Feature selection for a real traffic data set

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")

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")

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")

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)

## AR coefficient matrix ## AR( 1 )-matrix ## [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] ## [1,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [2,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [3,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [4,] 0 0 0 0.204 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [5,] 0 0 0 0.000 0.5102 0.000 0.000 0.000 0.000 0 0 0.000 ## [6,] 0 0 0 0.000 0.0000 0.353 0.000 0.000 0.000 0 0 0.000 ## [7,] 0 0 0 0.000 0.0000 0.000 0.479 0.000 0.000 0 0 0.000 ## [8,] 0 0 0 0.000 0.0000 0.000 0.000 0.358 0.000 0 0 0.000 ## [9,] 0 0 0 0.000 -0.0441 0.000 0.000 0.000 0.377 0 0 -0.084 ## [10,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [11,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [12,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.193 0 0 0.269 ## [13,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [14,] 0 0 0 0.476 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [15,] 0 0 0 0.000 0.1504 0.000 0.000 0.000 0.000 0 0 0.000 ## [16,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [17,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [18,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [19,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [20,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [21,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [22,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [23,] 0 0 0 0.101 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [24,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [25,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [26,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.166 0 0 0.412 ## [27,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [28,] 0 0 0 0.000 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [29,] 0 0 0 0.141 0.0000 0.000 0.000 0.000 0.000 0 0 0.000 ## [30,] 0 0 0 0.000 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 0.1411 ## [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 0.0000 ## [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 0.0000 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 0.0799 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 0.0719 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 0.0680 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,] 0.0595 0.0000 0.0000 0.0000 0.0000 0 0.0000 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,] 0.0000 0.0000 0.0000 0.0000 0.0000 0 0.0571 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 0.2839 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,] 0.141 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 0.152 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 0.0734 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,] 0.0589 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 0.0577 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 0.1153 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 0.1566 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 0.0329 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 0.3317 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 0.0734 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 0.0665 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 0.0613 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 0.0561 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 ## 0.0938686655 -0.029947110 0.045428656 -0.0101109452 -0.016229867 ## -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 ## 0.0274221248 -0.002814999 -0.041298984 0.0510212692 0.019327537 ## 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 ## -0.0143262190 0.0044269972 0.015479455 0.0276829519 -7.672520e-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 ## 0.0735806059 -0.0585322259 0.004271308 0.0377709869 2.208113e-02 ## 0.1031669667 -0.0340952602 0.033950877 -0.0097107011 5.527603e-02 ## resi ## 0.019447162 0.019131553 -0.0499516271 -0.068281618 3.687148e-02 ## resi -0.008399146 0.051480097 -0.0299731451 -0.069843873 -4.345667e-02 ## resi 0.008140912 0.082596840 -0.0275772448 -0.005680126 2.874740e-02 ## -0.021150956 0.041971822 0.0034888668 0.091295321 3.569700e-03 ## 0.027835111 0.031397645 -0.0152546587 0.007099070 1.861444e-02 ## -0.009143437 -0.022192359 -0.0242060253 -0.008798568 6.519641e-02 ## 0.049831754 -0.032072319 -0.0282682268 -0.001086456 -1.593641e-02 ## -0.016266166 0.025403434 -0.0200492898 0.014369291 3.633518e-02 ## -0.005388747 0.044734072 0.0043535341 0.015832703 -9.500277e-03 ## 0.056540385 0.023939385 -0.1129624666 -0.066305119 -2.127587e-02 ## resi 1.006568456 -0.024908717 0.0537491939 -0.013311536 1.471926e-02 ## -0.024908717 0.408836230 0.0109305288 0.007112997 -7.989844e-03 ## 0.053749194 0.010930529 0.3446698399 0.042201375 1.758776e-02 ## -0.013311536 0.007112997 0.0422013748 0.313880251 2.098676e-02 ## 0.014719260 -0.007989844 0.0175877590 0.020986765 2.365816e-01 ## 0.027826551 0.043099429 0.0053703774 -0.063451660 8.021879e-03 ## 0.039617349 -0.001613606 0.0304684112 -0.027770036 -8.125851e-04 ## 0.101191005 0.014900373 0.0412010372 -0.007490445 2.828114e-02 ## resi -0.042977729 -0.033289274 0.0187351410 -0.027818756 -1.340507e-02 ## 0.057028289 -0.011081861 0.1566862907 0.013590309 -2.683111e-03 ## resi 0.044232430 -0.001492021 -0.0144788866 0.009318772 -3.552090e-03 ## -0.024178402 0.082353694 0.1004025457 0.022117623 -2.279077e-02 ## 0.007905909 -0.002438085 -0.0323629984 0.025543079 -2.468472e-02 ## 0.031835878 0.016227354 -0.0092218469 0.031230905 6.848212e-05 ## 0.036864393 0.004987921 0.0109166153 -0.002765253 7.074653e-03 ## -0.005314435 0.256026550 0.0205363828 -0.011428220 -2.749014e-02 ## -0.039218829 -0.014197976 0.0565653381 0.022953103 -2.837950e-03 ## resi -0.014711805 0.061886382 0.0558847349 0.023761971 -1.113599e-02 ## 0.043099873 -0.005910749 0.0003942348 0.014567832 -1.411368e-02 ## 0.016185212 -0.031607258 0.0116681220 -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 ## 0.159294108 0.0193920830 0.008830582 0.010283301 -0.023717928 ## -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 ## 0.124133882 -0.0084555405 -0.016049293 -0.062772340 0.023045161 ## 0.002777339 -0.0127822583 0.057491793 0.063273278 0.050772905 ## resi ## 0.0561950795 -0.066527158 0.093868666 -2.537367e-03 -0.053045459 ## resi 0.0529075694 0.086690483 -0.029947110 3.786729e-02 0.048261782 ## resi 0.1881666250 -0.041840157 0.045428656 6.121886e-02 0.063654292 ## -0.0404860787 0.027572997 -0.010110945 5.336478e-02 0.023179255 ## 0.0092946176 0.012340518 -0.016229867 4.329043e-02 0.032755341 ## 0.0561482414 -0.013064146 -0.014326219 5.283554e-03 0.008311062 ## 0.0002695456 -0.043385650 0.004426997 6.443041e-02 0.009035158 ## -0.0301719410 0.010093487 0.015479455 1.335193e-02 0.044234203 ## 0.0212675521 0.036394708 0.027682952 1.443321e-02 -0.047087903 ## 0.0449713035 0.107136546 -0.076725202 -4.651185e-03 -0.003871833 ## resi 0.0442324301 -0.024178402 0.007905909 3.183588e-02 0.036864393 ## -0.0014920212 0.082353694 -0.002438085 1.622735e-02 0.004987921 ## -0.0144788866 0.100402546 -0.032362998 -9.221847e-03 0.010916615 ## 0.0093187715 0.022117623 0.025543079 3.123091e-02 -0.002765253 ## -0.0035520905 -0.022790767 -0.024684721 6.848212e-05 0.007074653 ## 0.0473152833 0.011815815 0.159294108 -4.674417e-02 0.026109401 ## 0.0022092815 0.038149756 0.019392083 -1.380986e-02 0.058223673 ## 0.0192552203 0.042500808 0.008830582 -1.801466e-02 0.005851980 ## resi 0.0156410088 -0.037508482 0.010283301 1.251765e-02 -0.029304886 ## 0.0459934555 0.068706532 -0.023717928 2.174080e-02 0.127683664 ## resi 1.0060254007 -0.046388658 0.152873153 1.077668e-01 -0.026198040 ## -0.0463886577 0.727502793 0.036191954 7.582315e-02 -0.012025993 ## 0.1528731531 0.036191954 0.545147794 -2.126689e-02 -0.010937347 ## 0.1077668374 0.075823150 -0.021266893 4.141696e-01 0.014574037 ## -0.0261980397 -0.012025993 -0.010937347 1.457404e-02 0.347008000 ## 0.0104478166 0.061679147 0.025967441 8.805625e-03 -0.001839238 ## 0.0946665165 0.160488510 -0.027277792 3.221529e-02 -0.041247293 ## resi -0.0634763734 0.113450655 0.010337785 6.134018e-02 -0.011395243 ## 0.0950525251 -0.049552103 0.101263490 -4.833006e-03 0.013987261 ## -0.0062555582 0.004453516 -0.055238971 -6.623491e-03 0.024987698 ## resi ## 0.019362248 4.195573e-02 -0.068099064 0.0274221248 0.110038773 ## resi 0.027808670 -1.239626e-02 -0.029434718 -0.0028149991 0.057086714 ## resi 0.093330686 5.535414e-02 -0.043888819 -0.0412989838 0.035361474 ## 0.026424801 -4.042254e-02 -0.030095631 0.0510212692 -0.026022350 ## 0.020740397 2.176929e-02 0.042247020 0.0193275366 -0.005192953 ## -0.025091837 2.515402e-02 -0.025299089 0.0735806059 0.103166967 ## -0.003675078 -1.091727e-01 0.028208137 -0.0585322259 -0.034095260 ## 0.026376914 3.797457e-03 0.052752430 0.0042713083 0.033950877 ## 0.017921394 3.679533e-02 0.070966329 0.0377709869 -0.009710701 ## 0.042005501 -4.830197e-05 0.011813848 0.0220811266 0.055276032 ## resi -0.005314435 -3.921883e-02 -0.014711805 0.0430998734 0.016185212 ## 0.256026550 -1.419798e-02 0.061886382 -0.0059107490 -0.031607258 ## 0.020536383 5.656534e-02 0.055884735 0.0003942348 0.011668122 ## -0.011428220 2.295310e-02 0.023761971 0.0145678320 -0.018874226 ## -0.027490140 -2.837950e-03 -0.011135988 -0.0141136757 0.004518290 ## 0.032252386 2.860858e-02 -0.061746897 0.1241338819 0.002777339 ## -0.012057731 -1.167704e-02 -0.008741628 -0.0084555405 -0.012782258 ## -0.062088885 -3.404494e-03 0.059962800 -0.0160492928 0.057491793 ## resi -0.001893549 -6.585730e-02 -0.052719242 -0.0627723400 0.063273278 ## -0.005652241 -1.314912e-03 -0.018635571 0.0230451605 0.050772905 ## resi 0.010447817 9.466652e-02 -0.063476373 0.0950525251 -0.006255558 ## 0.061679147 1.604885e-01 0.113450655 -0.0495521027 0.004453516 ## 0.025967441 -2.727779e-02 0.010337785 0.1012634901 -0.055238971 ## 0.008805625 3.221529e-02 0.061340178 -0.0048330057 -0.006623491 ## -0.001839238 -4.124729e-02 -0.011395243 0.0139872609 0.024987698 ## 0.322785448 -1.625271e-02 -0.008913462 -0.0038898782 -0.004736175 ## -0.016252714 9.371140e-01 0.125132255 0.0615175453 0.029326335 ## resi -0.008913462 1.251323e-01 0.998581617 0.0162962345 -0.014163648 ## -0.003889878 6.151755e-02 0.016296234 0.5025163497 0.036652502 ## -0.004736175 2.932633e-02 -0.014163648 0.0366525019 0.431455704 ## ## det(SSE) = 3.214217e-10 ## AIC = -21.17771 ## BIC = -19.93129 ## HQ = -20.67822

## [,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,] 0.10102060 0.0000000 0.0000000 0.00000000 0.0000000 0 0.14087210 ## [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,] 0.14105939 0.0000000 0.0000000 0.00000000 0.0000000 0 0.00000000 ## [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,] 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0 0.07989238 ## [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,] 0.28390530 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,] 0.14099862 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 0.15200132 ## [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,] 0.11533986 0.0000000 0.0000000 0.00000000 0.0000000 0 0.15662460 ## [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,] 0.03288904 0.0000000 0.0000000 0.00000000 0.0000000 0 0.33170984 ## [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

## 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 -0.384737 -0.128497 ## rnd_87941 rnd_86499 rnd_92909 rnd_87339 rnd_87171 rnd_88357 ## 2.149896 0.537787 -0.006586 0.000000 -0.251071 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 ## 0.7383 0.6436 0.5891 0.5681 0.9680 0.9993 0.7089 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 ## 0.8459 0.7373 0.6749 0.6509 1.1090 1.1448 0.8121 0.7525