Classification Neural Network Learner
Source:R/learner_deepnet_classif_nnTrain.R
mlr_learners_classif.nnTrain.RdCalls deepnet::nn.train() from deepnet.
Parameters
| Id | Type | Default | Levels | Range |
| activationfun | character | sigm | sigm, linear, tanh | - |
| batchsize | integer | 100 | \([1, \infty)\) | |
| hidden | untyped | 10L | - | |
| hidden_dropout | numeric | 0 | \([0, 1]\) | |
| initB | untyped | - | - | |
| initW | untyped | - | - | |
| learningrate | numeric | 0.8 | \([0, \infty)\) | |
| learningrate_scale | numeric | 1 | \([0, \infty)\) | |
| max_number_of_layers | integer | - | \([1, \infty)\) | |
| momentum | numeric | 0.5 | \([0, \infty)\) | |
| numepochs | integer | 3 | \([1, \infty)\) | |
| output | character | - | sigm, linear, softmax | - |
| visible_dropout | numeric | 0 | \([0, 1]\) |
References
Rong, Xiao (2022). “deepnet: Deep Learning Toolkit in R.” R package version 0.2.1. doi:10.32614/CRAN.package.deepnet , https://CRAN.R-project.org/package=deepnet.
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifNNTrain
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
Examples
# Define the Learner
learner = lrn("classif.nnTrain")
print(learner)
#>
#> ── <LearnerClassifNNTrain> (classif.nnTrain): Training Neural Network by Backpro
#> • Model: -
#> • Parameters: output=softmax
#> • Packages: mlr3 and deepnet
#> • Predict Types: [response] and prob
#> • Feature Types: integer and numeric
#> • Encapsulation: none (fallback: -)
#> • Properties: multiclass and twoclass
#> • Other settings: use_weights = 'error'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> $input_dim
#> [1] 60
#>
#> $output_dim
#> [1] 2
#>
#> $hidden
#> [1] 10
#>
#> $size
#> [1] 60 10 2
#>
#> $activationfun
#> [1] "sigm"
#>
#> $learningrate
#> [1] 0.8
#>
#> $momentum
#> [1] 0.5
#>
#> $learningrate_scale
#> [1] 1
#>
#> $hidden_dropout
#> [1] 0
#>
#> $visible_dropout
#> [1] 0
#>
#> $output
#> [1] "softmax"
#>
#> $W
#> $W[[1]]
#> V1 V10 V11 V12 V13
#> [1,] 0.012447548 0.025419267 -0.049477170 -0.05160291 -0.053958880
#> [2,] 0.024809461 -0.021082301 0.047741162 -0.07324845 -0.070277888
#> [3,] 0.007594871 -0.008298235 0.068813013 0.01612610 -0.079638768
#> [4,] -0.008238952 -0.067118267 0.012665588 0.01281062 -0.009246893
#> [5,] -0.041811244 0.076781977 -0.042223774 -0.01319181 0.053433492
#> [6,] 0.019709544 0.028471865 -0.096768855 0.07621671 0.095286268
#> [7,] 0.061842743 0.010712508 -0.077984018 -0.09155438 -0.037671692
#> [8,] 0.083076384 0.094403618 0.033245584 0.05206867 0.024012666
#> [9,] 0.086553125 -0.076169462 0.077247993 -0.03551962 -0.068948923
#> [10,] 0.043054133 -0.026792362 -0.006370189 -0.06180577 -0.071809356
#> V14 V15 V16 V17 V18
#> [1,] -0.09982020 0.048457856 -0.03948943 0.08675859 4.365391e-02
#> [2,] 0.03047952 0.078581763 -0.04185082 -0.08919369 5.178287e-05
#> [3,] -0.04112944 -0.004063493 -0.07584447 -0.09189454 8.770020e-02
#> [4,] -0.05954548 -0.069585402 0.01945672 -0.09706649 9.289873e-02
#> [5,] -0.03086563 -0.025467688 -0.02192918 0.03911341 1.018476e-02
#> [6,] -0.04086896 -0.072801907 0.00349995 0.03632601 1.925222e-02
#> [7,] -0.03301079 0.023364121 0.07711361 0.06221146 7.809400e-02
#> [8,] 0.03790034 -0.089908133 0.04884635 0.05570620 7.433966e-02
#> [9,] -0.07157763 -0.041657156 0.04108343 -0.07024615 9.675364e-02
#> [10,] -0.05988524 -0.083644427 -0.03332042 -0.08172810 -3.660544e-03
#> V19 V2 V20 V21 V22
#> [1,] -0.015906983 -0.016965961 -0.057440156 -0.009888013 -0.105410632
#> [2,] 0.071833742 -0.029262218 -0.006316499 -0.084028462 -0.013294540
#> [3,] 0.091672854 0.089483841 -0.079658599 0.054929835 -0.095041930
#> [4,] -0.083678072 -0.008171116 -0.095513429 0.059883530 -0.008741183
#> [5,] -0.056538840 0.050471878 0.016902396 -0.023469707 -0.028529956
#> [6,] -0.041730022 0.084147790 -0.005771302 0.055644767 -0.083522061
#> [7,] 0.085925965 -0.092053272 0.091038201 0.032525641 -0.031283484
#> [8,] 0.005976595 -0.024116651 -0.006037012 -0.065200612 -0.015224400
#> [9,] 0.056358391 -0.056345480 0.070949195 0.044180833 -0.087021223
#> [10,] 0.061798927 0.020225228 -0.077200372 -0.074317388 -0.104470316
#> V23 V24 V25 V26 V27
#> [1,] -0.06212159 -0.088914643 0.077680415 0.078447896 0.04800728
#> [2,] -0.09756476 0.024463632 0.074927676 -0.064601010 0.07029940
#> [3,] 0.08334602 -0.007085699 0.032769586 -0.004526465 0.05750639
#> [4,] 0.01310094 -0.055329505 0.054699301 -0.054665329 0.04284707
#> [5,] -0.10291376 -0.086858474 -0.025405463 -0.072254620 0.08998708
#> [6,] -0.01054564 0.072109850 0.040724556 -0.084991871 -0.10035408
#> [7,] 0.08727341 0.017043844 0.007753244 0.049337148 -0.02187862
#> [8,] -0.04469416 0.047118652 -0.104029219 0.082507092 -0.08236725
#> [9,] -0.09418720 0.054642669 0.087007506 -0.070452210 0.07560471
#> [10,] -0.01107964 -0.103818626 0.070130199 -0.005384388 -0.08850752
#> V28 V29 V3 V30 V31
#> [1,] -0.078829826 -0.042698203 -0.065039833 -0.019723410 0.030651434
#> [2,] 0.051305391 0.050422153 0.071830197 -0.008089116 0.051094479
#> [3,] -0.079122401 0.035265627 -0.053716417 -0.038719141 -0.091996872
#> [4,] 0.003239700 0.014868681 -0.087175792 -0.020793473 0.014913938
#> [5,] -0.049659744 0.066160166 -0.061817863 -0.009073601 0.079673580
#> [6,] 0.055154043 0.030441690 0.084071343 0.085013417 0.067083657
#> [7,] -0.001050243 -0.002490846 -0.071119933 -0.005680388 0.067663568
#> [8,] -0.075762754 0.002386773 0.004322006 0.078648255 0.008858559
#> [9,] -0.061309252 -0.044423277 0.074913101 -0.006516187 -0.015191174
#> [10,] 0.028109373 0.021631611 0.021102867 0.037937216 -0.094856578
#> V32 V33 V34 V35 V36
#> [1,] 0.06358324 -0.01260043 -0.06240578 0.089807718 0.0458857789
#> [2,] 0.08833529 0.07850160 0.05114826 0.049363405 -0.0760169036
#> [3,] -0.10593963 -0.04328737 0.08046644 -0.042273389 -0.0232659298
#> [4,] 0.03223661 -0.01011628 -0.04440769 0.057353772 -0.0419986040
#> [5,] -0.02983989 -0.01546240 -0.01485854 0.072519408 0.0314258191
#> [6,] 0.04389461 0.02406937 0.03030147 -0.076589537 0.0117088262
#> [7,] 0.08545926 0.08283875 -0.03384175 -0.061811576 -0.0004028244
#> [8,] 0.03043933 -0.02927769 -0.05097350 -0.097261709 -0.0754903955
#> [9,] 0.07417526 0.04814072 0.08332839 -0.008685825 0.1074150838
#> [10,] 0.02075480 -0.09752887 0.03785963 -0.082015936 0.0505577364
#> V37 V38 V39 V4 V40
#> [1,] -0.019591070 0.02975254 -0.009636164 -0.049153167 -0.03101497
#> [2,] 0.077287381 -0.03682629 -0.081678364 -0.009449749 -0.06699614
#> [3,] 0.071535031 0.08599748 -0.079404844 -0.024733536 -0.08109716
#> [4,] -0.027523728 -0.05759744 0.063217730 -0.065076289 -0.06218505
#> [5,] 0.092572789 0.07677774 -0.056544855 0.042003216 -0.06419199
#> [6,] 0.024339004 0.06164167 0.038477787 0.080099597 -0.07930225
#> [7,] 0.036653398 -0.07439936 -0.098100385 0.050644748 -0.06169560
