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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> z <- c(98.6,98,106.8,96.6,100.1,107.7,91.5,97.8,107.4,117.5,105.6,97.4,99.5,98,104.3,100.6,101.1,103.9,96.9,95.5,108.4,117,103.8,100.8,110.6,104,112.6,107.3,98.9,109.8,104.9,102.2,123.9,124.9,112.7,121.9,100.6,104.3,120.4,107.5,102.9,125.6,107.5,108.8,128.4,121.1,119.5,128.7,108.7,105.5,119.8,111.3,110.6,120.1,97.5,107.7,127.3,117.2,119.8,116.2,111,112.4,130.6,109.1,118.8,123.9,101.6,112.8,128,129.6,125.8,119.5,115.7,113.6,129.7,112,116.8,126.3,112.9,115.9)
> y <- c(119.5,125,145,105.3,116.9,120.1,88.9,78.4,114.6,113.3,117,99.6,99.4,101.9,115.2,108.5,113.8,121,92.2,90.2,101.5,126.6,93.9,89.8,93.4,101.5,110.4,105.9,108.4,113.9,86.1,69.4,101.2,100.5,98,106.6,90.1,96.9,125.9,112,100,123.9,79.8,83.4,113.6,112.9,104,109.9,99,106.3,128.9,111.1,102.9,130,87,87.5,117.6,103.4,110.8,112.6,102.5,112.4,135.6,105.1,127.7,137,91,90.5,122.4,123.3,124.3,120,118.1,119,142.7,123.6,129.6,146.9,108.7,99.4)
> x <- c(103.1,100.6,103.1,95.5,90.5,90.9,88.8,90.7,94.3,104.6,111.1,110.8,107.2,99,99,91,96.2,96.9,96.2,100.1,99,115.4,106.9,107.1,99.3,99.2,108.3,105.6,99.5,107.4,93.1,88.1,110.7,113.1,99.6,93.6,98.6,99.6,114.3,107.8,101.2,112.5,100.5,93.9,116.2,112,106.4,95.7,96,95.8,103,102.2,98.4,111.4,86.6,91.3,107.9,101.8,104.4,93.4,100.1,98.5,112.9,101.4,107.1,110.8,90.3,95.5,111.4,113,107.5,95.9,106.3,105.2,117.2,106.9,108.2,110,96.1,100.6)
> 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/1wb2f1193755502.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/2tw6y1193755502.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/35jmh1193755502.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/4zuqr1193755502.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/51qnx1193755502.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  
    -11.790        1.184  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/6awqv1193755502.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]  58.04288  60.08807  62.13326  64.17845  66.22364  68.26883  70.31401
 [8]  72.35920  74.40439  76.44958  78.49477  80.53996  82.58514  84.63033
[15]  86.67552  88.72071  90.76590  92.81109  94.85628  96.90146  98.94665
[22] 100.99184 103.03703 105.08222 107.12741 109.17259 111.21778 113.26297
[29] 115.30816 117.35335 119.39854 121.44372 123.48891 125.53410 127.57929
[36] 129.62448 131.66967 133.71486 135.76004 137.80523 139.85042 141.89561
[43] 143.94080 145.98599 148.03117 150.07636 152.12155 154.16674 156.21193
[50] 158.25712

$yords
 [1]  84.69399  85.76974  86.84550  87.92125  88.99701  90.07277  91.14852
 [8]  92.22428  93.30003  94.37579  95.45154  96.52730  97.60305  98.67881
[15]  99.75457 100.83032 101.90608 102.98183 104.05759 105.13334 106.20910
[22] 107.28486 108.36061 109.43637 110.51212 111.58788 112.66363 113.73939
[29] 114.81514 115.89090 116.96666 118.04241 119.11817 120.19392 121.26968
[36] 122.34543 123.42119 124.49695 125.57270 126.64846 127.72421 128.79997
[43] 129.87572 130.95148 132.02723 133.10299 134.17875 135.25450 136.33026
[50] 137.40601

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 1.085245e-04 1.703716e-04 2.570406e-04 3.764306e-04 5.422679e-04
 [2,] 1.679187e-04 2.641211e-04 3.980497e-04 5.760387e-04 8.077224e-04
 [3,] 2.531824e-04 3.955589e-04 5.966181e-04 8.628252e-04 1.197710e-03
 [4,] 3.806080e-04 5.802267e-04 8.674570e-04 1.253876e-03 1.739480e-03
 [5,] 5.824816e-04 8.516339e-04 1.241468e-03 1.775766e-03 2.459008e-03
 [6,] 9.102356e-04 1.270350e-03 1.781719e-03 2.486199e-03 3.403677e-03
 [7,] 1.425533e-03 1.920518e-03 2.589212e-03 3.491874e-03 4.672126e-03
 [8,] 2.173794e-03 2.882885e-03 3.781128e-03 4.938679e-03 6.422454e-03
 [9,] 3.144781e-03 4.183903e-03 5.433277e-03 6.955571e-03 8.827833e-03
[10,] 4.239264e-03 5.739819e-03 7.501664e-03 9.558647e-03 1.197301e-02
[11,] 5.268874e-03 7.331865e-03 9.764837e-03 1.255776e-02 1.572907e-02
[12,] 6.005601e-03 8.645847e-03 1.183779e-02 1.553104e-02 1.968121e-02
[13,] 6.267454e-03 9.377022e-03 1.328033e-02 1.791577e-02 2.318247e-02
[14,] 5.996743e-03 9.354408e-03 1.376385e-02 1.920147e-02 2.554820e-02
[15,] 5.284105e-03 8.614222e-03 1.320941e-02 1.913515e-02 2.631478e-02
[16,] 4.323286e-03 7.377055e-03 1.181467e-02 1.782206e-02 2.542463e-02
[17,] 3.325966e-03 5.944276e-03 9.953583e-03 1.566038e-02 2.322747e-02
[18,] 2.447280e-03 4.578453e-03 8.013987e-03 1.315412e-02 2.030029e-02
[19,] 1.756873e-03 3.432417e-03 6.268712e-03 1.072041e-02 1.720179e-02
[20,] 1.254921e-03 2.548123e-03 4.837043e-03 8.592780e-03 1.430430e-02
