R version 2.6.0 (2007-10-03)
Copyright (C) 2007 The R Foundation for Statistical Computing
ISBN 3-900051-07-0

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Type 'license()' or 'licence()' for distribution details.

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Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
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> z <- c(93.9,89.8,93.4,101.5,110.4,105.9,108.4,113.9,86.1,69.4,101.2,100.5,98.0,106.6,90.1,96.9,125.9,112.0,100.0,123.9,79.8,83.4,113.6,112.9,104.0,109.9,99.0,106.3,128.9,111.1,102.9,130.0,87.0,87.5,117.6,103.4,110.8,112.6,102.5,112.4,135.6,105.1,127.7,137.0,91.0,90.5,122.4,123.3,124.3,120.0,118.1,119.0,142.7,123.6,129.6,151.6,110.4,99.3,129.1,134.1)
> y <- c(108.1,105.4,114.6,106.9,115.9,109.8,101.8,114.2,110.8,108.4,127.5,128.6,116.6,127.4,105.0,108.3,125.0,111.6,106.5,130.3,115.0,116.1,134.0,126.5,125.8,136.4,114.9,110.9,125.5,116.8,116.8,125.5,104.2,115.1,132.8,123.3,124.8,122.0,117.4,117.9,137.4,114.6,124.7,129.6,109.4,120.9,134.9,136.3,133.2,127.2,122.7,120.5,137.8,119.1,124.3,134.4,121.1,121.0,127.0,133.4)
> x <- c(101.2,93.1,84.2,85.8,91.8,92.4,80.3,79.7,62.5,57.1,100.8,100.7,86.2,83.2,71.7,77.5,89.8,80.3,78.7,93.8,57.6,60.6,91.0,85.3,77.4,77.3,68.3,69.9,81.7,75.1,69.9,84.0,54.3,60.0,89.9,77.0,85.3,77.6,69.2,75.5,85.7,72.2,79.9,85.3,52.2,61.2,82.4,85.4,78.2,70.2,70.2,69.3,77.5,66.1,69.0,79.2,56.2,64.5,77.4,88.5)
> 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: Wessa P., (2007), 3-Dimensional Scatterplots (v1.0.3) in Free Statistics Software (v$_version), Office for Research Development and Education, URL http://www.wessa.net/rwasp_cloud.wasp/
> #Source of accompanying publication: Office for Research, Development, and Education
> #Technical description: Write here your technical program description
> 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/11kyz1197802668.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/20s4x1197802668.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/3otph1197802668.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/4bc4v1197802668.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/58yqy1197802668.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  
   100.4168       0.2601  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/6nk351197802668.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]  93.89103  94.94854  96.00605  97.06356  98.12107  99.17857 100.23608
 [8] 101.29359 102.35110 103.40861 104.46612 105.52363 106.58114 107.63865
[15] 108.69616 109.75366 110.81117 111.86868 112.92619 113.98370 115.04121
[22] 116.09872 117.15623 118.21374 119.27125 120.32875 121.38626 122.44377
[29] 123.50128 124.55879 125.61630 126.67381 127.73132 128.78883 129.84634
[36] 130.90384 131.96135 133.01886 134.07637 135.13388 136.19139 137.24890
[43] 138.30641 139.36392 140.42143 141.47893 142.53644 143.59395 144.65146
[50] 145.70897

$yords
 [1]  56.38834  58.59698  60.80562  63.01426  65.22290  67.43154  69.64018
 [8]  71.84881  74.05745  76.26609  78.47473  80.68337  82.89201  85.10065
[15]  87.30929  89.51793  91.72657  93.93521  96.14385  98.35248 100.56112
[22] 102.76976 104.97840 107.18704 109.39568 111.60432 113.81296 116.02160
[29] 118.23024 120.43888 122.64752 124.85615 127.06479 129.27343 131.48207
[36] 133.69071 135.89935 138.10799 140.31663 142.52527 144.73391 146.94255
[43] 149.15119 151.35982 153.56846 155.77710 157.98574 160.19438 162.40302
[50] 164.61166

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 2.904912e-04 3.088603e-04 4.122971e-04 6.779804e-04 1.182452e-03
 [2,] 5.033236e-04 4.962069e-04 5.620793e-04 8.069244e-04 1.351977e-03
 [3,] 8.413662e-04 8.187720e-04 8.315135e-04 1.014474e-03 1.537823e-03
 [4,] 1.327869e-03 1.327056e-03 1.291301e-03 1.378531e-03 1.808795e-03
 [5,] 1.957318e-03 2.052718e-03 2.011038e-03 1.995273e-03 2.270121e-03
 [6,] 2.680749e-03 2.983672e-03 3.031603e-03 2.956464e-03 3.048488e-03
 [7,] 3.403075e-03 4.043845e-03 4.331321e-03 4.312626e-03 4.260730e-03
 [8,] 3.999475e-03 5.091177e-03 5.799793e-03 6.029836e-03 5.967309e-03
 [9,] 4.349331e-03 5.943246e-03 7.237466e-03 7.957898e-03 8.120428e-03
[10,] 4.375692e-03 6.427354e-03 8.392753e-03 9.832368e-03 1.052760e-02
[11,] 4.072637e-03 6.437006e-03 9.031306e-03 1.132451e-02 1.285673e-02
[12,] 3.507207e-03 5.969561e-03 9.012310e-03 1.213137e-02 1.469880e-02
[13,] 2.795065e-03 5.126793e-03 8.337841e-03 1.207349e-02 1.567849e-02
[14,] 2.061973e-03 4.078318e-03 7.151583e-03 1.115721e-02 1.557350e-02
