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.

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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
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

> z <- c(41,35,34,36,39,40,30,33,30,32,41,40,41,40,39,34,34,46,45,44,40,39,37,39,35,26,26,33,27,30,26,27,18,19,13,14,41,21,16,17,9,14,14,16,11,10,6,9,5,7,2,0,8,13,11,19,23,23,43,59)
> y <- c(49,46,45,49,47,45,48,51,48,49,51,54,52,52,53,51,55,53,51,52,54,58,57,52,50,53,50,50,51,53,49,54,57,58,56,60,55,54,52,55,56,54,53,59,62,63,64,75,77,79,77,82,83,81,78,79,79,73,72,67)
> x <- c(0,9,1,4,6,21,24,23,22,21,20,16,18,18,24,16,15,24,18,15,4,3,6,5,12,12,12,14,12,17,12,20,21,15,22,19,19,26,25,19,20,30,31,35,33,26,25,17,14,8,12,7,4,10,8,16,14,20,9,10)
> par7 = 'Werkloosheid'
> par6 = 'Consumptieprijzen'
> par5 = 'Sparen'
> par4 = 'Y'
> par3 = 'Y'
> par2 = '50'
> par1 = '50'
> #'GNU S' R Code compiled by R2WASP v. 1.0.44 ()
> #Author: Prof. Dr. P. Wessa
> #To cite this work: AUTHOR(S), (YEAR), YOUR SOFTWARE TITLE (vNUMBER) in Free Statistics Software (v$_version), Office for Research Development and Education, URL http://www.wessa.net/rwasp_YOURPAGE.wasp/
> #Source of accompanying publication: Office for Research, Development, and Education
> #Technical description: Write here your technical program description (don't use hard returns!)
> x <- array(x,dim=c(length(x),1))
> colnames(x) <- par5
> y <- array(y,dim=c(length(y),1))
> colnames(y) <- par6
> z <- array(z,dim=c(length(z),1))
> colnames(z) <- par7
> d <- data.frame(cbind(z,y,x))
> colnames(d) <- list(par7,par6,par5)
> par1 <- as.numeric(par1)
> par2 <- as.numeric(par2)
> if (par1>500) par1 <- 500
> if (par2>500) par2 <- 500
> if (par1<10) par1 <- 10
> if (par2<10) par2 <- 10
> library(GenKern)
Loading required package: KernSmooth
KernSmooth 2.22 installed
Copyright M. P. Wand 1997

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


Package GenKern installed

> library(lattice)
> panel.hist <- function(x, ...)
+ {
+ usr <- par('usr'); on.exit(par(usr))
+ par(usr = c(usr[1:2], 0, 1.5) )
+ h <- hist(x, plot = FALSE)
+ breaks <- h$breaks; nB <- length(breaks)
+ y <- h$counts; y <- y/max(y)
+ rect(breaks[-nB], 0, breaks[-1], y, col='black', ...)
+ }
> postscript(file="/var/www/html/rcomp/tmp/18wqd1228768924.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/2g3ay1228768924.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/39egp1228768924.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/4x8u41228768924.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/56mqd1228768924.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  
    61.5976      -0.2126  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/6a7bz1228768924.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] 41.22425 42.15387 43.08350 44.01312 44.94274 45.87236 46.80199 47.73161
 [9] 48.66123 49.59085 50.52048 51.45010 52.37972 53.30934 54.23896 55.16859
[17] 56.09821 57.02783 57.95745 58.88708 59.81670 60.74632 61.67594 62.60557
[25] 63.53519 64.46481 65.39443 66.32406 67.25368 68.18330 69.11292 70.04255
[33] 70.97217 71.90179 72.83141 73.76104 74.69066 75.62028 76.54990 77.47952
[41] 78.40915 79.33877 80.26839 81.19801 82.12764 83.05726 83.98688 84.91650
[49] 85.84613 86.77575

$yords
 [1] -7.0085816 -5.5184355 -4.0282893 -2.5381431 -1.0479969  0.4421493
 [7]  1.9322955  3.4224417  4.9125879  6.4027341  7.8928803  9.3830264
[13] 10.8731726 12.3633188 13.8534650 15.3436112 16.8337574 18.3239036
[19] 19.8140498 21.3041960 22.7943421 24.2844883 25.7746345 27.2647807
[25] 28.7549269 30.2450731 31.7352193 33.2253655 34.7155117 36.2056579
[31] 37.6958040 39.1859502 40.6760964 42.1662426 43.6563888 45.1465350
[37] 46.6366812 48.1268274 49.6169736 51.1071197 52.5972659 54.0874121
[43] 55.5775583 57.0677045 58.5578507 60.0479969 61.5381431 63.0282893
[49] 64.5184355 66.0085816

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 1.315088e-23 4.000959e-22 1.048838e-20 2.368346e-19 4.605205e-18
 [2,] 6.786351e-22 1.851521e-20 4.355712e-19 8.831728e-18 1.542858e-16
 [3,] 2.882690e-20 7.043567e-19 1.485277e-17 2.701567e-16 4.236555e-15
 [4,] 1.010732e-18 2.208140e-17 4.167724e-16 6.791788e-15 9.550634e-14
 [5,] 2.934527e-17 5.721526e-16 9.649286e-15 1.406659e-13 1.771345e-12
 [6,] 7.079609e-16 1.229417e-14 1.849088e-13 2.407032e-12 2.709940e-11
 [7,] 1.424035e-14 2.198356e-13 2.942898e-12 3.414191e-11 3.430315e-10
 [8,] 2.395042e-13 3.281786e-12 3.903324e-11 4.028211e-10 3.604950e-09
 [9,] 3.374272e-12 4.100280e-11 4.327382e-10 3.966249e-09 3.156062e-08
[10,] 3.983909e-11 4.293041e-10 4.018170e-09 3.267626e-08 2.308883e-07
[11,] 3.937667e-10 3.766034e-09 3.127125e-08 2.255926e-07 1.414582e-06
[12,] 3.250474e-09 2.763540e-08 2.038142e-07 1.305269e-06 7.265126e-06