#> [8,] 0.064691434 -0.01594876 0.068850966 -0.091042022 0.04582772
#> [9,] 0.065802147 0.05877480 0.012130527 -0.059266584 0.05042546
#> [10,] 0.009482774 0.03446752 -0.080863794 -0.076094962 -0.05631023
#> V41 V42 V43 V44 V45
#> [1,] 0.068321129 0.093482489 0.07053020 -0.02718964 0.046253129
#> [2,] 0.062476135 0.003696240 0.02283354 -0.02751231 -0.002759668
#> [3,] 0.092537023 -0.100759176 -0.06984095 0.07476292 -0.018145417
#> [4,] 0.051188767 0.035811289 0.08846743 -0.09688572 0.051449030
#> [5,] 0.048274486 -0.090832371 -0.01194448 -0.08274519 0.016190776
#> [6,] -0.057121276 -0.093482847 0.07938303 0.02997587 -0.075706480
#> [7,] -0.010786622 0.022117102 -0.06172861 -0.03869592 0.036370306
#> [8,] 0.051630053 0.007760272 0.07282955 -0.04396185 0.039962289
#> [9,] -0.004833982 -0.034649205 0.05464953 -0.09553442 -0.073066279
#> [10,] 0.058511520 0.046043494 0.05475456 0.08556423 0.023524276
#> V46 V47 V48 V49 V5
#> [1,] -0.001878545 0.04899998 -0.007101813 0.094130821 -0.072286677
#> [2,] 0.089656333 0.02857403 0.023889123 -0.026571091 -0.086716009
#> [3,] -0.010222100 -0.08573494 -0.086764581 -0.073984974 -0.031611861
#> [4,] 0.048508115 0.07920772 -0.001536098 -0.046013900 -0.029855369
#> [5,] 0.052305009 -0.08387243 0.042809346 0.046333865 -0.064518007
#> [6,] 0.066305771 0.04551981 0.056542301 -0.023670179 0.058012395
#> [7,] -0.078077981 0.06220965 0.020573350 -0.037231067 0.071831812
#> [8,] 0.015722212 0.01528522 0.077599705 -0.074297840 0.072001106
#> [9,] 0.013320939 -0.08562174 0.064534997 0.001879321 -0.005411059
#> [10,] 0.000655205 0.06467941 -0.026172446 0.070772560 0.013828282
#> V50 V51 V52 V53 V54
#> [1,] -0.097683518 0.088180847 0.012076304 -0.089076444 0.054513192
#> [2,] -0.016617532 -0.054255746 0.051180912 -0.099977131 0.084107366
#> [3,] 0.014321011 -0.042767004 -0.066700869 0.043572355 -0.076131121
#> [4,] 0.034088332 -0.037936733 -0.057171343 0.023402368 -0.001596204
#> [5,] 0.067176671 -0.098749430 0.022076747 -0.023328342 -0.087361968
#> [6,] 0.009150332 0.015931423 -0.027285208 0.089593001 -0.052216743
#> [7,] 0.093843561 -0.086002460 -0.007379812 0.035475376 0.023042720
#> [8,] 0.089294116 -0.095635059 -0.068918514 -0.095710590 -0.057230887
#> [9,] -0.089054296 -0.001071101 0.009184068 -0.001349374 -0.043427065
#> [10,] 0.040844433 0.054823372 0.074443577 0.098887835 -0.053719039
#> V55 V56 V57 V58 V59
#> [1,] -0.032774605 0.004933119 -0.019119944 0.07499446 -0.03073737
#> [2,] 0.054424053 -0.075042879 0.030349434 0.04016813 -0.07638861
#> [3,] 0.015942943 -0.090818936 0.069162475 -0.02696532 -0.02186014
#> [4,] -0.012477713 -0.035511895 -0.082538666 0.02682250 -0.09524963
#> [5,] 0.092319040 0.076082753 0.011857719 0.02787425 0.06207363
#> [6,] -0.069922996 -0.043437807 0.073836338 0.06124461 -0.04022622
#> [7,] -0.008348462 0.042990136 0.081610617 0.01401611 0.06348159
#> [8,] -0.082520734 0.072583559 0.002257305 -0.07349915 -0.09839360
#> [9,] 0.027457983 -0.034776994 0.033342087 -0.05048948 0.09833444
#> [10,] -0.094449246 -0.082535548 -0.093474036 0.09527647 0.07052364
#> V6 V60 V7 V8 V9
#> [1,] -0.04830087 -0.085048527 -0.04734296 0.02190921 0.07000626
#> [2,] -0.01570936 0.025269992 -0.04909913 0.03797329 -0.04599158
#> [3,] -0.03976166 -0.018034516 0.06075228 -0.02948040 0.04516194
#> [4,] -0.09077659 -0.003362509 0.03368193 -0.09076912 -0.07990105
#> [5,] 0.08795814 -0.041479728 0.06764162 -0.09130495 0.08169961
#> [6,] -0.04563488 -0.001722719 0.07516911 -0.09148080 -0.01424209
#> [7,] 0.03986955 0.017201986 -0.07633483 -0.08834400 0.06755658
#> [8,] -0.07868187 -0.078472120 -0.05590832 -0.08896845 0.04045730
#> [9,] -0.08750400 -0.057044390 0.02599520 -0.04763508 -0.04932527
#> [10,] 0.06121237 0.073711630 0.03485782 -0.05935354 0.06443508
#>
#> $W[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] -0.11875333 -0.11107282 -0.01233372 -0.0165751 -0.12538344 0.0007515668
#> [2,] 0.01460354 0.01106853 -0.04768351 0.0318764 -0.01321609 0.0309343287
#> [,7] [,8] [,9] [,10]
#> [1,] 0.032592936 -0.04355944 -0.1410864 -0.04636381
#> [2,] -0.009618658 -0.01169265 0.1446024 0.10209031
#>
#>
#> $vW
#> $vW[[1]]
#> V1 V10 V11 V12 V13
#> [1,] 3.195640e-05 1.905053e-04 1.864676e-04 0.0002216662 3.281543e-04
#> [2,] 3.509456e-05 2.132576e-04 2.085470e-04 0.0002872451 4.416175e-04
#> [3,] -3.784555e-05 -2.946147e-04 -3.826244e-04 0.0001121988 7.123598e-04
#> [4,] 5.723145e-06 8.826164e-06 -2.863448e-05 0.0002226033 5.593212e-04
#> [5,] 2.156877e-05 1.198179e-04 1.051147e-04 0.0001976625 3.639989e-04
#> [6,] -4.409688e-06 -6.268911e-05 -1.168391e-04 0.0002222976 6.625644e-04
#> [7,] -4.052775e-05 -3.165113e-04 -4.186527e-04 0.0001565689 8.324136e-04
#> [8,] 7.266124e-06 1.731001e-05 -2.188039e-05 0.0002681442 6.470377e-04
#> [9,] 9.887404e-05 6.515162e-04 7.303678e-04 0.0003466451 -6.553991e-06
#> [10,] 5.366703e-05 3.458256e-04 3.725801e-04 0.0002867614 2.486526e-04
#> V14 V15 V16 V17 V18
#> [1,] 0.0004482685 0.0005410148 6.677546e-04 7.273733e-04 0.0007301779
#> [2,] 0.0006028221 0.0007496710 9.091372e-04 9.741141e-04 0.0009525988
#> [3,] 0.0013895689 0.0021116151 2.668182e-03 2.920822e-03 0.0026620501
#> [4,] 0.0009277670 0.0013107276 1.627339e-03 1.762755e-03 0.0016414609
#> [5,] 0.0005519006 0.0007232548 9.004918e-04 9.818817e-04 0.0009505088
#> [6,] 0.0011473552 0.0016574613 2.063264e-03 2.235024e-03 0.0020594645
#> [7,] 0.0015705935 0.0023658145 2.981939e-03 3.263445e-03 0.0029796326
#> [8,] 0.0010535106 0.0014839459 1.832416e-03 1.976930e-03 0.0018358815
#> [9,] -0.0004071372 -0.0009012557 -1.167114e-03 -1.275599e-03 -0.0010222044
#> [10,] 0.0001916593 0.0001029554 8.836652e-05 7.462418e-05 0.0001429362
#> V19 V2 V20 V21 V22
#> [1,] 0.0006995055 4.197922e-05 0.0007180691 0.0008323672 0.0009239616
#> [2,] 0.0008726129 5.043165e-05 0.0008904306 0.0010200475 0.0011584098
#> [3,] 0.0017607378 -2.885750e-06 0.0013631315 0.0015049686 0.0021253644
#> [4,] 0.0012285041 2.954643e-05 0.0010833313 0.0012160111 0.0015507781
#> [5,] 0.0008084084 3.436109e-05 0.0007722627 0.0008841894 0.0010406619
#> [6,] 0.0014803346 2.550156e-05 0.0012598234 0.0014088496 0.0018554545
#> [7,] 0.0019848719 -1.517164e-07 0.0015528012 0.0017298274 0.0024287597
#> [8,] 0.0013766715 3.509072e-05 0.0012272590 0.0013735319 0.0017512882
#> [9,] -0.0002381843 8.675956e-05 0.0001659006 0.0002521403 -0.0001500762
#> [10,] 0.0003715168 5.862917e-05 0.0005310659 0.0006258074 0.0005642380
#> V23 V24 V25 V26 V27
#> [1,] 0.0010549546 0.0011301162 0.0011895756 0.0012358589 0.0011496722
#> [2,] 0.0013611921 0.0014598872 0.0015348989 0.0016002437 0.0014963098
#> [3,] 0.0031474778 0.0036186281 0.0037157689 0.0038020483 0.0035143845
#> [4,] 0.0020889603 0.0023385024 0.0024231271 0.0024984054 0.0023221720
