R version 2.7.2 (2008-08-25)
Copyright (C) 2008 The R Foundation for Statistical Computing
ISBN 3-900051-07-0

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Type 'contributors()' for more information and
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Type 'demo()' for some demos, 'help()' for on-line help, or
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> z <- c(3,26,-41,-1,-4,17,-4,11,-18,-23,-12,16,7,18,-47,3,13,9,33,3,-29,-36,-9,2,16)
> y <- c(18,0,-25,12,-13,12,-8,12,7,-13,-12,16,22,20,-25,12,13,-8,27,20,13,-16,4,13,21)
> x <- c(12,4,-22,10,-4,10,-8,12,10,-18,-11,12,15,18,-27,11,7,1,24,14,3,-15,4,6,24)
> par7 = 'Variable Z'
> par6 = 'Variable Y'
> par5 = 'Variable X'
> par4 = 'Y'
> par3 = 'Y'
> par2 = '50'
> par1 = '50'
> #'GNU S' R Code compiled by R2WASP v. 1.0.44 ()
> #Author: Prof. Dr. P. Wessa
> #To cite this work: AUTHOR(S), (YEAR), YOUR SOFTWARE TITLE (vNUMBER) in Free Statistics Software (v$_version), Office for Research Development and Education, URL http://www.wessa.net/rwasp_YOURPAGE.wasp/
> #Source of accompanying publication: Office for Research, Development, and Education
> #Technical description: Write here your technical program description (don't use hard returns!)
> x <- array(x,dim=c(length(x),1))
> colnames(x) <- par5
> y <- array(y,dim=c(length(y),1))
> colnames(y) <- par6
> z <- array(z,dim=c(length(z),1))
> colnames(z) <- par7
> d <- data.frame(cbind(z,y,x))
> colnames(d) <- list(par7,par6,par5)
> par1 <- as.numeric(par1)
> par2 <- as.numeric(par2)
> if (par1>500) par1 <- 500
> if (par2>500) par2 <- 500
> if (par1<10) par1 <- 10
> if (par2<10) par2 <- 10
> library(GenKern)
Loading required package: KernSmooth
KernSmooth 2.22 installed
Copyright M. P. Wand 1997

Loading GenKern version 1.1
Copyright Lucy and Aykroyd 2000
last update October 2004
requires KernSmooth


Package GenKern installed

> library(lattice)
> panel.hist <- function(x, ...)
+ {
+ usr <- par('usr'); on.exit(par(usr))
+ par(usr = c(usr[1:2], 0, 1.5) )
+ h <- hist(x, plot = FALSE)
+ breaks <- h$breaks; nB <- length(breaks)
+ y <- h$counts; y <- y/max(y)
+ rect(breaks[-nB], 0, breaks[-1], y, col='black', ...)
+ }
> postscript(file="/var/www/html/rcomp/tmp/1bffc1226498022.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> cloud(z~x*y, screen = list(x=-45, y=45, z=35),xlab=par5,ylab=par6,zlab=par7)
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/22e481226498022.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> cloud(z~x*y, screen = list(x=35, y=45, z=25),xlab=par5,ylab=par6,zlab=par7)
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/3562x1226498022.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> cloud(z~x*y, screen = list(x=35, y=-25, z=90),xlab=par5,ylab=par6,zlab=par7)
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/4temr1226498022.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> pairs(d,diag.panel=panel.hist)
> dev.off()
null device 
          1 
> x <- as.vector(x)
> y <- as.vector(y)
> z <- as.vector(z)
> postscript(file="/var/www/html/rcomp/tmp/5dk571226498022.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> op <- KernSur(x,y, xgridsize=par1, ygridsize=par2, correlation=cor(x,y), xbandwidth=dpik(x), ybandwidth=dpik(y))
> image(op$xords, op$yords, op$zden, col=terrain.colors(100), axes=TRUE,main='Bivariate Kernel Density Plot (x,y)',xlab=par5,ylab=par6)
> if (par3=='Y') contour(op$xords, op$yords, op$zden, add=TRUE)
> if (par4=='Y') points(x,y)
> (r<-lm(y ~ x))

Call:
lm(formula = y ~ x)

Coefficients:
(Intercept)            x  
     0.9314       1.0730  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/6lm6h1226498022.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> op <- KernSur(y,z, xgridsize=par1, ygridsize=par2, correlation=cor(y,z), xbandwidth=dpik(y), ybandwidth=dpik(z))
> op
$xords
 [1] -34.0127811 -32.5836879 -31.1545948 -29.7255017 -28.2964086 -26.8673155
 [7] -25.4382224 -24.0091293 -22.5800362 -21.1509431 -19.7218500 -18.2927569
[13] -16.8636638 -15.4345707 -14.0054776 -12.5763845 -11.1472914  -9.7181983
[19]  -8.2891052  -6.8600121  -5.4309190  -4.0018259  -2.5727328  -1.1436397
[25]   0.2854534   1.7145466   3.1436397   4.5727328   6.0018259   7.4309190
[31]   8.8600121  10.2891052  11.7181983  13.1472914  14.5763845  16.0054776
[37]  17.4345707  18.8636638  20.2927569  21.7218500  23.1509431  24.5800362
[43]  26.0091293  27.4382224  28.8673155  30.2964086  31.7255017  33.1545948
[49]  34.5836879  36.0127811

$yords
 [1] -61.9180718 -59.6765179 -57.4349639 -55.1934099 -52.9518560 -50.7103020
 [7] -48.4687481 -46.2271941 -43.9856402 -41.7440862 -39.5025323 -37.2609783
[13] -35.0194244 -32.7778704 -30.5363165 -28.2947625 -26.0532086 -23.8116546
[19] -21.5701007 -19.3285467 -17.0869928 -14.8454388 -12.6038849 -10.3623309
[25]  -8.1207770  -5.8792230  -3.6376691  -1.3961151   0.8454388   3.0869928
[31]   5.3285467   7.5701007   9.8116546  12.0532086  14.2947625  16.5363165
[37]  18.7778704  21.0194244  23.2609783  25.5025323  27.7440862  29.9856402
[43]  32.2271941  34.4687481  36.7103020  38.9518560  41.1934099  43.4349639
[49]  45.6765179  47.9180718

