R version 2.8.0 (2008-10-20)
Copyright (C) 2008 The R Foundation for Statistical Computing
ISBN 3-900051-07-0

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

R is a collaborative project with many contributors.
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
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

> z <- c(24710.92,23983.59,24434.12,23939.23,24290.02,24117.63,23724.64,22989.44,23716.86,25058.83,25059.00,23579.18,24209.03,24173.67,24706.39,24522.12,24766.15,25940.04,24985.78,24788.00,26544.56,28019.08,27285.71,29161.16,28357.73,27979.91,27543.95,27397.53,27623.59,27736.07,27803.79,27779.55,27524.13,27582.72,28638.95,28825.78,30132.61,29326.85,29075.62,28230.63,28118.36,28173.29,27396.91,24578.55,24504.77,27582.37,26920.31,25426.68,25390.80,25041.16,22769.42,22921.89,26267.63,27364.67,28382.59,29132.81,28214.51,28865.73,24405.35)
> y <- c(4.79,5.95,5.46,5.75,5.15,4.96,5.28,5.73,5.75,5.88,6.3,6.74,6.75,7.34,6.64,6.62,6.32,5.32,5.68,6.18,5.02,2.1,4,3,4.73,5.14,5.81,6.24,4.49,4.22,4.88,5.18,5.19,5.06,4.65,4.83,4.6,4.72,4.33,4.97,5.37,4.19,4.54,5.82,5.49,3.28,5.11,6.24,6.41,6.43,8.42,8.23,3.17,2.72,3,3.47,3.88,3.43,4.06)
> x <- c(0.527,0.472,0.000,0.052,0.313,0.364,0.363,-0.155,0.052,0.568,0.668,1.378,0.252,-0.402,-0.050,0.555,0.050,0.150,0.450,0.299,0.199,0.496,0.444,-0.393,-0.444,0.198,0.494,0.133,0.388,0.484,0.278,0.369,0.165,0.155,0.087,0.414,0.360,0.975,0.270,0.359,0.169,0.381,0.154,0.486,0.925,0.728,-0.014,0.046,-0.819,-1.674,-0.788,0.279,0.396,-0.141,-0.019,0.099,0.742,0.005,0.448)
> par7 = 'Geleend bedrag autolening (dollars)'
> par6 = 'Rentevoet autolening'
> par5 = 'Inflatie in Amerika'
> par4 = 'Y'
> par3 = 'Y'
> par2 = '50'
> par1 = '50'
> #'GNU S' R Code compiled by R2WASP v. 1.0.44 ()
> #Author: Prof. Dr. P. Wessa
> #To cite this work: AUTHOR(S), (YEAR), YOUR SOFTWARE TITLE (vNUMBER) in Free Statistics Software (v$_version), Office for Research Development and Education, URL http://www.wessa.net/rwasp_YOURPAGE.wasp/
> #Source of accompanying publication: Office for Research, Development, and Education
> #Technical description: Write here your technical program description (don't use hard returns!)
> x <- array(x,dim=c(length(x),1))
> colnames(x) <- par5
> y <- array(y,dim=c(length(y),1))
> colnames(y) <- par6
> z <- array(z,dim=c(length(z),1))
> colnames(z) <- par7
> d <- data.frame(cbind(z,y,x))
> colnames(d) <- list(par7,par6,par5)
> par1 <- as.numeric(par1)
> par2 <- as.numeric(par2)
> if (par1>500) par1 <- 500
> if (par2>500) par2 <- 500
> if (par1<10) par1 <- 10
> if (par2<10) par2 <- 10
> library(GenKern)
Loading required package: KernSmooth
KernSmooth 2.22 installed
Copyright M. P. Wand 1997

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


Package GenKern installed

> library(lattice)
> panel.hist <- function(x, ...)
+ {
+ usr <- par('usr'); on.exit(par(usr))
+ par(usr = c(usr[1:2], 0, 1.5) )
+ h <- hist(x, plot = FALSE)
+ breaks <- h$breaks; nB <- length(breaks)
+ y <- h$counts; y <- y/max(y)
+ rect(breaks[-nB], 0, breaks[-1], y, col='black', ...)