#> [5,] 0.0012818454 0.0014049520 0.0014667118 0.0015158337 0.0014061753
#> [6,] 0.0025702267 0.0028913623 0.0029924475 0.0030871374 0.0028661445
#> [7,] 0.0035780038 0.0040924711 0.0041959069 0.0042964377 0.0039858753
#> [8,] 0.0023601234 0.0026382019 0.0027342486 0.0028211836 0.0026302852
#> [9,] -0.0008369628 -0.0011166681 -0.0010982856 -0.0010924713 -0.0009808460
#> [10,] 0.0004357912 0.0003829821 0.0004337069 0.0004773686 0.0004617258
#> V28 V29 V3 V30 V31
#> [1,] 0.0010923921 0.0010509389 5.473817e-05 1.007217e-03 0.0009961697
#> [2,] 0.0015046165 0.0015035484 6.680242e-05 1.439002e-03 0.0014687782
#> [3,] 0.0039471626 0.0045488709 7.101120e-05 4.578976e-03 0.0053422389
#> [4,] 0.0025190858 0.0027686423 6.881589e-05 2.738049e-03 0.0030664136
#> [5,] 0.0014152394 0.0014594963 5.450303e-05 1.427791e-03 0.0015178548
#> [6,] 0.0031452336 0.0035017529 7.737127e-05 3.481562e-03 0.0039549821
#> [7,] 0.0045157367 0.0051944579 8.028173e-05 5.199012e-03 0.0060449481
#> [8,] 0.0028835392 0.0031716607 7.837600e-05 3.122746e-03 0.0034909100
#> [9,] -0.0014827156 -0.0021217375 4.319245e-05 -2.245605e-03 -0.0029753609
#> [10,] 0.0003175048 0.0001056682 5.118492e-05 2.273444e-05 -0.0002139719
#> V32 V33 V34 V35 V36
#> [1,] 0.0008485052 0.0008109410 0.0008460066 0.0009240694 0.0009869529
#> [2,] 0.0012380231 0.0011801182 0.0012870200 0.0014019691 0.0014817664
#> [3,] 0.0043545581 0.0042712020 0.0052674607 0.0060612562 0.0065618108
#> [4,] 0.0025234044 0.0024531014 0.0029272865 0.0033151972 0.0035611586
#> [5,] 0.0012672175 0.0012254967 0.0013839547 0.0015520967 0.0016694546
#> [6,] 0.0032391946 0.0031531610 0.0038072322 0.0043359804 0.0046689586
#> [7,] 0.0049367014 0.0048553144 0.0059845848 0.0068649978 0.0073980812
#> [8,] 0.0028735651 0.0027888331 0.0033323698 0.0037594412 0.0040226498
#> [9,] -0.0023500839 -0.0023468423 -0.0031965709 -0.0037843550 -0.0041273229
#> [10,] -0.0001272036 -0.0001633723 -0.0003946793 -0.0005438820 -0.0006289870
#> V37 V38 V39 V4 V40
#> [1,] 0.0008483383 0.0006598494 6.189268e-04 5.415571e-05 6.164621e-04
#> [2,] 0.0012411385 0.0009210695 8.692995e-04 6.175122e-05 8.649536e-04
#> [3,] 0.0053057917 0.0033107817 2.777570e-03 -4.101006e-05 2.927936e-03
#> [4,] 0.0028996141 0.0018942766 1.651840e-03 2.070472e-05 1.707291e-03
#> [5,] 0.0013916462 0.0009760749 8.726949e-04 3.943309e-05 8.902218e-04
#> [6,] 0.0037873337 0.0024321537 2.102391e-03 8.311532e-06 2.188545e-03
#> [7,] 0.0059587046 0.0037470060 3.181936e-03 -4.097124e-05 3.342626e-03
#> [8,] 0.0032640743 0.0021307036 1.870906e-03 2.583235e-05 1.927115e-03
#> [9,] -0.0032297848 -0.0017470955 -1.339080e-03 1.473063e-04 -1.487677e-03
#> [10,] -0.0004589631 -0.0001194927 6.525754e-06 8.490004e-05 -5.230614e-05
#> V41 V42 V43 V44 V45
#> [1,] 5.456072e-04 4.747315e-04 0.0003727605 0.0003048568 0.0002597605
#> [2,] 7.624964e-04 6.588990e-04 0.0005180196 0.0004214689 0.0003165483
#> [3,] 2.454425e-03 1.906107e-03 0.0013733562 0.0009582059 0.0001522573
#> [4,] 1.453827e-03 1.171630e-03 0.0008728215 0.0006466081 0.0002523878
#> [5,] 7.698632e-04 6.400924e-04 0.0004869770 0.0003769780 0.0002345185
#> [6,] 1.856055e-03 1.480745e-03 0.0010930364 0.0007960402 0.0002566922
#> [7,] 2.808147e-03 2.198297e-03 0.0015941611 0.0011120784 0.0001931581
#> [8,] 1.643816e-03 1.330532e-03 0.0009991967 0.0007447447 0.0002929334
#> [9,] -1.187904e-03 -8.176122e-04 -0.0005272539 -0.0002775598 0.0003781526
#> [10,] -7.419056e-07 7.543407e-05 0.0001044600 0.0001411034 0.0003067839
#> V46 V47 V48 V49 V5
#> [1,] 2.153906e-04 1.677571e-04 0.0001353324 6.492118e-05 9.657219e-05
#> [2,] 2.605313e-04 2.044972e-04 0.0001666746 7.460964e-05 1.210518e-04
#> [3,] 5.519221e-05 8.041819e-05 0.0001209531 -1.852987e-05 9.964702e-05
#> [4,] 1.789332e-04 1.554658e-04 0.0001492100 3.674247e-05 1.140029e-04
#> [5,] 1.852715e-04 1.489905e-04 0.0001273738 5.117275e-05 9.276925e-05
#> [6,] 1.695586e-04 1.563687e-04 0.0001615024 2.779772e-05 1.240831e-04
#> [7,] 7.949047e-05 1.061845e-04 0.0001500997 -1.323837e-05 1.243586e-04
#> [8,] 2.085825e-04 1.801718e-04 0.0001715607 4.235624e-05 1.329730e-04
#> [9,] 3.804053e-04 2.615317e-04 0.0001572339 1.472720e-04 1.012596e-04
#> [10,] 2.770243e-04 2.040097e-04 0.0001462357 9.117563e-05 1.019811e-04
#> V50 V51 V52 V53 V54
#> [1,] 3.435959e-05 2.056494e-05 1.203120e-05 1.555775e-05 1.640722e-05
#> [2,] 4.633771e-05 2.771208e-05 1.395645e-05 2.248634e-05 2.207303e-05
#> [3,] 9.944417e-05 3.822044e-05 -7.067513e-06 6.474804e-05 4.512260e-05
#> [4,] 6.851222e-05 3.262477e-05 5.519926e-06 4.012168e-05 3.179585e-05
#> [5,] 4.132668e-05 2.197426e-05 9.049644e-06 2.128604e-05 1.943508e-05
#> [6,] 8.363409e-05 3.805688e-05 3.152002e-06 5.059624e-05 3.866648e-05
#> [7,] 1.146282e-04 4.574145e-05 -7.126594e-06 7.416967e-05 5.253955e-05
#> [8,] 7.840282e-05 3.811106e-05 6.733061e-06 4.615015e-05 3.652931e-05
#> [9,] -2.406723e-05 6.055898e-06 3.125161e-05 -2.881760e-05 -9.152410e-06
#> [10,] 1.743663e-05 1.789892e-05 1.849359e-05 2.701341e-06 9.073652e-06
#> V55 V56 V57 V58 V59
#> [1,] 1.473975e-05 1.426532e-05 1.610745e-05 1.215846e-05 1.152312e-05
#> [2,] 1.873205e-05 2.005227e-05 2.313827e-05 1.596670e-05 1.580435e-05
#> [3,] 3.294119e-05 5.108739e-05 7.182837e-05 1.996751e-05 3.936160e-05
#> [4,] 2.460559e-05 3.302513e-05 4.332398e-05 1.792844e-05 2.564716e-05
#> [5,] 1.647252e-05 1.843382e-05 2.264876e-05 1.264863e-05 1.467683e-05
#> [6,] 2.919921e-05 4.132341e-05 5.522118e-05 2.048342e-05 3.172609e-05
#> [7,] 3.851309e-05 5.929440e-05 8.200023e-05 2.466959e-05 4.556755e-05
#> [8,] 2.797529e-05 3.793363e-05 4.952492e-05 2.088407e-05 2.936645e-05
#> [9,] -1.092581e-06 -1.934357e-05 -3.490122e-05 5.507544e-06 -1.349982e-05
#> [10,] 9.609420e-06 4.630369e-06 8.440923e-07 1.099258e-05 4.063381e-06
#> V6 V60 V7 V8 V9
#> [1,] 1.410922e-04 1.061854e-05 1.640097e-04 0.0001545019 1.574281e-04
#> [2,] 1.953311e-04 1.472093e-05 2.142041e-04 0.0001919187 1.709461e-04
#> [3,] 4.384829e-04 4.444284e-05 4.206176e-04 0.0001812997 -2.755807e-04
#> [4,] 2.973317e-04 2.694975e-05 2.994547e-04 0.0001891053 -9.970646e-06
#> [5,] 1.737454e-04 1.458590e-05 1.906483e-04 0.0001520460 9.499858e-05
#> [6,] 3.646976e-04 3.421895e-05 3.594923e-04 0.0002055198 -7.757064e-05
#> [7,] 5.061244e-04 5.047062e-05 4.808899e-04 0.0002139919 -3.024978e-04
#> [8,] 3.424726e-04 3.053984e-05 3.410646e-04 0.0002166409 -6.888819e-06
#> [9,] -1.224572e-04 -2.019103e-05 -6.014052e-05 0.0001398466 5.691385e-04
#> [10,] 6.675962e-05 1.064302e-06 9.498771e-05 0.0001536504 2.909803e-04
#>
#> $vW[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 0.07653889 0.07965211 0.06913358 0.07119862 0.07557387 0.07842139
#> [2,] -0.07653889 -0.07965211 -0.06913358 -0.07119862 -0.07557387 -0.07842139
#> [,7] [,8] [,9] [,10]