[21,] 9.076086e-04 1.899955e-03 3.724932e-03 6.839946e-03 1.176964e-02
[22,] 6.760710e-04 1.441408e-03 2.890319e-03 5.444689e-03 9.629462e-03
[23,] 5.284938e-04 1.130047e-03 2.286911e-03 4.371217e-03 7.877859e-03
[24,] 4.398564e-04 9.306769e-04 1.874315e-03 3.587121e-03 6.511289e-03
[25,] 3.884391e-04 8.100053e-04 1.610076e-03 3.052035e-03 5.514299e-03
[26,] 3.547029e-04 7.341845e-04 1.443650e-03 2.703654e-03 4.830940e-03
[27,] 3.230148e-04 6.721445e-04 1.320984e-03 2.460627e-03 4.358568e-03
[28,] 2.840457e-04 6.015290e-04 1.196273e-03 2.241607e-03 3.972148e-03
[29,] 2.357203e-04 5.128383e-04 1.042935e-03 1.987997e-03 3.563293e-03
[30,] 1.818892e-04 4.092502e-04 8.577459e-04 1.678128e-03 3.072549e-03
[31,] 1.292753e-04 3.022089e-04 6.564263e-04 1.326865e-03 2.500751e-03
[32,] 8.411002e-05 2.049650e-04 4.632317e-04 9.720715e-04 1.896711e-03
[33,] 4.989054e-05 1.270396e-04 2.996179e-04 6.550359e-04 1.328878e-03
[34,] 2.690631e-05 7.172399e-05 1.769178e-04 4.040539e-04 8.550644e-04
[35,] 1.317277e-05 3.681546e-05 9.514881e-05 2.275063e-04 5.035526e-04
[36,] 5.851963e-06 1.717109e-05 4.657540e-05 1.168241e-04 2.710905e-04
[37,] 2.361289e-06 7.285250e-06 2.077623e-05 5.478374e-05 1.336169e-04
[38,] 8.679794e-07 2.821346e-06 8.478905e-06 2.356675e-05 6.060352e-05
[39,] 2.924053e-07 1.004187e-06 3.190601e-06 9.382590e-06 2.554744e-05
[40,] 9.121837e-08 3.323429e-07 1.121541e-06 3.507202e-06 1.016772e-05
[41,] 2.677076e-08 1.040449e-07 3.750973e-07 1.254920e-06 3.897702e-06
[42,] 7.541757e-09 3.145202e-08 1.218285e-07 4.384037e-07 1.465848e-06
[43,] 2.078882e-09 9.341005e-09 3.899931e-08 1.512779e-07 5.450901e-07
[44,] 5.659646e-10 2.740144e-09 1.231747e-08 5.138924e-08 1.989068e-07
[45,] 1.512746e-10 7.860907e-10 3.786961e-09 1.690549e-08 6.990333e-08
[46,] 3.899761e-11 2.162705e-10 1.110191e-09 5.273244e-09 2.316825e-08
[47,] 9.495827e-12 5.590777e-11 3.043217e-10 1.531099e-09 7.118488e-09
[48,] 2.146136e-12 1.336334e-11 7.686873e-11 4.084053e-10 2.003931e-09
[49,] 4.447711e-13 2.921773e-12 1.772247e-11 9.924944e-11 5.131285e-10
[50,] 8.388421e-14 5.805057e-13 3.708341e-12 2.186632e-11 1.190084e-10
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 7.769444e-04 1.110428e-03 1.571523e-03 2.170820e-03 2.880700e-03
 [2,] 1.111851e-03 1.520714e-03 2.076846e-03 2.816735e-03 3.742781e-03
 [3,] 1.608658e-03 2.117285e-03 2.766129e-03 3.611376e-03 4.695195e-03
 [4,] 2.316298e-03 2.981614e-03 3.755874e-03 4.692252e-03 5.862547e-03
 [5,] 3.271806e-03 4.180465e-03 5.161746e-03 6.231935e-03 7.458752e-03
 [6,] 4.515711e-03 5.763685e-03 7.070944e-03 8.385780e-03 9.724296e-03
 [7,] 6.128545e-03 7.795721e-03 9.552490e-03 1.126598e-02 1.285899e-02
 [8,] 8.259611e-03 1.040049e-02 1.270430e-02 1.496872e-02 1.700566e-02
 [9,] 1.110476e-02 1.376827e-02 1.668789e-02 1.962325e-02 2.228792e-02
[10,] 1.480898e-02 1.807936e-02 2.168548e-02 2.538643e-02 2.883297e-02
[11,] 1.931970e-02 2.335147e-02 2.775930e-02 3.233075e-02 3.669834e-02
[12,] 2.426913e-02 2.928566e-02 3.467595e-02 4.026408e-02 4.570379e-02
[13,] 2.897827e-02 3.521856e-02 4.181335e-02 4.860248e-02 5.528091e-02
[14,] 3.262786e-02 4.025303e-02 4.824653e-02 5.641572e-02 6.448445e-02
[15,] 3.454436e-02 4.354323e-02 5.301335e-02 6.266995e-02 7.221807e-02
[16,] 3.446031e-02 4.460585e-02 5.544836e-02 6.656772e-02 7.758278e-02
[17,] 3.260088e-02 4.348919e-02 5.541374e-02 6.781552e-02 8.017039e-02
[18,] 2.954613e-02 4.070252e-02 5.329890e-02 6.667738e-02 8.015047e-02
[19,] 2.595996e-02 3.695351e-02 4.979286e-02 6.378876e-02 7.811298e-02
[20,] 2.235252e-02 3.285970e-02 4.557202e-02 5.984321e-02 7.475969e-02
[21,] 1.899574e-02 2.879715e-02 4.108892e-02 5.533648e-02 7.061613e-02
[22,] 1.598814e-02 2.493269e-02 3.655960e-02 5.050348e-02 6.591730e-02
[23,] 1.336996e-02 2.135423e-02 3.209805e-02 4.544307e-02 6.070627e-02
[24,] 1.118837e-02 1.816918e-02 2.785432e-02 4.029699e-02 5.504446e-02
[25,] 9.484216e-03 1.550261e-02 2.404235e-02 3.533035e-02 4.916371e-02
[26,] 8.242077e-03 1.342414e-02 2.085381e-02 3.085914e-02 4.344797e-02
[27,] 7.362218e-03 1.188268e-02 1.834525e-02 2.709611e-02 3.826984e-02
[28,] 6.681241e-03 1.070558e-02 1.639177e-02 2.403849e-02 3.381141e-02
[29,] 6.027772e-03 9.662161e-03 1.473689e-02 2.147242e-02 2.999213e-02
[30,] 5.281043e-03 8.552089e-03 1.310304e-02 1.908144e-02 2.653677e-02
[31,] 4.405169e-03 7.274358e-03 1.130160e-02 1.659096e-02 2.312815e-02
[32,] 3.447396e-03 5.850054e-03 9.295196e-03 1.387882e-02 1.955990e-02
[33,] 2.504978e-03 4.394982e-03 7.192677e-03 1.101086e-02 1.582376e-02
[34,] 1.678299e-03 3.059056e-03 5.186164e-03 8.195012e-03 1.210272e-02
