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(124.9,132,151.4,108.9,121.3,123.4,90.3,79.3,117.2,116.9,120.8,96.1,100.8,105.3,116.1,112.8,114.5,117.2,77.1,80.1,120.3,133.4,109.4,93.2,91.2,99.2,108.2,101.5,106.9,104.4,77.9,60,99.5,95,105.6,102.5,93.3,97.3,127,111.7,96.4,133,72.2,95.8,124.1,127.6,110.7,104.6,112.7,115.3,139.4,119,97.4,154,81.5,88.8,127.7,105.1,114.9,106.4,104.5,121.6,141.4,99,126.7,134.1,81.3,88.6,132.7,132.9,134.4,103.7,119.7,115,132.9,108.5,113.9,142.9,95.2,93)
> y <- c(97.3,101,113.2,101,105.7,113.9,86.4,96.5,103.3,114.9,105.8,94.2,98.4,99.4,108.8,112.6,104.4,112.2,81.1,97.1,112.6,113.8,107.8,103.2,103.3,101.2,107.7,110.4,101.9,115.9,89.9,88.6,117.2,123.9,100,103.6,94.1,98.7,119.5,112.7,104.4,124.7,89.1,97,121.6,118.8,114,111.5,97.2,102.5,113.4,109.8,104.9,126.1,80,96.8,117.2,112.3,117.3,111.1,102.2,104.3,122.9,107.6,121.3,131.5,89,104.4,128.9,135.9,133.3,121.3,120.5,120.4,137.9,126.1,133.2,146.6,103.4,117.2)
> x <- c(106.7,110.2,125.9,100.1,106.4,114.8,81.3,87,104.2,108,105,94.5,92,95.9,108.8,103.4,102.1,110.1,83.2,82.7,106.8,113.7,102.5,96.6,92.1,95.6,102.3,98.6,98.2,104.5,84,73.8,103.9,106,97.2,102.6,89,93.8,116.7,106.8,98.5,118.7,90,91.9,113.3,113.1,104.1,108.7,96.7,101,116.9,105.8,99,129.4,83,88.9,115.9,104.2,113.4,112.2,100.8,107.3,126.6,102.9,117.9,128.8,87.5,93.8,122.7,126.2,124.6,116.7,115.2,111.1,129.9,113.3,118.5,133.5,102.1,102.4)
> 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/1jnif1194293424.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/2zi7z1194293424.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/3dpbr1194293424.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/44nn81194293424.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/50uc31194293424.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  
    11.0174       0.9376  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/6yosj1194293424.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]  71.42759  73.13667  74.84575  76.55483  78.26391  79.97298  81.68206
 [8]  83.39114  85.10022  86.80929  88.51837  90.22745  91.93653  93.64561
[15]  95.35468  97.06376  98.77284 100.48192 102.19099 103.90007 105.60915
[22] 107.31823 109.02731 110.73638 112.44546 114.15454 115.86362 117.57269
[29] 119.28177 120.99085 122.69993 124.40901 126.11808 127.82716 129.53624
[36] 131.24532 132.95439 134.66347 136.37255 138.08163 139.79071 141.49978
[43] 143.20886 144.91794 146.62702 148.33609 150.04517 151.75425 153.46333
[50] 155.17241

$yords
 [1]  46.17554  48.65818  51.14081  53.62344  56.10607  58.58870  61.07133
 [8]  63.55396  66.03659  68.51922  71.00185  73.48448  75.96711  78.44975
[15]  80.93238  83.41501  85.89764  88.38027  90.86290  93.34553  95.82816
[22]  98.31079 100.79342 103.27605 105.75868 108.24132 110.72395 113.20658
[29] 115.68921 118.17184 120.65447 123.13710 125.61973 128.10236 130.58499
[36] 133.06762 135.55025 138.03289 140.51552 142.99815 145.48078 147.96341
[43] 150.44604 152.92867 155.41130 157.89393 160.37656 162.85919 165.34182
[50] 167.82446

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 1.873693e-04 2.515325e-04 3.985192e-04 6.954270e-04 1.222486e-03
 [2,] 3.864959e-04 4.456036e-04 5.809401e-04 8.680615e-04 1.413387e-03
 [3,] 7.778022e-04 8.503262e-04 9.776833e-04 1.243190e-03 1.758730e-03
 [4,] 1.420033e-03 1.570480e-03 1.722380e-03 1.981013e-03 2.466301e-03
 [5,] 2.268494e-03 2.639570e-03 2.914424e-03 3.218208e-03 3.711397e-03
 [6,] 3.108393e-03 3.902281e-03 4.501208e-03 4.984436e-03 5.560235e-03
 [7,] 3.610178e-03 4.969972e-03 6.148214e-03 7.064469e-03 7.885081e-03
 [8,] 3.528427e-03 5.381288e-03 7.268985e-03 8.902378e-03 1.025119e-02
 [9,] 2.889416e-03 4.912547e-03 7.330880e-03 9.758528e-03 1.190759e-02
[10,] 1.977416e-03 3.761944e-03 6.247077e-03 9.158192e-03 1.209049e-02
