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(125.9,133.1,147,145.8,164.4,149.8,137.7,151.7,156.8,180,180.4,170.4,191.6,199.5,218.2,217.5,205,194,199.3,219.3,211.1,215.2,240.2,242.2,240.7,255.4,253,218.2,203.7,205.6,215.6,188.5,202.9,214,230.3,230,241,259.6,247.8,270.3,289.7,322.7,315,320.2,329.5,360.6,382.2,435.4,464,468.8,403,351.6,252,188,146.5,152.9,148.1,165.1,177,206.1)
> y <- c(130.7,117.2,110.8,111.4,108.2,108.8,110.2,109.5,109.5,116,111.2,112.1,114,119.1,114.1,115.1,115.4,110.8,116,119.2,126.5,127.8,131.3,140.3,137.3,143,134.5,139.9,159.3,170.4,175,175.8,180.9,180.3,169.6,172.3,184.8,177.7,184.6,211.4,215.3,215.9,244.7,259.3,289,310.9,321,315.1,333.2,314.1,284.7,273.9,216,196.4,190.9,206.4,196.3,199.5,198.9,214.4)
> x <- c(2.2,2.3,2.2,2,2.9,2.5,2.1,2.2,2.5,3,2.6,2.5,2.9,2.9,3.1,3.2,2.4,2.5,3,3,3,2.4,2.8,3,2.7,2.6,2.5,2.1,1.9,2.2,2.3,1.9,2,2,2,1.5,1.5,1.5,1.4,1.6,2.4,3.1,3.3,3.7,3.8,4.6,4.3,5.3,6,6.1,5.6,5.7,5,3.4,2.9,2.3,2.1,0.8,0.9,0)
> par7 = 'Prijsindex ruwe aardolie'
> par6 = 'Prijsindex graan'
> par5 = 'geharmoniseerde consumptieprijsindex'
> 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/14o541256749236.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/2htpv1256749236.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/3rj4y1256749236.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/431sj1256749236.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/5ih511256749236.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  
      91.50        30.13  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/freestat/rcomp/tmp/62m091256749236.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]  81.25642  86.94799  92.63957  98.33114 104.02272 109.71429 115.40586
 [8] 121.09744 126.78901 132.48059 138.17216 143.86374 149.55531 155.24689
[15] 160.93846 166.63004 172.32161 178.01319 183.70476 189.39634 195.08791
[22] 200.77949 206.47106 212.16264 217.85421 223.54579 229.23736 234.92894
[29] 240.62051 246.31209 252.00366 257.69524 263.38681 269.07839 274.76996
[36] 280.46154 286.15311 291.84469 297.53626 303.22784 308.91941 314.61099
[43] 320.30256 325.99414 331.68571 337.37728 343.06886 348.76043 354.45201
[50] 360.14358

$yords
 [1]  90.35353  98.80236 107.25120 115.70004 124.14887 132.59771 141.04654
 [8] 149.49538 157.94421 166.39305 174.84188 183.29072 191.73956 200.18839
[15] 208.63723 217.08606 225.53490 233.98373 242.43257 250.88140 259.33024
[22] 267.77908 276.22791 284.67675 293.12558 301.57442 310.02325 318.47209
[29] 326.92092 335.36976 343.81860 352.26743 360.71627 369.16510 377.61394
[36] 386.06277 394.51161 402.96044 411.40928 419.85812 428.30695 436.75579
[43] 445.20462 453.65346 462.10229 470.55113 478.99996 487.44880 495.89764
[50] 504.34647

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 7.344454e-04 1.413190e-03 2.255784e-03 2.924640e-03 3.134161e-03
 [2,] 7.079430e-04 1.460214e-03 2.624836e-03 3.922415e-03 4.796047e-03
 [3,] 6.547436e-04 1.335199e-03 2.570758e-03 4.324066e-03 6.063145e-03
 [4,] 6.372348e-04 1.172667e-03 2.226591e-03 4.010101e-03 6.322620e-03
 [5,] 6.460559e-04 1.088870e-03 1.853911e-03 3.285592e-03 5.547157e-03
