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The class PosteriorBSVARSIGN contains posterior output and the specification including the last MCMC draw for the Bayesian Structural VAR model with sign and narrative restrictions. Note that due to the thinning of the MCMC output the starting value in element last_draw might not be equal to the last draw provided in element posterior.

Public fields

last_draw

an object of class BSVARSIGN with the last draw of the current MCMC run as the starting value to be passed to the continuation of the MCMC estimation using estimate().

posterior

a list containing Bayesian estimation output including: an NxNxS array B, an NxKxS array A, and a 5xS matrix hyper.

Methods


Method new()

Create a new posterior output PosteriorBSVARSIGN.

Usage

specify_posterior_bsvarSIGN$new(specification_bsvarSIGN, posterior_bsvarSIGN)

Arguments

specification_bsvarSIGN

an object of class BSVARSIGN with the last draw of the current MCMC run as the starting value.

posterior_bsvarSIGN

a list containing Bayesian estimation output collected in elements an NxNxS array B, an NxKxS array A, and a 5xS matrix hyper.

Returns

A posterior output PosteriorBSVARSIGN.


Method get_posterior()

Returns a list containing Bayesian estimation output collected in elements an NxNxS array B, an NxKxS array A, and a 5xS matrix hyper.

Usage

specify_posterior_bsvarSIGN$get_posterior()

Examples

data(optimism)
specification  = specify_bsvarSIGN$new(optimism)
set.seed(123)
estimate       = estimate(specification, 50)
estimate$get_posterior()


Method is_normalised()

Returns TRUE if the posterior has been normalised using normalise_posterior() and FALSE otherwise.

Usage

specify_posterior_bsvarSIGN$is_normalised()

Examples

data(optimism)
specification  = specify_bsvarSIGN$new(optimism)
set.seed(123)
estimate       = estimate(specification, 20)

# check normalisation status afterwards
posterior$is_normalised()


Method clone()

The objects of this class are cloneable with this method.

Usage

specify_posterior_bsvarSIGN$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.

Examples

# This is a function that is used within estimate()
data(optimism)
specification  = specify_bsvarSIGN$new(optimism, p = 4)
set.seed(123)
posterior      = estimate(specification, 50)
#> **************************************************|
#>  bsvarSIGNs: Bayesian Structural VAR with sign,   |
#>              zero and narrative restrictions      |
#> **************************************************|
#>  Progress of simulation for 50 independent draws
#>  Press Esc to interrupt the computations
#> **************************************************|
class(posterior)
#> [1] "PosteriorBSVARSIGN" "R6"                


## ------------------------------------------------
## Method `specify_posterior_bsvarSIGN$get_posterior`
## ------------------------------------------------