#> [1,] 0.08064972 0.07044803 0.08081025 0.06419066
#> [2,] -0.08064972 -0.07044803 -0.08081025 -0.06419066
#>
#>
#> $B
#> $B[[1]]
#> [1] 0.09205057 0.09084900 0.09055500 0.09089728 0.09215307 0.08991082
#> [7] 0.08919693 0.08989143 0.09275049 0.09294656
#>
#> $B[[2]]
#> [1] 0.06061741 0.13938259
#>
#>
#> $vB
#> $vB[[1]]
#> [1] 0.0016928353 0.0023389654 0.0069805475 0.0042460902 0.0023074664
#> [6] 0.0053731858 0.0079320386 0.0048197030 -0.0031136433 0.0001943841
#>
#> $vB[[2]]
#> [1] 0.13821 -0.13821
#>
#>
#> $post
#> $post[[1]]
#> V1 V10 V11 V12 V13 V14 V15 V16 V17 V18
#> [1,] 0.0240 0.0389 0.1934 0.2434 0.2906 0.2606 0.3811 0.4997 0.3015 0.3655
#> [2,] 0.0195 0.1191 0.1522 0.1322 0.1434 0.1244 0.0653 0.0890 0.1226 0.1846
#> [3,] 0.0635 0.3900 0.4674 0.5632 0.5506 0.4343 0.3052 0.3492 0.3975 0.3875
#> [4,] 0.0195 0.0242 0.0728 0.0639 0.3002 0.3854 0.4767 0.4602 0.3175 0.4160
#> [5,] 0.0335 0.2660 0.3188 0.3553 0.3116 0.1965 0.1780 0.2794 0.2870 0.3969
#> [6,] 0.0221 0.1810 0.2549 0.2984 0.2624 0.1893 0.0668 0.2666 0.4274 0.6291
#> [7,] 0.0293 0.0751 0.0528 0.1209 0.1763 0.2039 0.2727 0.2321 0.2676 0.2934
#> [8,] 0.0116 0.1006 0.2500 0.3988 0.3809 0.4753 0.6165 0.6464 0.8024 0.9208
#> [9,] 0.0090 0.1895 0.1896 0.2547 0.4073 0.2988 0.2901 0.5326 0.4022 0.1571
#> [10,] 0.1313 0.2231 0.2907 0.2259 0.3136 0.3302 0.3660 0.3956 0.4386 0.4670
#> [11,] 0.0968 0.5025 0.3488 0.1700 0.2076 0.3087 0.4224 0.5312 0.2436 0.1884
#> [12,] 0.0091 0.0837 0.1579 0.0898 0.0309 0.1856 0.2969 0.2032 0.1264 0.1655
#> [13,] 0.0132 0.0922 0.1445 0.1475 0.2087 0.2558 0.2603 0.1985 0.2394 0.3134
#> [14,] 0.0015 0.1476 0.2118 0.2575 0.2354 0.1334 0.0092 0.1951 0.3685 0.4646
#> [15,] 0.1083 0.5966 0.5304 0.2251 0.2402 0.2689 0.6646 0.6632 0.1674 0.0837
#> [16,] 0.0333 0.0920 0.1475 0.0522 0.1119 0.0970 0.1174 0.1678 0.1642 0.1205
#> [17,] 0.0217 0.1777 0.4079 0.4113 0.3973 0.5078 0.6509 0.8073 0.9819 1.0000
#> [18,] 0.0265 0.0779 0.0327 0.2060 0.1908 0.1065 0.1457 0.2232 0.2070 0.1105
#> [19,] 0.0329 0.2672 0.3056 0.3161 0.2314 0.2067 0.1804 0.2808 0.4423 0.5947
#> [20,] 0.0067 0.1180 0.0978 0.0909 0.0656 0.0593 0.0832 0.1297 0.2038 0.3811
#> [21,] 0.0286 0.3039 0.2988 0.4250 0.6343 0.8198 1.0000 0.9988 0.9508 0.9025
#> [22,] 0.0164 0.0780 0.1791 0.2681 0.1788 0.1039 0.1980 0.3234 0.3748 0.2586
#> [23,] 0.0388 0.2718 0.3645 0.3934 0.3843 0.4677 0.5364 0.4823 0.4835 0.5862
#> [24,] 0.0368 0.0506 0.0906 0.2545 0.1464 0.1272 0.1223 0.1669 0.1424 0.1285
#> [25,] 0.0200 0.2111 0.1609 0.1582 0.2238 0.0645 0.0660 0.2273 0.3100 0.2999
#> [26,] 0.0068 0.2475 0.1606 0.0922 0.2398 0.3220 0.4295 0.2652 0.0666 0.1442
#> [27,] 0.0056 0.1859 0.2481 0.2712 0.2934 0.2637 0.1880 0.1405 0.2028 0.2613
#> [28,] 0.0189 0.2522 0.2607 0.3710 0.3906 0.2672 0.2716 0.4183 0.6988 0.5733
#> [29,] 0.0156 0.1567 0.2476 0.2783 0.2896 0.2956 0.3189 0.1892 0.1730 0.2226
#> [30,] 0.0177 0.0613 0.1680 0.3476 0.4561 0.5188 0.6308 0.7201 0.5153 0.3818
#> [31,] 0.0209 0.1853 0.1748 0.1556 0.1476 0.1378 0.2584 0.3827 0.4784 0.5360
#> [32,] 0.0269 0.5915 0.6675 0.5679 0.5175 0.3334 0.2002 0.2856 0.2937 0.3424
#> [33,] 0.0071 0.0898 0.0289 0.1554 0.1437 0.1035 0.1424 0.1227 0.0892 0.2047
#> [34,] 0.0368 0.2544 0.2936 0.2935 0.2657 0.3187 0.2794 0.2534 0.1980 0.1929
#> [35,] 0.0346 0.1508 0.1809 0.2390 0.2947 0.2866 0.4010 0.5325 0.5486 0.5823
#> [36,] 0.0298 0.0852 0.2476 0.3645 0.2777 0.2826 0.3237 0.4335 0.5638 0.4555
#> [37,] 0.0129 0.2245 0.2431 0.3134 0.3206 0.2917 0.2249 0.2347 0.2143 0.2939
#> [38,] 0.0233 0.2078 0.1239 0.0236 0.1771 0.3115 0.4990 0.6707 0.7655 0.8485
#> [39,] 0.0473 0.3759 0.3021 0.2909 0.2301 0.1411 0.1582 0.2430 0.4474 0.5964
#> [40,] 0.0317 0.3513 0.1786 0.0658 0.0513 0.3752 0.5419 0.5440 0.5150 0.4262
#> V19 V2 V20 V21 V22 V23 V24 V25 V26 V27
#> [1,] 0.6791 0.0218 0.7307 0.5053 0.4441 0.6987 0.8133 0.7781 0.8943 0.8929
#> [2,] 0.3880 0.0142 0.3658 0.2297 0.2610 0.4193 0.5848 0.5643 0.5448 0.4772
#> [3,] 0.5280 0.0709 0.7198 0.7702 0.8562 0.8688 0.9236 1.0000 0.9662 0.9822
#> [4,] 0.6428 0.0213 1.0000 0.8631 0.5212 0.3156 0.5952 0.7732 0.6042 0.4375
#> [5,] 0.5599 0.0258 0.6936 0.7969 0.7452 0.8203 0.9261 0.8810 0.8814 0.9301
#> [6,] 0.7782 0.0065 0.7686 0.8099 0.8493 0.9440 0.9450 0.9655 0.8045 0.4969
#> [7,] 0.3295 0.0378 0.4910 0.5402 0.6257 0.6826 0.7527 0.8504 0.8938 0.9928
#> [8,] 0.9832 0.0179 0.9634 0.8646 0.8325 0.8276 0.8007 0.6102 0.4853 0.4355
#> [9,] 0.3024 0.0062 0.3907 0.3542 0.4438 0.6414 0.4601 0.6009 0.8690 0.8345
#> [10,] 0.5255 0.2339 0.3735 0.2243 0.1973 0.4337 0.6532 0.5070 0.2796 0.4163
#> [11,] 0.1908 0.0821 0.8321 1.0000 0.4076 0.0960 0.1928 0.2419 0.3790 0.2893
#> [12,] 0.1661 0.0213 0.2091 0.2310 0.4460 0.6634 0.6933 0.7663 0.8206 0.7049
#> [13,] 0.4077 0.0080 0.4529 0.4893 0.5666 0.6234 0.6741 0.8282 0.8823 0.9196
#> [14,] 0.5418 0.0186 0.6260 0.7420 0.8257 0.8609 0.8400 0.8949 0.9945 1.0000
#> [15,] 0.4331 0.1070 0.8718 0.7992 0.3712 0.1703 0.1611 0.2086 0.2847 0.2211
#> [16,] 0.0494 0.0221 0.1544 0.3485 0.6146 0.9146 0.9364 0.8677 0.8772 0.8553
#> [17,] 0.9407 0.0340 0.8452 0.8106 0.8460 0.6212 0.5815 0.7745 0.8204 0.5601
#> [18,] 0.1078 0.0440 0.1165 0.2224 0.0689 0.2060 0.2384 0.0904 0.2278 0.5872
#> [19,] 0.6601 0.0216 0.5844 0.4539 0.4789 0.5646 0.5281 0.7115 1.0000 0.9564
#> [20,] 0.4451 0.0096 0.5224 0.5911 0.6566 0.6308 0.5998 0.4958 0.5647 0.6906
#> [21,] 0.7234 0.0453 0.5122 0.2074 0.3985 0.5890 0.2872 0.2043 0.5782 0.5389
#> [22,] 0.3680 0.0627 0.3508 0.5606 0.5231 0.5469 0.6954 0.6352 0.6757 0.8499
#> [23,] 0.7579 0.0324 0.6997 0.6918 0.8633 0.9107 0.9346 0.7884 0.8585 0.9261
#> [24,] 0.1857 0.0403 0.1136 0.2069 0.0219 0.2400 0.2547 0.0240 0.1923 0.4753
#> [25,] 0.5078 0.0371 0.4797 0.5783 0.5071 0.4328 0.5550 0.6711 0.6415 0.7104
#> [26,] 0.2373 0.0232 0.2595 0.2493 0.3903 0.6384 0.8037 0.7026 0.6874 0.6997
#> [27,] 0.2778 0.0267 0.3346 0.3830 0.4003 0.5114 0.6860 0.7490 0.7843 0.9021
#> [28,] 0.2226 0.0308 0.2631 0.7473 0.7263 0.3393 0.2824 0.6053 0.5897 0.4967
#> [29,] 0.2427 0.0210 0.3149 0.4102 0.3808 0.4896 0.6292 0.7519 0.7985 0.8830
#> [30,] 0.2644 0.0300 0.3345 0.4865 0.6628 0.7389 0.9213 1.0000 0.7750 0.5593
#> [31,] 0.6192 0.0278 0.7912 0.9264 1.0000 0.9080 0.7435 0.5557 0.3172 0.1295
#> [32,] 0.5949 0.0383 0.7526 0.8959 0.8147 0.7109 0.7378 0.7201 0.8254 0.8917
#> [33,] 0.0827 0.0103 0.1524 0.3031 0.1608 0.0667 0.1426 0.0395 0.1653 0.3399
#> [34,] 0.2826 0.0279 0.3245 0.3504 0.3324 0.4217 0.4774 0.4808 0.6325 0.8334
#> [35,] 0.6041 0.0509 0.6749 0.7084 0.7890 0.9284 0.9781 0.9738 1.0000 0.9702
#> [36,] 0.4348 0.0615 0.6433 0.3932 0.1989 0.3540 0.9165 0.9371 0.4620 0.2771
#> [37,] 0.4898 0.0141 0.6127 0.7531 0.7718 0.7432 0.8673 0.9308 0.9836 1.0000
#> [38,] 0.9805 0.0394 1.0000 1.0000 0.9992 0.9067 0.6803 0.5103 0.4716 0.4980