 [6,] 5.956422e-04 1.063662e-03 1.640066e-03 2.589560e-03 4.295567e-03
 [7,] 4.401762e-04 9.535186e-04 1.542673e-03 2.180269e-03 3.202278e-03
 [8,] 2.451283e-04 6.885377e-04 1.344831e-03 1.974637e-03 2.566405e-03
 [9,] 1.027181e-04 3.762399e-04 9.498112e-04 1.675691e-03 2.241857e-03
[10,] 4.169169e-05 1.582442e-04 5.113255e-04 1.160632e-03 1.858192e-03
[11,] 4.399660e-05 7.561625e-05 2.212210e-04 6.215822e-04 1.270996e-03
[12,] 9.012987e-05 1.035545e-04 1.337989e-04 2.899544e-04 6.925471e-04
[13,] 1.600314e-04 2.165507e-04 2.239898e-04 2.349870e-04 3.762540e-04
[14,] 2.174981e-04 3.754013e-04 4.642780e-04 4.436817e-04 4.097986e-04
[15,] 2.256501e-04 4.995073e-04 7.812657e-04 8.904749e-04 8.043604e-04
[16,] 1.801656e-04 5.099457e-04 1.015315e-03 1.445331e-03 1.533115e-03
[17,] 1.115049e-04 4.023783e-04 1.018706e-03 1.828737e-03 2.382584e-03
[18,] 5.360762e-05 2.468371e-04 7.938688e-04 1.800139e-03 2.922921e-03
[19,] 1.992640e-05 1.177502e-04 4.824759e-04 1.384087e-03 2.816036e-03
[20,] 5.668301e-06 4.339481e-05 2.282542e-04 8.327973e-04 2.133250e-03
[21,] 1.218502e-06 1.221389e-05 8.334755e-05 3.904662e-04 1.269555e-03
[22,] 1.955887e-07 2.591569e-06 2.319590e-05 1.411715e-04 5.894397e-04
[23,] 2.321434e-08 4.096792e-07 4.855055e-06 3.882119e-05 2.108404e-04
[24,] 2.022609e-09 4.780203e-08 7.554920e-07 8.010683e-06 5.724978e-05
[25,] 1.287076e-10 4.089075e-09 8.662986e-08 1.226481e-06 1.163973e-05
[26,] 5.961294e-12 2.552381e-10 7.273791e-09 1.381623e-07 1.752675e-06
[27,] 2.005074e-13 1.158891e-11 4.452823e-10 1.138406e-08 1.939041e-07
[28,] 4.890145e-15 3.819571e-13 1.981726e-11 6.833731e-10 1.567533e-08
[29,] 8.639480e-17 9.125788e-15 6.399782e-13 2.980794e-11 9.225758e-10
[30,] 1.104966e-18 1.579150e-16 1.497836e-14 9.431343e-13 3.943678e-11
[31,] 1.022634e-20 1.977967e-18 2.538568e-16 2.162194e-14 1.222460e-12
[32,] 6.846711e-23 1.792635e-20 3.113941e-18 3.589042e-16 2.745117e-14
[33,] 3.315541e-25 1.175257e-22 2.763621e-20 4.311388e-18 4.462641e-16
[34,] 1.161141e-27 5.572747e-25 1.774165e-22 3.746921e-20 5.249766e-18
[35,] 2.940619e-30 1.910972e-27 8.237441e-25 2.355382e-22 4.467676e-20
[36,] 5.385062e-33 4.738643e-30 2.765847e-27 1.070821e-24 2.750012e-22
[37,] 7.130661e-36 8.496727e-33 6.715473e-30 3.520508e-27 1.224189e-24
[38,] 6.827216e-39 1.101619e-35 1.179009e-32 8.369501e-30 3.940820e-27
[39,] 4.726346e-42 1.032724e-38 1.496709e-35 1.438740e-32 9.173297e-30
[40,] 2.365762e-45 7.000090e-42 1.373816e-38 1.788308e-35 1.544009e-32
[41,] 8.562035e-49 3.430724e-45 9.117707e-42 1.607207e-38 1.879096e-35
[42,] 2.240482e-52 1.215704e-48 4.375266e-45 1.044398e-41 1.653547e-38
[43,] 4.238998e-56 3.114786e-52 1.518039e-48 4.907058e-45 1.052077e-41
[44,] 5.798842e-60 5.770129e-56 3.808193e-52 1.667000e-48 4.839932e-45
[45,] 5.735549e-64 7.728566e-60 6.907356e-56 4.094561e-52 1.609865e-48
[46,] 4.101701e-68 7.484588e-64 9.058591e-60 7.271695e-56 3.871658e-52
[47,] 2.120841e-72 5.240734e-68 8.589443e-64 9.337268e-60 6.732259e-56
[48,] 7.928794e-77 2.653208e-72 5.888769e-68 8.668809e-64 8.464092e-60