data(optimism)
specification  = specify_bsvarSIGN$new(optimism)
set.seed(123)
estimate       = estimate(specification, 50)
#> **************************************************|
#>  bsvarSIGNs: Bayesian Structural VAR with sign,   |
#>              zero and narrative restrictions      |
#> **************************************************|
#>  Progress of simulation for 50 independent draws
#>  Press Esc to interrupt the computations
#> **************************************************|
estimate$get_posterior()
#> $hyper
#>              [,1]         [,2]         [,3]         [,4]         [,5]
#> [1,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [2,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [3,] 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01
#> [4,] 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05
#> [5,] 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03
#> [6,] 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05
#> [7,] 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04
#> [8,] 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05
#>              [,6]         [,7]         [,8]         [,9]        [,10]
#> [1,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [2,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [3,] 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01
#> [4,] 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05
#> [5,] 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03
#> [6,] 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05
#> [7,] 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04
#> [8,] 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05
#>             [,11]        [,12]        [,13]        [,14]        [,15]
#> [1,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [2,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [3,] 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01
#> [4,] 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05
#> [5,] 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03
#> [6,] 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05
#> [7,] 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04
#> [8,] 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05
#>             [,16]        [,17]        [,18]        [,19]        [,20]
#> [1,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [2,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [3,] 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01
#> [4,] 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05
#> [5,] 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03
#> [6,] 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05
#> [7,] 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04
#> [8,] 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05
#>             [,21]        [,22]        [,23]        [,24]        [,25]
#> [1,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [2,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [3,] 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01
#> [4,] 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05
#> [5,] 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03
#> [6,] 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05
#> [7,] 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04
#> [8,] 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05
#>             [,26]        [,27]        [,28]        [,29]        [,30]
#> [1,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [2,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [3,] 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01
#> [4,] 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05
#> [5,] 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03
#> [6,] 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05
#> [7,] 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04
#> [8,] 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05
#>             [,31]        [,32]        [,33]        [,34]        [,35]
#> [1,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [2,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [3,] 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01
#> [4,] 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05
#> [5,] 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03
#> [6,] 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05
#> [7,] 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04
#> [8,] 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05
#>             [,36]        [,37]        [,38]        [,39]        [,40]
#> [1,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [2,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [3,] 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01
#> [4,] 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05
#> [5,] 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03
#> [6,] 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05
#> [7,] 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04
#> [8,] 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05
#>             [,41]        [,42]        [,43]        [,44]        [,45]
#> [1,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [2,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [3,] 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01
#> [4,] 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05
#> [5,] 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03
#> [6,] 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05
#> [7,] 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04
#> [8,] 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05
#>             [,46]        [,47]        [,48]        [,49]        [,50]
#> [1,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [2,] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
#> [3,] 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01 2.000000e-01
#> [4,] 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05 6.895448e-05
#> [5,] 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03 6.623843e-03
#> [6,] 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05 1.742547e-05
#> [7,] 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04 3.581771e-04
#> [8,] 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05 4.908826e-05
#> 
#> $A
#> , , 1
#> 
#>              [,1]          [,2]         [,3]        [,4]          [,5]
#> [1,]  0.985936437 -0.0001831743  0.002570007 -0.01903409 -0.0004095055
#> [2,] -0.017920537  0.9824718604 -0.008263896  0.14256432 -0.0067491002
#> [3,] -0.004274203 -0.0001833463  0.998996474  0.02556774  0.0001663533
#> [4,] -0.006974650 -0.0025068446  0.004220024  0.57096502  0.0032462304
#> [5,]  0.002994227 -0.0001108758 -0.002999491  0.02954307  0.9993956616
#>              [,6]
#> [1,]  0.015129776
#> [2,] -0.264173865
#> [3,]  0.001637601
#> [4,]  0.024187919
#> [5,] -0.020816052
#> 
#> , , 2
#> 
#>              [,1]          [,2]         [,3]        [,4]          [,5]
#> [1,]  0.997034202  0.0002207129 0.0005683307  0.04461305  4.707393e-04
#> [2,] -0.005728460  0.9822745802 0.0239508440 -0.25939395  1.207735e-04
#> [3,] -0.009404997  0.0005115899 1.0005721582  0.01260219 -2.988638e-05
#> [4,] -0.013205256 -0.0013416356 0.0051615434  0.63210268  2.784700e-03
#> [5,] -0.003680893 -0.0006754677 0.0007915143  0.03994673  1.000857e+00
#>              [,6]
#> [1,]  0.012335287
#> [2,] -0.085715306
#> [3,]  0.016940237
#> [4,]  0.040224820
#> [5,]  0.003507627
#> 
#> , , 3
#> 
#>              [,1]          [,2]          [,3]         [,4]          [,5]
#> [1,]  0.991633941  0.0011755540  0.0031021017 -0.006097846  0.0006536272
#> [2,]  0.072340960  0.9890787860 -0.0269002855  0.192850563 -0.0010885750
#> [3,] -0.003990580  0.0004601316  0.9995350987  0.005621662  0.0001805624
#> [4,] -0.009825487 -0.0043742228  0.0021269725  0.653029883  0.0013531789
#> [5,] -0.002343769 -0.0008902140  0.0005269765  0.015061773  1.0003769431
#>              [,6]
#> [1,]  0.037630480
#> [2,] -0.269491513
#> [3,]  0.011514675
#> [4,] -0.019206909
#> [5,] -0.004116804
#> 
#> , , 4
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.992885982  6.024904e-05  0.0008085192  0.01147301  0.0008375801
#> [2,]  0.006951314  9.992900e-01 -0.0179503389 -0.48620981 -0.0114673364
#> [3,] -0.004103673 -2.947021e-05  0.9997401595  0.02706013 -0.0008229107
#> [4,] -0.009838871 -1.358730e-03  0.0029448583  0.59214081 -0.0017789110
#> [5,] -0.001321852 -1.954945e-05 -0.0003170915  0.04408122  0.9998528883
#>              [,6]
#> [1,]  0.016831280
#> [2,] -0.159841689
#> [3,] -0.001225317
#> [4,] -0.008017180
#> [5,] -0.003497274
#> 
#> , , 5
#> 
#>              [,1]          [,2]         [,3]         [,4]          [,5]
#> [1,]  0.992061874  0.0001557704 -0.001947422  0.003827822 -0.0015148308
#> [2,]  0.029639386  0.9930394487 -0.020304957 -0.052583066  0.0043889423
#> [3,] -0.007035690 -0.0001421030  1.000125964  0.028822883 -0.0001433078
#> [4,]  0.009710504 -0.0012332354 -0.005008796  0.617652727 -0.0006623451
#> [5,] -0.005383475  0.0003232799  0.002611011  0.030687632  1.0002292330
#>              [,6]
#> [1,] -0.009421774
#> [2,] -0.137588832
#> [3,]  0.005948583
#> [4,] -0.036314597
#> [5,]  0.016904113
#> 
#> , , 6
#> 
#>              [,1]          [,2]         [,3]        [,4]          [,5]
#> [1,]  0.998365691  8.959002e-04 -0.001582071 0.001773928  0.0009730883
#> [2,] -0.035535017  9.918440e-01 -0.004177941 0.182917466 -0.0056629273
#> [3,] -0.011954091  7.477561e-04  1.000819315 0.009291543 -0.0010138856
#> [4,] -0.001606099  3.326059e-05 -0.001453902 0.605752233 -0.0056921238
#> [5,] -0.003033080 -4.462469e-04 -0.001502986 0.016112922  0.9996936986
#>             [,6]
#> [1,]  0.01524654
#> [2,] -0.12946536
#> [3,]  0.01459206
#> [4,] -0.04177980
#> [5,] -0.01300194
#> 
#> , , 7
#> 
#>              [,1]         [,2]          [,3]       [,4]          [,5]
#> [1,]  0.994598844 0.0009993559  6.162005e-05 0.03717157 -0.0002674302
#> [2,]  0.053307429 0.9964273760 -8.128440e-03 0.01989117  0.0053635053
#> [3,] -0.007613125 0.0001820193  1.000379e+00 0.01384061  0.0003253717
#> [4,]  0.005045542 0.0004882541 -2.548085e-03 0.71117034  0.0042658093
#> [5,]  0.004902472 0.0003834147 -2.850133e-03 0.01807952  0.9986301651
#>             [,6]
#> [1,]  0.01432183
#> [2,] -0.06090658
#> [3,]  0.01420241
#> [4,]  0.03049496
#> [5,] -0.02120133
#> 
#> , , 8
#> 
#>               [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.9854632109  0.0013586603  0.0008178811 0.007365761  0.0005154734
#> [2,]  0.0450146522  0.9888668516  0.0346113216 0.144227066  0.0309151252
#> [3,] -0.0026364645  0.0003924175  0.9994460945 0.023649879 -0.0008673219
#> [4,] -0.0004794026 -0.0025807642  0.0033568194 0.595774824 -0.0017702496
#> [5,]  0.0038477200 -0.0005125396 -0.0018583653 0.032122935  0.9985610458
#>               [,6]
#> [1,]  0.0334887872
#> [2,]  0.2162870059
#> [3,]  0.0006605531
#> [4,] -0.0232471429
#> [5,] -0.0278513807
#> 
#> , , 9
#> 
#>              [,1]          [,2]         [,3]         [,4]          [,5]
#> [1,]  0.989956651  2.647564e-04 -0.001063138 -0.004804872  3.320349e-04
#> [2,] -0.055840654  9.834268e-01  0.040989842  0.109002569  1.433364e-03
#> [3,] -0.008434449  7.428379e-06  1.000749544  0.004612154  9.148683e-05
#> [4,] -0.005836922 -1.751204e-03  0.001364938  0.684777618 -1.666667e-03
#> [5,] -0.008075612  3.383693e-04  0.001800143  0.031341061  1.000850e+00
#>              [,6]
#> [1,]  0.009905849
#> [2,]  0.021124185
#> [3,]  0.013166714
#> [4,] -0.017188257
#> [5,]  0.020149337
#> 
#> , , 10
#> 
#>              [,1]         [,2]         [,3]        [,4]          [,5]
#> [1,]  0.994212864 1.227837e-03  0.002511646  0.04556513  4.375144e-05
#> [2,] -0.029185580 9.976425e-01 -0.008349324 -0.04671470  7.190984e-04
#> [3,] -0.005068826 1.017503e-03  0.999751476  0.02745348 -6.179441e-04
#> [4,] -0.009951319 3.073303e-03 -0.004285689  0.65572665 -2.785511e-04
#> [5,]  0.005461641 2.830014e-05 -0.001365542  0.03098116  9.994715e-01
#>             [,6]
#> [1,]  0.02922211
#> [2,] -0.03393889
#> [3,]  0.01234683
#> [4,]  0.02605814
#> [5,] -0.01356007
#> 
#> , , 11
#> 
#>              [,1]          [,2]         [,3]         [,4]          [,5]
#> [1,]  0.992061874  0.0001557704 -0.001947422  0.003827822 -0.0015148308
#> [2,]  0.029639386  0.9930394487 -0.020304957 -0.052583066  0.0043889423
#> [3,] -0.007035690 -0.0001421030  1.000125964  0.028822883 -0.0001433078
#> [4,]  0.009710504 -0.0012332354 -0.005008796  0.617652727 -0.0006623451
#> [5,] -0.005383475  0.0003232799  0.002611011  0.030687632  1.0002292330
#>              [,6]
#> [1,] -0.009421774
#> [2,] -0.137588832
#> [3,]  0.005948583
#> [4,] -0.036314597
#> [5,]  0.016904113
#> 
#> , , 12
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.990921557  6.965505e-05  0.0028927066  0.01823802  0.0014994114
#> [2,] -0.012886248  9.914857e-01 -0.0046437223 -0.20543557  0.0094292981
#> [3,] -0.005886753 -8.363374e-05  1.0000092582  0.01242839  0.0003489457
#> [4,] -0.022558185 -6.348907e-05  0.0093179144  0.62748490 -0.0023434692
#> [5,] -0.001242443 -1.819481e-03  0.0003645896  0.03565389  1.0004904544
#>              [,6]
#> [1,]  0.030100761
#> [2,] -0.022786104
#> [3,]  0.009196894
#> [4,]  0.036908316
#> [5,] -0.016081081
#> 
#> , , 13
#> 
#>               [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.9854632109  0.0013586603  0.0008178811 0.007365761  0.0005154734
#> [2,]  0.0450146522  0.9888668516  0.0346113216 0.144227066  0.0309151252
#> [3,] -0.0026364645  0.0003924175  0.9994460945 0.023649879 -0.0008673219
#> [4,] -0.0004794026 -0.0025807642  0.0033568194 0.595774824 -0.0017702496
#> [5,]  0.0038477200 -0.0005125396 -0.0018583653 0.032122935  0.9985610458
#>               [,6]
#> [1,]  0.0334887872
#> [2,]  0.2162870059
#> [3,]  0.0006605531
#> [4,] -0.0232471429
#> [5,] -0.0278513807
#> 
#> , , 14
#> 
#>               [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.9854632109  0.0013586603  0.0008178811 0.007365761  0.0005154734
#> [2,]  0.0450146522  0.9888668516  0.0346113216 0.144227066  0.0309151252
#> [3,] -0.0026364645  0.0003924175  0.9994460945 0.023649879 -0.0008673219
#> [4,] -0.0004794026 -0.0025807642  0.0033568194 0.595774824 -0.0017702496
#> [5,]  0.0038477200 -0.0005125396 -0.0018583653 0.032122935  0.9985610458
#>               [,6]
#> [1,]  0.0334887872
#> [2,]  0.2162870059
#> [3,]  0.0006605531
#> [4,] -0.0232471429
#> [5,] -0.0278513807
#> 
#> , , 15
#> 
#>               [,1]          [,2]         [,3]       [,4]          [,5]
#> [1,]  0.9889774832  0.0009299751  0.002141442 0.01510320 -0.0005420860
#> [2,] -0.0886263661  0.9865505228  0.044299662 0.01184332 -0.0024560591
#> [3,] -0.0090353817  0.0005749754  1.000161409 0.03090693 -0.0001538391
#> [4,] -0.0088551475 -0.0007335959 -0.002317457 0.65353000 -0.0028937123
#> [5,]  0.0005251159  0.0006985337 -0.004259229 0.02862559  1.0006869372
#>              [,6]
#> [1,]  0.023076175
#> [2,]  0.058768292
#> [3,]  0.014460523
#> [4,] -0.028075010
#> [5,] -0.004927445
#> 
#> , , 16
#> 
#>              [,1]          [,2]         [,3]        [,4]          [,5]
#> [1,]  1.000333063  0.0014734354 -0.001264298 -0.01427847  6.870193e-06
#> [2,]  0.001379704  0.9912251561  0.000921880 -0.14048062 -3.904226e-03
#> [3,] -0.003266279  0.0004123412  0.999599470  0.02377787  9.007850e-04
#> [4,]  0.011271520 -0.0011985866 -0.005465342  0.57016577  2.805985e-04
#> [5,]  0.004825526 -0.0005039899 -0.001830121  0.03998546  1.001599e+00
#>              [,6]
#> [1,]  0.014900856
#> [2,] -0.113863175
#> [3,]  0.015570692
#> [4,] -0.033404666
#> [5,] -0.005218551
#> 
#> , , 17
#> 
#>              [,1]          [,2]         [,3]        [,4]          [,5]
#> [1,]  0.993019938  0.0002764421 1.459725e-03 0.008087506  0.0018929382
#> [2,] -0.035806417  1.0133918339 4.380428e-03 0.065068301 -0.0083905171
#> [3,] -0.005984866  0.0010284814 1.000204e+00 0.030559513 -0.0001116972
#> [4,]  0.009176544 -0.0021945708 9.620922e-05 0.637962089  0.0028890497
#> [5,] -0.005177268  0.0005154169 3.647192e-03 0.039823677  0.9998827036
#>              [,6]
#> [1,] 0.0306880408
#> [2,] 0.1254500755
#> [3,] 0.0188495667
#> [4,] 0.0004364896
#> [5,] 0.0196433707
#> 
#> , , 18
#> 
#>              [,1]          [,2]          [,3]         [,4]          [,5]
#> [1,]  0.992398765  0.0009308067  0.0014199622  0.030551181 -9.866964e-05
#> [2,] -0.021499531  0.9859056794  0.0008774690  0.026356673 -1.468748e-03
#> [3,] -0.006917421 -0.0001775040  1.0013003569  0.013769756 -1.462923e-03
#> [4,] -0.021340606 -0.0012399825  0.0086116971  0.634806175 -5.836920e-05
#> [5,]  0.007236258  0.0002087803 -0.0003244554 -0.003257672  9.972522e-01
#>               [,6]
#> [1,]  0.0220230623
#> [2,] -0.1459642227
#> [3,]  0.0001460114
#> [4,]  0.0371547079
#> [5,] -0.0249024871
#> 
#> , , 19
#> 
#>              [,1]          [,2]        [,3]       [,4]          [,5]
#> [1,]  0.994173580 -0.0000802542 0.001666918 0.01267366  0.0003591593
#> [2,]  0.041721892  0.9840180568 0.014406452 0.03804984 -0.0016887581
#> [3,] -0.008465894 -0.0001188203 1.000978798 0.02125964  0.0004956108
#> [4,] -0.001743252 -0.0019150934 0.006848458 0.60433436 -0.0009985980
#> [5,] -0.007266724 -0.0003383806 0.002976474 0.07166417  0.9999904748
#>              [,6]
#> [1,]  0.014121128
#> [2,] -0.150081724
#> [3,]  0.014813700
#> [4,]  0.006786084
#> [5,]  0.009046783
#> 
#> , , 20
#> 
#>              [,1]          [,2]          [,3]         [,4]          [,5]
#> [1,]  0.994092092  0.0016836674  0.0005357042  0.008372831 -0.0002547316
#> [2,] -0.026492857  1.0015676801  0.0094769306 -0.380733292  0.0084732143
#> [3,] -0.004368073  0.0003617178  0.9988976958  0.001074391  0.0002658784
#> [4,]  0.007092660  0.0024886835  0.0025955135  0.645129867  0.0005726727
#> [5,]  0.003566529 -0.0006001756 -0.0002329762  0.041991167  0.9998147437
#>              [,6]
#> [1,]  0.025352945
#> [2,]  0.139422226
#> [3,]  0.008865196
#> [4,]  0.043297633
#> [5,] -0.011985539
#> 
#> , , 21
#> 
#>               [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.9955203288  0.0011483844 -0.0008037834 0.007997520 -0.0005840359
#> [2,]  0.0164674852  1.0063658660 -0.0122900397 0.287942715  0.0024321875
#> [3,] -0.0070449074  0.0001161433  1.0008414138 0.007929552  0.0006481269
#> [4,]  0.0022659215 -0.0031317680 -0.0007908014 0.633412028  0.0023902894
#> [5,]  0.0003059622 -0.0016280195  0.0032185967 0.006131808  1.0009155031
#>               [,6]
#> [1,]  0.0103478298
#> [2,]  0.0375071507
#> [3,]  0.0179978104
#> [4,] -0.0150451111
#> [5,]  0.0002382861
#> 
#> , , 22
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.992885982  6.024904e-05  0.0008085192  0.01147301  0.0008375801
#> [2,]  0.006951314  9.992900e-01 -0.0179503389 -0.48620981 -0.0114673364
#> [3,] -0.004103673 -2.947021e-05  0.9997401595  0.02706013 -0.0008229107
