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The class PosteriorBSVARSV contains posterior output and the specification including the last MCMC draw for the bsvar model with Stochastic Volatility heteroskedasticity. 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 BSVARSV 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.

Methods


Method new()

Create a new posterior output PosteriorBSVARSV.

Usage

specify_posterior_bsvar_sv$new(specification_bsvar, posterior_bsvar)

Arguments

specification_bsvar

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

posterior_bsvar

a list containing Bayesian estimation output.

Returns

A posterior output PosteriorBSVARSV.


Method get_posterior()

Returns a list containing Bayesian estimation.

Usage

specify_posterior_bsvar_sv$get_posterior()

Examples

data(us_fiscal_lsuw)
specification  = specify_bsvar_sv$new(us_fiscal_lsuw)
set.seed(123)
estimate       = estimate(specification, 5, thin = 1)
estimate$get_posterior()


Method get_last_draw()

Returns an object of class BSVARSV 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().

Usage

specify_posterior_bsvar_sv$get_last_draw()

Examples

data(us_fiscal_lsuw)

# specify the model and set seed
specification  = specify_bsvar_sv$new(us_fiscal_lsuw, p = 4)
set.seed(123)

# run the burn-in
burn_in        = estimate(specification, 5, thin = 1)

# estimate the model
posterior      = estimate(burn_in, 5, thin = 1)


Method is_normalised()

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

Usage

specify_posterior_bsvar_sv$is_normalised()

Examples

# upload data
data(us_fiscal_lsuw)

# specify the model and set seed
specification  = specify_bsvar_sv$new(us_fiscal_lsuw, p = 4)

# estimate the model
set.seed(123)
posterior      = estimate(specification, 5, thin = 1)

# check normalisation status beforehand
posterior$is_normalised()

# normalise the posterior
BB            = posterior$last_draw$starting_values$B      # get the last draw of B
B_hat         = diag((-1) * sign(diag(BB))) %*% BB         # set negative diagonal elements
normalise_posterior(posterior, B_hat)                      # draws in posterior are normalised

# check normalisation status afterwards
posterior$is_normalised()


Method set_normalised()

Sets the private indicator normalised to TRUE.

Usage

specify_posterior_bsvar_sv$set_normalised(value)

Arguments

value

(optional) a logical value to be passed to indicator normalised.

Examples

# This is an internal function that is run while executing normalise_posterior()
# Observe its working by analysing the workflow:

# upload data
data(us_fiscal_lsuw)

# specify the model and set seed
specification  = specify_bsvar_sv$new(us_fiscal_lsuw, p = 4)

# estimate the model
set.seed(123)
posterior      = estimate(specification, 5, thin = 1)

# check normalisation status beforehand
posterior$is_normalised()

# normalise the posterior
BB            = posterior$last_draw$starting_values$B      # get the last draw of B
B_hat         = diag(sign(diag(BB))) %*% BB                # set positive diagonal elements
normalise_posterior(posterior, B_hat)                      # draws in posterior are normalised

# check normalisation status afterwards
posterior$is_normalised()


Method clone()

The objects of this class are cloneable with this method.

Usage

specify_posterior_bsvar_sv$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.

Examples

# This is a function that is used within estimate()
data(us_fiscal_lsuw)
specification  = specify_bsvar_sv$new(us_fiscal_lsuw, p = 4)
#> The identification is set to the default option of lower-triangular structural matrix.
set.seed(123)
estimate       = estimate(specification, 5, thin = 1)
#> **************************************************|
#> bsvars: Bayesian Structural Vector Autoregressions|
#> **************************************************|
#>  Gibbs sampler for the SVAR-SV model              |
#>    Non-centred SV model is estimated              |
#> **************************************************|
#>  Progress of the MCMC simulation for 5 draws
#>     Every draw is saved via MCMC thinning
#>  Press Esc to interrupt the computations
#> **************************************************|
class(estimate)
#> [1] "PosteriorBSVARSV" "R6"              


## ------------------------------------------------
## Method `specify_posterior_bsvar_sv$get_posterior`
## ------------------------------------------------

