0.5070801 0.4929199
#> [32,] 0.5043429 0.4956571
#> [33,] 0.5046612 0.4953388
#> [34,] 0.5072606 0.4927394
#> [35,] 0.5162441 0.4837559
#> [36,] 0.5111931 0.4888069
#> [37,] 0.5035972 0.4964028
#> [38,] 0.5196809 0.4803191
#> [39,] 0.5126436 0.4873564
#> [40,] 0.5137484 0.4862516
#>
#>
#> $pre
#> $pre[[1]]
#> NULL
#>
#> $pre[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 1.5272623 0.85914844 0.49026706 -1.3877191 1.984640 0.89961131
#> [2,] 1.6478064 1.15919424 0.72749143 -0.9148625 1.886273 1.03204427
#> [3,] 1.0841660 0.63928184 0.05785780 -1.4277631 2.186121 0.58145859
#> [4,] 2.0083348 1.16435317 0.66337325 -1.1102981 2.065071 1.07282043
#> [5,] 1.6534340 1.11390322 0.67698003 -0.7430057 1.752832 0.96525865
#> [6,] 0.5480247 -0.13308970 -0.49541897 -2.4103039 1.011517 0.05330842
#> [7,] 1.5038883 1.02570619 0.39064760 -1.7042002 2.282624 0.83151309
#> [8,] 1.9564374 1.18516384 0.69130918 -1.2598960 2.109843 1.14823611
#> [9,] 1.7520602 0.97563964 0.57409135 -1.0550417 1.799163 0.90552098
#> [10,] 1.0483522 0.64122924 0.11395383 -1.4861480 2.376296 0.57830110
#> [11,] 1.7334336 1.17482949 0.66740329 -0.7904726 2.015904 1.10564555
#> [12,] 1.5343742 1.08905042 0.72384898 -0.4675197 1.722241 0.99607178
#> [13,] 0.7597378 0.44716287 -0.27706112 -2.0496949 1.239620 0.21352671
#> [14,] 1.3416079 0.87590811 0.33664227 -1.6405614 2.316703 0.69440482
#> [15,] 1.8958369 1.43811408 0.86305577 -0.6586261 2.211489 1.22580909
#> [16,] 1.7637132 1.23528749 0.86721992 -0.7898613 2.288636 1.18751771
#> [17,] 1.4981649 0.81942753 0.33144960 -1.7160142 1.540613 0.72913953
#> [18,] 0.9107581 0.60225202 0.16522906 -1.4326243 1.940303 0.51669688
#> [19,] 1.8834090 1.46122765 0.82623373 -0.8059473 2.339320 1.16459179
#> [20,] 1.6262193 1.23845447 0.72500497 -0.8950652 2.297751 1.04798360
#> [21,] 1.9922456 1.23349486 0.51265875 -1.3910664 2.445054 0.96772418
#> [22,] 1.6899035 1.19210596 0.56875105 -1.0968364 2.076340 0.98264945
#> [23,] 1.4886331 0.92726140 0.23763149 -1.4114861 2.487917 0.79503160
#> [24,] 1.0075115 0.33308444 -0.03167742 -1.7980018 1.435311 0.41406838
#> [25,] 1.0706227 0.44362420 0.06656362 -2.0699560 2.226470 0.50331441
#> [26,] 1.5438137 1.09443914 0.47983219 -1.5979930 2.401166 0.86916695
#> [27,] 0.8237583 -0.11081650 -0.18551875 -2.1937598 1.529261 0.16322102
#> [28,] 1.3392175 0.82693353 0.07546471 -1.9040410 1.713396 0.56414840
#> [29,] 1.6941984 0.94479919 0.53216755 -1.6217391 2.440213 0.83470262
#> [30,] 1.5119442 0.89495397 0.39387550 -1.3319056 1.876973 0.85055841
#> [31,] 1.1834396 0.38825686 0.22899769 -1.4993630 1.249514 0.54944628
#> [32,] 1.9824873 1.16852910 0.75877425 -1.1090184 2.077096 1.15339838
#> [33,] 1.5761751 1.08080537 0.64288688 -0.9764578 1.807064 0.91343152