#> [4,] -0.009838871 -1.358730e-03  0.0029448583  0.59214081 -0.0017789110
#> [5,] -0.001321852 -1.954945e-05 -0.0003170915  0.04408122  0.9998528883
#>              [,6]
#> [1,]  0.016831280
#> [2,] -0.159841689
#> [3,] -0.001225317
#> [4,] -0.008017180
#> [5,] -0.003497274
#> 
#> , , 23
#> 
#>              [,1]          [,2]         [,3]        [,4]          [,5]
#> [1,]  0.998365691  8.959002e-04 -0.001582071 0.001773928  0.0009730883
#> [2,] -0.035535017  9.918440e-01 -0.004177941 0.182917466 -0.0056629273
#> [3,] -0.011954091  7.477561e-04  1.000819315 0.009291543 -0.0010138856
#> [4,] -0.001606099  3.326059e-05 -0.001453902 0.605752233 -0.0056921238
#> [5,] -0.003033080 -4.462469e-04 -0.001502986 0.016112922  0.9996936986
#>             [,6]
#> [1,]  0.01524654
#> [2,] -0.12946536
#> [3,]  0.01459206
#> [4,] -0.04177980
#> [5,] -0.01300194
#> 
#> , , 24
#> 
#>              [,1]          [,2]          [,3]        [,4]         [,5]
#> [1,]  0.995547547 -0.0001536115 -0.0002089997  0.01273209 -0.000280597
#> [2,] -0.001071749  0.9986020023 -0.0080986032 -0.11759033 -0.008030331
#> [3,] -0.008517795  0.0006385000  0.9994857634  0.02638624 -0.001499266
#> [4,] -0.011239332 -0.0001917712  0.0012407141  0.63243573  0.001018802
#> [5,] -0.001068465  0.0008819888 -0.0020532954  0.06651291  0.998593436
#>               [,6]
#> [1,] -0.0009992053
#> [2,] -0.1052886172
#> [3,]  0.0021977870
#> [4,]  0.0224293793
#> [5,] -0.0101463014
#> 
#> , , 25
#> 
#>               [,1]          [,2]          [,3]       [,4]          [,5]
#> [1,]  0.9966220842  1.401468e-03 -0.0038131762 0.05424862 -0.0009233121
#> [2,]  0.0067940053  9.982171e-01 -0.0224943331 0.06518601  0.0154165258
#> [3,] -0.0055506008  2.283377e-04  0.9993298574 0.02121855  0.0008778093
#> [4,]  0.0037870437 -2.791483e-03  0.0032588419 0.60773652  0.0043923301
#> [5,]  0.0002093367  8.588687e-06 -0.0005910435 0.03624138  1.0011186514
#>              [,6]
#> [1,] -0.002207851
#> [2,]  0.008253362
#> [3,]  0.013474443
#> [4,]  0.019728385
#> [5,]  0.004868294
#> 
#> , , 26
#> 
#>              [,1]          [,2]          [,3]        [,4]         [,5]
#> [1,]  0.995547547 -0.0001536115 -0.0002089997  0.01273209 -0.000280597
#> [2,] -0.001071749  0.9986020023 -0.0080986032 -0.11759033 -0.008030331
#> [3,] -0.008517795  0.0006385000  0.9994857634  0.02638624 -0.001499266
#> [4,] -0.011239332 -0.0001917712  0.0012407141  0.63243573  0.001018802
#> [5,] -0.001068465  0.0008819888 -0.0020532954  0.06651291  0.998593436
#>               [,6]
#> [1,] -0.0009992053
#> [2,] -0.1052886172
#> [3,]  0.0021977870
#> [4,]  0.0224293793
#> [5,] -0.0101463014
#> 
#> , , 27
#> 
#>              [,1]          [,2]          [,3]       [,4]          [,5]
#> [1,]  0.994943680 -1.989123e-04  0.0002996228 0.02467568  0.0002848140
#> [2,]  0.062102959  9.927927e-01 -0.0207735331 0.10648732  0.0145200345
#> [3,] -0.005828463  4.486149e-06  0.9994654777 0.02870161 -0.0006746753
#> [4,]  0.004393020  2.750684e-04 -0.0043556875 0.64099840  0.0001697020
#> [5,] -0.010165400  6.501436e-04  0.0012796343 0.04711886  0.9990156587
#>               [,6]
#> [1,]  6.869832e-03
#> [2,] -8.864682e-02
#> [3,]  9.389282e-05
#> [4,] -7.726666e-03
#> [5,]  8.203119e-03
#> 
#> , , 28
#> 
#>              [,1]          [,2]         [,3]        [,4]          [,5]
#> [1,]  0.995463552  0.0010009495 -0.002148058  0.02116380 -0.0018661487
#> [2,] -0.090507515  0.9865111538  0.009084100 -0.11133171 -0.0065277755
#> [3,] -0.008864083  0.0001828273  0.997538536  0.02024456 -0.0004092589
#> [4,] -0.017534846 -0.0034336053  0.004312222  0.61762872  0.0012774659
#> [5,]  0.001199975  0.0003461964 -0.003342922  0.05969529  1.0004736473
#>              [,6]
#> [1,] -0.006938992
#> [2,] -0.101494944
#> [3,] -0.001049415
#> [4,]  0.005910682
#> [5,] -0.007722627
#> 
#> , , 29
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.997498955  0.0002037334 -0.0007587609  0.01239362 -0.0008252994
#> [2,] -0.010074338  0.9911646860  0.0155347380  0.14475112  0.0045978951
#> [3,] -0.004370102 -0.0001545653  1.0002852121  0.02124865 -0.0005013166
#> [4,] -0.004288509 -0.0045092609  0.0044959242  0.63123233 -0.0006334482
#> [5,]  0.002856267 -0.0007949243  0.0006985265 -0.01527496  0.9999815876
#>              [,6]
#> [1,] -0.003366072
#> [2,] -0.002583971
#> [3,]  0.001920235
#> [4,] -0.028581987
#> [5,] -0.008213499
#> 
#> , , 30
#> 
#>               [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.9955203288  0.0011483844 -0.0008037834 0.007997520 -0.0005840359
#> [2,]  0.0164674852  1.0063658660 -0.0122900397 0.287942715  0.0024321875
#> [3,] -0.0070449074  0.0001161433  1.0008414138 0.007929552  0.0006481269
#> [4,]  0.0022659215 -0.0031317680 -0.0007908014 0.633412028  0.0023902894
#> [5,]  0.0003059622 -0.0016280195  0.0032185967 0.006131808  1.0009155031
#>               [,6]
#> [1,]  0.0103478298
#> [2,]  0.0375071507
#> [3,]  0.0179978104
#> [4,] -0.0150451111
#> [5,]  0.0002382861
#> 
#> , , 31
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.988588855 -5.951469e-05  0.0002090145 0.022329528 -5.693782e-05
#> [2,]  0.049070233  1.005622e+00 -0.0169617757 0.242752975  6.673616e-03
#> [3,] -0.005740228 -2.595316e-04  0.9992622598 0.015081158  1.522507e-04
#> [4,]  0.001321097 -7.891867e-04 -0.0006669283 0.676837592  5.355255e-03
#> [5,] -0.003248835  1.839824e-04  0.0010378107 0.009053957  1.000155e+00
#>             [,6]
#> [1,] 0.009102524
#> [2,] 0.032410372
#> [3,] 0.002521038
#> [4,] 0.034287515
#> [5,] 0.007757474
#> 
#> , , 32
#> 
#>              [,1]          [,2]         [,3]        [,4]          [,5]
#> [1,]  0.997034202  0.0002207129 0.0005683307  0.04461305  4.707393e-04
#> [2,] -0.005728460  0.9822745802 0.0239508440 -0.25939395  1.207735e-04
#> [3,] -0.009404997  0.0005115899 1.0005721582  0.01260219 -2.988638e-05
#> [4,] -0.013205256 -0.0013416356 0.0051615434  0.63210268  2.784700e-03
#> [5,] -0.003680893 -0.0006754677 0.0007915143  0.03994673  1.000857e+00
#>              [,6]
#> [1,]  0.012335287
#> [2,] -0.085715306
#> [3,]  0.016940237
#> [4,]  0.040224820
#> [5,]  0.003507627
#> 
#> , , 33
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.992885982  6.024904e-05  0.0008085192  0.01147301  0.0008375801
#> [2,]  0.006951314  9.992900e-01 -0.0179503389 -0.48620981 -0.0114673364
#> [3,] -0.004103673 -2.947021e-05  0.9997401595  0.02706013 -0.0008229107
#> [4,] -0.009838871 -1.358730e-03  0.0029448583  0.59214081 -0.0017789110
#> [5,] -0.001321852 -1.954945e-05 -0.0003170915  0.04408122  0.9998528883
#>              [,6]
#> [1,]  0.016831280
#> [2,] -0.159841689
#> [3,] -0.001225317
#> [4,] -0.008017180
#> [5,] -0.003497274
#> 
#> , , 34
#> 
#>              [,1]          [,2]         [,3]        [,4]          [,5]
#> [1,]  1.005100145 -0.0003120306 -0.001796269  0.02437761 -0.0004517954
#> [2,] -0.024277547  1.0023568640  0.013907708 -0.01738280 -0.0100518191
#> [3,] -0.004644516  0.0005852973  0.999675626  0.02885436  0.0005690326
#> [4,] -0.006477607 -0.0033153544 -0.001292420  0.68652283 -0.0023533930
#> [5,] -0.001260377  0.0009179637 -0.002397926  0.03837960  1.0000932998
#>              [,6]
#> [1,] -0.014398157
#> [2,]  0.016639672
#> [3,]  0.015468990
#> [4,] -0.049660380
#> [5,]  0.001361389
#> 
#> , , 35
#> 
#>               [,1]          [,2]         [,3]       [,4]          [,5]
#> [1,]  0.9889774832  0.0009299751  0.002141442 0.01510320 -0.0005420860
#> [2,] -0.0886263661  0.9865505228  0.044299662 0.01184332 -0.0024560591
#> [3,] -0.0090353817  0.0005749754  1.000161409 0.03090693 -0.0001538391
#> [4,] -0.0088551475 -0.0007335959 -0.002317457 0.65353000 -0.0028937123
#> [5,]  0.0005251159  0.0006985337 -0.004259229 0.02862559  1.0006869372
#>              [,6]
#> [1,]  0.023076175
#> [2,]  0.058768292
#> [3,]  0.014460523
#> [4,] -0.028075010
#> [5,] -0.004927445
#> 
#> , , 36
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.990921557  6.965505e-05  0.0028927066  0.01823802  0.0014994114
#> [2,] -0.012886248  9.914857e-01 -0.0046437223 -0.20543557  0.0094292981
#> [3,] -0.005886753 -8.363374e-05  1.0000092582  0.01242839  0.0003489457
#> [4,] -0.022558185 -6.348907e-05  0.0093179144  0.62748490 -0.0023434692
#> [5,] -0.001242443 -1.819481e-03  0.0003645896  0.03565389  1.0004904544
#>              [,6]
#> [1,]  0.030100761
#> [2,] -0.022786104
#> [3,]  0.009196894
#> [4,]  0.036908316
#> [5,] -0.016081081
#> 
#> , , 37
#> 
#>               [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.9854632109  0.0013586603  0.0008178811 0.007365761  0.0005154734
#> [2,]  0.0450146522  0.9888668516  0.0346113216 0.144227066  0.0309151252
#> [3,] -0.0026364645  0.0003924175  0.9994460945 0.023649879 -0.0008673219
#> [4,] -0.0004794026 -0.0025807642  0.0033568194 0.595774824 -0.0017702496
#> [5,]  0.0038477200 -0.0005125396 -0.0018583653 0.032122935  0.9985610458
#>               [,6]
#> [1,]  0.0334887872
#> [2,]  0.2162870059
#> [3,]  0.0006605531
#> [4,] -0.0232471429
#> [5,] -0.0278513807
#> 
#> , , 38
#> 
#>               [,1]          [,2]         [,3]       [,4]         [,5]
#> [1,]  1.0090077114 -8.055193e-05 -0.004339148 0.00390849  0.001528635
#> [2,]  0.0098107439  9.947911e-01 -0.014626429 0.08912261 -0.002363847
#> [3,] -0.0036590420 -3.065830e-04  0.998418080 0.02512877  0.000451907
#> [4,] -0.0052068007 -3.124493e-03  0.001013327 0.65337360  0.003232357
#> [5,]  0.0006605365 -6.946639e-04 -0.003177531 0.02980496  0.999396595
#>               [,6]
#> [1,] -8.063807e-03
#> [2,] -1.313642e-01
#> [3,] -4.970348e-05
#> [4,]  4.628765e-03
#> [5,] -2.637886e-02
#> 
#> , , 39
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.992885982  6.024904e-05  0.0008085192  0.01147301  0.0008375801
#> [2,]  0.006951314  9.992900e-01 -0.0179503389 -0.48620981 -0.0114673364
#> [3,] -0.004103673 -2.947021e-05  0.9997401595  0.02706013 -0.0008229107
#> [4,] -0.009838871 -1.358730e-03  0.0029448583  0.59214081 -0.0017789110
#> [5,] -0.001321852 -1.954945e-05 -0.0003170915  0.04408122  0.9998528883
#>              [,6]
#> [1,]  0.016831280
#> [2,] -0.159841689
#> [3,] -0.001225317
#> [4,] -0.008017180
#> [5,] -0.003497274
#> 
#> , , 40
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
#> [1,]  0.9868360123  3.383526e-04 0.0006733533 0.0001573091  0.0008811359
#> [2,] -0.0085798456  9.926180e-01 0.0214377383 0.3829564375 -0.0090816900
#> [3,] -0.0093013878 -3.783068e-04 1.0011951636 0.0108278673  0.0003876425
#> [4,] -0.0162705783 -3.928819e-03 0.0072992411 0.6254173001  0.0028083405
#> [5,]  0.0004492903 -8.442175e-05 0.0009462824 0.0247798292  1.0002171335
#>             [,6]
#> [1,]  0.02276304
#> [2,] -0.07141510
#> [3,]  0.01246416
#> [4,]  0.02108862
#> [5,]  0.00348577
#> 
#> , , 41
#> 
#>               [,1]          [,2]          [,3]        [,4]         [,5]
#> [1,]  0.9920089746  2.001515e-05  3.801809e-05  0.01949634 -0.001938827
#> [2,] -0.0099331310  9.976990e-01  6.868370e-03 -0.03508671 -0.010025971
#> [3,] -0.0067642607  7.314199e-04  9.988437e-01  0.01868688 -0.001370522
#> [4,]  0.0022723751 -4.611056e-03 -1.418572e-03  0.54131818 -0.003116646
#> [5,]  0.0001194374  1.078110e-03 -9.089114e-04  0.03720820  0.998863049
#>               [,6]
#> [1,] -0.0065225441
#> [2,] -0.0638713192
#> [3,]  0.0007864636
#> [4,] -0.0721306376
#> [5,] -0.0028022498
#> 
#> , , 42
#> 
#>              [,1]          [,2]         [,3]        [,4]          [,5]
#> [1,]  0.985936437 -0.0001831743  0.002570007 -0.01903409 -0.0004095055
#> [2,] -0.017920537  0.9824718604 -0.008263896  0.14256432 -0.0067491002
#> [3,] -0.004274203 -0.0001833463  0.998996474  0.02556774  0.0001663533
#> [4,] -0.006974650 -0.0025068446  0.004220024  0.57096502  0.0032462304
#> [5,]  0.002994227 -0.0001108758 -0.002999491  0.02954307  0.9993956616
#>              [,6]
#> [1,]  0.015129776
#> [2,] -0.264173865
#> [3,]  0.001637601
#> [4,]  0.024187919
#> [5,] -0.020816052
#> 
#> , , 43
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.992885982  6.024904e-05  0.0008085192  0.01147301  0.0008375801
#> [2,]  0.006951314  9.992900e-01 -0.0179503389 -0.48620981 -0.0114673364
#> [3,] -0.004103673 -2.947021e-05  0.9997401595  0.02706013 -0.0008229107
#> [4,] -0.009838871 -1.358730e-03  0.0029448583  0.59214081 -0.0017789110
#> [5,] -0.001321852 -1.954945e-05 -0.0003170915  0.04408122  0.9998528883
#>              [,6]
#> [1,]  0.016831280
#> [2,] -0.159841689
#> [3,] -0.001225317
#> [4,] -0.008017180
#> [5,] -0.003497274
#> 
#> , , 44
#> 
#>              [,1]          [,2]         [,3]        [,4]          [,5]
#> [1,]  1.002168266  0.0003945634 -0.004006252 -0.02521112 -0.0001139849
#> [2,] -0.034914608  0.9770579419 -0.029333547 -0.04287360  0.0035607047
#> [3,] -0.007534372  0.0003254442  0.997971245  0.01691162  0.0006753494
#> [4,]  0.017989543 -0.0003059388 -0.005697099  0.63407713  0.0071817413
#> [5,] -0.009634577  0.0006220036  0.002116521  0.03819376  1.0009346300
#>             [,6]
#> [1,] -0.01013573
#> [2,] -0.30843460
#> [3,]  0.00898338
#> [4,]  0.02582318
#> [5,]  0.02567851
#> 
#> , , 45
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.992551038  0.0003547842  0.0011285092 -0.02083237  1.633896e-03
#> [2,]  0.025825021  0.9923270681 -0.0084822722  0.13777978  4.398446e-03
#> [3,] -0.005107658 -0.0004896189  1.0004608406  0.01377332  9.877693e-05
#> [4,] -0.006859733 -0.0031437666 -0.0003414849  0.61552936 -2.706475e-04
#> [5,]  0.002705264 -0.0011415660  0.0005544491  0.02562594  9.993133e-01
#>             [,6]
#> [1,]  0.02763989
#> [2,] -0.10644003
#> [3,]  0.00383306
#> [4,] -0.02855967
#> [5,] -0.01922986
#> 
#> , , 46
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.993579171  0.0009906577 -0.0003216193 -0.03892303 -1.537386e-05
#> [2,] -0.005507828  0.9981262305 -0.0082807930  0.24503493 -5.043008e-03
#> [3,] -0.005839889  0.0005323264  0.9990799195  0.01741028 -8.317713e-04
#> [4,] -0.006425227 -0.0015045483  0.0049202454  0.68548584  3.229281e-04
#> [5,]  0.001257687  0.0002461553 -0.0003708850  0.04601567  9.999857e-01
#>              [,6]
#> [1,]  0.017220698
#> [2,] -0.092645609
#> [3,]  0.003800176
#> [4,]  0.014227718
#> [5,] -0.001239649
#> 
#> , , 47
#> 
#>              [,1]          [,2]          [,3]        [,4]          [,5]
#> [1,]  0.988588855 -5.951469e-05  0.0002090145 0.022329528 -5.693782e-05
#> [2,]  0.049070233  1.005622e+00 -0.0169617757 0.242752975  6.673616e-03
#> [3,] -0.005740228 -2.595316e-04  0.9992622598 0.015081158  1.522507e-04
#> [4,]  0.001321097 -7.891867e-04 -0.0006669283 0.676837592  5.355255e-03
#> [5,] -0.003248835  1.839824e-04  0.0010378107 0.009053957  1.000155e+00
#>             [,6]
#> [1,] 0.009102524
#> [2,] 0.032410372
#> [3,] 0.002521038
#> [4,] 0.034287515
#> [5,] 0.007757474
#> 
#> , , 48
#> 
#>               [,1]          [,2]          [,3]        [,4]         [,5]
#> [1,]  0.9880982820  0.0002386673  0.0029969653 -0.01365622 -0.001343502
#> [2,]  0.0234062361  1.0014262946 -0.0063191718 -0.27444075  0.010900046
#> [3,] -0.0050798888  0.0010825539  0.9995245146  0.02766443  0.000598700
#> [4,]  0.0069164900 -0.0005556866 -0.0010818412  0.57130007  0.001865150
#> [5,]  0.0007998893  0.0002936791 -0.0003483534  0.02768296  1.000544968
#>             [,6]
#> [1,] 0.012646844
#> [2,] 0.071473437
#> [3,] 0.021538154
#> [4,] 0.006619198
#> [5,] 0.003819319
#> 
#> , , 49
#> 
#>              [,1]          [,2]         [,3]         [,4]          [,5]
#> [1,]  0.995081054 -0.0006451761 -0.001934627 -0.002233716 -0.0005278105
#> [2,] -0.064453465  1.0041484486  0.039502377  0.152175719  0.0111637169
#> [3,] -0.006845189  0.0002509095  1.000644268  0.007215850  0.0008438682
#> [4,] -0.006250711 -0.0018848636 -0.001398264  0.606121593  0.0011206590
#> [5,]  0.004762157  0.0000295299 -0.002069034  0.026966160  1.0006622862
#>              [,6]
#> [1,] -0.013255105
#> [2,]  0.319568273
#> [3,]  0.019565091
#> [4,] -0.005392405
#> [5,] -0.006070117
#> 
#> , , 50
#> 
#>              [,1]         [,2]         [,3]        [,4]          [,5]
#> [1,]  0.994212864 1.227837e-03  0.002511646  0.04556513  4.375144e-05
#> [2,] -0.029185580 9.976425e-01 -0.008349324 -0.04671470  7.190984e-04
#> [3,] -0.005068826 1.017503e-03  0.999751476  0.02745348 -6.179441e-04
#> [4,] -0.009951319 3.073303e-03 -0.004285689  0.65572665 -2.785511e-04
#> [5,]  0.005461641 2.830014e-05 -0.001365542  0.03098116  9.994715e-01
#>             [,6]
#> [1,]  0.02922211
#> [2,] -0.03393889
#> [3,]  0.01234683
#> [4,]  0.02605814
#> [5,] -0.01356007
#> 
#> 
#> $B
#> , , 1
#> 
#>            [,1]      [,2]       [,3]       [,4]      [,5]
#> [1,]  60.256493  7.410159  129.04280  -4.344766 -29.12244
#> [2,] -45.828852  9.761267 -135.67920  22.802651  18.19059
#> [3,] -63.138783  2.032468   60.33221 -31.742285  48.70277
#> [4,]  -3.702602 -3.136623   58.71077  31.643870  57.38512
#> [5,]  74.357867  2.715050 -166.89502  -6.671672 100.43726
#> 
#> , , 2
#> 
#>           [,1]       [,2]       [,3]      [,4]       [,5]
#> [1,]  42.90837  6.6906265 -115.82260 -32.35730  70.477260
#> [2,]  37.94426 10.5510892   30.93826  17.75945 -21.245396
#> [3,]  72.74759 -2.8703416   10.86440  17.62139  85.796822
#> [4,] -47.23352  3.2343472 -136.50123  28.29006  66.573996
#> [5,] -58.54835 -0.3313766  183.06681 -18.68953   9.982299
#> 
#> , , 3
#> 
#>             [,1]       [,2]       [,3]       [,4]      [,5]
#> [1,]  15.6013517  -2.591218 -191.94209  -1.183631 -18.94886
#> [2,] -99.9170318   2.117202   53.48003   7.877709 -82.98103
#> [3,]  -0.1511921  -3.489788  140.67635 -42.738666 -67.02163
#> [4,]  29.4181999  -5.930270   74.38923  33.442656 -57.22146
#> [5,] -62.2456409 -10.159247   52.69443  -5.721215  36.75188
#> 
#> , , 4
#> 
#>            [,1]      [,2]      [,3]       [,4]      [,5]
#> [1,]  55.213005  1.896178  39.04794 -42.249747 -28.87044
#> [2,]   7.463526 10.748278  43.91213   4.957608  17.87242
#> [3,]  22.440729 -3.790231 200.97916  15.978666 -78.49849
#> [4,] 104.281821 -1.575999 -70.59207  12.665062  71.99848
#> [5,] -44.874324 -4.217246 124.98254 -18.368700  64.80189
#> 
#> , , 5
#> 
#>           [,1]       [,2]        [,3]      [,4]      [,5]
#> [1,]  15.81214  -2.329962   55.317689 -42.24562  62.33341
#> [2,] 100.81577   1.888411   -7.711903 -14.04077 -48.57853
#> [3,]  40.89167  -3.094544  129.510719  21.49165  27.96907
#> [4,]  14.75062 -11.026343  -65.507175  13.91310 -16.97543
#> [5,]  53.83789   4.196943 -220.662382  16.92317 103.80595
#> 
#> , , 6
#> 
#>           [,1]       [,2]       [,3]      [,4]       [,5]
#> [1,]  46.67602  8.4245048   83.35593 -17.23427  25.253989
#> [2,] -51.55298  8.9247504 -169.37731  18.74569  33.657120
#> [3,] -44.70653 -0.1992652  125.11871  37.47006  -7.540705
#> [4,]  70.15748  2.7705125  -12.19614  19.66211 -77.210920
#> [5,]  77.08647 -0.9499441 -151.60162  21.28235 110.803831
#> 
#> , , 7
#> 
#>            [,1]      [,2]       [,3]      [,4]      [,5]
#> [1,] 123.773310  2.335718  -76.15319 -5.648994  27.02777