[15,] 1.408545e-03 3.005857e-03 5.687827e-03 9.571866e-03 1.439102e-02
[16,] 8.912681e-04 2.053293e-03 4.195580e-03 7.623665e-03 1.236510e-02
[17,] 5.225904e-04 1.300429e-03 2.871237e-03 5.637903e-03 9.876617e-03
[18,] 2.840560e-04 7.639104e-04 1.823561e-03 3.872102e-03 7.333283e-03
[19,] 1.431905e-04 4.163769e-04 1.075205e-03 2.470312e-03 5.061540e-03
[20,] 6.696842e-05 2.106612e-04 5.887405e-04 1.464313e-03 3.247834e-03
[21,] 2.906995e-05 9.896757e-05 2.994674e-04 8.066549e-04 1.937631e-03
[22,] 1.171658e-05 4.318731e-05 1.415424e-04 4.130458e-04 1.074867e-03
[23,] 4.386226e-06 1.751070e-05 6.217827e-05 1.966258e-04 5.544820e-04
[24,] 1.525638e-06 6.598583e-06 2.539213e-05 8.703345e-05 2.660239e-04
[25,] 4.931802e-07 2.311540e-06 9.641746e-06 3.582718e-05 1.187209e-04
[26,] 1.482064e-07 7.529336e-07 3.404898e-06 1.371892e-05 4.929724e-05
[27,] 4.141417e-08 2.281021e-07 1.118581e-06 4.888265e-06 1.905427e-05
[28,] 1.076423e-08 6.429340e-08 3.419989e-07 1.621611e-06 6.860144e-06
[29,] 2.603413e-09 1.686876e-08 9.737624e-08 5.012514e-07 2.303073e-06
[30,] 5.862556e-10 4.122992e-09 2.584551e-08 1.445566e-07 7.221303e-07
[31,] 1.230318e-10 9.398919e-10 6.404629e-09 3.897084e-08 2.119775e-07
[32,] 2.409750e-11 2.002158e-10 1.485277e-09 9.849525e-09 5.845379e-08
[33,] 4.415256e-12 3.996993e-11 3.234896e-10 2.343551e-09 1.521398e-08
[34,] 7.594990e-13 7.510612e-12 6.650811e-11 5.279965e-10 3.761078e-09
[35,] 1.233200e-13 1.336791e-12 1.299944e-11 1.134988e-10 8.900594e-10
[36,] 1.904824e-14 2.273238e-13 2.437677e-12 2.349373e-11 2.034179e-10
[37,] 2.828209e-15 3.733337e-14 4.432128e-13 4.728781e-12 4.528065e-11
[38,] 4.086663e-16 5.990575e-15 7.893438e-14 9.332492e-13 9.878770e-12
[39,] 5.816335e-17 9.484207e-16 1.386863e-14 1.814032e-13 2.116871e-12
[40,] 8.219438e-18 1.488361e-16 2.407620e-15 3.469686e-14 4.443493e-13
[41,] 1.154245e-18 2.309668e-17 4.110561e-16 6.490971e-15 9.076045e-14
[42,] 1.599716e-19 3.514195e-18 6.838655e-17 1.176791e-15 1.788097e-14
[43,] 2.162508e-20 5.181810e-19 1.096562e-17 2.046907e-16 3.367263e-15
[44,] 2.814579e-21 7.318707e-20 1.677165e-18 3.384736e-17 6.012310e-16
[45,] 3.486837e-22 9.803141e-21 2.425777e-19 5.280919e-18 1.011120e-16
[46,] 4.074985e-23 1.235789e-21 3.295924e-20 7.729061e-19 1.593365e-17
[47,] 4.463450e-24 1.457943e-22 4.186307e-21 1.056554e-19 2.343575e-18
[48,] 4.561233e-25 1.603337e-23 4.953121e-22 1.344684e-20 3.207926e-19
[49,] 4.334957e-26 1.638989e-24 5.445254e-23 1.589648e-21 4.077653e-20
[50,] 3.823167e-27 1.554285e-25 5.552072e-24 1.742586e-22 4.805506e-21
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 1.964050e-03 2.973380e-03 4.045894e-03 4.937026e-03 5.422681e-03
 [2,] 2.295204e-03 3.644762e-03 5.252360e-03 6.807547e-03 7.936789e-03
 [3,] 2.571432e-03 4.212006e-03 6.380957e-03 8.756449e-03 1.082792e-02
 [4,] 2.829642e-03 4.646735e-03 7.302848e-03 1.054540e-02 1.379466e-02
 [5,] 3.161615e-03 4.991922e-03 7.959402e-03 1.196316e-02 1.646788e-02
 [6,] 3.707195e-03 5.369875e-03 8.401294e-03 1.290933e-02 1.852767e-02
 [7,] 4.629826e-03 5.965515e-03 8.792915e-03 1.344709e-02 1.982319e-02
 [8,] 6.074611e-03 6.987515e-03 9.379046e-03 1.379939e-02 2.043973e-02
 [9,] 8.112435e-03 8.613299e-03 1.042496e-02 1.429003e-02 2.067965e-02
[10,] 1.068136e-02 1.092491e-02 1.214540e-02 1.525455e-02 2.096725e-02
[11,] 1.354748e-02 1.384701e-02 1.463410e-02 1.695009e-02 2.172172e-02
[12,] 1.631328e-02 1.710781e-02 1.780303e-02 1.948133e-02 2.324554e-02
[13,] 1.849139e-02 2.025066e-02 2.134723e-02 2.274702e-02 2.565092e-02
[14,] 1.963345e-02 2.271613e-02 2.475993e-02 2.641366e-02 2.882104e-02
[15,] 1.947016e-02 2.398520e-02 2.741936e-02 2.993503e-02 3.239839e-02
[16,] 1.800321e-02 2.373821e-02 2.874188e-02 3.264053e-02 3.581035e-02
[17,] 1.550603e-02 2.196370e-02 2.835695e-02 3.389300e-02 3.835588e-02
[18,] 1.243263e-02 1.896638e-02 2.623380e-02 3.327613e-02 3.936264e-02
[19,] 9.276513e-03 1.526894e-02 2.270023e-02 3.073802e-02 3.838116e-02
[20,] 6.439878e-03 1.145158e-02 1.834138e-02 2.662308e-02 3.534244e-02
[21,] 4.159023e-03 7.997355e-03 1.382205e-02 2.157095e-02 3.060252e-02
[22,] 2.498629e-03 5.199025e-03 9.707998e-03 1.632441e-02 2.484420e-02
[23,] 1.396397e-03 3.145753e-03 6.352082e-03 1.152785e-02 1.887444e-02
[24,] 7.260090e-04 1.771540e-03 3.871350e-03 7.592708e-03 1.340400e-02
[25,] 3.512162e-04 9.286924e-04 2.197956e-03 4.664091e-03 8.894761e-03
[26,] 1.581415e-04 4.533714e-04 1.162980e-03 2.673220e-03 5.516631e-03
[27,] 6.631213e-05 2.062498e-04 5.739478e-04 1.430817e-03 3.200535e-03