#> [39,] 0.6744 0.0509 0.7969 0.8319 0.7813 0.8626 0.7369 0.4122 0.2596 0.3392
#> [40,] 0.2024 0.0956 0.4233 0.7723 0.9735 0.9390 0.5559 0.5268 0.6826 0.5713
#> V28 V29 V3 V30 V31 V32 V33 V34 V35 V36
#> [1,] 0.8913 0.8610 0.0324 0.8063 0.5540 0.2446 0.3459 0.1615 0.2467 0.5564
#> [2,] 0.6897 0.9797 0.0181 1.0000 0.9546 0.8835 0.7662 0.6547 0.5447 0.4593
#> [3,] 0.7360 0.4158 0.0453 0.2918 0.3280 0.3690 0.3450 0.2863 0.0864 0.3724
#> [4,] 0.5487 0.4720 0.0058 0.6235 0.3851 0.1590 0.3891 0.5294 0.3504 0.4480
#> [5,] 0.9955 0.8576 0.0398 0.6069 0.3934 0.2464 0.1645 0.1140 0.0956 0.0080
#> [6,] 0.3960 0.3856 0.0164 0.5574 0.7309 0.8549 0.9425 0.8726 0.6673 0.4694
#> [7,] 0.9134 0.7080 0.0257 0.6318 0.6126 0.4638 0.2797 0.1721 0.1665 0.2561
#> [8,] 0.4307 0.4399 0.0449 0.3833 0.3032 0.3035 0.3197 0.2292 0.2131 0.2347
#> [9,] 0.7669 0.5081 0.0253 0.4620 0.5380 0.5375 0.3844 0.3601 0.7402 0.7761
#> [10,] 0.5950 0.5242 0.3059 0.4178 0.3714 0.2375 0.0863 0.1437 0.2896 0.4577
#> [11,] 0.3451 0.3777 0.0629 0.5213 0.2316 0.3335 0.4781 0.6116 0.6705 0.7375
#> [12,] 0.7560 0.7466 0.0206 0.6387 0.4846 0.3328 0.5356 0.8741 0.8573 0.6718
#> [13,] 0.8965 0.7549 0.0188 0.6736 0.6463 0.5007 0.3663 0.2298 0.1362 0.2123
#> [14,] 0.9649 0.8747 0.0289 0.6257 0.2184 0.2945 0.3645 0.5012 0.7843 0.9361
#> [15,] 0.6134 0.5807 0.0257 0.6925 0.3825 0.4303 0.7791 0.8703 1.0000 0.9212
#> [16,] 0.8833 1.0000 0.0270 0.8296 0.6601 0.5499 0.5716 0.6859 0.6825 0.5142
#> [17,] 0.2989 0.5009 0.0392 0.6628 0.5753 0.4055 0.3746 0.3481 0.1580 0.1422
#> [18,] 0.8457 0.8467 0.0137 0.7679 0.8055 0.6260 0.6545 0.8747 0.9885 0.9348
#> [19,] 0.6090 0.5112 0.0386 0.4000 0.0482 0.1852 0.2186 0.1436 0.1757 0.1428
#> [20,] 0.8513 1.0000 0.0024 0.9166 0.7676 0.6177 0.5468 0.5516 0.5463 0.5515
#> [21,] 0.3750 0.3411 0.0277 0.5067 0.5580 0.4778 0.3299 0.2198 0.1407 0.2856
#> [22,] 0.8025 0.6563 0.0738 0.8591 0.6655 0.5369 0.3118 0.3763 0.2801 0.0875
#> [23,] 0.7080 0.5779 0.0688 0.5215 0.4505 0.3129 0.1448 0.1046 0.1820 0.1519
#> [24,] 0.7003 0.6825 0.0317 0.6443 0.7063 0.5373 0.6601 0.8708 0.9518 0.9605
#> [25,] 0.8080 0.6791 0.0428 0.3857 0.1307 0.2604 0.5121 0.7547 0.8537 0.8507
#> [26,] 0.8558 1.0000 0.0513 0.9621 0.8996 0.7575 0.6902 0.5686 0.4396 0.4546
#> [27,] 1.0000 0.8888 0.0221 0.6511 0.6083 0.4463 0.2948 0.1729 0.1488 0.0801
#> [28,] 0.8616 0.8339 0.0197 0.4084 0.2268 0.1745 0.0507 0.1588 0.3040 0.1369
#> [29,] 0.9915 0.9223 0.0282 0.6981 0.6167 0.5069 0.3921 0.3524 0.2183 0.1245
#> [30,] 0.6172 0.8635 0.0288 0.6592 0.4770 0.4983 0.3330 0.3076 0.2876 0.2226
#> [31,] 0.0598 0.2722 0.0115 0.3616 0.3293 0.4855 0.3936 0.1845 0.0342 0.2489
#> [32,] 0.9820 0.8179 0.0505 0.4848 0.3203 0.2775 0.2382 0.2911 0.1675 0.3156
#> [33,] 0.4855 0.5206 0.0135 0.5508 0.6102 0.5989 0.6764 0.8897 1.0000 0.9517
#> [34,] 0.9458 1.0000 0.0103 0.8425 0.5524 0.4795 0.5200 0.3968 0.1940 0.1519
#> [35,] 0.9956 0.8235 0.0079 0.6020 0.5342 0.4867 0.3526 0.1566 0.0946 0.1613
#> [36,] 0.6613 0.8028 0.0650 0.4200 0.5192 0.6962 0.5792 0.8889 0.7863 0.7133
#> [37,] 0.9595 0.8722 0.0309 0.6862 0.4901 0.3280 0.3115 0.1969 0.1019 0.0317
#> [38,] 0.6196 0.7171 0.0416 0.6316 0.3554 0.2897 0.4316 0.3791 0.2421 0.0944
#> [39,] 0.3788 0.4488 0.0819 0.6281 0.7449 0.7328 0.7704 0.7870 0.6048 0.5860
#> [40,] 0.5429 0.2177 0.1321 0.2149 0.5811 0.6323 0.2965 0.1873 0.2969 0.5163
#> V37 V38 V39 V4 V40 V41 V42 V43 V44 V45
#> [1,] 0.4681 0.0979 0.1582 0.0569 0.0751 0.3321 0.3745 0.2666 0.1078 0.1418
#> [2,] 0.4679 0.1987 0.0699 0.0406 0.1493 0.1713 0.1654 0.2600 0.3846 0.3754
#> [3,] 0.4649 0.3488 0.1817 0.0333 0.1142 0.1220 0.2621 0.4461 0.4726 0.3263
#> [4,] 0.4041 0.5031 0.6475 0.0190 0.5493 0.3548 0.2028 0.1882 0.0845 0.1315
#> [5,] 0.0702 0.0936 0.0894 0.0570 0.1127 0.0873 0.1020 0.1964 0.2256 0.1814
#> [6,] 0.1546 0.1748 0.3607 0.0487 0.5208 0.5177 0.3702 0.2240 0.0816 0.0395
#> [7,] 0.2735 0.3209 0.2724 0.0062 0.1880 0.1552 0.2522 0.2121 0.1801 0.1473
#> [8,] 0.3201 0.4455 0.3655 0.1096 0.2715 0.1747 0.1781 0.2199 0.1056 0.0573
#> [9,] 0.3858 0.0667 0.3684 0.0489 0.6114 0.3510 0.2312 0.2195 0.3051 0.1937
#> [10,] 0.3725 0.3372 0.3803 0.4264 0.4181 0.3603 0.2711 0.1653 0.1951 0.2811
#> [11,] 0.7356 0.7792 0.6788 0.0608 0.5259 0.2762 0.1545 0.2019 0.2231 0.4221
#> [12,] 0.3446 0.3150 0.2702 0.0505 0.2598 0.2742 0.3594 0.4382 0.2460 0.0758
#> [13,] 0.2395 0.2673 0.2865 0.0141 0.2060 0.1659 0.2633 0.2552 0.1696 0.1467
#> [14,] 0.8195 0.6207 0.4513 0.0195 0.3004 0.2674 0.2241 0.3141 0.3693 0.2986
#> [15,] 0.9386 0.9303 0.7314 0.0837 0.4791 0.2087 0.2016 0.1669 0.2872 0.4374
#> [16,] 0.2750 0.1358 0.1551 0.0481 0.2646 0.1994 0.1883 0.2746 0.1651 0.0575
#> [17,] 0.2130 0.1866 0.1003 0.0236 0.2396 0.2241 0.2029 0.0710 0.1606 0.1669
#> [18,] 0.6960 0.5733 0.5872 0.0084 0.6663 0.5651 0.5247 0.3684 0.1997 0.1512
#> [19,] 0.1644 0.3089 0.3648 0.0627 0.4441 0.3859 0.2813 0.1238 0.0953 0.1201
#> [20,] 0.4561 0.3466 0.3384 0.0058 0.2853 0.2502 0.1641 0.1605 0.1491 0.1326
#> [21,] 0.3807 0.4158 0.4054 0.0174 0.3296 0.2707 0.2650 0.0723 0.1238 0.1192
#> [22,] 0.3319 0.4237 0.1801 0.0608 0.3743 0.4627 0.1614 0.2494 0.3202 0.2265
#> [23,] 0.1017 0.1438 0.1986 0.0898 0.2039 0.2778 0.2879 0.1331 0.1140 0.1310
#> [24,] 0.7712 0.6772 0.6431 0.0293 0.6720 0.6035 0.5155 0.3802 0.2278 0.1522
#> [25,] 0.6692 0.6097 0.4943 0.0207 0.2744 0.0510 0.2834 0.2825 0.4256 0.2641
#> [26,] 0.2959 0.1587 0.1681 0.0444 0.0842 0.1173 0.1754 0.2728 0.1705 0.0194
#> [27,] 0.1770 0.1382 0.2404 0.0561 0.2046 0.1970 0.2778 0.1377 0.0685 0.0664
#> [28,] 0.1605 0.2061 0.0734 0.0622 0.0202 0.1638 0.1583 0.1830 0.1886 0.1008
#> [29,] 0.1592 0.1626 0.2356 0.0596 0.2483 0.2437 0.2715 0.1184 0.1157 0.1449
#> [30,] 0.0794 0.0603 0.1049 0.0394 0.0606 0.1530 0.0983 0.1643 0.1901 0.1107
#> [31,] 0.3837 0.3514 0.2654 0.0445 0.1760 0.1599 0.0866 0.0590 0.0813 0.0492
#> [32,] 0.1869 0.3391 0.5993 0.0707 0.4124 0.1181 0.3651 0.4655 0.4777 0.3517
#> [33,] 0.8459 0.7073 0.6697 0.0494 0.6326 0.5102 0.4161 0.2816 0.1705 0.1421
#> [34,] 0.2010 0.1736 0.1029 0.0566 0.2244 0.3717 0.4449 0.3939 0.2030 0.2010
#> [35,] 0.2824 0.3390 0.3019 0.0243 0.2945 0.2978 0.2676 0.2055 0.2069 0.1625
#> [36,] 0.7615 0.4401 0.3009 0.0921 0.3163 0.2809 0.2898 0.0526 0.1867 0.1553
#> [37,] 0.0756 0.0907 0.1066 0.0375 0.1380 0.0665 0.1475 0.2470 0.2788 0.2709
#> [38,] 0.0351 0.0844 0.0436 0.0547 0.1130 0.2045 0.1937 0.0834 0.1502 0.1675
#> [39,] 0.6385 0.7279 0.6286 0.1252 0.5316 0.4069 0.1791 0.1625 0.2527 0.1903
#> [40,] 0.6153 0.4283 0.5479 0.1408 0.6133 0.5017 0.2377 0.1957 0.1749 0.1304
#> V46 V47 V48 V49 V5 V50 V51 V52 V53 V54
#> [1,] 0.1687 0.0738 0.0634 0.0144 0.0330 0.0226 0.0061 0.0162 0.0146 0.0093
#> [2,] 0.2414 0.1077 0.0224 0.0155 0.0391 0.0187 0.0125 0.0028 0.0067 0.0120