#> [2,]   6.979518  5.905874 -133.20635 24.894872 -66.54557
#> [3,]  17.919586 -7.876950  153.43556  4.648639 -82.53108
#> [4,]  10.730935 -3.013879  -76.17070 43.599334  72.64701
#> [5,]  -1.616632 -7.562575 -163.56929 -9.311314  33.20172
#> 
#> , , 8
#> 
#>           [,1]        [,2]       [,3]       [,4]       [,5]
#> [1,]  85.81694  6.00019682 -184.31345  -5.662432  -3.662640
#> [2,]  24.52512  8.58535949  104.18110 -21.224049  29.736135
#> [3,]  52.63889 -8.23355273   28.57422 -23.245465  57.252442
#> [4,] -12.72797  2.50040816 -134.02865  14.164426 115.957433
#> [5,]  62.16202 -0.08065166   38.42198  41.138176   3.468725
#> 
#> , , 9
#> 
#>           [,1]      [,2]       [,3]       [,4]      [,5]
#> [1,]  11.11242  2.039931  215.86215   3.602164 -14.62011
#> [2,] -82.96318  1.823030  -42.56153  17.088021  66.89406
#> [3,]  35.67731 -9.684606   31.12020  14.864837  62.24123
#> [4,]  72.29255  5.772211 -144.36077  28.234418  55.64759
#> [5,]  32.86025  2.248606  -14.95877 -36.917280  84.44973
#> 
#> , , 10
#> 
#>           [,1]      [,2]       [,3]      [,4]      [,5]
#> [1,]  38.80254 -4.215311   53.68920 34.238536 -33.93892
#> [2,] -55.58540  2.044063 -136.74999 33.041147  51.67965
#> [3,] -13.86262 -6.817035   79.25308 -5.427432  75.27348
#> [4,]  77.10385  7.935705  -92.42131  7.845891  83.99372
#> [5,]  57.10808 -4.297208 -215.11038 -6.680205  68.03829
#> 
#> , , 11
#> 
#>           [,1]       [,2]        [,3]      [,4]      [,5]
#> [1,]  15.81214  -2.329962   55.317689 -42.24562  62.33341
#> [2,] 100.81577   1.888411   -7.711903 -14.04077 -48.57853
#> [3,]  40.89167  -3.094544  129.510719  21.49165  27.96907
#> [4,]  14.75062 -11.026343  -65.507175  13.91310 -16.97543
#> [5,]  53.83789   4.196943 -220.662382  16.92317 103.80595
#> 
#> , , 12
#> 
#>           [,1]       [,2]       [,3]       [,4]       [,5]
#> [1,] 70.310001 10.1103833 -197.70794  16.709597   60.31862
#> [2,]  4.760212  5.4499208   67.68029  -9.255559 -118.94065
#> [3,] 73.306714 -5.4549356   54.11861  20.346055  -42.16189
#> [4,] -1.664032  5.5624487  145.97697   8.839590   12.04996
#> [5,] 60.681399  0.4308233   28.02813 -43.208632   28.97227
#> 
#> , , 13
#> 
#>           [,1]        [,2]       [,3]       [,4]       [,5]
#> [1,]  85.81694  6.00019682 -184.31345  -5.662432  -3.662640
#> [2,]  24.52512  8.58535949  104.18110 -21.224049  29.736135
#> [3,]  52.63889 -8.23355273   28.57422 -23.245465  57.252442
#> [4,] -12.72797  2.50040816 -134.02865  14.164426 115.957433
#> [5,]  62.16202 -0.08065166   38.42198  41.138176   3.468725
#> 
#> , , 14
#> 
#>           [,1]        [,2]       [,3]       [,4]       [,5]
#> [1,]  85.81694  6.00019682 -184.31345  -5.662432  -3.662640
#> [2,]  24.52512  8.58535949  104.18110 -21.224049  29.736135
#> [3,]  52.63889 -8.23355273   28.57422 -23.245465  57.252442
#> [4,] -12.72797  2.50040816 -134.02865  14.164426 115.957433
#> [5,]  62.16202 -0.08065166   38.42198  41.138176   3.468725
#> 
#> , , 15
#> 
#>           [,1]      [,2]       [,3]       [,4]       [,5]
#> [1,]  40.97934 10.726058  -62.14165 -22.975630   3.688938
#> [2,]  75.90401  1.929813   82.89189  23.473460 -33.848246
#> [3,]  33.70332  1.586163   33.13212  -6.505085 113.528418
#> [4,] -86.00764  4.003634  167.94359   3.616852 -55.701502
#> [5,] -24.78189  6.117463 -158.48778  42.694783  46.614986
#> 
#> , , 16
#> 
#>           [,1]        [,2]       [,3]       [,4]      [,5]
#> [1,]  36.39733  -5.6219108 -143.66759  15.669106 -12.26329
#> [2,] -97.70236   0.4548908  -29.26438 -10.038645 -61.05919
#> [3,] -54.14288 -10.8442424  197.46309   3.758987 -57.51291
#> [4,] -11.26272   3.6394972  -22.84844  50.064855 -19.07950
#> [5,] -57.03416  -3.4438532  -95.00236   8.998988 106.45905
#> 
#> , , 17
#> 
#>            [,1]     [,2]       [,3]         [,4]       [,5]
#> [1,]   2.948037 8.498625 -195.74864  16.15725239   28.55424
#> [2,] -28.623194 1.543946   81.87438  28.63471670 -108.20141
#> [3,]  17.130332 5.259668   75.70770 -38.35310861  -55.91760
#> [4,] -91.175490 4.726789   79.64918   0.05328335   26.50725
#> [5,]  82.253318 4.608755   50.05543  12.31523724   27.79039
#> 
#> , , 18
#> 
#>           [,1]       [,2]       [,3]       [,4]      [,5]
#> [1,]  72.36999 -8.2293949   92.10843 -10.771194 -45.48445
#> [2,]  54.39783  6.9761926  100.54773  20.424454 -27.86244
#> [3,] -64.62141 -7.6655822  145.23615  30.283429 -21.51777
#> [4,]  55.93452 -2.2300631 -102.71352   6.983299 129.39972
#> [5,] -21.21183  0.6070649  167.82690 -33.657011  25.12851
#> 
#> , , 19
#> 
#>            [,1]      [,2]       [,3]       [,4]       [,5]
#> [1,]  81.315631  3.757114 -192.57229  24.372459   18.73535
#> [2,] -28.644358 10.211679   57.86270   8.394994  -53.47572
#> [3,]  -3.576474 -3.589477   12.47029 -16.417969 -109.66729
#> [4,] -55.529900 -6.451715   59.15517  40.229953  -19.57148
#> [5,] -87.846030  1.627413 -155.06438   2.609312   31.50904
#> 
#> , , 20
#> 
#>             [,1]      [,2]       [,3]      [,4]       [,5]
#> [1,]   23.179976  4.861142 -100.72343 21.881330 104.273624
#> [2,] -123.131992  1.824777   16.87736  1.498291  -6.390668
#> [3,]  -26.150864 -9.431983  122.76240 -6.848897  47.909950
#> [4,]   -8.356271 -4.368928  -23.19093 45.847676 -30.693565
#> [5,]   -8.857809 -3.445060 -206.60315 -4.991980  51.818300
#> 
#> , , 21
#> 
#>            [,1]      [,2]       [,3]      [,4]       [,5]
#> [1,]  63.566112  0.309404  154.05673 -10.32396  14.870233
#> [2,]  -1.237494  4.158856 -118.70001 -21.31970 115.496776
#> [3,] -87.815649 -1.078781  150.47293 -39.53936 -63.576315
#> [4,] -52.268619 -9.100791   97.28188  14.54495  28.999408
#> [5,] -24.102393  8.669582   49.66586  20.61079   1.416452
#> 
#> , , 22
#> 
#>            [,1]      [,2]      [,3]       [,4]      [,5]
#> [1,]  55.213005  1.896178  39.04794 -42.249747 -28.87044
#> [2,]   7.463526 10.748278  43.91213   4.957608  17.87242
#> [3,]  22.440729 -3.790231 200.97916  15.978666 -78.49849
#> [4,] 104.281821 -1.575999 -70.59207  12.665062  71.99848
#> [5,] -44.874324 -4.217246 124.98254 -18.368700  64.80189
#> 
#> , , 23
#> 
#>           [,1]       [,2]       [,3]      [,4]       [,5]
#> [1,]  46.67602  8.4245048   83.35593 -17.23427  25.253989
#> [2,] -51.55298  8.9247504 -169.37731  18.74569  33.657120
#> [3,] -44.70653 -0.1992652  125.11871  37.47006  -7.540705
#> [4,]  70.15748  2.7705125  -12.19614  19.66211 -77.210920
#> [5,]  77.08647 -0.9499441 -151.60162  21.28235 110.803831
#> 
#> , , 24
#> 
#>           [,1]       [,2]       [,3]       [,4]      [,5]
#> [1,]  27.87974 -0.4044553  154.34889   7.037398  53.12070
#> [2,]  39.90852  6.4022660   96.45219 -18.256137 -85.69826
#> [3,] -89.90021  2.9793282   64.85687 -26.816008  11.13198
#> [4,] -24.87808  9.0758781 -104.69109  31.326183  14.30371
#> [5,]  84.64189  6.5308941 -168.19165 -17.058262 100.93885
#> 
#> , , 25
#> 
#>           [,1]        [,2]       [,3]       [,4]       [,5]
#> [1,]  44.04529 -11.2788148   31.67299   1.982493   37.85912
#> [2,]  73.11498   2.1641289 -193.70811 -14.139993   35.06743
#> [3,]  38.52021  -0.5399659   29.27512  19.831073 -106.59232
#> [4,] -71.87831  -4.9350913 -109.46159   5.552515  -11.37717
#> [5,]  25.07315   4.1437075 -178.79872  41.908564   68.58379
#> 
#> , , 26
#> 
#>           [,1]       [,2]       [,3]       [,4]      [,5]
#> [1,]  27.87974 -0.4044553  154.34889   7.037398  53.12070
#> [2,]  39.90852  6.4022660   96.45219 -18.256137 -85.69826
#> [3,] -89.90021  2.9793282   64.85687 -26.816008  11.13198
#> [4,] -24.87808  9.0758781 -104.69109  31.326183  14.30371
#> [5,]  84.64189  6.5308941 -168.19165 -17.058262 100.93885
#> 
#> , , 27
#> 
#>           [,1]       [,2]         [,3]      [,4]      [,5]
#> [1,]  71.20161 -0.5558708 -214.9321195 27.424426  68.77851
#> [2,] -98.74673  1.0248566 -106.1083804  4.312589  46.35397
#> [3,] -36.89021 -1.0602458   96.6699214 42.332390 -19.95721
#> [4,]  16.56466  9.3524581  -73.1921201 12.121695 -62.09982
#> [5,]  27.80797  9.1313322   -0.5377029 -5.802095  71.22268
#> 
#> , , 28
#> 
#>            [,1]        [,2]        [,3]       [,4]      [,5]
#> [1,]  24.959007 -10.3364056  -61.376203  0.6151892 -16.80674
#> [2,] -47.424633   1.7790919 -186.802563 19.3024753  72.52528
#> [3,]  -6.046511   0.3790864    4.469232 38.6571501 -73.94789
#> [4,]  26.327388  -6.7513047   69.744758 23.1829390  66.82433
#> [5,] 112.913718   6.2152602 -170.817788 13.4307150  66.84935
#> 
#> , , 29
#> 
#>           [,1]         [,2]       [,3]       [,4]      [,5]
#> [1,]  63.53280  -1.06162353  27.376760  -3.715527  99.55541
#> [2,]  25.45037   1.73773972 207.800312 -30.710011 -67.75078
#> [3,] -10.18590 -11.75437961 128.028180  18.869500 -56.45633
#> [4,] -93.30362   0.08106235 148.873310   2.691338 -13.73415
#> [5,] -43.87981  -6.86548706   3.538838 -39.620985  22.16919
#> 
#> , , 30
#> 
#>            [,1]      [,2]       [,3]      [,4]       [,5]
#> [1,]  63.566112  0.309404  154.05673 -10.32396  14.870233
#> [2,]  -1.237494  4.158856 -118.70001 -21.31970 115.496776
#> [3,] -87.815649 -1.078781  150.47293 -39.53936 -63.576315
#> [4,] -52.268619 -9.100791   97.28188  14.54495  28.999408
#> [5,] -24.102393  8.669582   49.66586  20.61079   1.416452
#> 
#> , , 31
#> 
#>            [,1]        [,2]      [,3]       [,4]       [,5]
#> [1,]   0.846911  -5.1289260  56.46037 -39.259738 -68.902498
#> [2,] -27.103979   2.9055941  26.12831 -28.305217  70.114529
#> [3,] -33.385670 -10.8046724 138.03205   9.521791   8.892311
#> [4,] -41.803135   3.5471956 217.40255   5.312310 -79.752245
#> [5,] 104.431458   0.3994569  69.12067  -9.756169  25.888455
#> 
#> , , 32
#> 
#>           [,1]       [,2]       [,3]      [,4]       [,5]
#> [1,]  42.90837  6.6906265 -115.82260 -32.35730  70.477260
#> [2,]  37.94426 10.5510892   30.93826  17.75945 -21.245396
#> [3,]  72.74759 -2.8703416   10.86440  17.62139  85.796822
#> [4,] -47.23352  3.2343472 -136.50123  28.29006  66.573996
#> [5,] -58.54835 -0.3313766  183.06681 -18.68953   9.982299
#> 
#> , , 33
#> 
#>            [,1]      [,2]      [,3]       [,4]      [,5]
#> [1,]  55.213005  1.896178  39.04794 -42.249747 -28.87044
#> [2,]   7.463526 10.748278  43.91213   4.957608  17.87242
#> [3,]  22.440729 -3.790231 200.97916  15.978666 -78.49849
#> [4,] 104.281821 -1.575999 -70.59207  12.665062  71.99848
#> [5,] -44.874324 -4.217246 124.98254 -18.368700  64.80189
#> 
#> , , 34
#> 
#>            [,1]         [,2]      [,3]        [,4]       [,5]
#> [1,]   1.445617 -14.38645941  30.56867  -5.9145389  -6.659433
#> [2,] -20.578986   0.32590343  54.85964 -46.6117859 -14.574479
#> [3,]   7.949944  -1.07373371 220.72870   0.1818220 -66.708258
#> [4,]  38.403753  -0.02582515 -83.44423   0.7281828 -85.039263
#> [5,] 119.344592   2.86819385 -72.66264  -9.8401969  60.253673
#> 
#> , , 35
#> 
#>           [,1]      [,2]       [,3]       [,4]       [,5]
#> [1,]  40.97934 10.726058  -62.14165 -22.975630   3.688938
#> [2,]  75.90401  1.929813   82.89189  23.473460 -33.848246
#> [3,]  33.70332  1.586163   33.13212  -6.505085 113.528418
#> [4,] -86.00764  4.003634  167.94359   3.616852 -55.701502
#> [5,] -24.78189  6.117463 -158.48778  42.694783  46.614986
#> 
#> , , 36
#> 
#>           [,1]       [,2]       [,3]       [,4]       [,5]
#> [1,] 70.310001 10.1103833 -197.70794  16.709597   60.31862
#> [2,]  4.760212  5.4499208   67.68029  -9.255559 -118.94065
#> [3,] 73.306714 -5.4549356   54.11861  20.346055  -42.16189
#> [4,] -1.664032  5.5624487  145.97697   8.839590   12.04996
#> [5,] 60.681399  0.4308233   28.02813 -43.208632   28.97227
#> 
#> , , 37
#> 
#>           [,1]        [,2]       [,3]       [,4]       [,5]
#> [1,]  85.81694  6.00019682 -184.31345  -5.662432  -3.662640
#> [2,]  24.52512  8.58535949  104.18110 -21.224049  29.736135
#> [3,]  52.63889 -8.23355273   28.57422 -23.245465  57.252442
#> [4,] -12.72797  2.50040816 -134.02865  14.164426 115.957433
#> [5,]  62.16202 -0.08065166   38.42198  41.138176   3.468725
#> 
#> , , 38
#> 
#>           [,1]      [,2]      [,3]      [,4]       [,5]
#> [1,]  39.34240 11.122160  -59.5150  20.60268   40.42052
#> [2,] -77.18773  2.819452  135.4953   3.55121 -105.12750
#> [3,] -38.70036  2.398717  121.1554 -31.46321   24.32102
#> [4,] -11.81303 -6.764867  135.2067  24.57951   14.59231
#> [5,] -90.91764 -1.138213 -107.0206  15.29321   45.31287
#> 
#> , , 39
#> 
#>            [,1]      [,2]      [,3]       [,4]      [,5]
#> [1,]  55.213005  1.896178  39.04794 -42.249747 -28.87044
#> [2,]   7.463526 10.748278  43.91213   4.957608  17.87242
#> [3,]  22.440729 -3.790231 200.97916  15.978666 -78.49849
#> [4,] 104.281821 -1.575999 -70.59207  12.665062  71.99848
#> [5,] -44.874324 -4.217246 124.98254 -18.368700  64.80189
#> 
#> , , 40
#> 
#>            [,1]       [,2]       [,3]       [,4]      [,5]
#> [1,]  37.682964  -3.071442  161.50508   1.300587  32.21165
#> [2,]   9.877712   2.901947 -171.73779  27.508457 103.62282
#> [3,] -46.377749  -2.879445   26.52498 -34.322083  55.07064
#> [4,] -75.521632 -10.980818   80.19991  21.381740 -27.71906
#> [5,]  71.827493  -7.707561 -103.01995  -5.235371  12.35412
#> 
#> , , 41
#> 
#>             [,1]      [,2]          [,3]       [,4]       [,5]
#> [1,]   15.084054 -4.945155 -113.76961339 -22.759887  -15.97291
#> [2,]   -2.998657 10.857460   -0.08886675 -25.899011  -38.09866
#> [3,]  -44.772879 -3.916364  130.50065354  10.046636 -126.26371
#> [4,] -114.572567  1.781959  -46.19100963   2.756827   19.92573
#> [5,]   24.354073  5.372567 -202.25142995  31.893629   15.23594
#> 
#> , , 42
#> 
#>            [,1]      [,2]       [,3]       [,4]      [,5]
#> [1,]  60.256493  7.410159  129.04280  -4.344766 -29.12244
#> [2,] -45.828852  9.761267 -135.67920  22.802651  18.19059
#> [3,] -63.138783  2.032468   60.33221 -31.742285  48.70277
#> [4,]  -3.702602 -3.136623   58.71077  31.643870  57.38512
#> [5,]  74.357867  2.715050 -166.89502  -6.671672 100.43726
#> 
#> , , 43
#> 
#>            [,1]      [,2]      [,3]       [,4]      [,5]
#> [1,]  55.213005  1.896178  39.04794 -42.249747 -28.87044
#> [2,]   7.463526 10.748278  43.91213   4.957608  17.87242
#> [3,]  22.440729 -3.790231 200.97916  15.978666 -78.49849
#> [4,] 104.281821 -1.575999 -70.59207  12.665062  71.99848
#> [5,] -44.874324 -4.217246 124.98254 -18.368700  64.80189
#> 
#> , , 44
#> 
#>            [,1]      [,2]       [,3]       [,4]      [,5]
#> [1,]  78.508581 -6.369919  -14.42106   8.201585  63.10272
#> [2,]  -3.457816  0.212224  154.90746 -45.378826  25.71172
#> [3,] -32.301877 -8.933612  142.07371  -6.057804 -94.56306
#> [4,] -67.715170 -1.669070   86.29358  26.923535  29.07638
#> [5,] -64.260360 -4.289048 -125.14410  -6.927495  54.63429
#> 
#> , , 45
#> 
#>           [,1]       [,2]        [,3]       [,4]      [,5]
#> [1,]  55.17949  2.4415107  180.723639  -8.727578 -70.79007
#> [2,] -49.92108 11.0712401  -16.493667 -17.601491 -18.04728
#> [3,]  62.25010  0.9444327    3.360933 -27.310534  90.79570
#> [4,]  80.45634  6.7570775 -170.799517  23.886367  33.53150
#> [5,] -41.41119  1.6497297  105.252951  25.830339  31.66987
#> 
#> , , 46
#> 
#>            [,1]      [,2]       [,3]       [,4]      [,5]
#> [1,]  53.014438  0.104014 -154.29501   3.585937 -39.57440
#> [2,] -10.219016 10.378664 -147.40514  -8.783105  53.07884
#> [3,] 113.539079  4.821350   31.84690 -22.763741  12.49131
#> [4,]  -8.253196  5.254035  117.27274  14.580671 -84.75514
#> [5,]  52.693238  1.503736  -74.79326  41.354663  66.76001
#> 
#> , , 47
#> 
#>            [,1]        [,2]      [,3]       [,4]       [,5]
#> [1,]   0.846911  -5.1289260  56.46037 -39.259738 -68.902498
#> [2,] -27.103979   2.9055941  26.12831 -28.305217  70.114529
#> [3,] -33.385670 -10.8046724 138.03205   9.521791   8.892311
#> [4,] -41.803135   3.5471956 217.40255   5.312310 -79.752245
#> [5,] 104.431458   0.3994569  69.12067  -9.756169  25.888455
#> 
#> , , 48
#> 
#>           [,1]      [,2]      [,3]       [,4]      [,5]
#> [1,]  34.12760 -7.312005 -145.6646  16.244321  25.97879
#> [2,]  76.62585  2.823311  -65.2768 -20.218639  99.64028
#> [3,]  86.16867 -1.132907  126.5252  -2.405538 -47.42523
#> [4,] -24.94424 -6.775910  125.6177  14.771855  48.55002
#> [5,]  29.89382  7.948463 -110.4039  41.923658  35.85532
#> 
#> , , 49
#> 
#>           [,1]       [,2]       [,3]       [,4]       [,5]
#> [1,]  21.89787   3.033740  -93.54679 -35.117918  87.415350
#> [2,] -56.21685   6.015057  134.19644 -30.681075 -75.261093
#> [3,] -49.75769 -10.257764  138.88099 -18.826004 -29.253446
#> [4,] -75.65869  -0.166570 -143.70389   1.647635  -7.848538
#> [5,] -75.45768   2.446115   56.67724  18.045079  61.757439
#> 
#> , , 50
#> 
#>           [,1]      [,2]       [,3]      [,4]      [,5]
#> [1,]  38.80254 -4.215311   53.68920 34.238536 -33.93892
#> [2,] -55.58540  2.044063 -136.74999 33.041147  51.67965
#> [3,] -13.86262 -6.817035   79.25308 -5.427432  75.27348
#> [4,]  77.10385  7.935705  -92.42131  7.845891  83.99372
#> [5,]  57.10808 -4.297208 -215.11038 -6.680205  68.03829
#> 
#> 
#> $Q
#> , , 1
#> 
#>             [,1]       [,2]       [,3]        [,4]        [,5]
#> [1,]  0.49948894 -0.4288521 -0.5426724 -0.05743657  0.51846357
#> [2,]  0.71576742  0.6462761  0.2199787 -0.13403382  0.06040314
#> [3,]  0.42614965 -0.4252734  0.3437290  0.63983612 -0.33166113
#> [4,] -0.08058364  0.4449860 -0.6315666  0.61225404 -0.14752078
#> [5,] -0.22380918  0.1397967  0.3742862  0.44101101  0.77187143
#> 
#> , , 2
#> 
#>            [,1]       [,2]       [,3]       [,4]        [,5]
#> [1,]  0.1252488  0.2465186  0.5193716 -0.6514395 -0.47897905
#> [2,]  0.3712112  0.8816170 -0.1964202  0.1141234  0.18261600
#> [3,] -0.3644032  0.1214103  0.4328970 -0.2497842  0.77632328
#> [4,] -0.6532989  0.3480889  0.2811620  0.4941519 -0.35888226
#> [5,]  0.5356546 -0.1614733  0.6520892  0.5059882  0.07586935
#> 
#> , , 3
#> 
#>             [,1]         [,2]       [,3]       [,4]       [,5]
#> [1,]  0.01838998 -0.719568790  0.2601006  0.4189709 -0.4885629
#> [2,] -0.44106667  0.194790505 -0.1752450 -0.4140830 -0.7518918
#> [3,] -0.88476522 -0.006757047  0.1971152  0.2767422  0.3189109
#> [4,] -0.01917138  0.152913824 -0.7669725  0.6134282 -0.1082072
#> [5,] -0.14813835 -0.648728849 -0.5239615 -0.4473458  0.2873187
#> 
#> , , 4
#> 
#>             [,1]       [,2]       [,3]        [,4]       [,5]
#> [1,]  0.47434871 0.04452648  0.3304649  0.77250194 -0.2589293
#> [2,]  0.11386020 0.94763251 -0.1392040 -0.13997817 -0.2237339
#> [3,] -0.04350795 0.26519050  0.6444993 -0.02448608  0.7154035
#> [4,] -0.84274547 0.10273545  0.2949727  0.26945156 -0.3458503
#> [5,] -0.22341954 0.13830920 -0.6074759  0.55717425  0.5014820
#> 
#> , , 5
#> 
#>             [,1]       [,2]        [,3]        [,4]       [,5]
#> [1,]  0.07933735  0.8449928  0.46457923  0.08776623  0.2369726
#> [2,] -0.33483938  0.1341693 -0.08249137 -0.91904202  0.1357870
#> [3,]  0.19739912 -0.2727702  0.76151455 -0.25289112 -0.4927186
#> [4,] -0.79237252 -0.2512781  0.39270493  0.26033951  0.2949767
