Feature selection for a real traffic data set

require(fsMTS)
require(plot.matrix)
require(svMisc)
require(MTS)
data(traffic)
data <- scale(traffic$data[,-1])
max.lag <- 3
show.progress = F
mIndep<-fsMTS(data, max.lag=max.lag, method="ownlags",show.progress=show.progress)
plot(mIndep, col=rev(heat.colors(10)), key=NULL, 
     main="Only own lags")

mCCF<-fsMTS(data, max.lag=max.lag, method="CCF",show.progress=show.progress)
plot(mCCF, col=rev(heat.colors(10)), key=NULL, 
     main="Cross-correlations")

mDistance<-fsMTS(data, max.lag=max.lag, method="distance", shortest = traffic$shortest, step = 5,show.progress=show.progress)
plot(mDistance, col=rev(heat.colors(10)), key=NULL, 
     main="Distance-based feature selection")

mGLASSO.global<-fsMTS(data, max.lag=max.lag,method="GLASSO", rho = 0.1,show.progress=show.progress, localized = FALSE)
plot(mGLASSO.global, col=rev(heat.colors(10)), key=NULL, 
     main="Graphical LASSO-based feature selection")

mLARS<-fsMTS(data, max.lag=max.lag,method="LARS",show.progress=show.progress)
plot(mLARS, col=rev(heat.colors(10)), key=NULL, 
     main="Least angle  regression-based feature selection")

mRF.global<-fsMTS(data, max.lag=max.lag,method="RF",show.progress=show.progress, localized = FALSE)
plot(mRF.global, col=rev(heat.colors(10)), key=NULL, 
     main="Random forest-based (global) feature selection")

mMI.global<-fsMTS(data, max.lag=max.lag,method="MI",show.progress=show.progress, localized= FALSE)
plot(mMI.global, col=rev(heat.colors(10)), key=NULL, 
     main="Mutual information-based (global) feature selection")

mPSC<-fsMTS(data, max.lag=max.lag,method="PSC",show.progress=show.progress)
plot(mPSC, col=rev(heat.colors(10)), key=NULL, 
     main="PSC-based feature selection")

mlist <- list(Independent = mIndep,
              Distance = mDistance,
              CCF = mCCF,
              GLASSO.global = mGLASSO.global,
              LARS = mLARS,
              RF.global = mRF.global,
              MI.global = mMI.global,
              PSC=mPSC)

th<-0.1
mE1 <- fsEnsemble(mlist, threshold = th, method="ranking")
plot(mE1, col=rev(heat.colors(10)), key=NULL, 
     main="Ensemble feature selection  using Ranking")

mlist[["EnsembleRank"]] <- mE1


mE2 <- fsEnsemble(mlist, threshold = th, method="majority")
plot(mE2, col=rev(heat.colors(10)), key=NULL, 
     main="Ensemble feature selection  using Majority Voting")

mlist[["EnsembleMajV"]] <- mE2
msimilarity <- fsSimilarityMatrix(mlist, threshold=th, method="Kuncheva")
plot(msimilarity, digits=2, col=rev(heat.colors(ncol(msimilarity))), key=NULL,
     main="Pairwise comparison of feature sets", cex.axis=0.7)