[28,] 2.591764e-05 8.753071e-05 2.645318e-04 7.162116e-04 1.739528e-03
[29,] 9.454371e-06 3.471017e-05 1.140792e-04 3.359821e-04 8.876774e-04
[30,] 3.225211e-06 1.289106e-05 4.615289e-05 1.481313e-04 4.265531e-04
[31,] 1.031794e-06 4.498295e-06 1.757847e-05 6.160802e-05 1.937281e-04
[32,] 3.107615e-07 1.481120e-06 6.331535e-06 2.428075e-05 8.352539e-05
[33,] 8.857549e-08 4.626800e-07 2.168518e-06 9.116223e-06 3.435297e-05
[34,] 2.404903e-08 1.380245e-07 7.106374e-07 3.279176e-06 1.354536e-05
[35,] 6.267750e-09 3.960358e-08 2.242601e-07 1.136321e-06 5.143616e-06
[36,] 1.580646e-09 1.100585e-08 6.854193e-08 3.810543e-07 1.887563e-06
[37,] 3.884118e-10 2.978255e-09 2.036878e-08 1.239935e-07 6.706017e-07
[38,] 9.339730e-11 7.867873e-10 5.892695e-09 3.916274e-08 2.305934e-07
[39,] 2.198346e-11 2.027134e-10 1.656635e-09 1.198002e-08 7.656780e-08
[40,] 5.045998e-12 5.071995e-11 4.505988e-10 3.534230e-09 2.445260e-08
[41,] 1.121890e-12 1.224374e-11 1.178570e-10 9.998914e-10 7.472572e-09
[42,] 2.396428e-13 2.830466e-12 2.944395e-11 2.696388e-10 2.173071e-09
[43,] 4.878311e-14 6.220956e-13 6.980301e-12 6.889813e-11 5.981019e-10
[44,] 9.396100e-15 1.291574e-13 1.561205e-12 1.659237e-11 1.550314e-10
[45,] 1.702272e-15 2.519538e-14 3.278113e-13 3.748925e-12 3.768298e-11
[46,] 2.887261e-16 4.598376e-15 6.436346e-14 7.917293e-13 8.558614e-12
[47,] 4.568364e-17 7.825667e-16 1.177992e-14 1.558185e-13 1.811108e-12
[48,] 6.724700e-18 1.238683e-16 2.004816e-15 2.851124e-14 3.562709e-13
[49,] 9.190418e-19 1.820017e-17 3.166815e-16 4.841499e-15 6.503446e-14
[50,] 1.164349e-19 2.478725e-18 4.636268e-17 7.619172e-16 1.100128e-14
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 5.408514e-03 4.971864e-03 4.311469e-03 3.653850e-03 3.183424e-03
 [2,] 8.372179e-03 8.080656e-03 7.262754e-03 6.236163e-03 5.304558e-03
 [3,] 1.209441e-02 1.230105e-02 1.154913e-02 1.020849e-02 8.723595e-03
 [4,] 1.631055e-02 1.751323e-02 1.725455e-02 1.584625e-02 1.384971e-02
 [5,] 2.056876e-02 2.332083e-02 2.417012e-02 2.318754e-02 2.094576e-02
 [6,] 2.433488e-02 2.908832e-02 3.173760e-02 3.190181e-02 2.996502e-02
 [7,] 2.715964e-02 3.409280e-02 3.911731e-02 4.124758e-02 4.042413e-02
 [8,] 2.884033e-02 3.774886e-02 4.539462e-02 5.018195e-02 5.139178e-02
 [9,] 2.949959e-02 3.981219e-02 4.986279e-02 5.762398e-02 6.164912e-02
[10,] 2.954190e-02 4.046311e-02 5.226094e-02 6.278664e-02 7.000506e-02
[11,] 2.951104e-02 4.022763e-02 5.284979e-02 6.543178e-02 7.565765e-02
[12,] 2.991815e-02 3.977860e-02 5.228642e-02 6.592094e-02 7.843995e-02
[13,] 3.110852e-02 3.971601e-02 5.136515e-02 6.503527e-02 7.882647e-02
[14,] 3.319486e-02 4.041683e-02 5.075500e-02 6.366051e-02 7.769496e-02
[15,] 3.604130e-02 4.198343e-02 5.084283e-02 6.249580e-02 7.596973e-02
[16,] 3.927263e-02 4.425874e-02 5.170772e-02 6.190678e-02 7.432550e-02
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[37,] 6.448096e-03 3.816186e-03 2.027033e-03 9.574604e-04 4.000348e-04
[38,] 8.650331e-03 5.471117e-03 3.113556e-03 1.577904e-03 7.078713e-04
[39,] 1.075693e-02 7.254939e-03 4.418466e-03 2.401094e-03 1.156256e-03
[40,] 1.242897e-02 8.909028e-03 5.796466e-03 3.374666e-03 1.743638e-03
[41,] 1.339529e-02 1.015175e-02 7.036636e-03 4.382825e-03 2.428066e-03
[42,] 1.354801e-02 1.076960e-02 7.917730e-03 5.264184e-03 3.123452e-03
[43,] 1.297597e-02 1.069306e-02 8.280755e-03 5.855362e-03 3.714187e-03
[44,] 1.191617e-02 1.001775e-02 8.085823e-03 6.045230e-03 4.087230e-03
[45,] 1.064827e-02 8.958345e-03 7.423841e-03 5.814878e-03 4.170062e-03
[46,] 9.388183e-03 7.759272e-03 6.476094e-03 5.242657e-03 3.956904e-03
[47,] 8.232511e-03 6.608520e-03 5.442805e-03 4.471230e-03 3.509676e-03
[48,] 7.171179e-03 5.594264e-03 4.476793e-03 3.653732e-03 2.932983e-03
[49,] 6.146013e-03 4.715487e-03 3.651354e-03 2.905652e-03 2.336027e-03
[50,] 5.113354e-03 3.927397e-03 2.968881e-03 2.282511e-03 1.799842e-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  
    -36.636        1.213  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/7cyax1197802668.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]  43.70831  45.05491  46.40151  47.74811  49.09471  50.44131  51.78791
 [8]  53.13451  54.48111  55.82771  57.17431  58.52091  59.86751  61.21411
[15]  62.56071  63.90731  65.25390  66.60050  67.94710  69.29370  70.64030
[22]  71.98690  73.33350  74.68010  76.02670  77.37330  78.71990  80.06650
[29]  81.41310  82.75970  84.10630  85.45290  86.79950  88.14610  89.49269
[36]  90.83929  92.18589  93.53249  94.87909  96.22569  97.57229  98.91889
