R version 2.7.2 (2008-08-25)
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(3,2.9,2.9,2.8,2.6,2.5,2.8,2.8,2.8,2.7,2.7,2.7,2.5,2.4,2.3,2.3,2.2,2.3,2.6,2.7,2.7,2.6,2.5,2.5,2.4,2.5,2.4,2.3,2.2,2.2,2.3,2.4,2.5,2.5,2.4,2.4,2.3,2.2,2.2,2,2,2.2,2.4,2.4,2.3,2.4,2.5,2.5,2.6,2.5,2.7,2.7,3.1,3,3.4,3.3,3.5,4.1,4.7,4.4,5.4)
> y <- c(152823.6,123780.5,159987.1,139603.7,177831.2,173656.9,252392,228029,197300,214088,160275,186851,227777,246899,295338,243847,324602,347066,407916,312914,326127,394369,310078,422770,417974,402347,360809,298289,375873,407210,413968,457532,695731,544623,292833,534403,517030,455714,471401,451493,480615,568272,650780,553643,780711,650724,586345,725173,701257,859063,789842,512707,780845,637804,640694,553416,554622,616736,536994,407237,618796)
> x <- c(356.2,359.5,368.4,371,397.5,416.7,413.2,424.3,415,421.7,422.1,429.2,452.1,471.5,488.3,506.2,517.3,538.6,545.3,546.7,540.3,549.2,563.9,581.7,590.7,594.1,604,628.1,662.4,688.6,705.9,701.5,686.2,645.7,668.7,696.7,715.5,741.4,754.3,771.3,797.7,809.9,790.1,830.3,847.7,834.8,824.5,764.6,780,803.2,751.1,755.2,708.2,685.4,680,710.6,702.8,656.3,575.6,567.2,545.2)
> par7 = 'rendement in %'
> par6 = 'Verhandeld kapitaal'
> par5 = 'Aandelenkoersen'
> 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/1h0d91226324522.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/209ld1226324522.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/3ixfo1226324522.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/4ddqa1226324522.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/5pfql1226324522.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  
    -255151         1121  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/62uj81226324522.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]  -22890.951   -1898.596   19093.759   40086.114   61078.470   82070.825
 [7]  103063.180  124055.535  145047.890  166040.245  187032.600  208024.956
[13]  229017.311  250009.666  271002.021  291994.376  312986.731  333979.086
[19]  354971.442  375963.797  396956.152  417948.507  438940.862  459933.217
[25]  480925.572  501917.928  522910.283  543902.638  564894.993  585887.348
[31]  606879.703  627872.058  648864.414  669856.769  690849.124  711841.479
[37]  732833.834  753826.189  774818.544  795810.900  816803.255  837795.610
[43]  858787.965  879780.320  900772.675  921765.030  942757.386  963749.741
[49]  984742.096 1005734.451

$yords
 [1] 1.803285 1.880701 1.958118 2.035535 2.112952 2.190369 2.267786 2.345203
 [9] 2.422620 2.500037 2.577454 2.654871 2.732288 2.809705 2.887122 2.964539
[17] 3.041956 3.119373 3.196790 3.274207 3.351624 3.429041 3.506458 3.583875
[25] 3.661292 3.738708 3.816125 3.893542 3.970959 4.048376 4.125793 4.203210
[33] 4.280627 4.358044 4.435461 4.512878 4.590295 4.667712 4.745129 4.822546
[41] 4.899963 4.977380 5.054797 5.132214 5.209631 5.287048 5.364465 5.441882
[49] 5.519299 5.596715

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 5.961633e-09 3.138111e-08 1.283941e-07 4.068193e-07 1.022821e-06
 [2,] 1.098113e-08 5.656153e-08 2.286443e-07 7.173891e-07 1.777837e-06
 [3,] 1.968927e-08 9.870890e-08 3.932362e-07 1.220737e-06 2.984764e-06
 [4,] 3.445579e-08 1.670487e-07 6.538021e-07 2.005623e-06 4.840660e-06
 [5,] 5.902170e-08 2.746400e-07 1.052018e-06 3.183754e-06 7.585569e-06
 [6,] 9.925850e-08 4.395670e-07 1.640368e-06 4.887169e-06 1.149050e-05
 [7,] 1.643201e-07 6.865155e-07 2.482220e-06 7.261545e-06 1.683463e-05
 [8,] 2.682991e-07 1.048915e-06 3.651340e-06 1.045557e-05 2.387268e-05
 [9,] 4.324007e-07 1.571774e-06 5.231171e-06 1.460747e-05 3.279614e-05
[10,] 6.874046e-07 2.315057e-06 7.314317e-06 1.983097e-05 4.369497e-05
[11,] 1.075766e-06 3.356843e-06 1.000223e-05 2.620308e-05 5.652769e-05
[12,] 1.652165e-06 4.794555e-06 1.340414e-05 3.375566e-05 7.110661e-05
[13,] 2.480845e-06 6.741502e-06 1.763279e-05 4.247077e-05 8.710175e-05
[14,] 3.628035e-06 9.315435e-06 2.279300e-05 5.227726e-05 1.040619e-04
[15,] 5.148442e-06 1.261646e-05 2.895924e-05 6.304413e-05 1.214461e-04
[16,] 7.066567e-06 1.669431e-05 3.613998e-05 7.456622e-05 1.386558e-04
[17,] 9.356054e-06 2.150922e-05 4.423215e-05 8.654106e-05 1.550601e-04
[18,] 1.192281e-05 2.689628e-05 5.297559e-05 9.854214e-05 1.700104e-04
[19,] 1.459890e-05 3.254615e-05 6.192397e-05 1.100008e-04 1.828485e-04
[20,] 1.715307e-05 3.801563e-05 7.045066e-05 1.202138e-04 1.929199e-04
[21,] 1.932007e-05 4.277498e-05 7.780264e-05 1.283905e-04 1.996044e-04
[22,] 2.084462e-05 4.628872e-05 8.320306e-05 1.337454e-04 2.023712e-04
[23,] 2.153068e-05 4.811397e-05 8.598541e-05 1.356235e-04 2.008551e-04
[24,] 2.128265e-05 4.799181e-05 8.572800e-05 1.336315e-04 1.949389e-04
[25,] 2.012684e-05 4.590553e-05 8.235145e-05 1.277401e-04 1.848178e-04