+ }
> postscript(file="/var/www/html/freestat/rcomp/tmp/1avhv1257794558.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/freestat/rcomp/tmp/2dgls1257794558.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/freestat/rcomp/tmp/3pr0d1257794558.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/freestat/rcomp/tmp/49arx1257794558.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/freestat/rcomp/tmp/5sp3i1257794558.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  
     5.2835      -0.5271  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/freestat/rcomp/tmp/6837k1257794558.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] 1.357312 1.516606 1.675899 1.835193 1.994486 2.153779 2.313073 2.472366
 [9] 2.631659 2.790953 2.950246 3.109540 3.268833 3.428126 3.587420 3.746713
[17] 3.906006 4.065300 4.224593 4.383886 4.543180 4.702473 4.861767 5.021060
[25] 5.180353 5.339647 5.498940 5.658233 5.817527 5.976820 6.136114 6.295407
[33] 6.454700 6.613994 6.773287 6.932580 7.091874 7.251167 7.410460 7.569754
[41] 7.729047 7.888341 8.047634 8.206927 8.366221 8.525514 8.684807 8.844101
[49] 9.003394 9.162688

$yords
 [1] 21929.71 22114.26 22298.80 22483.34 22667.89 22852.43 23036.97 23221.51
 [9] 23406.06 23590.60 23775.14 23959.69 24144.23 24328.77 24513.31 24697.86
[17] 24882.40 25066.94 25251.49 25436.03 25620.57 25805.11 25989.66 26174.20
[25] 26358.74 26543.29 26727.83 26912.37 27096.92 27281.46 27466.00 27650.54
[33] 27835.09 28019.63 28204.17 28388.72 28573.26 28757.80 28942.34 29126.89
[41] 29311.43 29495.97 29680.52 29865.06 30049.60 30234.14 30418.69 30603.23
[49] 30787.77 30972.32

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 5.930008e-37 8.257900e-35 9.379821e-33 8.690147e-31 6.567028e-29
 [2,] 8.960787e-35 1.089344e-32 1.080176e-30 8.736388e-29 5.763394e-27
 [3,] 1.115202e-32 1.183525e-30 1.024499e-28 7.233582e-27 4.165858e-25
 [4,] 1.143091e-30 1.059032e-28 8.002907e-27 4.932808e-25 2.479990e-23
 [5,] 9.649878e-29 7.804672e-27 5.148704e-25 2.770442e-23 1.215932e-21
 [6,] 6.709335e-27 4.737148e-25 2.728129e-23 1.281506e-21 4.910046e-20
 [7,] 3.841969e-25 2.368078e-23 1.190552e-21 4.882126e-20 1.632971e-18
 [8,] 1.811946e-23 9.749717e-22 4.279067e-20 1.531843e-18 4.472892e-17
 [9,] 7.038092e-22 3.306026e-20 1.266683e-18 3.958563e-17 1.009059e-15
[10,] 2.251550e-20 9.232884e-19 3.088186e-17 8.425152e-16 1.874827e-14
[11,] 5.932378e-19 2.123678e-17 6.200960e-16 1.476854e-14 2.868969e-13
[12,] 1.287370e-17 4.023151e-16 1.025510e-14 2.132175e-13 3.615894e-12
[13,] 2.301028e-16 6.277476e-15 1.396884e-13 2.535396e-12 3.753557e-11
[14,] 3.387907e-15 8.068403e-14 1.567324e-12 2.483382e-11 3.209550e-10
[15,] 4.110145e-14 8.544482e-13 1.448897e-11 2.004064e-10 2.261060e-09
[16,] 4.111833e-13 7.460733e-12 1.104261e-10 1.333238e-09 1.313095e-08
[17,] 3.399126e-12 5.381236e-11 6.950190e-10 7.323465e-09 6.295906e-08
[18,] 2.334715e-11 3.221986e-10 3.628747e-09 3.335408e-08 2.502299e-07
[19,] 1.351287e-10 1.621853e-09 1.589919e-08 1.273159e-07 8.329685e-07
[20,] 6.814170e-10 7.075673e-09 6.012054e-08 4.181266e-07 2.381576e-06
[21,] 3.196346e-09 2.845081e-08 2.079019e-07 1.248372e-06 6.168425e-06
[22,] 1.515068e-08 1.146045e-07 7.143679e-07 3.678091e-06 1.569420e-05
[23,] 7.478209e-08 4.812825e-07 2.558274e-06 1.127985e-05 4.149633e-05
[24,] 3.625838e-07 2.004087e-06 9.155193e-06 3.476577e-05 1.106172e-04