data(us_fiscal_lsuw)
specification  = specify_bsvar_sv$new(us_fiscal_lsuw)
#> The identification is set to the default option of lower-triangular structural matrix.
set.seed(123)
estimate       = estimate(specification, 5, thin = 1)
#> **************************************************|
#> bsvars: Bayesian Structural Vector Autoregressions|
#> **************************************************|
#>  Gibbs sampler for the SVAR-SV model              |
#>    Non-centred SV model is estimated              |
#> **************************************************|
#>  Progress of the MCMC simulation for 5 draws
#>     Every draw is saved via MCMC thinning
#>  Press Esc to interrupt the computations
#> **************************************************|
estimate$get_posterior()
#> $B
#> , , 1
#> 
#>            [,1]       [,2]     [,3]
#> [1,]  0.1210298  0.0000000  0.00000
#> [2,] -3.0159215  4.2255610  0.00000
#> [3,] -7.4988880 -0.7306467 25.57644
#> 
#> , , 2
#> 
#>             [,1]      [,2]     [,3]
#> [1,]   0.1150041  0.000000  0.00000
#> [2,] -14.3842438 20.139758  0.00000
#> [3,] -19.4027242 -4.745764 72.72496
#> 
#> , , 3
#> 
#>             [,1]     [,2]     [,3]
#> [1,]   0.1139243  0.00000  0.00000
#> [2,] -22.7319405 31.82163  0.00000
#> [3,] -21.5296019 -7.44199 85.69487
#> 
#> , , 4
#> 
#>             [,1]      [,2]     [,3]
#> [1,]   0.1281102  0.000000  0.00000
#> [2,] -23.9489787 33.528962  0.00000
#> [3,] -21.1032725 -8.307131 86.32677
#> 
#> , , 5
#> 
#>             [,1]      [,2]     [,3]
#> [1,]   0.1195612  0.000000  0.00000
#> [2,] -24.2219000 33.912633  0.00000
#> [3,] -21.6958235 -9.772193 91.55115
#> 
#> 
#> $A
#> , , 1
#> 
#>            [,1]         [,2]       [,3]        [,4]
#> [1,]  0.8997468 -0.025483884 -0.9000344 0.147459920
#> [2,] -0.1015586  1.042763900 -0.6974042 0.006001252
#> [3,]  0.0230163 -0.007228488  0.6429669 0.003707174
#> 
#> , , 2
#> 
#>              [,1]        [,2]       [,3]        [,4]
#> [1,]  0.956121271 0.040187159 -1.0166281  0.44927946
#> [2,] -0.023397233 0.988374963 -0.7306716 -0.04183008
#> [3,] -0.005467242 0.009327997  0.6709131  0.10898295
#> 
#> , , 3
#> 
#>              [,1]       [,2]       [,3]       [,4]
#> [1,]  0.945097963 0.03782463 -1.0103947 0.36962290
#> [2,] -0.017749634 1.00991239 -0.7513123 0.07144228
#> [3,]  0.008124894 0.01158162  0.6514346 0.11401100
#> 
#> , , 4
#> 
#>            [,1]       [,2]       [,3]      [,4]
#> [1,] 0.96100814 0.04841087 -1.0297696 0.4810426
#> [2,] 0.02495086 1.02335010 -0.8042011 0.2117499
#> [3,] 0.01258799 0.01076914  0.6459702 0.1066107
#> 
#> , , 5
#> 
#>             [,1]        [,2]       [,3]        [,4]
#> [1,] 0.991930879 0.060222988 -1.0668316  0.61313373
#> [2,] 0.044716587 0.993963213 -0.8212517 -0.02404462
#> [3,] 0.009733285 0.005756035  0.6524206  0.07861174
#> 
#> 
#> $hyper
#> , , 1
#> 
#>           [,1]       [,2]
#> [1,]  2.234132  1.1784225
#> [2,]  6.153157  1.0758946
#> [3,]  3.382887  0.4950331
#> [4,] 22.651755 17.4748071
#> [5,] 26.013064 15.6841633
#> [6,] 41.449674 10.0039639
#> [7,]  2.962011  0.8364195
#> 
#> , , 2
#> 
#>           [,1]      [,2]
#> [1,]  5.973630  1.649386
#> [2,] 11.267158  2.042642
#> [3,] 74.840236  1.163484
#> [4,] 33.927536 23.206091
#> [5,] 46.819238 17.283424
#> [6,] 45.243590 11.202491
#> [7,]  5.414617  2.545578
#> 
#> , , 3
#> 
#>            [,1]       [,2]
#> [1,]  14.716639  0.8095270
#> [2,] 105.150536  2.3786834
#> [3,] 581.593140  0.8316451
#> [4,]  72.799845 13.8933187
#> [5,]  91.502594 15.5791127
#> [6,]  75.686354 14.4121961
#> [7,]   7.442002  1.5578247
#> 
#> , , 4
#> 
#>            [,1]      [,2]
#> [1,]   9.141243  1.156456
#> [2,] 365.521771  1.500944
#> [3,] 488.155504  1.143431
#> [4,] 103.869726 17.613754
#> [5,] 114.434612 21.617640
#> [6,] 176.571024 13.454159
#> [7,]  10.280529  1.524704
#> 
#> , , 5
#> 
#>           [,1]       [,2]
#> [1,]  13.21893  1.1230989
#> [2,]  87.92733  1.1270560
#> [3,] 455.42784  0.9700865
#> [4,] 116.35091 13.3141628
#> [5,] 190.99977 14.8198307
#> [6,] 142.71987 15.1883365
#> [7,]  12.45360  1.7044940
#> 
#> 
#> $h
#> , , 1
#> 
#>           [,1]       [,2]       [,3]         [,4]        [,5]      [,6]
#> [1,] 1.4093588 -1.2236191  0.8118014 -0.754687890  1.12485920 -1.171821
#> [2,] 0.5137759 -0.2752658  0.1116797  1.102231824  0.18847285 -0.907970
#> [3,] 0.3230394  0.6178782 -1.8153369  0.006842953 -0.01335211 -0.144836
#>             [,7]       [,8]       [,9]         [,10]      [,11]      [,12]
#> [1,] -0.07918812 -1.3247925  1.6281271 -1.1630785015 -1.0381963  0.6306952
#> [2,]  0.70642001  0.3649944 -1.1615306 -0.0006113451 -1.4131491  0.2947912
#> [3,] -0.45469528  0.1839181 -0.6729572  0.1624947065  0.2086507 -0.8970427
#>           [,13]       [,14]      [,15]       [,16]      [,17]      [,18]
#> [1,] -1.6533750 -0.09839045 -0.3387223 -0.70866373  1.5973398  0.2666438
#> [2,] -0.4921189 -1.20844671  0.8570243 -0.07242115 -0.6788513 -0.6181923
#> [3,]  1.8327275 -1.62564943  0.0875275  1.12771996 -1.4049430  1.2232230
#>          [,19]      [,20]      [,21]      [,22]      [,23]      [,24]     [,25]
#> [1,]  1.387956 -1.2621215 -0.8294147 -0.9755464  0.7872809 0.08859543  1.039469
#> [2,]  1.863589 -0.4761653 -1.7224659 -1.1945935 -0.5645210 0.33388278 -1.055608
#> [3,] -2.063707  2.7418469 -4.1195315  2.6825299 -2.0711483 3.39322301 -2.801619
#>          [,26]      [,27]      [,28]       [,29]      [,30]      [,31]
#> [1,] 0.8666224  0.4680364 -0.6102367  0.27081793 -1.2080908  0.8715763
#> [2,] 0.1026445 -0.4062228 -1.4069377 -0.03283158  2.0723338 -1.7153422
#> [3,] 1.1606865 -0.9112530  1.4756391 -0.23610415  0.2763748 -1.2081726
#>           [,32]      [,33]       [,34]       [,35]      [,36]     [,37]
#> [1,] -0.8739588  0.2186090 -0.06670394 -0.62299149  0.5249369 2.0621347
#> [2,] -0.1472298  1.4905077  0.02765371 -0.03030795  0.3965570 0.1762553
#> [3,]  1.3214488 -0.3109903  0.17957496  1.72018749 -1.7566965 1.6332018
#>           [,38]     [,39]      [,40]      [,41]      [,42]      [,43]
#> [1,] -0.6780541 0.2317254  2.0224740  0.6171478 -0.3625662  0.8108347
#> [2,]  0.2632320 0.8605315 -0.9706367 -0.5772030 -0.6177180 -0.7698753
#> [3,] -1.0212435 0.1577280 -0.5517662 -0.6464084  0.1325486  2.0673271
#>             [,44]     [,45]      [,46]      [,47]      [,48]       [,49]
#> [1,] -0.142776153 0.5660239 -1.4979223 -0.3381895 -1.4228667  0.53827816
#> [2,]  0.003556056 0.7474779  0.3648968  1.5357046  0.9084274  0.08848745
#> [3,] -1.883259989 0.2182041 -0.5369520  0.7801516 -0.9669359 -0.75536806
#>          [,50]      [,51]      [,52]      [,53]      [,54]      [,55]
#> [1,]  1.621962  0.2193306 -0.4018538  0.1177726  0.1889535  1.9136488
#> [2,] -1.570467 -1.3158924  0.9599367 -1.7251312  0.5606933  0.3732068
#> [3,]  1.085350 -2.1430465  0.4752034  0.3856271 -0.5674903 -0.3454313
#>           [,56]       [,57]      [,58]      [,59]      [,60]      [,61]
#> [1,] -0.5721527 -0.11188334  1.6083430 -0.7074349 -0.5320332 -0.8148761
#> [2,]  0.3879691  1.97019258 -1.2019963 -0.6928035  0.6909866 -0.8100503
#> [3,]  1.9430551 -0.07390042 -0.1709102 -1.0884190 -0.1547620 -2.2187817
#>           [,62]      [,63]     [,64]      [,65]      [,66]       [,67]
#> [1,]  0.1396361 -0.1180533 0.5748029  0.1999653  0.3133787 -0.20170331
#> [2,] -0.1644996  1.1310266 0.9125742 -0.9008085 -1.6507167  0.05281852
#> [3,]  0.9928140 -2.3611787 2.2645434 -0.7196653  1.6517872 -0.40105520
#>           [,68]      [,69]     [,70]      [,71]     [,72]       [,73]
#> [1,] -1.3307587 -0.9222336 0.8622119 -1.3917329 -1.140006 -0.48336430
#> [2,] -0.9830175  0.7517239 1.6626964  0.6502341  1.739220  0.01308636
#> [3,] -0.0533168 -0.2489806 0.9214577 -0.5591809  1.722651 -0.68081370
#>            [,74]       [,75]      [,76]       [,77]      [,78]     [,79]
#> [1,]  0.03459414 -1.25785311  0.7179307  0.75686597 -0.4476727 0.5724655
#> [2,] -0.11017019  0.02729461  0.7545469 -0.03999895  0.4926550 0.8487157
#> [3,] -1.21777361  0.70633938 -0.7792606  2.18361473 -2.1272224 1.9163788
#>           [,80]      [,81]      [,82]     [,83]       [,84]       [,85]
#> [1,] -0.6789474 -0.4891397 -1.5728329  1.826046  1.03053877 -1.63720356
#> [2,] -0.3012156 -0.3712440  0.3848557 -2.162794 -0.09742038  0.07695372
#> [3,] -1.2529458  0.3684361  0.8666028 -1.222088  1.58715259 -2.16177232
#>           [,86]      [,87]      [,88]      [,89]      [,90]      [,91]    [,92]
#> [1,]  0.5087513  0.9997298  1.9657397  0.7727097 -1.9221162 -1.3734981 0.147482
#> [2,] -0.5376115 -0.5923072 -2.1432616 -0.3573646 -0.5053268 -0.3401829 1.144347
#> [3,]  1.8216163 -1.4247002 -0.1024983 -1.7038510 -0.3502226  0.3133955 0.813637
#>            [,93]       [,94]      [,95]      [,96]       [,97]      [,98]
#> [1,]  0.69113718 -0.18620541  0.4992347  2.2083512 -0.01065025 -0.7543371
#> [2,]  0.93692553  1.14914238 -0.8105852 -1.5965953 -0.82845872 -1.2928492
#> [3,] -0.09508297  0.09466939 -1.8857048  0.3579333  0.46918991  0.2022801
#>           [,99]    [,100]     [,101]     [,102]    [,103]    [,104]      [,105]
#> [1,] -0.9089962 0.5293182  0.1581883  0.1481384 0.3979906  0.137647 -0.04226206
#> [2,] -0.7729150 1.2978108  0.9130051 -0.2551171 1.4936543 -1.650557  1.90484224
#> [3,] -0.9194040 0.8073107 -0.4726603  0.5466193 0.3549682  0.505078  0.89757405
#>          [,106]     [,107]       [,108]     [,109]     [,110]      [,111]
#> [1,] -0.3877427 -0.3208385 -0.402919376 -0.6526871  0.6740373  0.18118116
#> [2,] -1.1940224 -0.8284602  0.416743226  1.5146545 -0.7460079 -0.07285125
#> [3,] -1.5614414 -0.5708456  0.003813317  0.9080447  0.4510009  0.08138911
#>         [,112]     [,113]     [,114]     [,115]     [,116]     [,117]
#> [1,] 0.4665662 -0.8946614  0.1944009  0.6526800 -0.2297719 -0.1558398
#> [2,] 0.6240408 -0.8194857  0.2892676 -0.7256923 -0.6267368  0.3269333
#> [3,] 0.1866627  0.3375004 -0.3003104  0.2284181  0.4810131 -0.3392879
#>          [,118]     [,119]    [,120]     [,121]     [,122]     [,123]
#> [1,]  0.3710817  2.5533005 0.5248740 1.05380629 -0.4081592  0.5695395
#> [2,]  0.2614848  0.3787126 0.2911227 0.07231525  0.3847276 -0.2330770
#> [3,] -0.2167651 -0.6328607 0.5763003 0.28422008  0.3734559  0.5421183
#>          [,124]    [,125]     [,126]     [,127]     [,128]     [,129]
#> [1,] -1.6171448 -1.589854  0.5302861 -0.2149696 -1.2207890  0.1349148
#> [2,]  0.2790413 -1.606293 -0.4684031  0.6036179  0.9693768 -0.9096255
#> [3,] -0.4723034  2.103208 -1.3149298  0.5261181  1.2902825 -1.2015690
#>           [,130]     [,131]     [,132]      [,133]     [,134]      [,135]
#> [1,] -0.03861345  0.9037065 -0.2389600 -0.54233198  0.8401552  0.02072748
#> [2,]  0.31882529  0.1245694  0.4255382 -0.73071132 -1.5781602  0.79946204
#> [3,]  1.40264942 -1.8005684 -0.1397834 -0.03367038  0.7364437 -0.03696420
#>           [,136]     [,137]     [,138]     [,139]     [,140]      [,141]
#> [1,] -0.15234032  1.2294297  1.1644498  0.5162453  0.5511428  1.77892127
#> [2,]  0.71656644 -0.4897471 -0.6034943  1.2750010 -0.5551055  0.03088024
#> [3,] -0.08383363  0.6598318 -0.1872868 -0.8005771  0.3022571 -1.09227429
#>         [,142]     [,143]     [,144]    [,145]     [,146]      [,147]
#> [1,] 0.4449161  0.4973162 -0.5476855 0.8366909 -0.1786205 -0.08006474
#> [2,] 1.2584382 -0.5189529 -0.4178959 1.3792937  0.2397910 -0.37435279
#> [3,] 0.5959844  2.6314595 -1.9649691 1.3072390 -0.7338542  1.41275904
#>          [,148]     [,149]      [,150]       [,151]     [,152]      [,153]
#> [1,]  0.7315013 -1.7429838  0.03449141  0.002615767  0.1272043  0.74212315
#> [2,]  0.3408588  0.5335489  0.19892779  1.466634989  0.8322961 -0.70018789
#> [3,] -2.1183234  0.4154049 -1.45536270 -0.048950473 -0.2940309  0.07093613
#>           [,154]     [,155]     [,156]     [,157]      [,158]     [,159]
#> [1,] -0.25949261  0.2584198  0.4660019  1.2767942  1.05625202 -0.9484513
#> [2,]  1.69576801 -0.1039177 -1.5634670 -0.4400434  0.09160015  0.9083158
#> [3,]  0.01041086  0.1057005 -0.8831292  2.2969884 -0.41367124 -0.3934807
#>          [,160]     [,161]     [,162]     [,163]     [,164]      [,165]
#> [1,]  0.3651394 -1.4982349 -0.7864971 -0.6441280 -1.2838167  2.60037521
#> [2,]  0.8454862  0.7018055 -1.2575265 -0.2645789 -0.2233461 -0.03453685
#> [3,] -0.9141608  2.3796597 -0.6088949  1.8367329 -0.5806659 -0.34192303
#>          [,166]     [,167]     [,168]     [,169]     [,170]     [,171]
#> [1,] -0.3095341 -0.6125132 -0.4395078  0.9242012  0.7913024 -0.1682973
#> [2,]  0.4616832 -0.8075446  1.4310210 -0.5435466 -0.5894388  1.5214019
#> [3,]  1.1696704 -1.6519841  2.1476044 -1.8504556  0.9141463 -0.5171562
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#> , , 2
#> 
#>             [,1]        [,2]       [,3]       [,4]       [,5]       [,6]
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#> , , 4
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#> , , 5
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#> [1,] 0.5083474  1.621844  1.8253881 -0.07754375 -0.09593554  0.9040171
#> [2,] 0.5011866 -1.102596 -1.3696298  1.52343081  1.85964554 -0.7169995
#> [3,] 1.4566855 -1.313345  0.9896212 -2.39827553  2.37650375 -1.7537209
#>          [,176]     [,177]    [,178]     [,179]    [,180]     [,181]     [,182]
#> [1,] -0.4929601 -0.7371749 0.5332472 -0.2459012 0.8865960 -0.2351678 -1.7699098
#> [2,]  0.8473879  0.4583087 1.6189993 -1.0744012 0.9975761 -0.2855424 -0.6582333
#> [3,]  1.2138036 -2.6248200 1.8808562 -3.0261992 3.1274681 -1.5081469  1.8499909
#>          [,183]    [,184]     [,185]     [,186]    [,187]     [,188]
#> [1,] -0.2886608 0.2963173  0.3558769 -0.2273048 0.6398870  1.4847574
#> [2,] -0.7516096 0.1949874  0.7864336  0.9113305 0.8691252  0.2753881
#> [3,] -1.5027724 1.6328495 -0.6130451  0.3593212 0.2253462 -1.2422650
#>            [,189]    [,190]     [,191]    [,192]     [,193]    [,194]
#> [1,] -0.008435698 1.5232205  0.2823838 1.5463054  0.6783445  1.130415
#> [2,] -0.810195991 0.3077426  1.0530640 0.6031988  0.2778692 -1.403854
#> [3,] -0.197109088 1.6295063 -2.0422394 2.3297604 -2.4291006  2.294693
#>          [,195]     [,196]     [,197]    [,198]      [,199]      [,200]
#> [1,]  0.6690607 -0.8929144  2.3266229 -1.254201  1.25874468  0.06530626
#> [2,]  0.2082597 -0.3713483 -0.1693681  1.244277  0.05758322 -1.24538316
#> [3,] -2.9382947  1.1198400 -1.4544133  2.782360 -1.51141889  1.75562192
#>         [,201]    [,202]    [,203]     [,204]     [,205]     [,206]     [,207]
#> [1,] -1.279871 -1.390803  0.637346  0.7134566  1.4908221 -1.6765250  0.2431028
#> [2,]  0.845500  1.021672  1.670659  2.7634208  0.6350261 -0.6572611 -1.6466589
#> [3,] -3.639884  2.267883 -1.697360 -0.2244504 -0.4996092 -0.6936650  0.2909754
#>          [,208]    [,209]    [,210]    [,211]     [,212]    [,213]     [,214]
#> [1,] -2.4421034 0.1601088 -1.591130 -0.105245 -0.6326139 0.8777595  1.9569516
#> [2,] -0.4756589 0.4583713  1.477178  1.177299  0.7003979 1.2112876  0.1772144
#> [3,] -1.5360990 2.0386631 -2.875163  2.145852 -2.3538507 1.8310421 -0.9107596
#>          [,215]     [,216]      [,217]     [,218]     [,219]     [,220]
#> [1,] -0.1714644 -0.1667528  1.19891109 -0.4746759  0.2631756  0.2501746
#> [2,] -1.8673788 -0.1594524 -0.03362641 -0.2091148 -1.3017395  0.1360458
#> [3,]  1.5932144 -2.7105552  1.02125030 -1.6800107  2.6726589 -2.3555594
#>         [,221]      [,222]     [,223]     [,224]     [,225]     [,226]
#> [1,]  1.218579 -0.01304228 -0.2433040 -0.2827526  0.7438269 -0.2988829
#> [2,] -1.363053 -0.93371574 -0.9076044 -0.9038705 -0.4607950  0.8516227
#> [3,]  1.358243 -2.30726215  1.5814410 -1.2531062  1.3403646 -1.6998073
#>          [,227]     [,228]    [,229]      [,230]     [,231]     [,232]
#> [1,] -0.2312212 -0.7210761 -1.763534  1.33167151 -1.3174000  0.6186580
#> [2,]  0.6362771 -0.6617701  2.471889 -0.01756855 -0.4303998 -0.2339246
#> [3,]  2.7085398 -1.2563436  1.747800 -2.87509192  2.9891849 -2.5317602
#>          [,233]     [,234]    [,235]     [,236]     [,237]      [,238]
#> [1,]  1.4827069 -0.4929275 -1.116394  0.3491713 -1.8944797 -1.23844242
#> [2,] -0.1783827 -0.2513708 -1.525627 -1.9721350 -0.7368613  1.07130460
#> [3,]  2.3816852 -2.3976904  1.418211 -0.5825209  0.5575349  0.08722636
#>          [,239]     [,240]     [,241]     [,242]     [,243]     [,244]
#> [1,] -1.4228423 -0.1214425 1.20413410  0.6382807 0.13667661  0.7685082
#> [2,] -0.3389449  0.1807852 1.11902478 -0.8883676 0.66651580 -0.1752099
#> [3,] -0.2462958  0.4552241 0.02409949  0.2306789 0.02935084  2.3599639
#>          [,245]      [,246]     [,247]    [,248]     [,249]      [,250]
#> [1,]  2.0630045 -0.96060053 -0.5811935 0.2906620  0.8361025 -0.04797859
#> [2,]  0.5516571 -0.45422964  0.5940934 0.8088766  0.1901981  0.62782270
#> [3,] -0.8393029  0.05690807 -0.5136779 0.9938709 -1.1030286  0.17960161
#>          [,251]     [,252]     [,253]     [,254]     [,255]      [,256]
#> [1,]  0.3281511 -0.7138266  0.5958766 -0.7830431 -0.3951730  0.09305590
#> [2,] -0.1441483  1.2742532 -0.2294696 -0.1509116  0.7790848 -1.03295427
#> [3,] -0.2686196  0.1185901 -0.6255823 -0.4439320 -1.2203059  0.01626828
#>         [,257]     [,258]     [,259]     [,260]     [,261]     [,262]
#> [1,] -1.341313 -0.6325280 -0.9558487 0.12559453 1.08135154  0.8641613
#> [2,]  1.440063 -0.4691951 -0.8225406 0.07407229 0.02395458 -1.2324140
#> [3,] -0.259832  1.3078306 -1.6344047 0.85398550 0.01672436  0.8967834
#>          [,263]      [,264]     [,265]     [,266]     [,267]     [,268]
#> [1,] -0.4012371 -0.28479795  1.4160786 -0.6057097  0.1423802 -0.7203223
#> [2,] -1.4336821 -0.02411509  0.7711433  1.2684677  0.3583653  1.6227177
#> [3,] -1.7820523  1.62144881 -1.9316886  2.6186979 -2.9748159  2.2626653
#>         [,269]   [,270]     [,271]      [,272]     [,273]     [,274]     [,275]
#> [1,]  1.572470 1.749723  1.5861535 -0.44273219 -0.5666355 0.42535745 -0.7710748
#> [2,] -0.608459 1.958330 -0.2626832  1.32066580  0.5671430 0.08599129  1.8454502
#> [3,] -2.165082 3.867203 -2.9453789  0.08168263 -1.3799595 0.99351981 -0.2421043
#>         [,276]     [,277]    [,278]    [,279]     [,280]     [,281]     [,282]
#> [1,] 0.4971288 -0.4321137  1.754156 1.9507264  0.4334583 -0.7123744 -2.0030417
#> [2,] 0.3119266  0.2129496 -1.086855 0.9876883  1.1973928  0.8881489  0.6656475
#> [3,] 1.0027830  0.1038720 -1.120626 0.6375584 -0.3120509  1.2575190  0.1658225
#>          [,283]     [,284]     [,285]     [,286]     [,287]     [,288]
#> [1,]  1.0146589  0.4407419 -1.0123469 -0.1946238  0.1500171  0.2472986
#> [2,] -1.6310539 -1.7339893  0.4971683 -1.2950218 -1.1456000 -0.9698726
#> [3,] -0.9132663  1.5357704  0.3244640 -1.8103018  0.9260526  0.4124397
#>         [,289]     [,290]     [,291]    [,292]    [,293]     [,294]     [,295]
#> [1,]  2.774251  0.1625252 -2.5112037 0.2300929 -1.473196 -1.7462443  1.4622880
#> [2,] -2.992121 -0.7434057  1.4531376 1.1541335  1.123099 -0.4651507 -0.5612668
#> [3,] -1.652759 -1.7301379  0.8281983 1.1021286 -1.195852  1.0519922 -2.8046599
#>          [,296]    [,297]     [,298]     [,299]     [,300]    [,301]    [,302]
#> [1,]  1.1498299 0.7607637  0.7674011 -0.8929575 -0.1257690 -0.651402  1.358657
#> [2,] -0.5224114 1.3158936 -0.5692285 -0.7103975  0.9398507 -1.121578 -0.128997
#> [3,]  1.4156285 0.1423931  1.9766971 -0.2732196  1.1399536 -2.366067  0.174386
#>          [,303]    [,304]     [,305]
#> [1,] -1.4731612 2.4004857 -0.7035911
#> [2,] -0.1505035 0.9064276 -0.2921607
#> [3,] -0.8011592 0.5849754 -0.6663673
#> 
#> 
#> $rho
#>             [,1]        [,2]         [,3]       [,4]        [,5]
#> [1,] -0.11693241 -0.03200774 -0.008807815  0.1000148  0.01155925
#> [2,] -0.03235427  0.16437298  0.150608755  0.1463710  0.08334052
#> [3,] -0.66173577 -0.80734131 -0.653688950 -0.7612913 -0.80225925
#> 
#> $omega
#>            [,1]      [,2]      [,3]       [,4]       [,5]
#> [1,] -0.4105191 0.4308803 0.3523415 -0.2704048 -0.2535665
#> [2,]  0.6488864 0.4410066 0.4194931  0.3403856 -0.3229451
#> [3,]  0.4079995 0.3291847 0.3694229  0.3294666 -0.2864351
#> 
#> $sigma2v
#>           [,1]      [,2]      [,3]       [,4]       [,5]
#> [1,] 0.1685259 0.1856578 0.1241445 0.07311876 0.06429596
#> [2,] 0.4210535 0.1944868 0.1759745 0.11586238 0.10429357
#> [3,] 0.1664636 0.1083625 0.1364733 0.10854824 0.08204508
#> 
#> $S
#> , , 1
#> 
#>      [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14]
#> [1,]    2    3    3    3    2    4    3    3    2     4     4     2     3     3
#> [2,]    5    7    8    6    7    6    6    4    5     5     6     5     5     5
#> [3,]    3    5    7    5    8    4    5    3    5     5     7     6     6     6
#>      [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24] [,25] [,26]
#> [1,]     4     3     2     3     3     3     3     2     2     3     4     3
#> [2,]     7     6     6     6     6     6     6     5     5     6     4     4
#> [3,]     6     7     5     9     4     7     7     7     5     6     6     5
#>      [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37] [,38]
#> [1,]     2     3     3     3     3     3     3     2     3     3     3     3
#> [2,]     6     5     6     6     5     5     7     5     6     7     6     6
#> [3,]     5     6     6     6     6     7     7     7     6     8     6     7
#>      [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49] [,50]
#> [1,]     3     2     2     4     2     3     4     3     3     3     2     2
#> [2,]     7     5     9     6     6     5     6     7     5     5     6     8
#> [3,]     6     5     6     5     6     7     5     6     7     8     5     7
#>      [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61] [,62]
#> [1,]     3     2     3     4     2     4     2     3     3     3     4     3
#> [2,]     6     7     6     8     6     6     6     7     6     5     6     7
#> [3,]     5     8     7     5     5     7     8     9     6     7     6     5
#>      [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73] [,74]
#> [1,]     3     3     3     3     3     4     3     3     3     3     3     3
#> [2,]     6     7     8     5     6     5     7     7     8     5     6     8
#> [3,]     7     5     5     5     8     5     6     4     5     7     6     7
#>      [,75] [,76] [,77] [,78] [,79] [,80] [,81] [,82] [,83] [,84] [,85] [,86]
#> [1,]     3     3     4     3     3     4     3     3     3     3     4     3
#> [2,]     6     8     7     7     6     6     6     5     5     6     6     8
#> [3,]     7     6     8     8     7     5     5     5     6     6     5     7
#>      [,87] [,88] [,89] [,90] [,91] [,92] [,93] [,94] [,95] [,96] [,97] [,98]
#> [1,]     2     3     3     4     3     3     2     3     3     3     3     3
#> [2,]     6     7     6     8     7     6     7     7     6     5     6     5
#> [3,]     5     6     6     6     5     4     7     6     7     5     5     6
#>      [,99] [,100] [,101] [,102] [,103] [,104] [,105] [,106] [,107] [,108]
#> [1,]     4      3      3      3      3      3      3      2      4      3
#> [2,]     7      7      7      5      8      8      7      8      7      7
#> [3,]     6      7      7      5      8      4      6      5      6      6
#>      [,109] [,110] [,111] [,112] [,113] [,114] [,115] [,116] [,117] [,118]
#> [1,]      4      3      4      3      3      3      2      3      3      3
#> [2,]      5      6      7      6      7      7      8      7      8      8
#> [3,]      3      4      6      5      7      7      8      9      6      5
#>      [,119] [,120] [,121] [,122] [,123] [,124] [,125] [,126] [,127] [,128]
#> [1,]      3      3      3      3      3      3      4      3      3      3
#> [2,]      8      7      8      6      7      7      7      8      8      7
#> [3,]      6      5      5      7      8      6      6      7      6      7
#>      [,129] [,130] [,131] [,132] [,133] [,134] [,135] [,136] [,137] [,138]
#> [1,]      3      3      3      4      3      3      3      3      2      2
#> [2,]      6      6      7      7      6      7      7      7      7      6
#> [3,]      4      5      7      6      4      7      5      4      6      6
#>      [,139] [,140] [,141] [,142] [,143] [,144] [,145] [,146] [,147] [,148]
#> [1,]      3      2      2      3      3      4      3      3      3      3
#> [2,]      7      8      8      6      5      7      7      7      6      6
#> [3,]      5      7      6      5      6      6      6      8      8      5
#>      [,149] [,150] [,151] [,152] [,153] [,154] [,155] [,156] [,157] [,158]
#> [1,]      4      3      3      3      3      3      3      3      3      3
#> [2,]      5      7      8      8      7      7      6      9      5      8
#> [3,]      4      8      8      7      8      8      7      7      5      6
#>      [,159] [,160] [,161] [,162] [,163] [,164] [,165] [,166] [,167] [,168]
#> [1,]      3      3      3      4      3      4      2      3      3      3
#> [2,]      8      6      8      7      6      6      6      8      7      7
#> [3,]      7      7      6      7      6      7      7      8      6      7
#>      [,169] [,170] [,171] [,172] [,173] [,174] [,175] [,176] [,177] [,178]
#> [1,]      4      3      4      3      3      4      2      3      5      3
#> [2,]      8      8      7      7      8      8      6      7      8      7
#> [3,]      8      7      6      7      7      7      8      6      6      7
#>      [,179] [,180] [,181] [,182] [,183] [,184] [,185] [,186] [,187] [,188]
#> [1,]      3      3      3      4      3      3      2      3      3      3
#> [2,]      9      7      7      8      8      7      7      6      7      7
#> [3,]      7      7      7      9      7      6      7      6      6      8
#>      [,189] [,190] [,191] [,192] [,193] [,194] [,195] [,196] [,197] [,198]
#> [1,]      3      3      3      4      3      4      3      4      3      4
#> [2,]      8      7      7      7      9      7      8      8      7      7
#> [3,]      6      7      7      8      7      6      7      6      6      7
#>      [,199] [,200] [,201] [,202] [,203] [,204] [,205] [,206] [,207] [,208]
#> [1,]      3      3      3      4      3      3      4      3      4      3
#> [2,]      8      7      6      6      6      6      6      6      5      7
#> [3,]      7      8      6      7      7      8      8      7      7      5
#>      [,209] [,210] [,211] [,212] [,213] [,214] [,215] [,216] [,217] [,218]
#> [1,]      3      4      3      3      3      5      4      3      4      3
#> [2,]      6      7      6      7      6      4      8      5      5      6
#> [3,]      6      5      7      6      8      5      5      4      6      7
#>      [,219] [,220] [,221] [,222] [,223] [,224] [,225] [,226] [,227] [,228]