[13,] 2.233781e-08 1.691687e-07 1.110154e-06 6.320953e-06 3.126433e-05
[14,] 1.273434e-07 8.609570e-07 5.038289e-06 2.555656e-05 1.125349e-04
[15,] 6.001309e-07 3.630126e-06 1.898676e-05 8.599987e-05 3.379122e-04
[16,] 2.330782e-06 1.263900e-05 5.921373e-05 2.400668e-04 8.438564e-04
[17,] 7.440778e-06 3.623490e-05 1.523687e-04 5.542097e-04 1.747389e-03
[18,] 1.948551e-05 8.534656e-05 3.227143e-04 1.055447e-03 2.993042e-03
[19,] 4.179664e-05 1.648896e-04 5.616553e-04 1.655542e-03 4.235654e-03
[20,] 7.337793e-05 2.611354e-04 8.030278e-04 2.140070e-03 4.963525e-03
[21,] 1.055098e-04 3.396186e-04 9.468845e-04 2.297639e-03 4.888481e-03
[22,] 1.250292e-04 3.668750e-04 9.399637e-04 2.124804e-03 4.306624e-03
[23,] 1.257425e-04 3.462718e-04 8.544218e-04 1.930377e-03 4.090434e-03
[24,] 1.203100e-04 3.387081e-04 8.935969e-04 2.232099e-03 5.263550e-03
[25,] 1.424705e-04 4.475381e-04 1.304259e-03 3.472637e-03 8.331362e-03
[26,] 2.345108e-04 7.647813e-04 2.213669e-03 5.646735e-03 1.265250e-02
[27,] 4.189846e-04 1.288586e-03 3.452219e-03 8.055698e-03 1.639339e-02
[28,] 6.639654e-04 1.861003e-03 4.522021e-03 9.542721e-03 1.752922e-02
[29,] 8.745294e-04 2.215989e-03 4.862450e-03 9.259281e-03 1.533960e-02
[30,] 9.426461e-04 2.155997e-03 4.269036e-03 7.334415e-03 1.096094e-02
[31,] 8.286282e-04 1.710376e-03 3.056369e-03 4.739147e-03 6.393256e-03
[32,] 5.936140e-04 1.106105e-03 1.785098e-03 2.502576e-03 3.061284e-03
[33,] 3.469838e-04 5.853210e-04 8.596087e-04 1.111844e-03 1.300331e-03
[34,] 1.686453e-04 2.667081e-04 3.894299e-04 5.668534e-04 9.009676e-04
[35,] 8.463480e-05 1.666587e-04 3.645135e-04 8.530852e-04 1.962821e-03
[36,] 1.091919e-04 3.311987e-04 9.402097e-04 2.397802e-03 5.418080e-03
[37,] 3.155163e-04 9.729088e-04 2.623139e-03 6.185049e-03 1.280585e-02
[38,] 8.846761e-04 2.499500e-03 6.146798e-03 1.321652e-02 2.499155e-02
[39,] 2.060284e-03 5.295677e-03 1.186933e-02 2.332002e-02 4.042394e-02
[40,] 3.951135e-03 9.265220e-03 1.900698e-02 3.431683e-02 5.493010e-02
[41,] 6.297669e-03 1.356203e-02 2.567724e-02 4.303857e-02 6.439394e-02
[42,] 8.531724e-03 1.708312e-02 3.028137e-02 4.786829e-02 6.805329e-02
[43,] 1.026630e-02 1.947819e-02 3.293234e-02 4.991055e-02 6.826956e-02
[44,] 1.170680e-02 2.140822e-02 3.490317e-02 5.089666e-02 6.675213e-02
[45,] 1.329219e-02 2.339236e-02 3.643327e-02 5.037452e-02 6.233357e-02
[46,] 1.481995e-02 2.459692e-02 3.583802e-02 4.614199e-02 5.329259e-02
[47,] 1.524586e-02 2.338580e-02 3.140514e-02 3.741223e-02 4.062880e-02
[48,] 1.365718e-02 1.917277e-02 2.368208e-02 2.637647e-02 2.773794e-02
[49,] 1.031287e-02 1.326266e-02 1.524439e-02 1.634571e-02 1.744968e-02
[50,] 6.489639e-03 7.734645e-03 8.504876e-03 9.195289e-03 1.040436e-02
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 7.709265e-17 1.110824e-15 1.377426e-14 1.469676e-13 1.349185e-12
 [2,] 2.321461e-15 3.007682e-14 3.354563e-13 3.220279e-12 2.660441e-11
 [3,] 5.725594e-14 6.666271e-13 6.684478e-12 5.771214e-11 4.289513e-10
 [4,] 1.158297e-12 1.211013e-11 1.091056e-10 8.467858e-10 5.660094e-09
 [5,] 1.925616e-11 1.806106e-10 1.460853e-09 1.018536e-08 6.119413e-08
 [6,] 2.636858e-10 2.216020e-09 1.607520e-08 1.006012e-07 5.429085e-07
 [7,] 2.982611e-09 2.242625e-08 1.457165e-07 8.176627e-07 3.960206e-06
 [8,] 2.795793e-08 1.877632e-07 1.091159e-06 5.483077e-06 2.380892e-05
 [9,] 2.179266e-07 1.304968e-06 6.771788e-06 3.042963e-05 1.183245e-04
[10,] 1.417291e-06 7.554948e-06 3.495231e-05 1.402505e-04 4.877777e-04
[11,] 7.711751e-06 3.654981e-05 1.505604e-04 5.388145e-04 1.674343e-03
[12,] 3.516871e-05 1.481239e-04 5.429058e-04 1.731544e-03 4.804762e-03
[13,] 1.344822e-04 5.035411e-04 1.642373e-03 4.668693e-03 1.157087e-02
[14,] 4.308151e-04 1.435960e-03 4.172769e-03 1.058443e-02 2.346274e-02
[15,] 1.153921e-03 3.431372e-03 8.903546e-03 2.020098e-02 4.016736e-02
[16,] 2.577458e-03 6.857937e-03 1.594050e-02 3.247136e-02 5.818365e-02
[17,] 4.788276e-03 1.143983e-02 2.392041e-02 4.397843e-02 7.150921e-02
[18,] 7.382932e-03 1.590585e-02 3.008712e-02 5.031449e-02 7.508409e-02
[19,] 9.445020e-03 1.846061e-02 3.187675e-02 4.917496e-02 6.886481e-02
[20,] 1.008098e-02 1.809476e-02 2.909992e-02 4.277371e-02 5.900820e-02
[21,] 9.225913e-03 1.571978e-02 2.478924e-02 3.725895e-02 5.469868e-02
[22,] 8.007490e-03 1.403865e-02 2.377013e-02 3.922886e-02 6.246955e-02
[23,] 8.282318e-03 1.610453e-02 2.977421e-02 5.140210e-02 8.136038e-02
[24,] 1.156821e-02 2.333032e-02 4.261333e-02 6.983827e-02 1.020507e-01
[25,] 1.784055e-02 3.391642e-02 5.709453e-02 8.499865e-02 1.117987e-01
[26,] 2.488605e-02 4.299912e-02 6.534619e-02 8.743392e-02 1.030380e-01
[27,] 2.915196e-02 4.540321e-02 6.206207e-02 7.456463e-02 7.879180e-02
[28,] 2.810072e-02 3.941333e-02 4.847256e-02 5.235356e-02 4.969135e-02