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 3.789391e-03 4.778982e-03 5.515284e-03 5.832817e-03 5.656833e-03
 [2,] 4.189831e-03 5.659888e-03 6.986201e-03 7.894182e-03 8.176725e-03
 [3,] 4.169221e-03 6.040038e-03 7.981596e-03 9.641656e-03 1.066645e-02
 [4,] 3.737426e-03 5.814383e-03 8.235277e-03 1.064414e-02 1.258210e-02
 [5,] 3.022988e-03 5.057150e-03 7.687330e-03 1.064300e-02 1.345275e-02
 [6,] 2.211214e-03 3.983184e-03 6.507352e-03 9.663207e-03 1.307491e-02
 [7,] 1.466984e-03 2.849275e-03 5.010026e-03 7.991369e-03 1.159023e-02
 [8,] 8.857031e-04 1.857216e-03 3.519883e-03 6.040186e-03 9.404869e-03
 [9,] 4.883208e-04 1.106788e-03 2.264133e-03 4.186553e-03 7.010245e-03
[10,] 2.465711e-04 6.047051e-04 1.336958e-03 2.667944e-03 4.812742e-03
[11,] 1.142544e-04 3.034166e-04 7.257901e-04 1.565202e-03 3.046849e-03
[12,] 4.866947e-05 1.399303e-04 3.623050e-04 8.451533e-04 1.777723e-03
[13,] 1.917745e-05 5.946502e-05 1.663875e-04 4.196851e-04 9.543296e-04
[14,] 7.230000e-06 2.365332e-05 7.081214e-05 1.921813e-04 4.713276e-04
[15,] 3.066443e-06 9.502064e-06 2.902056e-05 8.281697e-05 2.164011e-04
[16,] 2.263401e-06 5.055070e-06 1.327957e-05 3.648702e-05 9.694860e-05
[17,] 3.275392e-06 5.138559e-06 9.463896e-06 2.064384e-05 4.916913e-05
[18,] 5.951955e-06 8.329313e-06 1.201458e-05 1.938556e-05 3.606219e-05
[19,] 1.062042e-05 1.500655e-05 2.023808e-05 2.763075e-05 4.097941e-05
[20,] 1.738292e-05 2.591999e-05 3.562448e-05 4.653716e-05 6.097273e-05
[21,] 2.556375e-05 4.091254e-05 5.944714e-05 7.952854e-05 1.008587e-04
[22,] 3.352502e-05 5.798092e-05 9.046642e-05 1.281053e-04 1.668697e-04
[23,] 3.908976e-05 7.326055e-05 1.235458e-04 1.879352e-04 2.593677e-04
[24,] 4.047486e-05 8.229517e-05 1.504010e-04 2.473160e-04 3.667886e-04
[25,] 3.719850e-05 8.209093e-05 1.627663e-04 2.900753e-04 4.651121e-04
[26,] 3.033877e-05 7.268234e-05 1.564168e-04 3.024357e-04 5.255935e-04
[27,] 2.195677e-05 5.710751e-05 1.334168e-04 2.799947e-04 5.279348e-04
[28,] 1.410012e-05 3.981573e-05 1.009873e-04 2.300756e-04 4.708631e-04
[29,] 8.034440e-06 2.463201e-05 6.782960e-05 1.677716e-04 3.727425e-04
[30,] 4.062229e-06 1.352145e-05 4.042547e-05 1.085580e-04 2.618474e-04
[31,] 1.822420e-06 6.586014e-06 2.137810e-05 6.232876e-05 1.632236e-04
[32,] 7.254498e-07 2.846409e-06 1.003134e-05 3.175361e-05 9.028179e-05
[33,] 2.562364e-07 1.091558e-06 4.176613e-06 1.435402e-05 4.430935e-05
[34,] 8.030616e-08 3.714246e-07 1.542993e-06 5.757438e-06 1.929596e-05
[35,] 2.233220e-08 1.121422e-07 5.057998e-07 2.049084e-06 7.456115e-06
[36,] 5.510469e-09 3.004293e-08 1.471186e-07 6.470901e-07 2.556428e-06
[37,] 1.206481e-09 7.141509e-09 3.796919e-08 1.813194e-07 7.777304e-07
[38,] 2.343832e-10 1.506303e-09 8.694999e-09 4.508152e-08 2.099420e-07
[39,] 4.040242e-11 2.819090e-10 1.766779e-09 9.945515e-09 5.028564e-08
[40,] 6.179630e-12 4.681447e-11 3.185440e-10 1.946841e-09 1.068718e-08
[41,] 8.386729e-13 6.898048e-12 5.096024e-11 3.381492e-10 2.015380e-09
[42,] 1.009943e-13 9.018750e-13 7.233819e-12 5.211474e-11 3.372292e-10
[43,] 1.079135e-14 1.046265e-13 9.111267e-13 7.126687e-12 5.006893e-11
[44,] 1.023126e-15 1.076988e-14 1.018272e-13 8.647467e-13 6.596073e-12
[45,] 8.607102e-17 9.836815e-16 1.009773e-14 9.310321e-14 7.710405e-13
[46,] 6.424795e-18 7.972101e-17 8.885011e-16 8.894364e-15 7.997301e-14
[47,] 4.255369e-19 5.732799e-18 6.936939e-17 7.539469e-16 7.360126e-15
[48,] 2.500856e-20 3.657919e-19 4.805640e-18 5.670744e-17 6.010361e-16
[49,] 1.304111e-21 2.070980e-20 2.953990e-19 3.784547e-18 4.355023e-17
[50,] 6.034133e-23 1.040381e-21 1.611170e-20 2.241105e-19 2.799979e-18
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 5.030615e-03 4.099071e-03 3.056608e-03 2.083434e-03 1.297827e-03
 [2,] 7.768255e-03 6.768360e-03 5.404395e-03 3.951086e-03 2.643870e-03
 [3,] 1.082043e-02 1.007111e-02 8.599695e-03 6.733760e-03 4.833916e-03
 [4,] 1.362705e-02 1.353979e-02 1.234998e-02 1.034267e-02 7.953661e-03
 [5,] 1.555950e-02 1.649852e-02 1.606091e-02 1.436700e-02 1.181805e-02
 [6,] 1.616011e-02 1.828848e-02 1.899118e-02 1.812658e-02 1.592632e-02
 [7,] 1.532402e-02 1.851978e-02 2.051347e-02 2.087700e-02 1.956791e-02
 [8,] 1.332043e-02 1.720946e-02 2.034310e-02 2.207153e-02 2.204976e-02
 [9,] 1.065426e-02 1.473720e-02 1.861181e-02 2.153739e-02 2.292596e-02
[10,] 7.863764e-03 1.166766e-02 1.576893e-02 1.948528e-02 2.211042e-02
[11,] 5.362574e-03 8.552522e-03 1.239534e-02 1.638512e-02 1.984434e-02
[12,] 3.376127e-03 5.799506e-03 9.033762e-03 1.280294e-02 1.658147e-02
[13,] 1.957756e-03 3.628117e-03 6.086221e-03 9.268727e-03 1.286588e-02
[14,] 1.043690e-03 2.087397e-03 3.775487e-03 6.189354e-03 9.227690e-03
[15,] 5.137910e-04 1.105191e-03 2.152458e-03 3.798982e-03 6.090271e-03
[16,] 2.403203e-04 5.472774e-04 1.137179e-03 2.150101e-03 3.698468e-03
[17,] 1.177189e-04 2.700732e-04 5.797921e-04 1.150587e-03 2.097453e-03
[18,] 7.378911e-05 1.551790e-04 3.202244e-04 6.319899e-04 1.175045e-03
[19,] 6.815775e-05 1.230306e-04 2.280295e-04 4.176397e-04 7.415167e-04
[20,] 8.544173e-05 1.319719e-04 2.181991e-04 3.666117e-04 6.044234e-04