#> [3,] 0.1423 0.0390 0.0406 0.0311 0.0185 0.0086 0.0154 0.0048 0.0025 0.0087
#> [4,] 0.1590 0.0562 0.0617 0.0343 0.0319 0.0370 0.0261 0.0157 0.0074 0.0271
#> [5,] 0.2012 0.1688 0.1037 0.0501 0.0529 0.0136 0.0130 0.0120 0.0039 0.0053
#> [6,] 0.0785 0.1052 0.1034 0.0764 0.0519 0.0216 0.0167 0.0089 0.0051 0.0015
#> [7,] 0.0681 0.1091 0.0919 0.0397 0.0130 0.0093 0.0076 0.0065 0.0072 0.0108
#> [8,] 0.0307 0.0237 0.0470 0.0102 0.1913 0.0057 0.0031 0.0163 0.0099 0.0084
#> [9,] 0.1570 0.0479 0.0538 0.0146 0.1197 0.0068 0.0187 0.0059 0.0095 0.0194
#> [10,] 0.2246 0.1921 0.1500 0.0665 0.4010 0.0193 0.0156 0.0362 0.0210 0.0154
#> [11,] 0.3067 0.1329 0.1349 0.1057 0.0617 0.0499 0.0206 0.0073 0.0081 0.0303
#> [12,] 0.0187 0.0797 0.0748 0.0367 0.0657 0.0155 0.0300 0.0112 0.0112 0.0102
#> [13,] 0.1286 0.0926 0.0716 0.0325 0.0436 0.0258 0.0136 0.0044 0.0028 0.0021
#> [14,] 0.2226 0.0849 0.0359 0.0289 0.0515 0.0122 0.0045 0.0108 0.0075 0.0089
#> [15,] 0.3097 0.1578 0.0553 0.0334 0.0748 0.0209 0.0172 0.0180 0.0110 0.0234
#> [16,] 0.0695 0.0598 0.0456 0.0021 0.0679 0.0068 0.0036 0.0022 0.0032 0.0060
#> [17,] 0.1700 0.1829 0.1403 0.0506 0.1081 0.0224 0.0095 0.0031 0.0103 0.0078
#> [18,] 0.0508 0.0931 0.0982 0.0524 0.0305 0.0188 0.0100 0.0038 0.0187 0.0156
#> [19,] 0.0825 0.0618 0.0141 0.0108 0.1158 0.0124 0.0104 0.0095 0.0151 0.0059
#> [20,] 0.0687 0.0602 0.0561 0.0306 0.0197 0.0154 0.0029 0.0048 0.0023 0.0020
#> [21,] 0.1089 0.0623 0.0494 0.0264 0.0384 0.0081 0.0104 0.0045 0.0014 0.0038
#> [22,] 0.1146 0.0476 0.0943 0.0824 0.0233 0.0171 0.0244 0.0258 0.0143 0.0226
#> [23,] 0.1433 0.0624 0.0100 0.0098 0.1267 0.0131 0.0152 0.0255 0.0071 0.0263
#> [24,] 0.0801 0.0804 0.0752 0.0566 0.0820 0.0175 0.0058 0.0091 0.0160 0.0160
#> [25,] 0.1386 0.1051 0.1343 0.0383 0.0954 0.0324 0.0232 0.0027 0.0065 0.0159
#> [26,] 0.0213 0.0354 0.0420 0.0093 0.0249 0.0204 0.0199 0.0173 0.0163 0.0055
#> [27,] 0.1665 0.1807 0.1245 0.0516 0.0936 0.0044 0.0185 0.0072 0.0055 0.0074
#> [28,] 0.0663 0.0183 0.0404 0.0108 0.0080 0.0143 0.0091 0.0038 0.0096 0.0142
#> [29,] 0.1883 0.1954 0.1492 0.0511 0.0462 0.0155 0.0189 0.0150 0.0060 0.0082
#> [30,] 0.1917 0.1467 0.0392 0.0356 0.0630 0.0270 0.0168 0.0102 0.0122 0.0044
#> [31,] 0.0417 0.0495 0.0367 0.0115 0.0427 0.0118 0.0133 0.0096 0.0014 0.0049
#> [32,] 0.0920 0.1227 0.1785 0.1085 0.1313 0.0300 0.0346 0.0167 0.0199 0.0145
#> [33,] 0.0971 0.0879 0.0863 0.0355 0.0253 0.0233 0.0252 0.0043 0.0048 0.0076
#> [34,] 0.2187 0.1840 0.1477 0.0971 0.0759 0.0224 0.0151 0.0105 0.0024 0.0018
#> [35,] 0.1216 0.1013 0.0744 0.0386 0.0432 0.0050 0.0146 0.0040 0.0122 0.0107
#> [36,] 0.1633 0.1252 0.0748 0.0452 0.1615 0.0064 0.0154 0.0031 0.0153 0.0071
#> [37,] 0.2283 0.1818 0.1185 0.0546 0.0767 0.0219 0.0204 0.0124 0.0093 0.0072
#> [38,] 0.1058 0.1111 0.0849 0.0596 0.0993 0.0201 0.0071 0.0104 0.0062 0.0026
#> [39,] 0.1643 0.0604 0.0209 0.0436 0.1783 0.0175 0.0107 0.0193 0.0118 0.0064
#> [40,] 0.0597 0.1124 0.1047 0.0507 0.1674 0.0159 0.0195 0.0201 0.0248 0.0131
#> V55 V56 V57 V58 V59 V6 V60 V7 V8 V9
#> [1,] 0.0112 0.0094 0.0054 0.0019 0.0066 0.0513 0.0023 0.0897 0.0713 0.0569
#> [2,] 0.0012 0.0022 0.0058 0.0042 0.0067 0.0249 0.0012 0.0892 0.0973 0.0840
#> [3,] 0.0072 0.0095 0.0086 0.0085 0.0040 0.1260 0.0051 0.1015 0.1918 0.3362
#> [4,] 0.0203 0.0089 0.0095 0.0095 0.0021 0.0571 0.0053 0.1004 0.0668 0.0691
#> [5,] 0.0062 0.0046 0.0045 0.0022 0.0005 0.1091 0.0031 0.1709 0.1684 0.1865
#> [6,] 0.0075 0.0058 0.0016 0.0070 0.0074 0.0849 0.0038 0.0812 0.1833 0.2228
#> [7,] 0.0051 0.0102 0.0041 0.0055 0.0050 0.0612 0.0087 0.0895 0.1107 0.0973
#> [8,] 0.0270 0.0277 0.0097 0.0054 0.0148 0.0924 0.0092 0.0761 0.1092 0.0757
#> [9,] 0.0080 0.0152 0.0158 0.0053 0.0189 0.1589 0.0102 0.1392 0.0987 0.0955
#> [10,] 0.0180 0.0013 0.0106 0.0127 0.0178 0.1791 0.0231 0.1853 0.0055 0.1929
#> [11,] 0.0190 0.0212 0.0126 0.0201 0.0210 0.1207 0.0041 0.0944 0.4223 0.5744
#> [12,] 0.0026 0.0097 0.0098 0.0043 0.0071 0.0795 0.0108 0.0970 0.0872 0.0743
#> [13,] 0.0022 0.0048 0.0138 0.0140 0.0028 0.0668 0.0064 0.0609 0.0131 0.0899
#> [14,] 0.0036 0.0029 0.0013 0.0010 0.0032 0.0817 0.0047 0.1005 0.0124 0.1168
#> [15,] 0.0276 0.0032 0.0084 0.0122 0.0082 0.1125 0.0143 0.3322 0.4590 0.5526
#> [16,] 0.0054 0.0063 0.0143 0.0132 0.0051 0.0981 0.0041 0.0843 0.1172 0.0759
#> [17,] 0.0077 0.0094 0.0031 0.0030 0.0013 0.1164 0.0069 0.1398 0.1009 0.1147
#> [18,] 0.0068 0.0097 0.0073 0.0081 0.0086 0.0438 0.0095 0.0341 0.0780 0.0844
#> [19,] 0.0015 0.0053 0.0016 0.0042 0.0053 0.1482 0.0074 0.2054 0.1605 0.2532
#> [20,] 0.0040 0.0019 0.0034 0.0034 0.0051 0.0618 0.0031 0.0432 0.0951 0.0836
#> [21,] 0.0013 0.0089 0.0057 0.0027 0.0051 0.0990 0.0062 0.1201 0.1833 0.2105
#> [22,] 0.0187 0.0185 0.0110 0.0094 0.0078 0.1048 0.0112 0.1338 0.0644 0.1522
#> [23,] 0.0079 0.0111 0.0107 0.0068 0.0097 0.1515 0.0067 0.2134 0.2613 0.2832
#> [24,] 0.0081 0.0070 0.0135 0.0067 0.0078 0.1342 0.0068 0.1161 0.0663 0.0155
#> [25,] 0.0072 0.0167 0.0180 0.0084 0.0090 0.0986 0.0032 0.1539 0.1601 0.3109
#> [26,] 0.0045 0.0068 0.0041 0.0052 0.0194 0.0637 0.0105 0.0422 0.1130 0.1911
#> [27,] 0.0068 0.0084 0.0037 0.0024 0.0034 0.1146 0.0007 0.0706 0.0996 0.1673
#> [28,] 0.0190 0.0140 0.0099 0.0092 0.0052 0.0789 0.0075 0.1440 0.1451 0.1789
#> [29,] 0.0091 0.0038 0.0056 0.0056 0.0048 0.0779 0.0024 0.1365 0.0780 0.1038
#> [30,] 0.0075 0.0124 0.0099 0.0057 0.0032 0.0526 0.0019 0.0688 0.0633 0.0624
#> [31,] 0.0039 0.0029 0.0078 0.0047 0.0021 0.0766 0.0011 0.1458 0.1430 0.1894
#> [32,] 0.0081 0.0045 0.0043 0.0027 0.0055 0.2103 0.0057 0.2263 0.2524 0.3595
#> [33,] 0.0124 0.0105 0.0054 0.0032 0.0073 0.0806 0.0063 0.0701 0.0738 0.0117
#> [34,] 0.0057 0.0092 0.0009 0.0086 0.0110 0.0679 0.0052 0.0970 0.1473 0.2164
#> [35,] 0.0112 0.0102 0.0052 0.0024 0.0079 0.0735 0.0031 0.0938 0.1134 0.1228
#> [36,] 0.0212 0.0076 0.0152 0.0049 0.0200 0.2294 0.0073 0.2176 0.2033 0.1459
#> [37,] 0.0019 0.0027 0.0054 0.0017 0.0024 0.0787 0.0029 0.0662 0.1108 0.1777
#> [38,] 0.0025 0.0061 0.0038 0.0101 0.0078 0.1515 0.0006 0.1674 0.1513 0.1723
#> [39,] 0.0042 0.0054 0.0049 0.0082 0.0028 0.3070 0.0027 0.3008 0.2362 0.3830
#> [40,] 0.0070 0.0138 0.0092 0.0143 0.0036 0.1710 0.0103 0.0731 0.1401 0.2083
#>
#> $post[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6] [,7]
#> [1,] 0.5110685 0.5674534 0.5066502 0.5048993 0.5009553 0.5540735 0.6117029
#> [2,] 0.5255366 0.6061269 0.4950186 0.5142761 0.5270016 0.5895697 0.5943130
#> [3,] 0.4985904 0.5345503 0.5224730 0.4828929 0.4848223 0.5505726 0.5865059
#> [4,] 0.5061486 0.5400902 0.4983052 0.4900369 0.5022582 0.5551894 0.5804097
#> [5,] 0.4827453 0.5461102 0.5154545 0.5059402 0.4821756 0.5588054 0.5934412
#> [6,] 0.5228398 0.5599350 0.4933506 0.5047562 0.4721390 0.5546361 0.6256305