[43] 100.26549 101.61209 102.95869 104.30529 105.65189 106.99849 108.34509
[50] 109.69169

$yords
 [1]  56.38834  58.59698  60.80562  63.01426  65.22290  67.43154  69.64018
 [8]  71.84881  74.05745  76.26609  78.47473  80.68337  82.89201  85.10065
[15]  87.30929  89.51793  91.72657  93.93521  96.14385  98.35248 100.56112
[22] 102.76976 104.97840 107.18704 109.39568 111.60432 113.81296 116.02160
[29] 118.23024 120.43888 122.64752 124.85615 127.06479 129.27343 131.48207
[36] 133.69071 135.89935 138.10799 140.31663 142.52527 144.73391 146.94255
[43] 149.15119 151.35982 153.56846 155.77710 157.98574 160.19438 162.40302
[50] 164.61166

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 5.219474e-04 6.676434e-04 8.277912e-04 1.009935e-03 1.230209e-03
 [2,] 8.137629e-04 1.055297e-03 1.318501e-03 1.608449e-03 1.942665e-03
 [3,] 1.193157e-03 1.572667e-03 1.987689e-03 2.437429e-03 2.937370e-03
 [4,] 1.643705e-03 2.206260e-03 2.829196e-03 3.502328e-03 4.234493e-03
 [5,] 2.126112e-03 2.910314e-03 3.795103e-03 4.758633e-03 5.798532e-03
 [6,] 2.580911e-03 3.606833e-03 4.791118e-03 6.100803e-03 7.519634e-03
 [7,] 2.939213e-03 4.197145e-03 5.686811e-03 7.368528e-03 9.213229e-03
 [8,] 3.139417e-03 4.583898e-03 6.341686e-03 8.374455e-03 1.064604e-02
 [9,] 3.144469e-03 4.697157e-03 6.640820e-03 8.948522e-03 1.158668e-02
[10,] 2.953056e-03 4.515064e-03 6.527820e-03 8.984969e-03 1.186668e-02
[11,] 2.600103e-03 4.070688e-03 6.022179e-03 8.474237e-03 1.143015e-02
[12,] 2.146327e-03 3.442157e-03 5.213705e-03 7.506597e-03 1.035181e-02
[13,] 1.661143e-03 2.730107e-03 4.236249e-03 6.245745e-03 8.815794e-03
[14,] 1.205544e-03 2.031424e-03 3.231329e-03 4.883070e-03 7.063322e-03
[15,] 8.206205e-04 1.418627e-03 2.315248e-03 3.590237e-03 5.330150e-03
[16,] 5.242068e-04 9.304660e-04 1.559868e-03 2.486088e-03 3.795974e-03
[17,] 3.145244e-04 5.739341e-04 9.900431e-04 1.625486e-03 2.560034e-03
[18,] 1.775474e-04 3.337083e-04 5.938886e-04 1.007922e-03 1.644316e-03
[19,] 9.459421e-05 1.836990e-04 3.386693e-04 5.972266e-04 1.015404e-03
[20,] 4.788103e-05 9.656090e-05 1.856043e-04 3.426813e-04 6.122318e-04
[21,] 2.336538e-05 4.933470e-05 9.981114e-05 1.948956e-04 3.694101e-04
[22,] 1.137148e-05 2.542776e-05 5.477005e-05 1.142317e-04 2.313017e-04
[23,] 5.939839e-06 1.419029e-05 3.271753e-05 7.294202e-05 1.571513e-04
[24,] 3.743675e-06 9.447287e-06 2.294194e-05 5.360514e-05 1.202956e-04
[25,] 3.082975e-06 7.927370e-06 1.954972e-05 4.624578e-05 1.048135e-04
[26,] 3.150957e-06 8.025386e-06 1.954407e-05 4.558854e-05 1.019067e-04
[27,] 3.575697e-06 8.981256e-06 2.146669e-05 4.898731e-05 1.069957e-04
[28,] 4.166381e-06 1.039694e-05 2.454552e-05 5.503703e-05 1.176484e-04
[29,] 4.790686e-06 1.198516e-05 2.821213e-05 6.271058e-05 1.321579e-04
[30,] 5.330257e-06 1.346832e-05 3.188035e-05 7.089758e-05 1.486461e-04
[31,] 5.679657e-06 1.457249e-05 3.491471e-05 7.828254e-05 1.646942e-04
[32,] 5.764299e-06 1.507264e-05 3.672433e-05 8.349887e-05 1.775077e-04
[33,] 5.558456e-06 1.484791e-05 3.690529e-05 8.543988e-05 1.844891e-04
[34,] 5.090813e-06 1.391308e-05 3.535044e-05 8.356059e-05 1.839292e-04
[35,] 4.433659e-06 1.240857e-05 3.226992e-05 7.801971e-05 1.754811e-04
[36,] 3.680419e-06 1.055372e-05 2.811356e-05 6.959723e-05 1.601961e-04
[37,] 2.921021e-06 8.584260e-06 2.343287e-05 5.943467e-05 1.401283e-04
[38,] 2.223970e-06 6.698772e-06 1.874167e-05 4.871866e-05 1.177113e-04
[39,] 1.629245e-06 5.029756e-06 1.442343e-05 3.843048e-05 9.517563e-05
[40,] 1.150785e-06 3.641070e-06 1.070153e-05 2.922619e-05 7.419350e-05
[41,] 7.841728e-07 2.542747e-06 7.659403e-06 2.143967e-05 5.578714e-05
[42,] 5.149852e-07 1.711351e-06 5.283156e-06 1.515625e-05 4.042017e-05
[43,] 3.251459e-07 1.107363e-06 3.503571e-06 1.030090e-05 2.815445e-05
[44,] 1.966893e-07 6.865805e-07 2.226377e-06 6.708661e-06 1.879164e-05
[45,] 1.135656e-07 4.063479e-07 1.350594e-06 4.171158e-06 1.197431e-05
[46,] 6.235262e-08 2.287141e-07 7.792550e-07 2.466824e-06 7.258036e-06
[47,] 3.244539e-08 1.220182e-07 4.262001e-07 1.383045e-06 4.170953e-06
[48,] 1.595598e-08 6.152782e-08 2.203453e-07 7.330433e-07 2.266115e-06
[49,] 7.399290e-09 2.925852e-08 1.074400e-07 3.664647e-07 1.161380e-06
[50,] 3.229959e-09 1.309804e-08 4.932133e-08 1.724948e-07 5.604588e-07
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 1.510638e-03 1.872004e-03 2.323519e-03 2.852241e-03 3.416451e-03
 [2,] 2.348955e-03 2.856639e-03 3.482583e-03 4.215953e-03 5.007344e-03
 [3,] 3.518669e-03 4.218258e-03 5.061088e-03 6.039584e-03 7.097731e-03