#> [34,] 1.0873858 0.64684245 0.16819228 -1.1603816 1.438933 0.55412457
#> [35,] 1.7602493 1.19983042 0.44579148 -1.3006685 2.660656 0.99409587
#> [36,] 1.8345263 1.31827252 0.60436651 -1.0995229 2.664146 1.11647870
#> [37,] 1.9900248 1.52519484 0.87073209 -0.7642993 2.486300 1.22068268
#> [38,] 0.7375307 -0.06365874 -0.21722851 -2.2157724 1.489930 0.21596417
#> [39,] 0.7022937 0.23904490 -0.23037345 -1.6761101 1.205227 0.27601232
#> [40,] 1.4497224 0.85013318 0.21037960 -1.3545784 2.136048 0.89607956
#> [,7] [,8] [,9] [,10]
#> [1,] -0.209346300 1.7912033 2.742220 -0.2579444980
#> [2,] -0.192131763 1.7401849 2.657084 -0.0706360219
#> [3,] -0.397353774 1.0357578 1.930772 -1.1710302364
#> [4,] -0.040404072 1.8565824 2.975533 -0.0859182517
#> [5,] -0.064029440 1.6475962 2.415660 -0.1017001649
#> [6,] -0.452891029 0.5836460 1.445444 -1.4897308459
#> [7,] -0.599600648 1.6900524 2.786699 -0.6778368999
#> [8,] -0.146036435 1.9896576 3.139263 -0.2501232092
#> [9,] -0.020532765 1.6441169 2.676904 -0.1349851493
#> [10,] -0.540917475 1.1090583 2.135327 -1.1196216852
#> [11,] -0.109351569 1.7726957 2.661412 -0.0732981392
#> [12,] 0.031392867 1.6248311 2.416330 0.2167918832
#> [13,] -0.655358310 0.7144499 1.581486 -1.1999548520
#> [14,] -0.594331598 1.5221461 2.558656 -0.7320329599
#> [15,] -0.198874889 2.0581535 3.029030 0.2578883899
#> [16,] -0.083577851 1.9854653 2.835280 0.0009503765
#> [17,] -0.333962723 1.5316348 2.624357 -0.5346332925
#> [18,] -0.366326094 0.9751556 1.618110 -1.2240877035
#> [19,] -0.329536196 2.0192532 2.974961 0.0871194650
#> [20,] -0.228253639 1.7483766 2.615527 -0.2230855001
#> [21,] -0.230369856 1.7444783 3.029104 -0.4970014506
#> [22,] -0.247017962 1.7072669 2.764791 -0.1892243811
#> [23,] -0.430846734 1.4879937 2.610728 -0.7289393376
#> [24,] -0.377144817 0.9424332 1.922183 -0.9766529153
#> [25,] -0.767748959 1.2161035 2.167689 -1.4491437841
#> [26,] -0.524721732 1.7681805 2.810796 -0.6278502776
#> [27,] -0.446891496 0.8618056 1.714158 -1.6080011316
#> [28,] -0.590191693 1.2483520 2.335667 -0.9451068554
#> [29,] -0.354659936 1.7139107 2.853626 -0.6321468802
#> [30,] -0.285370184 1.5236046 2.566693 -0.4733618614
#> [31,] -0.003591942 1.1012487 1.952383 -0.7570861843
#> [32,] -0.064936303 2.0149871 3.107447 -0.0340493981
#> [33,] -0.194560403 1.6247164 2.445218 -0.2167703077
#> [34,] -0.196425591 1.0314874 1.791854 -0.7021340290
#> [35,] -0.517210425 1.8720077 3.009236 -0.5129154437
#> [36,] -0.478818998 1.9833197 3.097436 -0.2056533201
#> [37,] -0.340683116 2.1025046 3.086260 0.1468576115
#> [38,] -0.433074338 0.8876490 1.623625 -1.4885046193
#> [39,] -0.654982665 0.7477508 1.491227 -1.0019661108
#> [40,] -0.521404439 1.5457890 2.661474 -0.4824452376