Use obtained features for model estimation and prediction

model <- VAR(data, p=max.lag, include.mean = F, fixed = mE2)
## AR coefficient matrix 
## AR( 1 )-matrix 
##       [,1] [,2] [,3]   [,4]    [,5]  [,6]  [,7]  [,8]  [,9] [,10] [,11]  [,12]
##  [1,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
##  [2,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
##  [3,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
##  [4,]    0    0    0 0.2039  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
##  [5,]    0    0    0 0.0000  0.5102 0.000 0.000 0.000 0.000     0     0  0.000
##  [6,]    0    0    0 0.0000  0.0000 0.353 0.000 0.000 0.000     0     0  0.000
##  [7,]    0    0    0 0.0000  0.0000 0.000 0.479 0.000 0.000     0     0  0.000
##  [8,]    0    0    0 0.0000  0.0000 0.000 0.000 0.358 0.000     0     0  0.000
##  [9,]    0    0    0 0.0000 -0.0441 0.000 0.000 0.000 0.377     0     0 -0.084
## [10,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [11,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [12,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.193     0     0  0.269
## [13,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [14,]    0    0    0 0.4756  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [15,]    0    0    0 0.0000  0.1504 0.000 0.000 0.000 0.000     0     0  0.000
## [16,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [17,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [18,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [19,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [20,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [21,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [22,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [23,]    0    0    0 0.0739  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [24,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [25,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [26,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.166     0     0  0.412
## [27,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [28,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [29,]    0    0    0 0.1337  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
## [30,]    0    0    0 0.0000  0.0000 0.000 0.000 0.000 0.000     0     0  0.000
##       [,13]   [,14]  [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22]  [,23]
##  [1,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
##  [2,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
##  [3,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
##  [4,] 0.000 0.04822 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
##  [5,] 0.000 0.00000 0.0224 0.000 0.000 0.000     0 0.000     0     0 0.0000
##  [6,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
##  [7,] 0.000 0.00000 0.0995 0.000 0.000 0.000     0 0.000     0     0 0.0000
##  [8,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
##  [9,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [10,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [11,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [12,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [13,] 0.418 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [14,] 0.000 0.00454 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0112
## [15,] 0.000 0.00000 0.2849 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [16,] 0.000 0.00000 0.0000 0.271 0.000 0.000     0 0.000     0     0 0.0000
## [17,] 0.000 0.00000 0.0000 0.000 0.465 0.000     0 0.000     0     0 0.0000
## [18,] 0.000 0.00000 0.0000 0.000 0.000 0.163     0 0.000     0     0 0.0000
## [19,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [20,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.321     0     0 0.0000
## [21,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [22,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [23,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.1134
## [24,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [25,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [26,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [27,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [28,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
## [29,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.1276
## [30,] 0.000 0.00000 0.0000 0.000 0.000 0.000     0 0.000     0     0 0.0000
##       [,24]  [,25]   [,26] [,27] [,28]  [,29]  [,30]
##  [1,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
##  [2,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
##  [3,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
##  [4,]  0.00 0.0000  0.0000 0.000     0 0.2088 0.0000
##  [5,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
##  [6,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
##  [7,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
##  [8,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
##  [9,]  0.00 0.0000  0.2446 0.000     0 0.0000 0.0000
## [10,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
## [11,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
## [12,]  0.00 0.0000  0.0772 0.000     0 0.0000 0.0000
## [13,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
## [14,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
## [15,]  0.00 0.0805  0.0000 0.000     0 0.0000 0.0000
## [16,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
## [17,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
## [18,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
## [19,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
## [20,]  0.00 0.0000  0.0000 0.000     0 0.1915 0.0000
## [21,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
## [22,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
## [23,]  0.00 0.0000  0.0000 0.000     0 0.1353 0.0000
## [24,]  0.42 0.0000  0.1114 0.000     0 0.0000 0.0000
## [25,]  0.00 0.4094  0.0000 0.000     0 0.0000 0.0846
## [26,]  0.00 0.0000 -0.1201 0.000     0 0.0000 0.0000
## [27,]  0.00 0.0000  0.0000 0.165     0 0.0000 0.0000
## [28,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.0000
## [29,]  0.00 0.0000  0.0000 0.000     0 0.0515 0.0000
## [30,]  0.00 0.0000  0.0000 0.000     0 0.0000 0.3723
## standard error 
##       [,1] [,2] [,3]   [,4]   [,5]   [,6]  [,7]   [,8]   [,9] [,10] [,11]
##  [1,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
##  [2,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
##  [3,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
##  [4,]    0    0    0 0.0611 0.0000 0.0000 0.000 0.0000 0.0000     0     0
##  [5,]    0    0    0 0.0000 0.0586 0.0000 0.000 0.0000 0.0000     0     0
##  [6,]    0    0    0 0.0000 0.0000 0.0554 0.000 0.0000 0.0000     0     0
##  [7,]    0    0    0 0.0000 0.0000 0.0000 0.059 0.0000 0.0000     0     0
##  [8,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0594 0.0000     0     0
##  [9,]    0    0    0 0.0000 0.0791 0.0000 0.000 0.0000 0.0586     0     0
## [10,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [11,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [12,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0700     0     0
## [13,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [14,]    0    0    0 0.0600 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [15,]    0    0    0 0.0000 0.0743 0.0000 0.000 0.0000 0.0000     0     0
## [16,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [17,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [18,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [19,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [20,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [21,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [22,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [23,]    0    0    0 0.0725 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [24,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [25,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [26,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0483     0     0
## [27,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [28,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [29,]    0    0    0 0.0676 0.0000 0.0000 0.000 0.0000 0.0000     0     0
## [30,]    0    0    0 0.0000 0.0000 0.0000 0.000 0.0000 0.0000     0     0
##        [,12]  [,13]  [,14]  [,15]  [,16]  [,17]  [,18] [,19]  [,20] [,21] [,22]
##  [1,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
##  [2,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
##  [3,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
##  [4,] 0.0000 0.0000 0.0647 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
##  [5,] 0.0000 0.0000 0.0000 0.0450 0.0000 0.0000 0.0000     0 0.0000     0     0
##  [6,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
##  [7,] 0.0000 0.0000 0.0000 0.0772 0.0000 0.0000 0.0000     0 0.0000     0     0
##  [8,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
##  [9,] 0.0679 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [10,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [11,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [12,] 0.0851 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [13,] 0.0000 0.0583 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [14,] 0.0000 0.0000 0.0621 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [15,] 0.0000 0.0000 0.0000 0.0596 0.0000 0.0000 0.0000     0 0.0000     0     0
## [16,] 0.0000 0.0000 0.0000 0.0000 0.0586 0.0000 0.0000     0 0.0000     0     0
## [17,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0587 0.0000     0 0.0000     0     0
## [18,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0584     0 0.0000     0     0
## [19,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [20,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0553     0     0
## [21,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [22,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [23,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [24,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [25,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [26,] 0.0752 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [27,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [28,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [29,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
## [30,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000     0     0
##        [,23]  [,24]  [,25]  [,26]  [,27] [,28]  [,29]  [,30]
##  [1,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
##  [2,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
##  [3,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
##  [4,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0461 0.0000
##  [5,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
##  [6,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
##  [7,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
##  [8,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
##  [9,] 0.0000 0.0000 0.0000 0.0702 0.0000     0 0.0000 0.0000
## [10,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
## [11,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
## [12,] 0.0000 0.0000 0.0000 0.0946 0.0000     0 0.0000 0.0000
## [13,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
## [14,] 0.0465 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
## [15,] 0.0000 0.0000 0.0380 0.0000 0.0000     0 0.0000 0.0000
## [16,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
## [17,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
## [18,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
## [19,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
## [20,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0510 0.0000
## [21,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
## [22,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
## [23,] 0.0604 0.0000 0.0000 0.0000 0.0000     0 0.0613 0.0000
## [24,] 0.0000 0.0594 0.0000 0.0475 0.0000     0 0.0000 0.0000
## [25,] 0.0000 0.0000 0.0574 0.0000 0.0000     0 0.0000 0.0427
## [26,] 0.0000 0.0000 0.0000 0.0797 0.0000     0 0.0000 0.0000
## [27,] 0.0000 0.0000 0.0000 0.0000 0.0586     0 0.0000 0.0000
## [28,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0000
## [29,] 0.0579 0.0000 0.0000 0.0000 0.0000     0 0.0582 0.0000
## [30,] 0.0000 0.0000 0.0000 0.0000 0.0000     0 0.0000 0.0586
## AR( 2 )-matrix 
##        [,1] [,2] [,3]   [,4]   [,5] [,6]   [,7]  [,8]    [,9] [,10] [,11]
##  [1,] 0.297    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
##  [2,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
##  [3,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
##  [4,] 0.000    0    0 0.2475 0.0000    0 0.0000 0.000  0.0000 0.000     0
##  [5,] 0.000    0    0 0.0000 0.1615    0 0.0000 0.000  0.0000 0.000     0
##  [6,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
##  [7,] 0.000    0    0 0.0000 0.0000    0 0.0828 0.000  0.0000 0.000     0
##  [8,] 0.000    0    0 0.0000 0.2394    0 0.0000 0.139  0.0000 0.000     0
##  [9,] 0.000    0    0 0.0000 0.0903    0 0.0000 0.000  0.2051 0.000     0
## [10,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.208     0
## [11,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [12,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000 -0.0749 0.000     0
## [13,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [14,] 0.000    0    0 0.0947 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [15,] 0.000    0    0 0.0000 0.0519    0 0.0000 0.000  0.0000 0.000     0
## [16,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [17,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [18,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [19,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [20,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [21,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [22,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [23,] 0.000    0    0 0.2737 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [24,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [25,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [26,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [27,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [28,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [29,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
## [30,] 0.000    0    0 0.0000 0.0000    0 0.0000 0.000  0.0000 0.000     0
##         [,12] [,13] [,14]   [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22]
##  [1,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
##  [2,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
##  [3,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
##  [4,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
##  [5,]  0.0000  0.00 0.000  0.0603 0.000 0.000     0     0 0.000     0     0
##  [6,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
##  [7,]  0.0000  0.00 0.000 -0.0560 0.000 0.000     0     0 0.000     0     0
##  [8,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
##  [9,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [10,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [11,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [12,] -0.0157  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [13,]  0.0000  0.26 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [14,]  0.0000  0.00 0.125  0.0000 0.000 0.000     0     0 0.000     0     0
## [15,]  0.0000  0.00 0.000  0.2174 0.000 0.000     0     0 0.000     0     0
## [16,]  0.0000  0.00 0.000  0.0000 0.179 0.000     0     0 0.000     0     0
## [17,]  0.0000  0.00 0.000  0.0000 0.000 0.313     0     0 0.000     0     0
## [18,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [19,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [20,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.311     0     0
## [21,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [22,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [23,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [24,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [25,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [26,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [27,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [28,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [29,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
## [30,]  0.0000  0.00 0.000  0.0000 0.000 0.000     0     0 0.000     0     0
##       [,23] [,24] [,25] [,26] [,27] [,28] [,29] [,30]
##  [1,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
##  [2,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
##  [3,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
##  [4,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
##  [5,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
##  [6,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
##  [7,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
##  [8,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
##  [9,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [10,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [11,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [12,] 0.000 0.000 0.000 0.166 0.000     0 0.000 0.000
## [13,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [14,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [15,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [16,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [17,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [18,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [19,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [20,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [21,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [22,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [23,] 0.122 0.000 0.000 0.000 0.000     0 0.000 0.000
## [24,] 0.000 0.226 0.000 0.000 0.000     0 0.000 0.000
## [25,] 0.000 0.000 0.167 0.000 0.000     0 0.000 0.000
## [26,] 0.000 0.000 0.000 0.218 0.000     0 0.000 0.000
## [27,] 0.000 0.000 0.000 0.000 0.166     0 0.000 0.000
## [28,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.000
## [29,] 0.000 0.000 0.000 0.000 0.000     0 0.132 0.000
## [30,] 0.000 0.000 0.000 0.000 0.000     0 0.000 0.243
## standard error 
##         [,1] [,2] [,3]   [,4]   [,5] [,6]   [,7]   [,8]   [,9] [,10] [,11]
##  [1,] 0.0556    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
##  [2,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
##  [3,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
##  [4,] 0.0000    0    0 0.0638 0.0000    0 0.0000 0.0000 0.0000 0.000     0
##  [5,] 0.0000    0    0 0.0000 0.0657    0 0.0000 0.0000 0.0000 0.000     0
##  [6,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
##  [7,] 0.0000    0    0 0.0000 0.0000    0 0.0653 0.0000 0.0000 0.000     0
##  [8,] 0.0000    0    0 0.0000 0.1023    0 0.0000 0.0686 0.0000 0.000     0
##  [9,] 0.0000    0    0 0.0000 0.0878    0 0.0000 0.0000 0.0629 0.000     0
## [10,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.058     0
## [11,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [12,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0708 0.000     0
## [13,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [14,] 0.0000    0    0 0.0641 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [15,] 0.0000    0    0 0.0000 0.0827    0 0.0000 0.0000 0.0000 0.000     0
## [16,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [17,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [18,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [19,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [20,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [21,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [22,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [23,] 0.0000    0    0 0.0730 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [24,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [25,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [26,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [27,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [28,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [29,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
## [30,] 0.0000    0    0 0.0000 0.0000    0 0.0000 0.0000 0.0000 0.000     0
##        [,12]  [,13]  [,14]  [,15] [,16]  [,17] [,18] [,19]  [,20] [,21] [,22]
##  [1,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
##  [2,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
##  [3,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
##  [4,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
##  [5,] 0.0000 0.0000 0.0000 0.0448  0.00 0.0000     0     0 0.0000     0     0
##  [6,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
##  [7,] 0.0000 0.0000 0.0000 0.0792  0.00 0.0000     0     0 0.0000     0     0
##  [8,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
##  [9,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [10,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [11,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [12,] 0.0895 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [13,] 0.0000 0.0613 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [14,] 0.0000 0.0000 0.0655 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [15,] 0.0000 0.0000 0.0000 0.0610  0.00 0.0000     0     0 0.0000     0     0
## [16,] 0.0000 0.0000 0.0000 0.0000  0.06 0.0000     0     0 0.0000     0     0
## [17,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0618     0     0 0.0000     0     0