[26,] 1.820652e-05 4.208839e-05 7.614959e-05 1.183236e-04 1.710222e-04
[27,] 1.575191e-05 3.697758e-05 6.774239e-05 1.061225e-04 1.543853e-04
[28,] 1.303409e-05 3.112791e-05 5.796307e-05 9.213345e-05 1.359558e-04
[29,] 1.031543e-05 2.510924e-05 4.771002e-05 7.745415e-05 1.168725e-04
[30,] 7.809257e-06 1.941438e-05 3.780190e-05 6.312131e-05 9.822695e-05
[31,] 5.656649e-06 1.439761e-05 2.886911e-05 4.997693e-05 8.094037e-05
[32,] 3.922211e-06 1.025214e-05 2.129970e-05 3.858755e-05 6.567679e-05
[33,] 2.605305e-06 7.022870e-06 1.524054e-05 2.922342e-05 5.280253e-05
[34,] 1.660016e-06 4.642614e-06 1.064035e-05 2.188961e-05 4.239240e-05
[35,] 1.016875e-06 2.977226e-06 7.314599e-06 1.639143e-05 3.427505e-05
[36,] 6.011497e-07 1.867341e-06 5.012863e-06 1.241403e-05 2.810489e-05
[37,] 3.451523e-07 1.159434e-06 3.474747e-06 9.598669e-06 2.344615e-05
[38,] 1.944081e-07 7.239678e-07 2.467846e-06 7.603790e-06 1.985429e-05
[39,] 1.089987e-07 4.622383e-07 1.807190e-06 6.145031e-06 1.694219e-05
[40,] 6.194521e-08 3.053419e-07 1.359690e-06 5.013575e-06 1.442207e-05
[41,] 3.630453e-08 2.089167e-07 1.038649e-06 4.076149e-06 1.211969e-05
[42,] 2.214194e-08 1.465476e-07 7.932912e-07 3.262271e-06 9.963356e-06
[43,] 1.399583e-08 1.036499e-07 5.972136e-07 2.545146e-06 7.955684e-06
[44,] 9.031757e-09 7.268090e-08 4.382728e-07 1.922025e-06 6.138361e-06
[45,] 5.838837e-09 4.985148e-08 3.111169e-07 1.398210e-06 4.559948e-06
[46,] 3.718796e-09 3.313307e-08 2.125579e-07 9.767558e-07 3.253403e-06
[47,] 2.305167e-09 2.121032e-08 1.393246e-07 6.539199e-07 2.225795e-06
[48,] 1.379644e-09 1.302931e-08 8.744327e-08 4.190223e-07 1.458643e-06
[49,] 7.933706e-10 7.663327e-09 5.248761e-08 2.567932e-07 9.150534e-07
[50,] 4.370949e-10 4.309857e-09 3.010987e-08 1.504386e-07 5.493004e-07
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 2.150319e-06 4.016312e-06 6.873246e-06 1.079165e-05 1.569660e-05
 [2,] 3.644214e-06 6.571096e-06 1.086605e-05 1.663997e-05 2.380549e-05
 [3,] 5.978848e-06 1.041969e-05 1.661558e-05 2.473050e-05 3.471267e-05
 [4,] 9.495517e-06 1.602153e-05 2.460733e-05 3.547693e-05 4.871599e-05
 [5,] 1.459804e-05 2.389733e-05 3.533983e-05 4.920199e-05 6.588232e-05
 [6,] 2.172532e-05 3.458661e-05 4.927438e-05 6.608439e-05 8.598937e-05
 [7,] 3.130431e-05 4.858150e-05 6.677091e-05 8.611945e-05 1.085181e-04
 [8,] 4.368614e-05 6.624105e-05 8.801555e-05 1.091003e-04 1.327065e-04
 [9,] 5.907392e-05 8.769803e-05 1.129491e-04 1.346213e-04 1.576563e-04
[10,] 7.745572e-05 1.127768e-04 1.412102e-04 1.620994e-04 1.824687e-04
[11,] 9.855885e-05 1.409435e-04 1.721084e-04 1.908081e-04 2.063686e-04
[12,] 1.218389e-04 1.713080e-04 2.046404e-04 2.199157e-04 2.287844e-04
[13,] 1.465101e-04 2.026835e-04 2.375553e-04 2.485260e-04 2.493605e-04
[14,] 1.716131e-04 2.337004e-04 2.694647e-04 2.757188e-04 2.679047e-04
[15,] 1.961066e-04 2.629520e-04 2.989804e-04 3.005941e-04 2.842948e-04
[16,] 2.189635e-04 2.891430e-04 3.248560e-04 3.223200e-04 2.983814e-04
[17,] 2.392510e-04 3.112119e-04 3.461078e-04 3.401875e-04 3.099277e-04
[18,] 2.561840e-04 3.284063e-04 3.620952e-04 3.536686e-04 3.186104e-04
[19,] 2.691473e-04 3.403045e-04 3.725515e-04 3.624732e-04 3.240875e-04
[20,] 2.776968e-04 3.467898e-04 3.775652e-04 3.665922e-04 3.261110e-04
[21,] 2.815516e-04 3.479958e-04 3.775208e-04 3.663114e-04 3.246457e-04
[22,] 2.805924e-04 3.442406e-04 3.730130e-04 3.621850e-04 3.199500e-04
[23,] 2.748705e-04 3.359682e-04 3.647481e-04 3.549620e-04 3.125847e-04
[24,] 2.646270e-04 3.237067e-04 3.534512e-04 3.454772e-04 3.033406e-04
[25,] 2.503101e-04 3.080438e-04 3.397933e-04 3.345282e-04 2.931056e-04
[26,] 2.325777e-04 2.896169e-04 3.243483e-04 3.227700e-04 2.827094e-04
[27,] 2.122741e-04 2.691079e-04 3.075822e-04 3.106477e-04 2.727888e-04
[28,] 1.903770e-04 2.472335e-04 2.898669e-04 2.983807e-04 2.637048e-04
[29,] 1.679199e-04 2.247255e-04 2.715065e-04 2.859890e-04 2.555187e-04
[30,] 1.459015e-04 2.022983e-04 2.527640e-04 2.733458e-04 2.480188e-04
[31,] 1.251957e-04 1.806074e-04 2.338791e-04 2.602419e-04 2.407822e-04
[32,] 1.064772e-04 1.602046e-04 2.150768e-04 2.464498e-04 2.332568e-04
[33,] 9.017040e-05 1.414976e-04 1.965688e-04 2.317846e-04 2.248580e-04
[34,] 7.643093e-05 1.247209e-04 1.785493e-04 2.161576e-04 2.150733e-04
[35,] 6.516013e-05 1.099249e-04 1.611871e-04 1.996145e-04 2.035616e-04
[36,] 5.605187e-05 9.698648e-05 1.446153e-04 1.823478e-04 1.902265e-04
[37,] 4.866519e-05 8.564389e-05 1.289182e-04 1.646746e-04 1.752417e-04
[38,] 4.251128e-05 7.555362e-05 1.141252e-04 1.469822e-04 1.590159e-04
[39,] 3.713894e-05 6.635986e-05 1.002143e-04 1.296588e-04 1.421055e-04
[40,] 3.220200e-05 5.776318e-05 8.713186e-05 1.130307e-04 1.251019e-04