#> [5,]  0.46343020 -0.3611668  0.20794167 -0.12620723  0.7717661
#> 
#> , , 6
#> 
#>            [,1]       [,2]        [,3]       [,4]       [,5]
#> [1,]  0.3396445 -0.4670852 -0.21161175  0.6225443  0.4838720
#> [2,]  0.7557027  0.5846883  0.06252123  0.2051408 -0.2026362
#> [3,]  0.4078361 -0.5261095  0.67139057 -0.3090920 -0.1028365
#> [4,] -0.3397678  0.3266914  0.70548747  0.4215789  0.3199832
#> [5,]  0.1782768  0.2375974 -0.05323248 -0.5450590  0.7822032
#> 
#> , , 7
#> 
#>            [,1]        [,2]       [,3]        [,4]       [,5]
#> [1,]  0.9281181 -0.02833106  0.3427529  0.07384971 -0.1219054
#> [2,]  0.1496979  0.22616476 -0.6011678 -0.20037143 -0.7244920
#> [3,] -0.2443637 -0.65109090  0.3574747  0.17416523 -0.5985360
#> [4,] -0.1290921  0.53179347  0.1487954  0.79778388 -0.2047724
#> [5,]  0.1995219 -0.49124658 -0.6092533  0.53628805  0.2450986
#> 
#> , , 8
#> 
#>             [,1]       [,2]       [,3]       [,4]       [,5]
#> [1,]  0.53383156  0.2058268  0.5060978 -0.3028481 0.56991861
#> [2,]  0.26901179  0.7522186 -0.5896221  0.1050477 0.05577317
#> [3,] -0.79420910  0.4369295  0.1814323 -0.2356792 0.29977013
#> [4,] -0.10548779 -0.3882656 -0.4211978  0.2813839 0.76258617
#> [5,] -0.02758183  0.2239306  0.4311445  0.8732276 0.02612153
#> 
#> , , 9
#> 
#>             [,1]        [,2]       [,3]       [,4]        [,5]
#> [1,]  0.16946043 -0.79105048  0.2306956  0.5216137  0.14220035
#> [2,]  0.44843487  0.20010322 -0.7343669  0.4352529  0.17356568
#> [3,]  0.86771492  0.08469727  0.3675194 -0.3228050  0.02497109
#> [4,]  0.07671454  0.29813995  0.2573960  0.5191107 -0.75465150
#> [5,] -0.10665379  0.48799261  0.4540502  0.4059495  0.61606134
#> 
#> , , 10
#> 
#>            [,1]        [,2]       [,3]       [,4]       [,5]
#> [1,]  0.5282402 -0.62713695 -0.1232464 0.48590211  0.2763530
#> [2,] -0.3554483  0.03927849 -0.4126244 0.63995242 -0.5406623
#> [3,]  0.1865152 -0.21385303  0.7269914 0.05961519 -0.6224215
#> [4,]  0.7109351  0.65824122 -0.1357351 0.13266317 -0.1589536
#> [5,] -0.2332427  0.35516451  0.5173113 0.57724046  0.4675880
#> 
#> , , 11
#> 
#>             [,1]       [,2]        [,3]        [,4]       [,5]
#> [1,]  0.07933735  0.8449928  0.46457923  0.08776623  0.2369726
#> [2,] -0.33483938  0.1341693 -0.08249137 -0.91904202  0.1357870
#> [3,]  0.19739912 -0.2727702  0.76151455 -0.25289112 -0.4927186
#> [4,] -0.79237252 -0.2512781  0.39270493  0.26033951  0.2949767
#> [5,]  0.46343020 -0.3611668  0.20794167 -0.12620723  0.7717661
#> 
#> , , 12
#> 
#>            [,1]        [,2]       [,3]       [,4]        [,5]
#> [1,]  0.3472227  0.02977097  0.7830855 0.06811909  0.51057508
#> [2,]  0.5276338  0.46894133 -0.3477729 0.61357837  0.06536211
#> [3,] -0.5702766 -0.25153858  0.1551200 0.76388747  0.06266270
#> [4,]  0.3142506 -0.16564265  0.3940249 0.16819830 -0.83082057
#> [5,]  0.4207970 -0.82975814 -0.2941313 0.08406334  0.20211738
#> 
#> , , 13
#> 
#>             [,1]       [,2]       [,3]       [,4]       [,5]
#> [1,]  0.53383156  0.2058268  0.5060978 -0.3028481 0.56991861
#> [2,]  0.26901179  0.7522186 -0.5896221  0.1050477 0.05577317
#> [3,] -0.79420910  0.4369295  0.1814323 -0.2356792 0.29977013
#> [4,] -0.10548779 -0.3882656 -0.4211978  0.2813839 0.76258617
#> [5,] -0.02758183  0.2239306  0.4311445  0.8732276 0.02612153
#> 
#> , , 14
#> 
#>             [,1]       [,2]       [,3]       [,4]       [,5]
#> [1,]  0.53383156  0.2058268  0.5060978 -0.3028481 0.56991861
#> [2,]  0.26901179  0.7522186 -0.5896221  0.1050477 0.05577317
#> [3,] -0.79420910  0.4369295  0.1814323 -0.2356792 0.29977013
#> [4,] -0.10548779 -0.3882656 -0.4211978  0.2813839 0.76258617
#> [5,] -0.02758183  0.2239306  0.4311445  0.8732276 0.02612153
#> 
#> , , 15
#> 
#>             [,1]       [,2]        [,3]        [,4]       [,5]
#> [1,]  0.20569418  0.7646871  0.05481874 -0.55238148 -0.2545842
#> [2,]  0.80196401  0.2034418  0.13378041  0.45454439  0.3015914
#> [3,] -0.36705484  0.3512292  0.54131914  0.56743899 -0.3562238
#> [4,] -0.42321407  0.4372788 -0.13812850  0.07559243  0.7777425
#> [5,]  0.02653731 -0.2434960  0.81669567 -0.40070298  0.3353368
#> 
#> , , 16
#> 
#>             [,1]        [,2]        [,3]        [,4]        [,5]
#> [1,]  0.35191429 -0.76963459 -0.11441563 -0.16731415 -0.49268039
#> [2,] -0.63536667 -0.03219004 -0.60777023  0.30374015 -0.36555474
#> [3,] -0.61620717 -0.42356179  0.66016520  0.04909963  0.05152918
#> [4,]  0.29118794 -0.17260675  0.08089942  0.92631528  0.14426291
#> [5,] -0.08924034 -0.44432951 -0.41852311 -0.13884211  0.77470557
#> 
#> , , 17
#> 
#>             [,1]        [,2]        [,3]         [,4]      [,5]
#> [1,] -0.07557864 -0.07648986  0.13769718 -0.683440421 0.7087918
#> [2,]  0.55599891  0.13422779  0.48008607  0.488419486 0.4514553
#> [3,] -0.73345025  0.09287951 -0.09884449  0.503284413 0.4363012
#> [4,]  0.31558101  0.53276415 -0.74712573  0.005452385 0.2415459
#> [5,]  0.21820277 -0.82684216 -0.42730523  0.202560281 0.2123656
#> 
#> , , 18
#> 
#>            [,1]       [,2]       [,3]        [,4]       [,5]
#> [1,]  0.6815807  0.5174372 -0.3679536  0.32248584 -0.1682843
#> [2,] -0.5893594  0.6515146 -0.4076800 -0.16999183  0.1818902
#> [3,]  0.1748613  0.3525512  0.5836918  0.09782945  0.7034660
#> [4,] -0.2398026  0.3820508  0.5790732  0.21909457 -0.6428092
#> [5,] -0.3162618 -0.1937327 -0.1496170  0.89974031  0.1747232
#> 
#> , , 19
#> 
#>            [,1]        [,2]        [,3]       [,4]        [,5]
#> [1,]  0.5168505 -0.20291582 -0.00384823 -0.2203353 -0.80195277
#> [2,]  0.1316715  0.84988980 -0.32854135 -0.3898049 -0.02150942
#> [3,] -0.6922637  0.08357554 -0.36679940  0.2875810 -0.54455623
#> [4,]  0.4638651  0.23958043 -0.18324112  0.8329138  0.01037359
#> [5,]  0.1453557 -0.41488414 -0.85083880 -0.1518427  0.24445860
#> 
#> , , 20
#> 
#>            [,1]        [,2]        [,3]         [,4]       [,5]
#> [1,] 0.05395807 -0.98118493 -0.09257373 -0.024793847 -0.1586822
#> [2,] 0.44192909  0.17518351 -0.60783778 -0.364216046 -0.5214301
#> [3,] 0.05141553  0.05648520  0.68088603 -0.003979153 -0.7283847
#> [4,] 0.39158918  0.03115381 -0.14840610  0.900422312 -0.1135898
#> [5,] 0.80361779 -0.04925171  0.36923324 -0.236549707  0.3993542
#> 
#> , , 21
#> 
#>            [,1]       [,2]        [,3]       [,4]        [,5]
#> [1,]  0.6535238 -0.2094635 -0.42744147 -0.4177218 -0.41452858
#> [2,]  0.1877830  0.1451603  0.05356927 -0.5944204  0.76645992
#> [3,]  0.6962907 -0.1062522  0.24834518  0.5961997  0.29455107
#> [4,] -0.2020780 -0.4478628 -0.73049310  0.2666965  0.39221952
#> [5,]  0.1094894  0.8504016 -0.46811177  0.2135223  0.01042933
#> 
#> , , 22
#> 
#>             [,1]       [,2]       [,3]        [,4]       [,5]
#> [1,]  0.47434871 0.04452648  0.3304649  0.77250194 -0.2589293
#> [2,]  0.11386020 0.94763251 -0.1392040 -0.13997817 -0.2237339
#> [3,] -0.04350795 0.26519050  0.6444993 -0.02448608  0.7154035
#> [4,] -0.84274547 0.10273545  0.2949727  0.26945156 -0.3458503
#> [5,] -0.22341954 0.13830920 -0.6074759  0.55717425  0.5014820
#> 
#> , , 23
#> 
#>            [,1]       [,2]        [,3]       [,4]       [,5]
#> [1,]  0.3396445 -0.4670852 -0.21161175  0.6225443  0.4838720
#> [2,]  0.7557027  0.5846883  0.06252123  0.2051408 -0.2026362
#> [3,]  0.4078361 -0.5261095  0.67139057 -0.3090920 -0.1028365
#> [4,] -0.3397678  0.3266914  0.70548747  0.4215789  0.3199832
#> [5,]  0.1782768  0.2375974 -0.05323248 -0.5450590  0.7822032
#> 
#> , , 24
#> 
#>           [,1]        [,2]        [,3]       [,4]       [,5]
#> [1,] 0.2465873  0.41199215 -0.75815873 -0.2775460  0.3429588
#> [2,] 0.2418556  0.59701918  0.27416924  0.6670573  0.2548328
#> [3,] 0.8535628  0.02017492  0.18934071 -0.2456117 -0.4181489
#> [4,] 0.1253036 -0.34401005 -0.55514438  0.6385811 -0.3872790
#> [5,] 0.3693646 -0.59588643  0.07740406  0.0994581  0.7018589
#> 
#> , , 25
#> 
#>             [,1]        [,2]       [,3]        [,4]       [,5]
#> [1,]  0.38800364  0.46984016  0.3943069 -0.68647070  0.0445358
#> [2,] -0.81986133 -0.00776238 -0.1290587 -0.53196107  0.1677152
#> [3,]  0.31689026 -0.78978657 -0.1818967 -0.47451989 -0.1325224
#> [4,]  0.02925984 -0.30036297  0.4385032  0.11722795  0.8383904
#> [5,]  0.27569003  0.25536097 -0.7762052 -0.08284855  0.4994271
#> 
#> , , 26
#> 
#>           [,1]        [,2]        [,3]       [,4]       [,5]
#> [1,] 0.2465873  0.41199215 -0.75815873 -0.2775460  0.3429588
#> [2,] 0.2418556  0.59701918  0.27416924  0.6670573  0.2548328
#> [3,] 0.8535628  0.02017492  0.18934071 -0.2456117 -0.4181489
#> [4,] 0.1253036 -0.34401005 -0.55514438  0.6385811 -0.3872790
#> [5,] 0.3693646 -0.59588643  0.07740406  0.0994581  0.7018589
#> 
#> , , 27
#> 
#>            [,1]         [,2]        [,3]        [,4]       [,5]
#> [1,]  0.3928591 -0.898193043 -0.13493071 -0.03076224  0.1405645
#> [2,] -0.1957375  0.002840678  0.04896767  0.62983886  0.7500560
#> [3,] -0.4976161 -0.233536217  0.54647925 -0.55520810  0.3015683
#> [4,]  0.5175318  0.078231610  0.81004961  0.23695531 -0.1171003
#> [5,]  0.5402663  0.364117892 -0.15676712 -0.48780410  0.5594656
#> 
#> , , 28
#> 
#>            [,1]        [,2]        [,3]       [,4]       [,5]
#> [1,]  0.2306892 -0.66998586  0.02152481  0.1124521  0.6962705
#> [2,] -0.9026232 -0.06584765  0.12687003 -0.2946170  0.2793568
#> [3,] -0.3421624 -0.43050983 -0.06795543  0.7214473 -0.4153096
#> [4,]  0.0285739  0.31260718  0.83943685  0.3951948  0.2015618
#> [5,] -0.1190054  0.51353779 -0.52361104  0.4731704  0.4733476
#> 
#> , , 29
#> 
#>             [,1]       [,2]       [,3]        [,4]       [,5]
#> [1,]  0.33941152  0.3952127  0.1961463 -0.77567290 -0.2974306
#> [2,] -0.03427174  0.3239888 -0.7227879  0.18942569 -0.5792688
#> [3,]  0.58506187  0.3750227  0.3909278  0.59163599 -0.1191757
#> [4,] -0.04193243 -0.5901760  0.3358011  0.04634093 -0.7314534
#> [5,]  0.73455398 -0.4998885 -0.4165542 -0.10133525  0.1635719
#> 
#> , , 30
#> 
#>            [,1]       [,2]        [,3]       [,4]        [,5]
#> [1,]  0.6535238 -0.2094635 -0.42744147 -0.4177218 -0.41452858
#> [2,]  0.1877830  0.1451603  0.05356927 -0.5944204  0.76645992
#> [3,]  0.6962907 -0.1062522  0.24834518  0.5961997  0.29455107
#> [4,] -0.2020780 -0.4478628 -0.73049310  0.2666965  0.39221952
#> [5,]  0.1094894  0.8504016 -0.46811177  0.2135223  0.01042933
#> 
#> , , 31
#> 
#>             [,1]       [,2]        [,3]       [,4]       [,5]
#> [1,]  0.03741084 -0.4310793 -0.14815093 -0.1429063  0.8777244
#> [2,] -0.34145210  0.2794995 -0.74248062  0.4925730  0.1066998
#> [3,] -0.10958972  0.3426502  0.62216566  0.5865259  0.3734679
#> [4,] -0.76613234 -0.5705734  0.18700129  0.1172095 -0.1969255
#> [5,] -0.53201713  0.5413756  0.06866023 -0.6157913  0.1998926
#> 
#> , , 32
#> 
#>            [,1]       [,2]       [,3]       [,4]        [,5]
#> [1,]  0.1252488  0.2465186  0.5193716 -0.6514395 -0.47897905
#> [2,]  0.3712112  0.8816170 -0.1964202  0.1141234  0.18261600
#> [3,] -0.3644032  0.1214103  0.4328970 -0.2497842  0.77632328
#> [4,] -0.6532989  0.3480889  0.2811620  0.4941519 -0.35888226
#> [5,]  0.5356546 -0.1614733  0.6520892  0.5059882  0.07586935
#> 
#> , , 33
#> 
#>             [,1]       [,2]       [,3]        [,4]       [,5]
#> [1,]  0.47434871 0.04452648  0.3304649  0.77250194 -0.2589293
#> [2,]  0.11386020 0.94763251 -0.1392040 -0.13997817 -0.2237339
#> [3,] -0.04350795 0.26519050  0.6444993 -0.02448608  0.7154035
#> [4,] -0.84274547 0.10273545  0.2949727  0.26945156 -0.3458503
#> [5,] -0.22341954 0.13830920 -0.6074759  0.55717425  0.5014820
#> 
#> , , 34
#> 
#>             [,1]         [,2]         [,3]        [,4]        [,5]
#> [1,]  0.13069672 -0.186433018  0.411959217  0.28917278  0.83356452
#> [2,] -0.97848944  0.104008412  0.147392019  0.01344821  0.09917361
#> [3,]  0.08697318  0.009931176  0.722958837 -0.67175957 -0.13567106
#> [4,] -0.12273531 -0.969888040  0.008407514  0.02105752 -0.20913902
#> [5,] -0.05337130 -0.116805576 -0.534626065 -0.68153790  0.48289649
#> 
#> , , 35
#> 
#>             [,1]       [,2]        [,3]        [,4]       [,5]
#> [1,]  0.20569418  0.7646871  0.05481874 -0.55238148 -0.2545842
#> [2,]  0.80196401  0.2034418  0.13378041  0.45454439  0.3015914
#> [3,] -0.36705484  0.3512292  0.54131914  0.56743899 -0.3562238
#> [4,] -0.42321407  0.4372788 -0.13812850  0.07559243  0.7777425
#> [5,]  0.02653731 -0.2434960  0.81669567 -0.40070298  0.3353368
#> 
#> , , 36
#> 
#>            [,1]        [,2]       [,3]       [,4]        [,5]
#> [1,]  0.3472227  0.02977097  0.7830855 0.06811909  0.51057508
#> [2,]  0.5276338  0.46894133 -0.3477729 0.61357837  0.06536211
#> [3,] -0.5702766 -0.25153858  0.1551200 0.76388747  0.06266270
#> [4,]  0.3142506 -0.16564265  0.3940249 0.16819830 -0.83082057
#> [5,]  0.4207970 -0.82975814 -0.2941313 0.08406334  0.20211738
#> 
#> , , 37
#> 
#>             [,1]       [,2]       [,3]       [,4]       [,5]
#> [1,]  0.53383156  0.2058268  0.5060978 -0.3028481 0.56991861
#> [2,]  0.26901179  0.7522186 -0.5896221  0.1050477 0.05577317
#> [3,] -0.79420910  0.4369295  0.1814323 -0.2356792 0.29977013
#> [4,] -0.10548779 -0.3882656 -0.4211978  0.2813839 0.76258617
#> [5,] -0.02758183  0.2239306  0.4311445  0.8732276 0.02612153
#> 
#> , , 38
#> 
#>             [,1]       [,2]       [,3]       [,4]       [,5]
#> [1,] 0.120502987 -0.3875430 -0.3289150  0.0630497 -0.8503700
#> [2,] 0.850941132  0.2908189  0.2904317 -0.2926778 -0.1459887
#> [3,] 0.004487745  0.1451112  0.5401752  0.8005473 -0.2150752
#> [4,] 0.395277322  0.1820597 -0.6911001  0.5057558  0.2778521
#> [5,] 0.324212767 -0.8432270  0.1950788  0.1170448  0.3634543
#> 
#> , , 39
#> 
#>             [,1]       [,2]       [,3]        [,4]       [,5]
#> [1,]  0.47434871 0.04452648  0.3304649  0.77250194 -0.2589293
#> [2,]  0.11386020 0.94763251 -0.1392040 -0.13997817 -0.2237339
#> [3,] -0.04350795 0.26519050  0.6444993 -0.02448608  0.7154035
#> [4,] -0.84274547 0.10273545  0.2949727  0.26945156 -0.3458503
#> [5,] -0.22341954 0.13830920 -0.6074759  0.55717425  0.5014820
#> 
#> , , 40
#> 
#>             [,1]        [,2]       [,3]       [,4]        [,5]
#> [1,]  0.52729634 -0.11707212 -0.4407752 -0.4529191  0.55572860
#> [2,] -0.02449304  0.05384861 -0.2590740 -0.6565107 -0.70595666
#> [3,]  0.80947251 -0.19194437  0.1507678  0.3386085 -0.41294671
#> [4,]  0.01209658  0.51369706 -0.7232241  0.4476085 -0.11208287
#> [5,]  0.25683963  0.82623673  0.4391059 -0.2210180  0.09850561
#> 
#> , , 41
#> 
#>             [,1]        [,2]        [,3]        [,4]       [,5]
#> [1,] -0.01885567  0.03022613 -0.14417135 -0.97879200  0.1411088
#> [2,] -0.58310322  0.76468629 -0.11526601  0.08552604  0.2337618
#> [3,] -0.65609942 -0.26649698  0.06291958 -0.10510376 -0.6953468
#> [4,] -0.46390773 -0.51372099  0.29960087  0.04339499  0.6551615
#> [5,] -0.11814512 -0.28180023 -0.93392120  0.14738247  0.1126941
#> 
#> , , 42
#> 
#>             [,1]       [,2]       [,3]        [,4]        [,5]
#> [1,]  0.49948894 -0.4288521 -0.5426724 -0.05743657  0.51846357
#> [2,]  0.71576742  0.6462761  0.2199787 -0.13403382  0.06040314
#> [3,]  0.42614965 -0.4252734  0.3437290  0.63983612 -0.33166113
#> [4,] -0.08058364  0.4449860 -0.6315666  0.61225404 -0.14752078
#> [5,] -0.22380918  0.1397967  0.3742862  0.44101101  0.77187143
#> 
#> , , 43
#> 
#>             [,1]       [,2]       [,3]        [,4]       [,5]
#> [1,]  0.47434871 0.04452648  0.3304649  0.77250194 -0.2589293
#> [2,]  0.11386020 0.94763251 -0.1392040 -0.13997817 -0.2237339
#> [3,] -0.04350795 0.26519050  0.6444993 -0.02448608  0.7154035
#> [4,] -0.84274547 0.10273545  0.2949727  0.26945156 -0.3458503
#> [5,] -0.22341954 0.13830920 -0.6074759  0.55717425  0.5014820
#> 
#> , , 44
#> 
#>            [,1]        [,2]        [,3]        [,4]       [,5]
#> [1,]  0.6376550 -0.07088738 -0.08302506 -0.48401810 -0.5892406
#> [2,] -0.5446313  0.08670174 -0.63945646  0.03055577 -0.5348096
#> [3,]  0.2265881  0.48122850  0.25396883  0.69195519 -0.4168631
#> [4,]  0.1295658 -0.84729985 -0.07901464  0.48728430 -0.1469910
#> [5,]  0.4781668  0.19483294 -0.71656039  0.22032896  0.4139964
#> 
#> , , 45
#> 
#>            [,1]       [,2]       [,3]       [,4]       [,5]
#> [1,]  0.6102200 -0.4393477  0.2895803  0.5255521 -0.2730265
#> [2,]  0.2867922  0.7792140  0.1016412  0.4352976  0.3328075
#> [3,]  0.4434480 -0.2226533  0.2369435 -0.4744723  0.6873960
#> [4,] -0.1723781 -0.3598470 -0.5699610  0.4874514  0.5275713
#> [5,] -0.5648198 -0.1439957  0.7244408  0.2675412  0.2526876
#> 
#> , , 46
#> 
#>            [,1]       [,2]       [,3]        [,4]      [,5]
#> [1,]  0.3512017 -0.3953439  0.7815226 -0.03730436 0.3289246
#> [2,] -0.1348192  0.6564264  0.3676893  0.63134543 0.1309032
#> [3,] -0.8667020 -0.4377625  0.1692901  0.16814840 0.0160800
#> [4,]  0.1025357 -0.2168958 -0.4644612  0.35744052 0.7739217
#> [5,] -0.3111193  0.4172862  0.0982021 -0.66631353 0.5248425
#> 
#> , , 47
#> 
#>             [,1]       [,2]        [,3]       [,4]       [,5]
#> [1,]  0.03741084 -0.4310793 -0.14815093 -0.1429063  0.8777244
#> [2,] -0.34145210  0.2794995 -0.74248062  0.4925730  0.1066998
#> [3,] -0.10958972  0.3426502  0.62216566  0.5865259  0.3734679
#> [4,] -0.76613234 -0.5705734  0.18700129  0.1172095 -0.1969255
#> [5,] -0.53201713  0.5413756  0.06866023 -0.6157913  0.1998926
#> 
#> , , 48
#> 
#>            [,1]        [,2]         [,3]       [,4]       [,5]
#> [1,]  0.3229261  0.34830772  0.850434200 -0.1684148  0.1509922
#> [2,] -0.7519584  0.20238748  0.040840195 -0.3542898  0.5161480
#> [3,] -0.4501579 -0.05522445  0.372439714  0.8017195 -0.1133255
#> [4,]  0.2944824 -0.48247136 -0.005324571  0.2458912  0.7874076
#> [5,]  0.2022756  0.77581743 -0.369261505  0.3780193  0.2791760
#> 
#> , , 49
#> 
#>             [,1]       [,2]       [,3]        [,4]       [,5]
#> [1,]  0.03276081 -0.2519135 -0.2622639 -0.73525438 -0.5710385
#> [2,]  0.03938653  0.5725652 -0.7649713 -0.12628552  0.2636070
#> [3,] -0.14440975  0.1904964  0.4372860 -0.66224240  0.5595291
#> [4,] -0.74355090 -0.5083169 -0.3276776  0.03837707  0.2826668
#> [5,]  0.65088656 -0.5603871 -0.2178184 -0.05843948  0.4598401
#> 
#> , , 50
#> 
#>            [,1]        [,2]       [,3]       [,4]       [,5]
#> [1,]  0.5282402 -0.62713695 -0.1232464 0.48590211  0.2763530
#> [2,] -0.3554483  0.03927849 -0.4126244 0.63995242 -0.5406623
#> [3,]  0.1865152 -0.21385303  0.7269914 0.05961519 -0.6224215
#> [4,]  0.7109351  0.65824122 -0.1357351 0.13266317 -0.1589536
#> [5,] -0.2332427  0.35516451  0.5173113 0.57724046  0.4675880
#> 
#> 
#> $Sigma
#> , , 1
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  6.633592e-05 -2.418660e-05 7.026935e-07 -1.078641e-06 -5.318014e-06
#> [2,] -2.418660e-05  6.263936e-03 8.823514e-05  6.694110e-05  3.187845e-05
#> [3,]  7.026935e-07  8.823514e-05 2.077783e-05  1.945496e-05  1.944243e-05
#> [4,] -1.078641e-06  6.694110e-05 1.945496e-05  4.042471e-04  1.529093e-05
#> [5,] -5.318014e-06  3.187845e-05 1.944243e-05  1.529093e-05  7.829938e-05
#> 
#> , , 2