## [18,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [19,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [20,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0567     0     0
## [21,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [22,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [23,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [24,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [25,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [26,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [27,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [28,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [29,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
## [30,] 0.0000 0.0000 0.0000 0.0000  0.00 0.0000     0     0 0.0000     0     0
##        [,23] [,24] [,25]  [,26]  [,27] [,28]  [,29]  [,30]
##  [1,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
##  [2,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
##  [3,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
##  [4,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
##  [5,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
##  [6,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
##  [7,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
##  [8,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
##  [9,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [10,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [11,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [12,] 0.0000 0.000 0.000 0.0936 0.0000     0 0.0000 0.0000
## [13,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [14,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [15,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [16,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [17,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [18,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [19,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [20,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [21,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [22,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [23,] 0.0591 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [24,] 0.0000 0.064 0.000 0.0000 0.0000     0 0.0000 0.0000
## [25,] 0.0000 0.000 0.062 0.0000 0.0000     0 0.0000 0.0000
## [26,] 0.0000 0.000 0.000 0.0568 0.0000     0 0.0000 0.0000
## [27,] 0.0000 0.000 0.000 0.0000 0.0586     0 0.0000 0.0000
## [28,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0000
## [29,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0581 0.0000
## [30,] 0.0000 0.000 0.000 0.0000 0.0000     0 0.0000 0.0595
## AR( 3 )-matrix 
##       [,1] [,2] [,3]   [,4]    [,5] [,6]  [,7]  [,8]  [,9] [,10] [,11]   [,12]
##  [1,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
##  [2,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
##  [3,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
##  [4,]    0    0    0 0.2335  0.0000    0 0.000 0.000 0.000     0     0  0.0000
##  [5,]    0    0    0 0.0000  0.2120    0 0.000 0.000 0.000     0     0  0.0000
##  [6,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
##  [7,]    0    0    0 0.0000  0.0000    0 0.129 0.000 0.000     0     0  0.0000
##  [8,]    0    0    0 0.0000 -0.0866    0 0.000 0.236 0.000     0     0  0.0000
##  [9,]    0    0    0 0.0000  0.0419    0 0.000 0.000 0.144     0     0  0.0000
## [10,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [11,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [12,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0315
## [13,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [14,]    0    0    0 0.0235  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [15,]    0    0    0 0.0000  0.0261    0 0.000 0.000 0.000     0     0  0.0000
## [16,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [17,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [18,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [19,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [20,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [21,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [22,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [23,]    0    0    0 0.1018  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [24,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [25,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [26,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0 -0.0374
## [27,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [28,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [29,]    0    0    0 0.1222  0.0000    0 0.000 0.000 0.000     0     0  0.0000
## [30,]    0    0    0 0.0000  0.0000    0 0.000 0.000 0.000     0     0  0.0000
##       [,13] [,14] [,15] [,16]  [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24]
##  [1,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
##  [2,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
##  [3,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
##  [4,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
##  [5,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
##  [6,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
##  [7,] 0.000  0.00 0.148 0.000 0.0000     0     0     0     0  0.00     0 0.000
##  [8,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
##  [9,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [10,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [11,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [12,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [13,] 0.202  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [14,] 0.000  0.19 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [15,] 0.000  0.00 0.174 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [16,] 0.000  0.00 0.000 0.175 0.0000     0     0     0     0  0.00     0 0.000
## [17,] 0.000  0.00 0.000 0.000 0.0151     0     0     0     0  0.00     0 0.000
## [18,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [19,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [20,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [21,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [22,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.52     0 0.000
## [23,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [24,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.118
## [25,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [26,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [27,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [28,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [29,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
## [30,] 0.000  0.00 0.000 0.000 0.0000     0     0     0     0  0.00     0 0.000
##       [,25] [,26] [,27] [,28]  [,29] [,30]
##  [1,] 0.000 0.000     0     0 0.0000 0.000
##  [2,] 0.000 0.000     0     0 0.0000 0.000
##  [3,] 0.000 0.000     0     0 0.0000 0.000
##  [4,] 0.000 0.000     0     0 0.0000 0.000
##  [5,] 0.000 0.000     0     0 0.0000 0.000
##  [6,] 0.000 0.000     0     0 0.0000 0.000
##  [7,] 0.000 0.000     0     0 0.0000 0.000
##  [8,] 0.000 0.000     0     0 0.0000 0.000
##  [9,] 0.000 0.000     0     0 0.0000 0.000
## [10,] 0.000 0.000     0     0 0.0000 0.000
## [11,] 0.000 0.000     0     0 0.0000 0.000
## [12,] 0.000 0.241     0     0 0.0000 0.000
## [13,] 0.000 0.000     0     0 0.0000 0.000
## [14,] 0.000 0.000     0     0 0.0000 0.000
## [15,] 0.000 0.000     0     0 0.0000 0.000
## [16,] 0.000 0.000     0     0 0.0000 0.000
## [17,] 0.000 0.000     0     0 0.0000 0.000
## [18,] 0.000 0.000     0     0 0.0000 0.000
## [19,] 0.000 0.000     0     0 0.0000 0.000
## [20,] 0.000 0.000     0     0 0.0000 0.000
## [21,] 0.000 0.000     0     0 0.0000 0.000
## [22,] 0.000 0.000     0     0 0.0000 0.000
## [23,] 0.000 0.000     0     0 0.0124 0.000
## [24,] 0.000 0.000     0     0 0.0000 0.000
## [25,] 0.281 0.000     0     0 0.0000 0.000
## [26,] 0.000 0.312     0     0 0.0000 0.000
## [27,] 0.000 0.000     0     0 0.0000 0.000
## [28,] 0.000 0.000     0     0 0.0000 0.000
## [29,] 0.000 0.000     0     0 0.3155 0.000
## [30,] 0.000 0.000     0     0 0.0000 0.188
## standard error 
##       [,1] [,2] [,3]   [,4]   [,5] [,6]   [,7]   [,8]  [,9] [,10] [,11]  [,12]
##  [1,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
##  [2,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
##  [3,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
##  [4,]    0    0    0 0.0564 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
##  [5,]    0    0    0 0.0000 0.0599    0 0.0000 0.0000 0.000     0     0 0.0000
##  [6,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
##  [7,]    0    0    0 0.0000 0.0000    0 0.0594 0.0000 0.000     0     0 0.0000
##  [8,]    0    0    0 0.0000 0.1023    0 0.0000 0.0688 0.000     0     0 0.0000
##  [9,]    0    0    0 0.0000 0.0778    0 0.0000 0.0000 0.059     0     0 0.0000
## [10,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [11,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [12,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0903
## [13,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [14,]    0    0    0 0.0652 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [15,]    0    0    0 0.0000 0.0763    0 0.0000 0.0000 0.000     0     0 0.0000
## [16,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [17,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [18,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [19,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [20,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [21,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [22,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [23,]    0    0    0 0.0732 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [24,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [25,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [26,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0788
## [27,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [28,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [29,]    0    0    0 0.0679 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
## [30,]    0    0    0 0.0000 0.0000    0 0.0000 0.0000 0.000     0     0 0.0000
##        [,13]  [,14]  [,15]  [,16]  [,17] [,18] [,19] [,20] [,21]  [,22] [,23]
##  [1,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
##  [2,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
##  [3,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
##  [4,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
##  [5,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
##  [6,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
##  [7,] 0.0000 0.0000 0.0771 0.0000 0.0000     0     0     0     0 0.0000     0
##  [8,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
##  [9,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [10,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [11,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [12,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [13,] 0.0581 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [14,] 0.0000 0.0571 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [15,] 0.0000 0.0000 0.0587 0.0000 0.0000     0     0     0     0 0.0000     0
## [16,] 0.0000 0.0000 0.0000 0.0588 0.0000     0     0     0     0 0.0000     0
## [17,] 0.0000 0.0000 0.0000 0.0000 0.0585     0     0     0     0 0.0000     0
## [18,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [19,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [20,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [21,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [22,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0505     0
## [23,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [24,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [25,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [26,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [27,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [28,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [29,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
## [30,] 0.0000 0.0000 0.0000 0.0000 0.0000     0     0     0     0 0.0000     0
##        [,24]  [,25]  [,26] [,27] [,28]  [,29]  [,30]
##  [1,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
##  [2,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
##  [3,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
##  [4,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
##  [5,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
##  [6,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
##  [7,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
##  [8,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
##  [9,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [10,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [11,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [12,] 0.0000 0.0000 0.0900     0     0 0.0000 0.0000
## [13,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [14,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [15,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [16,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [17,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [18,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [19,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [20,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [21,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [22,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [23,] 0.0000 0.0000 0.0000     0     0 0.0616 0.0000
## [24,] 0.0588 0.0000 0.0000     0     0 0.0000 0.0000
## [25,] 0.0000 0.0575 0.0000     0     0 0.0000 0.0000
## [26,] 0.0000 0.0000 0.0774     0     0 0.0000 0.0000
## [27,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [28,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0000
## [29,] 0.0000 0.0000 0.0000     0     0 0.0562 0.0000
## [30,] 0.0000 0.0000 0.0000     0     0 0.0000 0.0568
##   
## Residuals cov-mtx: 
##                            resi         resi                           
##       0.8325798570  0.001415204  0.012652470 -0.0309549642 -0.015847693
## resi  0.0014152041  1.003855784 -0.008645322  0.0564107801 -0.017834504
## resi  0.0126524700 -0.008645322  1.002646270 -0.0507152366  0.052583228
##      -0.0309549642  0.056410780 -0.050715237  0.3454802502  0.022177086
##      -0.0158476933 -0.017834504  0.052583228  0.0221770860  0.150629325
##       0.0289206207  0.041305906  0.020125248 -0.0008115074 -0.004382069
##       0.0010309642  0.049291759 -0.011641343  0.0053803371 -0.024486173
##       0.0037370088 -0.022787360  0.046177872  0.0130164934  0.108132370
##      -0.0004230429 -0.006798663 -0.033231780  0.0134036293 -0.020789748
##      -0.0897434005 -0.043551202  0.079298263  0.0407814922  0.018320967
## resi  0.0194471622 -0.008399146  0.008140912 -0.0211509558  0.027835111
##       0.0191315534  0.051480097  0.082596840  0.0419718218  0.031397645
##      -0.0499516271 -0.029973145 -0.027577245  0.0034888668 -0.015254659
##      -0.0682816180 -0.069843873 -0.005680126  0.0912953211  0.007099070
##       0.0368714846 -0.043456667  0.028747403  0.0035696997  0.018614442
##       0.0093385992 -0.118802149  0.040432001 -0.0043185314  0.024558589
##       0.0385482856 -0.007417030 -0.043317035 -0.0191572360 -0.028124702
##      -0.0025592833  0.061382345  0.035714027 -0.0411439632 -0.020796779
## resi  0.0743143022 -0.060898060  0.113240447 -0.0735007214  0.006451872
##      -0.0058100173  0.125177005 -0.015084786  0.0187571249  0.013259464
## resi  0.0561950795  0.052907569  0.188166625 -0.0404860787  0.009294618
##      -0.0665271579  0.086690483 -0.041840157  0.0275729973  0.012340518
##       0.0906703074 -0.046973787  0.037776018 -0.0069172395 -0.015164800
##      -0.0025373670  0.037867286  0.061218860  0.0533647847  0.043290426
##      -0.0530454593  0.048261782  0.063654292  0.0231792549  0.032755341
##       0.0193622477  0.027808670  0.093330686  0.0264248010  0.020740397
##       0.0419557284 -0.012396260  0.055354143 -0.0404225431  0.021769287
## resi -0.0680990636 -0.029434718 -0.043888819 -0.0300956311  0.042247020
##       0.0269433035 -0.001999009 -0.042341574  0.0448110174  0.020077133
##       0.1100387734  0.057086714  0.035361474 -0.0260223495 -0.005192953
##                                                                          
##       0.0289206207  0.0010309642  0.003737009 -0.0004230429 -8.974340e-02
## resi  0.0413059064  0.0492917591 -0.022787360 -0.0067986634 -4.355120e-02
## resi  0.0201252479 -0.0116413428  0.046177872 -0.0332317799  7.929826e-02
##      -0.0008115074  0.0053803371  0.013016493  0.0134036293  4.078149e-02
##      -0.0043820687 -0.0244861729  0.108132370 -0.0207897484  1.832097e-02
##       0.8438163638 -0.0147616826 -0.006896084 -0.0171283370  5.926467e-02
##      -0.0147616826  0.4351414387 -0.015884474 -0.0089299197 -4.001615e-02
##      -0.0068960838 -0.0158844742  0.393672908 -0.0430407636  1.511357e-02
##      -0.0171283370 -0.0089299197 -0.043040764  0.2641012614  1.012266e-03
##       0.0592646729 -0.0400161471  0.015113571  0.0010122659  9.592188e-01
## resi -0.0091434369  0.0498317545 -0.016266166 -0.0053887472  5.654038e-02
##      -0.0221923587 -0.0320723194  0.025403434  0.0447340723  2.393939e-02
##      -0.0242060253 -0.0282682268 -0.020049290  0.0043535341 -1.129625e-01
##      -0.0087985680 -0.0010864558  0.014369291  0.0158327033 -6.630512e-02
##       0.0651964112 -0.0159364132  0.036335177 -0.0095002766 -2.127587e-02
##      -0.0176637000 -0.0806697839  0.033945907  0.0396446880  5.268786e-02
##       0.0691199857  0.0209504110 -0.033279039  0.0017128881 -4.337946e-03
##       0.0470910065  0.0294586176  0.001395640 -0.0725587539 -7.441907e-03
## resi -0.0183994862 -0.0140316847 -0.039348735 -0.0274652707 -7.147803e-02
##       0.0077050029 -0.0043178376  0.024572713 -0.0284266488 -4.338402e-02
## resi  0.0561482414  0.0002695456 -0.030171941  0.0212675521  4.497130e-02
##      -0.0130641460 -0.0433856498  0.010093487  0.0363947082  1.071365e-01
##      -0.0135335909 -0.0040783082  0.010429820  0.0286389172 -7.047864e-02
##       0.0052835543  0.0644304106  0.013351927  0.0144332143 -4.651185e-03
##       0.0083110616  0.0090351581  0.044234203 -0.0470879033 -3.871833e-03
##      -0.0250918372 -0.0036750781  0.026376914  0.0179213943  4.200550e-02
##       0.0251540154 -0.1091727494  0.003797457  0.0367953251 -4.830197e-05
## resi -0.0252990893  0.0282081370  0.052752430  0.0709663291  1.181385e-02
##       0.0702145747 -0.0606215636  0.007465262  0.0394091110  2.876364e-02
##       0.1031669667 -0.0340952602  0.033950877 -0.0097107011  5.527603e-02
##              resi                                                     
##       0.019447162  0.019131553 -0.049951627 -0.068281618  3.687148e-02
## resi -0.008399146  0.051480097 -0.029973145 -0.069843873 -4.345667e-02
## resi  0.008140912  0.082596840 -0.027577245 -0.005680126  2.874740e-02
##      -0.021150956  0.041971822  0.003488867  0.091295321  3.569700e-03
##       0.027835111  0.031397645 -0.015254659  0.007099070  1.861444e-02
##      -0.009143437 -0.022192359 -0.024206025 -0.008798568  6.519641e-02
##       0.049831754 -0.032072319 -0.028268227 -0.001086456 -1.593641e-02
##      -0.016266166  0.025403434 -0.020049290  0.014369291  3.633518e-02
##      -0.005388747  0.044734072  0.004353534  0.015832703 -9.500277e-03
##       0.056540385  0.023939385 -0.112962467 -0.066305119 -2.127587e-02
## resi  1.006568456 -0.024908717  0.053749194 -0.013311536  1.471926e-02
##      -0.024908717  0.408836230  0.010930529  0.007112997 -7.989844e-03
##       0.053749194  0.010930529  0.344669840  0.042201375  1.758776e-02
##      -0.013311536  0.007112997  0.042201375  0.313880251  2.098676e-02
##       0.014719260 -0.007989844  0.017587759  0.020986765  2.365816e-01
##       0.027826551  0.043099429  0.005370377 -0.063451660  8.021879e-03
##       0.039617349 -0.001613606  0.030468411 -0.027770036 -8.125851e-04
##       0.101191005  0.014900373  0.041201037 -0.007490445  2.828114e-02
## resi -0.042977729 -0.033289274  0.018735141 -0.027818756 -1.340507e-02
##       0.057028289 -0.011081861  0.156686291  0.013590309 -2.683111e-03
## resi  0.044232430 -0.001492021 -0.014478887  0.009318772 -3.552090e-03
##      -0.024178402  0.082353694  0.100402546  0.022117623 -2.279077e-02
##      -0.002454175  0.004727016 -0.029623971  0.021072106 -2.707896e-02
##       0.031835878  0.016227354 -0.009221847  0.031230905  6.848212e-05
##       0.036864393  0.004987921  0.010916615 -0.002765253  7.074653e-03
##      -0.005314435  0.256026550  0.020536383 -0.011428220 -2.749014e-02
##      -0.039218829 -0.014197976  0.056565338  0.022953103 -2.837950e-03
## resi -0.014711805  0.061886382  0.055884735  0.023761971 -1.113599e-02
##       0.050188303 -0.003588695  0.001791331  0.013730007 -9.736760e-03
##       0.016185212 -0.031607258  0.011668122 -0.018874226  4.518290e-03
##                                                      resi             
##       0.009338599  0.0385482856 -0.002559283  0.074314302 -0.005810017
## resi -0.118802149 -0.0074170303  0.061382345 -0.060898060  0.125177005
## resi  0.040432001 -0.0433170346  0.035714027  0.113240447 -0.015084786
##      -0.004318531 -0.0191572360 -0.041143963 -0.073500721  0.018757125
##       0.024558589 -0.0281247023 -0.020796779  0.006451872  0.013259464
##      -0.017663700  0.0691199857  0.047091007 -0.018399486  0.007705003
##      -0.080669784  0.0209504110  0.029458618 -0.014031685 -0.004317838
##       0.033945907 -0.0332790389  0.001395640 -0.039348735  0.024572713
##       0.039644688  0.0017128881 -0.072558754 -0.027465271 -0.028426649
##       0.052687857 -0.0043379461 -0.007441907 -0.071478035 -0.043384021
## resi  0.027826551  0.0396173492  0.101191005 -0.042977729  0.057028289
##       0.043099429 -0.0016136062  0.014900373 -0.033289274 -0.011081861
##       0.005370377  0.0304684112  0.041201037  0.018735141  0.156686291
##      -0.063451660 -0.0277700361 -0.007490445 -0.027818756  0.013590309
##       0.008021879 -0.0008125851  0.028281136 -0.013405073 -0.002683111
##       0.771217238 -0.0144135590  0.049841191  0.078062283 -0.020158232
##      -0.014413559  0.4356926306 -0.030086361 -0.024565545  0.016788165
##       0.049841191 -0.0300863613  0.976781801  0.025917112  0.071820379
## resi  0.078062283 -0.0245655447  0.025917112  1.006685339  0.015259859
##      -0.020158232  0.0167881649  0.071820379  0.015259859  0.536274124
## resi  0.047315283  0.0022092815  0.019255220  0.015641009  0.045993456
##       0.011815815  0.0381497565  0.042500808 -0.037508482  0.068706532
##       0.168732692  0.0168273299  0.006958122  0.003109108 -0.018653800
##      -0.046744165 -0.0138098596 -0.018014661  0.012517654  0.021740802
##       0.026109401  0.0582236727  0.005851980 -0.029304886  0.127683664
##       0.032252386 -0.0120577312 -0.062088885 -0.001893549 -0.005652241
##       0.028608584 -0.0116770437 -0.003404494 -0.065857297 -0.001314912
## resi -0.061746897 -0.0087416283  0.059962800 -0.052719242 -0.018635571
##       0.126939535 -0.0069347470 -0.016171115 -0.058207217  0.020038102
##       0.002777339 -0.0127822583  0.057491793  0.063273278  0.050772905
##               resi                                                      
##       0.0561950795 -0.066527158  0.0906703074 -2.537367e-03 -0.053045459
## resi  0.0529075694  0.086690483 -0.0469737870  3.786729e-02  0.048261782
## resi  0.1881666250 -0.041840157  0.0377760179  6.121886e-02  0.063654292
##      -0.0404860787  0.027572997 -0.0069172395  5.336478e-02  0.023179255
##       0.0092946176  0.012340518 -0.0151648001  4.329043e-02  0.032755341
##       0.0561482414 -0.013064146 -0.0135335909  5.283554e-03  0.008311062
##       0.0002695456 -0.043385650 -0.0040783082  6.443041e-02  0.009035158
##      -0.0301719410  0.010093487  0.0104298199  1.335193e-02  0.044234203
##       0.0212675521  0.036394708  0.0286389172  1.443321e-02 -0.047087903
##       0.0449713035  0.107136546 -0.0704786354 -4.651185e-03 -0.003871833
## resi  0.0442324301 -0.024178402 -0.0024541752  3.183588e-02  0.036864393
##      -0.0014920212  0.082353694  0.0047270155  1.622735e-02  0.004987921
##      -0.0144788866  0.100402546 -0.0296239707 -9.221847e-03  0.010916615
##       0.0093187715  0.022117623  0.0210721062  3.123091e-02 -0.002765253
##      -0.0035520905 -0.022790767 -0.0270789609  6.848212e-05  0.007074653
##       0.0473152833  0.011815815  0.1687326922 -4.674417e-02  0.026109401
##       0.0022092815  0.038149756  0.0168273299 -1.380986e-02  0.058223673
##       0.0192552203  0.042500808  0.0069581220 -1.801466e-02  0.005851980
## resi  0.0156410088 -0.037508482  0.0031091080  1.251765e-02 -0.029304886
##       0.0459934555  0.068706532 -0.0186538001  2.174080e-02  0.127683664
## resi  1.0060254007 -0.046388658  0.1521936572  1.077668e-01 -0.026198040
##      -0.0463886577  0.727502793  0.0296557202  7.582315e-02 -0.012025993
##       0.1521936572  0.029655720  0.5357611144 -1.925892e-02 -0.007295032
##       0.1077668374  0.075823150 -0.0192589187  4.141696e-01  0.014574037
##      -0.0261980397 -0.012025993 -0.0072950324  1.457404e-02  0.347008000
##       0.0104478166  0.061679147  0.0261100327  8.805625e-03 -0.001839238
##       0.0946665165  0.160488510 -0.0204564297  3.221529e-02 -0.041247293
## resi -0.0634763734  0.113450655  0.0006888856  6.134018e-02 -0.011395243
##       0.0876185158 -0.050987495  0.1043251377 -4.355358e-03  0.010988604
##      -0.0062555582  0.004453516 -0.0512730754 -6.623491e-03  0.024987698
##                                          resi                          
##       0.019362248  4.195573e-02 -0.0680990636  0.026943303  0.110038773
## resi  0.027808670 -1.239626e-02 -0.0294347180 -0.001999009  0.057086714
## resi  0.093330686  5.535414e-02 -0.0438888193 -0.042341574  0.035361474
##       0.026424801 -4.042254e-02 -0.0300956311  0.044811017 -0.026022350
##       0.020740397  2.176929e-02  0.0422470197  0.020077133 -0.005192953
##      -0.025091837  2.515402e-02 -0.0252990893  0.070214575  0.103166967
##      -0.003675078 -1.091727e-01  0.0282081370 -0.060621564 -0.034095260
##       0.026376914  3.797457e-03  0.0527524297  0.007465262  0.033950877
##       0.017921394  3.679533e-02  0.0709663291  0.039409111 -0.009710701
##       0.042005501 -4.830197e-05  0.0118138483  0.028763642  0.055276032
## resi -0.005314435 -3.921883e-02 -0.0147118049  0.050188303  0.016185212
##       0.256026550 -1.419798e-02  0.0618863824 -0.003588695 -0.031607258
##       0.020536383  5.656534e-02  0.0558847349  0.001791331  0.011668122
##      -0.011428220  2.295310e-02  0.0237619714  0.013730007 -0.018874226
##      -0.027490140 -2.837950e-03 -0.0111359884 -0.009736760  0.004518290
##       0.032252386  2.860858e-02 -0.0617468968  0.126939535  0.002777339
##      -0.012057731 -1.167704e-02 -0.0087416283 -0.006934747 -0.012782258
##      -0.062088885 -3.404494e-03  0.0599627997 -0.016171115  0.057491793
## resi -0.001893549 -6.585730e-02 -0.0527192424 -0.058207217  0.063273278
##      -0.005652241 -1.314912e-03 -0.0186355710  0.020038102  0.050772905
## resi  0.010447817  9.466652e-02 -0.0634763734  0.087618516 -0.006255558
##       0.061679147  1.604885e-01  0.1134506547 -0.050987495  0.004453516
##       0.026110033 -2.045643e-02  0.0006888856  0.104325138 -0.051273075
##       0.008805625  3.221529e-02  0.0613401776 -0.004355358 -0.006623491
##      -0.001839238 -4.124729e-02 -0.0113952432  0.010988604  0.024987698
##       0.322785448 -1.625271e-02 -0.0089134624 -0.004347741 -0.004736175
##      -0.016252714  9.371140e-01  0.1251322548  0.054337745  0.029326335
## resi -0.008913462  1.251323e-01  0.9985816169  0.015675367 -0.014163648
##      -0.004347741  5.433774e-02  0.0156753671  0.493923008  0.041015842
##      -0.004736175  2.932633e-02 -0.0141636484  0.041015842  0.431455704
##   
## det(SSE) =  3.156973e-10 
## AIC =  -21.18179 
## BIC =  -19.90993 
## HQ  =  -20.67211
print(model$coef)
##            [,1] [,2] [,3]       [,4]       [,5]      [,6]        [,7]
##  [1,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
##  [2,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
##  [3,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
##  [4,] 0.0000000    0    0 0.20388756 0.00000000 0.0000000  0.00000000
##  [5,] 0.0000000    0    0 0.00000000 0.51020771 0.0000000  0.00000000
##  [6,] 0.0000000    0    0 0.00000000 0.00000000 0.3529914  0.00000000
##  [7,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.47881697
##  [8,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
##  [9,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [10,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [11,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [12,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [13,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [14,] 0.0000000    0    0 0.04822397 0.00000000 0.0000000  0.00000000
## [15,] 0.0000000    0    0 0.00000000 0.02242017 0.0000000  0.09946218
## [16,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [17,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [18,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [19,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [20,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [21,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [22,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [23,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [24,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [25,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [26,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [27,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [28,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [29,] 0.0000000    0    0 0.20876456 0.00000000 0.0000000  0.00000000
## [30,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [31,] 0.2967439    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [32,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [33,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [34,] 0.0000000    0    0 0.24754502 0.00000000 0.0000000  0.00000000
## [35,] 0.0000000    0    0 0.00000000 0.16149782 0.0000000  0.00000000
## [36,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [37,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.08277267
## [38,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [39,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [40,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [41,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [42,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [43,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [44,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [45,] 0.0000000    0    0 0.00000000 0.06025855 0.0000000 -0.05604917
## [46,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [47,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [48,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [49,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [50,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [51,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [52,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [53,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [54,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [55,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [56,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [57,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [58,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [59,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [60,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [61,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [62,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [63,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [64,] 0.0000000    0    0 0.23349076 0.00000000 0.0000000  0.00000000
## [65,] 0.0000000    0    0 0.00000000 0.21201836 0.0000000  0.00000000
## [66,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [67,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.12869768
## [68,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [69,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [70,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [71,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [72,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [73,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [74,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [75,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.14756642