#> [1,]      4      4      3      3      3      4      3      3      3      3
#> [2,]      6      6      6      6      7      6      7      7      7      7
#> [3,]      7      5      6      4      6      6      5      5      4      6
#>      [,229] [,230] [,231] [,232] [,233] [,234] [,235] [,236] [,237] [,238]
#> [1,]      2      3      4      4      3      3      3      3      3      4
#> [2,]      7      6      6      7      7      7      6      7      6      6
#> [3,]      6      6      6      5      7      7      7      9      6      6
#>      [,239] [,240] [,241] [,242] [,243] [,244] [,245] [,246] [,247] [,248]
#> [1,]      4      3      3      4      3      4      4      3      4      4
#> [2,]      6      6      5      6      6      4      5      6      6      7
#> [3,]      7      7      5      8      5      4      6      5      5      6
#>      [,249] [,250] [,251] [,252] [,253] [,254] [,255] [,256] [,257] [,258]
#> [1,]      4      3      2      4      4      3      3      3      4      3
#> [2,]      7      8      7      7      7      7      6      8      7      7
#> [3,]      5      5      5      7      5      6      5      5      5      5
#>      [,259] [,260] [,261] [,262] [,263] [,264] [,265] [,266] [,267] [,268]
#> [1,]      4      3      3      4      3      6      4      4      4      3
#> [2,]      6      6      7      8      7      8      7      6      8      8
#> [3,]      7      7      7      6      6      6      5      5      7      7
#>      [,269] [,270] [,271] [,272] [,273] [,274] [,275] [,276] [,277] [,278]
#> [1,]      4      4      5      3      4      3      3      4      2      2
#> [2,]      6      6      7      6      6      6      7      7      7      6
#> [3,]      6      6      7      6      6      6      6      5      6      7
#>      [,279] [,280] [,281] [,282] [,283] [,284] [,285] [,286] [,287] [,288]
#> [1,]      5      4      3      4      5      3      3      3      4      5
#> [2,]      6      5      6      8      7      6      6      6      6      6
#> [3,]      5      5      5      6      6      6      6      5      6      6
#>      [,289] [,290] [,291] [,292] [,293] [,294] [,295] [,296] [,297] [,298]
#> [1,]      3      3      4      3      3      3      3      3      3      4
#> [2,]      4      5      8      6      8      8      6      6      5      6
#> [3,]      1      2      7      5      6      6      5      4      7      6
#>      [,299] [,300] [,301] [,302] [,303] [,304] [,305]
#> [1,]      4      3      3      3      2      3      3
#> [2,]      6      4      6      5      6      6      5
#> [3,]      6      3      5      5      6      6      5
#> 
#> , , 2
#> 
#>      [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14]
#> [1,]    2    4    3    4    3    4    3    4    2     3     4     2     4     3
#> [2,]    3    6    5    5    4    5    6    1    2     1     4     1     0     0
#> [3,]    1    4    5    3    5    3    6    1    3     2     5     3     7     7
#>      [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24] [,25] [,26]
#> [1,]     3     4     2     3     2     4     4     4     2     3     2     2
#> [2,]     4     7     3     4     6     5     3     5     6     8     4     4
#> [3,]     2     4     2     6     0     6     6     7     2     5     5     4
#>      [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37] [,38]
#> [1,]     3     3     4     4     3     4     3     3     3     2     2     3
#> [2,]     5     4     4     8     2     5     6     4     5     5     6     7
#> [3,]     3     3     5     6     6     5     7     5     6     5     5     5
#>      [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49] [,50]
#> [1,]     3     1     3     3     3     2     3     4     3     4     3     2
#> [2,]     4     5     3     5     4     3     7     8     5     2     6     2
#> [3,]     4     1     5     3     5     5     4     6     6     5     3     7
#>      [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61] [,62]
#> [1,]     3     4     4     3     1     4     3     2     2     3     3     3
#> [2,]     4     7     7     6     6     6     7     4     6     4     5     4
#> [3,]     1     7     5     3     4     6     7     8     5     8     5     3
#>      [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73] [,74]
#> [1,]     4     3     3     3     3     5     4     2     3     3     4     3
#> [2,]     6     6     3     5     4     3     8     4     5     4     7     4
#> [3,]     5     3     1     6     5     5     4     2     3     7     4     6
#>      [,75] [,76] [,77] [,78] [,79] [,80] [,81] [,82] [,83] [,84] [,85] [,86]
#> [1,]     4     5     3     3     3     4     5     4     2     2     4     3
#> [2,]     7     4     8     6     7     8     5     3     6     3     6     4
#> [3,]     7     6     5     7     8     4     6     3     5     6     4     5
#>      [,87] [,88] [,89] [,90] [,91] [,92] [,93] [,94] [,95] [,96] [,97] [,98]
#> [1,]     3     2     3     5     3     3     3     4     4     2     4     5
#> [2,]     4     5     5     3     6     6     8     8     4     4     6     2
#> [3,]     3     7     7     3     4     2     7     5     5     3     4     4
#>      [,99] [,100] [,101] [,102] [,103] [,104] [,105] [,106] [,107] [,108]
#> [1,]     4      3      3      2      3      3      3      3      4      2
#> [2,]     6      5      5      3      7      6      6      7      5      6
#> [3,]     4      6      5      3      8      2      5      2      6      4
#>      [,109] [,110] [,111] [,112] [,113] [,114] [,115] [,116] [,117] [,118]
#> [1,]      3      4      4      3      4      3      3      4      4      3
#> [2,]      2      0      7      6      4      5      8      5      7      7
#> [3,]      0      1      6      3      6      6      7      8      4      4
#>      [,119] [,120] [,121] [,122] [,123] [,124] [,125] [,126] [,127] [,128]
#> [1,]      1      3      3      4      3      4      4      3      3      4
#> [2,]      5      5      6      5      5      5      5      6      6      5
#> [3,]      4      4      2      6      6      4      5      6      6      7
#>      [,129] [,130] [,131] [,132] [,133] [,134] [,135] [,136] [,137] [,138]
#> [1,]      3      4      3      3      3      2      3      4      3      3
#> [2,]      5      4      5      4      4      6      4      6      5      3
#> [3,]      0      5      5      6      4      5      4      3      8      7
#>      [,139] [,140] [,141] [,142] [,143] [,144] [,145] [,146] [,147] [,148]
#> [1,]      2      4      2      3      3      3      3      3      3      3
#> [2,]      6      5      6      4      2      6      5      6      5      4
#> [3,]      3      3      4      2      4      4      6      8      6      3
#>      [,149] [,150] [,151] [,152] [,153] [,154] [,155] [,156] [,157] [,158]
#> [1,]      4      3      2      4      3      3      3      2      2      2
#> [2,]      4      6      8      7      4      5      4      6      4      5
#> [3,]      2      4      7      4      7      8      6      5      4      3
#>      [,159] [,160] [,161] [,162] [,163] [,164] [,165] [,166] [,167] [,168]
#> [1,]      5      3      4      4      3      3      2      3      4      3
#> [2,]      8      6      7      6      4      3      5      7      5      6
#> [3,]      4      8      5      6      6      6      6      7      5      6
#>      [,169] [,170] [,171] [,172] [,173] [,174] [,175] [,176] [,177] [,178]
#> [1,]      3      4      3      2      3      3      2      2      4      4
#> [2,]      6      5      6      5      7      6      5      7      6      6
#> [3,]      7      6      3      5      5      6      7      2      6      4
#>      [,179] [,180] [,181] [,182] [,183] [,184] [,185] [,186] [,187] [,188]
#> [1,]      3      3      2      3      4      2      3      3      3      3
#> [2,]      7      4      6      5      6      3      3      5      4      6
#> [3,]      6      6      6      6      6      3      5      5      5      6
#>      [,189] [,190] [,191] [,192] [,193] [,194] [,195] [,196] [,197] [,198]
#> [1,]      3      3      3      4      4      3      3      3      3      4
#> [2,]      6      5      2      8      4      5      6      3      7      4
#> [3,]      5      4      7      6      5      5      6      5      5      4
#>      [,199] [,200] [,201] [,202] [,203] [,204] [,205] [,206] [,207] [,208]
#> [1,]      2      3      3      3      3      2      4      5      2      4
#> [2,]      6      4      7      4      6      6      6      6      7      2
#> [3,]      7      6      6      6      4      5      6      4      5      4
#>      [,209] [,210] [,211] [,212] [,213] [,214] [,215] [,216] [,217] [,218]
#> [1,]      5      4      3      3      3      5      4      4      2      4
#> [2,]      5      3      6      8      7      2      3      1      4      6
#> [3,]      3      5      8      4      5      3      2      2      7      6
#>      [,219] [,220] [,221] [,222] [,223] [,224] [,225] [,226] [,227] [,228]
#> [1,]      4      3      2      2      3      3      3      3      3      4
#> [2,]      4      6      5      4      7      5      8      7      7      6
#> [3,]      6      7      6      1      5      5      6      7      4      6
#>      [,229] [,230] [,231] [,232] [,233] [,234] [,235] [,236] [,237] [,238]
#> [1,]      3      3      3      3      5      4      4      3      3      4
#> [2,]      7      7      7      7      6      6      7      6      5      6
#> [3,]      7      7      7      7      8      5      7      5      6      7
#>      [,239] [,240] [,241] [,242] [,243] [,244] [,245] [,246] [,247] [,248]
#> [1,]      3      4      3      4      3      4      5      4      4      3
#> [2,]      5      5      3      5      5      1      3      4      3      7
#> [3,]      7      4      6      5      2      2      7      6      4      5
#>      [,249] [,250] [,251] [,252] [,253] [,254] [,255] [,256] [,257] [,258]
#> [1,]      4      3      4      4      4      3      4      4      4      4
#> [2,]      7      9      6      5      6      5      6      7      7      7
#> [3,]      6      5      6      5      5      6      5      6      6      7
#>      [,259] [,260] [,261] [,262] [,263] [,264] [,265] [,266] [,267] [,268]
#> [1,]      2      3      3      2      3      3      3      3      3      2
#> [2,]      3      2      5      6      6      5      6      6      5      6
#> [3,]      5      3      5      4      5      4      4      4      7      5
#>      [,269] [,270] [,271] [,272] [,273] [,274] [,275] [,276] [,277] [,278]
#> [1,]      4      4      3      3      4      3      3      4      3      3
#> [2,]      7      6      8      6      7      8      8      7      8      6
#> [3,]      7      7      7      6      6      7      7      6      8      6
#>      [,279] [,280] [,281] [,282] [,283] [,284] [,285] [,286] [,287] [,288]
#> [1,]      3      5      3      4      4      3      2      4      3      4
#> [2,]      5      5      7      6      6      6      6      7      9      6
#> [3,]      6      5      6      8      5      8      4      4      7      3
#>      [,289] [,290] [,291] [,292] [,293] [,294] [,295] [,296] [,297] [,298]
#> [1,]      4      3      4      3      4      3      3      4      4      3
#> [2,]      0      2      5      5      6      5      6      1      8      7
#> [3,]      0      0      7      5      4      6      4      0      5      5
#>      [,299] [,300] [,301] [,302] [,303] [,304] [,305]
#> [1,]      4      4      2      5      2      4      4
#> [2,]      5      1      7      5      5      6      5
#> [3,]      6      0      5      4      6      7      6
#> 
#> , , 3
#> 
#>      [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14]
#> [1,]    3    3    2    4    3    3    3    2    3     4     3     3     3     3
#> [2,]    0    3    3    2    3    5    9    0    2     0     3     0     0     0
#> [3,]    0    3    6    2    5    2    5    0    3     1     5     2     7     5
#>      [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24] [,25] [,26]
#> [1,]     2     3     3     3     1     5     5     4     3     3     3     2
#> [2,]     4     6     2     4     7     5     4     4     6     7     2     2
#> [3,]     3     4     1     7     1     6     7     6     1     4     5     3
#>      [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37] [,38]
#> [1,]     3     2     4     4     4     3     3     3     4     3     3     2
#> [2,]     4     3     3     7     2     5     3     3     5     5     4     7
#> [3,]     2     2     5     5     5     4     6     5     6     5     4     6
#>      [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49] [,50]
#> [1,]     4     4     4     2     2     3     2     2     3     3     3     3
#> [2,]     4     5     1     5     4     2     6     7     4     2     6     2
#> [3,]     5     0     6     2     4     6     5     3     7     5     5     5
#>      [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61] [,62]
#> [1,]     3     4     4     3     1     3     3     2     3     3     2     3
#> [2,]     4     6     8     4     6     6     6     4     8     3     5     2
#> [3,]     1     7     5     3     5     6     7     5     6     7     6     3
#>      [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73] [,74]
#> [1,]     2     4     3     2     3     4     4     1     3     3     4     1
#> [2,]     7     5     2     5     3     3     7     2     3     4     7     3
#> [3,]     7     4     2     3     6     4     4     1     2     8     3     5
#>      [,75] [,76] [,77] [,78] [,79] [,80] [,81] [,82] [,83] [,84] [,85] [,86]
#> [1,]     2     4     3     4     2     4     3     4     3     4     4     4
#> [2,]     7     2     6     6     7     8     4     3     4     3     3     3
#> [3,]     7     6     4     6     7     5     4     2     4     6     5     6
#>      [,87] [,88] [,89] [,90] [,91] [,92] [,93] [,94] [,95] [,96] [,97] [,98]
#> [1,]     3     3     4     3     3     3     4     3     4     3     3     3
#> [2,]     3     5     3     4     7     4     7     7     4     2     7     2
#> [3,]     3     5     5     4     2     1     9     6     5     1     3     5
#>      [,99] [,100] [,101] [,102] [,103] [,104] [,105] [,106] [,107] [,108]
#> [1,]     5      3      4      2      3      2      3      3      3      2
#> [2,]     5      4      4      1      5      7      4      7      3      5
#> [3,]     4      7      5      4      6      1      5      0      4      2
#>      [,109] [,110] [,111] [,112] [,113] [,114] [,115] [,116] [,117] [,118]
#> [1,]      4      4      5      3      3      2      2      3      3      3
#> [2,]      1      0      6      5      3      4      7      4      8      7
#> [3,]      0      1      6      2      5      4      6      6      4      3
#>      [,119] [,120] [,121] [,122] [,123] [,124] [,125] [,126] [,127] [,128]
#> [1,]      4      4      3      2      2      4      5      3      5      3
#> [2,]      5      4      6      4      4      5      5      6      6      4
#> [3,]      3      4      2      5      8      4      5      5      4      4
#>      [,129] [,130] [,131] [,132] [,133] [,134] [,135] [,136] [,137] [,138]
#> [1,]      4      3      3      3      4      2      3      4      3      2
#> [2,]      3      4      6      3      3      4      4      6      5      3
#> [3,]      0      4      5      4      2      7      1      1      5      4
#>      [,139] [,140] [,141] [,142] [,143] [,144] [,145] [,146] [,147] [,148]
#> [1,]      2      3      3      2      4      3      5      4      3      3
#> [2,]      3      6      6      2      2      6      5      5      3      2
#> [3,]      4      4      5      2      3      6      5      6      5      2
#>      [,149] [,150] [,151] [,152] [,153] [,154] [,155] [,156] [,157] [,158]
#> [1,]      4      4      3      2      3      4      3      3      3      4
#> [2,]      1      5      7      5      4      3      4      6      2      5
#> [3,]      3      3      6      6      5      6      6      5      3      4
#>      [,159] [,160] [,161] [,162] [,163] [,164] [,165] [,166] [,167] [,168]
#> [1,]      4      3      4      4      3      5      2      4      4      3
#> [2,]      7      5      6      5      4      1      5      7      5      4
#> [3,]      7      6      5      6      6      6      7      7      4      7
#>      [,169] [,170] [,171] [,172] [,173] [,174] [,175] [,176] [,177] [,178]
#> [1,]      3      4      3      2      4      5      3      3      3      4
#> [2,]      6      4      6      6      7      6      5      6      5      3
#> [3,]      5      5      2      4      8      6      6      4      5      7
#>      [,179] [,180] [,181] [,182] [,183] [,184] [,185] [,186] [,187] [,188]
#> [1,]      4      3      3      4      4      2      3      3      4      4
#> [2,]      6      4      4      6      5      3      4      3      2      6
#> [3,]      6      6      5      6      7      3      7      8      6      5
#>      [,189] [,190] [,191] [,192] [,193] [,194] [,195] [,196] [,197] [,198]
#> [1,]      3      4      3      3      3      3      3      3      4      3
#> [2,]      6      6      1      7      3      6      5      2      6      4
#> [3,]      4      4      8      5      6      6      7      4      6      5
#>      [,199] [,200] [,201] [,202] [,203] [,204] [,205] [,206] [,207] [,208]
#> [1,]      4      3      3      5      4      2      3      4      2      3
#> [2,]      5      3      7      5      4      6      5      5      4      0
#> [3,]      5      7      5      6      5      7      6      7      6      4
#>      [,209] [,210] [,211] [,212] [,213] [,214] [,215] [,216] [,217] [,218]
#> [1,]      4      2      3      2      4      3      4      3      2      3
#> [2,]      3      1      6      7      5      0      3      0      3      3
#> [3,]      3      5      5      2      6      3      1      2      8      8
#>      [,219] [,220] [,221] [,222] [,223] [,224] [,225] [,226] [,227] [,228]
#> [1,]      3      4      2      4      4      4      3      3      3      3
#> [2,]      3      4      3      3      5      4      6      5      6      7
#> [3,]      5      7      7      3      5      5      6      7      3      6
#>      [,229] [,230] [,231] [,232] [,233] [,234] [,235] [,236] [,237] [,238]
#> [1,]      3      3      3      3      5      4      4      3      4      3
#> [2,]      7      5      9      5      6      7      6      5      4      5
#> [3,]      6      8      8      8      6      6      6      5      7      7
#>      [,239] [,240] [,241] [,242] [,243] [,244] [,245] [,246] [,247] [,248]
#> [1,]      3      4      4      3      3      4      5      4      3      2
#> [2,]      5      4      1      3      4      0      2      4      3      6
#> [3,]      6      4      7      3      1      1      7      5      4      5
#>      [,249] [,250] [,251] [,252] [,253] [,254] [,255] [,256] [,257] [,258]
#> [1,]      4      4      3      3      3      3      3      4      4      4
#> [2,]      4      8      5      5      6      4      5      7      6      6
#> [3,]      7      5      7      3      6      6      4      6      6      7
#>      [,259] [,260] [,261] [,262] [,263] [,264] [,265] [,266] [,267] [,268]
#> [1,]      2      3      3      3      4      3      4      4      3      1
#> [2,]      2      1      6      6      5      5      6      5      4      5
#> [3,]      5      3      6      5      5      2      4      4      6      6
#>      [,269] [,270] [,271] [,272] [,273] [,274] [,275] [,276] [,277] [,278]
#> [1,]      4      2      4      3      4      3      3      3      3      3
#> [2,]      8      8      6      5      8      6      8      8      6      7
#> [3,]      7      7      4      6      8      8      8      5      6      7
#>      [,279] [,280] [,281] [,282] [,283] [,284] [,285] [,286] [,287] [,288]
#> [1,]      3      4      4      3      4      3      5      4      4      4
#> [2,]      5      3      5      6      5      6      7      4      7      5
#> [3,]      4      5      6      8      6      6      5      4      8      2
#>      [,289] [,290] [,291] [,292] [,293] [,294] [,295] [,296] [,297] [,298]
#> [1,]      3      2      3      3      3      3      4      3      4      5
#> [2,]      0      0      4      4      4      3      6      0      7      6
#> [3,]      0      0      6      8      5      6      5      0      8      8
#>      [,299] [,300] [,301] [,302] [,303] [,304] [,305]
#> [1,]      4      3      4      4      4      4      4
#> [2,]      3      0      6      3      6      6      4
#> [3,]      5      0      7      5      7      6      5
#> 
#> , , 4
#> 
#>      [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14]
#> [1,]    3    3    2    3    2    4    3    3    3     3     1     2     3     2
#> [2,]    0    2    3    2    3    7    6    1    4     0     3     0     0     0
#> [3,]    1    4    4    1    5    3    7    0    3     0     4     1     5     5
#>      [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24] [,25] [,26]
#> [1,]     1     3     3     3     2     4     3     3     2     3     3     2
#> [2,]     3     6     2     4     6     5     4     3     7     6     2     3
#> [3,]     3     4     2     7     0     5     6     6     2     5     5     2
#>      [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37] [,38]
#> [1,]     3     2     3     3     2     4     4     4     3     3     2     2
#> [2,]     5     2     4     8     3     4     3     4     6     5     5     6
#> [3,]     3     1     5     5     6     5     5     6     7     5     5     6
#>      [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49] [,50]
#> [1,]     3     4     3     2     2     3     2     2     3     2     3     1
#> [2,]     3     5     2     5     4     2     7     6     3     1     5     4
#> [3,]     3     0     7     1     3     5     4     4     6     6     3     4
#>      [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61] [,62]
#> [1,]     3     5     2     3     1     3     3     3     4     4     3     3
#> [2,]     5     5     8     5     6     6     6     6     6     2     5     2
#> [3,]     1     7     4     3     4     6     7     5     5     7     6     4
#>      [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73] [,74]
#> [1,]     2     4     4     3     2     2     2     2     3     3     3     2
#> [2,]     5     5     2     6     4     2     8     2     2     5     6     3
#> [3,]     7     3     2     4     6     4     5     1     3     8     3     4
#>      [,75] [,76] [,77] [,78] [,79] [,80] [,81] [,82] [,83] [,84] [,85] [,86]
#> [1,]     2     3     3     3     3     2     4     3     4     3     4     4
#> [2,]     5     3     6     5     8     8     3     1     4     3     3     4
#> [3,]     6     6     5     6     6     5     4     3     3     6     3     7
#>      [,87] [,88] [,89] [,90] [,91] [,92] [,93] [,94] [,95] [,96] [,97] [,98]
#> [1,]     4     3     3     4     4     4     2     3     3     4     4     3
#> [2,]     3     6     4     4     8     4     7     8     5     2     7     3
#> [3,]     4     5     5     4     3     1     8     6     5     1     2     4
#>      [,99] [,100] [,101] [,102] [,103] [,104] [,105] [,106] [,107] [,108]
#> [1,]     4      2      3      2      3      2      2      3      2      3
#> [2,]     7      3      3      1      5      6      3      9      4      5
#> [3,]     4      6      5      4      6      1      4      1      5      2
#>      [,109] [,110] [,111] [,112] [,113] [,114] [,115] [,116] [,117] [,118]
#> [1,]      3      3      3      2      2      3      3      3      3      2
#> [2,]      0      0      6      4      4      4      8      4      7      6
#> [3,]      0      0      7      2      6      6      6      6      4      3
#>      [,119] [,120] [,121] [,122] [,123] [,124] [,125] [,126] [,127] [,128]
#> [1,]      3      3      3      1      3      3      4      3      3      3
#> [2,]      4      4      6      3      4      5      5      5      5      3
#> [3,]      3      4      2      5      8      4      5      5      3      5
#>      [,129] [,130] [,131] [,132] [,133] [,134] [,135] [,136] [,137] [,138]
#> [1,]      4      4      3      4      3      3      3      3      4      3
#> [2,]      3      4      4      4      4      5      4      6      6      3
#> [3,]      1      4      6      4      1      7      2      2      5      4
#>      [,139] [,140] [,141] [,142] [,143] [,144] [,145] [,146] [,147] [,148]
#> [1,]      3      4      2      3      2      2      4      3      2      2
#> [2,]      4      6      7      2      2      5      4      5      4      1
#> [3,]      4      4      4      1      3      4      4      6      5      2
#>      [,149] [,150] [,151] [,152] [,153] [,154] [,155] [,156] [,157] [,158]
#> [1,]      3      3      2      4      3      3      4      3      4      4
#> [2,]      0      4      5      5      4      3      3      7      2      5
#> [3,]      3      4      8      5      6      6      5      6      4      3
#>      [,159] [,160] [,161] [,162] [,163] [,164] [,165] [,166] [,167] [,168]
#> [1,]      4      3      3      3      3      5      3      4      4      3
#> [2,]      6      3      5      5      3      1      4      6      3      4
#> [3,]      5      6      4      6      6      6      8      6      4      7
#>      [,169] [,170] [,171] [,172] [,173] [,174] [,175] [,176] [,177] [,178]
#> [1,]      3      4      3      2      3      4      2      2      2      2
#> [2,]      7      5      6      4      8      5      3      7      5      4
#> [3,]      5      4      2      4      6      8      6      5      5      6
#>      [,179] [,180] [,181] [,182] [,183] [,184] [,185] [,186] [,187] [,188]
#> [1,]      3      3      3      2      3      3      4      3      4      4
#> [2,]      6      3      3      6      6      2      5      4      2      5
#> [3,]      6      6      5      6      6      3      7      9      5      5
#>      [,189] [,190] [,191] [,192] [,193] [,194] [,195] [,196] [,197] [,198]
#> [1,]      4      2      3      4      3      3      3      3      2      3
#> [2,]      5      7      1      8      3      5      4      2      6      4
#> [3,]      5      6      8      5      5      7      8      4      6      5
#>      [,199] [,200] [,201] [,202] [,203] [,204] [,205] [,206] [,207] [,208]
#> [1,]      4      4      4      4      4      2      3      3      3      5
#> [2,]      4      3      7      6      5      5      7      5      6      0