[35,] 1.032441e-03 1.962655e-03 3.463247e-03 5.681167e-03 8.680974e-03
[36,] 5.822856e-04 1.158480e-03 2.136682e-03 3.657308e-03 5.817925e-03
[37,] 3.015712e-04 6.301901e-04 1.220090e-03 2.190302e-03 3.649646e-03
[38,] 1.442513e-04 3.179648e-04 6.494148e-04 1.229802e-03 2.160998e-03
[39,] 6.443834e-05 1.506357e-04 3.265334e-04 6.567311e-04 1.226215e-03
[40,] 2.734045e-05 6.821924e-05 1.580225e-04 3.399545e-04 6.794736e-04
[41,] 1.124275e-05 3.012524e-05 7.500202e-05 1.735216e-04 3.730672e-04
[42,] 4.554251e-06 1.314744e-05 3.526181e-05 8.784430e-05 2.032090e-04
[43,] 1.823973e-06 5.666052e-06 1.633385e-05 4.367778e-05 1.082948e-04
[44,] 7.139455e-07 2.375344e-06 7.322233e-06 2.090409e-05 5.524775e-05
[45,] 2.676217e-07 9.482656e-07 3.108626e-06 9.425289e-06 2.642292e-05
[46,] 9.412611e-08 3.535163e-07 1.227115e-06 3.935900e-06 1.166283e-05
[47,] 3.057734e-08 1.213289e-07 4.446478e-07 1.504869e-06 4.702874e-06
[48,] 9.079710e-09 3.798522e-08 1.467144e-07 5.231351e-07 1.721908e-06
[49,] 2.448997e-09 1.078920e-08 4.387406e-08 1.646742e-07 5.704623e-07
[50,] 5.978167e-10 2.771617e-09 1.185936e-08 4.683188e-08 1.706735e-07
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 3.623335e-03 4.277992e-03 4.711170e-03 4.820282e-03 4.571603e-03
 [2,] 4.794710e-03 5.838525e-03 6.687648e-03 7.155798e-03 7.121830e-03
 [3,] 6.003339e-03 7.428221e-03 8.763934e-03 9.749169e-03 1.014889e-02
 [4,] 7.313449e-03 9.006816e-03 1.077628e-02 1.233495e-02 1.334737e-02
 [5,] 8.935678e-03 1.071638e-02 1.273538e-02 1.476161e-02 1.642576e-02
 [6,] 1.118112e-02 1.288438e-02 1.490149e-02 1.713907e-02 1.929865e-02
 [7,] 1.436535e-02 1.593057e-02 1.773612e-02 1.986977e-02 2.220639e-02
 [8,] 1.873494e-02 2.024349e-02 2.176061e-02 2.353794e-02 2.568034e-02
 [9,] 2.446301e-02 2.611074e-02 2.741981e-02 2.873478e-02 3.038006e-02
[10,] 3.167612e-02 3.371643e-02 3.502067e-02 3.592827e-02 3.691461e-02
[11,] 4.041804e-02 4.312562e-02 4.470917e-02 4.540358e-02 4.573150e-02
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[37,] 3.292276e-02 2.564214e-02 1.889207e-02 1.313540e-02 8.604576e-03
[38,] 3.066982e-02 2.417756e-02 1.805540e-02 1.273588e-02 8.469138e-03
[39,] 2.864079e-02 2.277924e-02 1.719532e-02 1.227442e-02 8.265921e-03
[40,] 2.700496e-02 2.161468e-02 1.645816e-02 1.186737e-02 8.079119e-03
[41,] 2.568005e-02 2.065539e-02 1.584610e-02 1.153361e-02 7.934593e-03
[42,] 2.442352e-02 1.973521e-02 1.524695e-02 1.120064e-02 7.790019e-03
[43,] 2.295847e-02 1.864801e-02 1.450856e-02 1.075675e-02 7.565905e-03
[44,] 2.108060e-02 1.723220e-02 1.350731e-02 1.010712e-02 7.189183e-03
[45,] 1.872217e-02 1.542232e-02 1.218814e-02 9.206802e-03 6.622199e-03
[46,] 1.596400e-02 1.326589e-02 1.057821e-02 8.070409e-03 5.870862e-03
[47,] 1.299800e-02 1.090528e-02 8.778670e-03 6.766843e-03 4.980022e-03
[48,] 1.006094e-02 8.531299e-03 6.935815e-03 5.402225e-03 4.022485e-03
[49,] 7.370304e-03 6.328249e-03 5.199897e-03 4.092609e-03 3.082385e-03
[50,] 5.083275e-03 4.433013e-03 3.688161e-03 2.934786e-03 2.235090e-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  
    72.9281       0.3505  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/7wkak1193755502.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]  81.42123  82.25710  83.09297  83.92883  84.76470  85.60057  86.43644
 [8]  87.27231  88.10817  88.94404  89.77991  90.61578  91.45165  92.28752
[15]  93.12338  93.95925  94.79512  95.63099  96.46686  97.30272  98.13859
[22]  98.97446  99.81033 100.64620 101.48207 102.31793 103.15380 103.98967
[29] 104.82554 105.66141 106.49728 107.33314 108.16901 109.00488 109.84075
[36] 110.67662 111.51248 112.34835 113.18422 114.02009 114.85596 115.69183
[43] 116.52769 117.36356 118.19943 119.03530 119.87117 120.70703 121.54290
[50] 122.37877

$yords
 [1]  84.69399  85.76974  86.84550  87.92125  88.99701  90.07277  91.14852
 [8]  92.22428  93.30003  94.37579  95.45154  96.52730  97.60305  98.67881
[15]  99.75457 100.83032 101.90608 102.98183 104.05759 105.13334 106.20910
[22] 107.28486 108.36061 109.43637 110.51212 111.58788 112.66363 113.73939
[29] 114.81514 115.89090 116.96666 118.04241 119.11817 120.19392 121.26968
[36] 122.34543 123.42119 124.49695 125.57270 126.64846 127.72421 128.79997
[43] 129.87572 130.95148 132.02723 133.10299 134.17875 135.25450 136.33026
[50] 137.40601

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 4.156189e-03 5.119612e-03 6.285551e-03 7.780838e-03 9.677570e-03
 [2,] 5.882696e-03 7.296171e-03 8.882551e-03 1.081385e-02 1.326773e-02