## [76,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [77,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [78,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [79,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [80,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [81,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [82,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [83,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [84,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [85,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [86,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [87,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [88,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [89,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
## [90,] 0.0000000    0    0 0.00000000 0.00000000 0.0000000  0.00000000
##              [,8]        [,9]     [,10] [,11]       [,12]     [,13]       [,14]
##  [1,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
##  [2,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
##  [3,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
##  [4,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.475568993
##  [5,]  0.00000000 -0.04411016 0.0000000     0  0.00000000 0.0000000 0.000000000
##  [6,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
##  [7,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
##  [8,]  0.35777867  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
##  [9,]  0.00000000  0.37677802 0.0000000     0  0.19297542 0.0000000 0.000000000
## [10,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [11,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [12,]  0.00000000 -0.08397371 0.0000000     0  0.26855850 0.0000000 0.000000000
## [13,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.4179908 0.000000000
## [14,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.004538763
## [15,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [16,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [17,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [18,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [19,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [20,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [21,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [22,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [23,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.011180697
## [24,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [25,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [26,]  0.00000000  0.24458526 0.0000000     0  0.07719399 0.0000000 0.000000000
## [27,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [28,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [29,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [30,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [31,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [32,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [33,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [34,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.094742862
## [35,]  0.23942069  0.09026153 0.0000000     0  0.00000000 0.0000000 0.000000000
## [36,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [37,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [38,]  0.13947941  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [39,]  0.00000000  0.20507289 0.0000000     0 -0.07489577 0.0000000 0.000000000
## [40,]  0.00000000  0.00000000 0.2079297     0  0.00000000 0.0000000 0.000000000
## [41,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [42,]  0.00000000  0.00000000 0.0000000     0 -0.01574856 0.0000000 0.000000000
## [43,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.2598891 0.000000000
## [44,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.124680041
## [45,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [46,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [47,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [48,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [49,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [50,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [51,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [52,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [53,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [54,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [55,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [56,]  0.00000000  0.00000000 0.0000000     0  0.16600055 0.0000000 0.000000000
## [57,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [58,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [59,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [60,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [61,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [62,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [63,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [64,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.023463638
## [65,] -0.08658497  0.04193546 0.0000000     0  0.00000000 0.0000000 0.000000000
## [66,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [67,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [68,]  0.23565118  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [69,]  0.00000000  0.14374546 0.0000000     0  0.00000000 0.0000000 0.000000000
## [70,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [71,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [72,]  0.00000000  0.00000000 0.0000000     0  0.03149311 0.0000000 0.000000000
## [73,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.2016769 0.000000000
## [74,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.190382096
## [75,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [76,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [77,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [78,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [79,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [80,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [81,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [82,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [83,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [84,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [85,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [86,]  0.00000000  0.00000000 0.0000000     0  0.24140727 0.0000000 0.000000000
## [87,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [88,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [89,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
## [90,]  0.00000000  0.00000000 0.0000000     0  0.00000000 0.0000000 0.000000000
##            [,15]     [,16]      [,17]     [,18] [,19]     [,20] [,21]     [,22]
##  [1,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
##  [2,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
##  [3,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
##  [4,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
##  [5,] 0.15042282 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
##  [6,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
##  [7,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
##  [8,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
##  [9,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [10,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [11,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [12,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [13,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [14,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [15,] 0.28490498 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [16,] 0.00000000 0.2713222 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [17,] 0.00000000 0.0000000 0.46477536 0.0000000     0 0.0000000     0 0.0000000
## [18,] 0.00000000 0.0000000 0.00000000 0.1633665     0 0.0000000     0 0.0000000
## [19,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [20,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.3211148     0 0.0000000
## [21,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [22,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [23,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [24,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [25,] 0.08046977 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [26,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [27,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [28,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [29,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.1914740     0 0.0000000
## [30,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [31,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [32,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [33,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [34,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [35,] 0.05194142 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [36,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [37,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [38,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [39,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [40,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [41,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [42,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [43,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [44,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [45,] 0.21737791 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [46,] 0.00000000 0.1785766 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [47,] 0.00000000 0.0000000 0.31328777 0.0000000     0 0.0000000     0 0.0000000
## [48,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [49,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [50,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.3109532     0 0.0000000
## [51,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [52,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [53,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [54,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [55,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [56,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [57,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [58,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [59,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [60,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [61,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [62,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [63,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [64,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [65,] 