[21,] 1.276067e-04 1.712675e-04 2.511598e-04 3.912308e-04 6.143223e-04
[22,] 2.056587e-04 2.519722e-04 3.259648e-04 4.589241e-04 6.844022e-04
[23,] 3.290152e-04 3.942539e-04 4.683773e-04 5.857408e-04 7.959382e-04
[24,] 4.933634e-04 6.095347e-04 7.103373e-04 8.188212e-04 9.913266e-04
[25,] 6.725263e-04 8.816886e-04 1.060985e-03 1.202706e-03 1.345766e-03
[26,] 8.217585e-04 1.158478e-03 1.480334e-03 1.735178e-03 1.913580e-03
[27,] 8.946821e-04 1.363991e-03 1.874787e-03 2.335079e-03 2.666284e-03
[28,] 8.657778e-04 1.430759e-03 2.126966e-03 2.850379e-03 3.460538e-03
[29,] 7.439063e-04 1.333862e-03 2.149533e-03 3.115955e-03 4.071378e-03
[30,] 5.673169e-04 1.104129e-03 1.930610e-03 3.033902e-03 4.288494e-03
[31,] 3.839342e-04 8.111859e-04 1.539572e-03 2.625167e-03 4.022902e-03
[32,] 2.305591e-04 5.288628e-04 1.089667e-03 2.016781e-03 3.353503e-03
[33,] 1.228543e-04 3.059563e-04 6.843966e-04 1.375134e-03 2.481968e-03
[34,] 5.808663e-05 1.570573e-04 3.814303e-04 8.320524e-04 1.630329e-03
[35,] 2.436901e-05 7.153763e-05 1.886273e-04 4.467339e-04 9.503248e-04
[36,] 9.071406e-06 2.891257e-05 8.276972e-05 2.128281e-04 4.915425e-04
[37,] 2.996306e-06 1.036845e-05 3.222659e-05 8.996767e-05 2.255962e-04
[38,] 8.781572e-07 3.299256e-06 1.113351e-05 3.374581e-05 9.187130e-05
[39,] 2.283668e-07 9.315210e-07 3.412909e-06 1.123125e-05 3.319737e-05
[40,] 5.269484e-08 2.333693e-07 9.283072e-07 3.316738e-06 1.064394e-05
[41,] 1.078892e-08 5.187638e-08 2.240442e-07 8.690984e-07 3.028142e-06
[42,] 1.960028e-09 1.023222e-08 4.797885e-08 2.020697e-07 7.644065e-07
[43,] 3.159522e-10 1.790791e-09 9.116767e-09 4.168772e-08 1.712172e-07
[44,] 4.519128e-11 2.780956e-10 1.537114e-09 7.631138e-09 3.402864e-08
[45,] 5.735382e-12 3.831932e-11 2.299566e-10 1.239496e-09 6.000899e-09
[46,] 6.458693e-13 4.685070e-12 3.052531e-11 1.786386e-10 9.389934e-10
[47,] 6.453606e-14 5.082645e-13 3.595421e-12 2.284446e-11 1.303720e-10
[48,] 5.721815e-15 4.892571e-14 3.757622e-13 2.592151e-12 1.606126e-11
[49,] 4.501317e-16 4.178871e-15 3.484584e-14 2.609841e-13 1.755696e-12
[50,] 3.142100e-17 3.167053e-16 2.867235e-15 2.331538e-14 1.702918e-13
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 7.407898e-04 3.912530e-04 1.963016e-04 9.908384e-05 5.488943e-05
 [2,] 1.622109e-03 9.191170e-04 4.906774e-04 2.582893e-04 1.448563e-04
 [3,] 3.185373e-03 1.937369e-03 1.104388e-03 6.115069e-04 3.512014e-04
 [4,] 5.622989e-03 3.670423e-03 2.238891e-03 1.312546e-03 7.805337e-04
 [5,] 8.951467e-03 6.266654e-03 4.094372e-03 2.552931e-03 1.586899e-03
 [6,] 1.290480e-02 9.678035e-03 6.773173e-03 4.504130e-03 2.947956e-03
 [7,] 1.693511e-02 1.358545e-02 1.017682e-02 7.226485e-03 5.004873e-03
 [8,] 2.035317e-02 1.743583e-02 1.396121e-02 1.058519e-02 7.778888e-03
 [9,] 2.254634e-02 2.059210e-02 1.759362e-02 1.422669e-02 1.110285e-02
[10,] 2.315660e-02 2.251911e-02 2.049131e-02 1.764012e-02 1.460990e-02
[11,] 2.214183e-02 2.291244e-02 2.217072e-02 2.027724e-02 1.779351e-02
[12,] 1.973524e-02 2.173714e-02 2.234820e-02 2.167842e-02 2.011706e-02
[13,] 1.636562e-02 1.920917e-02 2.098690e-02 2.157264e-02 2.113872e-02
[14,] 1.257190e-02 1.575392e-02 1.831089e-02 1.994844e-02 2.062839e-02
[15,] 8.902605e-03 1.193333e-02 1.478122e-02 1.708623e-02 1.865444e-02
[16,] 5.799261e-03 8.323187e-03 1.100357e-02 1.351743e-02 1.560130e-02
[17,] 3.503805e-03 5.367692e-03 7.568963e-03 9.888400e-03 1.208005e-02
[18,] 2.038496e-03 3.281370e-03 4.892567e-03 6.770717e-03 8.745114e-03
[19,] 1.262945e-03 2.046548e-03 3.133148e-03 4.510547e-03 6.099005e-03
[20,] 9.650884e-04 1.489405e-03 2.220454e-03 3.187445e-03 4.382104e-03
[21,] 9.379750e-04 1.376132e-03 1.946279e-03 2.673773e-03 3.582382e-03
[22,] 1.025349e-03 1.485839e-03 2.055958e-03 2.729197e-03 3.517657e-03
[23,] 1.145738e-03 1.656666e-03 2.313683e-03 3.077816e-03 3.918587e-03
[24,] 1.303557e-03 1.818739e-03 2.553655e-03 3.467064e-03 4.486227e-03
[25,] 1.578639e-03 2.011808e-03 2.727121e-03 3.731755e-03 4.951460e-03
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[37,] 9.132118e-04 4.526814e-04 2.605613e-04 1.885099e-04 1.576922e-04
[38,] 1.399345e-03 6.497786e-04 3.005516e-04 1.556624e-04 1.007834e-04
[39,] 2.155596e-03 1.030705e-03 4.595081e-04 1.990413e-04 9.253894e-05
[40,] 3.237795e-03 1.642002e-03 7.633750e-04 3.277843e-04 1.336850e-04
[41,] 4.687891e-03 2.548377e-03 1.265176e-03 5.732465e-04 2.379631e-04
[42,] 6.454740e-03 3.783160e-03 2.023243e-03 9.848158e-04 4.357317e-04
[43,] 8.315665e-03 5.273687e-03 3.051476e-03 1.605768e-03 7.666403e-04
[44,] 9.872469e-03 6.786897e-03 4.258286e-03 2.429369e-03 1.256669e-03
[45,] 1.067356e-02 7.958013e-03 5.418865e-03 3.355580e-03 1.883699e-03
[46,] 1.042262e-02 8.425024e-03 6.226233e-03 4.186164e-03 2.551627e-03
[47,] 9.144572e-03 8.006703e-03 6.418856e-03 4.684960e-03 3.100861e-03
[48,] 7.187520e-03 6.806798e-03 5.915021e-03 4.684641e-03 3.366182e-03
[49,] 5.054391e-03 5.166760e-03 4.861490e-03 4.175418e-03 3.256106e-03
[50,] 3.180533e-03 3.499118e-03 3.559584e-03 3.312833e-03 2.802502e-03