#> [3,]      5      6      5      7      5      8      6      7      6      3
#>      [,209] [,210] [,211] [,212] [,213] [,214] [,215] [,216] [,217] [,218]
#> [1,]      3      4      3      3      3      2      3      3      2      2
#> [2,]      3      2      5      7      5      0      2      0      5      3
#> [3,]      4      4      5      3      7      3      2      2      8      8
#>      [,219] [,220] [,221] [,222] [,223] [,224] [,225] [,226] [,227] [,228]
#> [1,]      3      3      3      3      3      4      3      3      3      3
#> [2,]      2      3      3      1      7      4      6      6      6      7
#> [3,]      5      7      7      1      5      5      7      7      4      7
#>      [,229] [,230] [,231] [,232] [,233] [,234] [,235] [,236] [,237] [,238]
#> [1,]      4      3      3      4      4      3      3      3      3      3
#> [2,]      8      6      8      5      7      4      6      5      4      5
#> [3,]      7      7      7      8      7      6      6      5      8      8
#>      [,239] [,240] [,241] [,242] [,243] [,244] [,245] [,246] [,247] [,248]
#> [1,]      4      4      4      3      3      4      4      4      4      3
#> [2,]      5      3      3      3      5      0      2      3      3      6
#> [3,]      6      4      7      4      2      1      8      5      4      5
#>      [,249] [,250] [,251] [,252] [,253] [,254] [,255] [,256] [,257] [,258]
#> [1,]      3      5      4      3      4      4      3      3      5      4
#> [2,]      5      7      6      5      7      4      5      6      7      5
#> [3,]      6      4      6      4      5      7      5      5      5      8
#>      [,259] [,260] [,261] [,262] [,263] [,264] [,265] [,266] [,267] [,268]
#> [1,]      2      3      3      3      3      3      3      3      3      2
#> [2,]      2      0      5      6      6      3      6      5      3      4
#> [3,]      5      4      6      4      6      2      4      4      7      5
#>      [,269] [,270] [,271] [,272] [,273] [,274] [,275] [,276] [,277] [,278]
#> [1,]      4      2      2      3      4      4      3      2      4      3
#> [2,]      6      7      6      5      8      5      9      9      7      7
#> [3,]      6      7      4      6      7      7      8      6      7      7
#>      [,279] [,280] [,281] [,282] [,283] [,284] [,285] [,286] [,287] [,288]
#> [1,]      3      2      4      3      3      3      2      5      3      3
#> [2,]      4      2      4      4      5      6      7      5      7      5
#> [3,]      4      6      6      8      5      7      4      4      8      2
#>      [,289] [,290] [,291] [,292] [,293] [,294] [,295] [,296] [,297] [,298]
#> [1,]      3      3      3      3      3      3      4      2      3      3
#> [2,]      0      2      3      4      3      2      7      0      7      8
#> [3,]      0      0      6      7      5      5      4      0      7      6
#>      [,299] [,300] [,301] [,302] [,303] [,304] [,305]
#> [1,]      4      3      3      3      3      3      5
#> [2,]      3      0      6      4      6      7      3
#> [3,]      5      1      6      4      5      6      5
#> 
#> , , 5
#> 
#>      [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14]
#> [1,]    3    2    3    4    3    3    3    3    3     4     3     3     2     3
#> [2,]    1    5    6    2    4    5    6    0    2     0     4     0     0     0
#> [3,]    1    5    3    0    5    2    6    0    4     1     4     0     3     4
#>      [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24] [,25] [,26]
#> [1,]     2     3     3     2     3     3     3     3     3     3     4     3
#> [2,]     2     7     2     2     5     4     3     5     5     8     3     3
#> [3,]     2     6     2     8     0     6     8     6     2     4     3     3
#>      [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37] [,38]
#> [1,]     3     3     3     4     3     3     5     2     3     3     4     3
#> [2,]     6     1     4     9     3     5     4     3     5     4     4     6
#> [3,]     3     2     4     5     5     3     5     5     7     5     5     5
#>      [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49] [,50]
#> [1,]     2     3     3     3     2     3     3     4     3     3     3     2
#> [2,]     4     6     3     5     5     1     7     7     4     0     5     4
#> [3,]     3     1     7     0     4     5     4     4     5     5     2     4
#>      [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61] [,62]
#> [1,]     5     3     3     3     3     4     2     3     3     3     4     3
#> [2,]     5     5     8     4     5     5     7     5     6     4     6     3
#> [3,]     1     7     3     4     4     6     6     6     5     6     5     4
#>      [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73] [,74]
#> [1,]     2     3     4     3     3     3     3     2     3     2     3     3
#> [2,]     6     4     3     6     5     3     7     1     2     3     8     3
#> [3,]     6     2     1     5     4     3     4     1     4     8     4     4
#>      [,75] [,76] [,77] [,78] [,79] [,80] [,81] [,82] [,83] [,84] [,85] [,86]
#> [1,]     3     4     3     4     2     3     3     3     3     3     3     2
#> [2,]     7     1     7     4     5     6     6     2     6     1     4     2
#> [3,]     8     6     4     6     7     5     3     3     5     7     3     5
#>      [,87] [,88] [,89] [,90] [,91] [,92] [,93] [,94] [,95] [,96] [,97] [,98]
#> [1,]     3     3     3     4     5     4     2     4     4     4     3     3
#> [2,]     4     5     3     4     6     5     8     7     5     2     6     2
#> [3,]     3     7     7     4     3     1     7     6     6     3     2     4
#>      [,99] [,100] [,101] [,102] [,103] [,104] [,105] [,106] [,107] [,108]
#> [1,]     3      2      3      3      4      2      4      3      3      3
#> [2,]     7      3      4      2      5      6      4      8      4      6
#> [3,]     3      5      4      4      7      2      4      1      5      3
#>      [,109] [,110] [,111] [,112] [,113] [,114] [,115] [,116] [,117] [,118]
#> [1,]      4      3      5      2      2      3      3      3      3      4
#> [2,]      0      0      6      4      3      4      7      4      5      6
#> [3,]      0      0      6      2      5      5      6      6      3      3
#>      [,119] [,120] [,121] [,122] [,123] [,124] [,125] [,126] [,127] [,128]
#> [1,]      3      3      4      2      3      3      3      4      3      3
#> [2,]      4      5      5      3      4      4      5      5      4      4
#> [3,]      3      4      0      5      8      3      4      6      6      5
#>      [,129] [,130] [,131] [,132] [,133] [,134] [,135] [,136] [,137] [,138]
#> [1,]      3      4      4      3      4      3      3      2      2      3
#> [2,]      5      3      5      3      5      5      3      7      7      3
#> [3,]      0      4      4      5      2      5      3      2      8      5
#>      [,139] [,140] [,141] [,142] [,143] [,144] [,145] [,146] [,147] [,148]
#> [1,]      4      4      3      4      3      4      3      3      2      2
#> [2,]      4      5      7      2      1      6      4      6      5      4
#> [3,]      4      3      3      1      2      5      5      8      5      3
#>      [,149] [,150] [,151] [,152] [,153] [,154] [,155] [,156] [,157] [,158]
#> [1,]      3      3      3      3      4      3      5      3      4      3
#> [2,]      0      5      7      6      3      4      4      5      2      5
#> [3,]      3      4      7      3      5      6      6      5      3      5
#>      [,159] [,160] [,161] [,162] [,163] [,164] [,165] [,166] [,167] [,168]
#> [1,]      3      2      4      3      2      3      3      2      3      4
#> [2,]      8      4      7      5      4      1      3      6      5      4
#> [3,]      5      7      3      6      5      8      6      8      5      6
#>      [,169] [,170] [,171] [,172] [,173] [,174] [,175] [,176] [,177] [,178]
#> [1,]      4      3      2      4      3      3      2      3      4      2
#> [2,]      5      5      4      5      6      6      3      6      5      4
#> [3,]      6      4      3      5      6      7      8      4      5      6
#>      [,179] [,180] [,181] [,182] [,183] [,184] [,185] [,186] [,187] [,188]
#> [1,]      3      4      4      3      3      3      3      3      4      3
#> [2,]      5      3      3      5      6      3      3      2      2      5
#> [3,]      6      6      6      5      5      3      7      8      4      5
#>      [,189] [,190] [,191] [,192] [,193] [,194] [,195] [,196] [,197] [,198]
#> [1,]      3      3      4      3      2      3      4      4      3      5
#> [2,]      4      5      1      7      3      4      4      2      6      3
#> [3,]      4      4      7      4      6      5      7      4      6      5
#>      [,199] [,200] [,201] [,202] [,203] [,204] [,205] [,206] [,207] [,208]
#> [1,]      2      3      3      4      3      3      4      3      3      3
#> [2,]      4      3      8      3      5      5      5      7      7      1
#> [3,]      6      6      5      6      6      7      6      7      6      2
#>      [,209] [,210] [,211] [,212] [,213] [,214] [,215] [,216] [,217] [,218]
#> [1,]      3      4      3      3      4      4      3      3      4      3
#> [2,]      4      2      5      5      5      1      3      0      4      5
#> [3,]      3      4      5      2      7      3      0      4      6      7
#>      [,219] [,220] [,221] [,222] [,223] [,224] [,225] [,226] [,227] [,228]
#> [1,]      4      3      3      4      5      3      3      3      3      2
#> [2,]      2      3      4      3      8      4      5      5      6      8
#> [3,]      4      6      6      2      4      6      7      9      4      6
#>      [,229] [,230] [,231] [,232] [,233] [,234] [,235] [,236] [,237] [,238]
#> [1,]      5      3      3      3      2      3      3      3      4      5
#> [2,]      6      5      6      6      8      6      6      5      4      4
#> [3,]      5      8      7      7      7      5      5      5      7      7
#>      [,239] [,240] [,241] [,242] [,243] [,244] [,245] [,246] [,247] [,248]
#> [1,]      3      3      2      3      3      3      2      4      3      4
#> [2,]      5      3      2      2      3      0      1      2      2      4
#> [3,]      6      4      6      4      1      0      7      5      5      5
#>      [,249] [,250] [,251] [,252] [,253] [,254] [,255] [,256] [,257] [,258]
#> [1,]      3      3      3      4      2      3      3      3      3      4
#> [2,]      3      6      5      6      5      6      4      5      5      4
#> [3,]      7      5      6      4      5      6      4      6      6      6
#>      [,259] [,260] [,261] [,262] [,263] [,264] [,265] [,266] [,267] [,268]
#> [1,]      4      3      2      3      3      4      4      3      3      4
#> [2,]      3      0      6      6      6      5      7      5      3      4
#> [3,]      5      3      6      5      5      2      4      4      7      4
#>      [,269] [,270] [,271] [,272] [,273] [,274] [,275] [,276] [,277] [,278]
#> [1,]      3      2      3      4      2      3      4      3      3      2
#> [2,]      8      8      6      5      7      5      6      7      6      8
#> [3,]      7      6      5      6      8      7      7      6      6      6
#>      [,279] [,280] [,281] [,282] [,283] [,284] [,285] [,286] [,287] [,288]
#> [1,]      4      3      4      4      4      3      3      2      3      2
#> [2,]      4      2      4      5      6      6      5      4      6      4
#> [3,]      6      5      8      6      5      6      5      4      7      1
#>      [,289] [,290] [,291] [,292] [,293] [,294] [,295] [,296] [,297] [,298]
#> [1,]      3      3      3      3      4      4      5      2      3      3
#> [2,]      1      1      4      3      3      4      9      1      6      7
#> [3,]      0      0      6      7      4      4      3      0      7      5
#>      [,299] [,300] [,301] [,302] [,303] [,304] [,305]
#> [1,]      3      3      3      3      4      3      4
#> [2,]      3      0      6      3      5      8      4
#> [3,]      5      1      6      4      6      6      7
#> 
#> 
#> $sigma2_omega
#>            [,1]       [,2]       [,3]       [,4]       [,5]
#> [1,] 0.19461491 0.12442825 0.11758245 0.14922468 0.55559103
#> [2,] 0.26689938 0.06140547 0.05133546 0.02717711 0.10007535
#> [3,] 0.09484761 0.06074341 0.08374437 0.04590225 0.06841474
#> 
#> $s_
#>           [,1]       [,2]       [,3]       [,4]       [,5]
#> [1,] 0.3334371 0.14553216 0.05106687 0.15205387 0.48310747
#> [2,] 0.7508032 0.08451216 0.04185641 0.02076055 0.03373223
#> [3,] 0.2230955 0.12611613 0.11333881 0.02999296 0.09818701
#> 
#> $sigma
#> , , 1
#> 
#>           [,1]      [,2]      [,3]     [,4]      [,5]      [,6]      [,7]
#> [1,] 0.7487993 1.2855151 0.8465128 1.167549 0.7938283 1.2719197 1.0163869
#> [2,] 1.1813893 0.9145637 1.0368982 1.429910 1.0630570 0.7448409 1.2575849
#> [3,] 1.0681199 1.1343355 0.6905076 1.001397 0.9972799 0.9708857 0.9114143
#>          [,8]      [,9]     [,10]     [,11]     [,12]     [,13]     [,14]
#> [1,] 1.312490 0.7159187 1.2696394 1.2375080 0.8785731 1.4040641 1.0204009
#> [2,] 1.125717 0.6860185 0.9998017 0.6322398 1.1003662 0.8524296 0.6756553
#> [3,] 1.038232 0.8717234 1.0337044 1.0434836 0.8327711 1.4533569 0.7177513
#>         [,15]     [,16]     [,17]     [,18]     [,19]     [,20]     [,21]
#> [1,] 1.072000 1.1565715 0.7204572 0.9467396 0.7520961 1.2957148 1.1855956
#> [2,] 1.320560 0.9767773 0.8023192 0.8182656 1.8305723 0.8568533 0.5718707
#> [3,] 1.018016 1.2586687 0.7508059 1.2834313 0.6563929 1.7495107 0.4315450
#>          [,22]     [,23]     [,24]     [,25]     [,26]     [,27]     [,28]
#> [1,] 1.2216962 0.8507841 0.9819793 0.8078646 0.8370408 0.9084014 1.1334396
#> [2,] 0.6786989 0.8326391 1.1144110 0.7100039 1.0338630 0.8765196 0.6335152
#> [3,] 1.7284680 0.6553972 1.9981399 0.5646610 1.2671620 0.8303604 1.3512499
#>          [,29]    [,30]     [,31]     [,32]     [,33]    [,34]    [,35]
#> [1,] 0.9459288 1.281424 0.8361901 1.1964854 0.9561203 1.013786 1.136411
#> [2,] 0.9894045 1.958844 0.5731940 0.9533552 1.6218785 1.009012 0.990215
#> [3,] 0.9529763 1.058000 0.7815572 1.3094082 0.9385286 1.037313 1.420371
#>          [,36]     [,37]     [,38]     [,39]     [,40]     [,41]     [,42]
#> [1,] 0.8978536 0.6548999 1.1493276 0.9535496 0.6602531 0.8810195 1.0772593
#> [2,] 1.1373036 1.0588515 1.0891568 1.3220632 0.7298498 0.8292202 0.8183915
#> [3,] 0.6988175 1.3953884 0.8119363 1.0326997 0.8935436 0.8764574 1.0274088
#>          [,43]     [,44]     [,45]    [,46]    [,47]     [,48]     [,49]
#> [1,] 0.8466808 1.0297398 0.8903134 1.359970 1.071883 1.3391793 0.8953982
#> [2,] 0.7789715 1.0011544 1.2744493 1.125681 1.645837 1.3427679 1.0291252
#> [3,] 1.5246033 0.6810057 1.0455192 0.896248 1.172515 0.8209815 0.8571907
#>          [,50]     [,51]    [,52]     [,53]     [,54]     [,55]    [,56]
#> [1,] 0.7168252 0.9559787 1.085982 0.9761159 0.9619580 0.6751674 1.124614
#> [2,] 0.6007795 0.6525077 1.365397 0.5713764 1.1995100 1.1287202 1.134139
#> [3,] 1.2478363 0.6458545 1.101796 1.0818449 0.8906819 0.9319576 1.486438
#>          [,57]     [,58]     [,59]     [,60]     [,61]     [,62]     [,63]
#> [1,] 1.0232309 0.7188319 1.1562798 1.1153909 1.1820629 0.9717452 1.0245275
#> [2,] 1.8949938 0.6770707 0.7986956 1.2513036 0.7688839 0.9480284 1.4433314
#> [3,] 0.9850374 0.9657352 0.8008855 0.9689218 0.6359528 1.2245015 0.6177448
#>          [,64]     [,65]     [,66]     [,67]     [,68]     [,69]     [,70]
#> [1,] 0.8887105 0.9597861 0.9377012 1.0422705 1.3140986 1.2084001 0.8377989
#> [2,] 1.3445757 0.7465735 0.5853392 1.0172843 0.7269240 1.2762061 1.7150642
#> [3,] 1.5871919 0.8634567 1.4006889 0.9214423 0.9891823 0.9504764 1.2068059
#>         [,71]    [,72]     [,73]     [,74]    [,75]     [,76]     [,77]
#> [1,] 1.330649 1.263641 1.1043038 0.9929244 1.294580 0.8629814 0.8561121
#> [2,] 1.234868 1.758178 1.0042548 0.9648873 1.008895 1.2773755 0.9871065
#> [3,] 0.892193 1.421085 0.8703274 0.7800279 1.154992 0.8530228 1.5612033
#>          [,78]     [,79]     [,80]     [,81]    [,82]     [,83]     [,84]
#> [1,] 1.0962432 0.8891369 1.1495383 1.1056137 1.381043 0.6874176 0.8093467
#> [2,] 1.1733214 1.3170047 0.9068961 0.8865236 1.132994 0.4957400 0.9688869
#> [3,] 0.6479428 1.4783710 0.7744512 1.0780576 1.193377 0.7793417 1.3823414
#>         [,85]     [,86]     [,87]     [,88]     [,89]     [,90]     [,91]
#> [1,] 1.399411 0.9008414 0.8144811 0.6679868 0.8533325 1.4836907 1.3256774
#> [2,] 1.025281 0.8399404 0.8251665 0.4988915 0.8905246 0.8487846 0.8955027
#> [3,] 0.643392 1.4500663 0.7477859 0.9793075 0.7063918 0.9310472 1.0660206
#>          [,92]     [,93]   [,94]     [,95]     [,96]     [,97]     [,98]
#> [1,] 0.9701815 0.8677406 1.03896 0.9026028 0.6355369 1.0021885 1.1674652
#> [2,] 1.4495825 1.3552407 1.45184 0.7687505 0.5957081 0.7643054 0.6574043
#> [3,] 1.1805516 0.9807900 1.01950 0.6806661 1.0757502 1.1004450 1.0421283
#>          [,99]    [,100]    [,101]    [,102]    [,103]    [,104]   [,105]
#> [1,] 1.2051212 0.8970465 0.9680518 0.9700508 0.9215563 0.9721420 1.008712
#> [2,] 0.7782037 1.5235846 1.3447637 0.9205619 1.6235352 0.5853695 1.855238
#> [3,] 0.8289809 1.1790290 0.9080802 1.1179652 1.0750997 1.1085311 1.200940
#>         [,106]    [,107]   [,108]   [,109]    [,110]    [,111]    [,112]
#> [1,] 1.0828407 1.0680720 1.086219 1.143359 0.8707916 0.9634939 0.9086756
#> [2,] 0.6788246 0.7643051 1.144777 1.634635 0.7850270 0.9766411 1.2244182
#> [3,] 0.7272146 0.8900725 1.000778 1.203508 1.0963693 1.0167420 1.0388134
#>         [,113]    [,114]    [,115]    [,116]    [,117]    [,118]    [,119]
#> [1,] 1.2015805 0.9608830 0.8746174 1.0482927 1.0325047 0.9266605 0.5920943
#> [2,] 0.7665337 1.0983960 0.7902184 0.8160004 1.1119011 1.0885396 1.1307382
#> [3,] 1.0712755 0.9405756 1.0476999 1.1031024 0.9331264 0.9567434 0.8788830
#>         [,120]    [,121]   [,122]    [,123]    [,124]    [,125]    [,126]
#> [1,] 0.8978651 0.8054906 1.087388 0.8896711 1.3936614 1.3858765 0.8968683
#> [2,] 1.0990573 1.0237396 1.132947 0.9271682 1.0947577 0.5938368 0.8590139
#> [3,] 1.1247549 1.0596947 1.079162 1.1169391 0.9081463 1.5358040 0.7647201
#>        [,127]   [,128]    [,129]   [,130]    [,131]   [,132]    [,133]
#> [1,] 1.045113 1.284769 0.9726874 1.007957 0.8306935 1.050272 1.1177512
#> [2,] 1.216332 1.369585 0.7444409 1.108980 1.0412435 1.148048 0.7889327
#> [3,] 1.113299 1.301109 0.7826108 1.331279 0.6925911 0.971887 0.9931548
#>         [,134]    [,135]    [,136]    [,137]    [,138]    [,139]    [,140]
#> [1,] 0.8416005 0.9957545 1.0317633 0.7769711 0.7874035 0.8994568 0.8930369
#> [2,] 0.5992818 1.2961263 1.2617316 0.8530858 0.8221770 1.5123510 0.8351865
#> [3,] 1.1621065 0.9924877 0.9830434 1.1440854 0.9625142 0.8493214 1.0636011
#>         [,141]    [,142]    [,143]    [,144]    [,145]   [,146]    [,147]
#> [1,] 0.6940991 0.9127226 0.9029583 1.1189801 0.8421991 1.037344 1.0165698
#> [2,] 1.0100692 1.5042459 0.8450405 0.8732063 1.5644001 1.080905 0.8856298
#> [3,] 0.8002559 1.1292805 1.7105537 0.6697483 1.3056180 0.860961 1.3340274
#>         [,148]   [,149]    [,150]    [,151]    [,152]    [,153]   [,154]
#> [1,] 0.8605809 1.430128 0.9929453 0.9994632 0.9742280 0.8587067 1.054707
#> [2,] 1.1169361 1.188992 1.0666691 1.6093651 1.3100074 0.7967844 1.733566
#> [3,] 0.6491201 1.088437 0.7431230 0.9900638 0.9417813 1.0145762 1.002126
#>         [,155]    [,156]    [,157]    [,158]    [,159]    [,160]   [,161]
#> [1,] 0.9483391 0.9087808 0.7694539 0.8050863 1.2149205 0.9277914 1.360058
#> [2,] 0.9668466 0.6021455 0.8669542 1.0301651 1.3427193 1.3156255 1.255704
#> [3,] 1.0217970 0.8351381 1.5977320 0.9190738 0.9228672 0.8298680 1.624906
#>         [,162]    [,163]    [,164]    [,165]   [,166]    [,167]   [,168]
#> [1,] 1.1751973 1.1413519 1.3014976 0.5864008 1.065597 1.1339694 1.094408
#> [2,] 0.6649816 0.9177403 0.9301000 0.9888573 1.161590 0.7695092 1.590876
#> [3,] 0.8831904 1.4545449 0.8882912 0.9326249 1.269486 0.7139057 1.549777
#>         [,169]    [,170]    [,171]   [,172]    [,173]    [,174]    [,175]
#> [1,] 0.8272063 0.8500821 1.0351482 1.009325 0.9129902 0.9361922 0.8029695
#> [2,] 0.8383245 0.8259348 1.6382170 0.938484 0.8519160 0.9845560 1.2681331
#> [3,] 0.6855783 1.2050073 0.8998747 1.055327 0.9851630 0.7138794 1.3894677
#>         [,176]    [,177]    [,178]    [,179]    [,180]    [,181]    [,182]
#> [1,] 0.7951477 1.4892244 1.2804897 0.9706579 0.9379438 0.6164015 1.0474532
#> [2,] 0.6669014 0.7697339 0.7330523 1.5352688 0.7620534 1.1776822 0.5100245
#> [3,] 0.5192227 1.8087609 0.5892368 1.7580275 0.7551417 1.2601749 0.7685302
#>         [,183]    [,184]    [,185]    [,186]    [,187]    [,188]    [,189]
#> [1,] 1.0279119 0.9496359 1.0202196 0.8819925 0.9608982 1.0919440 0.8858561
#> [2,] 0.9832425 1.0383094 0.8700899 1.4779406 1.1423687 1.1979345 1.3009600
#> [3,] 1.5943728 0.5759598 0.7963894 0.9573687 0.9718748 0.7842866 1.2520471
#>         [,190]    [,191]   [,192]    [,193]    [,194]    [,195]    [,196]
#> [1,] 0.9755339 0.7979985 1.081259 1.3035673 0.9813484 0.8172561 0.9632750
#> [2,] 0.7641816 0.5170363 1.368392 0.5123515 0.8318461 1.3532452 0.7489283
#> [3,] 0.5754885 1.2826728 1.021311 0.9575613 0.8767474 0.9748751 0.8443176
#>         [,197]    [,198]    [,199]   [,200]    [,201]    [,202]    [,203]
#> [1,] 1.2880987 1.9343323 0.6568249 1.167740 0.9675447 0.9051113 0.8559952
#> [2,] 0.9559137 0.6706506 1.7321361 1.096619 0.8985104 0.8809511 1.1652436
#> [3,] 1.1528444 1.0029989 0.6909676 1.654757 0.5402761 1.2250039 1.0838288
#>         [,204]    [,205]    [,206]    [,207]    [,208]    [,209]    [,210]
#> [1,] 0.8321159 0.8815660 0.9825304 0.8783077 1.2244997 1.4459257 1.1502193
#> [2,] 0.8981918 0.7840241 0.5750679 0.8339390 0.8161636 1.4402042 0.9563254
#> [3,] 0.9482642 0.8650233 0.7940031 1.4071826 0.9231163 0.8400976 1.0859516
#>         [,211]    [,212]    [,213]   [,214]    [,215]    [,216]    [,217]
#> [1,] 1.0687659 0.7552555 0.9767527 1.272028 0.9477395 1.2439294 0.8943856
#> [2,] 0.8947433 1.0444288 1.3284879 0.788699 0.6581412 0.9216989 0.7153616
#> [3,] 0.8669471 1.7101325 0.8422171 1.552266 0.8506391 1.1228608 0.9083200
#>        [,218]    [,219]   [,220]    [,221]    [,222]    [,223]    [,224]
#> [1,] 1.142347 1.1054738 1.291510 0.7201743 0.7131376 0.9478515 1.0070304
#> [2,] 1.107603 0.9297808 1.073832 1.5645564 1.0138822 1.4174156 0.9703613
#> [3,] 1.051964 0.9706813 1.232337 0.7169935 1.0100527 1.1948213 1.1470648
#>         [,225]    [,226]    [,227]   [,228]    [,229]    [,230]   [,231]
#> [1,] 0.8701366 0.7091195 0.9711920 1.306974 0.8688031 0.8240227 1.121901
#> [2,] 1.1616934 0.7385537 0.5290789 1.595856 1.5702082 0.9406250 1.173298
#> [3,] 0.7027065 1.2360972 0.7387786 1.114593 1.0459943 1.0223909 1.331588
#>         [,232]    [,233]    [,234]   [,235]    [,236]    [,237]    [,238]
#> [1,] 0.7253908 1.0924603 0.8313832 1.247683 1.1097298 1.0149931 1.3536485
#> [2,] 1.3859735 0.7310625 1.0587358 1.946542 1.2763830 1.0918602 1.1272982
#> [3,] 0.6695624 1.8003461 0.5126370 1.983986 0.7342131 0.8989629 0.9363554
#>         [,239]    [,240]   [,241]    [,242]   [,243]   [,244]    [,245]
#> [1,] 0.9582071 1.0165731 1.105077 1.4051091 1.225353 1.187693 1.5242666
#> [2,] 0.6800831 1.0499860 0.727952 2.0403038 1.019733 1.150581 1.0544698
#> [3,] 1.0604571 0.6555465 1.319609 0.9895618 1.037001 1.043646 0.8520576
#>         [,246]    [,247]    [,248]    [,249]    [,250]    [,251]    [,252]
#> [1,] 0.8182518 1.0935617 1.0320388 1.3134048 0.8397024 0.7781364 1.0866288
#> [2,] 1.0026753 0.7162519 0.6956574 1.4184371 0.9310730 0.9001365 0.7705621
#> [3,] 1.3518452 1.0131225 1.1913490 0.7182843 1.1899594 0.7792592 1.4742469
#>         [,253]    [,254]   [,255]    [,256]    [,257]    [,258]    [,259]
#> [1,] 1.1904847 0.7817041 1.180035 0.9579140 1.1803208 1.3487002 0.7344854
#> [2,] 0.6367188 0.9662546 1.631749 0.8385159 0.5881240 0.8495679 0.6257288
#> [3,] 0.8581027 0.7250258 1.503527 0.9393804 0.9596048 1.2166374 0.8112974
#>         [,260]    [,261]    [,262]    [,263]    [,264]    [,265]    [,266]
#> [1,] 0.7114734 0.8758139 0.8154554 0.7321456 0.9159403 1.2285955 1.0781778
#> [2,] 1.0917357 0.7812880 0.9199193 1.2569718 1.4477580 0.6914795 1.5123079
#> [3,] 1.0735005 0.8091429 0.8656628 0.9664327 0.8829676 1.1281282 0.8931886
#>         [,267]    [,268]   [,269]    [,270]   [,271]    [,272]   [,273]
#> [1,] 0.8701356 0.6977760 1.043755 1.2450845 1.305224 0.9304190 1.043575
#> [2,] 1.4479526 1.0113456 1.252863 0.7913067 1.096129 0.6011971 1.030168
#> [3,] 0.9950825 0.7742641 1.382383 0.6733082 1.019919 1.1377930 0.683321
#>        [,274]    [,275]    [,276]    [,277]    [,278]    [,279]    [,280]
#> [1,] 1.031315 0.7367891 1.1205332 0.7901288 0.8346564 0.9359135 1.6253227
#> [2,] 1.237674 2.2411003 0.8279213 0.9717662 1.1399400 0.4650454 0.8879271
#> [3,] 1.176472 0.8857334 0.7531512 1.5092862 0.8438307 1.0935207 1.1298581
#>         [,281]   [,282]    [,283]    [,284]    [,285]    [,286]   [,287]
#> [1,] 0.9586099 1.274441 1.1635876 0.8810050 0.7786736 1.5639661 1.129417
#> [2,] 1.2942618 1.491914 0.9103881 0.7319071 0.9640426 1.5935988 1.242521
#> [3,] 0.6127245 1.502988 0.5583529 1.2034991 1.1572266 0.7507132 1.366405
#>         [,288]    [,289]    [,290]    [,291]    [,292]   [,293]    [,294]
#> [1,] 0.8723079 1.1391247 0.8168618 1.0412265 1.3574933 1.149331 0.9111615
#> [2,] 1.1452957 1.1104777 0.7822893 0.8022378 1.3178602 1.138637 1.1424120
#> [3,] 1.2815695 0.7549697 1.0028262 1.3172572 0.8115135 1.032886 0.7351900
#>         [,295]    [,296]    [,297]    [,298]   [,299]    [,300]    [,301]
#> [1,] 0.8528383 1.0608548 1.0730107 1.0036850 1.282752 1.1215619 0.6107651
#> [2,] 0.6358094 0.6233257 0.8773616 1.7060098 1.802725 0.7637959 0.6933048
#> [3,] 1.1191717 0.6274803 1.0674434 0.7545409 1.653931 0.7357165 0.8880197
#>         [,302]    [,303]    [,304]    [,305]
#> [1,] 1.4101140 0.9185128 0.7706439 0.9357952
#> [2,] 1.3377863 0.8156551 1.3071966 1.0712285
#> [3,] 0.9659763 1.4574494 1.0492302 1.0391348
#> 
#> , , 2
#> 
#>           [,1]      [,2]      [,3]      [,4]      [,5]      [,6]      [,7]
#> [1,] 0.9016729 1.0117984 0.7982853 1.2046558 0.8792198 1.2705834 1.0010097
#> [2,] 1.1185449 1.2281375 0.7692199 0.9735444 1.0884858 0.7739186 0.9824282
#> [3,] 1.0122680 0.9168604 1.1094173 1.0857551 0.9511174 0.9691228 0.7900678
#>           [,8]      [,9]     [,10]     [,11]     [,12]    [,13]     [,14]
#> [1,] 1.1350307 0.9576821 0.9957354 0.9305538 1.0531220 1.123200 0.8124020
#> [2,] 0.9966333 0.9057482 1.2334464 1.2020441 1.2104148 1.108068 1.1420772