#> [7,] 0.5196319 0.5589811 0.4980502 0.5143284 0.4971116 0.5530976 0.5917258
#> [8,] 0.4836791 0.5161782 0.5093773 0.4740351 0.4795296 0.5556306 0.6229533
#> [9,] 0.5302428 0.5388888 0.4725720 0.5016105 0.5110770 0.5319326 0.5741413
#> [10,] 0.5034205 0.5374995 0.5005543 0.4843313 0.5162622 0.5785728 0.5701380
#> [11,] 0.5314355 0.5249284 0.4957862 0.4720152 0.5507460 0.5488700 0.5461361
#> [12,] 0.5345810 0.5746272 0.5110652 0.5163479 0.5042603 0.5451869 0.5594247
#> [13,] 0.5169875 0.5662128 0.4975263 0.5176631 0.4975795 0.5570443 0.5924449
#> [14,] 0.5165200 0.5436171 0.5370226 0.5090869 0.5163621 0.5571421 0.5761677
#> [15,] 0.5195700 0.5543622 0.5003918 0.4606182 0.5582020 0.5604999 0.5474529
#> [16,] 0.5134558 0.5769726 0.5025184 0.5232666 0.4997627 0.5618853 0.5803124
#> [17,] 0.5097230 0.5352104 0.4990010 0.4794606 0.4895461 0.5464082 0.6385105
#> [18,] 0.5525243 0.5760019 0.4769973 0.5261459 0.5579536 0.5702008 0.5375026
#> [19,] 0.5248680 0.5259287 0.5326101 0.4962869 0.4954737 0.5146858 0.5770583
#> [20,] 0.5108619 0.5722229 0.5031010 0.5160362 0.5230199 0.5692543 0.5932264
#> [21,] 0.5202800 0.5272193 0.4816820 0.4633954 0.5131565 0.5370047 0.6085119
#> [22,] 0.5181748 0.5622196 0.5097237 0.5081545 0.5149203 0.5662423 0.5762933
#> [23,] 0.4926310 0.5382361 0.5096834 0.4845469 0.4770127 0.5294353 0.6049117
#> [24,] 0.5453330 0.5681098 0.4932060 0.5209268 0.5544834 0.5680585 0.5284146
#> [25,] 0.5275978 0.5462045 0.5254488 0.4943160 0.5265609 0.5576484 0.5575207
#> [26,] 0.5117081 0.5966597 0.4867410 0.5042925 0.5121768 0.5798763 0.5958722
#> [27,] 0.5110404 0.5693654 0.4919431 0.5198927 0.5054350 0.5602460 0.5767854
#> [28,] 0.5126338 0.5240703 0.5078614 0.5149528 0.5236105 0.5544800 0.5637433
#> [29,] 0.5122227 0.5779333 0.4924467 0.5216308 0.5055743 0.5606714 0.5737856
#> [30,] 0.4991141 0.5543433 0.4860855 0.5084008 0.4831017 0.5696459 0.5986658
#> [31,] 0.4878180 0.5108869 0.5188867 0.4882127 0.4856742 0.5573142 0.6154754
#> [32,] 0.4828274 0.5157261 0.4973017 0.4870916 0.4823732 0.5538287 0.5575500
#> [33,] 0.5518216 0.5665991 0.4911652 0.5239455 0.5626971 0.5629753 0.5262981
#> [34,] 0.5193496 0.5824489 0.4889867 0.5167762 0.5144824 0.5594361 0.5717210
#> [35,] 0.5047120 0.5498368 0.5027750 0.5020569 0.4776168 0.5555150 0.6191303
#> [36,] 0.5191051 0.5791348 0.5038659 0.4827627 0.5256348 0.5880593 0.5912904
#> [37,] 0.4910503 0.5573993 0.5031653 0.5091798 0.4811083 0.5566499 0.5945270
#> [38,] 0.4827189 0.5361301 0.5064411 0.4803170 0.4829430 0.5443550 0.6482848
#> [39,] 0.4963683 0.5358291 0.5134225 0.4753217 0.5235905 0.5841999 0.5978453
#> [40,] 0.5193275 0.5194823 0.4826629 0.4926138 0.4948522 0.5316960 0.5977528
#> [,8] [,9] [,10]
#> [1,] 0.5227199 0.5469130 0.4550945
#> [2,] 0.5241068 0.5507872 0.4860002
#> [3,] 0.5241602 0.5283982 0.4347403
#> [4,] 0.5225480 0.5791534 0.4374639
#> [5,] 0.5161313 0.5128665 0.4443373
#> [6,] 0.5225578 0.5828637 0.4202068
#> [7,] 0.5110063 0.5320783 0.4528968
#> [8,] 0.5415115 0.5539321 0.4053925
#> [9,] 0.5135109 0.5336821 0.4434654
#> [10,] 0.5420251 0.5375007 0.4793376
#> [11,] 0.5311380 0.5672916 0.4489563
#> [12,] 0.4894083 0.5514881 0.4768376
#> [13,] 0.5215784 0.5340427 0.4585742
#> [14,] 0.5045714 0.5650389 0.4575784
#> [15,] 0.5113489 0.5742208 0.4464726
#> [16,] 0.4929235 0.5366585 0.4568133
#> [17,] 0.5577587 0.5415931 0.4124473
#> [18,] 0.5198672 0.5715129 0.4799723
#> [19,] 0.5394498 0.5378505 0.4620505
#> [20,] 0.5142224 0.5565964 0.4566128
#> [21,] 0.5753769 0.5177950 0.4128097
#> [22,] 0.5282322 0.5365857 0.4638957
#> [23,] 0.5248839 0.5147223 0.4180488
#> [24,] 0.5216453 0.5790295 0.4873294
#> [25,] 0.4943061 0.5683907 0.4773017
#> [26,] 0.5102781 0.5370216 0.4573156
#> [27,] 0.5256915 0.5178053 0.4611072
#> [28,] 0.5215145 0.4975860 0.4574240
#> [29,] 0.5181612 0.5222988 0.4603447
#> [30,] 0.5218020 0.5113839 0.4328682
#> [31,] 0.5341947 0.5513272 0.4335641
#> [32,] 0.5348021 0.5145956 0.4395804
#> [33,] 0.5196588 0.5881401 0.4793839
#> [34,] 0.5348212 0.5175482 0.4782007
#> [35,] 0.5284485 0.5310625 0.4281019
#> [36,] 0.5089659 0.5860889 0.4589761
#> [37,] 0.5170426 0.5101479 0.4442878
#> [38,] 0.5195692 0.5269757 0.4237470
#> [39,] 0.5306775 0.5751165 0.4296928
#> [40,] 0.5322750 0.5298336 0.4227946
#>
#> $post[[3]]
#> [,1] [,2]
#> [1,] 0.6360857 0.3639143
#> [2,] 0.6364575 0.3635425
#> [3,] 0.6351299 0.3648701
#> [4,] 0.6328852 0.3671148
#> [5,] 0.6361197 0.3638803
#> [6,] 0.6350747 0.3649253
#> [7,] 0.6350469 0.3649531
#> [8,] 0.6358439 0.3641561
#> [9,] 0.6323526 0.3676474
#> [10,] 0.6346428 0.3653572
#> [11,] 0.6315126 0.3684874
#> [12,] 0.6329086 0.3670914
#> [13,] 0.6354868 0.3645132
#> [14,] 0.6347810 0.3652190
#> [15,] 0.6314319 0.3685681
#> [16,] 0.6346847 0.3653153
#> [17,] 0.6371114 0.3628886
#> [18,] 0.6322076 0.3677924
#> [19,] 0.6344598 0.3655402
#> [20,] 0.6354993 0.3645007
#> [21,] 0.6356965 0.3643035
#> [22,] 0.6354767 0.3645233
#> [23,] 0.6353220 0.3646780
#> [24,] 0.6319160 0.3680840
#> [25,] 0.6328439 0.3671561
#> [26,] 0.6355981 0.3644019
#> [27,] 0.6352961 0.3647039
#> [28,] 0.6353190 0.3646810
#> [29,] 0.6349898 0.3650102
#> [30,] 0.6359498 0.3640502
#> [31,] 0.6360195 0.3639805
#> [32,] 0.6333236 0.3666764
#> [33,] 0.6314645 0.3685355
#> [34,] 0.6352376 0.3647624
#> [35,] 0.6365942 0.3634058
#> [36,] 0.6343951 0.3656049
#> [37,] 0.6359109 0.3640891
#> [38,] 0.6370579 0.3629421
#> [39,] 0.6353187 0.3646813
#> [40,] 0.6339904 0.3660096
#>
#>
#> $pre
#> $pre[[1]]
#> NULL
#>
#> $pre[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 0.044281162 0.27146843 0.026602533 0.019598025 0.0038210662 0.2171431
#> [2,] 0.102235312 0.43106063 -0.019926083 0.057119955 0.1081117094 0.3621869
#> [3,] -0.005638614 0.13842169 0.089952444 -0.068455254 -0.0607295879 0.2029844
#> [4,] 0.024595699 0.16070587 -0.006779056 -0.039857515 0.0090327182 0.2216606
#> [5,] -0.069046046 0.18496647 0.061837807 0.023761946 -0.0713280036 0.2363154
#> [6,] 0.091422733 0.24089830 -0.026599139 0.019025539 -0.1115595309 0.2194204
#> [7,] 0.078568013 0.23702785 -0.007799273 0.057329356 -0.0115538434 0.2131942
#> [8,] -0.065307000 0.06473522 0.037513577 -0.103953104 -0.0819274067 0.2234477
#> [9,] 0.121119200 0.15587015 -0.109822226 0.006442013 0.0443151413 0.1279044
#> [10,] 0.013682210 0.15028035 0.002217162 -0.062695227 0.0650719056 0.3169175
#> [11,] 0.125908019 0.09979617 -0.016855524 -0.112056250 0.2036852173 0.1961059
#> [12,] 0.138545061 0.30075570 0.044268154 0.065414944 0.0170415173 0.1812422
#> [13,] 0.067976037 0.26641579 -0.009894918 0.070681684 -0.0096820414 0.2291751
#> [14,] 0.066104058 0.17491298 0.148361882 0.036351785 0.0654718578 0.2295712
#> [15,] 0.078319859 0.21831167 0.001567065 -0.157854070 0.2338682221 0.2431910