[25,] 1.590944e-06 7.615777e-06 3.013344e-05 9.919696e-05 2.742260e-04
[26,] 5.991039e-06 2.495155e-05 8.589950e-05 2.461856e-04 5.935453e-04
[27,] 1.888921e-05 6.859216e-05 2.059493e-04 5.152943e-04 1.087341e-03
[28,] 4.937068e-05 1.564920e-04 4.104651e-04 8.989368e-04 1.667971e-03
[29,] 1.065810e-04 2.951770e-04 6.775705e-04 1.303655e-03 2.143117e-03
[30,] 1.898361e-04 4.599632e-04 9.266353e-04 1.575989e-03 2.325148e-03
[31,] 2.790164e-04 5.927272e-04 1.053161e-03 1.600615e-03 2.165811e-03
[32,] 3.387617e-04 6.334128e-04 1.001494e-03 1.386335e-03 1.781033e-03
[33,] 3.405407e-04 5.644870e-04 8.072899e-04 1.051784e-03 1.349078e-03
[34,] 2.847341e-04 4.242397e-04 5.657553e-04 7.325119e-04 9.995334e-04
[35,] 1.999286e-04 2.753760e-04 3.628204e-04 5.068776e-04 7.816439e-04
[36,] 1.206065e-04 1.632463e-04 2.355574e-04 3.881325e-04 6.860569e-04
[37,] 6.644533e-05 1.001771e-04 1.784719e-04 3.504693e-04 6.669490e-04
[38,] 3.890121e-05 7.587293e-05 1.664501e-04 3.526073e-04 6.656768e-04
[39,] 2.974152e-05 7.319405e-05 1.727901e-04 3.607623e-04 6.559345e-04
[40,] 2.982970e-05 7.903652e-05 1.852038e-04 3.797572e-04 6.905821e-04
[41,] 3.460485e-05 9.357082e-05 2.239022e-04 4.762486e-04 9.011443e-04
[42,] 4.888476e-05 1.396753e-04 3.505036e-04 7.623991e-04 1.419000e-03
[43,] 9.137702e-05 2.644459e-04 6.462643e-04 1.319889e-03 2.239799e-03
[44,] 1.928945e-04 5.179044e-04 1.147013e-03 2.089119e-03 3.127204e-03
[45,] 3.788182e-04 9.034463e-04 1.763707e-03 2.817529e-03 3.686113e-03
[46,] 6.361358e-04 1.329951e-03 2.271071e-03 3.168694e-03 3.615783e-03
[47,] 8.908403e-04 1.627137e-03 2.425912e-03 2.953459e-03 2.938737e-03
[48,] 1.033446e-03 1.647770e-03 2.144007e-03 2.277370e-03 1.976151e-03
[49,] 9.913827e-04 1.379617e-03 1.566545e-03 1.451849e-03 1.098841e-03
[50,] 7.860079e-04 9.546483e-04 9.460003e-04 7.650184e-04 5.050972e-04
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 4.047819e-27 2.035078e-25 8.345461e-24 2.791446e-22 7.615831e-21
 [2,] 3.101238e-25 1.361131e-23 4.872745e-22 1.422844e-20 3.388831e-19
 [3,] 1.956888e-23 7.497824e-22 2.343224e-20 5.973130e-19 1.241936e-17
 [4,] 1.016988e-21 3.401651e-20 9.280532e-19 2.065217e-17 3.748586e-16
 [5,] 4.352912e-20 1.271038e-18 3.027236e-17 5.880898e-16 9.318591e-15
 [6,] 1.534478e-18 3.911506e-17 8.132731e-16 1.379236e-14 1.907874e-13
 [7,] 4.455109e-17 9.913940e-16 1.799465e-14 2.664098e-13 3.217113e-12
 [8,] 1.065302e-15 2.069500e-14 3.279196e-13 4.238176e-12 4.467864e-11
 [9,] 2.098000e-14 3.557975e-13 4.921638e-12 5.552982e-11 5.110372e-10
[10,] 3.402947e-13 5.037992e-12 6.083724e-11 5.992274e-10 4.814200e-09
[11,] 4.545951e-12 5.875333e-11 6.193705e-10 5.325736e-09 3.735258e-08
[12,] 5.001725e-11 5.643313e-10 5.193501e-09 3.898519e-08 2.387012e-07
[13,] 4.532664e-10 4.464542e-09 3.586873e-08 2.350576e-07 1.256483e-06
[14,] 3.383475e-09 2.909388e-08 2.040637e-07 1.167518e-06 5.448874e-06
[15,] 2.080864e-08 1.562113e-07 9.566024e-07 4.778808e-06 1.947636e-05
[16,] 1.054993e-07 6.914872e-07 3.697691e-06 1.613379e-05 5.744846e-05
[17,] 4.416207e-07 2.527751e-06 1.180828e-05 4.503240e-05 1.402625e-04
[18,] 1.532481e-06 7.663515e-06 3.130541e-05 1.045351e-04 2.856489e-04
[19,] 4.454303e-06 1.948088e-05 6.975187e-05 2.047982e-04 4.943769e-04
[20,] 1.111981e-05 4.262379e-05 1.344441e-04 3.502201e-04 7.577006e-04
[21,] 2.513602e-05 8.474635e-05 2.375289e-04 5.572671e-04 1.105031e-03
[22,] 5.575057e-05 1.658884e-04 4.167903e-04 8.931373e-04 1.652165e-03