#> [3,] 0.9289746 1.1170203 0.9643978 0.8419807 0.9911052 1.297235 0.6741846
#>         [,15]     [,16]     [,17]     [,18]     [,19]    [,20]     [,21]
#> [1,] 1.008896 1.3868949 0.9782845 0.8250709 0.6407973 1.298373 1.3153897
#> [2,] 1.023936 0.7365136 0.6658291 0.8548512 1.6187626 1.118775 1.0535195
#> [3,] 1.155392 1.0614271 0.6998408 1.3496757 0.7017716 1.734318 0.7881817
#>          [,22]     [,23]    [,24]     [,25]     [,26]     [,27]     [,28]
#> [1,] 0.9608705 0.7613039 1.261397 0.9415440 0.9010985 0.9648864 0.7602852
#> [2,] 1.0772698 0.9800559 1.285227 1.3250021 0.8841462 1.0551491 1.0486460
#> [3,] 1.6460040 0.6406011 1.544073 0.6218849 1.2870198 0.8680909 1.1238943
#>          [,29]    [,30]     [,31]    [,32]     [,33]     [,34]     [,35]
#> [1,] 1.3869911 1.329743 0.8842784 1.114414 1.0270829 0.9372545 0.9987085
#> [2,] 0.8685038 1.267298 1.0107822 1.125955 0.7924769 1.0088262 1.2887668
#> [3,] 0.9548571 1.204187 0.9128467 1.367336 0.8062786 1.1853168 0.9466916
#>          [,36]     [,37]     [,38]    [,39]     [,40]     [,41]     [,42]
#> [1,] 0.8531023 1.0305670 0.7435190 1.224130 0.8050132 0.8554142 0.9166300
#> [2,] 0.9868006 0.5185181 1.1367120 1.600817 0.8876444 0.7459910 0.9558799
#> [3,] 0.9373507 1.0282794 0.8512765 1.653014 0.6641511 1.3679162 0.7928083
#>          [,43]     [,44]     [,45]     [,46]     [,47]     [,48]     [,49]
#> [1,] 0.8273340 0.9690445 0.7496592 0.8676877 1.1516220 1.2806158 0.9316584
#> [2,] 0.8088951 1.3135570 0.7119397 1.2620917 0.9795381 1.4426158 0.9995973
#> [3,] 1.6249798 0.6669460 1.6517574 0.5862181 1.7780322 0.5361549 1.5636624
#>          [,50]     [,51]    [,52]     [,53]     [,54]     [,55]     [,56]
#> [1,] 0.8161796 0.9302798 1.159847 1.1330500 1.1545927 0.6167396 1.1991052
#> [2,] 0.7867475 0.9633776 1.088925 0.8566806 0.9988678 0.7830922 0.8961919
#> [3,] 1.0160256 0.7258409 1.200545 1.1594470 0.8163050 1.3835768 0.7955045
#>         [,57]     [,58]     [,59]     [,60]     [,61]    [,62]     [,63]
#> [1,] 1.095304 0.7665593 0.9649912 0.9536995 0.9367022 1.049017 1.0862053
#> [2,] 1.054569 0.7948452 1.0315467 1.2008492 0.9373192 1.010471 1.1579339
#> [3,] 1.446496 0.8251986 1.0064457 0.9037163 1.1352028 1.000550 0.7529371
#>         [,64]     [,65]     [,66]    [,67]     [,68]     [,69]     [,70]
#> [1,] 1.498085 0.7828096 1.0038389 1.167118 1.3745056 1.5144898 0.6443415
#> [2,] 1.391635 0.6479991 0.7675637 0.862698 0.9496282 0.9418630 1.2392538
#> [3,] 1.340273 0.9916350 1.0196718 1.071189 1.1830369 0.8233284 1.0553673
#>          [,71]     [,72]     [,73]     [,74]     [,75]     [,76]     [,77]
#> [1,] 0.9391613 0.6879497 1.0190769 0.5765534 0.9276814 1.2985911 0.9223575
#> [2,] 1.0368778 1.1477349 1.4620953 0.9333184 1.3298828 0.9986196 0.7960838
#> [3,] 0.8572574 1.0858134 0.9396483 1.3658056 0.7566067 1.3819455 0.8985213
#>         [,78]     [,79]     [,80]     [,81]    [,82]     [,83]    [,84]
#> [1,] 0.904395 0.9447008 0.9034112 1.1884587 1.217762 1.0285385 1.136355
#> [2,] 1.384930 0.9277796 1.5760736 0.7975121 1.363342 1.0186938 1.137800
#> [3,] 1.207525 1.1546853 1.0523519 0.8861706 1.154715 0.9318699 1.075865
#>          [,85]     [,86]     [,87]     [,88]     [,89]     [,90]     [,91]
#> [1,] 1.1158856 1.2095663 1.0137763 1.1315607 0.9929078 0.9775428 0.9874297
#> [2,] 0.7862032 0.9363795 0.8123385 0.7735368 1.0370466 0.9199370 0.8000601
#> [3,] 1.1730691 1.1046871 0.7746431 1.2535039 0.9171535 1.1889995 0.9527314
#>          [,92]     [,93]     [,94]     [,95]     [,96]    [,97]     [,98]
#> [1,] 0.6979698 1.0549636 1.0673224 1.2132668 0.8288117 0.935767 1.0205747
#> [2,] 1.0953712 0.9162561 0.8591818 0.9318835 0.8472174 1.310035 1.0095976
#> [3,] 1.1034863 1.0968238 0.7943718 1.3533366 0.9549408 1.018947 0.8940037
#>          [,99]    [,100]    [,101]    [,102]    [,103]    [,104]    [,105]
#> [1,] 1.2425480 0.8450851 1.0341794 1.0305142 0.9212662 0.7931391 1.0465090
#> [2,] 1.0007081 1.0054327 0.7167871 0.8125712 0.9043525 1.0328339 0.9927783
#> [3,] 0.9851796 1.4881842 0.6748300 1.3913006 0.7659814 0.9607687 1.3275386
#>         [,106]    [,107]    [,108]   [,109]    [,110]   [,111]    [,112]
#> [1,] 0.7534404 0.9037771 0.7930112 1.053678 1.3364164 1.662225 0.9532313
#> [2,] 0.9608267 1.2056878 0.8654012 1.682936 0.8682413 1.009193 1.2762663
#> [3,] 0.7118222 1.5768356 0.7906751 1.208340 0.8900093 1.315891 0.7314743
#>         [,113]    [,114]   [,115]    [,116]    [,117]    [,118]    [,119]
#> [1,] 1.1081829 0.7537594 0.853868 1.0652855 0.9990557 0.9037534 0.9054441
#> [2,] 0.7489192 0.7181861 1.149112 0.9117140 1.0285630 0.9907170 1.1934739
#> [3,] 1.2476375 0.8645232 1.203635 0.9195625 1.1225657 0.9722836 1.0506205
#>         [,120]   [,121]    [,122]    [,123]    [,124]   [,125]    [,126]
#> [1,] 0.9721624 1.058595 0.9538601 0.7597509 1.3020551 1.397930 0.8626888
#> [2,] 0.9644534 1.011463 1.1073040 0.8201433 1.2341855 1.131474 0.7861282
#> [3,] 0.7083828 1.239922 0.6905187 1.2914659 0.8737972 1.149076 0.9010658
#>         [,127]    [,128]    [,129]    [,130]   [,131]    [,132]    [,133]
#> [1,] 1.0914152 0.8834478 1.1513613 1.3796902 1.122825 0.9586029 1.0931154
#> [2,] 0.9798609 1.0542276 0.7442241 1.0518661 1.121339 0.7986131 0.7866948
#> [3,] 1.2900225 0.9305020 0.9802818 0.9172372 1.060389 0.8166516 1.2639136
#>         [,134]    [,135]    [,136]    [,137]    [,138]    [,139]    [,140]
#> [1,] 0.7277685 1.0869261 1.1737699 0.9969916 0.8898449 0.9420871 0.8960390
#> [2,] 0.6324911 1.2675292 1.0089531 0.7809901 0.9536554 0.7869109 1.3517653
#> [3,] 0.8180008 0.9923348 0.9439161 1.3789552 0.8924120 1.0578072 0.7766716
#>         [,141]    [,142]    [,143]    [,144]   [,145]   [,146]    [,147]
#> [1,] 1.0113943 0.9881877 0.9708991 0.8127623 1.460470 1.078982 1.0731938
#> [2,] 0.8077065 1.2380161 1.2077527 0.9822550 1.387490 1.018614 0.9365874
#> [3,] 1.2973846 0.8868564 0.9865402 1.0406261 1.033726 1.060924 1.2541719
#>         [,148]   [,149]    [,150]    [,151]    [,152]    [,153]   [,154]
#> [1,] 0.7102634 1.148747 0.9602192 0.6768252 0.8601104 0.9757380 1.356863
#> [2,] 1.1374048 1.153388 1.1731482 0.6889941 0.8120323 0.8599193 1.036193
#> [3,] 0.8188447 1.630403 0.5528632 1.2766781 0.7529815 1.1386739 1.300139
#>        [,155]    [,156]    [,157]    [,158]    [,159]   [,160]    [,161]
#> [1,] 1.026213 0.9599466 0.8806429 1.1694381 1.3729356 0.859774 1.4506613
#> [2,] 1.048116 1.2133303 0.8096852 1.0283571 0.9041871 1.612133 0.6135596
#> [3,] 0.890800 0.9665921 0.9585693 0.8166418 1.0209862 1.005219 1.3539540
#>         [,162]    [,163]    [,164]    [,165]    [,166]    [,167]   [,168]
#> [1,] 1.2130694 0.9143367 1.0999206 0.7907523 0.8990867 1.2945993 1.114955
#> [2,] 0.7255239 1.0858912 0.8182848 0.9718790 0.7221089 0.9019044 1.293781
#> [3,] 0.7650991 1.4539559 0.8831867 0.8462658 1.2663722 0.8058551 1.744716
#>         [,169]    [,170]    [,171]    [,172]    [,173]    [,174]    [,175]
#> [1,] 0.7959043 1.4974097 0.9601865 0.8512386 0.9122687 0.9306255 0.9091729
#> [2,] 1.0957705 0.9533177 1.0645629 1.1541998 1.1937384 0.7511979 1.4962773
#> [3,] 0.6808196 1.2262762 1.0173957 0.9276477 1.1561681 0.9165518 1.0776502
#>         [,176]    [,177]    [,178]   [,179]    [,180]    [,181]    [,182]
#> [1,] 0.9803049 1.1206696 0.8341227 1.165672 0.7938203 0.8128037 1.0686607
#> [2,] 0.9933312 0.8214036 0.6066796 1.203102 1.3173062 1.2379429 0.8848632
#> [3,] 0.7304647 1.1929292 0.9788013 1.068324 0.8200731 1.0554853 0.8873308
#>         [,183]    [,184]    [,185]    [,186]    [,187]    [,188]    [,189]
#> [1,] 1.2685252 0.5831057 0.7524898 0.9352068 1.6294223 1.1438606 0.8245124
#> [2,] 0.8944585 1.1120046 0.9220722 1.1365660 0.7312673 0.8966742 1.2354682
#> [3,] 1.4831706 0.6222208 1.3085935 0.6549705 1.4686137 0.7245494 1.5916797
#>         [,190]    [,191]    [,192]    [,193]    [,194]   [,195]    [,196]
#> [1,] 1.0986768 0.9058123 1.3916938 0.8481878 0.9016726 1.089700 0.8301323
#> [2,] 0.9025417 0.5975604 0.9388019 0.7201406 0.9914891 1.289583 0.8306366
#> [3,] 0.6673073 1.2684703 0.9506675 0.8377887 1.0300038 1.354439 0.7016114
#>         [,197]    [,198]    [,199]    [,200]    [,201]   [,202]    [,203]
#> [1,] 0.9487981 0.9881090 0.9124345 0.7644394 0.9186924 1.208502 1.1585358
#> [2,] 1.3619063 1.0925493 1.4420934 1.4798457 1.2004851 1.240379 0.8839182
#> [3,] 1.5002149 0.6586066 1.1775486 1.0166884 1.1281547 0.994953 1.0537018
#>         [,204]    [,205]    [,206]    [,207]    [,208]    [,209]    [,210]
#> [1,] 0.7697545 1.1060769 0.9934379 0.7939960 1.2315077 1.1239993 0.7378205
#> [2,] 1.0698124 0.8044678 0.8881851 0.8181357 0.7109456 0.7359835 0.6110694
#> [3,] 1.0374853 1.0192137 0.8679156 0.8614813 1.6148241 0.7475296 1.4032186
#>         [,211]    [,212]    [,213]    [,214]   [,215]    [,216]    [,217]
#> [1,] 1.0233153 0.6220037 0.9780084 0.9134336 1.459031 1.2247017 0.7839227
#> [2,] 0.6874871 1.0232091 1.1867867 1.0148424 1.017985 0.8096023 0.8744136
#> [3,] 0.9385756 0.8625904 0.9771252 1.1899975 1.107098 1.1569558 0.7518320
#>         [,218]    [,219]   [,220]    [,221]   [,222]    [,223]    [,224]
#> [1,] 1.0186407 0.9891440 1.393313 0.7086510 1.117285 1.2087028 0.9569409
#> [2,] 0.8985706 0.9275359 1.492066 1.1838656 1.066424 1.0682661 0.9886245
#> [3,] 1.1641217 0.7063426 1.385911 0.7757135 1.438839 0.7665329 1.5788869
#>         [,225]   [,226]    [,227]    [,228]    [,229]    [,230]    [,231]
#> [1,] 1.1478809 1.057962 1.0298127 0.9061068 0.9879481 0.8864356 0.9731646
#> [2,] 0.9661075 1.156418 0.8952702 1.3213336 1.0005638 0.8047553 1.0689344
#> [3,] 0.8774876 1.567148 0.7046053 1.2969701 0.7696255 1.0096907 1.2172079
#>         [,232]    [,233]   [,234]    [,235]    [,236]    [,237]    [,238]
#> [1,] 0.7826265 1.4957878 1.342453 1.3311208 0.8921592 1.2269620 1.0465674
#> [2,] 0.9509416 1.0573428 1.514899 1.7367393 1.1099338 0.9344189 1.1666737
#> [3,] 1.0797139 0.9763944 1.157067 0.8555445 1.2921804 0.8845705 0.9514907
#>         [,239]    [,240]    [,241]    [,242]    [,243]    [,244]   [,245]
#> [1,] 0.9689928 1.0923176 1.3023215 0.8923788 0.8531619 1.3175162 1.222188
#> [2,] 1.0298935 0.8468546 0.6262056 1.0774794 0.9553210 1.1641136 1.007766
#> [3,] 1.3254279 0.8655472 1.1494017 0.8550300 1.2478115 0.7098219 1.216597
#>         [,246]    [,247]    [,248]    [,249]    [,250]    [,251]    [,252]
#> [1,] 1.3351821 1.2453694 0.8528077 1.1036446 1.2934059 0.8231281 1.1369498
#> [2,] 0.9871913 0.6650761 0.6773883 0.6844951 1.1527725 0.9056290 1.0102705
#> [3,] 0.7782376 1.1266232 0.8236683 1.3915467 0.7108763 1.4706292 0.6524596
#>         [,253]    [,254]    [,255]    [,256]   [,257]    [,258]    [,259]
#> [1,] 1.1562717 1.0261030 0.9798851 1.0750641 1.034370 0.7399927 0.6875547
#> [2,] 0.8745629 1.1449111 0.9974633 1.4662653 1.168919 1.1680070 0.8800787
#> [3,] 1.1660709 0.8160553 1.1966507 0.6653191 1.291363 0.9099721 1.2532536
#>         [,260]    [,261]    [,262]    [,263]    [,264]    [,265]    [,266]
#> [1,] 0.8487683 1.0163196 0.7502032 0.9977382 0.8633318 1.2363515 0.7792901
#> [2,] 1.1297773 1.2006124 0.8691859 1.0096709 1.1237726 0.9938261 0.9662236
#> [3,] 1.0458498 0.8868904 1.0924907 1.0534963 0.8812845 1.1567847 0.7673522
#>         [,267]    [,268]    [,269]    [,270]    [,271]    [,272]    [,273]
#> [1,] 0.8145064 0.5150138 1.1123883 0.5615006 1.2961228 0.7384538 1.3925422
#> [2,] 0.8032353 0.8667613 1.2328237 1.0126281 0.9359194 0.6960574 1.1413104
#> [3,] 0.8541392 1.0890319 0.8714079 1.1017844 0.6650465 1.0357596 0.7560971
#>         [,274]    [,275]    [,276]    [,277]    [,278]    [,279]    [,280]
#> [1,] 0.8292286 0.6713465 0.9515456 1.1225594 0.7867159 0.7936368 1.2545655
#> [2,] 1.0012104 1.8946730 1.2632940 1.1267342 0.9520168 1.0159849 0.8049669
#> [3,] 1.3329837 0.8521748 1.0841513 0.7956418 1.2080581 0.7385256 1.3278625
#>         [,281]    [,282]    [,283]   [,284]    [,285]    [,286]    [,287]
#> [1,] 0.9877968 0.8729189 1.7746470 1.034809 0.8102311 1.2028060 1.4514165
#> [2,] 1.0021706 1.1865907 1.0893094 1.127024 0.8702890 0.9476852 1.1633582
#> [3,] 0.7584386 1.6663150 0.7798706 1.196669 0.9016520 1.0545391 0.9546769
#>         [,288]    [,289]    [,290]    [,291]    [,292]    [,293]    [,294]
#> [1,] 1.2750225 0.9566109 0.6751668 1.0111887 0.8423676 0.7191853 0.9029418
#> [2,] 0.9506976 1.0498480 0.7700955 0.7231889 1.1591676 1.2492223 0.7162426
#> [3,] 1.0072804 1.1115621 1.0382636 1.5076281 0.5921926 1.6950769 0.9474689
#>        [,295]    [,296]   [,297]    [,298]   [,299]    [,300]   [,301]
#> [1,] 1.167573 1.0711345 1.067852 1.1500172 1.186084 1.2356310 0.874063
#> [2,] 0.840794 0.9139435 0.847086 0.7603478 1.428489 0.7685681 1.214670
#> [3,] 1.027164 0.8699760 1.233173 0.9267189 1.082311 0.6838517 1.718329
#>         [,302]    [,303]   [,304]    [,305]
#> [1,] 1.3500809 0.8541723 1.411706 1.2086298
#> [2,] 0.8346807 0.8205142 0.994000 0.7409755
#> [3,] 0.7381258 1.2865758 1.010861 1.2977714
#> 
#> , , 3
#> 
#>           [,1]      [,2]      [,3]      [,4]     [,5]      [,6]      [,7]
#> [1,] 1.2340298 0.9229781 0.7524151 1.1475578 0.860397 1.0178112 1.1183904
#> [2,] 0.8890828 0.9073359 1.0822512 0.9951803 1.260590 0.9929404 0.9877644
#> [3,] 1.0622952 1.0016418 0.7145283 0.9776143 1.099330 1.0186719 0.9380929
#>           [,8]     [,9]     [,10]     [,11]     [,12]     [,13]     [,14]
#> [1,] 0.7853235 1.017393 0.9450926 0.7071756 1.1170402 0.9725281 0.8279336
#> [2,] 1.4025653 1.200241 1.1335256 1.2720441 1.5495660 1.3170020 1.0829491
#> [3,] 0.8741278 1.151626 0.7239504 1.0305014 0.9215965 1.3484826 0.8638139
#>          [,15]     [,16]     [,17]     [,18]     [,19]    [,20]     [,21]
#> [1,] 0.6376152 0.9671296 1.2493908 1.0973142 0.7960395 1.273164 0.9112308
#> [2,] 1.1801814 0.8530863 0.8936066 0.9955533 0.8878591 1.472602 1.1876583
#> [3,] 1.1282693 1.1488498 0.8634297 1.1133743 0.7866294 1.080438 1.0216134
#>          [,22]     [,23]    [,24]     [,25]     [,26]     [,27]     [,28]
#> [1,] 0.8662646 0.9908440 1.199662 1.1895758 1.0312416 0.9262244 0.9365535
#> [2,] 0.9027043 1.1830168 1.211823 0.8679766 0.9444441 1.2504174 0.9650666
#> [3,] 1.1479911 0.9520248 1.166246 1.0110805 0.8713829 1.2962515 0.7988367
#>          [,29]     [,30]     [,31]     [,32]     [,33]     [,34]     [,35]
#> [1,] 1.1339294 1.3121258 0.8848610 1.0989442 0.9971634 1.1943323 0.8864100
#> [2,] 0.8354613 0.8000066 0.9499053 0.9254789 0.7888012 0.9058749 1.2687167
#> [3,] 0.9051411 1.1647025 0.7437811 2.0792117 0.5864384 1.4878321 0.9090131
#>          [,36]     [,37]     [,38]     [,39]     [,40]     [,41]     [,42]
#> [1,] 1.0702001 0.8161152 0.8044826 1.4679598 1.2668827 0.9224087 0.9656184
#> [2,] 0.8671999 0.9886650 1.0724477 0.8969239 0.8492856 1.0461762 1.2800269
#> [3,] 1.3156762 0.7870088 0.9663766 1.6550019 0.5939032 1.4532408 0.7589077
#>          [,43]     [,44]     [,45]     [,46]     [,47]     [,48]     [,49]
#> [1,] 0.7862714 0.9096361 0.8369991 0.6294166 0.9278656 0.8376993 1.2361180
#> [2,] 0.7675095 1.5114099 0.8255585 0.6939193 0.9121058 1.6006603 0.8126980
#> [3,] 1.1530014 1.1431507 1.0880201 1.0425631 0.9831296 1.3412580 0.9621604
#>          [,50]     [,51]     [,52]     [,53]     [,54]     [,55]     [,56]
#> [1,] 0.6260358 0.8346993 0.9208222 0.9611359 1.1759497 0.6353237 0.8370088
#> [2,] 1.2907912 0.8983507 1.1966522 1.4275358 1.0486256 1.3389333 0.9544189
#> [3,] 0.8707088 0.9440828 1.0136100 1.1525198 0.9152635 1.0898070 0.5976951
#>         [,57]     [,58]    [,59]    [,60]    [,61]     [,62]    [,63]    [,64]
#> [1,] 0.935593 1.1068888 1.005932 1.282939 1.053080 0.8706723 0.896323 1.222907
#> [2,] 1.228322 1.5185163 1.123285 1.222611 1.209758 1.0218164 1.196323 1.067413
#> [3,] 1.439358 0.6269037 1.280578 0.816162 1.301082 0.8566854 1.007416 1.584045
#>          [,65]     [,66]     [,67]     [,68]     [,69]    [,70]     [,71]
#> [1,] 1.3903781 0.8950216 0.8841004 0.9847980 0.7536806 1.029643 1.0281805
#> [2,] 0.7601013 1.0158247 0.9453196 0.9382733 1.0120311 1.412629 0.9664271
#> [3,] 0.9026251 0.7312542 1.5953578 0.8572584 1.3248402 1.039286 1.0227916
#>          [,72]     [,73]     [,74]     [,75]     [,76]     [,77]     [,78]
#> [1,] 0.8146732 0.9864272 0.7688109 0.8036613 0.9654611 0.9423240 1.1931691
#> [2,] 1.3559826 0.9707182 0.9484863 1.1003733 0.8629532 0.9631777 1.0278182
#> [3,] 0.9893345 1.0382122 0.7916293 0.9713473 1.1162398 0.8711846 0.9512229
#>          [,79]     [,80]     [,81]    [,82]     [,83]     [,84]     [,85]
#> [1,] 0.8733546 1.0048252 1.1119830 1.028492 1.0972048 0.8550567 1.1154957
#> [2,] 0.6294078 0.7176559 0.8594530 1.090403 1.0048974 1.3423181 0.9623193
#> [3,] 1.0151307 1.1240391 0.7942479 1.396386 0.6829686 1.6044670 0.6166728
#>          [,86]     [,87]     [,88]     [,89]     [,90]    [,91]     [,92]
#> [1,] 1.1529269 1.3555971 0.9469469 1.2909972 1.3206352 1.127684 1.5370013
#> [2,] 0.8853839 0.7057220 1.2878453 0.8334413 0.9404215 1.034923 0.7590033
#> [3,] 1.5788907 0.7945922 1.3424729 0.9120938 1.0066104 1.012025 0.9104618
#>         [,93]     [,94]    [,95]     [,96]     [,97]    [,98]     [,99]
#> [1,] 1.057738 1.2118458 1.039279 0.9953844 1.1154366 1.102454 1.0607382
#> [2,] 1.025027 1.1849207 1.009394 0.6277848 1.1930290 1.293760 0.8118565
#> [3,] 1.652401 0.7091951 1.375205 0.7233015 0.6944764 1.362539 0.8400661
#>         [,100]    [,101]    [,102]    [,103]    [,104]    [,105]    [,106]
#> [1,] 0.8506857 0.8176017 0.7661790 0.9789171 0.7191613 0.7795897 1.2380646
#> [2,] 0.8390761 0.7348154 0.9967740 0.8641388 0.7536582 1.2169039 0.9623204
#> [3,] 1.1366294 0.9100294 0.8382189 0.9949385 1.0190112 1.1656073 0.5786270
#>         [,107]    [,108]   [,109]    [,110]   [,111]    [,112]    [,113]
#> [1,] 1.0986696 0.9075292 1.223803 1.1013807 0.857769 0.7883425 0.8568711
#> [2,] 0.6662694 0.7688973 1.533363 1.1014305 1.209507 1.1009803 0.8638382
#> [3,] 1.7393199 0.7214432 1.305650 0.7195883 1.314897 0.7952722 1.3105613
#>         [,114]    [,115]    [,116]   [,117]    [,118]    [,119]   [,120]
#> [1,] 0.7754746 0.9939394 0.8233039 1.360283 0.9977734 0.9951115 1.010734
#> [2,] 0.9044807 0.8180589 0.9428930 1.514629 0.9282225 0.8019406 1.013802
#> [3,] 0.8697492 1.0781424 0.6391627 1.143316 1.2092278 0.7975317 1.043457
#>         [,121]    [,122]    [,123]   [,124]   [,125]    [,126]    [,127]
#> [1,] 0.9413094 0.5473182 1.1642186 1.151528 1.002929 1.0847662 0.9674584
#> [2,] 0.8422105 1.1737279 0.9911985 1.006446 1.040608 1.3995576 1.0525580
#> [3,] 1.0572741 1.2353549 0.9238680 1.160170 1.208974 0.8520923 0.8440412
#>         [,128]    [,129]    [,130]    [,131]    [,132]    [,133]    [,134]
#> [1,] 0.9530175 1.0648522 0.8715117 0.9678141 1.2714459 0.7660659 0.9258032
#> [2,] 0.7949746 0.6791763 1.3589561 0.8460547 1.3620774 1.0643153 1.1123551
#> [3,] 0.9938693 1.1863482 0.8707655 1.1696703 0.9442767 1.0783226 1.1000638
#>         [,135]    [,136]    [,137]    [,138]    [,139]    [,140]    [,141]
#> [1,] 0.9713943 0.8855856 1.1956370 0.7939478 0.9245947 1.2721378 0.7838840
#> [2,] 0.9354572 1.0215199 0.9619007 0.9707857 0.9295119 1.0001849 1.0414365
#> [3,] 0.6658597 1.2430183 1.0611340 0.7973253 1.1955981 0.9574336 0.9706308
#>         [,142]    [,143]    [,144]    [,145]   [,146]    [,147]    [,148]
#> [1,] 0.9781733 0.8499165 0.8063594 1.4509240 1.088471 0.7143003 1.1197412
#> [2,] 1.1373374 1.0587397 0.9153636 1.2888792 1.096363 1.2568325 0.9380112
#> [3,] 0.8827834 1.1059225 0.8900418 0.9474954 1.115873 1.1407747 0.7271061
#>        [,149]    [,150]    [,151]    [,152]    [,153]    [,154]   [,155]
#> [1,] 1.310399 1.0818894 0.7680018 0.8973781 0.8995422 0.9958126 1.259735
#> [2,] 1.082252 0.9260806 0.8356093 1.1896980 1.3379324 0.7372606 1.119359
#> [3,] 1.690822 0.5858962 1.7208401 0.8914606 1.3989368 0.7757097 1.200293
#>         [,156]   [,157]   [,158]   [,159]    [,160]    [,161]    [,162]
#> [1,] 1.0650557 0.972997 1.589745 1.268840 1.1199462 0.9572476 1.1581200
#> [2,] 1.2057939 1.229211 1.024802 1.194441 0.9987564 0.8083375 0.8299942
#> [3,] 0.8066668 1.364324 0.781315 1.671102 0.7720070 1.2531001 0.9197777
#>         [,163]    [,164]    [,165]    [,166]    [,167]    [,168]    [,169]
#> [1,] 1.0533220 1.6036185 0.7943988 1.5744028 1.3123462 0.9553320 1.1374358
#> [2,] 0.8292216 0.8469616 1.1384133 0.8074268 0.7002987 0.9312707 1.2785056
#> [3,] 1.1008780 0.8983170 1.0025292 0.8281672 0.8793169 1.2061040 0.9117753
#>        [,170]    [,171]    [,172]    [,173]    [,174]    [,175]    [,176]
#> [1,] 1.409333 0.9379964 0.7640089 0.9462557 1.4246544 1.0849284 0.7430308
#> [2,] 1.131569 0.8445186 1.0023093 1.2343652 1.0877624 0.8053642 0.9377014
#> [3,] 1.069560 0.8340925 1.1850289 0.9022309 0.9171541 1.0787356 1.3943976
#>         [,177]    [,178]    [,179]   [,180]    [,181]    [,182]    [,183]
#> [1,] 1.0862445 0.8173350 1.0201485 1.080618 1.1113707 0.9681800 1.0252835
#> [2,] 0.9924806 0.7432660 1.0537189 1.533449 0.8202725 1.0223006 0.9914207
#> [3,] 0.9180950 0.9487017 0.8055434 1.051114 0.9729619 0.7838995 1.3255831
#>         [,184]   [,185]    [,186]    [,187]    [,188]   [,189]    [,190]
#> [1,] 1.1200506 1.134131 1.0102663 1.0653966 1.2845649 1.039421 0.9979270
#> [2,] 1.1327092 1.277824 1.0907502 0.7930283 0.9090068 1.149654 1.3387607
#> [3,] 0.5751289 1.019347 0.9131092 1.5268400 0.6784821 1.448608 0.5602684
#>         [,191]    [,192]    [,193]   [,194]   [,195]    [,196]    [,197]
#> [1,] 1.0219724 0.8462573 0.9067745 1.096671 1.045305 0.9022382 0.9661133
#> [2,] 0.6728075 1.1228941 0.9129318 1.272398 1.211053 0.8802011 0.9505479
#> [3,] 1.7651113 0.7499629 1.1746417 1.025024 1.634181 0.7871313 1.0644767
#>         [,198]    [,199]   [,200]    [,201]   [,202]    [,203]    [,204]
#> [1,] 1.0456501 1.6043497 0.873098 1.1328864 1.568261 1.3212637 0.7648776
#> [2,] 1.0424173 0.9081983 1.834789 1.4462230 1.179998 0.7447528 1.1112358
#> [3,] 0.8572026 0.8082165 1.117343 0.8371053 1.267073 0.8531317 0.9768923
#>        [,205]    [,206]    [,207]    [,208]    [,209]    [,210]    [,211]
#> [1,] 1.036224 1.0208688 0.8626133 1.0626914 0.9696397 1.0835968 1.1250769
#> [2,] 1.472120 0.7500208 0.6340964 0.6534001 0.6091865 0.8445979 0.8843939
#> [3,] 1.000831 1.2131089 0.6769931 1.6336450 0.6886155 1.2554468 0.7387411
#>         [,212]    [,213]    [,214]    [,215]   [,216]    [,217]    [,218]
#> [1,] 0.9393015 0.9324813 0.9001009 1.0279693 1.071000 0.7658798 0.8118899
#> [2,] 0.7239181 1.0409922 0.8100496 1.0032803 1.039149 1.4320498 0.6618730
#> [3,] 1.2180084 0.8865455 1.1441131 0.8814826 1.159767 0.8524379 1.6157958
#>         [,219]    [,220]    [,221]   [,222]    [,223]    [,224]    [,225]
#> [1,] 0.9279771 1.0591360 1.0117578 1.175187 0.9845729 1.1027195 0.8579982
#> [2,] 0.8492858 0.8612819 0.9728268 1.001694 1.2624767 1.0568155 1.0185758
#> [3,] 0.6445825 1.2896652 0.7836173 1.101645 0.7524376 0.8915068 0.8377189
#>         [,226]    [,227]    [,228]    [,229]    [,230]    [,231]    [,232]
#> [1,] 0.8244891 0.9875670 0.8999994 0.9294481 0.8913970 0.9858253 1.2811945
#> [2,] 1.0863689 0.8338163 1.1839342 1.0787714 0.8178779 0.8659018 0.9477732
#> [3,] 1.4291186 0.5849616 1.6758618 0.7039812 1.7425897 0.6240621 0.9267951
#>         [,233]    [,234]    [,235]    [,236]    [,237]    [,238]   [,239]
#> [1,] 1.3649217 1.0440150 0.9496799 1.1248389 1.0924519 1.0789523 1.001517
#> [2,] 1.0041917 0.8644697 0.8133158 0.8789228 0.7885932 1.2048278 1.547893
#> [3,] 0.8015428 1.1630912 0.6949451 1.0912237 1.2186707 0.7764117 1.194575
#>         [,240]    [,241]    [,242]    [,243]    [,244]   [,245]    [,246]
#> [1,] 1.0915107 0.9381394 1.2554983 1.2158847 1.1121612 1.095401 1.1601869
#> [2,] 0.9701569 1.0928925 0.9752024 0.9549776 1.2649066 1.259394 1.0163897
#> [3,] 0.8878260 1.0939252 0.8800474 1.1503958 0.7513179 1.131427 0.7985486
#>         [,247]    [,248]    [,249]    [,250]    [,251]    [,252]    [,253]
#> [1,] 1.2436958 0.8640416 0.9955724 1.3351276 1.0434948 0.8920824 1.5096324
#> [2,] 0.8857294 1.0743812 1.0435999 1.3074810 0.9801382 1.0452943 1.5990212
#> [3,] 1.2045604 0.5729931 1.6358399 0.7058463 1.4980849 0.8713277 0.9846444
#>        [,254]    [,255]    [,256]   [,257]    [,258]    [,259]    [,260]
#> [1,] 1.079552 0.9622798 1.0302448 1.381290 1.5691320 0.8223825 0.8916545
#> [2,] 1.001781 1.2396992 0.9835299 1.126523 0.7782277 0.8925956 0.9250874
#> [3,] 1.118764 0.8806232 0.8951547 1.052304 1.2820836 0.6934718 1.0421851
#>         [,261]    [,262]    [,263]    [,264]   [,265]    [,266]    [,267]
#> [1,] 1.1040927 0.9509480 1.2306402 0.9325201 1.148707 1.2326501 0.8531996
#> [2,] 0.9902826 1.1099574 0.7090768 1.0784026 1.045218 1.1547582 0.8256218
#> [3,] 1.0242286 0.8171157 1.3359064 0.6903912 1.600007 0.6956015 1.2265819
#>         [,268]    [,269]    [,270]    [,271]    [,272]    [,273]    [,274]
#> [1,] 0.5890923 0.9187901 0.7283916 0.9055409 1.1200694 1.0067958 1.1388462
#> [2,] 1.2729638 0.7034758 0.9481823 1.1108065 0.8587068 0.9164162 0.9021122
#> [3,] 0.9146021 0.8546236 1.4325767 0.8173884 1.1537147 1.1432608 1.0962834
#>        [,275]    [,276]    [,277]    [,278]    [,279]    [,280]    [,281]
#> [1,] 1.284478 0.8122882 1.1653467 0.8677472 0.8933602 0.9392893 1.2500671
#> [2,] 1.218090 1.0417458 0.8840329 1.0856624 0.7264788 0.7244879 0.9006815
#> [3,] 1.315194 1.1666512 0.6232069 2.0675953 0.6177795 1.4757275 0.4310467
#>         [,282]    [,283]    [,284]    [,285]    [,286]    [,287]    [,288]
#> [1,] 1.0034706 1.0054445 0.9926517 0.8460934 1.8106705 1.2421964 1.1136103
#> [2,] 0.9609582 0.8900407 1.3217382 1.4761512 0.8014543 1.2200015 0.9758722
#> [3,] 2.1052649 0.6316160 1.4119687 1.1407676 0.9419449 0.8407855 0.9074842
#>         [,289]   [,290]    [,291]    [,292]   [,293]    [,294]   [,295]
#> [1,] 0.9566148 1.038733 1.1238589 0.9041877 1.008910 1.1055218 1.189946
#> [2,] 1.4011361 1.010125 0.9815916 0.9888619 1.021997 0.9019561 1.211021
#> [3,] 1.2199942 1.171258 1.4593716 0.8147840 1.512076 0.8355314 1.408928
#>         [,296]    [,297]    [,298]   [,299]    [,300]   [,301]    [,302]
#> [1,] 0.8902317 0.8117065 1.0342578 1.013464 1.0254894 1.456550 0.9970737
#> [2,] 0.8449297 1.3771401 0.9762498 1.523752 0.9437989 1.131566 0.8719465
#> [3,] 0.8645729 1.3052008 0.6777017 1.575834 0.7802452 1.445201 0.7982994
#>         [,303]    [,304]    [,305]
#> [1,] 0.8698887 1.0544854 1.5930663
#> [2,] 0.9138666 0.9864303 0.7210207
#> [3,] 1.2557968 0.9903009 0.8547505
#> 
#> , , 4
#> 
#>           [,1]      [,2]     [,3]      [,4]     [,5]      [,6]     [,7]
#> [1,] 1.0108148 0.9916555 1.191684 0.9691071 1.146680 1.1127933 1.162507
#> [2,] 0.9320907 0.8447425 1.023120 0.7773371 1.084121 0.9165761 1.459676