[41,] 2.749574e-05 4.957248e-05 7.482302e-05 9.732734e-05 1.085287e-04
[42,] 2.295750e-05 4.172732e-05 6.326459e-05 8.268287e-05 9.278005e-05
[43,] 1.863610e-05 3.428661e-05 5.248664e-05 6.916595e-05 7.810881e-05
[44,] 1.464286e-05 2.738906e-05 4.257425e-05 5.681978e-05 6.465620e-05
[45,] 1.109971e-05 2.119946e-05 3.364788e-05 4.569236e-05 5.249851e-05
[46,] 8.098285e-06 1.585692e-05 2.582922e-05 3.584498e-05 4.168643e-05
[47,] 5.677530e-06 1.143864e-05 1.920467e-05 2.733854e-05 3.226215e-05
[48,] 3.820563e-06 7.945489e-06 1.379821e-05 2.020760e-05 2.425340e-05
[49,] 2.465910e-06 5.308299e-06 9.561125e-06 1.443572e-05 1.765457e-05
[50,] 1.525829e-06 3.408019e-06 6.379207e-06 9.943037e-06 1.240878e-05
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 2.155861e-05 2.788910e-05 3.307375e-05 3.472799e-05 3.110511e-05
 [2,] 3.229093e-05 4.129287e-05 4.840386e-05 5.034072e-05 4.490582e-05
 [3,] 4.647054e-05 5.876765e-05 6.811301e-05 7.011379e-05 6.219031e-05
 [4,] 6.429213e-05 8.042503e-05 9.220096e-05 9.388594e-05 8.267311e-05
 [5,] 8.557599e-05 1.058886e-04 1.201210e-04 1.209479e-04 1.055675e-04
 [6,] 1.096984e-04 1.342135e-04 1.507076e-04 1.500049e-04 1.295854e-04
 [7,] 1.356061e-04 1.639106e-04 1.822151e-04 1.792487e-04 1.530418e-04
 [8,] 1.619321e-04 1.930977e-04 2.124869e-04 2.065460e-04 1.740586e-04
 [9,] 1.871985e-04 2.197642e-04 2.392390e-04 2.297187e-04 1.908323e-04
[10,] 2.100645e-04 2.420959e-04 2.604079e-04 2.468650e-04 2.019097e-04
[11,] 2.295526e-04 2.587840e-04 2.744847e-04 2.566530e-04 2.064112e-04
[12,] 2.451898e-04 2.692333e-04 2.807538e-04 2.585202e-04 2.041518e-04
[13,] 2.570227e-04 2.736145e-04 2.793775e-04 2.527361e-04 1.956382e-04
[14,] 2.655046e-04 2.727489e-04 2.713083e-04 2.403175e-04 1.819513e-04
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[27,] 1.480519e-05 1.922106e-05 1.750011e-05 1.117319e-05 5.002484e-06
[28,] 1.747188e-05 2.308016e-05 2.138147e-05 1.389023e-05 6.327803e-06
[29,] 1.967343e-05 2.644327e-05 2.492580e-05 1.647616e-05 7.637211e-06
[30,] 2.113660e-05 2.890721e-05 2.772524e-05 1.864736e-05 8.794908e-06
[31,] 2.166730e-05 3.015170e-05 2.942497e-05 2.013693e-05 9.663678e-06
[32,] 2.119285e-05 3.000766e-05 2.979693e-05 2.074837e-05 1.013137e-05
[33,] 1.977827e-05 2.849489e-05 2.879000e-05 2.039808e-05 1.013465e-05
[34,] 1.761174e-05 2.581764e-05 2.654156e-05 1.913415e-05 9.673060e-06
[35,] 1.496341e-05 2.231932e-05 2.334672e-05 1.712552e-05 8.809143e-06
[36,] 1.213036e-05 1.841026e-05 1.959477e-05 1.462491e-05 7.654523e-06
[37,] 9.382781e-06 1.448950e-05 1.569166e-05 1.191673e-05 6.346251e-06
[38,] 6.924749e-06 1.088082e-05 1.198981e-05 9.264793e-06 5.020315e-06
[39,] 4.876310e-06 7.796229e-06 8.741187e-06 6.872726e-06 3.789304e-06
[40,] 3.276371e-06 5.329937e-06 6.080554e-06 4.864485e-06 2.728994e-06
[41,] 2.100436e-06 3.476757e-06 4.035808e-06 3.285182e-06 1.875255e-06
[42,] 1.284815e-06 2.163920e-06 2.555833e-06 2.116882e-06 1.229512e-06
[43,] 7.498713e-07 1.285058e-06 1.544363e-06 1.301514e-06 7.691657e-07
[44,] 4.175872e-07 7.281469e-07 8.903911e-07 7.635109e-07 4.591151e-07
[45,] 2.218822e-07 3.936677e-07 4.898091e-07 4.273625e-07 2.614797e-07
[46,] 1.124896e-07 2.030744e-07 2.570914e-07 2.282403e-07 1.420918e-07
[47,] 5.441475e-08 9.995290e-08 1.287546e-07 1.163062e-07 7.367405e-08
[48,] 2.511517e-08 4.694080e-08 6.152521e-08 5.654943e-08 3.644813e-08
[49,] 1.106038e-08 2.103391e-08 2.805160e-08 2.623421e-08 1.720482e-08
[50,] 4.647490e-09 8.992989e-09 1.220329e-08 1.161241e-08 7.748895e-09

> 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  
  2.502e+00    4.354e-07  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/7j3bm1226324522.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] 262.1269 275.9972 289.8676 303.7379 317.6082 331.4786 345.3489 359.2192
 [9] 373.0895 386.9599 400.8302 414.7005 428.5709 442.4412 456.3115 470.1819
[17] 484.0522 497.9225 511.7929 525.6632 539.5335 553.4038 567.2742 581.1445
[25] 595.0148 608.8852 622.7555 636.6258 650.4962 664.3665 678.2368 692.1071
[33] 705.9775 719.8478 733.7181 747.5885 761.4588 775.3291 789.1995 803.0698
[41] 816.9401 830.8105 844.6808 858.5511 872.4214 886.2918 900.1621 914.0324
[49] 927.9028 941.7731

$yords
 [1] 1.803285 1.880701 1.958118 2.035535 2.112952 2.190369 2.267786 2.345203
 [9] 2.422620 2.500037 2.577454 2.654871 2.732288 2.809705 2.887122 2.964539
[17] 3.041956 3.119373 3.196790 3.274207 3.351624 3.429041 3.506458 3.583875
[25] 3.661292 3.738708 3.816125 3.893542 3.970959 4.048376 4.125793 4.203210
[33] 4.280627 4.358044 4.435461 4.512878 4.590295 4.667712 4.745129 4.822546
[41] 4.899963 4.977380 5.054797 5.132214 5.209631 5.287048 5.364465 5.441882
[49] 5.519299 5.596715