[29,] 2.216734e-02 2.801492e-02 3.103097e-02 3.017219e-02 2.577252e-02
[30,] 1.428666e-02 1.628345e-02 1.626762e-02 1.427591e-02 1.103526e-02
[31,] 7.526225e-03 7.759567e-03 7.044198e-03 5.693189e-03 4.214632e-03
[32,] 3.293606e-03 3.170634e-03 2.843343e-03 2.586729e-03 2.684593e-03
[33,] 1.455762e-03 1.716547e-03 2.315084e-03 3.511463e-03 5.485080e-03
[34,] 1.602710e-03 2.990256e-03 5.420794e-03 9.146705e-03 1.411011e-02
[35,] 4.186330e-03 8.080161e-03 1.404039e-02 2.199452e-02 3.111614e-02
[36,] 1.083867e-02 1.928479e-02 3.070899e-02 4.400763e-02 5.695284e-02
[37,] 2.342531e-02 3.813020e-02 5.562097e-02 7.315338e-02 8.714643e-02
[38,] 4.184930e-02 6.253163e-02 8.401444e-02 1.022327e-01 1.134404e-01
[39,] 6.229340e-02 8.605955e-02 1.075520e-01 1.227429e-01 1.292011e-01
[40,] 7.862451e-02 1.016314e-01 1.199521e-01 1.308318e-01 1.335180e-01
[41,] 8.684214e-02 1.067572e-01 1.211540e-01 1.286361e-01 1.294132e-01
[42,] 8.787030e-02 1.042376e-01 1.151124e-01 1.200213e-01 1.197704e-01
[43,] 8.502434e-02 9.756530e-02 1.047765e-01 1.073001e-01 1.068614e-01
[44,] 7.952674e-02 8.750329e-02 9.110908e-02 9.245157e-02 9.380213e-02
[45,] 7.016664e-02 7.389508e-02 7.570211e-02 7.831045e-02 8.293560e-02
[46,] 5.683002e-02 5.854662e-02 6.121302e-02 6.637785e-02 7.298549e-02
[47,] 4.217258e-02 4.436418e-02 4.886919e-02 5.513666e-02 6.048227e-02
[48,] 2.935432e-02 3.267827e-02 3.765251e-02 4.240457e-02 4.437695e-02
[49,] 1.958641e-02 2.296937e-02 2.654662e-02 2.854790e-02 2.765259e-02
[50,] 1.239111e-02 1.469038e-02 1.627888e-02 1.622593e-02 1.431605e-02
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 1.065680e-11 7.244114e-11 4.240612e-10 2.141133e-09 9.358706e-09
 [2,] 1.891522e-10 1.157582e-09 6.101584e-09 2.774264e-08 1.091926e-07
 [3,] 2.744517e-09 1.511854e-08 7.174520e-08 2.937384e-07 1.041127e-06
 [4,] 3.257976e-08 1.615078e-07 6.899168e-07 2.543242e-06 8.117781e-06
 [5,] 3.167557e-07 1.412668e-06 5.430894e-06 1.802328e-05 5.180741e-05
 [6,] 2.525831e-06 1.013027e-05 3.504009e-05 1.046739e-04 2.709622e-04
 [7,] 1.654896e-05 5.965927e-05 1.856088e-04 4.990231e-04 1.163401e-03
 [8,] 8.929350e-05 2.891806e-04 8.089415e-04 1.957251e-03 4.110368e-03
 [9,] 3.979141e-04 1.156944e-03 2.909077e-03 6.334537e-03 1.198934e-02
[10,] 1.469520e-03 3.833816e-03 8.663883e-03 1.698549e-02 2.900628e-02
[11,] 4.515663e-03 1.056781e-02 2.147019e-02 3.793903e-02 5.858825e-02
[12,] 1.159758e-02 2.435432e-02 4.453407e-02 7.109699e-02 9.969917e-02
[13,] 2.501259e-02 4.719699e-02 7.787781e-02 1.128204e-01 1.446896e-01
[14,] 4.551238e-02 7.740178e-02 1.157975e-01 1.533606e-01 1.819299e-01
[15,] 7.018214e-02 1.081539e-01 1.478681e-01 1.811547e-01 2.022092e-01
[16,] 9.213601e-02 1.297804e-01 1.642196e-01 1.895540e-01 2.040994e-01
[17,] 1.036345e-01 1.353463e-01 1.618594e-01 1.811858e-01 1.947181e-01
[18,] 1.013031e-01 1.258556e-01 1.474313e-01 1.669202e-01 1.855469e-01
[19,] 8.949285e-02 1.108327e-01 1.339604e-01 1.594769e-01 1.849032e-01
[20,] 7.860970e-02 1.030780e-01 1.328427e-01 1.647817e-01 1.913345e-01
[21,] 7.896676e-02 1.104692e-01 1.458326e-01 1.770485e-01 1.939807e-01
[22,] 9.387679e-02 1.300318e-01 1.629513e-01 1.824367e-01 1.810809e-01
[23,] 1.163533e-01 1.487696e-01 1.688431e-01 1.692776e-01 1.494781e-01
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[36,] 1.035065e-04 4.069534e-05 1.373499e-05 3.977867e-06 9.884476e-07
[37,] 1.949517e-05 6.915474e-06 2.105832e-06 5.502544e-07 1.233630e-07
[38,] 2.989864e-06 9.568952e-07 2.628960e-07 6.197863e-08 1.253665e-08
[39,] 3.733705e-07 1.078129e-07 2.672443e-08 5.684397e-09 1.037390e-09
[40,] 3.796584e-08 9.891034e-09 2.212062e-09 4.245134e-10 6.989835e-11
[41,] 3.143479e-09 7.388855e-10 1.490908e-10 2.581445e-11 3.834921e-12
[42,] 2.119301e-10 4.494456e-11 8.182175e-12 1.278200e-12 1.713210e-13
[43,] 1.163432e-11 2.226094e-12 3.656395e-13 5.153488e-14 6.232051e-15
[44,] 5.200587e-13 8.977855e-14 1.330455e-14 1.691868e-15 1.845926e-16
[45,] 1.892902e-14 2.948264e-15 3.941958e-16 4.522683e-17 4.452070e-18
[46,] 5.610074e-16 7.883600e-17 9.510168e-18 9.844427e-19 8.743278e-20
[47,] 1.353859e-17 1.716514e-18 1.868224e-19 1.744814e-20 1.398142e-21
[48,] 2.660375e-19 3.043229e-20 2.988369e-21 2.518098e-22 1.820508e-23
[49,] 4.256761e-21 4.393280e-22 3.892303e-23 2.959123e-24 1.930194e-25
[50,] 5.545974e-23 5.164228e-24 4.128013e-25 2.831493e-26 1.666370e-27

> 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  
     68.631       -0.721  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/7z9i91228768924.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] -6.0255447 -5.0653184 -4.1050921 -3.1448658 -2.1846395 -1.2244132
 [7] -0.2641868  0.6960395  1.6562658  2.6164921  3.5767184  4.5369447
[13]  5.4971710  6.4573974  7.4176237  8.3778500  9.3380763 10.2983026