#> [3,] 0.9306422 1.1582223 1.131175 0.8820628 1.186844 0.8054752 1.338893
#>           [,8]      [,9]     [,10]     [,11]    [,12]     [,13]    [,14]
#> [1,] 1.0024761 0.9074895 1.0226846 0.8841668 1.089135 1.0249957 0.969032
#> [2,] 1.2304063 1.2110809 1.1246719 1.0834769 1.315298 1.4508562 1.324876
#> [3,] 0.6206253 1.6549031 0.7580055 1.2750775 0.850888 0.8972558 1.170814
#>          [,15]    [,16]     [,17]     [,18]     [,19]     [,20]     [,21]
#> [1,] 0.7675336 1.054971 1.1212162 0.9481252 0.9445438 1.0732410 0.9961890
#> [2,] 1.1003727 1.129159 0.9816850 0.8821967 0.9168569 0.7433955 0.8815831
#> [3,] 1.0375493 1.175316 0.7742237 1.6526672 0.7004963 1.5458587 0.6844616
#>          [,22]     [,23]     [,24]     [,25]    [,26]    [,27]     [,28]
#> [1,] 0.9371097 0.8993908 0.9944280 1.1370156 1.116980 1.005127 0.8976599
#> [2,] 0.9395834 0.9729118 0.8190655 1.0128514 1.067768 1.228643 0.9123088
#> [3,] 0.9655493 0.7975023 1.3252596 0.6538579 1.319367 1.046329 0.9138168
#>         [,29]    [,30]     [,31]     [,32]     [,33]     [,34]     [,35]
#> [1,] 1.028629 0.997089 0.7643079 0.8935937 1.0591579 0.8887604 0.8791189
#> [2,] 1.102246 1.164407 1.1284375 1.2599299 1.0799645 1.2558116 1.0770182
#> [3,] 1.081283 0.981323 0.8168522 1.2735570 0.7899109 1.3305552 0.9100406
#>          [,36]    [,37]     [,38]    [,39]     [,40]     [,41]     [,42]
#> [1,] 0.9721505 1.022832 1.1237516 0.854261 0.9881639 0.8778731 0.9151677
#> [2,] 0.9298571 1.016447 0.9800908 1.268019 1.0393627 1.2052214 0.8721180
#> [3,] 0.8763157 1.335308 0.6836782 1.257738 0.8352866 1.2401142 0.5521830
#>         [,43]     [,44]     [,45]     [,46]     [,47]     [,48]     [,49]
#> [1,] 0.838166 1.3507889 0.9103428 0.9705852 0.8512738 0.9777413 1.0373584
#> [2,] 1.369688 0.9653716 1.0679573 1.0482510 1.0323956 1.1288502 0.9162667
#> [3,] 1.482829 0.8061144 1.3216773 0.7563649 1.3632707 0.7376443 0.9231511
#>          [,50]     [,51]    [,52]     [,53]     [,54]     [,55]     [,56]
#> [1,] 0.7910576 1.1728951 1.158234 0.9607476 1.2229000 0.9858623 1.3536742
#> [2,] 1.0180563 0.9013678 1.039612 1.1748231 1.0908889 1.0749828 0.9760902
#> [3,] 1.2505213 0.8364365 1.042457 0.8519048 0.9316602 0.8757103 0.8749015
#>          [,57]     [,58]    [,59]     [,60]    [,61]     [,62]     [,63]
#> [1,] 0.8980262 1.1229944 1.124049 0.9113323 1.131707 0.9384977 0.7719964
#> [2,] 1.1960013 1.2646311 0.959387 1.0543146 1.040850 1.0844195 0.9356630
#> [3,] 0.9524661 0.9145268 1.262067 0.7209206 1.078728 0.9862104 0.8278959
#>          [,64]     [,65]    [,66]     [,67]     [,68]     [,69]     [,70]
#> [1,] 1.0919599 1.1458437 1.152766 1.0069034 1.1431503 0.9948855 0.9039710
#> [2,] 0.9947475 0.9151163 1.078607 0.8979512 1.2176242 1.0610264 1.1354697
#> [3,] 1.2377162 0.9177493 1.029362 0.9193378 0.8882313 1.1789385 0.8724388
#>          [,71]     [,72]     [,73]     [,74]     [,75]    [,76]     [,77]
#> [1,] 0.9608117 0.7988167 0.8981801 1.0535554 1.0188840 1.244101 1.0237415
#> [2,] 0.9531831 1.2126800 1.2254791 1.2659873 0.9154111 1.053193 1.1002573
#> [3,] 1.0946636 0.9896859 1.1316978 0.8112881 1.3280208 1.151160 0.7808106
#>          [,78]     [,79]    [,80]     [,81]     [,82]     [,83]     [,84]
#> [1,] 1.0299919 0.7947683 1.060992 1.1109076 1.1166844 0.9704512 1.0658975
#> [2,] 1.0967200 0.9129793 1.250182 1.0266628 0.8692922 1.2339876 0.8408238
#> [3,] 0.8541804 0.8855729 1.380365 0.6792141 1.5474557 0.7013414 1.3787105
#>          [,85]     [,86]     [,87]     [,88]     [,89]    [,90]     [,91]
#> [1,] 1.1986077 0.9448946 0.9525508 0.7538297 0.9217687 1.320613 1.2149466
#> [2,] 0.7559214 0.8149357 0.8956318 1.0588113 0.8834301 1.099589 0.9547453
#> [3,] 0.6302195 1.7908753 0.6698638 1.6140735 0.6610076 1.156238 0.9861209
#>          [,92]     [,93]     [,94]    [,95]     [,96]     [,97]    [,98]
#> [1,] 1.0257900 0.9655910 1.2701084 1.083818 0.9412045 1.0628628 1.223857
#> [2,] 0.8992721 1.1585612 1.1434188 1.000536 0.8085174 0.9564089 1.247648
#> [3,] 1.1011418 0.9649202 0.9960565 1.042229 1.2211183 0.7841108 1.346561
#>          [,99]    [,100]    [,101]    [,102]    [,103]    [,104]    [,105]
#> [1,] 0.8989477 0.9963039 1.1860302 1.0351880 0.8366668 0.9824870 1.2250191
#> [2,] 1.3275428 0.8961896 1.0728158 0.9159823 1.0432844 0.7218355 1.0967822
#> [3,] 0.8938446 1.1263269 0.7574868 1.3028779 0.9616505 1.2180021 0.9271226
#>         [,106]    [,107]    [,108]   [,109]    [,110]   [,111]    [,112]
#> [1,] 0.9636944 1.0821173 0.8708368 1.140301 0.9888130 1.016892 0.7607604
#> [2,] 1.0899537 0.9266043 0.8800831 1.104201 0.8813676 1.094586 1.1781576
#> [3,] 0.8680482 1.2082916 0.7837044 1.266691 0.8240653 1.357527 0.6877041
#>         [,113]    [,114]    [,115]    [,116]    [,117]   [,118]    [,119]
#> [1,] 0.8756248 0.7546183 0.9063175 0.9585507 0.8958006 1.081676 1.0358265
#> [2,] 0.9176837 0.9547436 1.1398692 0.9015424 0.9360514 1.086782 0.8314525
#> [3,] 1.0623197 1.1440228 1.1162012 0.8151756 0.9105473 1.058883 0.8167930
#>        [,120]    [,121]    [,122]    [,123]   [,124]    [,125]    [,126]
#> [1,] 1.008127 1.1909190 0.8543663 0.9159859 1.011994 1.1368744 1.0929737
#> [2,] 1.279585 0.9760980 0.8059825 1.0408440 1.138508 0.9979607 1.1328813
#> [3,] 1.174141 0.7976761 1.1819470 1.0442172 1.052647 1.2736420 0.8661257
#>         [,127]    [,128]    [,129]    [,130]   [,131]    [,132]   [,133]
#> [1,] 0.9777283 0.9605459 1.1457922 1.3522783 1.089457 1.1567363 1.060237
#> [2,] 0.9975550 0.7924978 0.9376092 1.1176777 1.044668 1.2220903 1.006433
#> [3,] 1.0660483 0.8826255 0.9968253 0.7760078 1.165458 0.9244298 1.222010
#>         [,134]    [,135]    [,136]   [,137]    [,138]    [,139]    [,140]
#> [1,] 1.0283146 1.0248535 0.8651208 1.021770 0.9719405 1.0746347 1.1277064
#> [2,] 1.1543276 0.8114828 0.9708921 1.110289 0.9634051 0.9361308 0.8426854
#> [3,] 0.8108569 1.2158381 1.0648910 1.029431 0.8057915 1.1140426 0.8536104
#>         [,141]    [,142]    [,143]    [,144]    [,145]    [,146]    [,147]
#> [1,] 0.9448479 0.9986155 1.0356346 0.9754918 1.0865679 0.8753208 0.8739316
#> [2,] 0.8602602 0.9818869 0.9571162 1.1444059 1.2617699 1.1212221 0.8679205
#> [3,] 1.2156550 0.8856380 0.9216223 1.1391723 0.7694674 1.0372808 0.9145064
#>         [,148]   [,149]    [,150]   [,151]    [,152]   [,153]    [,154]
#> [1,] 0.8811749 1.053166 1.2131536 1.001186 1.1865262 1.155079 0.9249005
#> [2,] 0.9498302 0.851378 0.7286271 1.067848 1.1658592 1.045197 0.9390757
#> [3,] 0.8308490 1.326102 0.5528803 1.541406 0.7281763 1.374125 0.6888363
#>         [,155]    [,156]    [,157]    [,158]    [,159]    [,160]    [,161]
#> [1,] 1.2310117 0.7826376 1.0219452 1.0520862 0.9337515 0.9035991 1.1136910
#> [2,] 0.9329113 1.1157617 0.8155362 0.9126175 0.9141227 1.4252974 1.1658920
#> [3,] 1.0402552 1.0639094 0.8469207 1.2596701 1.0260787 0.9374847 0.8222235
#>         [,162]    [,163]   [,164]    [,165]    [,166]    [,167]    [,168]
#> [1,] 1.0557313 0.7398707 1.034566 1.2161133 1.0458816 0.9913097 1.0937844
#> [2,] 0.5650459 0.8768821 0.826311 0.8251059 0.8187321 0.8733150 0.8200267
#> [3,] 1.2303151 0.7324840 1.245240 0.8383042 1.2441919 0.5852072 1.4621910
#>         [,169]    [,170]    [,171]    [,172]    [,173]    [,174]    [,175]
#> [1,] 1.3267005 1.2216852 0.8663849 1.0500454 0.9774008 0.9836934 0.6751313
#> [2,] 1.0204307 0.8982820 0.9469578 1.2752221 1.0819255 1.1197604 0.8734036
#> [3,] 0.8814107 0.8207479 1.0428690 0.9182512 1.1952724 0.9455598 1.1735328
#>         [,176]    [,177]    [,178]    [,179]    [,180]    [,181]    [,182]
#> [1,] 0.8209724 0.9714488 0.9174475 1.1216861 1.2987024 1.3166943 1.1056644
#> [2,] 0.8677384 0.7677840 0.9676173 0.8139284 0.9770635 0.7846265 0.8318418
#> [3,] 0.9592280 0.8993439 1.0773644 0.9703693 1.0023709 1.2209370 0.5970680
#>        [,183]    [,184]    [,185]    [,186]    [,187]    [,188]    [,189]
#> [1,] 1.087843 0.9934511 0.7802605 0.9072430 1.0588664 1.0436039 0.9640225
#> [2,] 1.087114 1.2900518 0.9986671 0.8594390 0.9058393 0.9178446 0.9604684
#> [3,] 1.215699 0.7237106 1.3763360 0.6260219 1.0995610 0.8735127 1.0647761
#>        [,190]    [,191]    [,192]    [,193]    [,194]    [,195]    [,196]
#> [1,] 1.028713 1.1612612 0.9773132 0.9096424 0.9747836 0.9772038 0.8396225
#> [2,] 1.121527 0.6693313 1.1390258 1.0331860 0.9755692 0.9593785 1.1357325
#> [3,] 1.022729 1.4021145 0.8345094 1.2781131 0.6758943 1.4551197 0.6479534
#>        [,197]    [,198]    [,199]    [,200]    [,201]    [,202]    [,203]
#> [1,] 1.043298 1.0226584 0.8462831 0.7653447 0.9767701 0.9640102 1.1858879
#> [2,] 1.017956 0.8486677 1.0841403 1.3234546 0.8195491 0.9043777 0.9890329
#> [3,] 1.369672 0.8494862 1.2441150 0.6909072 1.4441631 0.8337420 1.3190099
#>         [,204]    [,205]    [,206]    [,207]    [,208]    [,209]    [,210]
#> [1,] 0.8298269 0.7830144 1.0857100 1.0930104 1.0833505 1.1425792 0.8705554
#> [2,] 0.9122677 1.1316731 1.3066305 1.0251656 0.7327652 1.1013206 0.8995416
#> [3,] 0.7211772 1.2021911 0.8610476 0.8279346 1.0207434 0.8488881 1.3732962
#>         [,211]    [,212]    [,213]    [,214]    [,215]    [,216]   [,217]
#> [1,] 1.0218840 0.9356897 1.1417140 0.9886665 1.0084635 0.7354762 1.041061
#> [2,] 1.0278139 0.9520151 0.7846055 1.0771567 1.1734090 1.1271515 1.073742
#> [3,] 0.8835114 1.0783518 0.8260091 1.1891098 0.7253304 1.4559469 0.726168
#>         [,218]    [,219]    [,220]    [,221]    [,222]    [,223]   [,224]
#> [1,] 0.8006935 1.0568762 0.9507750 0.9307528 0.9360007 1.0850914 1.266784
#> [2,] 1.0011851 0.9406896 0.8562823 1.1093279 0.8833409 1.0091358 0.910683
#> [3,] 1.2999330 0.8258993 1.0176398 1.0700353 1.1333986 0.7950446 1.365414
#>         [,225]    [,226]    [,227]    [,228]    [,229]   [,230]    [,231]
#> [1,] 0.9731520 0.9961571 0.9964659 0.7579343 1.4128879 1.219634 1.1985138
#> [2,] 1.2303627 0.8978202 1.0254398 1.0205268 0.9029788 1.053727 1.1199479
#> [3,] 0.6705606 1.2735692 0.6468598 1.4166486 0.5655586 1.849358 0.6578463
#>        [,232]    [,233]    [,234]    [,235]    [,236]    [,237]   [,238]
#> [1,] 1.006628 0.8488518 0.9745307 0.8445339 1.0836222 0.9911502 1.169919
#> [2,] 1.014442 1.2733967 0.8402492 1.1708394 0.8628235 0.9400824 0.829138
#> [3,] 1.834522 0.6534017 1.0512366 0.9278762 1.0038841 1.1477292 1.085896
#>         [,239]    [,240]    [,241]    [,242]   [,243]    [,244]    [,245]
#> [1,] 1.1297672 0.9408544 0.9728675 0.9098011 1.036899 0.7987923 0.9147481
#> [2,] 1.1535001 0.8217988 1.1413559 0.7896228 1.158050 1.2528873 1.0845910
#> [3,] 0.9884884 1.1329623 0.9629456 0.8937840 1.020363 0.8388970 1.0653384
#>         [,246]    [,247]    [,248]    [,249]    [,250]    [,251]    [,252]
#> [1,] 1.2236690 0.9679867 1.0614966 1.1535824 0.9640044 0.8672733 0.9569177
#> [2,] 1.0851890 0.9898313 0.8788720 0.9091065 1.0959032 1.6378633 1.1475458
#> [3,] 0.8432744 1.0265413 0.8622274 1.0536177 0.9689755 0.8953344 0.7395903
#>         [,253]    [,254]   [,255]    [,256]    [,257]    [,258]    [,259]
#> [1,] 0.8312726 1.2556530 1.020532 0.9640147 1.1708782 1.1861914 0.8726169
#> [2,] 1.5285879 1.0759103 1.209884 1.0617989 0.8515163 0.9621834 0.8372630
#> [3,] 1.3884747 0.6078041 1.480614 0.7401631 1.2690417 0.6327946 1.7036578
#>         [,260]    [,261]    [,262]    [,263]    [,264]    [,265]    [,266]
#> [1,] 1.0622208 0.7896869 1.1520995 0.9879641 1.1181848 1.0511859 0.9915036
#> [2,] 0.8388949 1.3066329 1.1376595 1.1343895 0.8671516 0.9436734 0.8977279
#> [3,] 0.7924400 1.1324768 0.9353472 1.1688595 0.6765176 1.4098313 0.6833377
#>         [,267]    [,268]    [,269]    [,270]    [,271]    [,272]    [,273]
#> [1,] 0.9857819 1.1234465 1.0403394 1.0852010 0.9373587 1.0421655 1.0049623
#> [2,] 1.0078575 1.0251083 1.0998312 0.9897351 1.1622709 0.9826956 0.8718665
#> [3,] 1.8281595 0.7269002 0.7116777 1.5870305 1.0294519 0.9888172 0.8413426
#>         [,274]    [,275]    [,276]    [,277]    [,278]    [,279]    [,280]
#> [1,] 1.0987504 1.1686385 0.9445358 1.0211759 0.8697926 0.9255691 1.0203768
#> [2,] 0.8124087 0.7379260 1.0137913 1.3668257 1.2065794 0.8618942 0.8088403
#> [3,] 1.2330780 0.8760931 1.1142219 0.8244049 1.0407215 0.8237211 0.9377271
#>        [,281]    [,282]    [,283]    [,284]    [,285]    [,286]    [,287]
#> [1,] 1.326857 1.1419685 0.9767991 1.1260661 0.8022266 0.7974141 0.7919929
#> [2,] 0.896213 0.9202768 0.8002286 0.9427916 1.0218136 1.1382446 1.3112167
#> [3,] 1.020338 0.9133460 0.8874288 0.9007312 1.0989211 1.0510600 1.1724421
#>         [,288]   [,289]    [,290]    [,291]    [,292]   [,293]    [,294]
#> [1,] 0.7570705 1.058316 0.9619534 0.8275670 0.8873549 1.021245 0.9797850
#> [2,] 1.1203822 1.544825 1.1643963 0.9529182 0.7909894 1.093433 0.9530413
#> [3,] 0.8136686 1.466570 1.3153157 0.7914197 0.9532019 1.348979 0.7203172
#>        [,295]    [,296]    [,297]    [,298]   [,299]    [,300]    [,301]
#> [1,] 1.237104 0.7142657 0.8727325 0.8147023 0.997994 0.8871023 0.7563282
#> [2,] 1.325402 1.0080588 1.1062493 0.9990119 1.027304 1.0805710 1.0684362
#> [3,] 1.195178 0.6798706 1.4149645 0.6016532 1.437520 0.8912646 1.1656280
#>         [,302]   [,303]    [,304]    [,305]
#> [1,] 0.8699324 1.147671 0.9870352 0.9021947
#> [2,] 1.1408198 1.019533 1.2278495 0.9684726
#> [3,] 0.8301876 1.255975 0.7125207 1.0460039
#> 
#> , , 5
#> 
#>           [,1]      [,2]     [,3]      [,4]      [,5]      [,6]     [,7]
#> [1,] 1.1857206 0.9980528 1.022544 1.0379915 0.9048947 0.8283036 1.005967
#> [2,] 1.2458021 0.8203552 1.077787 0.9165014 0.8212260 1.1610104 1.076253
#> [3,] 0.9822279 1.1535418 1.118576 1.0378309 1.3497885 0.8535226 1.490757
#>           [,8]     [,9]     [,10]     [,11]     [,12]     [,13]    [,14]
#> [1,] 0.8407282 1.062081 1.0644599 0.8628104 0.7819719 0.9881963 1.044946
#> [2,] 1.1521971 1.049695 1.1249359 1.3774423 1.1987703 1.4427245 1.348888
#> [3,] 0.6600219 1.429479 0.8758536 1.3245636 0.8027941 1.2498678 0.903662
#>          [,15]    [,16]     [,17]     [,18]     [,19]     [,20]     [,21]
#> [1,] 0.8879147 1.180047 1.0923703 0.8358848 1.1523332 0.9071832 0.9613349
#> [2,] 1.0161172 1.205085 0.8862071 0.7160043 0.8357346 0.9812093 0.9763407
#> [3,] 1.1501154 1.090938 0.8073528 1.1684987 0.6984950 1.2471720 0.7225883
#>          [,22]     [,23]     [,24]    [,25]     [,26]     [,27]     [,28]
#> [1,] 0.8529462 1.1030203 0.9001942 1.235168 0.9015084 0.9395575 1.0088713
#> [2,] 1.1288997 1.0195501 0.9998425 1.078375 1.1287440 0.9278622 0.7794883
#> [3,] 1.1076509 0.8389172 1.3056396 0.734201 1.4116669 0.9214811 1.0548669
#>          [,29]     [,30]    [,31]     [,32]     [,33]    [,34]     [,35]
#> [1,] 0.8615674 1.0508680 1.132826 1.0271801 1.3477421 1.081381 0.9338079
#> [2,] 1.0661875 0.9958158 1.033270 0.9872895 1.0321512 1.139911 1.0101728
#> [3,] 1.0440653 0.8861851 1.075333 1.1416701 0.8493384 1.438776 0.8007086
#>         [,36]     [,37]     [,38]     [,39]     [,40]     [,41]     [,42]
#> [1,] 0.934054 1.1333010 0.8912261 0.8769663 0.7495060 0.9975869 1.1796776
#> [2,] 0.949337 0.7910228 1.0362906 1.2254312 0.7155604 0.9667982 0.8135062
#> [3,] 1.302400 1.0117800 0.7672695 1.1327727 0.9795245 1.2467973 0.6712722
#>         [,43]     [,44]     [,45]     [,46]     [,47]     [,48]     [,49]
#> [1,] 1.027135 0.9080655 0.8695983 1.1301997 1.1260358 0.8394013 1.1312800
#> [2,] 1.234673 0.7469401 1.3887033 0.8178166 1.2022242 1.1592035 0.8260806
#> [3,] 1.479209 0.8076446 0.9178181 1.4335752 0.8832619 1.2792736 0.6601607
#>         [,50]     [,51]     [,52]     [,53]    [,54]     [,55]     [,56]
#> [1,] 1.281014 1.0210769 0.9189626 0.9749488 1.279762 1.1776708 0.9134122
#> [2,] 1.020415 1.2952192 0.9690364 1.2226568 1.141271 0.8025790 1.0540507
#> [3,] 1.170727 0.7687452 1.1370761 1.0448414 1.055194 0.9823345 1.2841267
#>          [,57]     [,58]     [,59]    [,60]    [,61]     [,62]    [,63]
#> [1,] 0.9293998 0.8308094 0.9236007 1.217696 1.013777 0.9457256 1.018873
#> [2,] 1.2109413 0.8866573 0.9459646 1.085363 1.353475 1.0576473 1.235136
#> [3,] 0.6730444 1.0475187 0.9930790 1.102760 1.002672 1.4914135 0.806892
#>          [,64]     [,65]    [,66]     [,67]     [,68]     [,69]     [,70]
#> [1,] 0.9749367 1.0481921 1.009406 1.2407625 1.0506934 0.9904511 1.1564094
#> [2,] 0.7576224 1.4320530 1.089860 1.0554381 1.0420609 0.8946301 1.1600697
#> [3,] 1.3752290 0.7649302 1.272944 0.8064794 0.9847046 1.0569734 0.8983103
#>          [,71]     [,72]     [,73]     [,74]     [,75]     [,76]     [,77]
#> [1,] 0.8871904 0.9897276 1.0985520 1.0138689 0.9031431 0.9971214 0.9412538
#> [2,] 0.9675629 0.8420934 0.7354247 0.9735041 0.9248684 0.9839633 1.1198654
#> [3,] 1.0820206 1.1931700 1.0279609 1.2262774 0.6653835 1.6096079 0.5476084
#>          [,78]     [,79]    [,80]     [,81]     [,82]     [,83]    [,84]
#> [1,] 0.9438585 0.8813367 1.041390 0.9199202 1.0514611 0.9624074 1.262425
#> [2,] 1.0012967 0.8676090 1.296982 1.2565745 1.2291928 1.0220312 1.068721
#> [3,] 1.9046199 0.6399764 1.157212 0.9272125 0.9808971 1.0084999 1.149290
#>          [,85]     [,86]     [,87]     [,88]     [,89]    [,90]     [,91]
#> [1,] 0.9127434 1.0100916 0.9695232 0.8019766 1.0649080 1.031509 0.8729703
#> [2,] 1.0803657 0.8811584 0.9246422 0.8763474 0.8750813 1.053736 0.8946884
#> [3,] 0.7406079 1.3147985 0.8017144 1.1699574 1.0052657 1.101199 0.8833686
#>         [,92]     [,93]     [,94]     [,95]     [,96]     [,97]    [,98]
#> [1,] 1.139616 0.9247757 1.0541195 1.1174344 0.8669945 0.9416332 0.910497
#> [2,] 1.042368 1.0112055 1.2209983 0.9847437 0.8788218 1.2318600 1.127739
#> [3,] 1.279440 0.9923492 0.8471268 1.0161896 1.0441891 0.9334287 1.195801
#>          [,99]    [,100]   [,101]    [,102]    [,103]    [,104]    [,105]
#> [1,] 1.0798045 1.0226352 1.112927 1.0493969 0.9208035 0.9819495 0.8849642
#> [2,] 0.8508934 0.8335089 1.138867 1.1678131 1.0641899 1.0981185 0.9312620
#> [3,] 0.9796536 0.8351899 1.232140 0.8663853 1.1712104 0.8955035 1.3027941
#>         [,106]   [,107]    [,108]    [,109]    [,110]    [,111]    [,112]
#> [1,] 1.1665902 0.828240 1.1054798 0.8959279 0.8254468 0.8384554 1.0097952
#> [2,] 1.1450218 0.946782 0.9955930 1.2597671 0.9736055 1.1422262 1.3338865
#> [3,] 0.8027958 1.185617 0.9740061 1.3435500 0.8378017 1.0242145 0.9455736
#>         [,113]    [,114]    [,115]   [,116]    [,117]   [,118]    [,119]
#> [1,] 0.8750726 0.8448238 1.0841968 1.022680 0.9095886 1.061543 0.8723848
#> [2,] 0.9485417 0.7626792 0.8166427 1.365746 1.0388701 1.131551 1.0968804
#> [3,] 1.0999706 0.7940906 0.8797613 1.190126 0.7638448 1.375772 0.7766069
#>         [,120]    [,121]    [,122]    [,123]   [,124]    [,125]   [,126]
#> [1,] 0.8820188 0.8664405 0.9496010 0.9867208 1.053778 0.9567124 1.190532
#> [2,] 1.1458349 0.9958686 0.9726681 1.3744820 1.081787 0.8025114 1.266540
#> [3,] 1.4412562 0.7550692 1.4963288 0.9499243 1.038949 0.9518181 1.055518
#>         [,127]    [,128]    [,129]    [,130]    [,131]    [,132]   [,133]
#> [1,] 0.9249849 1.0059925 0.9879135 0.8902283 1.1154177 1.1617636 1.172026
#> [2,] 0.9928455 1.0003531 1.1565741 1.3363503 1.0210461 1.0092985 1.033763
#> [3,] 0.9976999 0.9584167 1.1562978 1.0232588 0.9719816 0.8692989 1.074400
#>         [,134]    [,135]    [,136]    [,137]    [,138]    [,139]    [,140]
#> [1,] 1.1086513 0.9322988 0.9717616 0.8513001 0.7754742 0.9793936 1.1075035
#> [2,] 1.0037626 1.2017190 1.3108312 1.2013080 1.0180710 0.9471435 0.8186022
#> [3,] 0.8505377 0.8889479 1.2954992 0.9570451 1.0255756 1.2300478 0.7782994
#>         [,141]   [,142]    [,143]    [,144]    [,145]    [,146]    [,147]
#> [1,] 1.1054552 1.195250 1.0519159 0.8690106 0.9067232 0.8708247 0.8639355
#> [2,] 0.6723308 1.061767 0.9207348 1.0100751 1.0685573 1.0681601 1.3982381
#> [3,] 1.1167793 0.973947 1.0511135 0.9283947 1.0574436 0.8728530 1.1323615
#>         [,148]   [,149]    [,150]    [,151]    [,152]    [,153]    [,154]
#> [1,] 1.0112827 1.036151 1.1366937 0.9777682 1.1401082 1.1627259 1.0385367
#> [2,] 1.2818486 1.253943 0.9306619 0.9865086 1.2235735 0.9884925 1.0915808
#> [3,] 0.6956483 1.372753 0.6078516 1.3893337 0.8274003 1.4371689 0.6829161
#>        [,155]    [,156]    [,157]    [,158]   [,159]    [,160]    [,161]
#> [1,] 1.015318 1.0039244 1.0996134 0.8631036 1.320101 1.1676384 1.0675033
#> [2,] 1.211665 0.9062938 1.0476578 0.8982627 1.148528 0.9370067 1.0482878
#> [3,] 1.425194 0.9255017 0.9342344 1.0033985 1.038287 1.1943391 0.9062999
#>        [,162]    [,163]    [,164]    [,165]    [,166]    [,167]    [,168]
#> [1,] 1.080510 0.9892128 0.9248336 0.9035855 0.9966973 1.0532557 1.0354101
#> [2,] 0.904005 1.2002427 0.9561281 0.7797791 0.9933860 0.9894613 1.0403631
#> [3,] 1.077775 0.9729005 0.9829611 0.9890323 0.8793936 1.0813990 0.9886287
#>         [,169]    [,170]    [,171]    [,172]    [,173]    [,174]    [,175]
#> [1,] 1.0482588 0.9375831 0.8141402 0.7933993 1.0098797 1.0122373 0.8917101
#> [2,] 0.9641204 0.9222602 1.1948719 1.2475201 0.7819283 0.7406095 1.1227441
#> [3,] 1.0259077 0.8117012 1.2069470 0.8678546 1.4098385 0.7115162 1.2855204
#>         [,176]    [,177]    [,178]   [,179]    [,180]   [,181]    [,182]
#> [1,] 1.0644935 1.0979683 0.9346279 1.031667 0.8936818 1.030264 1.2515652
#> [2,] 0.8721186 0.9286677 0.7699544 1.189444 0.8512230 1.047187 1.1121406
#> [3,] 0.8404330 1.4563311 0.7638593 1.542501 0.6389633 1.241094 0.7672434
#>        [,183]    [,184]    [,185]    [,186]    [,187]    [,188]   [,189]
#> [1,] 1.037275 0.9631289 0.9558835 1.0292377 0.9220766 0.8284139 1.001070
#> [2,] 1.129036 0.9690054 0.8807447 0.8631603 0.8690628 0.9565066 1.139768
#> [3,] 1.240139 0.7914784 1.0917685 0.9498406 0.9682417 1.1947228 1.028632
#>         [,190]    [,191]    [,192]    [,193]    [,194]    [,195]    [,196]
#> [1,] 0.8243840 0.9648318 0.8219747 0.9175917 0.8664788 0.9186724 1.1198633
#> [2,] 0.9515225 0.8436303 0.9071930 0.9561234 1.2544333 0.9669309 1.0617968
#> [3,] 0.7918574 1.3397520 0.7162954 1.4160763 0.7199019 1.5232031 0.8518194
#>         [,197]    [,198]    [,199]    [,200]    [,201]    [,202]    [,203]
#> [1,] 0.7445489 1.1723516 0.8524952 0.9917544 1.1761732 1.1928322 0.9223737
#> [2,] 1.0277257 0.8179807 0.9907450 1.2227412 0.8723845 0.8479175 0.7635584
#> [3,] 1.2315795 0.6713378 1.2416756 0.7776833 1.6842078 0.7226714 1.2751856
#>         [,204]    [,205]   [,206]    [,207]   [,208]    [,209]   [,210]
#> [1,] 0.9135160 0.8277772 1.236834 0.9696488 1.362904 0.9799055 1.223516
#> [2,] 0.6400451 0.9025427 1.111966 1.3045919 1.079832 0.9286583 0.787790
#> [3,] 1.0326675 1.0741749 1.104447 0.9591836 1.246072 0.7467892 1.509493
#>         [,211]    [,212]    [,213]    [,214]    [,215]   [,216]    [,217]
#> [1,] 1.0134327 1.0835090 0.8946836 0.7802751 1.0219768 1.021367 0.8589867
#> [2,] 0.8268752 0.8930658 0.8223496 0.9717903 1.3519263 1.026082 1.0054445
#> [3,] 0.7354125 1.4008970 0.7693284 1.1393259 0.7959839 1.474323 0.8639322
#>        [,218]    [,219]    [,220]    [,221]   [,222]    [,223]   [,224]
#> [1,] 1.062029 0.9671843 0.9687798 0.8568475 1.001655 1.0313276 1.036499
#> [2,] 1.034343 1.2339189 0.9782719 1.2461959 1.162729 1.1578366 1.157139
#> [3,] 1.272021 0.6819686 1.4012399 0.8232263 1.391581 0.7973272 1.196579
#>         [,225]    [,226]    [,227]   [,228]    [,229]    [,230]    [,231]
#> [1,] 0.9100054 1.0386205 1.0297489 1.095730 1.2505540 0.8446494 1.1817829
#> [2,] 1.0772438 0.8715224 0.9023604 1.112776 0.6708953 1.0028409 1.0719697
#> [3,] 0.8253368 1.2756327 0.6784731 1.197134 0.7785550 1.5094776 0.6517438
#>         [,232]    [,233]   [,234]    [,235]    [,236]    [,237]    [,238]
#> [1,] 0.9245617 0.8286293 1.064489 1.1520466 0.9566965 1.2714885 1.1700117
#> [2,] 1.0384948 1.0292228 1.041424 1.2793434 1.3749890 1.1263506 0.8411491
#> [3,] 1.4370502 0.7109884 1.409720 0.8161863 1.0870061 0.9232559 0.9875854
#>        [,239]    [,240]    [,241]    [,242]    [,243]    [,244]    [,245]
#> [1,] 1.197687 1.0155160 0.8584181 0.9222644 0.9828210 0.9071622 0.7698540
#> [2,] 1.056256 0.9712301 0.8346926 1.1542456 0.8979651 1.0286956 0.9147747
#> [3,] 1.035903 0.9368837 0.9965545 0.9675025 0.9958053 0.7132037 1.1277257
#>         [,246]    [,247]    [,248]    [,249]    [,250]    [,251]    [,252]
#> [1,] 1.1295147 1.0764683 0.9638197 0.8994212 1.0061014 0.9592495 1.0947229
#> [2,] 1.0761024 0.9085278 0.8775587 0.9697550 0.9035931 1.0235490 0.8140309
#> [3,] 0.9918829 1.0763414 0.8673265 1.1711346 0.9746059 1.0392206 0.9831592
#>        [,253]   [,254]    [,255]    [,256]    [,257]    [,258]   [,259]
#> [1,] 0.927236 1.104372 1.0513776 0.9882714 1.1853712 1.0834972 1.128834
#> [2,] 1.037748 1.024667 0.8817905 1.1815106 0.7925254 1.0787060 1.142042
#> [3,] 1.093731 1.065644 1.1909713 0.9976728 1.0379136 0.8291914 1.263740
#>         [,260]    [,261]    [,262]   [,263]    [,264]    [,265]    [,266]
#> [1,] 0.9842028 0.8718854 0.8962273 1.052186 1.0367674 0.8356587 1.0798194
#> [2,] 0.9881106 0.9961395 1.2201833 1.260490 1.0039015 0.8829219 0.8147917
#> [3,] 0.8848778 0.9976076 0.8794706 1.290747 0.7927717 1.3187070 0.6872594
#>         [,267]    [,268]    [,269]    [,270]    [,271]    [,272]    [,273]
#> [1,] 0.9821105 1.0956248 0.8192526 0.8010470 0.8178325 1.0577363 1.0744833
#> [2,] 0.9437762 0.7694923 1.1032379 0.7289016 1.0433286 0.8079531 0.9124901
#> [3,] 1.5311910 0.7232116 1.3635311 0.5747320 1.5247493 0.9883698 1.2185169
#>         [,274]    [,275]    [,276]    [,277]    [,278]    [,279]    [,280]
#> [1,] 0.9475001 1.1026974 0.9389176 1.0563133 0.8005969 0.7808912 0.9465275
#> [2,] 0.9862107 0.7423091 0.9508798 0.9661989 1.1918386 0.8525831 0.8241967
#> [3,] 0.8673701 1.0352817 0.8662202 0.9852338 1.1740900 0.9127351 1.0457049
#>         [,281]    [,282]    [,283]    [,284]    [,285]   [,286]    [,287]
#> [1,] 1.0945213 1.2891101 0.8792889 0.9456538 1.1369493 1.024982 0.9811601
#> [2,] 0.8663973 0.8980911 1.3013087 1.3231188 0.9228588 1.232581 1.2031980
#> [3,] 0.8351877 0.9765311 1.1397350 0.8025595 0.9545942 1.295980 0.8757917
#>         [,288]    [,289]    [,290]    [,291]    [,292]    [,293]    [,294]
#> [1,] 0.9691331 0.7034711 0.9796054 1.3748966 0.9712495 1.2053579 1.2478156
#> [2,] 1.1695369 1.6211658 1.1275415 0.7908540 0.8299740 0.8341436 1.0780017
#> [3,] 0.9426421 1.2670661 1.2811859 0.8881519 0.8539829 1.1868076 0.8601369
#>         [,295]    [,296]    [,297]    [,298]   [,299]    [,300]   [,301]
#> [1,] 0.8307772 0.8643486 0.9080534 0.9072896 1.119869 1.0160732 1.086093
#> [2,] 1.0948629 1.0880152 0.8085759 1.0962714 1.121548 0.8591944 1.198540
#> [3,] 1.4943279 0.8164882 0.9798133 0.7534461 1.039905 0.8493692 1.403350
#>         [,302]   [,303]    [,304]   [,305]
#> [1,] 0.8417645 1.205353 0.7376090 1.093303
#> [2,] 1.0210479 1.024600 0.8638439 1.048306
#> [3,] 0.9753342 1.121582 0.9196347 1.100138
#> 
#> 