#> [16,] 0.053836193 0.31035791 0.010073853 0.093133643 -0.0009491494 0.2488172
#> [17,] 0.038896837 0.14107524 -0.003995898 -0.082203760 -0.0418217748 0.1861688
#> [18,] 0.210875368 0.30638202 -0.092075730 0.104678944 0.2328611286 0.2826705
#> [19,] 0.099554079 0.10380796 0.130625770 -0.014852722 -0.0181055706 0.0587603
#> [20,] 0.043454394 0.29092619 0.012404009 0.064166825 0.0921447255 0.2788095
#> [21,] 0.081164336 0.10898476 -0.073304799 -0.146680666 0.0526383083 0.1482899
#> [22,] 0.072731092 0.25017508 0.038899578 0.032620801 0.0596987684 0.2665359
#> [23,] -0.029477999 0.15324340 0.038738494 -0.061831930 -0.0920141158 0.1178773
#> [24,] 0.181831426 0.27414321 -0.027177656 0.083756103 0.2188024732 0.2739343
#> [25,] 0.110503474 0.18534696 0.101883418 -0.022736870 0.1063435592 0.2316236
#> [26,] 0.046841111 0.39156652 -0.053048538 0.017170312 0.0487169969 0.3222654
#> [27,] 0.044168639 0.27926249 -0.032230523 0.079612852 0.0217408791 0.2421605
#> [28,] 0.050545814 0.09635555 0.031448136 0.059829012 0.0945123443 0.2187884
#> [29,] 0.048900386 0.31429497 -0.030215572 0.086577094 0.0222979335 0.2438873
#> [30,] -0.003543494 0.21823534 -0.055672407 0.033606174 -0.0676190670 0.2804066
#> [31,] -0.048737789 0.04355444 0.075582957 -0.047157906 -0.0573189873 0.2302689
#> [32,] -0.068717486 0.06292506 -0.010793158 -0.051645274 -0.0705363938 0.2161526
#> [33,] 0.208033421 0.26798864 -0.035342761 0.095855519 0.2521152217 0.2532461
#> [34,] 0.077436956 0.33283463 -0.044060494 0.067130065 0.0579459229 0.2388736
#> [35,] 0.018848472 0.20001133 0.011100141 0.008227512 -0.0895925103 0.2229792
#> [36,] 0.076457676 0.31922272 0.015463865 -0.068976431 0.1026290144 0.3559483
#> [37,] -0.035802631 0.23061367 0.012661214 0.036723292 -0.0756029006 0.2275768
#> [38,] -0.069151832 0.14477277 0.025765638 -0.078772699 -0.0682545223 0.1778877
#> [39,] -0.014527071 0.14356251 0.053703064 -0.098793278 0.0944322653 0.3400385
#> [40,] 0.077348444 0.07796870 -0.069376238 -0.029546787 -0.0205919412 0.1269543
#> [,7] [,8] [,9] [,10]
#> [1,] 0.4544760 0.09094235 0.188205431 -0.18010719
#> [2,] 0.3818241 0.09650207 0.203851826 -0.05601376
#> [3,] 0.3495395 0.09671609 0.113715181 -0.26253643
#> [4,] 0.3244555 0.09025319 0.319298925 -0.25146112
#> [5,] 0.3782095 0.06454740 0.051477563 -0.22357742
#> [6,] 0.5135166 0.09029261 0.334540465 -0.32192437
#> [7,] 0.3711044 0.04403227 0.128489553 -0.18897304
#> [8,] 0.5021025 0.16642896 0.216570776 -0.38304574
#> [9,] 0.2987681 0.05405695 0.134932733 -0.22710944
#> [10,] 0.2824144 0.16849790 0.150285100 -0.08269678
#> [11,] 0.1850707 0.12471338 0.270809245 -0.20488863
#> [12,] 0.2388274 -0.04237317 0.206685177 -0.09271590
#> [13,] 0.3740819 0.08636732 0.136381934 -0.16608401
#> [14,] 0.3070608 0.01828595 0.261637785 -0.17009522
#> [15,] 0.1903844 0.04540321 0.299093031 -0.21493328
#> [16,] 0.3240561 -0.02830783 0.146897496 -0.17317820
#> [17,] 0.5689053 0.23207089 0.166757671 -0.35385745
#> [18,] 0.1502925 0.07951063 0.288026556 -0.08015386
#> [19,] 0.3107089 0.15812791 0.151692237 -0.15209040
#> [20,] 0.3773193 0.05690491 0.227359960 -0.17398643
#> [21,] 0.4410613 0.30382316 0.071209987 -0.35236204
#> [22,] 0.3075752 0.11304924 0.146604701 -0.14466904
#> [23,] 0.4259732 0.09961791 0.058906222 -0.33078841
#> [24,] 0.1137809 0.08663545 0.318790723 -0.05069315
#> [25,] 0.2311060 -0.02277641 0.275288237 -0.09085584
#> [26,] 0.3882949 0.04111812 0.148357850 -0.17115427
#> [27,] 0.3095911 0.10285674 0.071251241 -0.15588617
#> [28,] 0.2563682 0.08611120 -0.009656182 -0.17071737
#> [29,] 0.2973132 0.07267689 0.089254599 -0.15895492
#> [30,] 0.3999088 0.08726346 0.045543408 -0.27015827
#> [31,] 0.4703871 0.13699272 0.206034433 -0.26732415
#> [32,] 0.2312248 0.13943392 0.058399169 -0.24286519
#> [33,] 0.1052896 0.07867567 0.356282117 -0.08251107
#> [34,] 0.2888762 0.13951065 0.070221745 -0.08725247
#> [35,] 0.4858586 0.11391696 0.124410164 -0.28959967
#> [36,] 0.3693026 0.03586730 0.347820104 -0.16446514
#> [37,] 0.3827120 0.06819682 0.040597183 -0.22377817
#> [38,] 0.6115084 0.07831679 0.108007522 -0.30741007
#> [39,] 0.3964953 0.12286422 0.302757748 -0.28310453
#> [40,] 0.3961104 0.12927975 0.119476486 -0.31131176
#>
#> $pre[[3]]
#> [,1] [,2]
#> [1,] 0.2931686 -0.2652462
#> [2,] 0.2910926 -0.2689286
#> [3,] 0.2928908 -0.2613974
#> [4,] 0.2871677 -0.2574469
#> [5,] 0.2965171 -0.2620448
#> [6,] 0.2924085 -0.2616413
#> [7,] 0.2914919 -0.2624382
#> [8,] 0.2960656 -0.2613047
#> [9,] 0.2849733 -0.2573495
#> [10,] 0.2909518 -0.2612352
#> [11,] 0.2798033 -0.2589083
#> [12,] 0.2852546 -0.2594606
#> [13,] 0.2921663 -0.2636621
#> [14,] 0.2895565 -0.2632266
#> [15,] 0.2787228 -0.2596417
#> [16,] 0.2905080 -0.2618596
#> [17,] 0.2959142 -0.2669343
#> [18,] 0.2795454 -0.2621539
#> [19,] 0.2892463 -0.2621512
#> [20,] 0.2906597 -0.2652228
#> [21,] 0.2904554 -0.2662787
#> [22,] 0.2905710 -0.2652139
#> [23,] 0.2937365 -0.2613809
#> [24,] 0.2794325 -0.2610130
#> [25,] 0.2848373 -0.2595992
#> [26,] 0.2910524 -0.2652568
#> [27,] 0.2913464 -0.2636591
#> [28,] 0.2915386 -0.2635656
#> [29,] 0.2903509 -0.2633326
#> [30,] 0.2954749 -0.2623529
#> [31,] 0.2968146 -0.2613145
#> [32,] 0.2912524 -0.2552494
#> [33,] 0.2774596 -0.2610452
#> [34,] 0.2897237 -0.2650293
#> [35,] 0.2963610 -0.2642513
#> [36,] 0.2875829 -0.2635360
#> [37,] 0.2954837 -0.2621763
#> [38,] 0.2988235 -0.2637935
#> [39,] 0.2913015 -0.2638016
#> [40,] 0.2899568 -0.2594173
#>
#>
#> $e
#> [,1] [,2]
#> [1,] -0.6360857 0.6360857
#> [2,] -0.6364575 0.6364575
#> [3,] 0.3648701 -0.3648701
#> [4,] -0.6328852 0.6328852
#> [5,] 0.3638803 -0.3638803
#> [6,] 0.3649253 -0.3649253
#> [7,] -0.6350469 0.6350469
#> [8,] 0.3641561 -0.3641561
#> [9,] -0.6323526 0.6323526
#> [10,] 0.3653572 -0.3653572
#> [11,] 0.3684874 -0.3684874
#> [12,] -0.6329086 0.6329086
#> [13,] -0.6354868 0.6354868
#> [14,] 0.3652190 -0.3652190
#> [15,] 0.3685681 -0.3685681
#> [16,] -0.6346847 0.6346847
#> [17,] -0.6371114 0.6371114
#> [18,] -0.6322076 0.6322076
#> [19,] 0.3655402 -0.3655402
#> [20,] -0.6354993 0.6354993
#> [21,] -0.6356965 0.6356965
#> [22,] 0.3645233 -0.3645233
#> [23,] 0.3646780 -0.3646780
#> [24,] -0.6319160 0.6319160
#> [25,] -0.6328439 0.6328439
#> [26,] -0.6355981 0.6355981
#> [27,] 0.3647039 -0.3647039
#> [28,] -0.6353190 0.6353190
#> [29,] 0.3650102 -0.3650102
#> [30,] -0.6359498 0.6359498
#> [31,] 0.3639805 -0.3639805
#> [32,] 0.3666764 -0.3666764
#> [33,] -0.6314645 0.6314645
#> [34,] 0.3647624 -0.3647624
#> [35,] 0.3634058 -0.3634058
#> [36,] -0.6343951 0.6343951
#> [37,] 0.3640891 -0.3640891
#> [38,] 0.3629421 -0.3629421
#> [39,] -0.6353187 0.6353187
#> [40,] -0.6339904 0.6339904
#>
#> $L
#> [1] 0.7002630 0.6942091 0.7006105 0.7093587 0.7014030 0.7440679
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.4927536