[11,] 1.129245e-03 2.409277e-03 4.471759e-03 7.280161e-03 1.055029e-02
[12,] 5.376508e-04 1.288124e-03 2.679314e-03 4.869076e-03 7.819085e-03
[13,] 2.133172e-04 5.743646e-04 1.340971e-03 2.728742e-03 4.884631e-03
[14,] 7.051852e-05 2.134924e-04 5.600228e-04 1.278524e-03 2.560644e-03
[15,] 1.943422e-05 6.617513e-05 1.951554e-04 5.004736e-04 1.124160e-03
[16,] 4.479708e-06 1.715722e-05 5.690276e-05 1.640460e-04 4.139020e-04
[17,] 8.783482e-07 3.778750e-06 1.408324e-05 4.563332e-05 1.293935e-04
[18,] 1.592157e-07 7.610728e-07 3.162444e-06 1.145105e-05 3.633208e-05
[19,] 3.618377e-08 1.834725e-07 8.192070e-07 3.218740e-06 1.115151e-05
[20,] 1.468140e-08 7.566748e-08 3.468014e-07 1.413737e-06 5.127123e-06
[21,] 8.222103e-09 4.436679e-08 2.119376e-07 8.992019e-07 3.396743e-06
[22,] 4.560490e-09 2.655901e-08 1.358581e-07 6.129970e-07 2.449702e-06
[23,] 2.247740e-09 1.436553e-08 8.009379e-08 3.909592e-07 1.677648e-06
[24,] 9.528021e-10 6.751449e-09 4.153060e-08 2.223292e-07 1.039058e-06
[25,] 3.423440e-10 2.706647e-09 1.851965e-08 1.098335e-07 5.657504e-07
[26,] 1.034365e-10 9.159019e-10 7.005923e-09 4.633532e-08 2.652883e-07
[27,] 2.616342e-11 2.600180e-10 2.230014e-09 1.651301e-08 1.056475e-07
[28,] 5.526493e-12 6.171716e-11 5.944447e-10 4.939565e-09 3.542445e-08
[29,] 9.735317e-13 1.222458e-11 1.323528e-10 1.235710e-09 9.951174e-09
[30,] 1.429147e-13 2.018552e-12 2.457798e-11 2.580091e-10 2.335366e-09
[31,] 1.747662e-14 2.777036e-13 3.803732e-12 4.491240e-11 4.571685e-10
[32,] 1.779916e-15 3.182206e-14 4.903891e-13 6.514064e-12 7.458912e-11
[33,] 1.509568e-16 3.036759e-15 5.265507e-14 7.869610e-13 1.013810e-11
[34,] 1.066083e-17 2.413181e-16 4.708202e-15 7.917631e-14 1.147662e-12
[35,] 6.269020e-19 1.596786e-17 3.505555e-16 6.633422e-15 1.081910e-13
[36,] 3.069525e-20 8.797715e-19 2.173353e-17 4.627636e-16 8.492934e-15
[37,] 1.251413e-21 4.036020e-20 1.121932e-18 2.688114e-17 5.551330e-16
[38,] 4.248027e-23 1.541682e-21 4.822392e-20 1.300163e-18 3.021351e-17
[39,] 1.200683e-24 4.903333e-23 1.725896e-21 5.236071e-20 1.369192e-18
[40,] 2.825696e-26 1.298507e-24 5.143080e-23 1.755781e-21 5.166376e-20
[41,] 5.537012e-28 2.863190e-26 1.276102e-24 4.902181e-23 1.623164e-21
[42,] 9.034017e-30 5.256683e-28 2.636353e-26 1.139631e-24 4.246148e-23
[43,] 1.227267e-31 8.035745e-30 4.534970e-28 2.205934e-26 9.248718e-25
[44,] 1.388196e-33 1.022809e-31 6.495303e-30 3.555290e-28 1.677346e-26
[45,] 1.307430e-35 1.083973e-33 7.746047e-32 4.771043e-30 2.532911e-28
[46,] 1.025269e-37 9.565213e-36 7.691542e-34 5.330949e-32 3.184714e-30
[47,] 6.694400e-40 7.027890e-38 6.359176e-36 4.959640e-34 3.334077e-32
[48,] 3.639479e-42 4.299414e-40 4.377664e-38 3.841936e-36 2.906268e-34
[49,] 1.647496e-44 2.190036e-42 2.509238e-40 2.478039e-38 2.109377e-36
[50,] 6.209547e-47 9.288459e-45 1.197545e-42 1.330813e-40 1.274748e-38
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 2.035908e-03 3.109581e-03 4.290170e-03 5.309303e-03 5.870701e-03
 [2,] 2.334197e-03 3.693938e-03 5.411858e-03 7.207971e-03 8.646900e-03
 [3,] 2.671523e-03 4.130109e-03 6.185445e-03 8.666675e-03 1.112593e-02
 [4,] 3.318703e-03 4.711352e-03 6.803324e-03 9.606390e-03 1.283249e-02
 [5,] 4.538287e-03 5.838317e-03 7.775217e-03 1.048661e-02 1.392448e-02
 [6,] 6.439172e-03 7.752324e-03 9.584576e-03 1.204135e-02 1.520990e-02
 [7,] 8.910972e-03 1.036871e-02 1.231144e-02 1.470417e-02 1.755241e-02
 [8,] 1.159425e-02 1.330138e-02 1.554570e-02 1.822467e-02 2.113492e-02
 [9,] 1.384269e-02 1.594865e-02 1.859339e-02 2.180184e-02 2.525636e-02
[10,] 1.482594e-02 1.754920e-02 2.069340e-02 2.451078e-02 2.878762e-02
[11,] 1.394167e-02 1.737153e-02 2.112738e-02 2.558109e-02 3.074060e-02
[12,] 1.130887e-02 1.515113e-02 1.943420e-02 2.448238e-02 3.047149e-02
[13,] 7.813141e-03 1.143681e-02 1.578817e-02 2.111869e-02 2.769422e-02