 [4,] 5.055787e-03 6.007459e-03 7.120585e-03 8.389944e-03 9.752691e-03
 [5,] 6.938243e-03 8.217931e-03 9.670174e-03 1.128828e-02 1.299961e-02
 [6,] 9.059370e-03 1.075297e-02 1.262817e-02 1.467041e-02 1.679095e-02
 [7,] 1.121875e-02 1.340632e-02 1.579295e-02 1.834927e-02 2.096223e-02
 [8,] 1.314276e-02 1.587359e-02 1.884236e-02 2.200059e-02 2.520424e-02
 [9,] 1.453750e-02 1.780263e-02 2.137589e-02 2.519153e-02 2.907377e-02
[10,] 1.516199e-02 1.887494e-02 2.299855e-02 2.745937e-02 3.205874e-02
[11,] 1.489698e-02 1.889310e-02 2.342389e-02 2.842423e-02 3.369149e-02
[12,] 1.378245e-02 1.784141e-02 2.255967e-02 2.789878e-02 3.367745e-02
[13,] 1.200774e-02 1.589429e-02 2.054088e-02 2.595110e-02 3.199013e-02
[14,] 9.857762e-03 1.336765e-02 1.769484e-02 2.289277e-02 2.889122e-02
[15,] 7.636608e-03 1.063253e-02 1.445111e-02 1.919425e-02 2.486324e-02
[16,] 5.597065e-03 8.023963e-03 1.123128e-02 1.536060e-02 2.048003e-02
[17,] 3.898187e-03 5.776147e-03 8.358602e-03 1.181405e-02 1.626493e-02
[18,] 2.598306e-03 3.999754e-03 6.013446e-03 8.822086e-03 1.258696e-02
[19,] 1.676072e-03 2.697856e-03 4.238583e-03 6.484968e-03 9.622879e-03
[20,] 1.064244e-03 1.804047e-03 2.978489e-03 4.771370e-03 7.382106e-03
[21,] 6.816065e-04 1.223528e-03 2.129408e-03 3.575950e-03 5.768286e-03
[22,] 4.544706e-04 8.637735e-04 1.580782e-03 2.772804e-03 4.645112e-03
[23,] 3.262937e-04 6.503342e-04 1.239164e-03 2.249685e-03 3.883181e-03
[24,] 2.585282e-04 5.303790e-04 1.035694e-03 1.921002e-03 3.380697e-03
[25,] 2.271344e-04 4.694943e-04 9.236344e-04 1.726558e-03 3.064177e-03
[26,] 2.181558e-04 4.465892e-04 8.726680e-04 1.625092e-03 2.880799e-03
[27,] 2.239764e-04 4.494459e-04 8.639235e-04 1.588767e-03 2.791817e-03
[28,] 2.405221e-04 4.713543e-04 8.864666e-04 1.600086e-03 2.770265e-03
[29,] 2.651405e-04 5.083384e-04 9.342927e-04 1.649606e-03 2.800748e-03
[30,] 2.950105e-04 5.566465e-04 1.002943e-03 1.732338e-03 2.877236e-03
[31,] 3.262185e-04 6.108042e-04 1.086024e-03 1.842549e-03 2.996866e-03
[32,] 3.537273e-04 6.628902e-04 1.172930e-03 1.968824e-03 3.151514e-03
[33,] 3.722277e-04 7.034298e-04 1.249015e-03 2.092054e-03 3.321523e-03
[34,] 3.774811e-04 7.235740e-04 1.298423e-03 2.187866e-03 3.475450e-03
[35,] 3.675094e-04 7.175505e-04 1.308296e-03 2.232571e-03 3.576475e-03
[36,] 3.430749e-04 6.842233e-04 1.272364e-03 2.209782e-03 3.592381e-03
[37,] 3.072700e-04 6.270988e-04 1.192307e-03 2.114601e-03 3.504244e-03
[38,] 2.644757e-04 5.529278e-04 1.076503e-03 1.953801e-03 3.310189e-03
[39,] 2.191883e-04 4.696799e-04 9.371242e-04 1.742625e-03 3.023630e-03
[40,] 1.751560e-04 3.847653e-04 7.870165e-04 1.500256e-03 2.668109e-03
[41,] 1.350030e-04 3.040141e-04 6.375097e-04 1.245920e-03 2.271670e-03
[42,] 1.002572e-04 2.314161e-04 4.974322e-04 9.965528e-04 1.862621e-03
[43,] 7.156995e-05 1.693070e-04 3.729760e-04 7.657891e-04 1.466847e-03
[44,] 4.895383e-05 1.186718e-04 2.678827e-04 5.635510e-04 1.105940e-03
[45,] 3.196705e-05 7.940571e-05 1.836488e-04 3.957843e-04 7.955575e-04
[46,] 1.985685e-05 5.054076e-05 1.197547e-04 2.643614e-04 5.441940e-04
[47,] 1.169468e-05 3.050101e-05 7.404210e-05 1.674182e-04 3.529116e-04
[48,] 6.512205e-06 1.740497e-05 4.328816e-05 1.002581e-04 2.164144e-04
[49,] 3.420965e-06 9.370148e-06 2.387830e-05 5.665069e-05 1.252261e-04
[50,] 1.692318e-06 4.750825e-06 1.240578e-05 3.015186e-05 6.825921e-05
             [,11]        [,12]        [,13]       [,14]       [,15]
 [1,] 0.0039472789 0.0043609007 0.0045797245 0.004556167 0.004289768
 [2,] 0.0057682592 0.0063848202 0.0067448399 0.006770999 0.006447980
 [3,] 0.0081275781 0.0089836749 0.0095155171 0.009610380 0.009231938
 [4,] 0.0110816335 0.0122000007 0.0129185766 0.013087443 0.012646056
 [5,] 0.0146560032 0.0160494851 0.0169539046 0.017184468 0.016657753
 [6,] 0.0188154272 0.0205019002 0.0215882388 0.021858949 0.021212973
 [7,] 0.0234223945 0.0254464506 0.0267327816 0.027036834 0.026245383
 [8,] 0.0281991744 0.0306494314 0.0322040174 0.032583886 0.031663558
 [9,] 0.0327185968 0.0357267635 0.0376836354 0.038261517 0.037312004
[10,] 0.0364476548 0.0401607275 0.0427075754 0.043692648 0.042922703
[11,] 0.0388499334 0.0433795368 0.0467132383 0.048372261 0.048091364
[12,] 0.0395233900 0.0448903193 0.0491518547 0.051745202 0.052312178
[13,] 0.0383247834 0.0444236731 0.0496378273 0.053341419 0.055080827
[14,] 0.0354280402 0.0420312195 0.0480784448 0.052922778 0.056037798
[15,] 0.0312872166 0.0380899802 0.0447252922 0.050578340 0.055094592
[16,] 0.0265151666 0.0332057053 0.0401183968 0.046720547 0.052483940