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 8.630661e-09 9.026094e-08 7.103379e-07 4.371748e-06 2.215219e-05
 [2,] 2.420977e-08 2.442713e-07 1.844677e-06 1.079373e-05 5.135619e-05
 [3,] 6.462621e-08 6.296226e-07 4.569781e-06 2.549046e-05 1.142656e-04
 [4,] 1.641555e-07 1.545383e-06 1.079472e-05 5.753987e-05 2.438085e-04
 [5,] 3.967294e-07 3.611332e-06 2.430636e-05 1.240727e-04 4.984881e-04
 [6,] 9.122117e-07 8.033696e-06 5.215527e-05 2.554274e-04 9.759078e-04
 [7,] 1.995420e-06 1.701110e-05 1.066221e-04 5.018199e-04 1.828151e-03
 [8,] 4.152304e-06 3.428309e-05 2.076284e-04 9.404937e-04 3.274908e-03
 [9,] 8.219486e-06 6.575505e-05 3.850852e-04 1.680985e-03 5.607173e-03
[10,] 1.547710e-05 1.200217e-04 6.801640e-04 2.864672e-03 9.171993e-03
[11,] 2.772160e-05 2.084785e-04 1.144012e-03 4.653968e-03 1.432921e-02
[12,] 4.723156e-05 3.446145e-04 1.832316e-03 7.207356e-03 2.137641e-02
[13,] 7.654975e-05 5.421161e-04 2.794717e-03 1.063989e-02 3.044917e-02
[14,] 1.180269e-04 8.116614e-04 4.059667e-03 1.497473e-02 4.141834e-02
[15,] 1.731404e-04 1.156785e-03 5.617609e-03 2.009832e-02 5.381845e-02
[16,] 2.417106e-04 1.569833e-03 7.407768e-03 2.573686e-02 6.684567e-02
[17,] 3.212552e-04 2.029546e-03 9.314987e-03 3.147130e-02 7.945167e-02
[18,] 4.067984e-04 2.501912e-03 1.118188e-02 3.679987e-02 9.053324e-02
[19,] 4.914221e-04 2.945339e-03 1.283773e-02 4.124236e-02 9.918235e-02
[20,] 5.676972e-04 3.319996e-03 1.413974e-02 4.446350e-02 1.049312e-01
[21,] 6.298995e-04 3.599708e-03 1.501698e-02 4.638142e-02 1.079175e-01
[22,] 6.766989e-04 3.783731e-03 1.550475e-02 4.722647e-02 1.089106e-01
[23,] 7.139298e-04 3.905627e-03 1.575886e-02 4.752873e-02 1.091824e-01
[24,] 7.571761e-04 4.037531e-03 1.604561e-02 4.803443e-02 1.102524e-01
[25,] 8.341679e-04 4.289839e-03 1.671111e-02 4.957361e-02 1.135771e-01
[26,] 9.872088e-04 4.807921e-03 1.813965e-02 5.291588e-02 1.202653e-01
[27,] 1.275741e-03 5.767747e-03 2.071274e-02 5.865025e-02 1.308852e-01
[28,] 1.778518e-03 7.370715e-03 2.477569e-02 6.711136e-02 1.453938e-01
[29,] 2.593730e-03 9.834939e-03 3.061078e-02 7.835321e-02 1.631768e-01
[30,] 3.834173e-03 1.337717e-02 3.840799e-02 9.215325e-02 1.831627e-01
[31,] 5.614118e-03 1.817882e-02 4.822194e-02 1.080233e-01 2.039653e-01
[32,] 8.025612e-03 2.433305e-02 5.990998e-02 1.252121e-01 2.240250e-01
[33,] 1.110532e-02 3.177852e-02 7.306129e-02 1.427050e-01 2.417406e-01
[34,] 1.479799e-02 4.023627e-02 8.694336e-02 1.592440e-01 2.555984e-01
[35,] 1.892765e-02 4.917478e-02 1.005023e-01 1.734034e-01 2.643102e-01
[36,] 2.318995e-02 5.782918e-02 1.124478e-01 1.837374e-01 2.669550e-01
[37,] 2.717638e-02 6.528878e-02 1.214294e-01 1.889938e-01 2.631032e-01
[38,] 3.043263e-02 7.064593e-02 1.262766e-01 1.883455e-01 2.528872e-01
[39,] 3.254149e-02 7.317428e-02 1.262426e-01 1.815771e-01 2.369894e-01
[40,] 3.320993e-02 7.248819e-02 1.211798e-01 1.691615e-01 2.165409e-01
[41,] 3.233531e-02 6.863470e-02 1.115907e-01 1.521968e-01 1.929515e-01
[42,] 3.003012e-02 6.208816e-02 9.853280e-02 1.322146e-01 1.677129e-01
[43,] 2.659712e-02 5.364828e-02 8.340688e-02 1.109137e-01 1.422213e-01
[44,] 2.246273e-02 4.427293e-02 6.768937e-02 8.989001e-02 1.176527e-01
[45,] 1.808900e-02 3.489496e-02 5.268307e-02 7.042636e-02 9.490133e-02
[46,] 1.388938e-02 2.627144e-02 3.934455e-02 5.338010e-02 7.457225e-02
[47,] 1.016893e-02 1.889753e-02 2.821503e-02 3.917083e-02 5.700672e-02
[48,] 7.099346e-03 1.299213e-02 1.944725e-02 2.784512e-02 4.232202e-02
[49,] 4.726685e-03 8.541196e-03 1.289682e-02 1.918218e-02 3.045324e-02
[50,] 3.001636e-03 5.372660e-03 8.238820e-03 1.280641e-02 2.119371e-02
              [,6]         [,7]        [,8]        [,9]       [,10]      [,11]
 [1,] 0.0000965904 0.0003642830 0.001150617 0.002952580 0.006186308 0.01115413
 [2,] 0.0002083773 0.0007328141 0.002182060 0.005342389 0.010782664 0.01884891
 [3,] 0.0004322756 0.0014161936 0.003965107 0.009241473 0.017947010 0.03041473
 [4,] 0.0008620977 0.0026304673 0.006909120 0.015293210 0.028538386 0.04687827
 [5,] 0.0016521921 0.0046974932 0.011552767 0.024227428 0.043377075 0.06904091
 [6,] 0.0030411949 0.0080666779 0.018549908 0.036769498 0.063057650 0.09720147
 [7,] 0.0053733839 0.0133206482 0.028619563 0.053504040 0.087732652 0.13088831
 [8,] 0.0091075264 0.0211499648 0.042452036 0.074711424 0.116923178 0.16869385
 [9,] 0.0147992754 0.0322821166 0.060573151 0.100213644 0.149429008 0.20830741
[10,] 0.0230426905 0.0473567976 0.083183732 0.129278991 0.183404424 0.24680633
[11,] 0.0343627335 0.0667550826 0.110009305 0.160635024 0.216630269 0.28119043
[12,] 0.0490652006 0.0904125448 0.140208645 0.192620643 0.246952047 0.30905040
[13,] 0.0670719026 0.1176690944 0.172391217 0.223470853 0.272784960 0.32918146