[23,] 1.283526e-04 3.370115e-04 7.595469e-04 1.486956e-03 2.558564e-03
[24,] 2.980011e-04 6.884336e-04 1.383037e-03 2.449515e-03 3.870956e-03
[25,] 6.446655e-04 1.309074e-03 2.336533e-03 3.728602e-03 5.396486e-03
[26,] 1.221630e-03 2.187887e-03 3.486424e-03 5.053723e-03 6.781846e-03
[27,] 1.969636e-03 3.138028e-03 4.527162e-03 6.081892e-03 7.747621e-03
[28,] 2.682395e-03 3.860951e-03 5.164515e-03 6.620237e-03 8.216527e-03
[29,] 3.104935e-03 4.138699e-03 5.303747e-03 6.686602e-03 8.222079e-03
[30,] 3.107807e-03 3.972032e-03 5.049734e-03 6.385235e-03 7.795273e-03
[31,] 2.766855e-03 3.529333e-03 4.564633e-03 5.810982e-03 7.013122e-03
[32,] 2.275708e-03 2.998228e-03 3.981518e-03 5.088345e-03 6.090375e-03
[33,] 1.807464e-03 2.509101e-03 3.423242e-03 4.403817e-03 5.308138e-03
[34,] 1.457061e-03 2.143749e-03 3.001934e-03 3.911592e-03 4.822924e-03
[35,] 1.253953e-03 1.933085e-03 2.749386e-03 3.618315e-03 4.577976e-03
[36,] 1.173208e-03 1.831123e-03 2.586618e-03 3.407637e-03 4.404993e-03
[37,] 1.144262e-03 1.742861e-03 2.412235e-03 3.184849e-03 4.190373e-03
[38,] 1.100422e-03 1.623063e-03 2.228652e-03 2.981640e-03 3.947401e-03
[39,] 1.055617e-03 1.554358e-03 2.168956e-03 2.918433e-03 3.749299e-03
[40,] 1.135397e-03 1.712940e-03 2.385309e-03 3.061282e-03 3.599749e-03
[41,] 1.509130e-03 2.223620e-03 2.880249e-03 3.300462e-03 3.379216e-03
[42,] 2.240909e-03 2.998378e-03 3.421931e-03 3.379331e-03 2.942185e-03
[43,] 3.154515e-03 3.701406e-03 3.653244e-03 3.082071e-03 2.269988e-03
[44,] 3.854123e-03 3.929927e-03 3.345961e-03 2.414366e-03 1.507290e-03
[45,] 3.958110e-03 3.503814e-03 2.577219e-03 1.595689e-03 8.475653e-04
[46,] 3.381043e-03 2.600274e-03 1.655548e-03 8.822314e-04 4.001777e-04
[47,] 2.393680e-03 1.600804e-03 8.836646e-04 4.063308e-04 1.579224e-04
[48,] 1.402646e-03 8.163057e-04 3.912018e-04 1.555441e-04 5.194987e-05
[49,] 6.798761e-04 3.445328e-04 1.434946e-04 4.941959e-05 1.422042e-05
[50,] 2.724921e-04 1.202989e-04 4.358066e-05 1.301944e-05 3.234887e-06
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 1.694783e-19 3.076243e-18 4.554461e-17 5.500041e-16 5.417714e-15
 [2,] 6.583417e-18 1.043188e-16 1.348293e-15 1.421410e-14 1.222305e-13
 [3,] 2.106228e-16 2.913544e-15 3.287367e-14 3.025450e-13 2.271236e-12
 [4,] 5.549812e-15 6.701919e-14 6.601325e-13 5.303715e-12 3.475898e-11
 [5,] 1.204386e-13 1.269672e-12 1.091765e-11 7.657493e-11 4.381183e-10
 [6,] 2.152634e-12 1.981076e-11 1.487116e-10 9.105669e-10 4.548194e-09
 [7,] 3.168776e-11 2.545821e-10 1.668316e-09 8.917785e-09 3.888777e-08
 [8,] 3.841762e-10 2.694466e-09 1.541456e-08 7.193236e-08 2.738535e-07
 [9,] 3.836090e-09 2.348756e-08 1.173023e-07 4.778804e-07 1.588419e-06
[10,] 3.154770e-08 1.686267e-07 7.352067e-07 2.614877e-06 7.588773e-06
[11,] 2.136855e-07 9.971238e-07 3.795394e-06 1.178546e-05 2.986638e-05
[12,] 1.192144e-06 4.856597e-06 1.613942e-05 4.375901e-05 9.685059e-05
[13,] 5.478631e-06 1.948676e-05 5.654586e-05 1.338963e-04 2.589321e-04
[14,] 2.074519e-05 6.443702e-05 1.633216e-04 3.379408e-04 5.715804e-04
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[26,] 1.696678e-04 7.220243e-05 2.519445e-05 7.187896e-06 1.674462e-06
[27,] 5.766083e-05 2.149576e-05 6.558355e-06 1.634579e-06 3.325250e-07
[28,] 1.617636e-05 5.276223e-06 1.406715e-06 3.062099e-07 5.439158e-08
[29,] 3.743143e-06 1.067331e-06 2.485793e-07 4.725075e-08 7.327958e-09