[19] 11.2585289 12.2187553 13.1789816 14.1392079 15.0994342 16.0596605
[25] 17.0198868 17.9801132 18.9403395 19.9005658 20.8607921 21.8210184
[31] 22.7812447 23.7414711 24.7016974 25.6619237 26.6221500 27.5823763
[37] 28.5426026 29.5028290 30.4630553 31.4232816 32.3835079 33.3437342
[43] 34.3039605 35.2641868 36.2244132 37.1846395 38.1448658 39.1050921
[49] 40.0653184 41.0255447

$yords
 [1] -7.0085816 -5.5184355 -4.0282893 -2.5381431 -1.0479969  0.4421493
 [7]  1.9322955  3.4224417  4.9125879  6.4027341  7.8928803  9.3830264
[13] 10.8731726 12.3633188 13.8534650 15.3436112 16.8337574 18.3239036
[19] 19.8140498 21.3041960 22.7943421 24.2844883 25.7746345 27.2647807
[25] 28.7549269 30.2450731 31.7352193 33.2253655 34.7155117 36.2056579
[31] 37.6958040 39.1859502 40.6760964 42.1662426 43.6563888 45.1465350
[37] 46.6366812 48.1268274 49.6169736 51.1071197 52.5972659 54.0874121
[43] 55.5775583 57.0677045 58.5578507 60.0479969 61.5381431 63.0282893
[49] 64.5184355 66.0085816

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 7.350309e-06 1.577722e-05 3.110394e-05 0.0000569462 9.808795e-05
 [2,] 1.779930e-05 3.736473e-05 7.195070e-05 0.0001284615 2.154079e-04
 [3,] 4.058320e-05 8.334212e-05 1.568204e-04 0.0002731869 4.462284e-04
 [4,] 8.712873e-05 1.750938e-04 3.220779e-04 0.0005477569 8.721613e-04
 [5,] 1.761518e-04 3.465219e-04 6.234141e-04 0.0010357333 1.608831e-03
 [6,] 3.354148e-04 6.461303e-04 1.137492e-03 0.0018474431 2.802056e-03
 [7,] 6.016331e-04 1.135397e-03 1.957116e-03 0.0031098640 4.610407e-03
 [8,] 1.016849e-03 1.880916e-03 3.176736e-03 0.0049432843 7.171797e-03
 [9,] 1.620049e-03 2.939032e-03 4.867676e-03 0.0074258829 1.055818e-02
[10,] 2.434370e-03 4.334687e-03 7.047328e-03 0.0105541223 1.473049e-02
[11,] 3.452752e-03 6.040205e-03 9.652008e-03 0.0142130996 1.951182e-02
[12,] 4.627251e-03 7.962725e-03 1.252602e-02 0.0181723183 2.459494e-02
[13,] 5.867915e-03 9.948577e-03 1.543660e-02 0.0221157899 2.958952e-02
[14,] 7.054756e-03 1.180774e-02 1.811530e-02 0.0257017963 3.409744e-02
[15,] 8.061364e-03 1.335303e-02 2.031421e-02 0.0286332040 3.778994e-02
[16,] 8.783025e-03 1.444095e-02 2.185716e-02 0.0307123345 4.045800e-02
[17,] 9.159254e-03 1.499919e-02 2.266663e-02 0.0318605080 4.201948e-02
[18,] 9.182429e-03 1.503089e-02 2.275838e-02 0.0320992929 4.248809e-02
[19,] 8.890361e-03 1.459691e-02 2.221081e-02 0.0315089399 4.192754e-02
[20,] 8.347821e-03 1.378673e-02 2.112737e-02 0.0301886111 4.041854e-02
[21,] 7.626213e-03 1.269247e-02 1.961013e-02 0.0282376954 3.805422e-02
[22,] 6.789641e-03 1.139572e-02 1.775352e-02 0.0257618795 3.496001e-02
[23,] 5.890636e-03 9.968223e-03 1.565359e-02 0.0228920474 3.131820e-02
[24,] 4.973105e-03 8.479620e-03 1.342026e-02 0.0197976470 2.737580e-02
[25,] 4.077178e-03 7.003248e-03 1.118062e-02 0.0166814954 2.342478e-02
[26,] 3.241309e-03 5.614666e-03 9.068589e-03 0.0137550028 1.975940e-02
[27,] 2.500194e-03 4.383077e-03 7.205219e-03 0.0112034208 1.662606e-02
[28,] 1.880117e-03 3.360245e-03 5.678175e-03 0.0091545231 1.418294e-02
[29,] 1.394643e-03 2.572148e-03 4.528422e-03 0.0076606299 1.247957e-02
[30,] 1.042873e-03 2.016463e-03 3.747546e-03 0.0066970664 1.145839e-02
[31,] 8.108220e-04 1.665950e-03 3.284684e-03 0.0061744057 1.097382e-02
[32,] 6.751098e-04 1.475804e-03 3.059619e-03 0.0059595421 1.082312e-02
[33,] 6.076136e-04 1.392599e-03 2.978474e-03 0.0059009994 1.078390e-02
[34,] 5.799766e-04 1.363046e-03 2.949429e-03 0.0058549501 1.065365e-02
[35,] 5.673483e-04 1.341491e-03 2.896560e-03 0.0057085265 1.028511e-02
[36,] 5.510609e-04 1.295413e-03 2.769991e-03 0.0053964439 9.610141e-03
[37,] 5.200520e-04 1.208224e-03 2.550528e-03 0.0049071003 8.645132e-03
[38,] 4.708929e-04 1.078902e-03 2.247685e-03 0.0042763355 7.475834e-03
[39,] 4.064561e-04 9.185627e-04 1.891683e-03 0.0035706567 6.226133e-03
[40,] 3.335713e-04 7.449716e-04 1.521841e-03 0.0028652958 5.021065e-03
[41,] 2.603164e-04 5.766112e-04 1.174975e-03 0.0022240475 3.955967e-03
[42,] 1.936787e-04 4.279664e-04 8.770589e-04 0.0016865537 3.080311e-03
[43,] 1.381277e-04 3.070852e-04 6.398902e-04 0.0012653035 2.398271e-03
[44,] 9.526410e-05 2.155375e-04 4.624897e-04 0.0009508731 1.881862e-03
[45,] 6.433318e-05 1.500974e-04 3.354685e-04 0.0007214955 1.489071e-03
[46,] 4.317610e-05 1.051003e-04 2.461168e-04 0.0005526749 1.179707e-03
[47,] 2.919033e-05 7.455195e-05 1.824482e-04 0.0004238800 9.246625e-04
[48,] 2.001947e-05 5.346737e-05 1.353859e-04 0.0003213383 7.079842e-04
[49,] 1.388628e-05 3.836602e-05 9.919393e-05 0.0002376241 5.238579e-04
[50,] 9.630393e-06 2.714937e-05 7.079017e-05 0.0001695483 3.716274e-04
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 0.0001608891 0.0002530988 0.0003815197 0.0005464464 0.0007345395
 [2,] 0.0003435008 0.0005251487 0.0007699521 0.0010745260 0.0014103788