> image(op$xords, op$yords, op$zden, col=terrain.colors(100), axes=TRUE,main='Bivariate Kernel Density Plot (y,z)',xlab=par6,ylab=par7)
> if (par3=='Y') contour(op$xords, op$yords, op$zden, add=TRUE)
> if (par4=='Y') points(y,z)
> (r<-lm(z ~ y))

Call:
lm(formula = z ~ y)

Coefficients:
(Intercept)            y  
    -6.6613       0.9798  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/7doxe1226498022.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> op <- KernSur(x,z, xgridsize=par1, ygridsize=par2, correlation=cor(x,z), xbandwidth=dpik(x), ybandwidth=dpik(z))
> op
$xords
 [1] -35.1972982 -33.8218983 -32.4464983 -31.0710984 -29.6956985 -28.3202986
 [7] -26.9448986 -25.5694987 -24.1940988 -22.8186989 -21.4432989 -20.0678990
[13] -18.6924991 -17.3170992 -15.9416992 -14.5662993 -13.1908994 -11.8154994
[19] -10.4400995  -9.0646996  -7.6892997  -6.3138997  -4.9384998  -3.5630999
[25]  -2.1877000  -0.8123000   0.5630999   1.9384998   3.3138997   4.6892997
[31]   6.0646996   7.4400995   8.8154994  10.1908994  11.5662993  12.9416992
[37]  14.3170992  15.6924991  17.0678990  18.4432989  19.8186989  21.1940988
[43]  22.5694987  23.9448986  25.3202986  26.6956985  28.0710984  29.4464983
[49]  30.8218983  32.1972982