 [3,] 7.804312e-03 9.875081e-03 1.207852e-02 1.457733e-02 1.763550e-02
 [4,] 9.628935e-03 1.255889e-02 1.562976e-02 1.891787e-02 2.270186e-02
 [5,] 1.100068e-02 1.489824e-02 1.906005e-02 2.341090e-02 2.813935e-02
 [6,] 1.162554e-02 1.642675e-02 2.176509e-02 2.739882e-02 3.333368e-02
 [7,] 1.139255e-02 1.684223e-02 2.322473e-02 3.018428e-02 3.751033e-02
 [8,] 1.042200e-02 1.613753e-02 2.322223e-02 3.130865e-02 4.001529e-02
 [9,] 9.011531e-03 1.460301e-02 2.194308e-02 3.076254e-02 4.061251e-02
[10,] 7.512786e-03 1.269849e-02 1.989043e-02 2.899494e-02 3.961236e-02
[11,] 6.207794e-03 1.087103e-02 1.766802e-02 2.670960e-02 3.773585e-02
[12,] 5.242021e-03 9.415451e-03 1.575657e-02 2.457150e-02 3.579063e-02
[13,] 4.625963e-03 8.429783e-03 1.439202e-02 2.298630e-02 3.435165e-02
[14,] 4.278763e-03 7.852103e-03 1.356968e-02 2.204052e-02 3.360960e-02
[15,] 4.079400e-03 7.530094e-03 1.312393e-02 2.157437e-02 3.341400e-02
[16,] 3.906881e-03 7.284550e-03 1.281829e-02 2.129940e-02 3.341723e-02
[17,] 3.667923e-03 6.956192e-03 1.241547e-02 2.089685e-02 3.321183e-02
[18,] 3.314864e-03 6.440402e-03 1.173097e-02 2.008909e-02 3.242252e-02
[19,] 2.852016e-03 5.709861e-03 1.067705e-02 1.870237e-02 3.077763e-02
[20,] 2.326849e-03 4.816520e-03 9.287009e-03 1.671938e-02 2.818224e-02
[21,] 1.807937e-03 3.867668e-03 7.702317e-03 1.429423e-02 2.476996e-02
[22,] 1.359109e-03 2.984629e-03 6.121123e-03 1.170720e-02 2.088679e-02
[23,] 1.020906e-03 2.263102e-03 4.730659e-03 9.272231e-03 1.699215e-02
[24,] 8.047170e-04 1.751250e-03 3.655088e-03 7.241545e-03 1.351834e-02
[25,] 6.971801e-04 1.448743e-03 2.936769e-03 5.749883e-03 1.075777e-02
[26,] 6.687939e-04 1.318614e-03 2.546445e-03 4.809924e-03 8.821294e-03
[27,] 6.824016e-04 1.301994e-03 2.405617e-03 4.339827e-03 7.660402e-03
[28,] 7.008202e-04 1.331506e-03 2.408581e-03 4.197118e-03 7.114441e-03
[29,] 6.942573e-04 1.344301e-03 2.442810e-03 4.208493e-03 6.953373e-03
[30,] 6.466743e-04 1.295365e-03 2.411180e-03 4.200892e-03 6.915978e-03
[31,] 5.585267e-04 1.167630e-03 2.254363e-03 4.038606e-03 6.758110e-03
[32,] 4.439657e-04 9.735522e-04 1.964358e-03 3.657539e-03 6.311599e-03
[33,] 3.234736e-04 7.461993e-04 1.580413e-03 3.078546e-03 5.530258e-03
[34,] 2.155425e-04 5.239390e-04 1.167793e-03 2.389156e-03 4.493923e-03
[35,] 1.311826e-04 3.363398e-04 7.901060e-04 1.701650e-03 3.363262e-03
[36,] 7.287008e-05 1.971754e-04 4.886124e-04 1.109297e-03 2.308657e-03
[37,] 3.692878e-05 1.054911e-04 2.759040e-04 6.608295e-04 1.449989e-03
[38,] 1.706923e-05 5.148709e-05 1.421689e-04 3.594111e-04 8.320551e-04
[39,] 7.195003e-06 2.291925e-05 6.682671e-05 1.783674e-04 4.358658e-04
[40,] 2.765527e-06 9.303851e-06 2.864858e-05 8.074585e-05 2.083283e-04
[41,] 9.692411e-07 3.443898e-06 1.119977e-05 3.333664e-05 9.082569e-05
[42,] 3.097268e-07 1.162363e-06 3.992421e-06 1.255077e-05 3.611243e-05
[43,] 9.024248e-08 3.577050e-07 1.297673e-06 4.308604e-06 1.309323e-05
[44,] 2.397306e-08 1.003673e-07 3.845780e-07 1.348659e-06 4.328634e-06
[45,] 5.806478e-09 2.567669e-08 1.039170e-07 3.849077e-07 1.304826e-06
[46,] 1.282264e-09 5.989114e-09 2.560162e-08 1.001598e-07 3.586261e-07
[47,] 2.581769e-10 1.273685e-09 5.750767e-09 2.376344e-08 8.986978e-08
[48,] 4.739476e-11 2.469648e-10 1.177765e-09 5.140448e-09 2.053351e-08
[49,] 7.932620e-12 4.365981e-11 2.199203e-10 1.013836e-09 4.277488e-09
[50,] 1.210531e-12 7.037232e-12 3.744086e-11 1.823090e-10 8.124362e-10
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 1.190593e-02 1.421414e-02 1.621237e-02 1.749236e-02 1.776879e-02
 [2,] 1.629391e-02 1.969959e-02 2.303123e-02 2.568495e-02 2.710487e-02
 [3,] 2.146484e-02 2.603015e-02 3.092553e-02 3.541532e-02 3.864629e-02
 [4,] 2.734052e-02 3.302715e-02 3.954234e-02 4.616064e-02 5.179940e-02
 [5,] 3.366496e-02 4.040703e-02 4.844153e-02 5.723667e-02 6.564933e-02
 [6,] 3.991724e-02 4.770134e-02 5.707935e-02 6.786947e-02 7.909686e-02
 [7,] 4.535370e-02 5.424211e-02 6.479842e-02 7.725249e-02 9.100981e-02
 [8,] 4.923407e-02 5.930945e-02 7.092295e-02 8.465207e-02 1.004009e-01
 [9,] 5.114832e-02 6.242871e-02 7.500148e-02 8.962202e-02 1.066748e-01
[10,] 5.124840e-02 6.365562e-02 7.709448e-02 9.227793e-02 1.099212e-01
[11,] 5.021294e-02 6.363584e-02 7.789434e-02 9.344691e-02 1.111001e-01
[12,] 4.894087e-02 6.334779e-02 7.851930e-02 9.449722e-02 1.119071e-01
[13,] 4.815426e-02 6.365600e-02 8.003468e-02 9.682827e-02 1.142328e-01
[14,] 4.813920e-02 6.493908e-02 8.296356e-02 1.012519e-01 1.194008e-01
[15,] 4.873306e-02 6.699296e-02 8.707134e-02 1.076121e-01 1.275678e-01
[16,] 4.949070e-02 6.920592e-02 9.151769e-02 1.148541e-01 1.376201e-01