[14,] 4.560379e-03 7.374979e-03 1.113150e-02 1.610809e-02 2.267617e-02
[15,] 2.238962e-03 4.030405e-03 6.727585e-03 1.068943e-02 1.642543e-02
[16,] 9.246024e-04 1.862123e-03 3.464918e-03 6.111045e-03 1.038302e-02
[17,] 3.246674e-04 7.336223e-04 1.528777e-03 3.012553e-03 5.705281e-03
[18,] 1.020394e-04 2.578836e-04 6.000005e-04 1.317133e-03 2.773938e-03
[19,] 3.428361e-05 9.469370e-05 2.395567e-04 5.683141e-04 1.289657e-03
[20,] 1.657121e-05 4.798301e-05 1.258363e-04 3.042379e-04 6.934706e-04
[21,] 1.144450e-05 3.445958e-05 9.306851e-05 2.271721e-04 5.079842e-04
[22,] 8.702136e-06 2.755973e-05 7.800914e-05 1.979316e-04 4.524342e-04
[23,] 6.356524e-06 2.135914e-05 6.390320e-05 1.708226e-04 4.093414e-04
[24,] 4.255470e-06 1.533988e-05 4.890225e-05 1.385375e-04 3.503858e-04
[25,] 2.537809e-06 9.947283e-06 3.421024e-05 1.037329e-04 2.788202e-04
[26,] 1.317053e-06 5.682398e-06 2.136840e-05 7.030007e-05 2.032895e-04
[27,] 5.845557e-07 2.800947e-06 1.164366e-05 4.209776e-05 1.328178e-04
[28,] 2.193765e-07 1.174034e-06 5.435486e-06 2.180294e-05 7.593101e-05
[29,] 6.914107e-08 4.146550e-07 2.147775e-06 9.616526e-06 3.726584e-05
[30,] 1.822962e-08 1.227455e-07 7.131572e-07 3.577097e-06 1.550065e-05
[31,] 4.012177e-09 3.036233e-08 1.981635e-07 1.115754e-06 5.421844e-06
[32,] 7.362649e-10 6.265574e-09 4.597306e-08 2.908940e-07 1.587670e-06
[33,] 1.125806e-10 1.077692e-09 8.893619e-09 6.327931e-08 3.882494e-07
[34,] 1.433904e-11 1.544283e-10 1.433684e-09 1.147447e-08 7.917903e-08
[35,] 1.520980e-12 1.843081e-11 1.925168e-10 1.733491e-09 1.345672e-08
[36,] 1.343480e-13 1.831840e-12 2.152975e-11 2.181263e-10 1.905140e-09
[37,] 9.881421e-15 1.516081e-13 2.005015e-12 2.285738e-11 2.246364e-10
[38,] 6.051695e-16 1.044800e-14 1.554823e-13 1.994541e-12 2.205719e-11
[39,] 3.086003e-17 5.995276e-16 1.003957e-14 1.449231e-13 1.803475e-12
[40,] 1.310314e-18 2.864489e-17 5.397772e-16 8.768039e-15 1.227856e-13
[41,] 4.632445e-20 1.139574e-18 2.416426e-17 4.417029e-16 6.960697e-15
[42,] 1.363648e-21 3.774818e-20 9.007249e-19 1.852766e-17 3.285675e-16
[43,] 3.342324e-23 1.041130e-21 2.795553e-20 6.470978e-19 1.291396e-17
[44,] 6.821031e-25 2.390946e-23 7.224383e-22 1.881824e-20 4.226271e-19
[45,] 1.159066e-26 4.571851e-25 1.554507e-23 4.556689e-22 1.151649e-20
[46,] 1.639911e-28 7.278960e-27 2.785102e-25 9.187103e-24 2.613041e-22
[47,] 1.931913e-30 9.649458e-29 4.154774e-27 1.542298e-25 4.936703e-24
[48,] 1.895006e-32 1.065107e-30 5.160741e-29 2.155855e-27 7.765934e-26
[49,] 1.547720e-34 9.789114e-33 5.337511e-31 2.509202e-29 1.017233e-27
[50,] 1.052512e-36 7.491136e-35 4.596441e-33 2.431709e-31 1.109464e-29
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 5.780648e-03 5.049869e-03 3.897577e-03 2.646454e-03 1.574524e-03
 [2,] 9.292188e-03 8.906004e-03 7.579496e-03 5.701600e-03 3.773953e-03
 [3,] 1.293257e-02 1.351151e-02 1.261576e-02 1.047156e-02 7.687155e-03
 [4,] 1.585074e-02 1.784374e-02 1.813197e-02 1.650903e-02 1.338206e-02
 [5,] 1.768429e-02 2.098088e-02 2.286228e-02 2.260458e-02 2.008985e-02
 [6,] 1.898504e-02 2.288639e-02 2.604643e-02 2.746056e-02 2.642666e-02
 [7,] 2.088738e-02 2.458164e-02 2.814929e-02 3.072804e-02 3.134110e-02
 [8,] 2.417628e-02 2.735498e-02 3.057566e-02 3.340933e-02 3.505666e-02
 [9,] 2.858917e-02 3.164521e-02 3.446509e-02 3.702190e-02 3.894719e-02
[10,] 3.298781e-02 3.665866e-02 3.969146e-02 4.221524e-02 4.424374e-02
[11,] 3.610658e-02 4.099904e-02 4.502408e-02 4.823235e-02 5.084537e-02
[12,] 3.706575e-02 4.350313e-02 4.909653e-02 5.366695e-02 5.749274e-02
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[24,] 3.699056e-03 1.922265e-03 8.671828e-04 3.387252e-04 1.143775e-04
[25,] 5.929783e-03 3.468406e-03 1.763130e-03 7.761773e-04 2.953409e-04
[26,] 8.030959e-03 5.255030e-03 3.000069e-03 1.485673e-03 6.363101e-04