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  8.068986e-05 -1.211743e-04 2.840927e-06 -2.202803e-06 -1.800143e-05
#> [2,] -1.211743e-04  6.423148e-03 9.104519e-05  5.691132e-05  3.189162e-05
#> [3,]  2.840927e-06  9.104519e-05 2.098258e-05  1.675630e-05  1.593013e-05
#> [4,] -2.202803e-06  5.691132e-05 1.675630e-05  3.702294e-04  2.781449e-06
#> [5,] -1.800143e-05  3.189162e-05 1.593013e-05  2.781449e-06  7.614332e-05
#> 
#> , , 3
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  7.577105e-05 -5.130921e-05 7.312611e-06 -4.889696e-06 -1.281367e-05
#> [2,] -5.130921e-05  6.686512e-03 8.835618e-05  3.654966e-05  5.023218e-05
#> [3,]  7.312611e-06  8.835618e-05 2.018676e-05  1.848495e-05  1.316046e-05
#> [4,] -4.889696e-06  3.654966e-05 1.848495e-05  3.481931e-04  1.289492e-05
#> [5,] -1.281367e-05  5.023218e-05 1.316046e-05  1.289492e-05  7.406046e-05
#> 
#> , , 4
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  6.287274e-05 -2.952100e-05 5.280979e-06 -2.624202e-06 -9.948775e-07
#> [2,] -2.952100e-05  6.851817e-03 7.619506e-05  1.281020e-04  4.419776e-05
#> [3,]  5.280979e-06  7.619506e-05 2.015109e-05  1.289338e-05  1.532988e-05
#> [4,] -2.624202e-06  1.281020e-04 1.289338e-05  4.003525e-04  1.534442e-05
#> [5,] -9.948775e-07  4.419776e-05 1.532988e-05  1.534442e-05  7.207727e-05
#> 
#> , , 5
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
#> [1,]  7.003473e-05  8.101775e-06 7.034242e-06 1.244191e-05 -4.621528e-06
#> [2,]  8.101775e-06  6.954225e-03 7.743791e-05 2.950481e-04 -5.756880e-05
#> [3,]  7.034242e-06  7.743791e-05 1.936361e-05 2.859929e-05  1.280808e-05
#> [4,]  1.244191e-05  2.950481e-04 2.859929e-05 3.894738e-04  1.236539e-05
#> [5,] -4.621528e-06 -5.756880e-05 1.280808e-05 1.236539e-05  6.692588e-05
#> 
#> , , 6
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  5.883672e-05 -5.282627e-06 3.449109e-06  1.422934e-05 -5.495578e-06
#> [2,] -5.282627e-06  6.574974e-03 6.216411e-05 -3.945296e-05  1.383151e-06
#> [3,]  3.449109e-06  6.216411e-05 2.029333e-05  1.833814e-05  1.883293e-05
#> [4,]  1.422934e-05 -3.945296e-05 1.833814e-05  3.692347e-04  3.104070e-06
#> [5,] -5.495578e-06  1.383151e-06 1.883293e-05  3.104070e-06  6.964192e-05
#> 
#> , , 7
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  6.739594e-05 -4.503712e-05 6.438614e-06  9.847702e-06 -2.637522e-06
#> [2,] -4.503712e-05  6.426369e-03 8.009172e-05 -7.109859e-08  1.311155e-04
#> [3,]  6.438614e-06  8.009172e-05 1.841236e-05  2.229186e-05  1.597777e-05
#> [4,]  9.847702e-06 -7.109859e-08 2.229186e-05  4.078033e-04  4.508705e-06
#> [5,] -2.637522e-06  1.311155e-04 1.597777e-05  4.508705e-06  7.035523e-05
#> 
#> , , 8
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
#> [1,]  7.332424e-05 -7.022031e-05 7.102778e-06 1.463042e-06 -4.770497e-06
#> [2,] -7.022031e-05  5.819490e-03 6.795328e-05 4.069486e-05  3.050336e-05
#> [3,]  7.102778e-06  6.795328e-05 1.899276e-05 1.399904e-05  9.821760e-06
#> [4,]  1.463042e-06  4.069486e-05 1.399904e-05 3.536733e-04  1.076969e-05
#> [5,] -4.770497e-06  3.050336e-05 9.821760e-06 1.076969e-05  6.287200e-05
#> 
#> , , 9
#> 
#>               [,1]         [,2]         [,3]         [,4]          [,5]
#> [1,]  7.166858e-05 4.120058e-06 2.074330e-06 4.844893e-06 -1.125631e-05
#> [2,]  4.120058e-06 7.839643e-03 1.119113e-04 1.869678e-04  7.400293e-05
#> [3,]  2.074330e-06 1.119113e-04 1.881937e-05 1.998630e-05  1.251624e-05
#> [4,]  4.844893e-06 1.869678e-04 1.998630e-05 3.959064e-04  3.471226e-06
#> [5,] -1.125631e-05 7.400293e-05 1.251624e-05 3.471226e-06  6.400987e-05
#> 
#> , , 10
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  8.217756e-05 -5.721595e-05 7.220433e-06  1.720836e-05 -1.125154e-05
#> [2,] -5.721595e-05  7.229844e-03 9.173719e-05 -7.993814e-05  8.739419e-05
#> [3,]  7.220433e-06  9.173719e-05 2.164522e-05  1.697924e-05  2.338883e-05
#> [4,]  1.720836e-05 -7.993814e-05 1.697924e-05  4.355512e-04  9.527784e-06
#> [5,] -1.125154e-05  8.739419e-05 2.338883e-05  9.527784e-06  7.732154e-05
#> 
#> , , 11
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
#> [1,]  7.003473e-05  8.101775e-06 7.034242e-06 1.244191e-05 -4.621528e-06
#> [2,]  8.101775e-06  6.954225e-03 7.743791e-05 2.950481e-04 -5.756880e-05
#> [3,]  7.034242e-06  7.743791e-05 1.936361e-05 2.859929e-05  1.280808e-05
#> [4,]  1.244191e-05  2.950481e-04 2.859929e-05 3.894738e-04  1.236539e-05
#> [5,] -4.621528e-06 -5.756880e-05 1.280808e-05 1.236539e-05  6.692588e-05
#> 
#> , , 12
#> 
#>               [,1]          [,2]         [,3]         [,4]         [,5]
#> [1,]  7.855163e-05 -9.964860e-05 8.198500e-06 1.007345e-05 2.406974e-07
#> [2,] -9.964860e-05  5.840911e-03 8.703842e-05 5.027197e-06 1.755361e-05
#> [3,]  8.198500e-06  8.703842e-05 2.367832e-05 2.193364e-05 2.049800e-05
#> [4,]  1.007345e-05  5.027197e-06 2.193364e-05 3.885449e-04 1.781261e-05
#> [5,]  2.406974e-07  1.755361e-05 2.049800e-05 1.781261e-05 6.795625e-05
#> 
#> , , 13
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
#> [1,]  7.332424e-05 -7.022031e-05 7.102778e-06 1.463042e-06 -4.770497e-06
#> [2,] -7.022031e-05  5.819490e-03 6.795328e-05 4.069486e-05  3.050336e-05
#> [3,]  7.102778e-06  6.795328e-05 1.899276e-05 1.399904e-05  9.821760e-06
#> [4,]  1.463042e-06  4.069486e-05 1.399904e-05 3.536733e-04  1.076969e-05
#> [5,] -4.770497e-06  3.050336e-05 9.821760e-06 1.076969e-05  6.287200e-05
#> 
#> , , 14
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
#> [1,]  7.332424e-05 -7.022031e-05 7.102778e-06 1.463042e-06 -4.770497e-06
#> [2,] -7.022031e-05  5.819490e-03 6.795328e-05 4.069486e-05  3.050336e-05
#> [3,]  7.102778e-06  6.795328e-05 1.899276e-05 1.399904e-05  9.821760e-06
#> [4,]  1.463042e-06  4.069486e-05 1.399904e-05 3.536733e-04  1.076969e-05
#> [5,] -4.770497e-06  3.050336e-05 9.821760e-06 1.076969e-05  6.287200e-05
#> 
#> , , 15
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  6.703482e-05 -3.253203e-05 2.720502e-06  2.129867e-05 -1.506631e-05
#> [2,] -3.253203e-05  6.051666e-03 6.154039e-05 -7.673182e-05 -7.618326e-06
#> [3,]  2.720502e-06  6.154039e-05 2.112649e-05  1.987225e-05  1.593512e-05
#> [4,]  2.129867e-05 -7.673182e-05 1.987225e-05  3.648956e-04  8.543083e-06
#> [5,] -1.506631e-05 -7.618326e-06 1.593512e-05  8.543083e-06  6.890008e-05
#> 
#> , , 16
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  6.484523e-05 -1.573074e-04 3.124181e-06 -1.261528e-06 -4.720855e-06
#> [2,] -1.573074e-04  6.768811e-03 1.026099e-04  8.295458e-05  3.522377e-05
#> [3,]  3.124181e-06  1.026099e-04 2.175803e-05  2.153426e-05  1.820827e-05
#> [4,] -1.261528e-06  8.295458e-05 2.153426e-05  3.612513e-04  1.515258e-05
#> [5,] -4.720855e-06  3.522377e-05 1.820827e-05  1.515258e-05  6.991631e-05
#> 
#> , , 17
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  6.406264e-05  7.446637e-06 5.225507e-06  1.569619e-05 -3.074553e-06
#> [2,]  7.446637e-06  7.126003e-03 7.753819e-05 -3.990294e-06  5.327170e-05
#> [3,]  5.225507e-06  7.753819e-05 2.490929e-05  2.951498e-05  2.153970e-05
#> [4,]  1.569619e-05 -3.990294e-06 2.951498e-05  4.077546e-04  2.779304e-05
#> [5,] -3.074553e-06  5.327170e-05 2.153970e-05  2.779304e-05  7.799699e-05
#> 
#> , , 18
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
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#> [5,] -6.532893e-06  5.930350e-05 1.623722e-05 2.173797e-05  6.495181e-05
#> 
#> , , 19
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> 
#> , , 20
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
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#> [5,] -3.351257e-06  1.018852e-04 1.752903e-05 1.287305e-05  7.486582e-05
#> 
#> , , 21
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -1.476761e-05  8.671849e-06 1.739280e-05  1.524285e-05  7.471564e-05
#> 
#> , , 22
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -9.948775e-07  4.419776e-05 1.532988e-05  1.534442e-05  7.207727e-05
#> 
#> , , 23
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -5.495578e-06  1.383151e-06 1.883293e-05  3.104070e-06  6.964192e-05
#> 
#> , , 24
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
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#> [5,] -1.137578e-05  3.433379e-05 1.402313e-05 5.733642e-06  6.279635e-05
#> 
#> , , 25
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -3.791203e-06  8.085300e-05 1.956693e-05  2.815615e-05  7.342274e-05
#> 
#> , , 26
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
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#> [5,] -1.137578e-05  3.433379e-05 1.402313e-05 5.733642e-06  6.279635e-05
#> 
#> , , 27
#> 
#>               [,1]          [,2]         [,3]         [,4]         [,5]
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#> [5,]  1.445718e-06  4.566738e-05 2.158071e-05 2.234730e-05 8.394072e-05
#> 
#> , , 28
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -1.548199e-05  4.405355e-05 1.847753e-05  8.908840e-06  7.191227e-05
#> 
#> , , 29
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -2.031647e-05  4.774980e-05 2.136189e-05  3.793915e-05  8.421298e-05
#> 
#> , , 30
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -1.476761e-05  8.671849e-06 1.739280e-05  1.524285e-05  7.471564e-05
#> 
#> , , 31
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -1.266099e-05  1.195054e-05 1.595068e-05 -9.145649e-07  7.792238e-05
#> 
#> , , 32
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -1.800143e-05  3.189162e-05 1.593013e-05  2.781449e-06  7.614332e-05
#> 
#> , , 33
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#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> 
#> , , 34
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> 
#> , , 35
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#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> 
#> , , 36
#> 
#>               [,1]          [,2]         [,3]         [,4]         [,5]
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#> [5,]  2.406974e-07  1.755361e-05 2.049800e-05 1.781261e-05 6.795625e-05
#> 
#> , , 37
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
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#> [5,] -4.770497e-06  3.050336e-05 9.821760e-06 1.076969e-05  6.287200e-05
#> 
#> , , 38
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -1.316173e-05  8.460256e-05 2.189345e-05 -1.114070e-06  9.119622e-05
#> 
#> , , 39
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -9.948775e-07  4.419776e-05 1.532988e-05  1.534442e-05  7.207727e-05
#> 
#> , , 40
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
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#> [5,] -3.258631e-06 -2.824731e-06 1.553421e-05 9.042082e-06  7.842317e-05
#> 
#> , , 41
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> 
#> , , 42
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -5.318014e-06  3.187845e-05 1.944243e-05  1.529093e-05  7.829938e-05
#> 
#> , , 43
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
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#> [5,] -9.948775e-07  4.419776e-05 1.532988e-05  1.534442e-05  7.207727e-05
#> 
#> , , 44
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
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#> [5,] -6.473501e-06  1.622024e-05 1.680306e-05 1.881825e-05  7.199183e-05
#> 
#> , , 45
#> 
#>               [,1]          [,2]         [,3]         [,4]          [,5]
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#> [2,] -2.149938e-05  6.004227e-03 8.002837e-05 1.820274e-04  8.204079e-05
#> [3,]  3.941226e-06  8.002837e-05 1.901040e-05 2.348918e-05  1.656779e-05
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#> [5,] -1.229325e-05  8.204079e-05 1.656779e-05 1.553783e-05  8.216836e-05
#> 
#> , , 46
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  6.006262e-05 -1.470008e-04 4.237038e-06  5.714168e-06 -4.704627e-06
#> [2,] -1.470008e-04  7.206290e-03 7.929912e-05  2.088339e-04 -1.802272e-05
#> [3,]  4.237038e-06  7.929912e-05 2.173388e-05  9.232878e-06  1.940209e-05
#> [4,]  5.714168e-06  2.088339e-04 9.232878e-06  4.085208e-04 -1.113810e-05
#> [5,] -4.704627e-06 -1.802272e-05 1.940209e-05 -1.113810e-05  8.289310e-05
#> 
#> , , 47
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  7.654639e-05 -4.623640e-05 4.395769e-06  2.789681e-05 -1.266099e-05
#> [2,] -4.623640e-05  6.557316e-03 7.654101e-05 -6.073445e-05  1.195054e-05
#> [3,]  4.395769e-06  7.654101e-05 1.829248e-05  7.989665e-06  1.595068e-05
#> [4,]  2.789681e-05 -6.073445e-05 7.989665e-06  4.045646e-04 -9.145649e-07
#> [5,] -1.266099e-05  1.195054e-05 1.595068e-05 -9.145649e-07  7.792238e-05
#> 
#> , , 48
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  6.978649e-05 -9.822757e-05 1.761459e-06  1.801760e-05 -1.687214e-05
#> [2,] -9.822757e-05  6.511030e-03 9.801605e-05 -2.647310e-05  7.093533e-05
#> [3,]  1.761459e-06  9.801605e-05 2.061169e-05  2.569536e-05  1.546466e-05
#> [4,]  1.801760e-05 -2.647310e-05 2.569536e-05  4.198098e-04 -1.370627e-06
#> [5,] -1.687214e-05  7.093533e-05 1.546466e-05 -1.370627e-06  7.791052e-05
#> 
#> , , 49
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  6.234677e-05  1.857927e-05 7.819685e-06  2.749832e-07 -4.825053e-06
#> [2,]  1.857927e-05  6.862569e-03 7.186911e-05  2.080101e-04 -4.415149e-05
#> [3,]  7.819685e-06  7.186911e-05 2.114682e-05  1.449313e-05  1.746127e-05
#> [4,]  2.749832e-07  2.080101e-04 1.449313e-05  3.695987e-04 -7.144458e-06
#> [5,] -4.825053e-06 -4.415149e-05 1.746127e-05 -7.144458e-06  7.453514e-05
#> 
#> , , 50
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  8.217756e-05 -5.721595e-05 7.220433e-06  1.720836e-05 -1.125154e-05
#> [2,] -5.721595e-05  7.229844e-03 9.173719e-05 -7.993814e-05  8.739419e-05
#> [3,]  7.220433e-06  9.173719e-05 2.164522e-05  1.697924e-05  2.338883e-05
#> [4,]  1.720836e-05 -7.993814e-05 1.697924e-05  4.355512e-04  9.527784e-06
#> [5,] -1.125154e-05  8.739419e-05 2.338883e-05  9.527784e-06  7.732154e-05
#> 
#> 
#> $Theta0
#> , , 1
#> 
#>              [,1]          [,2]         [,3]          [,4]         [,5]
#> [1,] 4.068181e-03 -0.0034928656 -0.004419896 -0.0004678028  0.004222723
#> [2,] 5.512626e-02  0.0523870500  0.019009492 -0.0104300766  0.003237604
#> [3,] 2.726669e-03 -0.0011927421  0.001717895  0.0026718563 -0.001352955
#> [4,] 7.399028e-04  0.0075592862 -0.010709095  0.0146056549 -0.004306617
#> [5,] 7.798008e-05 -0.0003100547  0.004901597  0.0060382634  0.004208430
#> 
#> , , 2
#> 
#>              [,1]         [,2]         [,3]         [,4]         [,5]
#> [1,]  0.001125079  0.002214416  0.004665387 -0.005851721 -0.004302551
#> [2,]  0.027636537  0.066323279 -0.022523560  0.017803577  0.020888134
#> [3,] -0.001118684  0.001676728  0.001835327 -0.001169293  0.003490564
#> [4,] -0.013438099  0.007551283  0.006621040  0.008659848 -0.003714015
#> [5,]  0.002872266 -0.001422007  0.005353839  0.003926790  0.004667766
#> 
#> , , 3
#> 
#>               [,1]          [,2]          [,3]         [,4]          [,5]
#> [1,]  0.0001600784 -0.0062635993  0.0022640860  0.003646997 -4.252772e-03
#> [2,] -0.0360810755  0.0201282615 -0.0158258495 -0.036241540 -5.844325e-02
#> [3,] -0.0042608066 -0.0004104472  0.0008582922  0.001057950  8.883434e-05
#> [4,] -0.0043755096  0.0032274527 -0.0132719635  0.011921122 -6.110759e-04
#> [5,] -0.0042747427 -0.0039535536 -0.0038367619 -0.003502457  3.628843e-03
#> 
#> , , 4
#> 
#>              [,1]         [,2]         [,3]          [,4]         [,5]
#> [1,]  0.003761221 0.0003530608  0.002620333  0.0061253479 -0.002053111
#> [2,]  0.007649292 0.0781957911 -0.012741385 -0.0144511361 -0.017536977
#> [3,]  0.000235594 0.0020811603  0.002882308  0.0002751434  0.002716792
#> [4,] -0.016756316 0.0041824985  0.007239460  0.0047895476 -0.005170637
#> [5,] -0.002101724 0.0025050593 -0.002521632  0.0041282207  0.006163106
#> 
#> , , 5
#> 
#>               [,1]          [,2]         [,3]          [,4]         [,5]
#> [1,]  0.0006639485  0.0070714706  0.003887913  0.0007344871  0.001983146
#> [2,] -0.0278442363  0.0120059368 -0.006428894 -0.0765506193  0.011552203
#> [3,]  0.0005921259 -0.0003176868  0.003528677 -0.0018380705 -0.001755563
#> [4,] -0.0145914572 -0.0044782458  0.012015929  0.0002656475  0.003472091
#> [5,]  0.0044189050 -0.0040981917  0.003785558 -0.0012364729  0.003839878
#> 
#> , , 6
#> 
#>              [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  0.002605246 -0.0035827814 -0.001623170  0.0047752316  0.0037115452
#> [2,]  0.061040947  0.0477301269  0.005215162  0.0162047466 -0.0167636499
#> [3,]  0.002535824 -0.0020826198  0.002917608 -0.0009268343 -0.0003926362
#> [4,] -0.004424712  0.0028342978  0.015478003  0.0076855995  0.0065564030
#> [5,]  0.003030216 -0.0004920782  0.002192924 -0.0059274968  0.0045026024
#> 
#> , , 7
#> 
#>               [,1]          [,2]         [,3]          [,4]         [,5]
#> [1,]  0.0076193882 -0.0002325839  0.002813831  0.0006062694 -0.001000783
#> [2,]  0.0068807164  0.0182433354 -0.049959749 -0.0164301836 -0.057273711
#> [3,] -0.0001122429 -0.0024429904  0.001094574  0.0005578708 -0.003304883
#> [4,] -0.0026606979  0.0069510705  0.005121013  0.0165153976 -0.007309134
#> [5,]  0.0006391114 -0.0059419828 -0.004414029  0.0036671661 -0.001306847
#> 
#> , , 8
#> 
#>              [,1]         [,2]          [,3]         [,4]          [,5]
#> [1,]  0.004571177  0.001762486  0.0043336941 -0.002593275  0.0048801888
#> [2,]  0.016025134  0.055363042 -0.0488692646  0.010450686 -0.0004435682
#> [3,] -0.002598592  0.002731232  0.0005939943 -0.001128873  0.0017757459
#> [4,] -0.004252577 -0.005342434 -0.0074627482  0.004465266  0.0152123664
#> [5,] -0.002327906  0.002809121  0.0031276135  0.006263615  0.0007394987
#> 
#> , , 9
#> 
#>             [,1]          [,2]          [,3]          [,4]         [,5]
#> [1,] 0.001434606 -0.0066968197  0.0019530068  0.0044158410  0.001203830
#> [2,] 0.039787084  0.0173322387 -0.0649088791  0.0387913331  0.015436784
#> [3,] 0.004202737  0.0004097318  0.0006519713 -0.0006600443  0.000357446
#> [4,] 0.006124895  0.0060857136  0.0050852582  0.0099155809 -0.014041991
#> [5,] 0.001804331  0.0048772550  0.0033068762  0.0014665623  0.004886759
#> 
#> , , 10
#> 
#>               [,1]         [,2]          [,3]        [,4]          [,5]
#> [1,]  0.0047885949 -0.005685112 -1.117251e-03 0.004404792  0.0025051908
#> [2,] -0.0334738997  0.007288823 -3.421016e-02 0.051197243 -0.0475891046
#> [3,]  0.0008431379 -0.001404077  2.658386e-03 0.001381975 -0.0031600693
#> [4,]  0.0165055681  0.011441661  5.310145e-06 0.003340783 -0.0045874816
#> [5,] -0.0018472465  0.001916398  7.182393e-03 0.004233649 -0.0008521071
#> 
#> , , 11
#> 
#>               [,1]          [,2]         [,3]          [,4]         [,5]
#> [1,]  0.0006639485  0.0070714706  0.003887913  0.0007344871  0.001983146
#> [2,] -0.0278442363  0.0120059368 -0.006428894 -0.0765506193  0.011552203
#> [3,]  0.0005921259 -0.0003176868  0.003528677 -0.0018380705 -0.001755563