[17,] 4.988001e-02 7.083590e-02 9.522698e-02 1.214647e-01 1.476107e-01
[18,] 4.941213e-02 7.121941e-02 9.723202e-02 1.259967e-01 1.554633e-01
[19,] 4.771629e-02 6.986861e-02 9.685109e-02 1.274133e-01 1.595679e-01
[20,] 4.461162e-02 6.652317e-02 9.373234e-02 1.251915e-01 1.590542e-01
[21,] 4.018394e-02 6.121753e-02 8.787586e-02 1.192978e-01 1.537861e-01
[22,] 3.481275e-02 5.433783e-02 7.967551e-02 1.101622e-01 1.442476e-01
[23,] 2.909439e-02 4.658745e-02 6.991533e-02 9.865413e-02 1.314319e-01
[24,] 2.367391e-02 3.882352e-02 5.963698e-02 8.597362e-02 1.167052e-01
[25,] 1.906618e-02 3.182508e-02 4.988703e-02 7.340799e-02 1.015705e-01
[26,] 1.555157e-02 2.610960e-02 4.146008e-02 6.202872e-02 8.734807e-02
[27,] 1.317187e-02 2.187553e-02 3.476655e-02 5.248158e-02 7.490546e-02
[28,] 1.178675e-02 1.905498e-02 2.986021e-02 4.496793e-02 6.458225e-02
[29,] 1.113495e-02 1.739888e-02 2.654885e-02 3.937436e-02 5.632515e-02
[30,] 1.087975e-02 1.653647e-02 2.448386e-02 3.541385e-02 4.989784e-02
[31,] 1.065840e-02 1.601639e-02 2.319536e-02 3.267886e-02 4.499585e-02
[32,] 1.015739e-02 1.537537e-02 2.212695e-02 3.063170e-02 4.121836e-02
[33,] 9.198707e-03 1.425157e-02 2.073674e-02 2.864067e-02 3.800668e-02
[34,] 7.791227e-03 1.249845e-02 1.865767e-02 2.612966e-02 3.470096e-02
[35,] 6.109815e-03 1.022633e-02 1.582889e-02 2.278527e-02 3.075059e-02
[36,] 4.408667e-03 7.736339e-03 1.250436e-02 1.868425e-02 2.595450e-02
[37,] 2.916285e-03 5.381199e-03 9.123090e-03 1.424383e-02 2.055574e-02
[38,] 1.764556e-03 3.429896e-03 6.116127e-03 1.001963e-02 1.511570e-02
[39,] 9.753317e-04 1.999218e-03 3.755902e-03 6.472999e-03 1.024892e-02
[40,] 4.920873e-04 1.064366e-03 2.108829e-03 3.829443e-03 6.379370e-03
[41,] 2.265183e-04 5.172022e-04 1.081360e-03 2.071016e-03 3.635411e-03
[42,] 9.510771e-05 2.292879e-04 5.060678e-04 1.022805e-03 1.893618e-03
[43,] 3.641734e-05 9.271331e-05 2.160643e-04 4.609884e-04 9.006656e-04
[44,] 1.271563e-05 3.418823e-05 8.413726e-05 1.895443e-04 3.909373e-04
[45,] 4.048359e-06 1.149593e-05 2.987872e-05 7.108135e-05 1.547982e-04
[46,] 1.175212e-06 3.524694e-06 9.675340e-06 2.430892e-05 5.590434e-05
[47,] 3.110577e-07 9.853584e-07 2.856795e-06 7.580626e-06 1.841149e-05
[48,] 7.506655e-08 2.511613e-07 7.691048e-07 2.155515e-06 5.529174e-06
[49,] 1.651695e-08 5.837034e-08 1.887895e-07 5.588447e-07 1.514045e-06
[50,] 3.313519e-09 1.236829e-08 4.225238e-08 1.321043e-07 3.780168e-07
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 1.697426e-02 1.526726e-02 1.296047e-02 1.041392e-02 7.941880e-03
 [2,] 2.697493e-02 2.531392e-02 2.244045e-02 1.884366e-02 1.503169e-02
 [3,] 3.993752e-02 3.900756e-02 3.603809e-02 3.156797e-02 2.629453e-02
 [4,] 5.536178e-02 5.611099e-02 5.389634e-02 4.914394e-02 4.265602e-02
 [5,] 7.222993e-02 7.570398e-02 7.539444e-02 7.139097e-02 6.442622e-02
 [6,] 8.914677e-02 9.625447e-02 9.909772e-02 9.720123e-02 9.098612e-02
 [7,] 1.045611e-01 1.158456e-01 1.229163e-01 1.245749e-01 1.206757e-01
 [8,] 1.170396e-01 1.325168e-01 1.444473e-01 1.508935e-01 1.509465e-01
 [9,] 1.256006e-01 1.446955e-01 1.614663e-01 1.734022e-01 1.787714e-01
[10,] 1.300843e-01 1.516863e-01 1.725256e-01 1.898611e-01 2.012746e-01
[11,] 1.314220e-01 1.540848e-01 1.775404e-01 1.992696e-01 2.165140e-01
[12,] 1.315770e-01 1.538713e-01 1.781094e-01 2.024333e-01 2.242357e-01
[13,] 1.330078e-01 1.539618e-01 1.772721e-01 2.020274e-01 2.262682e-01
[14,] 1.377699e-01 1.572373e-01 1.785943e-01 2.019067e-01 2.261946e-01
[15,] 1.466516e-01 1.654121e-01 1.848483e-01 2.057625e-01 2.282032e-01
[16,] 1.587929e-01 1.782873e-01 1.968688e-01 2.156541e-01 2.354778e-01
[17,] 1.719945e-01 1.937766e-01 2.131564e-01 2.311140e-01 2.488480e-01
[18,] 1.835300e-01 2.086836e-01 2.304276e-01 2.492796e-01 2.663730e-01
[19,] 1.910253e-01 2.198134e-01 2.448166e-01 2.659755e-01 2.840730e-01
[20,] 1.930206e-01 2.248929e-01 2.531373e-01 2.771982e-01 2.974312e-01
[21,] 1.891051e-01 2.229892e-01 2.536905e-01 2.803372e-01 3.029507e-01
[22,] 1.797680e-01 2.144450e-01 2.464356e-01 2.747152e-01 2.991311e-01
[23,] 1.661627e-01 2.005493e-01 2.326742e-01 2.614313e-01 2.866160e-01
[24,] 1.498681e-01 1.831467e-01 2.145159e-01 2.427651e-01 2.676650e-01
[25,] 1.326151e-01 1.642512e-01 1.943236e-01 2.214468e-01 2.453025e-01
[26,] 1.159521e-01 1.456615e-01 1.742143e-01 1.999884e-01 2.224642e-01
[27,] 1.009386e-01 1.286203e-01 1.556565e-01 1.801714e-01 2.013316e-01
[28,] 8.801668e-02 1.136425e-01 1.392523e-01 1.627619e-01 1.829495e-01
[29,] 7.713710e-02 1.006196e-01 1.248093e-01 1.475336e-01 1.671812e-01