[17,] 0.0217249882 0.0280515724 0.0349412897 0.041977304 0.048705756
[18,] 0.0173937551 0.0232050059 0.0298441721 0.037021835 0.044387560
[19,] 0.0137919271 0.0190404363 0.0253023436 0.032407754 0.040115911
[20,] 0.0109884814 0.0157049544 0.0215547828 0.028468748 0.036304348
[21,] 0.0089101532 0.0131656832 0.0186279164 0.025307549 0.033141091
[22,] 0.0074179158 0.0112919131 0.0164141718 0.022857907 0.030620270
[23,] 0.0063684334 0.0099314541 0.0147601770 0.020976706 0.028624965
[24,] 0.0056453455 0.0089557684 0.0135281935 0.019521300 0.027015037
[25,] 0.0051634879 0.0082705685 0.0126173420 0.018386023 0.025681718
[26,] 0.0048596551 0.0078054009 0.0119542574 0.017498624 0.024556344
[27,] 0.0046836728 0.0075006572 0.0114748502 0.016797676 0.023587617
[28,] 0.0045964183 0.0073040715 0.0111161648 0.016216504 0.022716176
[29,] 0.0045729299 0.0071772845 0.0108243886 0.015688187 0.021870782
[30,] 0.0046040912 0.0071040631 0.0105709432 0.015167865 0.020991351
[31,] 0.0046916330 0.0070902998 0.0103619621 0.014654872 0.020063172
[32,] 0.0048365949 0.0071518949 0.0102306650 0.014196221 0.019137187
[33,] 0.0050267891 0.0072954057 0.0102136017 0.013864607 0.018318706
[34,] 0.0052304113 0.0075017982 0.0103224501 0.013720020 0.017725796
[35,] 0.0053997063 0.0077222196 0.0105260009 0.013773808 0.017436131
[36,] 0.0054829082 0.0078877968 0.0107508793 0.013972073 0.017446637
[37,] 0.0054383686 0.0079279312 0.0108991991 0.014204107 0.017662209
[38,] 0.0052444927 0.0077882419 0.0108737038 0.014329565 0.017915013
[39,] 0.0049024310 0.0074415357 0.0106000902 0.014212135 0.018004290
[40,] 0.0044326589 0.0068903041 0.0100407629 0.013749121 0.017742730
[41,] 0.0038688228 0.0061632879 0.0091996900 0.012891604 0.016998007
[42,] 0.0032517097 0.0053093928 0.0081205225 0.011653756 0.015721852
[43,] 0.0026242250 0.0043905357 0.0068794862 0.010110901 0.013961467
[44,] 0.0020268523 0.0034733638 0.0055733317 0.008385978 0.011850124
[45,] 0.0014931356 0.0026198362 0.0043030863 0.006625750 0.009577824
[46,] 0.0010457288 0.0018780763 0.0031565138 0.004971740 0.007349038
[47,] 0.0006942438 0.0012759840 0.0021939368 0.003533827 0.005339719
[48,] 0.0004358071 0.0008196544 0.0014415819 0.002374141 0.003666393
[49,] 0.0002581523 0.0004968396 0.0008938029 0.001504967 0.002375061
[50,] 0.0001440615 0.0002837390 0.0005221333 0.000898865 0.001449618
            [,16]       [,17]       [,18]       [,19]       [,20]       [,21]
 [1,] 0.003829647 0.003260081 0.002674507 0.002148584 0.001722893 0.001400724
 [2,] 0.005831455 0.005033267 0.004187431 0.003410467 0.002771938 0.002285646
 [3,] 0.008438297 0.007369303 0.006205591 0.005114795 0.004206333 0.003511892
 [4,] 0.011651636 0.010270991 0.008734786 0.007269907 0.006036169 0.005091933
 [5,] 0.015429844 0.013693833 0.011731733 0.009834971 0.008222687 0.006989395
 [6,] 0.019709101 0.017568265 0.015124633 0.012737095 0.010690970 0.009126588
 [7,] 0.024426027 0.021831497 0.018849708 0.015908822 0.013365692 0.011416439
 [8,] 0.029522681 0.026449055 0.022885881 0.019331855 0.016220021 0.013813170
 [9,] 0.034920432 0.031405994 0.027264396 0.023063543 0.019316091 0.016363293
[10,] 0.040468119 0.036661912 0.032038224 0.027224794 0.022812471 0.019231449
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 [8,] 9.053535e-05 4.439110e-05 2.076903e-05 9.270588e-06 3.952548e-06
 [9,] 1.809176e-04 9.317758e-05 4.571431e-05 2.137380e-05 9.545601e-06
[10,] 3.477182e-04 1.874386e-04 9.613853e-05 4.698142e-05 2.195565e-05
[11,] 6.404379e-04 3.601578e-04 1.926592e-04 9.827555e-05 4.805055e-05
[12,] 1.126824e-03 6.593293e-04 3.672479e-04 1.954505e-04 1.000444e-04
[13,] 1.889501e-03 1.148097e-03 6.653232e-04 3.695289e-04 1.982569e-04
[14,] 3.015487e-03 1.900305e-03 1.145518e-03 6.645361e-04 3.742648e-04
[15,] 4.578639e-03 2.990397e-03 1.875755e-03 1.137889e-03 6.737473e-04
[16,] 6.618782e-03 4.478704e-03 2.925015e-03 1.857718e-03 1.157758e-03
[17,] 9.124769e-03 6.395705e-03 4.351477e-03 2.895993e-03 1.900543e-03
[18,] 1.202996e-02 8.730664e-03 6.189168e-03 4.316909e-03 2.981677e-03
[19,] 1.522571e-02 1.142981e-02 8.436274e-03 6.161103e-03 4.470820e-03
[20,] 1.859176e-02 1.440660e-02 1.104866e-02 8.428167e-03 6.405463e-03
[21,] 2.203492e-02 1.756260e-02 1.394177e-02 1.106242e-02 8.766025e-03
[22,] 2.552169e-02 2.081343e-02 1.700303e-02 1.394900e-02 1.145722e-02
[23,] 2.909062e-02 2.411155e-02 2.011418e-02 1.692684e-02 1.430721e-02
[24,] 3.283460e-02 2.745649e-02 2.317846e-02 1.982033e-02 1.709288e-02
[25,] 3.685264e-02 3.088439e-02 2.614251e-02 2.248192e-02 1.958968e-02