#> [4,] -0.0145914572 -0.0044782458  0.012015929  0.0002656475  0.003472091
#> [5,]  0.0044189050 -0.0040981917  0.003785558 -0.0012364729  0.003839878
#> 
#> , , 12
#> 
#>              [,1]          [,2]          [,3]         [,4]          [,5]
#> [1,]  0.003077413  0.0002638582  0.0069404366 0.0006037351  0.0045251941
#> [2,]  0.035982181  0.0351145708 -0.0350941151 0.0456171486 -0.0007995423
#> [3,] -0.001622050 -0.0005251194  0.0009896823 0.0043678779  0.0008448047
#> [4,]  0.003989497 -0.0041550191  0.0090523886 0.0068622258 -0.0150442261
#> [5,]  0.000538448 -0.0067635040 -0.0014715334 0.0040658029  0.0017958771
#> 
#> , , 13
#> 
#>              [,1]         [,2]          [,3]         [,4]          [,5]
#> [1,]  0.004571177  0.001762486  0.0043336941 -0.002593275  0.0048801888
#> [2,]  0.016025134  0.055363042 -0.0488692646  0.010450686 -0.0004435682
#> [3,] -0.002598592  0.002731232  0.0005939943 -0.001128873  0.0017757459
#> [4,] -0.004252577 -0.005342434 -0.0074627482  0.004465266  0.0152123664
#> [5,] -0.002327906  0.002809121  0.0031276135  0.006263615  0.0007394987
#> 
#> , , 14
#> 
#>              [,1]         [,2]          [,3]         [,4]          [,5]
#> [1,]  0.004571177  0.001762486  0.0043336941 -0.002593275  0.0048801888
#> [2,]  0.016025134  0.055363042 -0.0488692646  0.010450686 -0.0004435682
#> [3,] -0.002598592  0.002731232  0.0005939943 -0.001128873  0.0017757459
#> [4,] -0.004252577 -0.005342434 -0.0074627482  0.004465266  0.0152123664
#> [5,] -0.002327906  0.002809121  0.0031276135  0.006263615  0.0007394987
#> 
#> , , 15
#> 
#>               [,1]         [,2]          [,3]          [,4]         [,5]
#> [1,]  0.0016841169  0.006260860  0.0004488273 -0.0045226119 -0.002084403
#> [2,]  0.0614880144  0.012767179  0.0101757061  0.0375087949  0.024442473
#> [3,] -0.0009390589  0.002003568  0.0025690870  0.0027447253 -0.001447982
#> [4,] -0.0095373109  0.011392020 -0.0001492577  0.0020422738  0.011830640
#> [5,] -0.0016314714 -0.001969014  0.0077746390  0.0001345794  0.001377766
#> 
#> , , 16
#> 
#>              [,1]         [,2]          [,3]          [,4]          [,5]
#> [1,]  0.002833844 -0.006197601 -0.0009213494 -0.0013473229 -0.0039673845
#> [2,] -0.057653075  0.012462069 -0.0463378843  0.0275433595 -0.0195906848
#> [3,] -0.003474947 -0.002223256  0.0020482656  0.0005718294 -0.0004664007
#> [4,]  0.001868609 -0.005020875  0.0039074150  0.0176209859  0.0026044869
#> [5,] -0.003605767 -0.004476737 -0.0004950448 -0.0008100209  0.0059976978
#> 
#> , , 17
#> 
#>               [,1]          [,2]          [,3]         [,4]        [,5]
#> [1,] -0.0006049249 -0.0006122183  1.102116e-03 -0.005470199 0.005673109
#> [2,]  0.0468618453  0.0112590744  4.065243e-02  0.040591892 0.038767023
#> [3,] -0.0031096563  0.0005241038  4.672521e-05  0.002446604 0.002996096
#> [4,]  0.0016166474  0.0106297770 -1.471037e-02  0.001659319 0.008544033
#> [5,] -0.0010964912 -0.0057097371 -3.569110e-03  0.004316714 0.003580648
#> 
#> , , 18
#> 
#>               [,1]         [,2]         [,3]          [,4]         [,5]
#> [1,]  0.0055476730 0.0042116397 -0.002994930  0.0026248485 -0.001369737
#> [2,] -0.0477605599 0.0482118049 -0.030008770 -0.0142300685  0.014588246
#> [3,]  0.0004295572 0.0023475018  0.001802341  0.0003761472  0.002986819
#> [4,] -0.0041970940 0.0101636314  0.011517892  0.0047363105 -0.010854479
#> [5,] -0.0026536736 0.0003252233  0.001586482  0.0063911015  0.003800125
#> 
#> , , 19
#> 
#>              [,1]         [,2]          [,3]          [,4]          [,5]
#> [1,]  0.003959395 -0.001554461 -2.947983e-05 -0.0016879046 -0.0061434549
#> [2,]  0.006844232  0.067569701 -2.557644e-02 -0.0289194815  0.0036247716
#> [3,] -0.002423400  0.001098982 -1.909116e-03  0.0006500694 -0.0029347974
#> [4,]  0.009153715  0.005671107 -5.097856e-03  0.0162716871 -0.0034542017
#> [5,] -0.001999081 -0.002884942 -7.734296e-03 -0.0013604689  0.0002651115
#> 
#> , , 20
#> 
#>              [,1]          [,2]          [,3]          [,4]          [,5]
#> [1,] 0.0004279003 -0.0077810285 -0.0007341316 -0.0001966211 -0.0012583870
#> [2,] 0.0376830079  0.0233290665 -0.0516762761 -0.0312211474 -0.0436667361
#> [3,] 0.0008359259  0.0000269418  0.0021104889 -0.0005128950 -0.0039339160
#> [4,] 0.0086040857  0.0011099127 -0.0007924178  0.0168462998 -0.0064658319
#> [5,] 0.0067402215  0.0004352534  0.0047772167 -0.0025313391 -0.0001277116
#> 
#> , , 21
#> 
#>              [,1]          [,2]          [,3]         [,4]         [,5]
#> [1,]  0.005879016 -0.0018843067 -0.0038452086 -0.003757772 -0.003729046
#> [2,]  0.005708963  0.0143921685  0.0102004203 -0.041124996  0.066336839
#> [3,]  0.003513534 -0.0003799511  0.0009674639  0.001734968  0.001998518
#> [4,] -0.004178346 -0.0077743406 -0.0110190196  0.008395374  0.011320337
#> [5,]  0.002697114  0.0062942572 -0.0014482198  0.004773382  0.001714943
#> 
#> , , 22
#> 
#>              [,1]         [,2]         [,3]          [,4]         [,5]
#> [1,]  0.003761221 0.0003530608  0.002620333  0.0061253479 -0.002053111
#> [2,]  0.007649292 0.0781957911 -0.012741385 -0.0144511361 -0.017536977
#> [3,]  0.000235594 0.0020811603  0.002882308  0.0002751434  0.002716792
#> [4,] -0.016756316 0.0041824985  0.007239460  0.0047895476 -0.005170637
#> [5,] -0.002101724 0.0025050593 -0.002521632  0.0041282207  0.006163106
#> 
#> , , 23
#> 
#>              [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  0.002605246 -0.0035827814 -0.001623170  0.0047752316  0.0037115452
#> [2,]  0.061040947  0.0477301269  0.005215162  0.0162047466 -0.0167636499
#> [3,]  0.002535824 -0.0020826198  0.002917608 -0.0009268343 -0.0003926362
#> [4,] -0.004424712  0.0028342978  0.015478003  0.0076855995  0.0065564030
#> [5,]  0.003030216 -0.0004920782  0.002192924 -0.0059274968  0.0045026024
#> 
#> , , 24
#> 
#>             [,1]         [,2]          [,3]          [,4]         [,5]
#> [1,] 0.001935401  0.003233621 -0.0059505942 -0.0021783877  0.002691796
#> [2,] 0.018007624  0.045823832  0.0276519021  0.0563465138  0.018393918
#> [3,] 0.004043617  0.001246576  0.0007756983 -0.0001364299 -0.001135876
#> [4,] 0.007454751 -0.004547752 -0.0113226757  0.0133181171 -0.008422830
#> [5,] 0.005209550 -0.004367828  0.0025797670  0.0002043544  0.003143576
#> 
#> , , 25
#> 
#>               [,1]          [,2]          [,3]          [,4]          [,5]
#> [1,]  0.0033137249  0.0040126454  0.0033675577 -0.0058627672  0.0003803557
#> [2,] -0.0651721232 -0.0008667909 -0.0104376174 -0.0417838095  0.0132655769
#> [3,]  0.0006947141 -0.0030532578 -0.0006425183 -0.0031438764 -0.0003424613
#> [4,]  0.0035363201 -0.0125333705  0.0075430829 -0.0009507148  0.0160219979
#> [5,]  0.0023763718 -0.0017158711 -0.0068848052 -0.0029473443  0.0029570258
#> 
#> , , 26
#> 
#>             [,1]         [,2]          [,3]          [,4]         [,5]
#> [1,] 0.001935401  0.003233621 -0.0059505942 -0.0021783877  0.002691796
#> [2,] 0.018007624  0.045823832  0.0276519021  0.0563465138  0.018393918
#> [3,] 0.004043617  0.001246576  0.0007756983 -0.0001364299 -0.001135876
#> [4,] 0.007454751 -0.004547752 -0.0113226757  0.0133181171 -0.008422830
#> [5,] 0.005209550 -0.004367828  0.0025797670  0.0002043544  0.003143576
#> 
#> , , 27
#> 
#>              [,1]          [,2]         [,3]          [,4]         [,5]
#> [1,]  0.003141800 -0.0071830912 -0.001079077 -0.0002460139 0.0011241319
#> [2,] -0.019040251  0.0087898063  0.005112898  0.0495021009 0.0572602533
#> [3,] -0.001998007 -0.0019855580  0.002336257 -0.0018479032 0.0022651375
#> [4,]  0.007684193 -0.0007502772  0.018066992  0.0023834988 0.0002085375
#> [5,]  0.001825344  0.0016015084  0.001255246 -0.0060703043 0.0062944238
#> 
#> , , 28
#> 
#>              [,1]         [,2]          [,3]          [,4]         [,5]
#> [1,]  0.001938882 -0.005631055  1.809103e-04  0.0009451301  0.005851971
#> [2,] -0.070046163 -0.003503581  9.719297e-03 -0.0229500328  0.019883403
#> [3,] -0.002885161 -0.002405454 -8.716297e-05  0.0028248438 -0.001035878
#> [4,] -0.004757400  0.004689089  1.666684e-02  0.0107504346  0.001406948
#> [5,] -0.003178982  0.002748373 -4.780478e-03  0.0055957140  0.000296324
#> 
#> , , 29
#> 
#>              [,1]         [,2]          [,3]         [,4]         [,5]
#> [1,]  0.002950162  0.003435185  0.0017049017 -0.006742142 -0.002585264
#> [2,] -0.007391730  0.019197523 -0.0579851621  0.025381816 -0.040078052
#> [3,]  0.002499771  0.002032734  0.0008150911  0.002748496 -0.001235097
#> [4,]  0.002425630 -0.008552841  0.0073046274  0.005566426 -0.014980416
#> [5,]  0.007486259 -0.002865684 -0.0016578667  0.004025199  0.001003000
#> 
#> , , 30
#> 
#>              [,1]          [,2]          [,3]         [,4]         [,5]
#> [1,]  0.005879016 -0.0018843067 -0.0038452086 -0.003757772 -0.003729046
#> [2,]  0.005708963  0.0143921685  0.0102004203 -0.041124996  0.066336839
#> [3,]  0.003513534 -0.0003799511  0.0009674639  0.001734968  0.001998518
#> [4,] -0.004178346 -0.0077743406 -0.0110190196  0.008395374  0.011320337
#> [5,]  0.002697114  0.0062942572 -0.0014482198  0.004773382  0.001714943
#> 
#> , , 31
#> 
#>               [,1]         [,2]         [,3]         [,4]          [,5]
#> [1,]  0.0003273104 -0.003771547 -0.001296184 -0.001250298  0.0076792810
#> [2,] -0.0277886142  0.024862984 -0.059212932  0.040557396  0.0039833130
#> [3,] -0.0007687640  0.001473431  0.001769107  0.002834922  0.0020890100
#> [4,] -0.0150338558 -0.012239240  0.004671739  0.002577474 -0.0005293823
#> [5,] -0.0045045756  0.006284029  0.003179481 -0.002179964  0.0018113021
#> 
#> , , 32
#> 
#>              [,1]         [,2]         [,3]         [,4]         [,5]
#> [1,]  0.001125079  0.002214416  0.004665387 -0.005851721 -0.004302551
#> [2,]  0.027636537  0.066323279 -0.022523560  0.017803577  0.020888134
#> [3,] -0.001118684  0.001676728  0.001835327 -0.001169293  0.003490564
#> [4,] -0.013438099  0.007551283  0.006621040  0.008659848 -0.003714015
#> [5,]  0.002872266 -0.001422007  0.005353839  0.003926790  0.004667766
#> 
#> , , 33
#> 
#>              [,1]         [,2]         [,3]          [,4]         [,5]
#> [1,]  0.003761221 0.0003530608  0.002620333  0.0061253479 -0.002053111
#> [2,]  0.007649292 0.0781957911 -0.012741385 -0.0144511361 -0.017536977
#> [3,]  0.000235594 0.0020811603  0.002882308  0.0002751434  0.002716792
#> [4,] -0.016756316 0.0041824985  0.007239460  0.0047895476 -0.005170637
#> [5,] -0.002101724 0.0025050593 -0.002521632  0.0041282207  0.006163106
#> 
#> , , 34
#> 
#>               [,1]          [,2]         [,3]          [,4]          [,5]
#> [1,]  0.0011086579 -0.0015814508  0.003494516  0.0024529589  0.0070708576
#> [2,] -0.0695062208  0.0084130319  0.007905932 -0.0007730489  0.0020147317
#> [3,] -0.0001718437 -0.0001195941  0.003799076 -0.0025558977  0.0005508495
#> [4,] -0.0013898503 -0.0205949713  0.003646920 -0.0015461604 -0.0032798208
#> [5,]  0.0006784976 -0.0007757402 -0.002120868 -0.0081565637  0.0026239869
#> 
#> , , 35
#> 
#>               [,1]         [,2]          [,3]          [,4]         [,5]
#> [1,]  0.0016841169  0.006260860  0.0004488273 -0.0045226119 -0.002084403
#> [2,]  0.0614880144  0.012767179  0.0101757061  0.0375087949  0.024442473
#> [3,] -0.0009390589  0.002003568  0.0025690870  0.0027447253 -0.001447982
#> [4,] -0.0095373109  0.011392020 -0.0001492577  0.0020422738  0.011830640
#> [5,] -0.0016314714 -0.001969014  0.0077746390  0.0001345794  0.001377766
#> 
#> , , 36
#> 
#>              [,1]          [,2]          [,3]         [,4]          [,5]
#> [1,]  0.003077413  0.0002638582  0.0069404366 0.0006037351  0.0045251941
#> [2,]  0.035982181  0.0351145708 -0.0350941151 0.0456171486 -0.0007995423
#> [3,] -0.001622050 -0.0005251194  0.0009896823 0.0043678779  0.0008448047
#> [4,]  0.003989497 -0.0041550191  0.0090523886 0.0068622258 -0.0150442261
#> [5,]  0.000538448 -0.0067635040 -0.0014715334 0.0040658029  0.0017958771
#> 
#> , , 37
#> 
#>              [,1]         [,2]          [,3]         [,4]          [,5]
#> [1,]  0.004571177  0.001762486  0.0043336941 -0.002593275  0.0048801888
#> [2,]  0.016025134  0.055363042 -0.0488692646  0.010450686 -0.0004435682
#> [3,] -0.002598592  0.002731232  0.0005939943 -0.001128873  0.0017757459
#> [4,] -0.004252577 -0.005342434 -0.0074627482  0.004465266  0.0152123664
#> [5,] -0.002327906  0.002809121  0.0031276135  0.006263615  0.0007394987
#> 
#> , , 38
#> 
#>              [,1]          [,2]         [,3]          [,4]         [,5]
#> [1,] 0.0009721715 -0.0031265467 -0.002653559  0.0005086606 -0.006860457
#> [2,] 0.0636001600  0.0260891474  0.025464370 -0.0229360194 -0.002487037
#> [3,] 0.0011243647  0.0007680516  0.002634142  0.0033933986 -0.001727690
#> [4,] 0.0101341718  0.0046410433 -0.012091966  0.0136661629  0.003816593
#> [5,] 0.0027834066 -0.0053702707  0.005617849  0.0038466769  0.002872613
#> 
#> , , 39
#> 
#>              [,1]         [,2]         [,3]          [,4]         [,5]
#> [1,]  0.003761221 0.0003530608  0.002620333  0.0061253479 -0.002053111
#> [2,]  0.007649292 0.0781957911 -0.012741385 -0.0144511361 -0.017536977
#> [3,]  0.000235594 0.0020811603  0.002882308  0.0002751434  0.002716792
#> [4,] -0.016756316 0.0041824985  0.007239460  0.0047895476 -0.005170637
#> [5,] -0.002101724 0.0025050593 -0.002521632  0.0041282207  0.006163106
#> 
#> , , 40
#> 
#>              [,1]          [,2]          [,3]          [,4]          [,5]
#> [1,]  0.004654903 -0.0010334974 -0.0038911054 -3.998310e-03  0.0049058992
#> [2,] -0.005383116  0.0047475406 -0.0160133780 -4.509466e-02 -0.0555821910
#> [3,]  0.003978008 -0.0008746501 -0.0001866166  9.788821e-05 -0.0019842790
#> [4,]  0.005150513  0.0094150605 -0.0153303163  8.527469e-03 -0.0049293527
#> [5,]  0.004932634  0.0056669680  0.0045797770 -4.575245e-04 -0.0008911099
#> 
#> , , 41
#> 
#>               [,1]          [,2]          [,3]          [,4]         [,5]
#> [1,] -0.0001549876  0.0002484492 -1.185043e-03 -0.0080453599  0.001159869
#> [2,] -0.0448157773  0.0588065353 -9.746908e-03  0.0003680419  0.018810594
#> [3,] -0.0036337390 -0.0001653914  2.532808e-05 -0.0010461931 -0.002644956
#> [4,] -0.0137490051 -0.0097778851  5.908592e-03 -0.0013427115  0.011857440
#> [5,] -0.0034046396 -0.0028610764 -6.701078e-03  0.0016533169 -0.002784972
#> 
#> , , 42
#> 
#>              [,1]          [,2]         [,3]          [,4]         [,5]
#> [1,] 4.068181e-03 -0.0034928656 -0.004419896 -0.0004678028  0.004222723
#> [2,] 5.512626e-02  0.0523870500  0.019009492 -0.0104300766  0.003237604
#> [3,] 2.726669e-03 -0.0011927421  0.001717895  0.0026718563 -0.001352955
#> [4,] 7.399028e-04  0.0075592862 -0.010709095  0.0146056549 -0.004306617
#> [5,] 7.798008e-05 -0.0003100547  0.004901597  0.0060382634  0.004208430
#> 
#> , , 43
#> 
#>              [,1]         [,2]         [,3]          [,4]         [,5]
#> [1,]  0.003761221 0.0003530608  0.002620333  0.0061253479 -0.002053111
#> [2,]  0.007649292 0.0781957911 -0.012741385 -0.0144511361 -0.017536977
#> [3,]  0.000235594 0.0020811603  0.002882308  0.0002751434  0.002716792
#> [4,] -0.016756316 0.0041824985  0.007239460  0.0047895476 -0.005170637
#> [5,] -0.002101724 0.0025050593 -0.002521632  0.0041282207  0.006163106
#> 
#> , , 44
#> 
#>               [,1]          [,2]          [,3]         [,4]         [,5]
#> [1,]  0.0051578295 -0.0005733901 -0.0006715687 -0.003915100 -0.004766218
#> [2,] -0.0520548671  0.0080725907 -0.0553004681  0.006055855 -0.042614633
#> [3,]  0.0006124266  0.0022728369  0.0003702750  0.003021479 -0.002744131
#> [4,]  0.0036317950 -0.0121421921 -0.0014763370  0.013168642 -0.008044085
#> [5,]  0.0038433553  0.0036258299 -0.0044702913  0.004461193  0.002046475
#> 
#> , , 45
#> 
#>               [,1]          [,2]         [,3]          [,4]         [,5]
#> [1,]  0.0047965315 -0.0034534187  0.002276197  0.0041310136 -0.002146079
#> [2,]  0.0205397459  0.0615429822  0.007078906  0.0322713816  0.026518938
#> [3,]  0.0024706551 -0.0003367362  0.001247598 -0.0012724986  0.003101148
#> [4,]  0.0005235631 -0.0074725593 -0.009738490  0.0099162221  0.014332579
#> [5,] -0.0034361528 -0.0005076824  0.006404097 -0.0001381129  0.005391840
#> 
#> , , 46
#> 
#>               [,1]         [,2]         [,3]          [,4]         [,5]
#> [1,]  0.0027218157 -0.003063918  0.006056806 -0.0002891091 0.0025491684
#> [2,] -0.0178169653  0.061813931  0.015600174  0.0529474082 0.0045924281
#> [3,] -0.0038552748 -0.001475219  0.001587738  0.0014206583 0.0003940662
#> [4,]  0.0008057817 -0.003431229 -0.007488910  0.0090333444 0.0160752329
#> [5,] -0.0065653181  0.001498754  0.001285832 -0.0049685446 0.0033471823
#> 
#> , , 47
#> 
#>               [,1]         [,2]         [,3]         [,4]          [,5]
#> [1,]  0.0003273104 -0.003771547 -0.001296184 -0.001250298  0.0076792810
#> [2,] -0.0277886142  0.024862984 -0.059212932  0.040557396  0.0039833130
#> [3,] -0.0007687640  0.001473431  0.001769107  0.002834922  0.0020890100
#> [4,] -0.0150338558 -0.012239240  0.004671739  0.002577474 -0.0005293823
#> [5,] -0.0045045756  0.006284029  0.003179481 -0.002179964  0.0018113021
#> 
#> , , 48
#> 
#>              [,1]          [,2]         [,3]         [,4]         [,5]
#> [1,]  0.002697670  2.909704e-03  0.007104384 -0.001406908 0.0012613630
#> [2,] -0.063825649  1.206098e-02 -0.006739476 -0.026302535 0.0394284812
#> [3,] -0.002839816  8.761639e-05  0.001853410  0.003011484 0.0001878561
#> [4,]  0.003849483 -8.995991e-03  0.003888787  0.009092561 0.0150421443
#> [5,] -0.001345384  5.688685e-03 -0.003269171  0.005645157 0.0010881389
#> 
#> , , 49
#> 
#>               [,1]         [,2]         [,3]         [,4]         [,5]
#> [1,]  0.0002586793 -0.001989108 -0.002070835 -0.005805567 -0.004508919
#> [2,]  0.0033385745  0.046819771 -0.063962238 -0.012187403  0.020484905
#> [3,] -0.0005715359  0.001071708  0.001026935 -0.003755645  0.002124181
#> [4,] -0.0143227884 -0.007621327 -0.006883648 -0.001473135  0.007537712
#> [5,]  0.0048933655 -0.003041481  0.001072109 -0.002733604  0.005719921
#> 
#> , , 50
#> 
#>               [,1]         [,2]          [,3]        [,4]          [,5]
#> [1,]  0.0047885949 -0.005685112 -1.117251e-03 0.004404792  0.0025051908
#> [2,] -0.0334738997  0.007288823 -3.421016e-02 0.051197243 -0.0475891046
#> [3,]  0.0008431379 -0.001404077  2.658386e-03 0.001381975 -0.0031600693
#> [4,]  0.0165055681  0.011441661  5.310145e-06 0.003340783 -0.0045874816
#> [5,] -0.0018472465  0.001916398  7.182393e-03 0.004233649 -0.0008521071
#> 
#> 
#> $shocks
#> , , 1
#> 
#>             [,1]       [,2]       [,3]       [,4]         [,5]        [,6]
#> [1,]  1.41795178  1.5352704 -0.1624099 -0.1335785 -0.007901531 -1.02433957
#> [2,]  1.28694043  1.3677351  1.6181016  1.5240009 -0.211069900  0.86242614
#> [3,] -0.33342978  0.2592080  1.7674441 -0.4101470  0.053905855  0.31346291
#> [4,]  0.04756683 -0.3820286 -0.6147641  0.6213459 -0.515246420 -0.09993837
#> [5,] -0.13299411  0.7440559 -1.6306165 -0.4998958  1.186001859  0.64908232