[14,] 0.0877897747 0.1472197906 0.204775283 0.251680443 0.293537020 0.34192978
[15,] 0.1100727838 0.1772204005 0.235480164 0.276350953 0.309796300 0.34911421
[16,] 0.1323243886 0.2055637330 0.262896516 0.297408424 0.323182382 0.35349513
[17,] 0.1527525254 0.2302854918 0.286036540 0.315601901 0.335865787 0.35792383
[18,] 0.1697370989 0.2500021780 0.304753595 0.332256230 0.349880398 0.36443785
[19,] 0.1822198426 0.2642531966 0.319750112 0.348838650 0.366444434 0.37360908
[20,] 0.1900018512 0.2736347751 0.332360244 0.366475270 0.385523299 0.38437616
[21,] 0.1938493408 0.2796732297 0.344172954 0.385583183 0.405794634 0.39442205
[22,] 0.1953627595 0.2844692420 0.356618259 0.405747659 0.425033905 0.40095920
[23,] 0.1966379645 0.2902172447 0.370645250 0.425879577 0.440782915 0.40163944
[24,] 0.1998125491 0.2987355149 0.386572435 0.444575676 0.451060271 0.39527616
[25,] 0.2066194509 0.3111213723 0.404112447 0.460525700 0.454868916 0.38215963
[26,] 0.2180556557 0.3275881122 0.422506416 0.472806017 0.452353276 0.36391743
[27,] 0.2342259713 0.3474764175 0.440681893 0.480971111 0.444610311 0.34303938
[28,] 0.2543646858 0.3693935419 0.457380031 0.484964768 0.433292526 0.32227956
[29,] 0.2769949603 0.3914296397 0.471256948 0.484960872 0.420194283 0.30413585
[30,] 0.3001697450 0.4114209046 0.481008406 0.481261345 0.406968063 0.29051446
[31,] 0.3217454061 0.4272477561 0.485561788 0.474316166 0.395007386 0.28257402
[32,] 0.3396558365 0.4371527971 0.484324254 0.464827270 0.385425341 0.28067245
[33,] 0.3521656311 0.4400360994 0.477404009 0.453816900 0.379012012 0.28434046
[34,] 0.3580792560 0.4356548656 0.465683317 0.442535315 0.376093789 0.29226328
[35,] 0.3568754529 0.4246492017 0.450650937 0.432160388 0.376313651 0.30232062
[36,] 0.3487346620 0.4083529412 0.433994998 0.423363850 0.378444858 0.31176385
[37,] 0.3344432535 0.3884209268 0.417072173 0.415918542 0.380384012 0.31757766
[38,] 0.3151907997 0.3663802618 0.400445722 0.408540956 0.379419270 0.31699401
[39,] 0.2923128896 0.3432543245 0.383680618 0.399088166 0.372758730 0.30804304
[40,] 0.2670535548 0.3193900118 0.365494292 0.385089553 0.358185700 0.28998268
[41,] 0.2404145646 0.2945442697 0.344224542 0.364455379 0.334639133 0.26347116
[42,] 0.2131245089 0.2681869080 0.318452282 0.336127686 0.302530122 0.23042476
[43,] 0.1857130906 0.2398958205 0.287558952 0.300456260 0.263692555 0.19360382
[44,] 0.1586371990 0.2096922716 0.252028756 0.259182940 0.220989285 0.15605068
[45,] 0.1323919674 0.1781971069 0.213406991 0.215056029 0.177703407 0.12053578
[46,] 0.1075559502 0.1465651961 0.173951829 0.171216256 0.136898436 0.08914531
[47,] 0.0847552983 0.1162403357 0.136116231 0.130552566 0.100916793 0.06308323
[48,] 0.0645686456 0.0886308530 0.102034250 0.095207308 0.071118990 0.04268807
[49,] 0.0474169836 0.0648189112 0.073157008 0.066334590 0.047878273 0.02760894
[50,] 0.0334831986 0.0453859776 0.050109939 0.044120211 0.030771745 0.01705834
            [,12]       [,13]        [,14]        [,15]        [,16]
 [1,] 0.018688628 0.029968671 0.0437351467 0.0540707133 0.0540003486
 [2,] 0.030652558 0.047504426 0.0667245118 0.0793531115 0.0763840384
 [3,] 0.048033392 0.071970617 0.0972669656 0.1111699003 0.1030174159
 [4,] 0.071931753 0.104244777 0.1355283428 0.1487345858 0.1325208967
 [5,] 0.102971547 0.144394551 0.1805659942 0.1901182090 0.1626675114
 [6,] 0.140950747 0.191323744 0.2301123599 0.2322816493 0.1906127684
 [7,] 0.184561568 0.242579086 0.2806144069 0.2713876683 0.2133281886
 [8,] 0.231300761 0.294440087 0.3275999546 0.3033734912 0.2281528004
 [9,] 0.277670823 0.342359556 0.3663542575 0.3246764233 0.2333246184
[10,] 0.319703436 0.381721672 0.3927846244 0.3329386766 0.2283457229
[11,] 0.353728062 0.408763547 0.4042627854 0.3275006746 0.2140765455
[12,] 0.377197967 0.421413311 0.4002055182 0.3095384803 0.1925342442
[13,] 0.389319912 0.419777969 0.3822048563 0.2817982315 0.1664568889
[14,] 0.391254761 0.406094371 0.3536443855 0.2479975143 0.1387585168
[15,] 0.385774209 0.384120646 0.3188979913 0.2120597696 0.1120196072
[16,] 0.376441747 0.358137341 0.2823431257 0.1773894496 0.0881310276
[17,] 0.366565108 0.331870416 0.2474786293 0.1463699821 0.0681517541
[18,] 0.358265853 0.307678563 0.2163919271 0.1201846017 0.0523741276
[19,] 0.351980546 0.286248166 0.1896907105 0.0989546293 0.0405376345
[20,] 0.346552310 0.266849193 0.1668520798 0.0820983127 0.0321057339
[21,] 0.339853274 0.248004348 0.1468122950 0.0687657227 0.0265223856
[22,] 0.329688846 0.228294454 0.1285695339 0.0582112924 0.0233882314
[23,] 0.314651417 0.207011165 0.1116089366 0.0500134280 0.0225289001
[24,] 0.294642795 0.184466247 0.0960563375 0.0441158543 0.0239587940
[25,] 0.270937682 0.161918662 0.0825753381 0.0407218628 0.0277664481