$yords
 [1] -61.9180718 -59.6765179 -57.4349639 -55.1934099 -52.9518560 -50.7103020
 [7] -48.4687481 -46.2271941 -43.9856402 -41.7440862 -39.5025323 -37.2609783
[13] -35.0194244 -32.7778704 -30.5363165 -28.2947625 -26.0532086 -23.8116546
[19] -21.5701007 -19.3285467 -17.0869928 -14.8454388 -12.6038849 -10.3623309
[25]  -8.1207770  -5.8792230  -3.6376691  -1.3961151   0.8454388   3.0869928
[31]   5.3285467   7.5701007   9.8116546  12.0532086  14.2947625  16.5363165
[37]  18.7778704  21.0194244  23.2609783  25.5025323  27.7440862  29.9856402
[43]  32.2271941  34.4687481  36.7103020  38.9518560  41.1934099  43.4349639
[49]  45.6765179  47.9180718

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 4.385486e-03 4.825108e-03 4.569256e-03 3.730022e-03 2.633875e-03
 [2,] 5.208646e-03 6.550457e-03 7.092815e-03 6.618895e-03 5.336407e-03
 [3,] 5.223384e-03 7.488179e-03 9.252786e-03 9.857115e-03 9.067434e-03
 [4,] 4.467219e-03 7.263782e-03 1.020587e-02 1.238070e-02 1.297342e-02
 [5,] 3.314778e-03 6.056579e-03 9.611409e-03 1.321410e-02 1.572264e-02
 [6,] 2.196016e-03 4.437192e-03 7.857027e-03 1.213404e-02 1.629131e-02
 [7,] 1.351693e-03 2.955151e-03 5.728880e-03 9.788274e-03 1.466046e-02
 [8,] 8.014662e-04 1.862151e-03 3.869042e-03 7.163007e-03 1.175501e-02
 [9,] 4.606053e-04 1.137092e-03 2.505765e-03 4.939445e-03 8.702404e-03
[10,] 2.488324e-04 6.643506e-04 1.567426e-03 3.286443e-03 6.150409e-03
[11,] 1.211374e-04 3.569188e-04 9.207038e-04 2.087605e-03 4.184229e-03
[12,] 5.237424e-05 1.700527e-04 4.871095e-04 1.219366e-03 2.671097e-03
[13,] 2.285481e-05 7.290987e-05 2.265293e-04 6.306057e-04 1.536473e-03
[14,] 1.679244e-05 3.595859e-05 9.863778e-05 2.871360e-04 7.733179e-04
[15,] 2.372474e-05 3.528273e-05 5.966021e-05 1.328249e-04 3.490255e-04
[16,] 3.656874e-05 5.501806e-05 7.519240e-05 1.053252e-04 1.838689e-04
[17,] 4.867211e-05 8.267727e-05 1.214494e-04 1.576370e-04 1.942431e-04
[18,] 5.386347e-05 1.049835e-04 1.757482e-04 2.534393e-04 3.183219e-04
[19,] 4.932649e-05 1.105487e-04 2.126106e-04 3.510323e-04 4.983090e-04
[20,] 3.736682e-05 9.632607e-05 2.130645e-04 4.044027e-04 6.587934e-04
[21,] 2.342286e-05 6.945837e-05 1.767321e-04 3.858495e-04 7.228518e-04
[22,] 1.215488e-05 4.146665e-05 1.213830e-04 3.048801e-04 6.570788e-04
[23,] 5.225088e-06 2.050926e-05 6.907545e-05 1.996257e-04 4.950285e-04
[24,] 1.862172e-06 8.410866e-06 3.259777e-05 1.084084e-04 3.093626e-04
[25,] 5.507740e-07 2.863053e-06 1.277093e-05 4.888268e-05 1.605567e-04
[26,] 1.353645e-07 8.099941e-07 4.159198e-06 1.832695e-05 6.929882e-05
[27,] 2.768731e-08 1.907576e-07 1.127844e-06 5.722496e-06 2.491685e-05
[28,] 4.721559e-09 3.746530e-08 2.551272e-07 1.490979e-06 7.477825e-06
[29,] 6.726770e-10 6.149272e-09 4.824402e-08 3.248399e-07 1.877170e-06
[30,] 8.024143e-11 8.453273e-10 7.643152e-09 5.931234e-08 3.950429e-07
[31,] 8.031935e-12 9.754060e-11 1.016690e-09 9.095649e-09 6.984274e-08
[32,] 6.760001e-13 9.465885e-12 1.137697e-10 1.173671e-09 1.039250e-08
[33,] 4.791489e-14 7.737682e-13 1.072530e-11 1.276053e-10 1.303130e-09
[34,] 2.862904e-15 5.332183e-14 8.524359e-13 1.169712e-11 1.377699e-10
[35,] 1.442223e-16 3.097925e-15 5.711644e-14 9.038681e-13 1.227718e-11
[36,] 6.121713e-18 1.516307e-16 3.223595e-15 5.882132e-14 9.212234e-13
[37,] 2.186480e-19 6.243579e-18 1.530186e-16 3.218688e-15 5.810749e-14
[38,] 6.559073e-21 2.158633e-19 6.097034e-18 1.477965e-16 3.074745e-15
[39,] 1.649028e-22 6.252841e-21 2.034750e-19 5.682397e-18 1.361861e-16
[40,] 3.466865e-24 1.514140e-22 5.674942e-21 1.825266e-19 5.037951e-18
[41,] 6.082009e-26 3.058676e-24 1.319987e-22 4.888323e-21 1.553451e-19
[42,] 8.886424e-28 5.144734e-26 2.555846e-24 1.089550e-22 3.985602e-21
[43,] 1.079584e-29 7.193678e-28 4.113104e-26 2.017986e-24 8.495520e-23
[44,] 1.089028e-31 8.350591e-30 5.494271e-28 3.101873e-26 1.502631e-24
[45,] 9.111354e-34 8.038675e-32 6.085460e-30 3.952905e-28 2.203164e-26
[46,] 6.316871e-36 6.411793e-34 5.584166e-32 4.172976e-30 2.675688e-28
[47,] 3.626501e-38 4.234518e-36 4.242452e-34 3.646988e-32 2.689984e-30
[48,] 1.723056e-40 2.314333e-38 2.667136e-36 2.637338e-34 2.237593e-32
[49,] 6.772634e-43 1.046337e-40 1.386999e-38 1.577537e-36 1.539483e-34
[50,] 2.201501e-45 3.912047e-43 5.964546e-41 7.802752e-39 8.758067e-37
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 1.620091e-03 8.797584e-04 4.316352e-04 1.977881e-04 8.751256e-05
 [2,] 3.737049e-03 2.297377e-03 1.263941e-03 6.413318e-04 3.109818e-04
 [3,] 7.230387e-03 5.038800e-03 3.117091e-03 1.757153e-03 9.350225e-04
 [4,] 1.177199e-02 9.305183e-03 6.485881e-03 4.074805e-03 2.384690e-03
 [5,] 1.620402e-02 1.452110e-02 1.141738e-02 8.015923e-03 5.173421e-03
 [6,] 1.899202e-02 1.925309e-02 1.707262e-02 1.341880e-02 9.577590e-03
 [7,] 1.917587e-02 2.187621e-02 2.182275e-02 1.920448e-02 1.519159e-02
 [8,] 1.700850e-02 2.161291e-02 2.409683e-02 2.367403e-02 2.076202e-02
 [9,] 1.365818e-02 1.901369e-02 2.339993e-02 2.546314e-02 2.467361e-02
[10,] 1.029410e-02 1.540038e-02 2.054910e-02 2.441740e-02 2.590276e-02
[11,] 7.455180e-03 1.185933e-02 1.688347e-02 2.153093e-02 2.463645e-02
[12,] 5.144899e-03 8.765083e-03 1.328467e-02 1.800291e-02 2.191248e-02
[13,] 3.266243e-03 6.076854e-03 9.948521e-03 1.442331e-02 1.864755e-02
[14,] 1.836156e-03 3.800750e-03 6.860973e-03 1.084716e-02 1.511425e-02
[15,] 8.990649e-04 2.077421e-03 4.195764e-03 7.374993e-03 1.131026e-02
[16,] 4.133300e-04 9.953235e-04 2.225574e-03 4.387143e-03 7.527415e-03
[17,] 2.692042e-04 4.896410e-04 1.060293e-03 2.265160e-03 4.347735e-03
[18,] 3.622429e-04 4.194939e-04 6.004198e-04 1.109165e-03 2.210243e-03
[19,] 6.116973e-04 6.632305e-04 6.814350e-04 7.835858e-04 1.177311e-03
[20,] 9.218958e-04 1.111696e-03 1.168884e-03 1.116760e-03 1.091335e-03
[21,] 1.162176e-03 1.604409e-03 1.905596e-03 1.961356e-03 1.795026e-03
[22,] 1.215171e-03 1.928577e-03 2.627796e-03 3.078460e-03 3.117095e-03
[23,] 1.053344e-03 1.923311e-03 3.013808e-03 4.054431e-03 4.688850e-03
[24,] 7.575395e-04 1.591769e-03 2.870178e-03 4.441629e-03 5.901396e-03
[25,] 4.525282e-04 1.094482e-03 2.271569e-03 4.045901e-03 6.184977e-03
[26,] 2.248636e-04 6.261407e-04 1.496199e-03 3.068170e-03 5.399658e-03
[27,] 9.310540e-05 2.985606e-04 8.216187e-04 1.940407e-03 3.932884e-03