[30,] 6.804065e-02 8.915773e-02 1.117058e-01 1.336239e-01 1.530196e-01
[31,] 6.048181e-02 7.893730e-02 9.937787e-02 1.201030e-01 1.391725e-01
[32,] 5.424680e-02 6.985763e-02 8.764664e-02 1.064868e-01 1.247049e-01
[33,] 4.901404e-02 6.189994e-02 7.669701e-02 9.292035e-02 1.094454e-01
[34,] 4.425534e-02 5.487849e-02 6.676820e-02 7.994801e-02 9.395656e-02
[35,] 3.933782e-02 4.833854e-02 5.783288e-02 6.806504e-02 7.911991e-02
[36,] 3.379576e-02 4.172329e-02 4.953337e-02 5.738563e-02 6.562164e-02
[37,] 2.757728e-02 3.469112e-02 4.141743e-02 4.764808e-02 5.366895e-02
[38,] 2.107925e-02 2.733646e-02 3.327122e-02 3.850330e-02 4.307171e-02
[39,] 1.494503e-02 2.015141e-02 2.528783e-02 2.982975e-02 3.355292e-02
[40,] 9.764425e-03 1.376835e-02 1.796315e-02 2.183964e-02 2.502033e-02
[41,] 5.854795e-03 8.665504e-03 1.182107e-02 1.493570e-02 1.761972e-02
[42,] 3.213524e-03 5.004192e-03 7.164273e-03 9.460679e-03 1.158838e-02
[43,] 1.612049e-03 2.645080e-03 3.983655e-03 5.518910e-03 7.060151e-03
[44,] 7.383959e-04 1.277774e-03 2.027453e-03 2.953962e-03 3.962170e-03
[45,] 3.086488e-04 5.636102e-04 9.430557e-04 1.447279e-03 2.040660e-03
[46,] 1.176935e-04 2.268657e-04 4.005390e-04 6.481158e-04 9.622550e-04
[47,] 4.093179e-05 8.330570e-05 1.552491e-04 2.650356e-04 4.147938e-04
[48,] 1.298173e-05 2.789996e-05 5.489566e-05 9.891353e-05 1.632970e-04
[49,] 3.754339e-06 8.521166e-06 1.770428e-05 3.367833e-05 5.867651e-05
[50,] 9.900165e-07 2.373156e-06 5.207043e-06 1.045900e-05 1.923634e-05
             [,16]        [,17]        [,18]        [,19]        [,20]
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[43,] 4.849734e-02 5.657974e-02 6.459963e-02 7.282475e-02 8.188724e-02
[44,] 3.589635e-02 4.258078e-02 4.895374e-02 5.503000e-02 6.126667e-02
[45,] 2.520183e-02 3.062493e-02 3.574820e-02 4.036848e-02 4.468539e-02
[46,] 1.660088e-02 2.080142e-02 2.485629e-02 2.844884e-02 3.155042e-02
[47,] 1.017556e-02 1.321539e-02 1.627991e-02 1.905005e-02 2.136282e-02
[48,] 5.769643e-03 7.796240e-03 9.956658e-03 1.200138e-02 1.373303e-02
[49,] 3.013933e-03 4.248597e-03 5.648744e-03 7.055789e-03 8.304387e-03
[50,] 1.446516e-03 2.130965e-03 2.958542e-03 3.847053e-03 4.687213e-03
             [,36]        [,37]        [,38]        [,39]        [,40]
 [1,] 3.641977e-06 2.032025e-06 1.074185e-06 5.340527e-07 2.479996e-07
 [2,] 1.272137e-05 7.416581e-06 4.105082e-06 2.141333e-06 1.045171e-06
 [3,] 4.065416e-05 2.475039e-05 1.433491e-05 7.840956e-06 4.020746e-06
 [4,] 1.188958e-04 7.553779e-05 4.574927e-05 2.622450e-05 1.412086e-05
 [5,] 3.183191e-04 2.108957e-04 1.334707e-04 8.012648e-05 4.528036e-05
 [6,] 7.805093e-04 5.388085e-04 3.560513e-04 2.236989e-04 1.325927e-04
 [7,] 1.753704e-03 1.260208e-03 8.687576e-04 5.707845e-04 3.546225e-04
 [8,] 3.613494e-03 2.699744e-03 1.939597e-03 1.331447e-03 8.664401e-04
 [9,] 6.835051e-03 5.301339e-03 3.964304e-03 2.840341e-03 1.934387e-03
[10,] 1.188546e-02 9.551099e-03 7.422537e-03 5.543809e-03 3.947430e-03
[11,] 1.903640e-02 1.580899e-02 1.274257e-02 9.905935e-03 7.365841e-03
[12,] 2.815530e-02 2.408409e-02 2.008245e-02 1.621749e-02 1.257458e-02
[13,] 3.858179e-02 3.385337e-02 2.910533e-02 2.435339e-02 1.965335e-02
[14,] 4.918674e-02 4.404895e-02 3.888130e-02 3.359701e-02 2.815017e-02
[15,] 5.862648e-02 5.327758e-02 4.802799e-02 4.267294e-02 3.700257e-02
[16,] 6.569481e-02 6.020791e-02 5.508568e-02 5.005162e-02 4.472445e-02
[17,] 6.962788e-02 6.395471e-02 5.897481e-02 5.443273e-02 4.984547e-02
[18,] 7.027284e-02 6.429589e-02 5.931875e-02 5.518290e-02 5.142260e-02
[19,] 6.813554e-02 6.168044e-02 5.649869e-02 5.251269e-02 4.936783e-02
[20,] 6.437301e-02 5.711642e-02 5.148246e-02 4.733784e-02 4.443214e-02
[21,] 6.074792e-02 5.205681e-02 4.559201e-02 4.096268e-02 3.789454e-02
[22,] 5.947785e-02 4.831271e-02 4.035155e-02 3.480008e-02 3.117284e-02
[23,] 6.289238e-02 4.791728e-02 3.742672e-02 3.025447e-02 2.557563e-02
[24,] 7.289915e-02 5.284379e-02 3.854862e-02 2.873212e-02 2.227063e-02
[25,] 9.040611e-02 6.457325e-02 4.531087e-02 3.163743e-02 2.237651e-02
[26,] 1.149486e-01 8.364360e-02 5.882910e-02 4.023459e-02 2.701262e-02
[27,] 1.447400e-01 1.093948e-01 7.938350e-02 5.536770e-02 3.719281e-02
[28,] 1.771805e-01 1.400790e-01 1.062336e-01 7.715902e-02 5.357403e-02
[29,] 2.096083e-01 1.733300e-01 1.377394e-01 1.048575e-01 7.618498e-02
[30,] 2.399112e-01 2.067690e-01 1.717565e-01 1.369433e-01 1.042910e-01
[31,] 2.666918e-01 2.384204e-01 2.060898e-01 1.714346e-01 1.364699e-01
[32,] 2.889632e-01 2.667295e-01 2.387431e-01 2.061984e-01 1.708261e-01
[33,] 3.056648e-01 2.902545e-01 2.678540e-01 2.390763e-01 2.051791e-01