## ------------------------------------------------
## Method `specify_posterior_bsvar_sv$get_last_draw`
## ------------------------------------------------

data(us_fiscal_lsuw)

# specify the model and set seed
specification  = specify_bsvar_sv$new(us_fiscal_lsuw, p = 4)
#> The identification is set to the default option of lower-triangular structural matrix.
set.seed(123)

# run the burn-in
burn_in        = estimate(specification, 5, thin = 1)
#> **************************************************|
#> bsvars: Bayesian Structural Vector Autoregressions|
#> **************************************************|
#>  Gibbs sampler for the SVAR-SV model              |
#>    Non-centred SV model is estimated              |
#> **************************************************|
#>  Progress of the MCMC simulation for 5 draws
#>     Every draw is saved via MCMC thinning
#>  Press Esc to interrupt the computations
#> **************************************************|

# estimate the model
posterior      = estimate(burn_in, 5, thin = 1)
#> **************************************************|
#> bsvars: Bayesian Structural Vector Autoregressions|
#> **************************************************|
#>  Gibbs sampler for the SVAR-SV model              |
#>    Non-centred SV model is estimated              |
#> **************************************************|
#>  Progress of the MCMC simulation for 5 draws
#>     Every draw is saved via MCMC thinning
#>  Press Esc to interrupt the computations
#> **************************************************|