[28,] 3.218635e-05 1.188946e-04 3.769216e-04 1.025513e-03 2.394635e-03
[29,] 9.309994e-06 3.962855e-05 1.447718e-04 4.539201e-04 1.221514e-03
[30,] 2.258257e-06 1.107984e-05 4.665822e-05 1.686396e-04 5.231550e-04
[31,] 4.603142e-07 2.603954e-06 1.264333e-05 5.269141e-05 1.884822e-04
[32,] 7.898599e-08 5.152716e-07 2.885230e-06 1.386703e-05 5.720655e-05
[33,] 1.142266e-08 8.594225e-08 5.550179e-07 3.076576e-06 1.463821e-05
[34,] 1.392798e-09 1.208587e-08 9.001700e-08 5.754746e-07 3.157775e-06
[35,] 1.431336e-10 1.432290e-09 1.230173e-08 9.068701e-08 5.738060e-07
[36,] 1.238312e-11 1.428654e-10 1.414667e-09 1.202290e-08 8.769783e-08
[37,] 9.003318e-13 1.197256e-11 1.366417e-10 1.338411e-09 1.125126e-08
[38,] 5.489746e-14 8.411827e-13 1.106168e-11 1.248369e-10 1.209069e-09
[39,] 2.801001e-15 4.943906e-14 7.488617e-13 9.734323e-12 1.085871e-10
[40,] 1.193284e-16 2.425456e-15 4.230586e-14 6.332339e-13 8.133548e-12
[41,] 4.236255e-18 9.913149e-17 1.990602e-15 3.430042e-14 5.071693e-13
[42,] 1.251051e-19 3.369678e-18 7.788125e-17 1.544572e-15 2.628513e-14
[43,] 3.068920e-21 9.512692e-20 2.530128e-18 5.774346e-17 1.130786e-15
[44,] 6.245917e-23 2.227687e-21 6.817503e-20 1.790236e-18 4.033712e-17
[45,] 1.053625e-24 4.323475e-23 1.522253e-21 4.598842e-20 1.192104e-18
[46,] 1.472070e-26 6.949030e-25 2.814635e-23 9.781898e-22 2.916914e-20
[47,] 1.702410e-28 9.244379e-27 4.307147e-25 1.721873e-23 5.906205e-22
[48,] 1.628893e-30 1.017419e-28 5.452590e-27 2.507279e-25 9.892262e-24
[49,] 1.289034e-32 9.260771e-31 5.708518e-29 3.019218e-27 1.370114e-25
[50,] 8.434529e-35 6.969559e-33 4.941303e-31 3.005876e-29 1.568881e-27
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 3.789319e-05 1.578743e-05 6.114984e-06 2.131944e-06 6.545297e-07
 [2,] 1.474940e-04 6.799593e-05 2.954472e-05 1.168291e-05 4.096157e-06
 [3,] 4.843513e-04 2.456363e-04 1.190573e-04 5.319351e-05 2.125369e-05
 [4,] 1.346879e-03 7.471422e-04 4.013232e-04 2.016142e-04 9.154192e-05
 [5,] 3.184621e-03 1.922359e-03 1.135962e-03 6.377678e-04 3.278263e-04
 [6,] 6.431125e-03 4.207077e-03 2.713542e-03 1.689766e-03 9.783504e-04
 [7,] 1.114627e-02 7.881109e-03 5.505158e-03 3.768051e-03 2.440910e-03
 [8,] 1.667323e-02 1.272721e-02 9.560040e-03 7.118034e-03 5.113819e-03
 [9,] 2.168624e-02 1.786263e-02 1.434423e-02 1.148888e-02 9.052357e-03
[10,] 2.481323e-02 2.201590e-02 1.880768e-02 1.602098e-02 1.365594e-02
[11,] 2.546279e-02 2.419878e-02 2.186712e-02 1.958335e-02 1.776610e-02
[12,] 2.410581e-02 2.428523e-02 2.301720e-02 2.140148e-02 2.027225e-02
[13,] 2.167511e-02 2.292777e-02 2.256904e-02 2.149474e-02 2.079500e-02
[14,] 1.871329e-02 2.082616e-02 2.123558e-02 2.053278e-02 1.985938e-02
[15,] 1.522000e-02 1.813215e-02 1.940824e-02 1.918028e-02 1.838753e-02
[16,] 1.123916e-02 1.467294e-02 1.690817e-02 1.751540e-02 1.692708e-02
[17,] 7.290243e-03 1.062685e-02 1.351329e-02 1.514445e-02 1.530487e-02
[18,] 4.102975e-03 6.718693e-03 9.577299e-03 1.190240e-02 1.304713e-02
[19,] 2.108446e-03 3.734390e-03 5.950705e-03 8.296992e-03 1.010471e-02
[20,] 1.318793e-03 2.037440e-03 3.370333e-03 5.187277e-03 7.062316e-03
[21,] 1.583748e-03 1.599911e-03 2.095267e-03 3.168116e-03 4.661916e-03
[22,] 2.779237e-03 2.317227e-03 2.089035e-03 2.387706e-03 3.293946e-03
[23,] 4.683347e-03 4.106373e-03 3.330080e-03 2.845409e-03 3.016356e-03
[24,] 6.741447e-03 6.653518e-03 5.768572e-03 4.629866e-03 3.910391e-03
[25,] 8.118934e-03 9.166488e-03 8.951031e-03 7.702858e-03 6.188002e-03
[26,] 8.156905e-03 1.058303e-02 1.181632e-02 1.143059e-02 9.795820e-03
[27,] 6.841572e-03 1.021702e-02 1.310806e-02 1.448385e-02 1.389963e-02
[28,] 4.799088e-03 8.255439e-03 1.219300e-02 1.547708e-02 1.693833e-02
[29,] 2.821296e-03 5.593042e-03 9.518093e-03 1.390989e-02 1.747923e-02
[30,] 1.392980e-03 3.183554e-03 6.245338e-03 1.051836e-02 1.521655e-02
[31,] 5.787023e-04 1.525103e-03 3.449954e-03 6.699292e-03 1.116977e-02
[32,] 2.025668e-04 6.156776e-04 1.606221e-03 3.596983e-03 6.915058e-03
[33,] 5.978166e-05 2.095598e-04 6.305352e-04 1.628462e-03 3.610209e-03
[34,] 1.487265e-05 6.012392e-05 2.086204e-04 6.213247e-04 1.588331e-03
[35,] 3.116193e-06 1.452518e-05 5.811043e-05 1.995364e-04 5.880686e-04
[36,] 5.490233e-07 2.949940e-06 1.360358e-05 5.384055e-05 1.828868e-04
[37,] 8.117389e-08 5.026124e-07 2.670843e-06 1.218036e-05 4.767249e-05
[38,] 1.004949e-08 7.168359e-08 4.388083e-07 2.305195e-06 1.039243e-05
[39,] 1.039484e-09 8.539306e-09 6.019902e-08 3.641806e-07 1.890618e-06
[40,] 8.964934e-11 8.479376e-10 6.882205e-09 4.793326e-08 2.864778e-07
[41,] 6.434935e-12 7.006030e-11 6.545364e-10 5.247213e-09 3.609575e-08
[42,] 3.838299e-13 4.809426e-12 5.170958e-11 4.770586e-10 3.776546e-09
[43,] 1.900097e-14 2.739606e-13 3.389341e-12 3.597967e-11 3.277278e-10
[44,] 7.798482e-16 1.293676e-14 1.841403e-13 2.248954e-12 2.356786e-11
[45,] 2.651457e-17 5.060109e-16 8.285868e-15 1.164177e-13 1.403471e-12
[46,] 7.463189e-19 1.638423e-17 3.086216e-16 4.987991e-15 6.917106e-14
[47,] 1.738253e-20 4.389499e-19 9.510700e-18 1.768097e-16 2.820305e-15
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[27,] 3.476022e-02 3.257213e-02 2.809256e-02 2.279327e-02 1.824444e-02
[28,] 3.571797e-02 3.511125e-02 3.195379e-02 2.703228e-02 2.188445e-02
[29,] 3.751548e-02 3.764866e-02 3.559076e-02 3.129663e-02 2.581519e-02
[30,] 4.104213e-02 4.102081e-02 3.957465e-02 3.593473e-02 3.041550e-02
[31,] 4.649918e-02 4.554281e-02 4.413093e-02 4.104531e-02 3.581650e-02
[32,] 5.368764e-02 5.114378e-02 4.908158e-02 4.625697e-02 4.158964e-02
[33,] 6.213439e-02 5.771748e-02 5.426246e-02 5.107157e-02 4.689230e-02
[34,] 7.057787e-02 6.497434e-02 5.976762e-02 5.541110e-02 5.112708e-02
[35,] 7.643054e-02 7.168653e-02 6.546776e-02 5.960670e-02 5.443026e-02
[36,] 7.651877e-02 7.530741e-02 7.014403e-02 6.361269e-02 5.732207e-02
[37,] 6.921933e-02 7.309867e-02 7.141584e-02 6.620291e-02 5.972897e-02
[38,] 5.607010e-02 6.427468e-02 6.719062e-02 6.529854e-02 6.041897e-02
[39,] 4.096281e-02 5.101054e-02 5.755491e-02 5.958603e-02 5.773710e-02
[40,] 2.758082e-02 3.703703e-02 4.504690e-02 4.991599e-02 5.118174e-02
[41,] 1.756187e-02 2.520791e-02 3.285774e-02 3.884961e-02 4.215107e-02