0.02611320 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [66,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [67,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [68,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [69,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [70,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [71,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [72,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [73,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [74,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [75,] 0.17369461 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [76,] 0.00000000 0.1748007 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [77,] 0.00000000 0.0000000 0.01506114 0.0000000     0 0.0000000     0 0.0000000
## [78,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [79,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [80,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [81,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [82,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.5199439
## [83,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [84,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [85,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [86,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [87,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [88,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [89,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
## [90,] 0.00000000 0.0000000 0.00000000 0.0000000     0 0.0000000     0 0.0000000
##            [,23]     [,24]     [,25]       [,26]     [,27] [,28]      [,29]
##  [1,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
##  [2,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
##  [3,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
##  [4,] 0.07392842 0.0000000 0.0000000  0.00000000 0.0000000     0 0.13372703
##  [5,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
##  [6,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
##  [7,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
##  [8,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
##  [9,] 0.00000000 0.0000000 0.0000000  0.16639875 0.0000000     0 0.00000000
## [10,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [11,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [12,] 0.00000000 0.0000000 0.0000000  0.41206486 0.0000000     0 0.00000000
## [13,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [14,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [15,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [16,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [17,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [18,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [19,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [20,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [21,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [22,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [23,] 0.11339440 0.0000000 0.0000000  0.00000000 0.0000000     0 0.12758542
## [24,] 0.00000000 0.4202599 0.0000000  0.00000000 0.0000000     0 0.00000000
## [25,] 0.00000000 0.0000000 0.4094207  0.00000000 0.0000000     0 0.00000000
## [26,] 0.00000000 0.1114352 0.0000000 -0.12013852 0.0000000     0 0.00000000
## [27,] 0.00000000 0.0000000 0.0000000  0.00000000 0.1646169     0 0.00000000
## [28,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [29,] 0.13525344 0.0000000 0.0000000  0.00000000 0.0000000     0 0.05149977
## [30,] 0.00000000 0.0000000 0.0845720  0.00000000 0.0000000     0 0.00000000
## [31,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [32,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [33,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [34,] 0.27366326 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [35,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [36,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [37,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [38,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [39,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [40,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [41,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [42,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [43,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [44,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [45,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [46,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [47,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [48,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [49,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [50,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [51,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [52,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [53,] 0.12246278 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [54,] 0.00000000 0.2264906 0.0000000  0.00000000 0.0000000     0 0.00000000
## [55,] 0.00000000 0.0000000 0.1666094  0.00000000 0.0000000     0 0.00000000
## [56,] 0.00000000 0.0000000 0.0000000  0.21779057 0.0000000     0 0.00000000
## [57,] 0.00000000 0.0000000 0.0000000  0.00000000 0.1664484     0 0.00000000
## [58,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [59,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.13150904
## [60,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [61,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [62,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [63,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [64,] 0.10178415 0.0000000 0.0000000  0.00000000 0.0000000     0 0.12221529
## [65,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [66,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [67,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [68,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [69,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [70,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [71,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [72,] 0.00000000 0.0000000 0.0000000 -0.03740774 0.0000000     0 0.00000000
## [73,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [74,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [75,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [76,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [77,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [78,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [79,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [80,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [81,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [82,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [83,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [84,] 0.00000000 0.1178135 0.0000000  0.00000000 0.0000000     0 0.00000000
## [85,] 0.00000000 0.0000000 0.2809560  0.00000000 0.0000000     0 0.00000000
## [86,] 0.00000000 0.0000000 0.0000000  0.31152358 0.0000000     0 0.00000000
## [87,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [88,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
## [89,] 0.01239860 0.0000000 0.0000000  0.00000000 0.0000000     0 0.31548283
## [90,] 0.00000000 0.0000000 0.0000000  0.00000000 0.0000000     0 0.00000000
##           [,30]
##  [1,] 0.0000000
##  [2,] 0.0000000
##  [3,] 0.0000000
##  [4,] 0.0000000
##  [5,] 0.0000000
##  [6,] 0.0000000
##  [7,] 0.0000000
##  [8,] 0.0000000
##  [9,] 0.0000000
## [10,] 0.0000000
## [11,] 0.0000000
## [12,] 0.0000000
## [13,] 0.0000000
## [14,] 0.0000000
## [15,] 0.0000000
## [16,] 0.0000000
## [17,] 0.0000000
## [18,] 0.0000000
## [19,] 0.0000000
## [20,] 0.0000000
## [21,] 0.0000000
## [22,] 0.0000000
## [23,] 0.0000000
## [24,] 0.0000000
## [25,] 0.0000000
## [26,] 0.0000000
## [27,] 0.0000000
## [28,] 0.0000000
## [29,] 0.0000000
## [30,] 0.3723290
## [31,] 0.0000000
## [32,] 0.0000000
## [33,] 0.0000000
## [34,] 0.0000000
## [35,] 0.0000000
## [36,] 0.0000000
## [37,] 0.0000000
## [38,] 0.0000000
## [39,] 0.0000000
## [40,] 0.0000000
## [41,] 0.0000000
## [42,] 0.0000000
## [43,] 0.0000000
## [44,] 0.0000000
## [45,] 0.0000000
## [46,] 0.0000000
## [47,] 0.0000000
## [48,] 0.0000000
## [49,] 0.0000000
## [50,] 0.0000000
## [51,] 0.0000000
## [52,] 0.0000000
## [53,] 0.0000000
## [54,] 0.0000000
## [55,] 0.0000000
## [56,] 0.0000000
## [57,] 0.0000000
## [58,] 0.0000000
## [59,] 0.0000000
## [60,] 0.2425036
## [61,] 0.0000000
## [62,] 0.0000000
## [63,] 0.0000000
## [64,] 0.0000000
## [65,] 0.0000000
## [66,] 0.0000000
## [67,] 0.0000000
## [68,] 0.0000000
## [69,] 0.0000000
## [70,] 0.0000000
## [71,] 0.0000000
## [72,] 0.0000000
## [73,] 0.0000000
## [74,] 0.0000000
## [75,] 0.0000000
## [76,] 0.0000000
## [77,] 0.0000000
## [78,] 0.0000000
## [79,] 0.0000000
## [80,] 0.0000000
## [81,] 0.0000000
## [82,] 0.0000000
## [83,] 0.0000000
## [84,] 0.0000000
## [85,] 0.0000000
## [86,] 0.0000000
## [87,] 0.0000000
## [88,] 0.0000000
## [89,] 0.0000000
## [90,] 0.1884720
VARpred(model,1)
## orig  288 
## Forecasts at origin:  288 
## rnd_85421 rnd_87949 rnd_85443 rnd_89663 rnd_85601 rnd_95222 rnd_89287  rnd_1338 
##  0.091566  0.000000  0.000000 -0.506626  0.890607  0.102084  0.545828  1.878104 
## rnd_85547 rnd_88983 rnd_85663 rnd_86495 rnd_87903 rnd_88965 rnd_87359 rnd_85655 
## -0.218376  0.108742  0.000000  0.510145 -0.115276 -0.717267  1.915722  0.623901 
## rnd_86775 rnd_86633 rnd_95329 rnd_87919 rnd_86911 rnd_92897 rnd_92144 rnd_87281 
##  0.337586  0.032958  0.000000 -0.294547  0.000000 -0.372138 -0.348059 -0.128497 
## rnd_87941 rnd_86499 rnd_92909 rnd_87339 rnd_87171 rnd_88357 
##  2.149896  0.537787 -0.006586  0.000000 -0.179273  1.533416 
## Standard Errors of predictions:  
##          resi   resi                                                    resi 
## 0.9125 1.0019 1.0013 0.5878 0.3881 0.9186 0.6597 0.6274 0.5139 0.9794 1.0033 
##                                                    resi          resi        
## 0.6394 0.5871 0.5603 0.4864 0.8782 0.6601 0.9883 1.0033 0.7323 1.0030 0.8529 
##                                      resi               
## 0.7320 0.6436 0.5891 0.5681 0.9680 0.9993 0.7028 0.6569 
## Root mean square errors of predictions:  
##          resi   resi                                                    resi 
## 1.0454 1.1479 1.1472 0.6734 0.4446 1.0524 0.7557 0.7188 0.5888 1.1220 1.1494 
##                                                    resi          resi        
## 0.7325 0.6726 0.6418 0.5572 1.0061 0.7562 1.1323 1.1495 0.8390 1.1491 0.9772 
##                                      resi               
## 0.8386 0.7373 0.6749 0.6509 1.1090 1.1448 0.8052 0.7525