[30,] 7.140283e-07 1.778997e-07 3.618456e-08 6.005540e-09 8.131439e-10
[31,] 1.122461e-07 2.442790e-08 4.338625e-09 6.286905e-10 7.431564e-11
[32,] 1.453816e-08 2.763049e-09 4.284810e-10 5.420682e-11 5.593926e-12
[33,] 1.551208e-09 2.574279e-10 3.485375e-11 3.849439e-12 3.467963e-13
[34,] 1.363373e-10 1.975468e-11 2.335060e-12 2.251459e-13 1.770728e-14
[35,] 9.870003e-12 1.248587e-12 1.288458e-13 1.084549e-14 7.446385e-16
[36,] 5.885261e-13 6.499777e-14 5.855535e-15 4.302847e-16 2.579046e-17
[37,] 2.890337e-14 2.786781e-15 2.191711e-16 1.405985e-17 7.356822e-19
[38,] 1.169120e-15 9.840768e-17 6.756458e-18 3.783758e-19 1.728377e-20
[39,] 3.894877e-17 2.862036e-18 1.715430e-19 8.386551e-21 3.344289e-22
[40,] 1.068685e-18 6.855515e-20 3.587109e-21 1.530948e-22 5.329495e-24
[41,] 2.415045e-20 1.352456e-21 6.177796e-23 2.301732e-24 6.994959e-26
[42,] 4.494865e-22 2.197460e-23 8.762677e-25 2.850119e-26 7.561328e-28
[43,] 6.890148e-24 2.940618e-25 1.023669e-26 2.906636e-28 6.731790e-30
[44,] 8.698771e-26 3.240958e-27 9.849166e-29 2.441379e-30 4.936053e-32
[45,] 9.044916e-28 2.941881e-29 7.804697e-31 1.688872e-32 2.980889e-34
[46,] 7.745833e-30 2.199347e-31 5.093653e-33 9.622207e-35 1.482616e-36
[47,] 5.463220e-32 1.354189e-33 2.737912e-35 4.515122e-37 6.073347e-39
[48,] 3.173531e-34 6.867171e-36 1.212056e-37 1.744928e-39 2.048993e-41
[49,] 1.518309e-36 2.868139e-38 4.419265e-40 5.554045e-42 5.693472e-44
[50,] 5.982568e-39 9.865798e-41 1.327048e-42 1.455964e-44 1.302935e-46

> 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  
      31862        -1076  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/freestat/rcomp/tmp/76s4v1257794558.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] -1.86017384 -1.79028919 -1.72040455 -1.65051990 -1.58063525 -1.51075061
 [7] -1.44086596 -1.37098131 -1.30109667 -1.23121202 -1.16132737 -1.09144273
[13] -1.02155808 -0.95167343 -0.88178879 -0.81190414 -0.74201950 -0.67213485
[19] -0.60225020 -0.53236556 -0.46248091 -0.39259626 -0.32271162 -0.25282697
[25] -0.18294232 -0.11305768 -0.04317303  0.02671162  0.09659626  0.16648091
[31]  0.23636556  0.30625020  0.37613485  0.44601950  0.51590414  0.58578879
[37]  0.65567343  0.72555808  0.79544273  0.86532737  0.93521202  1.00509667
[43]  1.07498131  1.14486596  1.21475061  1.28463525  1.35451990  1.42440455
[49]  1.49428919  1.56417384

$yords
 [1] 21929.71 22114.26 22298.80 22483.34 22667.89 22852.43 23036.97 23221.51
 [9] 23406.06 23590.60 23775.14 23959.69 24144.23 24328.77 24513.31 24697.86
[17] 24882.40 25066.94 25251.49 25436.03 25620.57 25805.11 25989.66 26174.20
[25] 26358.74 26543.29 26727.83 26912.37 27096.92 27281.46 27466.00 27650.54
[33] 27835.09 28019.63 28204.17 28388.72 28573.26 28757.80 28942.34 29126.89
[41] 29311.43 29495.97 29680.52 29865.06 30049.60 30234.14 30418.69 30603.23
[49] 30787.77 30972.32

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 6.185274e-10 3.563259e-09 1.840288e-08 8.520640e-08 3.536776e-07
 [2,] 9.789831e-10 5.717467e-09 2.993519e-08 1.405104e-07 5.912671e-07
 [3,] 1.126579e-09 6.670055e-09 3.540362e-08 1.684667e-07 7.186696e-07
 [4,] 9.426894e-10 5.657647e-09 3.044284e-08 1.468553e-07 6.351033e-07
 [5,] 5.780710e-10 3.495158e-09 1.903959e-08 9.308307e-08 4.080720e-07
 [6,] 3.933531e-10 1.753170e-09 8.879687e-09 4.313761e-08 1.908681e-07
 [7,] 3.107083e-09 4.654690e-09 7.949228e-09 1.997373e-08 7.027756e-08