#>
#> $pre[[3]]
#> [,1] [,2]
#> [1,] -0.08054619 -0.11702026
#> [2,] -0.09526430 -0.10762824
#> [3,] -0.03960473 -0.11102841
#> [4,] -0.09599513 -0.11525110
#> [5,] -0.09897089 -0.10277766
#> [6,] -0.03443535 -0.10016812
#> [7,] -0.05185706 -0.12643146
#> [8,] -0.08751530 -0.12048572
#> [9,] -0.09531232 -0.11022711
#> [10,] -0.03526741 -0.11522105
#> [11,] -0.09674016 -0.10691872
#> [12,] -0.11388945 -0.09327810
#> [13,] -0.03499355 -0.10220597
#> [14,] -0.04785692 -0.12318648
#> [15,] -0.10680393 -0.10660252
#> [16,] -0.09920929 -0.10914720
#> [17,] -0.07045985 -0.11935369
#> [18,] -0.04177105 -0.10371315
#> [19,] -0.09522379 -0.11117034
#> [20,] -0.08448079 -0.11014717
#> [21,] -0.06980783 -0.12468531
#> [22,] -0.08405626 -0.11304096
#> [23,] -0.05192435 -0.12161573
#> [24,] -0.05207922 -0.10880078
#> [25,] -0.02282690 -0.12613309
#> [26,] -0.05526063 -0.12581755
#> [27,] -0.03011080 -0.11482270
#> [28,] -0.04430179 -0.12112880
#> [29,] -0.06088632 -0.12703491
#> [30,] -0.07281746 -0.11527572
#> [31,] -0.07650584 -0.10482831
#> [32,] -0.09863772 -0.11600981
#> [33,] -0.08886633 -0.10751152
#> [34,] -0.06899262 -0.09803700
#> [35,] -0.06039789 -0.12539707
#> [36,] -0.07549916 -0.12027904
#> [37,] -0.09741493 -0.11180384
#> [38,] -0.03229091 -0.11105515
#> [39,] -0.04583568 -0.09642095
#> [40,] -0.06295719 -0.11796453
#>
#>
#> $e
#> [,1] [,2]
#> [1,] 0.4908825 -0.4908825
#> [2,] 0.4969091 -0.4969091
#> [3,] 0.4821517 -0.4821517
#> [4,] -0.5048138 0.5048138
#> [5,] -0.5009517 0.5009517
#> [6,] -0.5164273 0.5164273
#> [7,] 0.4813650 -0.4813650
#> [8,] -0.5082419 0.5082419
#> [9,] -0.5037286 0.5037286
#> [10,] -0.5199778 0.5199778
#> [11,] -0.5025446 0.5025446
#> [12,] -0.4948473 0.4948473
#> [13,] 0.4832032 -0.4832032
#> [14,] 0.4811765 -0.4811765
#> [15,] 0.5000504 -0.5000504
#> [16,] -0.5024845 0.5024845
#> [17,] 0.4877790 -0.4877790
#> [18,] 0.4845194 -0.4845194
#> [19,] 0.4960134 -0.4960134
#> [20,] -0.5064162 0.5064162
#> [21,] 0.4862841 -0.4862841
#> [22,] 0.4927543 -0.4927543
#> [23,] 0.4825842 -0.4825842
#> [24,] 0.4858234 -0.4858234
#> [25,] -0.5258036 0.5258036
#> [26,] 0.4823681 -0.4823681
#> [27,] 0.4788347 -0.4788347
#> [28,] 0.4808027 -0.4808027
#> [29,] 0.4834689 -0.4834689
#> [30,] -0.5106130 0.5106130
#> [31,] -0.5070801 0.5070801
#> [32,] -0.5043429 0.5043429
#> [33,] 0.4953388 -0.4953388
#> [34,] 0.4927394 -0.4927394
#> [35,] 0.4837559 -0.4837559
#> [36,] 0.4888069 -0.4888069
#> [37,] 0.4964028 -0.4964028
#> [38,] 0.4803191 -0.4803191
#> [39,] 0.4873564 -0.4873564
#> [40,] -0.5137484 0.5137484
#>
#> $L
#> [1] 0.6865480 0.7636810 0.8211958 0.8041426 0.6998832 0.6836728
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.5362319