[27,] 9.264989e-03 6.710069e-03 4.278326e-03 2.376446e-03 1.143912e-03
[28,] 9.311518e-03 7.303753e-03 5.141419e-03 3.184623e-03 1.717768e-03
[29,] 8.604824e-03 6.992242e-03 5.292310e-03 3.604218e-03 2.163009e-03
[30,] 8.093358e-03 6.347140e-03 4.882017e-03 3.529449e-03 2.311935e-03
[31,] 8.573409e-03 6.191075e-03 4.472928e-03 3.194821e-03 2.176269e-03
[32,] 1.009293e-02 6.998972e-03 4.654798e-03 3.049491e-03 1.982516e-03
[33,] 1.184552e-02 8.507146e-03 5.594476e-03 3.434460e-03 2.029081e-03
[34,] 1.266576e-02 9.826294e-03 6.855773e-03 4.301094e-03 2.460011e-03
[35,] 1.182396e-02 1.002678e-02 7.651165e-03 5.190748e-03 3.124970e-03
[36,] 9.513241e-03 8.785397e-03 7.381515e-03 5.525351e-03 3.646534e-03
[37,] 6.633944e-03 6.567605e-03 6.049296e-03 5.013018e-03 3.672461e-03
[38,] 4.129174e-03 4.222110e-03 4.201153e-03 3.837182e-03 3.124672e-03
[39,] 2.478952e-03 2.407347e-03 2.494256e-03 2.477616e-03 2.233315e-03
[40,] 1.658040e-03 1.325639e-03 1.306061e-03 1.361424e-03 1.342214e-03
[41,] 1.385617e-03 8.337007e-04 6.608175e-04 6.565659e-04 6.840738e-04
[42,] 1.373364e-03 6.827027e-04 3.911087e-04 3.059968e-04 3.047221e-04
[43,] 1.450118e-03 6.793468e-04 3.148411e-04 1.709098e-04 1.312306e-04
[44,] 1.583679e-03 7.351957e-04 3.180526e-04 1.364265e-04 6.958271e-05
[45,] 1.832507e-03 8.509618e-04 3.612884e-04 1.428754e-04 5.605661e-05
[46,] 2.243652e-03 1.065479e-03 4.536925e-04 1.753331e-04 6.277521e-05
[47,] 2.744493e-03 1.383608e-03 6.134955e-04 2.412628e-04 8.512519e-05
[48,] 3.119845e-03 1.720667e-03 8.249801e-04 3.452613e-04 1.268844e-04
[49,] 3.130671e-03 1.919541e-03 1.017811e-03 4.674667e-04 1.864329e-04
[50,] 2.695504e-03 1.850459e-03 1.096311e-03 5.608659e-04 2.479993e-04

> 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  
     -1.255        1.016  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/7zhn61194293424.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]  65.41167  66.97242  68.53316  70.09391  71.65466  73.21541  74.77616
 [8]  76.33691  77.89765  79.45840  81.01915  82.57990  84.14065  85.70140
[15]  87.26214  88.82289  90.38364  91.94439  93.50514  95.06588  96.62663
[22]  98.18738  99.74813 101.30888 102.86963 104.43037 105.99112 107.55187
[29] 109.11262 110.67337 112.23412 113.79486 115.35561 116.91636 118.47711
[36] 120.03786 121.59860 123.15935 124.72010 126.28085 127.84160 129.40235
[43] 130.96309 132.52384 134.08459 135.64534 137.20609 138.76684 140.32758
[50] 141.88833

$yords
 [1]  46.17554  48.65818  51.14081  53.62344  56.10607  58.58870  61.07133
 [8]  63.55396  66.03659  68.51922  71.00185  73.48448  75.96711  78.44975
[15]  80.93238  83.41501  85.89764  88.38027  90.86290  93.34553  95.82816
[22]  98.31079 100.79342 103.27605 105.75868 108.24132 110.72395 113.20658
[29] 115.68921 118.17184 120.65447 123.13710 125.61973 128.10236 130.58499
[36] 133.06762 135.55025 138.03289 140.51552 142.99815 145.48078 147.96341
[43] 150.44604 152.92867 155.41130 157.89393 160.37656 162.85919 165.34182
[50] 167.82446

$zden
               [,1]          [,2]          [,3]          [,4]          [,5]
 [1,]  5.619188e-03  5.846948e-03  4.239614e-03  2.227190e-03  9.281461e-04
 [2,]  5.698938e-03  8.477122e-03  8.713509e-03  6.336982e-03  3.448860e-03
 [3,]  3.832280e-03  8.159687e-03  1.195905e-02  1.223830e-02  9.057333e-03
 [4,]  1.728563e-03  5.227176e-03  1.094401e-02  1.590297e-02  1.638249e-02
 [5,]  5.859834e-04  2.278218e-03  6.710515e-03  1.387993e-02  2.017187e-02
 [6,]  2.919175e-04  8.238499e-04  2.871022e-03  8.212462e-03  1.688168e-02
 [7,]  3.190064e-04  5.526374e-04  1.177404e-03  3.534437e-03  9.760391e-03
 [8,]  3.240471e-04  6.665225e-04  1.038405e-03  1.738498e-03  4.361380e-03
 [9,]  2.254038e-04  6.524302e-04  1.297917e-03  1.885319e-03  2.638007e-03