 [8,] 4.763864e-08 6.625417e-08 8.302584e-08 9.540628e-08 1.079612e-07
 [9,] 5.449284e-07 7.672259e-07 9.684777e-07 1.096374e-06 1.114498e-06
[10,] 4.533756e-06 6.471021e-06 8.280136e-06 9.498527e-06 9.768957e-06
[11,] 2.742515e-05 3.968291e-05 5.147630e-05 5.986352e-05 6.241318e-05
[12,] 1.206171e-04 1.769308e-04 2.326736e-04 2.743097e-04 2.899289e-04
[13,] 3.856901e-04 5.735521e-04 7.646390e-04 9.138821e-04 9.792151e-04
[14,] 8.966798e-04 1.351798e-03 1.826988e-03 2.213654e-03 2.404569e-03
[15,] 1.515676e-03 2.316443e-03 3.173855e-03 3.898562e-03 4.293174e-03
[16,] 1.862722e-03 2.886074e-03 4.008869e-03 4.992269e-03 5.573803e-03
[17,] 1.664487e-03 2.614580e-03 3.682164e-03 4.649636e-03 5.265313e-03
[18,] 1.081841e-03 1.723220e-03 2.461659e-03 3.155047e-03 3.631274e-03
[19,] 5.137830e-04 8.308229e-04 1.206758e-03 1.577763e-03 1.865080e-03
[20,] 1.907118e-04 3.148344e-04 4.702024e-04 6.413798e-04 8.134899e-04
[21,] 1.070233e-04 1.816605e-04 2.820865e-04 4.084266e-04 5.686330e-04
[22,] 2.065457e-04 3.529716e-04 5.464445e-04 7.745057e-04 1.024730e-03
[23,] 4.614438e-04 7.949874e-04 1.232614e-03 1.726669e-03 2.202206e-03
[24,] 7.809437e-04 1.363243e-03 2.138683e-03 3.021373e-03 3.858222e-03
[25,] 9.694047e-04 1.720386e-03 2.747475e-03 3.957738e-03 5.162887e-03
[26,] 8.927038e-04 1.617127e-03 2.647457e-03 3.933652e-03 5.338871e-03
[27,] 6.530459e-04 1.209417e-03 2.043311e-03 3.172178e-03 4.568685e-03
[28,] 5.046140e-04 9.306830e-04 1.588065e-03 2.533547e-03 3.822184e-03
[29,] 6.207843e-04 1.093302e-03 1.781022e-03 2.721743e-03 3.965708e-03
[30,] 9.464649e-04 1.629415e-03 2.565606e-03 3.739481e-03 5.131911e-03
[31,] 1.214961e-03 2.100915e-03 3.307489e-03 4.788316e-03 6.472375e-03
[32,] 1.171182e-03 2.057485e-03 3.294615e-03 4.859146e-03 6.704085e-03
[33,] 8.304997e-04 1.491718e-03 2.454301e-03 3.745397e-03 5.393987e-03
[34,] 4.328402e-04 8.003315e-04 1.367300e-03 2.192160e-03 3.361656e-03
[35,] 1.667921e-04 3.207926e-04 5.777238e-04 9.923213e-04 1.655445e-03
[36,] 4.814244e-05 9.795454e-05 1.900877e-04 3.582190e-04 6.631738e-04
[37,] 1.067355e-05 2.358974e-05 5.076179e-05 1.074680e-04 2.236146e-04
[38,] 1.935062e-06 4.867692e-06 1.212646e-05 2.974326e-05 7.078073e-05
[39,] 3.885003e-07 1.246046e-06 3.909293e-06 1.169810e-05 3.273935e-05
[40,] 2.121050e-07 8.045169e-07 2.872968e-06 9.483697e-06 2.859557e-05
[41,] 4.020343e-07 1.205889e-06 3.581233e-06 1.044671e-05 2.931702e-05
[42,] 1.594713e-06 3.915112e-06 8.947510e-06 1.944936e-05 4.116331e-05
[43,] 6.262676e-06 1.493186e-05 3.209117e-05 6.245535e-05 1.109604e-04
[44,] 1.870602e-05 4.496626e-05 9.696802e-05 1.876985e-04 3.264824e-04
[45,] 4.084654e-05 9.947533e-05 2.171994e-04 4.252215e-04 7.465217e-04
[46,] 6.489054e-05 1.601945e-04 3.545415e-04 7.034658e-04 1.251360e-03
[47,] 7.495668e-05 1.875913e-04 4.208859e-04 8.465763e-04 1.526576e-03
[48,] 6.295245e-05 1.597182e-04 3.632832e-04 7.407733e-04 1.354174e-03
[49,] 3.844013e-05 9.887046e-05 2.279803e-04 4.712779e-04 8.733851e-04
[50,] 1.706579e-05 4.449878e-05 1.040205e-04 2.179910e-04 4.095503e-04
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 1.316109e-06 4.390612e-06 1.313129e-05 3.520778e-05 8.462891e-05
 [2,] 2.230529e-06 7.543644e-06 2.287198e-05 6.216913e-05 1.514938e-04
 [3,] 2.748486e-06 9.423380e-06 2.896471e-05 7.981423e-05 1.971698e-04
 [4,] 2.462343e-06 8.558579e-06 2.666884e-05 7.449982e-05 1.865758e-04
 [5,] 1.603890e-06 5.651534e-06 1.785289e-05 5.055912e-05 1.283629e-04