[26,] 0.245839717 0.141216430 0.0720985322 0.0401047146 0.0339606469
[27,] 0.222108291 0.124317846 0.0655073594 0.0424030058 0.0423215352
[28,] 0.202365228 0.112845799 0.0633537900 0.0474570098 0.0522991601
[29,] 0.188633194 0.107766902 0.0656754830 0.0547221448 0.0629931985
[30,] 0.182060646 0.109218494 0.0719194242 0.0632760970 0.0732306494
[31,] 0.182808456 0.116466044 0.0809700877 0.0719187010 0.0817338053
[32,] 0.190045981 0.127969337 0.0912732267 0.0793469305 0.0873439493
[33,] 0.202027091 0.141551663 0.1010435794 0.0843709262 0.0892453641
[34,] 0.216256929 0.154674910 0.1085334933 0.0861241872 0.0871288420
[35,] 0.229779111 0.164807860 0.1123199155 0.0842177546 0.0812482738
[36,] 0.239589440 0.169837647 0.1115493321 0.0787988629 0.0723546420
[37,] 0.243126607 0.168437776 0.1060783732 0.0704987184 0.0615281387
[38,] 0.238733992 0.160295154 0.0964690267 0.0602845845 0.0499576259
[39,] 0.225966226 0.146127376 0.0838375564 0.0492575895 0.0387272688
[40,] 0.205645865 0.127481953 0.0695996866 0.0384497655 0.0286603974
[41,] 0.179649340 0.106376241 0.0551835944 0.0286683099 0.0202468261
[42,] 0.150485277 0.084881980 0.0417851622 0.0204150597 0.0136520308
[43,] 0.120787044 0.064764124 0.0302177161 0.0138838068 0.0087853198
[44,] 0.092853947 0.047252188 0.0208727208 0.0090170113 0.0053950206
[45,] 0.068342104 0.032970390 0.0137736638 0.0055926542 0.0031612717
[46,] 0.048146982 0.022003826 0.0086849418 0.0033128346 0.0017673712
[47,] 0.032459288 0.014047546 0.0052340513 0.0018743590 0.0009426753
[48,] 0.020936037 0.008579801 0.0030156197 0.0010130766 0.0004796741
[49,] 0.012915911 0.005013697 0.0016614903 0.0005231825 0.0002328487
[50,] 0.007619209 0.002803177 0.0008756114 0.0002582187 0.0001078331
             [,17]        [,18]        [,19]        [,20]        [,21]
 [1,] 4.242951e-02 2.573912e-02 1.183568e-02 4.048619e-03 1.012354e-03
 [2,] 5.801094e-02 3.410616e-02 1.523024e-02 5.065783e-03 1.232513e-03
 [3,] 7.553839e-02 4.300465e-02 1.863878e-02 6.026118e-03 1.426335e-03
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[34,] 1.931649e-02 1.049071e-02 5.397986e-03 3.455689e-03 3.238675e-03
[35,] 1.416176e-02 7.263006e-03 3.434574e-03 2.055784e-03 1.911791e-03
[36,] 9.896004e-03 4.814656e-03 2.100738e-03 1.171580e-03 1.076923e-03
[37,] 6.587634e-03 3.052904e-03 1.234635e-03 6.397514e-04 5.787785e-04
[38,] 4.175760e-03 1.849907e-03 6.967779e-04 3.347677e-04 2.967093e-04
[39,] 2.519531e-03 1.070291e-03 3.773047e-04 1.678686e-04 1.450600e-04
[40,] 1.446608e-03 5.907974e-04 1.958586e-04 8.065724e-05 6.761902e-05
[41,] 7.901716e-04 3.109363e-04 9.737257e-05 3.712579e-05 3.004730e-05
[42,] 4.105294e-04 1.559388e-04 4.631977e-05 1.636586e-05 1.272540e-05
[43,] 2.028372e-04 7.448655e-05 2.106401e-05 6.906746e-06 5.135531e-06
[44,] 9.529580e-05 3.387412e-05 9.149499e-06 2.789309e-06 1.974574e-06
[45,] 4.256726e-05 1.466154e-05 3.793214e-06 1.077483e-06 7.232172e-07
[46,] 1.807654e-05 6.037994e-06 1.499959e-06 3.979302e-07 2.522955e-07
[47,] 7.297312e-06 2.365430e-06 5.654065e-07 1.404362e-07 8.381937e-08
[48,] 2.800232e-06 8.813570e-07 2.030645e-07 4.733926e-08 2.651709e-08
[49,] 1.021380e-06 3.122853e-07 6.945638e-08 1.523481e-08 7.987589e-09
[50,] 3.541019e-07 1.052100e-07 2.261728e-08 4.678874e-09 2.290778e-09
             [,37]        [,38]        [,39]        [,40]        [,41]
 [1,] 3.512217e-07 2.809745e-07 2.343918e-07 2.111580e-07 1.659386e-07
 [2,] 9.952403e-07 7.976784e-07 6.783069e-07 6.139246e-07 4.749625e-07
 [3,] 2.684757e-06 2.160851e-06 1.873107e-06 1.699295e-06 1.292625e-06
 [4,] 6.896004e-06 5.586462e-06 4.934780e-06 4.477056e-06 3.344746e-06
 [5,] 1.686914e-05 1.378562e-05 1.240072e-05 1.122567e-05 8.228219e-06
 [6,] 3.930846e-05 3.247462e-05 2.971677e-05 2.678324e-05 1.924341e-05
 [7,] 8.727208e-05 7.303355e-05 6.789358e-05 6.079726e-05 4.278313e-05
 [8,] 1.846555e-04 1.568110e-04 1.478510e-04 1.312866e-04 9.041947e-05
 [9,] 3.724351e-04 3.214433e-04 3.068213e-04 2.696645e-04 1.816506e-04
[10,] 7.162164e-04 6.290488e-04 6.066120e-04 5.268036e-04 3.468839e-04
[11,] 1.313547e-03 1.175110e-03 1.142363e-03 9.787149e-04 6.296426e-04
[12,] 2.298012e-03 2.095235e-03 2.048671e-03 1.729063e-03 1.086319e-03
[13,] 3.835800e-03 3.565154e-03 3.498068e-03 2.904567e-03 1.781418e-03
[14,] 6.109971e-03 5.788092e-03 5.685795e-03 4.639165e-03 2.776599e-03
[15,] 9.289077e-03 8.964246e-03 8.796000e-03 7.044677e-03 4.113323e-03
[16,] 1.348074e-02 1.324088e-02 1.294916e-02 1.017006e-02 5.791624e-03
[17,] 1.867685e-02 1.864847e-02 1.813833e-02 1.395752e-02 7.750529e-03
[18,] 2.470399e-02 2.503742e-02 2.417100e-02 1.820948e-02 9.857858e-03
[19,] 3.119683e-02 3.203699e-02 3.063950e-02 2.258275e-02 1.191656e-02