[10,]  1.038553e-04  4.305905e-04  1.214238e-03  2.345719e-03  3.245365e-03
[11,]  3.160396e-05  1.880135e-04  7.598754e-04  2.088500e-03  3.926886e-03
[12,]  6.351361e-06  5.422400e-05  3.144629e-04  1.239062e-03  3.320453e-03
[13,]  8.434194e-07  1.033220e-05  8.598442e-05  4.861367e-04  1.867818e-03
[14,]  7.415282e-08  1.302451e-06  1.554834e-05  1.261243e-04  6.952602e-04
[15,]  4.364864e-09  1.091732e-07  1.865156e-06  2.168597e-05  1.714423e-04
[16,]  1.894497e-10  6.291827e-09  1.504817e-07  2.489797e-06  2.815082e-05
[17,]  1.099360e-11  3.255707e-10  9.007031e-09  1.982350e-07  3.135383e-06
[18,]  1.428093e-12  3.426250e-11  7.046567e-10  1.415997e-08  2.622187e-07
[19,]  1.844337e-13  5.622094e-12  1.206624e-10  1.958212e-09  2.772676e-08
[20,]  1.651441e-14  7.126119e-13  2.097828e-11  4.255963e-10  6.140103e-09
[21,]  9.811551e-16  6.066124e-14  2.548909e-12  7.289354e-11  1.425342e-09
[22,]  3.850523e-17  3.415812e-15  2.058272e-13  8.426500e-12  2.345617e-10
[23,]  9.976568e-19  1.270119e-16  1.098254e-14  6.450186e-13  2.573435e-11
[24,]  1.706438e-20  3.117869e-18  3.869128e-16  3.261039e-14  1.866803e-12
[25,]  1.926809e-22  5.052579e-20  8.998584e-18  1.088474e-15  8.942270e-14
[26,]  1.436238e-24  5.405158e-22  1.381583e-19  2.398433e-17  2.827880e-15
[27,]  7.067314e-27  3.817191e-24  1.400297e-21  3.488820e-19  5.903627e-17
[28,]  2.295734e-29  1.779585e-26  9.369210e-24  3.350187e-21  8.136117e-19
[29,]  4.922966e-32  5.476860e-29  4.138318e-26  2.123724e-23  7.402084e-21
[30,]  6.969032e-35  1.112717e-31  1.206660e-28  8.887244e-26  4.445606e-23
[31,]  6.512634e-38  1.492371e-34  2.322656e-31  2.455132e-28  1.762571e-25
[32,]  4.017724e-41  1.321320e-37  2.951372e-34  4.477358e-31  4.613193e-28
[33,]  1.636225e-44  7.722863e-41  2.475725e-37  5.390241e-34  7.970690e-31
[34,]  4.398907e-48  2.979806e-44  1.370944e-40  4.283844e-37  9.091369e-34
[35,]  7.807031e-52  7.589911e-48  5.011602e-44  2.247493e-40  6.845448e-37
[36,]  9.146744e-56  1.276218e-51  1.209408e-47  7.783992e-44  3.402624e-40
[37,]  7.074340e-60  1.416616e-55  1.926672e-51  1.779694e-47  1.116516e-43
[38,]  3.611981e-64  1.038052e-59  2.026202e-55  2.686138e-51  2.418554e-47
[39,]  1.217425e-68  5.021388e-64  1.406680e-59  2.676387e-55  3.458472e-51
[40,]  2.708821e-73  1.603501e-68  6.446870e-64  1.760396e-59  3.264777e-55
[41,]  3.978831e-78  3.380276e-73  1.950472e-68  7.643796e-64  2.034512e-59
[42,]  3.858086e-83  4.704097e-78  3.895576e-73  2.191033e-68  8.369666e-64
[43,]  2.469593e-88  4.321529e-83  5.136187e-78  4.145969e-73  2.272967e-68
[44,]  1.043572e-93  2.620850e-88  4.470473e-83  5.179008e-78  4.074943e-73
[45,]  2.911082e-99  1.049257e-93  2.568626e-88  4.270729e-83  4.822642e-78
[46,] 5.360747e-105  2.773067e-99  9.742885e-94  2.324859e-88  3.767798e-83
[47,] 6.516892e-111 4.838192e-105  2.439597e-99  8.354781e-94  1.943273e-88
[48,] 5.229857e-117 5.572372e-111 4.032581e-105  1.982020e-99  6.616294e-94
[49,] 2.770663e-123 4.236835e-117 4.400403e-111 3.104025e-105  1.487099e-99
[50,] 9.689723e-130 2.126557e-123 3.169829e-117 3.209050e-111 2.206475e-105
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 3.736067e-04 2.273287e-04 2.622176e-04 3.179576e-04 2.855573e-04
 [2,] 1.568423e-03 7.188660e-04 4.871906e-04 5.721273e-04 6.796942e-04
 [3,] 5.220255e-03 2.629622e-03 1.348640e-03 9.809876e-04 1.155591e-03
 [4,] 1.255941e-02 7.813832e-03 4.359937e-03 2.435251e-03 1.846865e-03
 [5,] 2.120963e-02 1.714266e-02 1.162010e-02 7.078647e-03 4.188508e-03
 [6,] 2.479702e-02 2.698715e-02 2.326209e-02 1.710152e-02 1.112233e-02
 [7,] 2.006013e-02 3.007296e-02 3.419086e-02 3.143453e-02 2.466655e-02
 [8,] 1.152269e-02 2.375673e-02 3.651479e-02 4.335314e-02 4.203145e-02
 [9,] 5.510384e-03 1.378994e-02 2.845094e-02 4.465147e-02 5.478763e-02