[26,] 4.118121e-02 3.443341e-02 2.899965e-02 2.482883e-02 2.163057e-02
[27,] 4.572553e-02 3.809020e-02 3.176557e-02 2.685380e-02 2.314905e-02
[28,] 5.021698e-02 4.173444e-02 3.442941e-02 2.859874e-02 2.418342e-02
[29,] 5.422085e-02 4.510671e-02 3.689942e-02 3.009851e-02 2.483617e-02
[30,] 5.720510e-02 4.782349e-02 3.897210e-02 3.132110e-02 2.520518e-02
[31,] 5.865856e-02 4.944815e-02 4.034975e-02 3.213734e-02 2.532067e-02
[32,] 5.822462e-02 4.960210e-02 4.071052e-02 3.234191e-02 2.512041e-02
[33,] 5.580445e-02 4.807883e-02 3.980924e-02 3.172197e-02 2.447694e-02
[34,] 5.159212e-02 4.491716e-02 3.756872e-02 3.014448e-02 2.326306e-02
[35,] 4.602861e-02 4.040429e-02 3.412299e-02 2.762307e-02 2.142319e-02
[36,] 3.969307e-02 3.500785e-02 2.979463e-02 2.433483e-02 1.901666e-02
[37,] 3.317201e-02 2.926405e-02 2.501654e-02 2.058160e-02 1.621527e-02
[38,] 2.694983e-02 2.366318e-02 2.023042e-02 1.671468e-02 1.326011e-02
[39,] 2.134960e-02 1.856854e-02 1.579842e-02 1.305402e-02 1.039933e-02
[40,] 1.652899e-02 1.418568e-02 1.195323e-02 9.830019e-03 7.832773e-03
[41,] 1.251583e-02 1.057765e-02 8.792287e-03 7.161222e-03 5.680608e-03
[42,] 9.258909e-03 7.707043e-03 6.305090e-03 5.065212e-03 3.980302e-03
[43,] 6.672644e-03 5.483283e-03 4.414815e-03 3.489294e-03 2.704544e-03
[44,] 4.664999e-03 3.799593e-03 3.017405e-03 2.345479e-03 1.788112e-03
[45,] 3.148624e-03 2.554123e-03 2.008580e-03 1.538596e-03 1.152929e-03
[46,] 2.041833e-03 1.657619e-03 1.297280e-03 9.831090e-04 7.253376e-04
[47,] 1.266800e-03 1.033618e-03 8.091435e-04 6.096944e-04 4.445784e-04
[48,] 7.494637e-04 6.165423e-04 4.849915e-04 3.652959e-04 2.645926e-04
[49,] 4.219508e-04 3.505566e-04 2.780932e-04 2.103989e-04 1.522132e-04
[50,] 2.259860e-04 1.895414e-04 1.519706e-04 1.159510e-04 8.421572e-05
             [,42]        [,43]        [,44]        [,45]        [,46]
 [1,] 7.349204e-10 1.963176e-10 5.061087e-11 1.265400e-11 3.090651e-12
 [2,] 2.452205e-09 6.963728e-10 1.910258e-10 5.087454e-11 1.326311e-11
 [3,] 7.937888e-09 2.393605e-09 6.973417e-10 1.974485e-10 5.486848e-11
 [4,] 2.487290e-08 7.946335e-09 2.453174e-09 7.372805e-10 2.182073e-10
 [5,] 7.518780e-08 2.538483e-08 8.288437e-09 2.641618e-09 8.325027e-10
 [6,] 2.184384e-07 7.776548e-08 2.682366e-08 9.064672e-09 3.042590e-09
 [7,] 6.078088e-07 2.278421e-07 8.300107e-08 2.975655e-08 1.064104e-08
 [8,] 1.615386e-06 6.372881e-07 2.453244e-07 9.338652e-08 3.557999e-08
 [9,] 4.093241e-06 1.700153e-06 6.923521e-07 2.800793e-07 1.136248e-07
[10,] 9.879527e-06 4.325024e-06 1.865659e-06 8.023911e-07 3.461450e-07
[11,] 2.270943e-05 1.049385e-05 4.800442e-06 2.194418e-06 1.004445e-06
[12,] 4.973219e-05 2.429461e-05 1.179316e-05 5.723485e-06 2.771730e-06
[13,] 1.038303e-04 5.368749e-05 2.765003e-05 1.421822e-05 7.260275e-06
[14,] 2.068167e-04 1.132578e-04 6.181872e-05 3.358855e-05 1.801953e-05
[15,] 3.932518e-04 2.280159e-04 1.316370e-04 7.532597e-05 4.230238e-05
[16,] 7.139681e-04 4.377632e-04 2.665708e-04 1.600779e-04 9.378199e-05
[17,] 1.237425e-03 8.005537e-04 5.124951e-04 3.218125e-04 1.960607e-04
[18,] 2.046013e-03 1.392492e-03 9.338075e-04 6.110438e-04 3.860545e-04
[19,] 3.224145e-03 2.300166e-03 1.609894e-03 1.094299e-03 7.152400e-04
[20,] 4.836437e-03 3.602582e-03 2.622212e-03 1.846231e-03 1.245784e-03
[21,] 6.898326e-03 5.342674e-03 4.030265e-03 2.931674e-03 2.038648e-03
[22,] 9.347394e-03 7.494389e-03 5.839734e-03 4.378488e-03 3.132891e-03
[23,] 1.202872e-02 9.937832e-03 7.972637e-03 6.147827e-03 4.519811e-03
[24,] 1.470755e-02 1.245788e-02 1.025435e-02 8.114163e-03 6.120864e-03
[25,] 1.711432e-02 1.477669e-02 1.243089e-02 1.006881e-02 7.781437e-03
[26,] 1.901218e-02 1.661732e-02 1.422000e-02 1.175477e-02 9.290036e-03
[27,] 2.026249e-02 1.777880e-02 1.538361e-02 1.292766e-02 1.042337e-02
[28,] 2.085920e-02 1.819292e-02 1.579574e-02 1.342342e-02 1.100520e-02
[29,] 2.091383e-02 1.793668e-02 1.547720e-02 1.320626e-02 1.095760e-02
[30,] 2.059566e-02 1.719298e-02 1.458094e-02 1.237582e-02 1.032332e-02
[31,] 2.005460e-02 1.617685e-02 1.333363e-02 1.113004e-02 9.249356e-03
[32,] 1.936300e-02 1.506018e-02 1.195946e-02 9.699657e-03 7.938674e-03
[33,] 1.850246e-02 1.392755e-02 1.061813e-02 8.282062e-03 6.590501e-03
[34,] 1.739777e-02 1.277749e-02 9.379751e-03 6.999585e-03 5.352564e-03
[35,] 1.597665e-02 1.156101e-02 8.239252e-03 5.893066e-03 4.300311e-03
[36,] 1.422390e-02 1.023264e-02 7.155234e-03 4.944531e-03 3.444186e-03
[37,] 1.220544e-02 8.788545e-03 6.090564e-03 4.112066e-03 2.754477e-03