## ------------------------------------------------
## Method `specify_posterior_bsvar_sv$is_normalised`
## ------------------------------------------------

# upload data
data(us_fiscal_lsuw)

# specify the model and set seed
specification  = specify_bsvar_sv$new(us_fiscal_lsuw, p = 4)
#> The identification is set to the default option of lower-triangular structural matrix.

# estimate the model
set.seed(123)
posterior      = estimate(specification, 5, thin = 1)
#> **************************************************|
#> bsvars: Bayesian Structural Vector Autoregressions|
#> **************************************************|
#>  Gibbs sampler for the SVAR-SV model              |
#>    Non-centred SV model is estimated              |
#> **************************************************|
#>  Progress of the MCMC simulation for 5 draws
#>     Every draw is saved via MCMC thinning
#>  Press Esc to interrupt the computations
#> **************************************************|

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

# normalise the posterior
BB            = posterior$last_draw$starting_values$B      # get the last draw of B
B_hat         = diag((-1) * sign(diag(BB))) %*% BB         # set negative diagonal elements
normalise_posterior(posterior, B_hat)                      # draws in posterior are normalised

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


## ------------------------------------------------
## Method `specify_posterior_bsvar_sv$set_normalised`
## ------------------------------------------------

# This is an internal function that is run while executing normalise_posterior()
# Observe its working by analysing the workflow:

# upload data
data(us_fiscal_lsuw)

# specify the model and set seed
specification  = specify_bsvar_sv$new(us_fiscal_lsuw, p = 4)
#> The identification is set to the default option of lower-triangular structural matrix.

# estimate the model
set.seed(123)
posterior      = estimate(specification, 5, thin = 1)
#> **************************************************|
#> bsvars: Bayesian Structural Vector Autoregressions|
#> **************************************************|
#>  Gibbs sampler for the SVAR-SV model              |
#>    Non-centred SV model is estimated              |
#> **************************************************|
#>  Progress of the MCMC simulation for 5 draws
#>     Every draw is saved via MCMC thinning
#>  Press Esc to interrupt the computations
#> **************************************************|

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

# normalise the posterior
BB            = posterior$last_draw$starting_values$B      # get the last draw of B
B_hat         = diag(sign(diag(BB))) %*% BB                # set positive diagonal elements
normalise_posterior(posterior, B_hat)                      # draws in posterior are normalised

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