[10,] 4.021730e-03 7.170835e-03 1.688517e-02 3.456028e-02 5.473539e-02
[11,] 5.238231e-03 6.002183e-03 9.501158e-03 2.103877e-02 4.222910e-02
[12,] 6.085589e-03 7.884988e-03 8.601848e-03 1.256963e-02 2.629686e-02
[13,] 4.882579e-03 8.734660e-03 1.105304e-02 1.172064e-02 1.633832e-02
[14,] 2.605638e-03 6.649003e-03 1.163146e-02 1.445546e-02 1.516453e-02
[15,] 9.215982e-04 3.370849e-03 8.407413e-03 1.442414e-02 1.773781e-02
[16,] 2.167857e-04 1.136571e-03 4.060965e-03 9.922161e-03 1.677782e-02
[17,] 3.431654e-05 2.570154e-04 1.314163e-03 4.593625e-03 1.103656e-02
[18,] 3.825563e-06 4.002115e-05 2.902139e-04 1.445963e-03 4.954541e-03
[19,] 3.830022e-07 4.773978e-06 4.627027e-05 3.211886e-04 1.554303e-03
[20,] 6.850669e-08 6.843746e-07 6.623481e-06 5.610802e-05 3.640028e-04
[21,] 1.933554e-08 1.899405e-07 1.497376e-06 1.092255e-05 7.576763e-05
[22,] 4.450119e-09 5.797604e-08 5.306274e-07 3.631508e-06 2.107431e-05
[23,] 6.977755e-10 1.287573e-08 1.623773e-07 1.417905e-06 8.904043e-06
[24,] 7.259014e-11 1.917823e-09 3.445451e-08 4.219923e-07 3.551478e-06
[25,] 4.989653e-12 1.891076e-10 4.868926e-09 8.520601e-08 1.015100e-06
[26,] 2.264531e-13 1.231643e-11 4.549798e-10 1.141699e-08 1.946712e-07
[27,] 6.784871e-15 5.295995e-13 2.807612e-11 1.010941e-09 2.472520e-08
[28,] 1.341984e-16 1.503348e-14 1.143803e-12 5.910599e-11 2.074449e-09
[29,] 1.752233e-18 2.817161e-16 3.076169e-14 2.281366e-12 1.149115e-10
[30,] 1.510347e-20 3.485013e-18 5.461479e-16 5.813025e-14 4.202197e-12
[31,] 8.594101e-23 2.846007e-20 6.401025e-18 9.777981e-16 1.014450e-13
[32,] 3.228221e-25 1.534288e-22 4.952539e-20 1.085764e-17 1.616684e-15
[33,] 8.005077e-28 5.460306e-25 2.529564e-22 7.959050e-20 1.700821e-17
[34,] 1.310409e-30 1.282821e-27 8.529089e-25 3.851466e-22 1.181222e-19
[35,] 1.416079e-33 1.989549e-30 1.898448e-27 1.230354e-24 5.415561e-22
[36,] 1.010200e-36 2.036960e-33 2.789551e-30 2.594619e-27 1.639060e-24
[37,] 4.757362e-40 1.376732e-36 2.705882e-33 3.612069e-30 3.274803e-27
[38,] 1.478989e-43 6.142655e-40 1.732699e-36 3.319543e-33 4.319320e-30
[39,] 3.035299e-47 1.809258e-43 7.324454e-40 2.013902e-36 3.760828e-33
[40,] 4.112242e-51 3.517918e-47 2.043940e-43 8.065645e-40 2.161683e-36
[41,] 3.677845e-55 4.515527e-51 3.765291e-47 2.132444e-43 8.202353e-40
[42,] 2.171447e-59 3.826239e-55 4.578991e-51 3.721831e-47 2.054592e-43
[43,] 8.463348e-64 2.140292e-59 3.676025e-55 4.288184e-51 3.397428e-47
[44,] 2.177601e-68 7.903457e-64 1.948184e-59 3.261616e-55 3.708664e-51
[45,] 3.698706e-73 1.926622e-68 6.815805e-64 1.637676e-59 2.672517e-55
[46,] 4.147251e-78 3.100381e-73 1.574140e-68 5.428278e-64 1.271343e-59
[47,] 3.069831e-83 3.293647e-78 2.400009e-73 1.187790e-68 3.992528e-64
[48,] 1.500042e-88 2.309797e-83 2.415558e-78 1.715742e-73 8.276915e-69
[49,] 4.838784e-94 1.069337e-88 1.604966e-83 1.636094e-78 1.132746e-73
[50,] 1.030394e-99 3.268059e-94 7.039612e-89 1.029910e-83 1.023367e-78
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 1.766789e-04 7.441955e-05 2.129859e-05 4.140290e-06 5.466376e-07
 [2,] 5.952151e-04 3.589560e-04 1.473738e-04 4.111195e-05 7.789955e-06
 [3,] 1.342377e-03 1.145892e-03 6.735267e-04 2.695257e-04 7.328710e-05
 [4,] 2.160350e-03 2.449662e-03 2.037653e-03 1.167187e-03 4.552352e-04
 [5,] 3.243687e-03 3.739186e-03 4.131487e-03 3.347185e-03 1.868190e-03
 [6,] 6.817160e-03 5.313540e-03 5.996413e-03 6.442339e-03 5.080101e-03
 [7,] 1.674988e-02 1.047226e-02 8.130993e-03 8.921847e-03 9.293917e-03
 [8,] 3.449430e-02 2.404067e-02 1.519681e-02 1.166147e-02 1.234321e-02
 [9,] 5.503943e-02 4.639584e-02 3.284428e-02 2.091457e-02 1.575790e-02
[10,] 6.832718e-02 6.993151e-02 5.981282e-02 4.283019e-02 2.747773e-02
[11,] 6.652963e-02 8.324914e-02 8.576791e-02 7.399659e-02 5.363392e-02
[12,] 5.123266e-02 7.932258e-02 9.848122e-02 1.015230e-01 8.830185e-02