 [6,] 7.597791e-07 2.713478e-06 8.689365e-06 2.494679e-05 6.420866e-05
 [7,] 2.664333e-07 9.510109e-07 3.077663e-06 8.951337e-06 2.335293e-05
 [8,] 1.480113e-07 3.068666e-07 8.394667e-07 2.366771e-06 6.196903e-06
 [9,] 1.023141e-06 8.698692e-07 7.550596e-07 8.519383e-07 1.459523e-06
[10,] 9.009526e-06 7.458160e-06 5.566235e-06 3.821450e-06 2.620908e-06
[11,] 5.834284e-05 4.891891e-05 3.686373e-05 2.519779e-05 1.628006e-05
[12,] 2.747419e-04 2.334903e-04 1.782082e-04 1.229548e-04 7.900397e-05
[13,] 9.406753e-04 8.103386e-04 6.266018e-04 4.369744e-04 2.808323e-04
[14,] 2.341711e-03 2.044867e-03 1.602311e-03 1.130445e-03 7.294189e-04
[15,] 4.238621e-03 3.752335e-03 2.980276e-03 2.129067e-03 1.383866e-03
[16,] 5.579812e-03 5.009553e-03 4.036297e-03 2.925525e-03 1.925465e-03
[17,] 5.349098e-03 4.879148e-03 4.003380e-03 2.968320e-03 2.013421e-03
[18,] 3.760096e-03 3.516606e-03 2.994491e-03 2.358855e-03 1.769941e-03
[19,] 2.011251e-03 2.012450e-03 1.922804e-03 1.823209e-03 1.772977e-03
[20,] 9.883289e-04 1.195356e-03 1.483391e-03 1.888555e-03 2.393207e-03
[21,] 7.909185e-04 1.129382e-03 1.648893e-03 2.383962e-03 3.287389e-03
[22,] 1.305470e-03 1.662992e-03 2.173889e-03 2.900856e-03 3.826859e-03
[23,] 2.594903e-03 2.896758e-03 3.174746e-03 3.536512e-03 4.052637e-03
[24,] 4.485468e-03 4.810930e-03 4.870684e-03 4.814908e-03 4.822320e-03
[25,] 6.140846e-03 6.737352e-03 6.948904e-03 6.929389e-03 6.909150e-03
[26,] 6.683251e-03 7.824438e-03 8.728317e-03 9.482723e-03 1.024221e-02
[27,] 6.175586e-03 7.934143e-03 9.803993e-03 1.175988e-02 1.377073e-02
[28,] 5.507394e-03 7.626928e-03 1.016769e-02 1.302608e-02 1.599816e-02
[29,] 5.590269e-03 7.686298e-03 1.030018e-02 1.335411e-02 1.660213e-02
[30,] 6.768731e-03 8.744194e-03 1.117560e-02 1.409233e-02 1.732572e-02
[31,] 8.338025e-03 1.047165e-02 1.304263e-02 1.617402e-02 1.977387e-02
[32,] 8.831168e-03 1.135161e-02 1.446329e-02 1.831516e-02 2.281766e-02
[33,] 7.482192e-03 1.018157e-02 1.371761e-02 1.823969e-02 2.364493e-02
[34,] 5.022218e-03 7.393912e-03 1.073018e-02 1.520875e-02 2.078569e-02
[35,] 2.714524e-03 4.380944e-03 6.902813e-03 1.049191e-02 1.521704e-02
[36,] 1.207116e-03 2.142160e-03 3.661998e-03 5.967064e-03 9.201440e-03
[37,] 4.527116e-04 8.803684e-04 1.627094e-03 2.838591e-03 4.657036e-03
[38,] 1.608600e-04 3.449040e-04 6.923969e-04 1.296109e-03 2.258010e-03
[39,] 8.462227e-05 2.005412e-04 4.340945e-04 8.569304e-04 1.542638e-03
[40,] 7.820454e-05 1.932334e-04 4.305194e-04 8.642308e-04 1.563222e-03
[41,] 7.734699e-05 1.883599e-04 4.183028e-04 8.410793e-04 1.525218e-03
[42,] 8.614921e-05 1.780293e-04 3.569788e-04 6.783799e-04 1.196844e-03
[43,] 1.823698e-04 2.827641e-04 4.234796e-04 6.247324e-04 9.124742e-04
[44,] 5.113402e-04 7.238220e-04 9.322045e-04 1.104672e-03 1.225578e-03
[45,] 1.175569e-03 1.661254e-03 2.108568e-03 2.407769e-03 2.481013e-03
[46,] 1.995712e-03 2.853735e-03 3.659112e-03 4.207947e-03 4.341702e-03
[47,] 2.467873e-03 3.576699e-03 4.647318e-03 5.413685e-03 5.654233e-03
[48,] 2.219284e-03 3.260625e-03 4.294764e-03 5.071416e-03 5.368747e-03
[49,] 1.451054e-03 2.161276e-03 2.885932e-03 3.454706e-03 3.707539e-03
[50,] 6.898025e-04 1.041577e-03 1.409960e-03 1.711084e-03 1.861594e-03
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 1.823677e-04 3.523108e-04 6.101730e-04 9.473903e-04 1.318724e-03
 [2,] 3.309512e-04 6.481597e-04 1.138018e-03 1.791286e-03 2.527725e-03