[42,] 1.068438e-02 1.637683e-02 2.284707e-02 2.876196e-02 3.291028e-02
[43,] 6.104496e-03 1.009134e-02 1.520681e-02 2.054145e-02 2.490582e-02
[44,] 3.163569e-03 5.722292e-03 9.462578e-03 1.395285e-02 1.824090e-02
[45,] 1.437655e-03 2.879335e-03 5.301253e-03 8.688151e-03 1.252059e-02
[46,] 5.594721e-04 1.249384e-03 2.585466e-03 4.770923e-03 7.713616e-03
[47,] 1.838603e-04 4.591767e-04 1.073181e-03 2.246196e-03 4.118288e-03
[48,] 5.064762e-05 1.415186e-04 3.742048e-04 8.914908e-04 1.863895e-03
[49,] 1.165172e-05 3.638936e-05 1.088507e-04 2.955387e-04 7.064348e-04
[50,] 2.234787e-06 7.787601e-06 2.632200e-05 8.144679e-05 2.227955e-04
             [,36]        [,37]        [,38]        [,39]        [,40]
 [1,] 1.375439e-29 4.520675e-31 1.275529e-32 3.088552e-34 6.417158e-36
 [2,] 1.600844e-27 6.050302e-29 1.963178e-30 5.466797e-32 1.306276e-33
 [3,] 1.539359e-25 6.689938e-27 2.496291e-28 7.994197e-30 2.196797e-31
 [4,] 1.222990e-23 6.111450e-25 2.622416e-26 9.657948e-28 3.052194e-29
 [5,] 8.027792e-22 4.612525e-23 2.276000e-24 9.639526e-26 3.503430e-27
 [6,] 4.353826e-20 2.876156e-21 1.631971e-22 7.948622e-24 3.322295e-25
 [7,] 1.950998e-18 1.481731e-19 9.667718e-21 5.414946e-22 2.602837e-23
 [8,] 7.223782e-17 6.306878e-18 4.731610e-19 3.047639e-20 1.684690e-21
 [9,] 2.210097e-15 2.217975e-16 1.913255e-17 1.417112e-18 9.008675e-20
[10,] 5.587387e-14 6.444623e-15 6.391650e-16 5.443911e-17 3.979825e-18
[11,] 1.167297e-12 1.547211e-13 1.764154e-14 1.727783e-15 1.452557e-16
[12,] 2.015379e-11 3.069197e-12 4.022986e-13 4.530448e-14 4.379951e-15
[13,] 2.875873e-10 5.030814e-11 7.579764e-12 9.814527e-13 1.091123e-13
[14,] 3.392079e-09 6.814131e-10 1.179960e-10 1.756624e-11 2.245688e-12
[15,] 3.307532e-08 7.627221e-09 1.517727e-09 2.597604e-10 3.818536e-11
[16,] 2.666638e-07 7.055703e-08 1.613053e-08 3.173637e-09 5.364359e-10
[17,] 1.778125e-06 5.394911e-07 1.416630e-07 3.203636e-08 6.226136e-09
[18,] 9.809925e-06 3.410129e-06 1.028126e-06 2.672037e-07 5.970392e-08
[19,] 4.480598e-05 1.782443e-05 6.166941e-06 1.841524e-06 4.730214e-07
[20,] 1.695874e-04 7.707363e-05 3.057787e-05 1.048776e-05 3.096476e-06
[21,] 5.327696e-04 2.759018e-04 1.253700e-04 4.936460e-05 1.674892e-05
[22,] 1.393083e-03 8.186718e-04 4.252728e-04 1.920783e-04 7.486562e-05
[23,] 3.046445e-03 2.018114e-03 1.194694e-03 6.180923e-04 2.765869e-04
[24,] 5.618212e-03 4.149714e-03 2.784473e-03 1.646180e-03 8.448456e-04
[25,] 8.861084e-03 7.169704e-03 5.402331e-03 3.633963e-03 2.134946e-03
[26,] 1.222455e-02 1.054569e-02 8.780095e-03 6.667495e-03 4.468589e-03
[27,] 1.524566e-02 1.350864e-02 1.209607e-02 1.022243e-02 7.764661e-03
[28,] 1.792235e-02 1.563892e-02 1.444364e-02 1.323664e-02 1.125226e-02
[29,] 2.072961e-02 1.725463e-02 1.556221e-02 1.479028e-02 1.373062e-02
[30,] 2.432136e-02 1.923611e-02 1.613783e-02 1.488592e-02 1.440557e-02
[31,] 2.912088e-02 2.246879e-02 1.737796e-02 1.456031e-02 1.359875e-02
[32,] 3.493042e-02 2.727209e-02 2.023909e-02 1.520569e-02 1.260725e-02
[33,] 4.084195e-02 3.307948e-02 2.482141e-02 1.768673e-02 1.283444e-02
[34,] 4.575254e-02 3.865072e-02 3.024026e-02 2.183716e-02 1.493167e-02
[35,] 4.917469e-02 4.286455e-02 3.513308e-02 2.658228e-02 1.849714e-02
[36,] 5.149852e-02 4.548523e-02 3.857058e-02 3.065341e-02 2.243244e-02
[37,] 5.330911e-02 4.709634e-02 4.061002e-02 3.344247e-02 2.573112e-02
[38,] 5.438695e-02 4.817745e-02 4.188577e-02 3.523808e-02 2.813288e-02
[39,] 5.352101e-02 4.827181e-02 4.260063e-02 3.654237e-02 3.002105e-02
[40,] 4.957151e-02 4.624658e-02 4.202722e-02 3.715791e-02 3.159540e-02
[41,] 4.278555e-02 4.152983e-02 3.919778e-02 3.612925e-02 3.222010e-02
[42,] 3.484350e-02 3.498253e-02 3.411937e-02 3.275859e-02 3.082723e-02
[43,] 2.748936e-02 2.831416e-02 2.809188e-02 2.759960e-02 2.708789e-02
[44,] 2.130010e-02 2.265183e-02 2.265782e-02 2.220520e-02 2.202517e-02
[45,] 1.587258e-02 1.789137e-02 1.835432e-02 1.783042e-02 1.726945e-02
[46,] 1.087331e-02 1.340849e-02 1.464258e-02 1.453402e-02 1.373933e-02
[47,] 6.557213e-03 9.056050e-03 1.089884e-02 1.157701e-02 1.116228e-02
[48,] 3.380793e-03 5.299430e-03 7.182988e-03 8.461170e-03 8.774721e-03
[49,] 1.465787e-03 2.625146e-03 4.052150e-03 5.398273e-03 6.238459e-03
[50,] 5.298172e-04 1.087490e-03 1.921590e-03 2.922120e-03 3.830543e-03
             [,41]        [,42]        [,43]        [,44]        [,45]
 [1,] 1.144014e-37 1.749898e-39 2.296587e-41 2.586071e-43 2.498532e-45
 [2,] 2.678182e-35 4.711281e-37 7.110946e-39 9.208804e-41 1.023213e-42
 [3,] 5.179781e-33 1.047919e-34 1.819006e-36 2.709120e-38 3.461860e-40
 [4,] 8.276548e-31 1.925675e-32 3.844212e-34 6.584454e-36 9.676527e-38
 [5,] 1.092561e-28 2.923453e-30 6.711790e-32 1.322114e-33 2.234534e-35
 [6,] 1.191529e-26 3.666670e-28 9.681255e-30 2.193211e-31 4.263013e-33
 [7,] 1.073561e-24 3.799356e-26 1.153685e-27 3.005758e-29 6.719061e-31
 [8,] 7.991192e-23 3.252450e-24 1.135809e-25 3.403218e-27 8.749085e-29
 [9,] 4.914318e-21 2.300263e-22 9.238234e-24 3.183402e-25 9.412016e-27
[10,] 2.496749e-19 1.344013e-20 6.207711e-22 2.460094e-23 8.364904e-25
[11,] 1.047974e-17 6.487721e-19 3.446169e-20 1.570631e-21 6.141882e-23
[12,] 3.634046e-16 2.587284e-17 1.580535e-18 8.284362e-20 3.725669e-21
[13,] 1.041107e-14 8.524313e-16 5.988725e-17 3.609992e-18 1.867107e-19
[14,] 2.464147e-13 2.320275e-14 1.874687e-15 1.299623e-16 7.730330e-18
[15,] 4.818417e-12 5.217753e-13 4.848261e-14 3.865367e-15 2.644167e-16
[16,] 7.784101e-11 9.693726e-12 1.035869e-12 9.497850e-14 7.472066e-15
[17,] 1.038922e-09 1.487868e-10 1.828473e-11 1.928075e-12 1.744440e-13
[18,] 1.145587e-08 1.886700e-09 2.666460e-10 3.233583e-11 3.364595e-12
[19,] 1.043635e-07 1.976558e-08 3.212521e-09 4.480303e-10 5.361323e-11
[20,] 7.855110e-07 1.710755e-07 3.197597e-08 5.128560e-09 7.057892e-10
[21,] 4.884806e-06 1.223320e-06 2.629470e-07 4.850059e-08 7.676091e-09
[22,] 2.509883e-05 7.227291e-06 1.786422e-06 3.789352e-07 6.897147e-08
[23,] 1.065622e-04 3.527831e-05 1.002713e-05 2.445970e-06 5.119925e-07
[24,] 3.739008e-04 1.422860e-04 4.650041e-05 1.304399e-05 3.139962e-06
[25,] 1.084493e-03 4.742271e-04 1.781742e-04 5.747129e-05 1.590946e-05
[26,] 2.601524e-03 1.306382e-03 5.641286e-04 2.092131e-04 6.659834e-05
[27,] 5.166264e-03 2.975691e-03 1.476148e-03 6.292956e-04 2.303358e-04