[20,] 3.761159e-02 3.905959e-02 3.694128e-02 2.662153e-02 1.369099e-02
[21,] 4.328837e-02 4.536476e-02 4.235879e-02 2.983007e-02 1.494969e-02
[22,] 4.755683e-02 5.017987e-02 4.618906e-02 3.177098e-02 1.551465e-02
[23,] 4.986376e-02 5.285312e-02 4.789226e-02 3.216275e-02 1.530256e-02
[24,] 4.988998e-02 5.299780e-02 4.721636e-02 3.094669e-02 1.434492e-02
[25,] 4.762253e-02 5.058398e-02 4.425826e-02 2.830133e-02 1.278041e-02
[26,] 4.335999e-02 4.594770e-02 3.944098e-02 2.459944e-02 1.082195e-02
[27,] 3.764821e-02 3.971406e-02 3.341427e-02 2.032189e-02 8.709261e-03
[28,] 3.116559e-02 3.265835e-02 2.691095e-02 1.595582e-02 6.661542e-03
[29,] 2.459116e-02 2.554814e-02 2.060264e-02 1.190656e-02 4.842712e-03
[30,] 1.849066e-02 1.901035e-02 1.499337e-02 8.444277e-03 3.346003e-03
[31,] 1.324632e-02 1.345373e-02 1.037161e-02 5.691732e-03 2.197313e-03
[32,] 9.038812e-03 9.054775e-03 6.819505e-03 3.646111e-03 1.371483e-03
[33,] 5.873657e-03 5.795082e-03 4.261960e-03 2.219815e-03 8.136315e-04
[34,] 3.634133e-03 3.526607e-03 2.531673e-03 1.284409e-03 4.587864e-04
[35,] 2.140461e-03 2.040526e-03 1.429354e-03 7.062974e-04 2.458930e-04
[36,] 1.199925e-03 1.122511e-03 7.670089e-04 3.691213e-04 1.252693e-04
[37,] 6.401366e-04 5.870576e-04 3.911859e-04 1.833355e-04 6.066180e-05
[38,] 3.249385e-04 2.918722e-04 1.896197e-04 8.654052e-05 2.792354e-05
[39,] 1.569218e-04 1.379463e-04 8.735683e-05 3.882282e-05 1.221865e-05
[40,] 7.208881e-05 6.197514e-05 3.824893e-05 1.655194e-05 5.082636e-06
[41,] 3.149999e-05 2.646686e-05 1.591652e-05 6.706650e-06 2.009951e-06
[42,] 1.309094e-05 1.074370e-05 6.294783e-06 2.582602e-06 7.556704e-07
[43,] 5.173823e-06 4.145336e-06 2.365992e-06 9.451559e-07 2.701163e-07
[44,] 1.944474e-06 1.520242e-06 8.451706e-07 3.287343e-07 9.180504e-08
[45,] 6.948892e-07 5.299145e-07 2.869282e-07 1.086636e-07 2.966941e-08
[46,] 2.361161e-07 1.755620e-07 9.257553e-08 3.413653e-08 9.118168e-09
[47,] 7.628047e-08 5.528188e-08 2.838664e-08 1.019189e-08 2.665018e-09
[48,] 2.342925e-08 1.654458e-08 8.272243e-09 2.891939e-09 7.408397e-10
[49,] 6.841417e-09 4.705931e-09 2.290994e-09 7.798766e-10 1.958956e-10
[50,] 1.899172e-09 1.272184e-09 6.029991e-10 1.998795e-10 4.927788e-11
             [,42]        [,43]        [,44]        [,45]        [,46]
 [1,] 9.770116e-08 4.339438e-08 3.255784e-08 1.078510e-07 3.730183e-07
 [2,] 2.731319e-07 1.192221e-07 9.409182e-08 3.168179e-07 1.069368e-06
 [3,] 7.257827e-07 3.116754e-07 2.594363e-07 8.847578e-07 2.913485e-06
 [4,] 1.833161e-06 7.754124e-07 6.823569e-07 2.348820e-06 7.543723e-06
 [5,] 4.400990e-06 1.836168e-06 1.711617e-06 5.927501e-06 1.856294e-05
 [6,] 1.004285e-05 4.139189e-06 4.093767e-06 1.421924e-05 4.341054e-05
 [7,] 2.178309e-05 8.884190e-06 9.333902e-06 3.242282e-05 9.647830e-05
 [8,] 4.490969e-05 1.815949e-05 2.028289e-05 7.027244e-05 2.037746e-04
 [9,] 8.800801e-05 3.535581e-05 4.199769e-05 1.447670e-04 4.090310e-04
[10,] 1.639342e-04 6.558142e-05 8.284284e-05 2.834628e-04 7.802750e-04
[11,] 2.902607e-04 1.159202e-04 1.556420e-04 5.275427e-04 1.414570e-03
[12,] 4.885238e-04 1.952954e-04 2.784535e-04 9.331411e-04 2.437168e-03
[13,] 7.815753e-04 3.136729e-04 4.742966e-04 1.568772e-03 3.990535e-03
[14,] 1.188651e-03 4.804067e-04 7.690263e-04 2.506630e-03 6.209564e-03
[15,] 1.718496e-03 7.017453e-04 1.186736e-03 3.806573e-03 9.182804e-03
[16,] 2.361937e-03 9.778546e-04 1.742700e-03 5.493991e-03 1.290546e-02
[17,] 3.086245e-03 1.300082e-03 2.434925e-03 7.536127e-03 1.723675e-02
[18,] 3.834020e-03 1.649437e-03 3.236590e-03 9.824534e-03 2.187868e-02
[19,] 4.528584e-03 1.997211e-03 4.092403e-03 1.217241e-02 2.639188e-02
[20,] 5.086038e-03 2.308211e-03 4.921669e-03 1.433310e-02 3.025542e-02
[21,] 5.431685e-03 2.546334e-03 5.629228e-03 1.603986e-02 3.296244e-02
[22,] 5.516447e-03 2.681337e-03 6.122814e-03 1.705909e-02 3.412865e-02
[23,] 5.328320e-03 2.695104e-03 6.332661e-03 1.724268e-02 3.358165e-02
[24,] 4.895167e-03 2.585607e-03 6.227663e-03 1.656326e-02 3.140279e-02
[25,] 4.277954e-03 2.367401e-03 5.822932e-03 1.512092e-02 2.790729e-02
[26,] 3.556691e-03 2.068467e-03 5.176223e-03 1.311899e-02 2.356950e-02
[27,] 2.813536e-03 1.724350e-03 4.374398e-03 1.081713e-02 1.891761e-02
[28,] 2.117951e-03 1.371275e-03 3.514306e-03 8.476405e-03 1.442996e-02
[29,] 1.517408e-03 1.040065e-03 2.683866e-03 6.312469e-03 1.046037e-02
[30,] 1.034865e-03 7.522120e-04 1.948354e-03 4.467595e-03 7.206295e-03
[31,] 6.719505e-04 5.186436e-04 1.344461e-03 3.004936e-03 4.718026e-03
[32,] 4.154757e-04 3.408386e-04 8.818422e-04 1.920801e-03 2.935562e-03
[33,] 2.446788e-04 2.134433e-04 5.497765e-04 1.166851e-03 1.735823e-03
[34,] 1.372717e-04 1.273428e-04 3.257809e-04 6.736496e-04 9.754446e-04
[35,] 7.338280e-05 7.236549e-05 1.834854e-04 3.696048e-04 5.209341e-04