 [3,] 0.0006922331 0.0010290483 0.0014681104 0.0019970602 0.0025605139
 [4,] 0.0013171816 0.0019052996 0.0026466218 0.0035110735 0.0043998631
 [5,] 0.0023675326 0.0033352666 0.0045145953 0.0058453812 0.0071650091
 [6,] 0.0040220699 0.0055242349 0.0072941748 0.0092268552 0.0110741912
 [7,] 0.0064629286 0.0086658386 0.0111763479 0.0138298079 0.0162740324
 [8,] 0.0098323771 0.0128908118 0.0162646905 0.0197186614 0.0227855241
 [9,] 0.0141804798 0.0182119013 0.0225222179 0.0268009393 0.0304660714
[10,] 0.0194197957 0.0244837889 0.0297408871 0.0348085405 0.0390019357
[11,] 0.0253068895 0.0313971029 0.0375496103 0.0433181924 0.0479364983
[12,] 0.0314647885 0.0385159526 0.0454641413 0.0518086594 0.0567280326
[13,] 0.0374457241 0.0453515707 0.0529657999 0.0597388401 0.0648220161
[14,] 0.0428154181 0.0514483600 0.0595839543 0.0666242981 0.0717215917
[15,] 0.0472287606 0.0564523316 0.0649564201 0.0720932070 0.0770448018
[16,] 0.0504698317 0.0601404810 0.0688536121 0.0759139504 0.0805644813
[17,] 0.0524468085 0.0624093891 0.0711701344 0.0779989565 0.0822312416
[18,] 0.0531549394 0.0632411424 0.0719013529 0.0783959594 0.0821798928
[19,] 0.0526352929 0.0626730962 0.0711248029 0.0772761377 0.0807169328
[20,] 0.0509548411 0.0607904489 0.0689966450 0.0749211557 0.0782853368
[21,] 0.0482164101 0.0577422430 0.0657584474 0.0717037349 0.0754055356
[22,] 0.0445863109 0.0537640934 0.0617390809 0.0680544968 0.0725983483
[23,] 0.0403157668 0.0491849793 0.0573366290 0.0644128074 0.0703035558
[24,] 0.0357356575 0.0444035360 0.0529754513 0.0611684582 0.0688128823
[25,] 0.0312190355 0.0398353730 0.0490468428 0.0586078847 0.0682340144
[26,] 0.0271224152 0.0358470956 0.0458501894 0.0568788752 0.0684930249
[27,] 0.0237256199 0.0326973262 0.0435505257 0.0559805316 0.0693693638
[28,] 0.0211881004 0.0304996605 0.0421602380 0.0557754394 0.0705473854
[29,] 0.0195306347 0.0292125120 0.0415437598 0.0560152597 0.0716672328
[30,] 0.0186420974 0.0286532001 0.0414404120 0.0563729871 0.0723664936
[31,] 0.0183061320 0.0285315293 0.0415025962 0.0564821694 0.0723161369
[32,] 0.0182423042 0.0284995763 0.0413498359 0.0559883193 0.0712605598
[33,] 0.0181569814 0.0282142054 0.0406372785 0.0546136861 0.0690656199
[34,] 0.0177977732 0.0274043804 0.0391288957 0.0522242639 0.0657635349
[35,] 0.0170015858 0.0259283879 0.0367554088 0.0488753021 0.0615703361
[36,] 0.0157237694 0.0238028021 0.0336338294 0.0448098660 0.0568525914
[37,] 0.0140382702 0.0211903283 0.0300349152 0.0403992878 0.0520390456
[38,] 0.0121071641 0.0183474305 0.0263045975 0.0360395170 0.0475011346
[39,] 0.0101290305 0.0155485543 0.0227656129 0.0320397698 0.0434472278
[40,] 0.0082836234 0.0130133045 0.0196348929 0.0285460639 0.0398748491
[41,] 0.0066909296 0.0108609028 0.0169853076 0.0255278568 0.0366014897
[42,] 0.0053956333 0.0091036646 0.0147605526 0.0228281239 0.0333596821
[43,] 0.0043771642 0.0076748736 0.0128298047 0.0202505732 0.0299145160
[44,] 0.0035762168 0.0064742414 0.0110550025 0.0176453501 0.0261554957
[45,] 0.0029247173 0.0054109426 0.0093434587 0.0149608439 0.0221307629
[46,] 0.0023682672 0.0044297833 0.0076698823 0.0122485635 0.0180198294
[47,] 0.0018759213 0.0035161711 0.0060675170 0.0096293572 0.0140659847
[48,] 0.0014383025 0.0026847225 0.0046000758 0.0072423707 0.0105005105
[49,] 0.0010589668 0.0019610198 0.0033302689 0.0051993076 0.0074861805
[50,] 0.0007446594 0.0013654928 0.0022972645 0.0035582590 0.0050931584
             [,11]       [,12]       [,13]       [,14]        [,15]
 [1,] 0.0009153262 0.001046967 0.001091709 0.001033462 0.0008863894
 [2,] 0.0017196750 0.001928205 0.001974245 0.001838142 0.0015534159
 [3,] 0.0030563371 0.003361641 0.003382810 0.003101655 0.0025870738
 [4,] 0.0051448819 0.005555964 0.005501535 0.004975367 0.0041043043
 [5,] 0.0082151184 0.008720350 0.008509537 0.007605170 0.0062198290
 [6,] 0.0124646667 0.013024480 0.012547672 0.011107277 0.0090307754
 [7,] 0.0180078934 0.018554364 0.017684207 0.015544061 0.0126009118
 [8,] 0.0248291846 0.025275247 0.023887261 0.020903930 0.0169452599
 [9,] 0.0327548632 0.033011688 0.031009425 0.027086721 0.0220144375
[10,] 0.0414532226 0.041449407 0.038785538 0.033894140 0.0276787214
[11,] 0.0504635183 0.050157293 0.046842291 0.041026324 0.0337161835
[12,] 0.0592467929 0.058625028 0.054720205 0.048090948 0.0398157499
[13,] 0.0672481989 0.066313332 0.061913068 0.054636320 0.0456094124
[14,] 0.0739626550 0.072717193 0.067931921 0.060218722 0.0507427148
[15,] 0.0789991910 0.077441829 0.072394428 0.064502467 0.0549768884
[16,] 0.0821399238 0.080283883 0.075126019 0.067371739 0.0582951357
[17,] 0.0833857736 0.081299190 0.076243148 0.069015814 0.0609704862
[18,] 0.0829760595 0.080831082 0.076182067 0.069945516 0.0635546026