 [3,] 4.366660e-04 8.669769e-04 1.543173e-03 2.462467e-03 3.522697e-03
 [4,] 4.188942e-04 8.431452e-04 1.521421e-03 2.461191e-03 3.569358e-03
 [5,] 2.921653e-04 5.961652e-04 1.090570e-03 1.788502e-03 2.629507e-03
 [6,] 1.481571e-04 3.064788e-04 5.683651e-04 9.449378e-04 1.408407e-03
 [7,] 5.462558e-05 1.145542e-04 2.153663e-04 3.629892e-04 5.484774e-04
 [8,] 1.466272e-05 3.115804e-05 5.938043e-05 1.014619e-04 1.554247e-04
 [9,] 3.077414e-06 6.435916e-06 1.236613e-05 2.141958e-05 3.330318e-05
[10,] 2.261638e-06 3.015006e-06 5.177587e-06 8.991933e-06 1.441616e-05
[11,] 1.155391e-05 1.192359e-05 1.823339e-05 3.126619e-05 5.102637e-05
[12,] 5.312082e-05 4.895936e-05 6.940636e-05 1.172257e-04 1.926946e-04
[13,] 1.818276e-04 1.513257e-04 1.964277e-04 3.238568e-04 5.346969e-04
[14,] 4.602721e-04 3.500000e-04 4.109572e-04 6.537642e-04 1.080201e-03
[15,] 8.603041e-04 6.071720e-04 6.397153e-04 9.674450e-04 1.590486e-03
[16,] 1.195694e-03 8.021993e-04 7.581948e-04 1.065241e-03 1.718724e-03
[17,] 1.295635e-03 8.776384e-04 7.650400e-04 9.502541e-04 1.426241e-03
[18,] 1.326005e-03 1.054237e-03 9.420215e-04 9.761214e-04 1.158663e-03
[19,] 1.776971e-03 1.790806e-03 1.759289e-03 1.659633e-03 1.518715e-03
[20,] 2.905292e-03 3.281878e-03 3.392573e-03 3.186978e-03 2.722395e-03
[21,] 4.204442e-03 4.905635e-03 5.177080e-03 4.922098e-03 4.210485e-03
[22,] 4.810591e-03 5.607842e-03 5.966130e-03 5.745155e-03 4.988446e-03
[23,] 4.683251e-03 5.264758e-03 5.577023e-03 5.455061e-03 4.875550e-03
[24,] 4.993476e-03 5.289744e-03 5.554578e-03 5.600616e-03 5.307953e-03
[25,] 7.071783e-03 7.457566e-03 7.942266e-03 8.297277e-03 8.297940e-03
[26,] 1.113347e-02 1.216876e-02 1.320728e-02 1.398678e-02 1.422219e-02
[27,] 1.577577e-02 1.766382e-02 1.925827e-02 2.032412e-02 2.062318e-02
[28,] 1.881792e-02 2.122112e-02 2.299071e-02 2.396777e-02 2.405694e-02
[29,] 1.966860e-02 2.215830e-02 2.377414e-02 2.438235e-02 2.401640e-02
[30,] 2.048637e-02 2.306543e-02 2.461195e-02 2.489164e-02 2.395570e-02
[31,] 2.344434e-02 2.655250e-02 2.844528e-02 2.869880e-02 2.727716e-02
[32,] 2.752210e-02 3.167116e-02 3.442441e-02 3.515495e-02 3.367530e-02
[33,] 2.945955e-02 3.486947e-02 3.891607e-02 4.078321e-02 4.005706e-02
[34,] 2.708231e-02 3.337388e-02 3.870879e-02 4.213259e-02 4.295095e-02
[35,] 2.089854e-02 2.704744e-02 3.288675e-02 3.747607e-02 3.993151e-02
[36,] 1.337019e-02 1.825719e-02 2.337639e-02 2.799823e-02 3.128310e-02
[37,] 7.170116e-03 1.034290e-02 1.395223e-02 1.755926e-02 2.055936e-02
[38,] 3.658184e-03 5.509417e-03 7.710551e-03 1.002081e-02 1.207867e-02
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[49,] 3.819744e-07 2.339678e-07 1.284775e-07 6.324804e-08 2.791362e-08
[50,] 3.261300e-08 2.025130e-08 1.127363e-08 5.626312e-09 2.517288e-09

> 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  
    26230.2        325.0  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/1avhv1257794558.ps tmp/1avhv1257794558.png")
> system("convert tmp/2dgls1257794558.ps tmp/2dgls1257794558.png")
> system("convert tmp/3pr0d1257794558.ps tmp/3pr0d1257794558.png")
> system("convert tmp/49arx1257794558.ps tmp/49arx1257794558.png")
> system("convert tmp/5sp3i1257794558.ps tmp/5sp3i1257794558.png")
> system("convert tmp/6837k1257794558.ps tmp/6837k1257794558.png")
> system("convert tmp/76s4v1257794558.ps tmp/76s4v1257794558.png")
> 
> 
> proc.time()
   user  system elapsed 
  3.004   1.986   3.549