[34,] 3.153955e-01 3.073489e-01 2.914682e-01 2.678175e-01 2.371247e-01
[35,] 3.165905e-01 3.161589e-01 3.074548e-01 2.900170e-01 2.640489e-01
[36,] 3.080645e-01 3.150250e-01 3.137686e-01 3.032973e-01 2.832902e-01
[37,] 2.896214e-01 3.030932e-01 3.089968e-01 3.057765e-01 2.925589e-01
[38,] 2.624091e-01 2.808074e-01 2.929062e-01 2.966210e-01 2.904871e-01
[39,] 2.288433e-01 2.500325e-01 2.667074e-01 2.763901e-01 2.770303e-01
[40,] 1.921263e-01 2.137527e-01 2.329172e-01 2.470110e-01 2.535161e-01
[41,] 1.555409e-01 1.754609e-01 1.948873e-01 2.114278e-01 2.223593e-01
[42,] 1.217798e-01 1.384536e-01 1.561678e-01 1.730766e-01 1.866160e-01
[43,] 9.253190e-02 1.052498e-01 1.198816e-01 1.353255e-01 1.495286e-01
[44,] 6.842819e-02 7.729246e-02 8.826064e-02 1.009750e-01 1.141082e-01
[45,] 4.928828e-02 5.497593e-02 6.244246e-02 7.189899e-02 8.275388e-02
[46,] 3.449609e-02 3.791961e-02 4.254960e-02 4.890417e-02 5.696168e-02
[47,] 2.332504e-02 2.533324e-02 2.797729e-02 3.183732e-02 3.721484e-02
[48,] 1.511349e-02 1.632553e-02 1.775509e-02 1.988462e-02 2.311195e-02
[49,] 9.299246e-03 1.008139e-02 1.085208e-02 1.193573e-02 1.368029e-02
[50,] 5.386160e-03 5.917819e-03 6.358006e-03 6.885628e-03 7.741013e-03
             [,41]        [,42]        [,43]        [,44]        [,45]
 [1,] 1.069514e-07 4.264528e-08 1.567120e-08 5.295334e-09 1.642728e-09
 [2,] 4.744401e-07 1.993377e-07 7.724631e-08 2.753960e-08 9.017301e-09
 [3,] 1.920455e-06 8.500085e-07 3.472877e-07 1.306182e-07 4.513700e-08
 [4,] 7.094038e-06 3.306738e-06 1.424152e-06 5.649948e-07 2.060357e-07
 [5,] 2.391621e-05 1.173679e-05 5.327196e-06 2.228916e-06 8.576598e-07
 [6,] 7.359524e-05 3.801076e-05 1.817781e-05 8.019892e-06 3.255834e-06
 [7,] 2.067380e-04 1.123337e-04 5.658623e-05 2.632003e-05 1.127186e-05
 [8,] 5.302337e-04 3.029730e-04 1.607077e-04 7.878938e-05 3.559007e-05
 [9,] 1.241839e-03 7.458285e-04 4.164410e-04 2.151470e-04 1.024889e-04
[10,] 2.656469e-03 1.676010e-03 9.846969e-04 5.359407e-04 2.691894e-04
[11,] 5.191562e-03 3.438668e-03 2.124866e-03 1.217989e-03 6.449005e-04
[12,] 9.272347e-03 6.442757e-03 4.185037e-03 2.525526e-03 1.409304e-03
[13,] 1.514161e-02 1.102657e-02 7.524529e-03 4.778471e-03 2.809460e-03
[14,] 2.262082e-02 1.724466e-02 1.235285e-02 8.251103e-03 5.109548e-03
[15,] 3.094334e-02 2.465661e-02 1.852213e-02 1.300458e-02 8.478681e-03
[16,] 3.880371e-02 3.225404e-02 2.537626e-02 1.871299e-02 1.283863e-02
[17,] 4.468689e-02 3.864115e-02 3.178545e-02 2.459196e-02 1.774322e-02
[18,] 4.737751e-02 4.245969e-02 3.642994e-02 2.952892e-02 2.238615e-02
[19,] 4.640986e-02 4.288595e-02 3.825239e-02 3.241914e-02 2.579401e-02
[20,] 4.222361e-02 3.994696e-02 3.686764e-02 3.257621e-02 2.715728e-02
[21,] 3.595865e-02 3.448832e-02 3.271115e-02 3.000825e-02 2.614851e-02
[22,] 2.903776e-02 2.783143e-02 2.685050e-02 2.540870e-02 2.305685e-02
[23,] 2.278981e-02 2.133529e-02 2.058346e-02 1.987538e-02 1.866583e-02
[24,] 1.829320e-02 1.610175e-02 1.505593e-02 1.452738e-02 1.395130e-02
[25,] 1.644381e-02 1.293375e-02 1.108488e-02 1.022683e-02 9.772816e-03
[26,] 1.810706e-02 1.248300e-02 9.218372e-03 7.517776e-03 6.710466e-03
[27,] 2.418550e-02 1.542351e-02 9.923029e-03 6.751149e-03 5.090673e-03
[28,] 3.551368e-02 2.250334e-02 1.374099e-02 8.270316e-03 5.133489e-03
[29,] 5.261654e-02 3.442375e-02 2.130679e-02 1.252727e-02 7.106387e-03
[30,] 7.546061e-02 5.160605e-02 3.321154e-02 2.006342e-02 1.139356e-02
[31,] 1.033300e-01 7.396826e-02 4.978749e-02 3.137097e-02 1.845198e-02
[32,] 1.348663e-01 1.008087e-01 7.091324e-02 4.670452e-02 2.868347e-02
[33,] 1.681928e-01 1.308033e-01 9.589758e-02 6.591172e-02 4.227612e-02
[34,] 2.010133e-01 1.620511e-01 1.234314e-01 8.830886e-02 5.905222e-02
[35,] 2.306793e-01 1.921316e-01 1.515802e-01 1.125952e-01 7.833273e-02
[36,] 2.543561e-01 2.182473e-01 1.778562e-01 1.368314e-01 9.883562e-02
[37,] 2.694156e-01 2.375750e-01 1.994839e-01 1.585762e-01 1.186819e-01
[38,] 2.739977e-01 2.478298e-01 2.139135e-01 1.752802e-01 1.356207e-01
[39,] 2.674839e-01 2.478276e-01 2.194449e-01 1.848873e-01 1.475116e-01
[40,] 2.506293e-01 2.377472e-01 2.156530e-01 1.863911e-01 1.529121e-01
[41,] 2.253142e-01 2.189572e-01 2.033710e-01 1.800345e-01 1.514693e-01
[42,] 1.941119e-01 1.935660e-01 1.842779e-01 1.670407e-01 1.438810e-01
[43,] 1.598882e-01 1.639901e-01 1.603914e-01 1.490874e-01 1.314708e-01
[44,] 1.255006e-01 1.327036e-01 1.337605e-01 1.278805e-01 1.156858e-01
[45,] 9.352242e-02 1.021030e-01 1.063957e-01 1.050259e-01 9.783080e-02
[46,] 6.593812e-02 7.432260e-02 8.024800e-02 8.209994e-02 7.910065e-02