[19,] 0.0813684261 0.079476932 0.075646106 0.070914913 0.0667695652
[20,] 0.0791726346 0.077987007 0.075469625 0.072754518 0.0713209927
[21,] 0.0770451758 0.077113058 0.076427833 0.076157342 0.0776850620
[22,] 0.0755662621 0.077444460 0.079045010 0.081481558 0.0859380815
[23,] 0.0751296154 0.079277599 0.083458415 0.088632216 0.0956865007
[24,] 0.0758745334 0.082556113 0.089379217 0.097060130 0.1061223890
[25,] 0.0776774291 0.086897279 0.096160482 0.105877686 0.1161878181
[26,] 0.0802012014 0.091692492 0.102948599 0.114055105 0.1247987241
[27,] 0.0829824044 0.096247655 0.108870906 0.120639384 0.1310656196
[28,] 0.0855266415 0.099921243 0.113207075 0.124938134 0.1344569093
[29,] 0.0873865515 0.102226685 0.115505348 0.126629015 0.1348737042
[30,] 0.0882116326 0.102885834 0.115629086 0.125782635 0.1326321532
[31,] 0.0877756894 0.101840498 0.113741909 0.122810513 0.1283704726
[32,] 0.0859953752 0.099238355 0.110250949 0.118361907 0.1229083041
[33,] 0.0829467049 0.095404180 0.105724935 0.113192932 0.1170866713
[34,] 0.0788710117 0.090794036 0.100794213 0.108025371 0.1116130554
[35,] 0.0741503044 0.085921957 0.096035266 0.103410190 0.1069339248
[36,] 0.0692364525 0.081255874 0.091849997 0.099615811 0.1031571536
[37,] 0.0645404358 0.077100773 0.088366373 0.096569083 0.1000451421
[38,] 0.0603152498 0.073508361 0.085397756 0.093875588 0.0970885741
[39,] 0.0565806831 0.070256515 0.082490057 0.090927993 0.0936494418
[40,] 0.0531275262 0.066920083 0.079055911 0.087079719 0.0891369280
[41,] 0.0496060113 0.063016191 0.074557676 0.081832557 0.0831651667
[42,] 0.0456650969 0.058172272 0.068676691 0.074977674 0.0756471700
[43,] 0.0410867069 0.052253891 0.061410213 0.066647111 0.0668035032
[44,] 0.0358637790 0.045407997 0.053067934 0.057268219 0.0570950586
[45,] 0.0301986746 0.038014393 0.044180178 0.047448098 0.0471113986
[46,] 0.0244332439 0.030574084 0.035359635 0.037833176 0.0374516971
[47,] 0.0189461895 0.023581238 0.027166212 0.028986423 0.0286268424
[48,] 0.0140580779 0.017421128 0.020011723 0.021307970 0.0209971274
[49,] 0.0099720090 0.012317174 0.014119015 0.015005540 0.0147479573
[50,] 0.0067581671 0.008328042 0.009530061 0.010106871 0.0098986633
             [,16]        [,17]        [,18]        [,19]        [,20]
 [1,] 0.0006886249 0.0004854007 0.0003124781 0.0001890092 0.0001219556
 [2,] 0.0011917045 0.0008317890 0.0005322843 0.0003221605 0.0002105059
 [3,] 0.0019640821 0.0013612327 0.0008688361 0.0005280752 0.0003498478
 [4,] 0.0030916506 0.0021343929 0.0013638475 0.0008355485 0.0005617798
 [5,] 0.0046625040 0.0032175475 0.0020662348 0.0012807525 0.0008750221
 [6,] 0.0067584714 0.0046786834 0.0030310332 0.0019081616 0.0013279177
 [7,] 0.0094452247 0.0065815956 0.0043168134 0.0027715638 0.0019736141
 [8,] 0.0127599851 0.0089767643 0.0059811287 0.0039358668 0.0028895894
 [9,] 0.0166958246 0.0118888245 0.0080749656 0.0054814841 0.0041933742
[10,] 0.0211840904 0.0153036168 0.0106396855 0.0075138881 0.0060646523
[11,] 0.0260818082 0.0191622602 0.0137121324 0.0101800083 0.0087695890
[12,] 0.0311763623 0.0233724794 0.0173429449 0.0136890528 0.0126763180
[13,] 0.0362201251 0.0278444443 0.0216273029 0.0183279366 0.0182434293
[14,] 0.0409992148 0.0325479597 0.0267371059 0.0244540212 0.0259614873
[15,] 0.0454234814 0.0375725836 0.0329334433 0.0324461376 0.0362370225
[16,] 0.0496063945 0.0431601601 0.0405359509 0.0426049708 0.0492316666
[17,] 0.0538945817 0.0496796453 0.0498373279 0.0550167749 0.0647001404
[18,] 0.0588162941 0.0575319123 0.0609760723 0.0694219588 0.0818939823
[19,] 0.0649460411 0.0670026064 0.0738079332 0.0851466917 0.0995948254
[20,] 0.0727185942 0.0781103087 0.0878307778 0.1011463693 0.1163024963
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[13,] 6.433902e-02 4.291281e-02 2.704815e-02 1.644169e-02 1.019100e-02
[14,] 6.245703e-02 4.243132e-02 2.749611e-02 1.739598e-02 1.144688e-02
[15,] 6.075554e-02 4.234540e-02 2.837125e-02 1.872798e-02 1.301872e-02
[16,] 6.005595e-02 4.318007e-02 2.997779e-02 2.058491e-02 1.493378e-02
[17,] 6.112857e-02 4.542298e-02 3.258921e-02 2.308093e-02 1.717877e-02
[18,] 6.457183e-02 4.943165e-02 3.637972e-02 2.625365e-02 1.968405e-02
[19,] 7.067750e-02 5.532416e-02 4.134584e-02 3.002047e-02 2.231533e-02
[20,] 7.930612e-02 6.288229e-02 4.724525e-02 3.415360e-02 2.488012e-02
[21,] 8.981556e-02 7.150906e-02 5.358476e-02 3.829172e-02 2.715259e-02
[22,] 1.010893e-01 8.027681e-02 5.967841e-02 4.199495e-02 2.891377e-02
[23,] 1.116891e-01 8.807565e-02 6.477273e-02 4.483335e-02 2.999740e-02
[24,] 1.201148e-01 9.383362e-02 6.820753e-02 4.648306e-02 3.032670e-02
[25,] 1.251083e-01 9.674632e-02 6.956179e-02 4.679711e-02 2.992803e-02
[26,] 1.259133e-01 9.644282e-02 6.873454e-02 4.582460e-02 2.891419e-02
[27,] 1.224078e-01 9.303317e-02 6.593325e-02 4.377121e-02 2.744191e-02