[36,] 3.738811e-05 3.916204e-05 9.822174e-05 1.927197e-04 2.643905e-04
[37,] 1.815917e-05 2.017861e-05 4.997324e-05 9.549897e-05 1.275239e-04
[38,] 8.409653e-06 9.897627e-06 2.416500e-05 4.497343e-05 5.845487e-05
[39,] 3.714264e-06 4.620733e-06 1.110582e-05 2.012785e-05 2.546436e-05
[40,] 1.564830e-06 2.052875e-06 4.850931e-06 8.560962e-06 1.054210e-05
[41,] 6.289885e-07 8.678104e-07 2.013759e-06 3.460448e-06 4.147683e-06
[42,] 2.412508e-07 3.490113e-07 7.944990e-07 1.329306e-06 1.550836e-06
[43,] 8.830864e-08 1.335231e-07 2.979077e-07 4.852911e-07 5.510743e-07
[44,] 3.085251e-08 4.858777e-08 1.061618e-07 1.683690e-07 1.860957e-07
[45,] 1.028870e-08 1.681552e-08 3.595443e-08 5.551438e-08 5.972352e-08
[46,] 3.275105e-09 5.534390e-09 1.157265e-08 1.739535e-08 1.821539e-08
[47,] 9.951328e-10 1.732086e-09 3.540025e-09 5.180161e-09 5.279750e-09
[48,] 2.886073e-10 5.154435e-10 1.029138e-09 1.466013e-09 1.454361e-09
[49,] 7.988530e-11 1.458397e-10 2.843353e-10 3.942886e-10 3.807264e-10
[50,] 2.110132e-11 3.923116e-11 7.465833e-11 1.007799e-10 9.471886e-11
             [,47]        [,48]        [,49]        [,50]
 [1,] 9.162740e-07 1.567147e-06 1.864815e-06 1.543796e-06
 [2,] 2.557001e-06 4.256758e-06 4.930229e-06 3.972675e-06
 [3,] 6.781402e-06 1.098831e-05 1.238743e-05 9.715363e-06
 [4,] 1.709190e-05 2.695661e-05 2.957857e-05 2.257964e-05
 [5,] 4.093971e-05 6.284674e-05 6.712073e-05 4.987218e-05
 [6,] 9.319284e-05 1.392463e-04 1.447503e-04 1.046846e-04
 [7,] 2.016058e-04 2.932019e-04 2.966639e-04 2.088286e-04
 [8,] 4.144828e-04 5.867229e-04 5.778203e-04 3.958951e-04
 [9,] 8.098284e-04 1.115789e-03 1.069557e-03 7.132685e-04
[10,] 1.503704e-03 2.016574e-03 1.881472e-03 1.221262e-03
[11,] 2.653476e-03 3.463613e-03 3.145392e-03 1.987228e-03
[12,] 4.449904e-03 5.653628e-03 4.997290e-03 3.073049e-03
[13,] 7.092006e-03 8.770169e-03 7.545312e-03 4.516208e-03
[14,] 1.074164e-02 1.292920e-02 1.082687e-02 6.307560e-03
[15,] 1.546162e-02 1.811416e-02 1.476425e-02 8.372049e-03
[16,] 2.115057e-02 2.411835e-02 1.913386e-02 1.056051e-02
[17,] 2.749618e-02 3.051828e-02 2.356551e-02 1.265963e-02
[18,] 3.397078e-02 3.669909e-02 2.758252e-02 1.442249e-02
[19,] 3.988610e-02 4.194049e-02 3.068132e-02 1.561500e-02
[20,] 4.450621e-02 4.555064e-02 3.243374e-02 1.606671e-02
[21,] 4.719571e-02 4.701522e-02 3.258388e-02 1.571067e-02
[22,] 4.756279e-02 4.611745e-02 3.110939e-02 1.459974e-02
[23,] 4.555280e-02 4.299075e-02 2.822690e-02 1.289373e-02
[24,] 4.146157e-02 3.808620e-02 2.433984e-02 1.082169e-02
[25,] 3.586405e-02 3.206588e-02 1.994597e-02 8.631662e-03
[26,] 2.948192e-02 2.565675e-02 1.553372e-02 6.542995e-03
[27,] 2.303218e-02 1.950936e-02 1.149684e-02 4.713481e-03
[28,] 1.710005e-02 1.409831e-02 8.086576e-03 3.226931e-03
[29,] 1.206542e-02 9.682205e-03 5.405473e-03 2.099523e-03
[30,] 8.090411e-03 6.319231e-03 3.433883e-03 1.298178e-03
[31,] 5.155630e-03 3.919559e-03 2.073101e-03 7.628359e-04
[32,] 3.122306e-03 2.310430e-03 1.189427e-03 4.260008e-04
[33,] 1.797017e-03 1.294290e-03 6.485427e-04 2.260856e-04
[34,] 9.829059e-04 6.890540e-04 3.360641e-04 1.140298e-04
[35,] 5.109220e-04 3.486244e-04 1.654964e-04 5.465711e-05
[36,] 2.523946e-04 1.676275e-04 7.745293e-05 2.489762e-05
[37,] 1.184918e-04 7.659760e-05 3.444845e-05 1.077833e-05
[38,] 5.286637e-05 3.326354e-05 1.456079e-05 4.434336e-06
[39,] 2.241578e-05 1.372791e-05 5.849016e-06 1.733758e-06
[40,] 9.032552e-06 5.384224e-06 2.232869e-06 6.442150e-07
[41,] 3.459003e-06 2.006899e-06 8.100794e-07 2.274872e-07
[42,] 1.258848e-06 7.109022e-07 2.793019e-07 7.634228e-08
[43,] 4.353913e-07 2.393195e-07 9.151746e-08 2.434766e-08
[44,] 1.431093e-07 7.656464e-08 2.849810e-08 7.379570e-09
[45,] 4.470325e-08 2.327883e-08 8.433557e-09 2.125630e-09
[46,] 1.327071e-08 6.726331e-09 2.371864e-09 5.818735e-10
[47,] 3.743959e-09 1.847043e-09 6.339431e-10 1.513739e-10
[48,] 1.003811e-09 4.820142e-10 1.610256e-10 3.742464e-11
[49,] 2.557730e-10 1.195430e-10 3.887062e-11 8.793179e-12
[50,] 6.193556e-11 2.817550e-11 8.917244e-12 1.963437e-12

> 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  
   3.211547    -0.000851  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/1h0d91226324522.ps tmp/1h0d91226324522.png")
> system("convert tmp/209ld1226324522.ps tmp/209ld1226324522.png")
> system("convert tmp/3ixfo1226324522.ps tmp/3ixfo1226324522.png")
> system("convert tmp/4ddqa1226324522.ps tmp/4ddqa1226324522.png")
> system("convert tmp/5pfql1226324522.ps tmp/5pfql1226324522.png")
> system("convert tmp/62uj81226324522.ps tmp/62uj81226324522.png")
> system("convert tmp/7j3bm1226324522.ps tmp/7j3bm1226324522.png")
> 
> 
> proc.time()
   user  system elapsed 
  2.160   1.249   2.502