[28,] 8.509492e-03 5.608950e-03 3.193311e-03 1.564253e-03 6.582240e-04
[29,] 1.167179e-02 8.763014e-03 5.714755e-03 3.214127e-03 1.554349e-03
[30,] 1.344878e-02 1.138736e-02 8.472290e-03 5.462136e-03 3.033774e-03
[31,] 1.328673e-02 1.240874e-02 1.043788e-02 7.686533e-03 4.896467e-03
[32,] 1.181181e-02 1.157224e-02 1.076951e-02 8.982878e-03 6.542066e-03
[33,] 1.043712e-02 9.726157e-03 9.500527e-03 8.784080e-03 7.255278e-03
[34,] 1.041706e-02 8.240094e-03 7.577487e-03 7.343542e-03 6.729443e-03
[35,] 1.213738e-02 8.111402e-03 6.193541e-03 5.578609e-03 5.340321e-03
[36,] 1.505190e-02 9.478977e-03 6.050473e-03 4.427890e-03 3.878237e-03
[37,] 1.819504e-02 1.176817e-02 7.109187e-03 4.322045e-03 3.010663e-03
[38,] 2.090855e-02 1.425386e-02 8.869967e-03 5.131264e-03 2.961071e-03
[39,] 2.321380e-02 1.662339e-02 1.088871e-02 6.496084e-03 3.585837e-03
[40,] 2.542399e-02 1.905494e-02 1.312591e-02 8.231171e-03 4.685079e-03
[41,] 2.732813e-02 2.164869e-02 1.577686e-02 1.046104e-02 6.267382e-03
[42,] 2.791322e-02 2.376603e-02 1.864664e-02 1.328366e-02 8.510485e-03
[43,] 2.616071e-02 2.416240e-02 2.074580e-02 1.620454e-02 1.135112e-02
[44,] 2.217398e-02 2.203356e-02 2.078886e-02 1.802951e-02 1.406160e-02
[45,] 1.732578e-02 1.791807e-02 1.830860e-02 1.761703e-02 1.541625e-02
[46,] 1.317278e-02 1.338619e-02 1.421154e-02 1.488527e-02 1.455125e-02
[47,] 1.030256e-02 9.803811e-03 1.010082e-02 1.098292e-02 1.173660e-02
[48,] 8.252306e-03 7.467134e-03 7.075357e-03 7.394732e-03 8.207708e-03
[49,] 6.336108e-03 5.834711e-03 5.197898e-03 4.921019e-03 5.218017e-03
[50,] 4.350647e-03 4.338372e-03 3.924935e-03 3.456405e-03 3.280277e-03
             [,46]        [,47]        [,48]        [,49]        [,50]
 [1,] 2.071175e-47 1.473106e-49 8.989571e-52 4.706839e-54 2.114499e-56
 [2,] 9.754754e-45 7.979065e-47 5.599838e-49 3.371974e-51 1.742131e-53
 [3,] 3.795579e-42 3.570526e-44 2.881868e-46 1.995728e-48 1.185813e-50
 [4,] 1.220131e-39 1.320016e-41 1.225292e-43 9.758555e-46 6.668360e-48
 [5,] 3.240354e-37 4.031658e-39 4.303903e-41 3.942092e-43 3.097981e-45
 [6,] 7.109524e-35 1.017303e-36 1.248957e-38 1.315619e-40 1.189051e-42
 [7,] 1.288697e-32 2.120698e-34 2.994294e-36 3.627402e-38 3.770374e-40
 [8,] 1.929848e-30 3.652327e-32 5.930669e-34 8.262726e-36 9.877126e-38
 [9,] 2.387600e-28 5.196687e-30 9.704635e-32 1.554954e-33 2.137683e-35
[10,] 2.440384e-26 6.108599e-28 1.311936e-29 2.417516e-31 3.822201e-33
[11,] 2.060710e-24 5.932240e-26 1.465238e-27 3.105155e-29 5.646066e-31
[12,] 1.437600e-22 4.759464e-24 1.351966e-25 3.295031e-27 6.890338e-29
[13,] 8.285545e-21 3.154711e-22 1.030590e-23 2.888669e-25 6.946999e-27
[14,] 3.945191e-19 1.727527e-20 6.490370e-22 2.092185e-23 5.786527e-25
[15,] 1.551947e-17 7.815417e-19 3.376876e-20 1.251884e-21 3.981994e-23
[16,] 5.043670e-16 2.921057e-17 1.451515e-18 6.188549e-20 2.263829e-21
[17,] 1.354191e-14 9.019688e-16 5.154556e-17 2.527418e-18 1.063287e-19
[18,] 3.003821e-13 2.300932e-14 1.512244e-15 8.527585e-17 4.125891e-18
[19,] 5.504660e-12 4.849291e-13 3.665341e-14 2.377043e-15 1.322657e-16
[20,] 8.333944e-11 8.443376e-12 7.339569e-13 5.474086e-14 3.503000e-15
[21,] 1.042394e-09 1.214549e-10 1.214193e-11 1.041471e-12 7.664678e-14
[22,] 1.077152e-08 1.443368e-09 1.659463e-10 1.636987e-11 1.385512e-12
[23,] 9.195700e-08 1.417104e-08 1.873741e-09 2.125717e-10 2.069136e-11
[24,] 6.485700e-07 1.149447e-07 1.747890e-08 2.280489e-09 2.552876e-10
[25,] 3.779153e-06 7.702649e-07 1.347043e-07 2.021216e-08 2.602152e-09
[26,] 1.819283e-05 4.264378e-06 8.576535e-07 1.479994e-07 2.191279e-08
[27,] 7.235694e-05 1.950467e-05 4.511351e-06 8.953038e-07 1.524493e-07
[28,] 2.377629e-04 7.370429e-05 1.960502e-05 4.474500e-06 8.762252e-07
[29,] 6.455238e-04 2.301054e-04 7.038782e-05 1.847498e-05 4.160731e-06
[30,] 1.448186e-03 5.935494e-04 2.087873e-04 6.302188e-05 1.632255e-05
[31,] 2.685108e-03 1.265075e-03 5.116825e-04 1.776121e-04 5.290217e-05
[32,] 4.116266e-03 2.228304e-03 1.036131e-03 4.135600e-04 1.416545e-04
[33,] 5.222468e-03 3.244818e-03 1.733832e-03 7.956337e-04 3.133780e-04
[34,] 5.498123e-03 3.909879e-03 2.398403e-03 1.264882e-03 5.728065e-04
[35,] 4.840412e-03 3.908610e-03 2.745016e-03 1.662205e-03 8.651629e-04
[36,] 3.652021e-03 3.268142e-03 2.606324e-03 1.807166e-03 1.080110e-03
[37,] 2.545390e-03 2.348021e-03 2.070958e-03 1.630047e-03 1.115599e-03
[38,] 1.948929e-03 1.577764e-03 1.419287e-03 1.231588e-03 9.561332e-04
[39,] 1.954392e-03 1.204723e-03 9.247814e-04 8.067981e-04 6.873758e-04
[40,] 2.454008e-03 1.254126e-03 7.155640e-04 5.140059e-04 4.316504e-04
[41,] 3.388362e-03 1.673400e-03 7.945690e-04 4.131670e-04 2.724662e-04
[42,] 4.878642e-03 2.502148e-03 1.160361e-03 5.077498e-04 2.363848e-04
[43,] 7.070055e-03 3.899384e-03 1.904791e-03 8.309311e-04 3.344539e-04
[44,] 9.731316e-03 5.930412e-03 3.170978e-03 1.487408e-03 6.154443e-04
[45,] 1.201253e-02 8.235585e-03 4.935047e-03 2.576402e-03 1.171099e-03
[46,] 1.281197e-02 9.963925e-03 6.773911e-03 4.003467e-03 2.051167e-03
[47,] 1.160067e-02 1.024157e-02 7.935355e-03 5.348998e-03 3.122580e-03
[48,] 8.902237e-03 8.854824e-03 7.812235e-03 6.019075e-03 4.020310e-03
[49,] 5.890397e-03 6.452451e-03 6.431761e-03 5.654323e-03 4.324551e-03
[50,] 3.528237e-03 4.036148e-03 4.446013e-03 4.425928e-03 3.868085e-03

> image(op$xords, op$yords, op$zden, col=terrain.colors(100), axes=TRUE,main='Bivariate Kernel Density Plot (x,z)',xlab=par5,ylab=par7)
> if (par3=='Y') contour(op$xords, op$yords, op$zden, add=TRUE)
> if (par4=='Y') points(x,z)
> (r<-lm(z ~ x))

Call:
lm(formula = z ~ x)

Coefficients:
(Intercept)            x  
     -6.451        1.242  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/1bffc1226498022.ps tmp/1bffc1226498022.png")
> system("convert tmp/22e481226498022.ps tmp/22e481226498022.png")
> system("convert tmp/3562x1226498022.ps tmp/3562x1226498022.png")
> system("convert tmp/4temr1226498022.ps tmp/4temr1226498022.png")
> system("convert tmp/5dk571226498022.ps tmp/5dk571226498022.png")
> system("convert tmp/6lm6h1226498022.ps tmp/6lm6h1226498022.png")
> system("convert tmp/7doxe1226498022.ps tmp/7doxe1226498022.png")
> 
> 
> proc.time()
   user  system elapsed 
  2.163   1.298   2.668