#>               [,7]         [,8]        [,9]      [,10]        [,11]      [,12]
#> [1,] -0.1328119190 -0.007591356 -0.26864405 -0.5205268 -2.115175689 -2.8694424
#> [2,] -1.5302515958 -0.438233781  0.27714100 -1.8838040 -0.865719842  2.0832605
#> [3,] -0.2861900925  0.123801770 -0.99478243  0.7893257 -1.391879581 -2.5708533
#> [4,] -0.0003690166  0.377370768 -0.10642838  0.5431823  1.626642193 -0.7820948
#> [5,] -0.6158960323  1.184879467  0.08112435  0.3211883 -0.006189581  1.5402045
#>           [,13]       [,14]      [,15]       [,16]      [,17]       [,18]
#> [1,] -0.8732406  1.25760024  1.7975896  0.85999763  2.2060057 -1.67974815
#> [2,] -0.1493548 -0.01354014  1.2849396  1.62095516  1.1445185  1.08435317
#> [3,] -0.4325543  0.03543652 -0.2111913  1.27681534  1.0279556  0.02102138
#> [4,]  0.1427328  0.61304844 -0.4314852 -0.05049719 -0.3059567  0.47408202
#> [5,] -1.3236070 -1.29238047  0.7201167  0.22701636  0.4861969 -0.38136967
#>            [,19]      [,20]       [,21]     [,22]      [,23]      [,24]
#> [1,] -0.01092105  0.6639757  0.24132098  1.088171 -1.6071965  0.1104023
#> [2,] -0.21406391 -4.4690743  0.66049209 -1.266579  1.6642898  0.4731448
#> [3,] -0.52793398 -1.3770585  0.63195074 -1.292480 -1.2484133 -1.4155867
#> [4,]  0.00494238  1.5229945 -1.05275595  1.324776 -0.7894253  0.4481972
#> [5,] -0.36400196  0.8285988  0.04479851  2.489754 -0.1036140 -0.4825471
#>           [,25]      [,26]      [,27]      [,28]      [,29]      [,30]
#> [1,] -1.4551333  0.9512510  0.7312808  0.7711116 -0.9355471 -0.1425193
#> [2,] -1.3997935  0.6529719  0.3001922 -0.5613772 -1.0384937 -1.4814241
#> [3,] -0.3204071 -0.5781848  0.8817076  0.8959051  2.5591759 -1.2161081
#> [4,]  0.6216166 -0.5878951 -0.1799118 -0.2805115  0.9363032  0.4719506
#> [5,] -1.7371440  1.7543766 -1.4648914  0.3460918  0.6918124 -0.1698418
#>           [,31]      [,32]      [,33]       [,34]      [,35]      [,36]
#> [1,] -0.3448845  1.3766911  0.8513279 -0.68290649  0.6662302  0.6234738
#> [2,] -0.3756488 -0.6946096 -0.1037599 -1.07833473  0.8984376 -0.7624597
#> [3,] -1.8763618 -1.1786213 -0.4790903 -0.02893502 -0.2899568  0.5926550
#> [4,]  0.1322754 -0.1501359  0.1605609 -0.53318510  0.4364854 -0.7033867
#> [5,] -0.7732241  1.2951054  0.3645693 -1.28546694  0.2939609 -1.0750292
#>           [,37]       [,38]        [,39]       [,40]        [,41]      [,42]
#> [1,]  0.3607440 -0.08989023 -0.016216140  1.33821792  0.106521387 -0.1319744
#> [2,]  0.5699693 -0.15142642  1.596132002 -1.08767336  1.025124901 -0.7916041
#> [3,]  0.7367288  0.37468529  0.426932516  0.14427378  1.457988613 -0.4378620
#> [4,]  0.1875977 -0.17482519  0.008541746  0.08644192 -0.506579736  0.3331235
#> [5,] -1.0112222 -1.08016013  0.338813644  0.14327703  0.002909205 -1.5917345
#>           [,43]      [,44]       [,45]        [,46]        [,47]      [,48]
#> [1,] -0.4197341  0.5393517 -0.09827501 -0.446942297  0.111189837  0.5645812
#> [2,] -0.5720125 -1.5053177  1.13990636 -0.002307635 -0.491538937 -0.3853737
#> [3,]  1.7514941  0.7216735  1.39532586  1.039231819 -0.964629394 -1.3124747
#> [4,] -0.7445224 -0.6067431  0.38162646  0.741990617  0.189806247  0.3133533
#> [5,] -2.6939288  0.3126849  0.14662207  0.482092672 -0.003217023 -0.9270649
#>            [,49]      [,50]        [,51]      [,52]       [,53]      [,54]
#> [1,] -1.63892777  0.1865324  0.158699907 -0.9438430  0.60868862 -0.7313410
#> [2,] -0.01114268  0.4321462  0.302934311 -1.6076453  0.01497200  1.2359416
#> [3,] -0.62817310 -0.3444271  0.091721113  1.3119890  0.07359238  0.8629175
#> [4,] -0.13879369 -0.9113399 -0.008812412  0.3842999 -0.23895778 -0.8541508
#> [5,] -0.60355982  0.3354033  0.772910609 -1.4972554 -1.29402828 -0.7151029
#>          [,55]     [,56]      [,57]      [,58]      [,59]       [,60]
#> [1,] 0.2343382 1.0032655 -0.4013111 0.16928230 -1.3381882 -1.39218530
#> [2,] 1.3411313 0.3066368  0.9998171 0.04222321  0.7908499 -0.30579451
#> [3,] 0.2026863 0.9500057  0.6146180 0.13014081 -0.0208561 -0.12353701
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#> , , 15
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#> 
#> , , 27
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#>            [,7]       [,8]       [,9]      [,10]      [,11]      [,12]
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#> [5,] -0.1699129 -0.93934679  1.0583780 -0.6366688  0.51294989 -1.64642823
#>           [,43]       [,44]      [,45]      [,46]      [,47]      [,48]
#> [1,] -0.1885290 -0.11323568 -1.0182685 -1.3076331  0.4903053  1.4554629
#> [2,]  0.5505162 -1.83862765  0.2938579 -0.3135404 -0.1263210  0.3638585
#> [3,]  1.7308495  0.09482288  0.5417275 -0.3587401 -0.5270918 -0.3599380
#> [4,]  1.8245430  0.22413757  1.0941836  0.8663179 -0.5387686 -0.2794586
#> [5,] -2.0869688 -1.13484199  0.8189225  0.1416776 -0.6080511 -0.8463399
#>            [,49]       [,50]       [,51]       [,52]      [,53]      [,54]
#> [1,] -0.89601430  0.18170676 -0.28105271 -0.90423975  0.9725861 -0.8109911
#> [2,]  1.11945846 -0.14071493 -0.32972254 -0.01189032  0.3408850  1.0123107
#> [3,] -0.02650436  0.64786911 -0.01188398  0.10592921  0.7423751  1.4995488
#> [4,] -0.51134138 -0.78447602 -0.16868874  1.62348691  0.5644203  0.3317313
#> [5,] -1.01051186  0.02294703  0.34968775 -2.16502277 -0.7121020  0.0376486
#>            [,55]       [,56]      [,57]      [,58]       [,59]      [,60]
#> [1,] -0.29984715 -0.07187711 -0.9247824 -0.4315411 -1.10260638 -1.1180982
#> [2,]  0.28463516 -1.02924828  0.5361527 -0.4539267  1.28792392  0.5173162
#> [3,]  0.17417321  0.12478972 -0.1049772 -0.9240956 -0.01556871 -0.1803293
#> [4,]  0.05263768  0.69077436  0.6875657  0.4381115  0.17828769 -0.1509905
#> [5,]  1.21233371  0.74504519  0.7670925  0.5034430 -0.04650173 -0.8801525
#>           [,61]      [,62]      [,63]     [,64]       [,65]      [,66]
#> [1,] -2.4063687  1.4191052 -0.9025277  1.851961 -0.40576491 -0.5328862
#> [2,] -0.6756832  0.5044539  2.2474649 -2.042755  0.16800910  0.2759220
#> [3,] -2.1112353 -0.5862639  0.8633365 -1.160441 -0.07351577 -0.7075032
#> [4,]  0.5642254 -1.2275329 -1.6801628 -1.133527  0.06958138 -0.3771829
#> [5,] -0.5479882 -1.7860442  0.4351293 -1.577865  1.21329745  0.3541284
#>           [,67]       [,68]       [,69]      [,70]      [,71]       [,72]
#> [1,] -0.5434715  0.43251574  0.17341128 -0.2440116  0.1127301 -0.32607786
#> [2,]  1.1306808 -0.84470421 -0.35258411  0.5952488  0.6120390 -1.94015159
#> [3,]  1.3094608 -0.03450734 -0.01805401  0.8309292  1.3988215 -0.06302708
#> [4,]  0.3806970 -0.76728998  1.10988561  0.4695040  0.8004907  0.58441877
#> [5,]  1.3720743  0.10844819 -1.99944249  0.1815880 -1.0104608 -0.74860161
#>           [,73]        [,74]      [,75]      [,76]      [,77]      [,78]
#> [1,] -0.8801991 -0.006232651 -1.4868381 -1.2762635 -0.4931895 -4.2694025
#> [2,] -1.4915589  1.011851531 -2.0439461 -0.9855374 -1.1472742 -0.6260228
#> [3,] -0.3118047 -0.210932295 -0.6131856 -0.5968937 -2.0037478 -1.2171602
#> [4,] -0.2651143  0.289464677 -0.8586717 -2.0975980  0.6317302  1.1014715
#> [5,]  1.3553032  2.546268497  0.4165447  1.9905282 -0.3979789  0.4011621
#>           [,79]      [,80]      [,81]       [,82]      [,83]      [,84]
#> [1,] -0.6117447  0.2736836  1.0218842 -1.92116186  0.1823436  1.7050932
#> [2,]  0.2514873  3.6954759  1.9025903 -1.73811013 -0.4148860 -0.5295824
#> [3,] -0.1751982 -0.2558048 -0.0281897  0.17951923  1.3083836  0.7374568
#> [4,] -2.7520337 -2.1586815  0.4042821 -0.07652804 -0.3963883  0.3531012
#> [5,] -1.6012727 -2.2341666 -1.7909743  0.20421959  0.7647360 -0.6640372
#>            [,85]      [,86]      [,87]      [,88]       [,89]       [,90]
#> [1,] -0.06792484 -1.1415900 -0.5221773 -1.4507517  0.96222864 -0.25465529
#> [2,]  0.39642712  0.3445158  0.4584997 -1.4010392 -2.98129897 -0.88396838
#> [3,] -0.18733304  1.3004842  0.8156433  0.6175378 -0.06628309 -0.40000523
#> [4,]  0.36496513 -0.3576433  0.3268865  0.2415909 -0.56746216  0.75261917
#> [5,]  0.24196895 -0.2026830 -0.9611955 -0.2930285  1.11385749 -0.09646403
#>          [,91]     [,92]        [,93]      [,94]      [,95]       [,96]
#> [1,] -1.452830 -2.160147  1.271506780  0.3115822 -0.6022193 -0.16060019
#> [2,]  1.432570  1.322931 -3.259046978 -0.2139239 -1.3163732  0.03911736
#> [3,]  1.597412  1.370384  1.304408420  0.5166553 -0.3864469  0.71834157
#> [4,]  1.103345  1.077636 -0.001944768 -0.4062720  0.7419435 -0.34247591
#> [5,]  1.742386  1.006260 -1.248788724  0.5960648  0.4825169  0.41973907
#>           [,97]       [,98]      [,99]     [,100]     [,101]     [,102]
#> [1,] -0.8751553  0.57633822 -0.3792772 -1.1231147 -1.4188030  1.0017004
#> [2,] -0.5655770 -1.20197075 -0.1391613 -0.4497259  1.9848329  1.9709975
#> [3,]  0.5154952 -0.02665446 -0.6146134 -1.3696002  0.5263895 -1.0478428
#> [4,] -1.1303969 -0.51089920  0.5495956 -0.4455590 -4.1369370  0.8647363
#> [5,]  0.2330498 -0.18410557  0.4751090  0.6164099  2.4662212  1.6079656
#>          [,103]     [,104]      [,105]     [,106]     [,107]     [,108]
#> [1,]  1.5496020 -0.0832871 -0.03936592 -1.7265362  0.1823721 -0.8030553
#> [2,] -0.2742974 -2.0953776  1.66987771 -2.2690635  0.9512258  1.8816201
#> [3,] -0.7758904 -0.7367849 -2.21957563 -1.2052652 -1.0205063 -3.1164091
#> [4,]  1.5023723 -1.4567637  2.16925096 -1.1839890 -0.5840391  1.4211289
#> [5,]  0.6747168 -0.1904672  2.86127864 -0.4250657  1.8522088  1.4427208
#>           [,109]     [,110]     [,111]      [,112]      [,113]      [,114]
#> [1,] -0.13371189 -0.5696597  1.4362867  0.83856485  0.26996894 -0.18509647
#> [2,] -1.15602626  1.4022838  2.9607619  1.05330417  0.05000635 -0.05238206
#> [3,] -1.22271431  0.8706259 -0.4658009 -0.05212044  1.43797587  0.98642502
#> [4,] -0.45707975 -1.3867373  0.9783844  0.55806365 -0.33504820  1.98581773
#> [5,] -0.07581225 -0.4892462 -0.5396681  0.98195429 -0.42942516  1.38229186
#>           [,115]     [,116]     [,117]     [,118]      [,119]     [,120]
#> [1,]  0.04018555  0.1638667  0.6049401  1.2827561 -0.23732882  0.9607282
#> [2,] -0.74150663 -2.5369648 -1.3271156 -0.2458447 -0.51685594 -0.2254677
#> [3,]  0.37657510 -0.4087770 -0.9004342 -0.6216617  0.28546924  0.4841631
#> [4,]  1.02705654 -0.1006157  1.9372968  0.2565598  0.02871057  0.7917817
#> [5,]  0.84514772  1.1633191 -0.3726419 -0.4136863 -0.77213424 -1.5154973
#>            [,121]     [,122]      [,123]      [,124]     [,125]     [,126]
#> [1,]  0.395080237 -0.2352938  1.26162826  1.70307047  1.1784638 -1.5735066
#> [2,] -0.006797085 -0.3118000  0.44746712  0.01263875  0.7702491 -0.9311908
#> [3,]  0.379304736 -0.7303175  0.48333440 -1.02193130 -1.5328185  0.4746553
#> [4,] -0.066555634  1.4620980 -0.81063464 -0.83793671  0.6489150 -0.3358237
#> [5,] -0.100031241 -1.2467294 -0.03486498 -0.01002315  0.6634401 -0.1614895
#>         [,127]     [,128]      [,129]     [,130]     [,131]      [,132]
#> [1,] 0.2260557  1.1423512  0.46343752 0.46754459 -2.7864206 -0.04710318
#> [2,] 0.5910068  0.5640796 -0.21450518 0.21177387 -1.5619082  1.17340078
#> [3,] 0.4989741  1.8553619  0.19834841 0.23109402 -0.4529692  0.54969097
#> [4,] 0.6270989 -1.2239234  0.37219429 0.08483916  2.2893729  0.63817610
#> [5,] 0.8083733  0.8802583 -0.09545725 1.03018404  0.6145011 -0.12848921
#>          [,133]     [,134]      [,135]      [,136]      [,137]     [,138]
#> [1,]  0.7456627 -0.4384805  0.63017814  1.08470390  0.32748998  1.3777898
#> [2,] -1.0046698  0.5094672 -0.82854952 -0.73376195 -0.07539333  0.5032144
#> [3,]  0.6040141  0.3170424  0.04662656 -0.45349692  0.25483789 -0.4239556
#> [4,]  0.1647604  1.0103918  0.86622734 -0.02420723 -1.03254314  0.5648589
#> [5,]  0.2249233 -0.4508154  0.11442045  0.97089614  0.69277663  0.4723686
#>          [,139]     [,140]     [,141]      [,142]       [,143]     [,144]
#> [1,] -0.7411161 -0.8107693  0.5465943 -2.92165299  0.336236208  1.2121262
#> [2,]  1.2438363 -1.1572479  1.1609072  0.42800308 -0.005660281  1.4596734
#> [3,]  0.7052051 -0.9156764 -0.5685049  0.03213285 -0.514126292 -0.9294776
#> [4,]  0.5507499 -1.4644202  0.7880192  0.50454066 -2.020374835 -1.0175042
#> [5,]  0.1874731  0.2022500 -0.5747672 -0.34032237  1.821355502  0.8959379
#>          [,145]     [,146]     [,147]     [,148]      [,149]      [,150]
#> [1,] -0.2490714  0.2321061  0.2269384 -0.8227281  0.03672185 -0.10388311
#> [2,]  0.3898314 -0.1087386  0.3924495  0.7014571 -0.67818643  0.02499825
#> [3,] -0.5158146 -0.2274014  0.1598518  0.3469798  0.31677483  0.59712658
#> [4,]  0.4312274 -0.9244561 -1.2257597  1.1796168 -0.11795476  0.15392518
#> [5,] -1.0644270  0.4311709  0.7161345 -2.2370578 -0.09395406 -1.01184268
#>           [,151]     [,152]     [,153]     [,154]      [,155]     [,156]
#> [1,]  0.07061483  0.2828796 -0.1034473 -0.1941517 -0.03769683 -0.7100885
#> [2,] -0.16376021 -0.2788783 -0.7307510  0.7433584 -0.89992793  0.2813691
#> [3,]  1.09569584  0.3521339  0.7096571  0.8196572  0.73674616  0.5597755
#> [4,]  0.18918163 -0.2726238  0.2880654  0.8681372 -0.31264532  1.3134176
#> [5,] -0.84333172  1.2735378  0.6942793  0.2453804 -0.21321813  0.8677301
#>          [,157]      [,158]     [,159]     [,160]     [,161]      [,162]
#> [1,]  0.3434314  0.04873318  0.7614630  1.0257070  0.6603203  1.43638031
#> [2,] -1.3195302 -0.18741463 -1.3765259 -0.3194430  0.4280290 -1.01656603
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#> [4,]  0.6782139  0.03080707  0.5036515 -0.3767325 -0.1542602 -0.02403961
#> [5,]  1.1612634  0.92615665 -0.3857108  0.7192550 -0.2050183  0.01724799
#>          [,163]      [,164]     [,165]      [,166]     [,167]     [,168]
#> [1,]  0.6559855 -0.05249485  0.6353645  0.49595556  0.7048117 0.22184557
#> [2,] -0.1968788  0.48354952 -0.7637978 -0.30034419 -0.5277216 0.04978097
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#> [4,] -0.3982009 -0.12791788  0.2067506  0.29407075 -0.3793574 0.46532848
#> [5,] -0.2427024 -0.82426317 -0.4722395  0.83591212  0.8408630 1.76133470
#>          [,169]     [,170]     [,171]     [,172]     [,173]     [,174]
#> [1,]  2.4542551  0.4966603 0.07307444  1.7533543  0.1792500 -1.2775924
#> [2,] -0.3668601  0.4139469 0.38478233  0.3413820  0.4540454 -0.2502184
#> [3,] -0.3988491  0.9021349 0.41649512  0.2348292  0.6571413 -0.0720603
#> [4,] -0.5355699  0.4909245 0.50654155  0.2989348  0.8992784  1.3723718
#> [5,]  0.0953178 -0.8344823 0.15088692 -0.2973111 -0.3193334 -0.9072098
#>           [,175]      [,176]      [,177]      [,178]     [,179]     [,180]
#> [1,]  2.44600299  0.36150678 -0.02053523 -0.83417103  1.3977076 -0.2915446
#> [2,] -0.62525841  0.83127602  0.91268184 -0.04743421  0.6027809  0.5104235
#> [3,]  0.89294010  0.08542564  1.56780176  0.38082269  1.0187853 -0.6839151
#> [4,] -0.76620235  0.47450928  0.29809815  1.38347131  0.3492826 -1.0270353
#> [5,] -0.09158149 -0.63474437  0.59531156  0.26182903 -1.3582768  1.5337151
#>          [,181]     [,182]       [,183]       [,184]     [,185]     [,186]
#> [1,]  0.1683259 -0.6329812 -0.797661410 -2.133195754  0.4928666 -2.2532102
#> [2,] -0.3685123  0.7942508  0.002314969  0.103157010  0.2416809  0.8671951
#> [3,] -0.4565537  0.3479267 -0.815338578 -0.002426376 -0.6427523 -1.0469679
#> [4,]  1.4939393  0.5858045  1.126236644  0.253189508 -0.8410232  0.8378241
#> [5,] -2.2438356  0.3291962 -1.239891542  1.283636915 -1.4269708  0.4472303
#>          [,187]      [,188]     [,189]     [,190]     [,191]      [,192]
#> [1,]  0.9854228 -0.30707584 -2.2191795 -2.0835775  0.2792189 -1.21923959
#> [2,]  0.8215394  0.02258051 -0.5279710 -0.8214575  0.4329756  0.08239839
#> [3,] -0.4971460 -0.11024618  0.4058195 -0.9277905  0.9364308 -0.08687203
#> [4,] -0.8844426 -0.47266804  0.5257084  1.0334377 -0.6171524 -0.98807997
#> [5,] -1.1630962 -1.57316192  0.2906852 -0.1614718  0.1377311 -0.60758629
#>          [,193]     [,194]      [,195]      [,196]      [,197]     [,198]
#> [1,]  2.1904675 -0.2702974  1.25295136 -0.51127096  0.02566172 -0.1242871
#> [2,]  0.6529277 -0.8777591  0.07705237 -0.02578604 -0.44133867 -0.6282557
#> [3,] -0.9039303  1.1523900  0.46393224  1.59520771  0.29625106  0.2561507
#> [4,] -0.2044926 -0.6589597 -0.54536018  0.20351084 -0.28803689  0.5789530
#> [5,] -0.4602663 -1.9301484  0.62475213 -0.83979947 -0.25952683 -0.2345829
#>          [,199]     [,200]     [,201]      [,202]     [,203]       [,204]
#> [1,]  0.2858717  0.0233631 -0.1611470 -0.54443244 0.07961927  0.916687615
#> [2,]  0.3002741 -0.1838513 -0.1014862  0.04514684 0.55681404 -0.515167320
#> [3,]  1.4156612 -0.1478120  0.8768328  1.16814921 0.28328940 -0.005564307
#> [4,] -0.2986121  1.0742447  0.3603817 -0.66560654 0.77760625  0.602786663
#> [5,] -0.7897073 -0.1316246  0.6657664 -0.57242041 1.23712439  0.602095854
#>          [,205]     [,206]     [,207]     [,208]      [,209]      [,210]
#> [1,] -0.8037355  0.1671483  1.8232233 -1.0997059  0.49979254  0.27179211
#> [2,]  0.4341260  0.5037311  0.2900968  0.2073283 -0.34252315  0.43147271
#> [3,]  0.6752379  0.5761314 -1.1961158  0.8939294  0.06482113 -0.72689407
#> [4,]  0.3500481 -0.1187674  1.3628285 -1.1463865 -0.81096500  0.05644913
#> [5,]  0.6647569  1.4494055  0.3905020  0.3509541  0.23924202  0.51984289
#>          [,211]     [,212]      [,213]     [,214]     [,215]     [,216]
#> [1,] -0.9001633 -1.9225865 -0.75531200 -1.5548181 -0.3588806 -2.5024027
#> [2,] -0.7598571  0.1469203 -0.72307844 -0.7767291  0.7232310  0.3384273
#> [3,]  0.1733706  0.6247728 -0.04995312 -0.9611538 -6.1713681 -1.0785077
#> [4,] -0.7517205  0.3592021 -0.90891309 -1.5930726  2.8342558 -2.0026029
#> [5,] -0.3588744  0.8250103 -0.61087414  0.3812835  1.9915853 -1.2988037
#>          [,217]     [,218]     [,219]    [,220]     [,221]     [,222]
#> [1,]  0.7919534  0.7293054  0.4698244 0.1135046 -1.7649358  0.1876212
#> [2,]  0.2845247  0.6689750 -0.1578207 0.8261887  0.5272980  0.9026564
#> [3,] -0.6073597  0.3383440  0.1860241 0.9068312  0.6941428  1.5165878
#> [4,] -3.5893317 -2.2491848 -0.6433844 0.2426387  1.7648111 -0.9475035
#> [5,] -2.0472651 -1.2836952 -0.1251993 0.8705667  2.3913325  0.8655616
#>          [,223]
#> [1,]  0.4724705
#> [2,]  0.2171874
#> [3,]  1.2879641
#> [4,] -0.8777957
#> [5,]  0.1358365
#> 
#> 
#> $ess
#> [1] 50
#> 


## ------------------------------------------------
## Method `specify_posterior_bsvarSIGN$is_normalised`
## ------------------------------------------------

data(optimism)
specification  = specify_bsvarSIGN$new(optimism)
set.seed(123)
estimate       = estimate(specification, 20)
#> **************************************************|
#>  bsvarSIGNs: Bayesian Structural VAR with sign,   |
#>              zero and narrative restrictions      |
#> **************************************************|
#>  Progress of simulation for 20 independent draws
#>  Press Esc to interrupt the computations
#> **************************************************|

# check normalisation status afterwards
posterior$is_normalised()
#> [1] TRUE