[47,] 4.387958e-02 5.095413e-02 5.704929e-02 6.066445e-02 6.071207e-02
[48,] 2.753691e-02 3.279357e-02 3.802805e-02 4.208872e-02 4.389478e-02
[49,] 1.631144e-02 1.978115e-02 2.367743e-02 2.726546e-02 2.968615e-02
[50,] 9.143754e-03 1.118666e-02 1.374129e-02 1.642556e-02 1.867512e-02
             [,46]        [,47]        [,48]        [,49]        [,50]
 [1,] 4.673697e-10 1.218627e-10 2.910671e-11 6.366374e-12 1.274909e-12
 [2,] 2.708472e-09 7.456902e-10 1.880837e-10 4.344620e-11 9.188843e-12
 [3,] 1.431228e-08 4.160545e-09 1.108161e-09 2.703322e-10 6.038431e-11
 [4,] 6.896354e-08 2.116655e-08 5.953198e-09 1.533670e-09 3.618014e-10
 [5,] 3.030137e-07 9.818871e-08 2.916057e-08 7.933323e-09 1.976512e-09
 [6,] 1.214075e-06 4.153275e-07 1.302400e-07 3.741717e-08 9.844984e-09
 [7,] 4.435848e-06 1.601925e-06 5.303932e-07 1.609093e-07 4.471130e-08
 [8,] 1.477966e-05 5.634065e-06 1.969522e-06 6.309397e-07 1.851433e-07
 [9,] 4.490753e-05 1.806908e-05 6.668636e-06 2.255765e-06 6.990187e-07
[10,] 1.244380e-04 5.284374e-05 2.058887e-05 7.353657e-06 2.406372e-06
[11,] 3.144698e-04 1.409296e-04 5.796320e-05 2.185846e-05 7.553211e-06
[12,] 7.247899e-04 3.427458e-04 1.488000e-04 5.924428e-05 2.161713e-05
[13,] 1.523601e-03 7.601775e-04 3.483308e-04 1.464162e-04 5.641122e-05
[14,] 2.921312e-03 1.537604e-03 7.435800e-04 3.299537e-04 1.342262e-04
[15,] 5.109271e-03 2.836462e-03 1.447507e-03 6.780229e-04 2.912176e-04
[16,] 8.151710e-03 4.772356e-03 2.569706e-03 1.270489e-03 5.761176e-04
[17,] 1.186566e-02 7.323827e-03 4.160359e-03 2.170912e-03 1.039258e-03
[18,] 1.575974e-02 1.025242e-02 6.143030e-03 3.382745e-03 1.709471e-03
[19,] 1.910318e-02 1.309317e-02 8.273029e-03 4.806920e-03 2.564097e-03
[20,] 2.113906e-02 1.525663e-02 1.016276e-02 6.229518e-03 3.507134e-03
[21,] 2.136374e-02 1.622424e-02 1.138872e-02 7.363069e-03 4.374518e-03
[22,] 1.973253e-02 1.575121e-02 1.164476e-02 7.938151e-03 4.976094e-03
[23,] 1.667784e-02 1.396906e-02 1.086687e-02 7.807245e-03 5.162483e-03
[24,] 1.293263e-02 1.133049e-02 9.260580e-03 7.006589e-03 4.885327e-03
[25,] 9.264373e-03 8.431056e-03 7.216223e-03 5.741152e-03 4.217993e-03
[26,] 6.263821e-03 5.809893e-03 5.162492e-03 4.302330e-03 3.325072e-03
[27,] 4.278937e-03 3.829788e-03 3.438546e-03 2.965818e-03 2.398881e-03
[28,] 3.488035e-03 2.675501e-03 2.242123e-03 1.922207e-03 1.598197e-03
[29,] 4.035431e-03 2.439058e-03 1.659393e-03 1.265926e-03 1.017985e-03
[30,] 6.141047e-03 3.225344e-03 1.739759e-03 1.032541e-03 6.969194e-04
[31,] 1.013057e-02 5.219840e-03 2.567576e-03 1.253744e-03 6.491835e-04
[32,] 1.638172e-02 8.693356e-03 4.298293e-03 2.000560e-03 8.997711e-04
[33,] 2.521504e-02 1.395006e-02 7.150616e-03 3.399653e-03 1.507872e-03
[34,] 3.676085e-02 2.123789e-02 1.136182e-02 5.621377e-03 2.572540e-03
[35,] 5.081730e-02 3.063428e-02 1.711435e-02 8.843146e-03 4.220752e-03
[36,] 6.671120e-02 4.191328e-02 2.443595e-02 1.318842e-02 6.577556e-03
[37,] 8.320981e-02 5.441888e-02 3.308147e-02 1.864099e-02 9.715466e-03
[38,] 9.858351e-02 6.701526e-02 4.243529e-02 2.494958e-02 1.358523e-02
[39,] 1.109078e-01 7.821158e-02 5.151112e-02 3.156884e-02 1.794860e-02
[40,] 1.185638e-01 8.649997e-02 5.912010e-02 3.770230e-02 2.235642e-02
[41,] 1.207203e-01 9.080125e-02 6.419367e-02 4.248224e-02 2.621683e-02
[42,] 1.175212e-01 9.078908e-02 6.612337e-02 4.523559e-02 2.895645e-02
[43,] 1.098660e-01 8.689570e-02 6.492476e-02 4.570212e-02 3.020946e-02
[44,] 9.894964e-02 8.000565e-02 6.112428e-02 4.407379e-02 2.992980e-02
[45,] 8.588023e-02 7.105913e-02 5.545539e-02 4.083434e-02 2.835721e-02
[46,] 7.158183e-02 6.082411e-02 4.857693e-02 3.651597e-02 2.586513e-02
[47,] 5.692185e-02 4.992315e-02 4.097984e-02 3.153575e-02 2.279754e-02
[48,] 4.283216e-02 3.898297e-02 3.307477e-02 2.618992e-02 1.939613e-02
[49,] 3.025165e-02 2.870515e-02 2.531349e-02 2.074936e-02 1.583432e-02
[50,] 1.991542e-02 1.976991e-02 1.820442e-02 1.553375e-02 1.229114e-02

> 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  
    28.7744       0.8074  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/1wb2f1193755502.ps tmp/1wb2f1193755502.png")
> system("convert tmp/2tw6y1193755502.ps tmp/2tw6y1193755502.png")
> system("convert tmp/35jmh1193755502.ps tmp/35jmh1193755502.png")
> system("convert tmp/4zuqr1193755502.ps tmp/4zuqr1193755502.png")
> system("convert tmp/51qnx1193755502.ps tmp/51qnx1193755502.png")
> system("convert tmp/6awqv1193755502.ps tmp/6awqv1193755502.png")
> system("convert tmp/7wkak1193755502.ps tmp/7wkak1193755502.png")
> 
> 
> proc.time()
   user  system elapsed 
  2.352   1.377   2.703