[28,] 1.150723e-01 8.702650e-02 6.157832e-02 4.091824e-02 2.565964e-02
[29,] 1.048136e-01 7.915795e-02 5.616568e-02 3.753503e-02 2.366753e-02
[30,] 9.271677e-02 7.019473e-02 5.014352e-02 3.382067e-02 2.150645e-02
[31,] 7.981430e-02 6.079057e-02 4.384624e-02 2.989456e-02 1.917870e-02
[32,] 6.694035e-02 5.142612e-02 3.749689e-02 2.582982e-02 1.668764e-02
[33,] 5.468908e-02 4.242846e-02 3.125545e-02 2.170304e-02 1.407418e-02
[34,] 4.345001e-02 3.402976e-02 2.527318e-02 1.762953e-02 1.143140e-02
[35,] 3.347044e-02 2.641892e-02 1.971952e-02 1.376574e-02 8.891395e-03
[36,] 2.490292e-02 1.975910e-02 1.477070e-02 1.028048e-02 6.592357e-03
[37,] 1.782175e-02 1.417162e-02 1.057313e-02 7.312997e-03 4.642747e-03
[38,] 1.221829e-02 9.707350e-03 7.205714e-03 4.939157e-03 3.097624e-03
[39,] 7.995799e-03 6.328966e-03 4.661660e-03 3.159639e-03 1.954206e-03
[40,] 4.979414e-03 3.916835e-03 2.856387e-03 1.911073e-03 1.164136e-03
[41,] 2.943624e-03 2.296118e-03 1.654921e-03 1.091469e-03 6.541926e-04
[42,] 1.648634e-03 1.272964e-03 9.054910e-04 5.880813e-04 3.465585e-04
[43,] 8.734664e-04 6.666227e-04 4.674602e-04 2.987202e-04 1.729833e-04
[44,] 4.372653e-04 3.294579e-04 2.275479e-04 1.429835e-04 8.132782e-05
[45,] 2.066515e-04 1.535636e-04 1.043902e-04 6.446913e-05 3.600598e-05
[46,] 9.213774e-05 6.747328e-05 4.511838e-05 2.737507e-05 1.500842e-05
[47,] 3.873658e-05 2.793643e-05 1.836711e-05 1.094503e-05 5.889315e-06
[48,] 1.535049e-05 1.089648e-05 7.041081e-06 4.119839e-06 2.175328e-06
[49,] 5.732073e-06 4.003019e-06 2.541480e-06 1.459831e-06 7.562860e-07
[50,] 2.016462e-06 1.384860e-06 8.636462e-07 4.869138e-07 2.474726e-07
             [,41]        [,42]        [,43]        [,44]        [,45]
 [1,] 9.366183e-04 4.291208e-04 1.781454e-04 6.831353e-05 2.612367e-05
 [2,] 1.232403e-03 5.554008e-04 2.285903e-04 8.948015e-05 3.829013e-05
 [3,] 1.554508e-03 6.918005e-04 2.855662e-04 1.183223e-04 6.076577e-05
 [4,] 1.888410e-03 8.356828e-04 3.531245e-04 1.633165e-04 1.055271e-04
 [5,] 2.222520e-03 9.896032e-04 4.421722e-04 2.418006e-04 1.955021e-04
 [6,] 2.553427e-03 1.165317e-03 5.748050e-04 3.852636e-04 3.706664e-04
 [7,] 2.890480e-03 1.387728e-03 7.891057e-04 6.451850e-04 6.942916e-04
 [8,] 3.258571e-03 1.697850e-03 1.143028e-03 1.097251e-03 1.256354e-03
 [9,] 3.698311e-03 2.153375e-03 1.714818e-03 1.840170e-03 2.169404e-03
[10,] 4.263145e-03 2.824957e-03 2.596498e-03 2.984409e-03 3.551783e-03
[11,] 5.013138e-03 3.786176e-03 3.877154e-03 4.627326e-03 5.495443e-03
[12,] 6.005403e-03 5.096188e-03 5.615342e-03 6.815594e-03 8.021753e-03
[13,] 7.281555e-03 6.776606e-03 7.804940e-03 9.503038e-03 1.103712e-02
[14,] 8.853568e-03 8.787982e-03 1.034491e-02 1.251927e-02 1.430722e-02
[15,] 1.069090e-02 1.101470e-02 1.302736e-02 1.556727e-02 1.746884e-02
[16,] 1.271312e-02 1.326771e-02 1.555633e-02 1.826237e-02 2.008835e-02
[17,] 1.479232e-02 1.531042e-02 1.760035e-02 2.021011e-02 2.175752e-02
[18,] 1.676766e-02 1.690475e-02 1.886759e-02 2.110288e-02 2.219858e-02
[19,] 1.847051e-02 1.786498e-02 1.918041e-02 2.080296e-02 2.134141e-02
[20,] 1.975451e-02 1.810205e-02 1.852263e-02 1.938086e-02 1.934353e-02
[21,] 2.052280e-02 1.764297e-02 1.704194e-02 1.709437e-02 1.654478e-02
[22,] 2.074518e-02 1.661929e-02 1.500706e-02 1.431661e-02 1.337479e-02
[23,] 2.046086e-02 1.522971e-02 1.273628e-02 1.144044e-02 1.024753e-02
[24,] 1.976625e-02 1.369047e-02 1.052268e-02 8.792327e-03 7.477853e-03
[25,] 1.879026e-02 1.218852e-02 8.578664e-03 6.579946e-03 5.241327e-03
[26,] 1.766260e-02 1.084882e-02 7.011575e-03 4.881381e-03 3.578571e-03
[27,] 1.648274e-02 9.721280e-03 5.829617e-03 3.668123e-03 2.430566e-03
[28,] 1.529898e-02 8.786899e-03 4.968864e-03 2.845717e-03 1.685316e-03
[29,] 1.410528e-02 7.979331e-03 4.329189e-03 2.295914e-03 1.219505e-03
[30,] 1.285811e-02 7.214949e-03 3.808407e-03 1.909411e-03 9.263412e-04
[31,] 1.150745e-02 6.423036e-03 3.327321e-03 1.604658e-03 7.282519e-04
[32,] 1.002930e-02 5.567597e-03 2.842129e-03 1.333392e-03 5.777235e-04
[33,] 8.446000e-03 4.655014e-03 2.344278e-03 1.076385e-03 4.512439e-04
[34,] 6.826295e-03 3.726747e-03 1.850840e-03 8.339373e-04 3.408041e-04
[35,] 5.266572e-03 2.841703e-03 1.390465e-03 6.153418e-04 2.460515e-04
[36,] 3.862812e-03 2.056046e-03 9.901732e-04 4.304163e-04 1.686767e-04
[37,] 2.685421e-03 1.407865e-03 6.667165e-04 2.845989e-04 1.093791e-04
[38,] 1.765733e-03 9.107281e-04 4.237896e-04 1.775895e-04 6.694681e-05
[39,] 1.096443e-03 5.558876e-04 2.540289e-04 1.044705e-04 3.862889e-05
[40,] 6.422971e-04 3.198857e-04 1.434959e-04 5.790080e-05 2.099786e-05
[41,] 3.546950e-04 1.734466e-04 7.635218e-05 3.022143e-05 1.074826e-05
[42,] 1.845528e-04 8.857911e-05 3.825566e-05 1.485158e-05 5.179564e-06
[43,] 9.044326e-05 4.259654e-05 1.804563e-05 6.870414e-06 2.349480e-06