[13,] 3.252721e-02 6.107508e-02 9.220188e-02 1.130171e-01 1.164857e-01
[14,] 2.071827e-02 3.953882e-02 7.125081e-02 1.044619e-01 1.263286e-01
[15,] 1.875171e-02 2.568780e-02 4.726190e-02 8.153352e-02 1.159252e-01
[16,] 2.064568e-02 2.246899e-02 3.142148e-02 5.588621e-02 9.212515e-02
[17,] 1.854435e-02 2.321054e-02 2.660505e-02 3.835031e-02 6.586090e-02
[18,] 1.177388e-02 1.989779e-02 2.585437e-02 3.176852e-02 4.708511e-02
[19,] 5.230170e-03 1.238388e-02 2.135256e-02 2.932610e-02 3.873106e-02
[20,] 1.696729e-03 5.604708e-03 1.329759e-02 2.362491e-02 3.445307e-02
[21,] 4.427474e-04 1.957994e-03 6.315025e-03 1.499392e-02 2.737404e-02
[22,] 1.165255e-04 5.909999e-04 2.431535e-03 7.577052e-03 1.782653e-02
[23,] 4.408961e-05 1.979697e-04 8.518174e-04 3.198380e-03 9.513173e-03
[24,] 2.102970e-05 9.338874e-05 3.532078e-04 1.280536e-03 4.314102e-03
[25,] 8.273618e-06 4.683794e-05 1.923597e-04 6.352598e-04 1.950730e-03
[26,] 2.257790e-06 1.786789e-05 9.744290e-05 3.772037e-04 1.121173e-03
[27,] 4.108383e-07 4.640943e-06 3.571480e-05 1.884711e-04 6.960302e-04
[28,] 4.945210e-08 8.008261e-07 8.813624e-06 6.601535e-05 3.380303e-04
[29,] 3.931156e-09 9.134369e-08 1.441715e-06 1.546174e-05 1.127827e-04
[30,] 2.063165e-10 6.879832e-09 1.558176e-07 2.397083e-06 2.505384e-05
[31,] 7.148167e-12 3.420909e-10 1.111917e-08 2.454694e-07 3.680774e-06
[32,] 1.634920e-13 1.122923e-11 5.238236e-10 1.659611e-08 3.571236e-07
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[14,] 2.668738e-10 5.342137e-12 7.266085e-14 6.714994e-16 4.216316e-18
[15,] 6.213720e-09 1.772709e-10 3.437962e-12 4.532080e-14 4.060636e-16
[16,] 1.061703e-07 4.294770e-09 1.181887e-10 2.212055e-12 2.815370e-14
[17,] 1.400986e-06 7.997898e-08 3.109342e-09 8.226579e-11 1.480770e-12
[18,] 1.454891e-05 1.170030e-06 6.419446e-08 2.398869e-09 6.100733e-11
[19,] 1.158132e-04 1.310719e-05 1.016157e-06 5.375616e-08 1.936861e-09
[20,] 6.810773e-04 1.077343e-04 1.178204e-05 8.832957e-07 4.520443e-08
[21,] 2.935169e-03 6.357463e-04 9.706614e-05 1.026550e-05 7.452076e-07
[22,] 9.620093e-03 2.738661e-03 5.692564e-04 8.370049e-05 8.548804e-06
[23,] 2.571384e-02 9.109500e-03 2.469289e-03 4.902931e-04 6.915359e-05
[24,] 5.885993e-02 2.505214e-02 8.456568e-03 2.176713e-03 4.111708e-04
[25,] 1.135706e-01 5.839577e-02 2.407928e-02 7.779116e-03 1.904294e-03
[26,] 1.766088e-01 1.117523e-01 5.683265e-02 2.289862e-02 7.141624e-03
[27,] 2.178809e-01 1.689502e-01 1.070183e-01 5.417351e-02 2.151897e-02
[28,] 2.228609e-01 2.014376e-01 1.566617e-01 9.963763e-02 5.045440e-02
[29,] 2.107276e-01 2.010882e-01 1.806330e-01 1.409630e-01 9.019947e-02
[30,] 2.030171e-01 1.905280e-01 1.769663e-01 1.575825e-01 1.234418e-01
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[32,] 1.736273e-01 1.843636e-01 1.716583e-01 1.482501e-01 1.291067e-01
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[35,] 7.448800e-02 9.748290e-02 1.251844e-01 1.428667e-01 1.391616e-01
[36,] 5.866540e-02 7.151867e-02 9.347589e-02 1.171765e-01 1.290696e-01
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[38,] 3.637636e-02 4.799125e-02 5.869077e-02 7.132816e-02 8.674144e-02
[39,] 2.256484e-02 3.564351e-02 4.950773e-02 6.150600e-02 7.231532e-02
[40,] 1.142272e-02 2.119006e-02 3.606749e-02 5.199080e-02 6.443208e-02
[41,] 4.828941e-03 9.822204e-03 2.048673e-02 3.684920e-02 5.408626e-02
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[43,] 4.605614e-04 1.078076e-03 2.839060e-03 7.948024e-03 1.908408e-02
[44,] 9.106688e-05 2.547320e-04 7.154265e-04 2.314561e-03 7.128190e-03
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[46,] 1.148278e-06 5.670093e-06 2.179740e-05 8.300536e-05 3.650175e-04
[47,] 7.057550e-08 4.879032e-07 2.455742e-06 1.065052e-05 5.134519e-05