[38,] 1.005558e-02 7.277201e-03 5.037098e-03 3.359510e-03 2.189148e-03
[39,] 7.938604e-03 5.784123e-03 4.018676e-03 2.671072e-03 1.713522e-03
[40,] 6.004573e-03 4.403059e-03 3.077822e-03 2.050598e-03 1.307832e-03
[41,] 4.356908e-03 3.208702e-03 2.256898e-03 1.511776e-03 9.650480e-04
[42,] 3.040302e-03 2.241017e-03 1.583363e-03 1.067003e-03 6.842768e-04
[43,] 2.047239e-03 1.503615e-03 1.063755e-03 7.202189e-04 4.645622e-04
[44,] 1.335343e-03 9.724271e-04 6.859064e-04 4.652319e-04 3.015584e-04
[45,] 8.467514e-04 6.085459e-04 4.258630e-04 2.881842e-04 1.872298e-04
[46,] 5.233516e-04 3.699101e-04 2.555959e-04 1.717262e-04 1.113908e-04
[47,] 3.155766e-04 2.190494e-04 1.488798e-04 9.882343e-05 6.369435e-05
[48,] 1.854348e-04 1.265327e-04 8.443445e-05 5.514550e-05 3.513974e-05
[49,] 1.058554e-04 7.124366e-05 4.670316e-05 2.994369e-05 1.878221e-05
[50,] 5.844371e-05 3.898995e-05 2.518568e-05 1.585436e-05 9.762532e-06
             [,47]        [,48]        [,49]        [,50]
 [1,] 7.454490e-13 1.800662e-13 4.414590e-14 1.104928e-14
 [2,] 3.426097e-12 8.894663e-13 2.346089e-13 6.293351e-14
 [3,] 1.516504e-11 4.225276e-12 1.195405e-12 3.420682e-13
 [4,] 6.448978e-11 1.925312e-11 5.823041e-12 1.769149e-12
 [5,] 2.629703e-10 8.396206e-11 2.704641e-11 8.684272e-12
 [6,] 1.026566e-09 3.496817e-10 1.194923e-10 4.036973e-11
 [7,] 3.830592e-09 1.387907e-09 5.010319e-10 1.773764e-10
 [8,] 1.364119e-08 5.238920e-09 1.989724e-09 7.354235e-10
 [9,] 4.628064e-08 1.876864e-08 7.470003e-09 2.873263e-09
[10,] 1.493170e-07 6.369273e-08 2.646937e-08 1.056585e-08
[11,] 4.572583e-07 2.043777e-07 8.840052e-08 3.653499e-08
[12,] 1.326616e-06 6.191026e-07 2.779330e-07 1.186997e-07
[13,] 3.639940e-06 1.767934e-06 8.218138e-07 3.621204e-07
[14,] 9.429959e-06 4.753593e-06 2.283519e-06 1.036812e-06
[15,] 2.303436e-05 1.202247e-05 5.958686e-06 2.784944e-06
[16,] 5.298634e-05 2.857730e-05 1.459428e-05 7.015582e-06
[17,] 1.146646e-04 6.379883e-05 3.353668e-05 1.657042e-05
[18,] 2.332422e-04 1.337009e-04 7.228023e-05 3.668937e-05
[19,] 4.456592e-04 2.629059e-04 1.460725e-04 7.614088e-05
[20,] 7.994347e-04 4.849158e-04 2.767453e-04 1.480863e-04
[21,] 1.345762e-03 8.387287e-04 4.914600e-04 2.698934e-04
[22,] 2.125335e-03 1.360145e-03 8.179822e-04 4.609156e-04
[23,] 3.148288e-03 2.067776e-03 1.275894e-03 7.375352e-04
[24,] 4.373912e-03 2.946796e-03 1.865020e-03 1.105772e-03
[25,] 5.699384e-03 3.936666e-03 2.554763e-03 1.553349e-03
[26,] 6.966747e-03 4.930391e-03 3.279723e-03 2.044578e-03
[27,] 7.991975e-03 5.790346e-03 3.946340e-03 2.521719e-03
[28,] 8.610321e-03 6.379310e-03 4.451618e-03 2.914736e-03
[29,] 8.722883e-03 6.597618e-03 4.709456e-03 3.157910e-03
[30,] 8.326049e-03 6.412602e-03 4.675450e-03 3.208080e-03
[31,] 7.511236e-03 5.868153e-03 4.360300e-03 3.057575e-03
[32,] 6.434903e-03 5.070245e-03 3.826109e-03 2.736449e-03
[33,] 5.271563e-03 4.154564e-03 3.167153e-03 2.303071e-03
[34,] 4.168664e-03 3.249506e-03 2.483112e-03 1.827026e-03
[35,] 3.218943e-03 2.448168e-03 1.855078e-03 1.371135e-03
[36,] 2.455999e-03 1.797089e-03 1.331991e-03 9.788658e-04
[37,] 1.868384e-03 1.301301e-03 9.295756e-04 6.701546e-04
[38,] 1.421587e-03 9.391474e-04 6.386054e-04 4.447751e-04
[39,] 1.077671e-03 6.787074e-04 4.368218e-04 2.898634e-04
[40,] 8.068124e-04 4.899047e-04 2.994211e-04 1.878053e-04
[41,] 5.903444e-04 3.502552e-04 2.054607e-04 1.219576e-04
[42,] 4.182779e-04 2.453803e-04 1.400669e-04 7.943961e-05
[43,] 2.850390e-04 1.667845e-04 9.383917e-05 5.156467e-05
[44,] 1.860472e-04 1.091605e-04 6.113201e-05 3.299708e-05
[45,] 1.160973e-04 6.846950e-05 3.840449e-05 2.058479e-05
[46,] 6.926592e-05 4.106215e-05 2.313945e-05 1.240523e-05
[47,] 3.957323e-05 2.353735e-05 1.333330e-05 7.177151e-06
[48,] 2.171186e-05 1.291242e-05 7.342021e-06 3.972673e-06
[49,] 1.148252e-05 6.797214e-06 3.867346e-06 2.101254e-06
[50,] 5.878204e-06 3.445938e-06 1.953288e-06 1.062708e-06

> 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  
     69.808        0.514  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/11kyz1197802668.ps tmp/11kyz1197802668.png")
> system("convert tmp/20s4x1197802668.ps tmp/20s4x1197802668.png")
> system("convert tmp/3otph1197802668.ps tmp/3otph1197802668.png")
> system("convert tmp/4bc4v1197802668.ps tmp/4bc4v1197802668.png")
> system("convert tmp/58yqy1197802668.ps tmp/58yqy1197802668.png")
> system("convert tmp/6nk351197802668.ps tmp/6nk351197802668.png")
> system("convert tmp/7cyax1197802668.ps tmp/7cyax1197802668.png")
> 
> 
> proc.time()
   user  system elapsed 
  2.287   1.314   2.617