[44,] 4.173623e-05 1.928477e-05 8.012893e-06 2.991558e-06 1.003070e-06
[45,] 1.813238e-05 8.218564e-06 3.348929e-06 1.225980e-06 4.030368e-07
[46,] 7.415621e-06 3.296703e-06 1.317325e-06 4.728450e-07 1.524032e-07
[47,] 2.854643e-06 1.244623e-06 4.876741e-07 1.716278e-07 5.423336e-08
[48,] 1.034285e-06 4.422323e-07 1.699034e-07 5.862462e-08 1.816160e-08
[49,] 3.526901e-07 1.478781e-07 5.570575e-08 1.884466e-08 5.723366e-09
[50,] 1.131868e-07 4.653588e-08 1.718765e-08 5.700424e-09 1.697284e-09
             [,46]        [,47]        [,48]        [,49]        [,50]
 [1,] 1.230974e-05 8.751505e-06 8.067262e-06 7.609441e-06 6.662107e-06
 [2,] 2.306851e-05 2.014586e-05 1.986211e-05 1.878760e-05 1.620949e-05
 [3,] 4.680214e-05 4.630259e-05 4.674963e-05 4.380978e-05 3.714302e-05
 [4,] 9.813117e-05 1.031578e-04 1.042936e-04 9.628907e-05 8.011970e-05
 [5,] 2.041054e-04 2.193521e-04 2.196681e-04 1.992979e-04 1.626558e-04
 [6,] 4.104623e-04 4.418624e-04 4.360569e-04 3.883086e-04 3.107636e-04
 [7,] 7.873164e-04 8.402883e-04 8.151532e-04 7.120689e-04 5.587316e-04
 [8,] 1.430724e-03 1.506133e-03 1.434483e-03 1.228857e-03 9.453243e-04
 [9,] 2.455125e-03 2.542490e-03 2.375942e-03 1.995711e-03 1.505076e-03
[10,] 3.972003e-03 4.040690e-03 3.703595e-03 3.050019e-03 2.254939e-03
[11,] 6.053644e-03 6.044641e-03 5.432991e-03 4.386430e-03 3.179129e-03
[12,] 8.687947e-03 8.510635e-03 7.500192e-03 5.936375e-03 4.217724e-03
[13,] 1.173861e-02 1.127737e-02 9.743581e-03 7.560174e-03 5.265560e-03
[14,] 1.493025e-02 1.406363e-02 1.191175e-02 9.060296e-03 6.185966e-03
[15,] 1.787500e-02 1.650543e-02 1.370387e-02 1.021771e-02 6.838601e-03
[16,] 2.014427e-02 1.823051e-02 1.483622e-02 1.084341e-02 7.114172e-03
[17,] 2.136968e-02 1.895057e-02 1.511544e-02 1.082886e-02 6.964340e-03
[18,] 2.134130e-02 1.854021e-02 1.449253e-02 1.017670e-02 6.415580e-03
[19,] 2.006711e-02 1.707289e-02 1.307700e-02 9.000086e-03 5.561548e-03
[20,] 1.777060e-02 1.479970e-02 1.110551e-02 7.490550e-03 4.536965e-03
[21,] 1.482755e-02 1.207949e-02 8.877319e-03 5.867206e-03 3.483024e-03
[22,] 1.166636e-02 9.286821e-03 6.680742e-03 4.325562e-03 2.516463e-03
[23,] 8.668269e-03 6.730249e-03 4.735111e-03 3.002133e-03 1.711234e-03
[24,] 6.098514e-03 4.604151e-03 3.163090e-03 1.962249e-03 1.095457e-03
[25,] 4.082749e-03 2.981141e-03 1.994243e-03 1.208735e-03 6.604073e-04
[26,] 2.624137e-03 1.836230e-03 1.189911e-03 7.027240e-04 3.752184e-04
[27,] 1.644153e-03 1.086027e-03 6.754640e-04 3.866740e-04 2.012155e-04
[28,] 1.027858e-03 6.268600e-04 3.683830e-04 2.024873e-04 1.021483e-04
[29,] 6.598495e-04 3.620401e-04 1.963556e-04 1.019567e-04 4.937403e-05
[30,] 4.452878e-04 2.156983e-04 1.050116e-04 5.025812e-05 2.297020e-05
[31,] 3.171115e-04 1.357369e-04 5.815217e-05 2.492496e-05 1.048087e-05
[32,] 2.339709e-04 9.036641e-05 3.412172e-05 1.284118e-05 4.824537e-06
[33,] 1.737966e-04 6.228628e-05 2.119760e-05 7.024901e-06 2.313756e-06
[34,] 1.266650e-04 4.311086e-05 1.361118e-05 4.067633e-06 1.179991e-06
[35,] 8.897451e-05 2.919358e-05 8.753341e-06 2.429106e-06 6.363524e-07
[36,] 5.959534e-05 1.901018e-05 5.494532e-06 1.449096e-06 3.530594e-07
[37,] 3.783460e-05 1.178459e-05 3.310864e-06 8.420412e-07 1.951864e-07
[38,] 2.269242e-05 6.916662e-06 1.897106e-06 4.690601e-07 1.049141e-07
[39,] 1.283588e-05 3.832472e-06 1.028454e-06 2.482550e-07 5.399760e-08
[40,] 6.840869e-06 2.001739e-06 5.261181e-07 1.242487e-07 2.638737e-08
[41,] 3.433291e-06 9.847813e-07 2.536320e-07 5.866243e-08 1.218921e-08
[42,] 1.622172e-06 4.561367e-07 1.151462e-07 2.609590e-08 5.310503e-09
[43,] 7.214336e-07 1.988727e-07 4.921141e-08 1.093100e-08 2.179638e-09
[44,] 3.019714e-07 8.160694e-08 1.979581e-08 4.310106e-09 8.423194e-10
[45,] 1.189540e-07 3.151523e-08 7.494273e-09 1.599512e-09 3.064011e-10
[46,] 4.409814e-08 1.145350e-08 2.670006e-09 5.586289e-10 1.048972e-10
[47,] 1.538431e-08 3.917142e-09 8.951751e-10 1.836016e-10 3.379598e-11
[48,] 5.050632e-09 1.260688e-09 2.824294e-10 5.678543e-11 1.024658e-11
[49,] 1.560340e-09 3.818113e-10 8.385210e-11 1.652721e-11 2.923460e-12
[50,] 4.536230e-10 1.088155e-10 2.342704e-11 4.526491e-12 7.849018e-13

> 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  
    33.2849      -0.4141  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/18wqd1228768924.ps tmp/18wqd1228768924.png")
> system("convert tmp/2g3ay1228768924.ps tmp/2g3ay1228768924.png")
> system("convert tmp/39egp1228768924.ps tmp/39egp1228768924.png")
> system("convert tmp/4x8u41228768924.ps tmp/4x8u41228768924.png")
> system("convert tmp/56mqd1228768924.ps tmp/56mqd1228768924.png")
> system("convert tmp/6a7bz1228768924.ps tmp/6a7bz1228768924.png")
> system("convert tmp/7z9i91228768924.ps tmp/7z9i91228768924.png")
> 
> 
> proc.time()
   user  system elapsed 
  1.974   1.336   2.468