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[50,] 1.380410e-12 2.765928e-11 3.793544e-10 3.654363e-09 2.725569e-08
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[14,] 1.798676e-20 5.213085e-23 1.026478e-25 1.373121e-28 1.247871e-31
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[18,] 1.055508e-12 1.242142e-14 9.942028e-17 5.412028e-19 2.003668e-21
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[21,] 3.695893e-08 1.249220e-09 2.873832e-11 4.496497e-13 4.783052e-15
[22,] 6.005375e-07 2.886104e-08 9.461278e-10 2.112255e-11 3.208480e-13
[23,] 6.799887e-06 4.611364e-07 2.143575e-08 6.806333e-10 1.473240e-11
[24,] 5.538100e-05 5.220048e-06 3.404026e-07 1.525283e-08 4.677094e-10
[25,] 3.417447e-04 4.381166e-05 3.941627e-06 2.460316e-07 1.057839e-08
[26,] 1.673242e-03 2.861634e-04 3.492288e-05 2.992939e-06 1.782154e-07
[27,] 6.543755e-03 1.480787e-03 2.430234e-04 2.835690e-05 2.319687e-06
[28,] 1.988855e-02 5.942778e-03 1.309522e-03 2.078463e-04 2.334464e-05
[29,] 4.579317e-02 1.795903e-02 5.291316e-03 1.140674e-03 1.760609e-04
[30,] 7.948786e-02 4.041266e-02 1.574103e-02 4.568822e-03 9.641042e-04
[31,] 1.056503e-01 6.831565e-02 3.462521e-02 1.332454e-02 3.793296e-03
[32,] 1.126751e-01 8.880386e-02 5.739014e-02 2.878699e-02 1.086046e-02
[33,] 1.079890e-01 9.349651e-02 7.367906e-02 4.725000e-02 2.324118e-02
[34,] 1.084428e-01 8.972317e-02 7.735039e-02 6.067807e-02 3.826209e-02
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[40,] 7.231840e-02 7.692676e-02 7.721547e-02 7.004366e-02 5.705843e-02
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[44,] 1.754632e-02 3.303528e-02 4.788994e-02 5.440156e-02 5.001793e-02
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[50,] 1.995465e-07 1.675729e-06 1.328843e-05 8.146642e-05 3.642836e-04
             [,41]        [,42]         [,43]         [,44]         [,45]
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              [,46]         [,47]         [,48]         [,49]         [,50]
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[36,]  1.284076e-04  1.528557e-05  1.295442e-06  7.740609e-08  3.230834e-09
[37,]  5.091401e-04  7.872043e-05  8.775832e-06  7.011644e-07  3.979279e-08
[38,]  1.673267e-03  3.312178e-04  4.731710e-05  4.886949e-06  3.640376e-07
[39,]  4.635077e-03  1.182259e-03  2.156951e-04  2.828695e-05  2.680398e-06
[40,]  1.061616e-02  3.542413e-03  8.395884e-04  1.414176e-04  1.700743e-05
[41,]  1.941033e-02  8.556475e-03  2.681925e-03  5.943741e-04  9.303585e-05
[42,]  2.743931e-02  1.600471e-02  6.686916e-03  1.980840e-03  4.136120e-04
[43,]  2.941573e-02  2.256596e-02  1.256976e-02  4.997381e-03  1.406528e-03
[44,]  2.400766e-02  2.365044e-02  1.748295e-02  9.315517e-03  3.534700e-03
[45,]  1.577676e-02  1.848861e-02  1.782116e-02  1.268666e-02  6.474817e-03
[46,]  9.600664e-03  1.129553e-02  1.333886e-02  1.253406e-02  8.592118e-03
[47,]  6.497247e-03  6.170220e-03  7.608709e-03  8.979849e-03  8.207490e-03
[48,]  5.706438e-03  3.803018e-03  3.750422e-03  4.800212e-03  5.626726e-03
[49,]  6.250363e-03  3.315280e-03  2.107362e-03  2.148309e-03  2.827303e-03
[50,]  6.351201e-03  3.690111e-03  1.827608e-03  1.104015e-03  1.156233e-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  
    -29.561        1.329  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/1jnif1194293424.ps tmp/1jnif1194293424.png")
> system("convert tmp/2zi7z1194293424.ps tmp/2zi7z1194293424.png")
> system("convert tmp/3dpbr1194293424.ps tmp/3dpbr1194293424.png")
> system("convert tmp/44nn81194293424.ps tmp/44nn81194293424.png")
> system("convert tmp/50uc31194293424.ps tmp/50uc31194293424.png")
> system("convert tmp/6yosj1194293424.ps tmp/6yosj1194293424.png")
> system("convert tmp/7zhn61194293424.ps tmp/7zhn61194293424.png")
> 
> 
> proc.time()
   user  system elapsed 
  2.376   1.342   2.687