[49,] 2.143225e-81 9.712078e-77 2.919077e-72 5.819163e-68 7.694164e-64
[50,] 4.188603e-86 2.570361e-81 1.046184e-76 2.824254e-72 5.056909e-68
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 2.954693e-03 2.684807e-03 2.519443e-03 2.403446e-03 2.169468e-03
 [2,] 4.940838e-03 4.625153e-03 4.318111e-03 4.201253e-03 4.062754e-03
 [3,] 7.028783e-03 7.033568e-03 6.633217e-03 6.427498e-03 6.464089e-03
 [4,] 8.344025e-03 9.235010e-03 9.091775e-03 8.771283e-03 8.878703e-03
 [5,] 8.215241e-03 1.024582e-02 1.092570e-02 1.074536e-02 1.076370e-02
 [6,] 6.814879e-03 9.504879e-03 1.126493e-02 1.171115e-02 1.171157e-02
 [7,] 4.988970e-03 7.459081e-03 9.831423e-03 1.115565e-02 1.147695e-02
 [8,] 3.523051e-03 5.180025e-03 7.327256e-03 9.169548e-03 1.005882e-02
 [9,] 2.698021e-03 3.492572e-03 4.885233e-03 6.574914e-03 7.858968e-03
[10,] 2.287840e-03 2.591510e-03 3.222701e-03 4.347728e-03 5.609813e-03
[11,] 1.869022e-03 2.170818e-03 2.401838e-03 2.971293e-03 3.940042e-03
[12,] 1.283506e-03 1.783572e-03 2.059142e-03 2.370167e-03 3.036846e-03
[13,] 7.446574e-04 1.269746e-03 1.755407e-03 2.162762e-03 2.719979e-03
[14,] 5.136179e-04 8.375477e-04 1.345341e-03 1.945070e-03 2.633311e-03
[15,] 6.993410e-04 7.540232e-04 1.047862e-03 1.610892e-03 2.433887e-03
[16,] 1.336551e-03 1.144221e-03 1.147105e-03 1.425960e-03 2.088865e-03
[17,] 2.379269e-03 2.040255e-03 1.762076e-03 1.705591e-03 1.952881e-03
[18,] 3.509980e-03 3.344128e-03 2.867804e-03 2.520068e-03 2.374156e-03
[19,] 4.152845e-03 4.637063e-03 4.278755e-03 3.718491e-03 3.318733e-03
[20,] 3.903415e-03 5.255809e-03 5.516374e-03 5.010497e-03 4.453430e-03
[21,] 2.907808e-03 4.799518e-03 5.940231e-03 5.938531e-03 5.399888e-03
[22,] 1.709480e-03 3.507046e-03 5.241670e-03 6.014887e-03 5.819973e-03
[23,] 7.851784e-04 2.033449e-03 3.744665e-03 5.093117e-03 5.479378e-03
[24,] 2.776292e-04 9.228945e-04 2.137108e-03 3.542283e-03 4.412690e-03
[25,] 7.438310e-05 3.222812e-04 9.571401e-04 1.984857e-03 2.971358e-03
[26,] 1.489256e-05 8.513755e-05 3.297766e-04 8.758507e-04 1.629528e-03
[27,] 2.204539e-06 1.677675e-05 8.583583e-05 2.974266e-04 7.071619e-04
[28,] 2.394615e-07 2.440497e-06 1.663873e-05 7.622090e-05 2.364182e-04
[29,] 1.898904e-08 2.602036e-07 2.377688e-06 1.452685e-05 5.960728e-05
[30,] 1.095612e-09 2.023675e-08 2.487713e-07 2.038552e-06 1.116425e-05
[31,] 4.589263e-11 1.144486e-09 1.897213e-08 2.092557e-07 1.537994e-06
[32,] 1.393619e-12 4.697318e-11 1.051611e-09 1.564647e-08 1.548562e-07
[33,] 3.065199e-14 1.397321e-12 4.228797e-11 8.499268e-10 1.135090e-08
[34,] 4.880073e-16 3.010127e-14 1.232219e-12 3.348403e-11 6.042027e-10
[35,] 5.621816e-18 4.693312e-16 2.599784e-14 9.556864e-13 2.331887e-11
[36,] 4.684858e-20 5.294489e-18 3.969616e-16 1.974749e-14 6.518892e-13
[37,] 2.823680e-22 4.320368e-20 4.385152e-18 2.952803e-16 1.319195e-14
[38,] 1.230791e-24 2.549774e-22 3.503910e-20 3.194151e-18 1.931677e-16
[39,] 3.879452e-27 1.088236e-24 2.024852e-22 2.499147e-20 2.046142e-18
[40,] 8.842054e-30 3.358585e-27 8.461863e-25 1.414129e-22 1.567606e-20
[41,] 1.457197e-32 7.495180e-30 2.557084e-27 5.786442e-25 8.685388e-23
[42,] 1.736427e-35 1.209449e-32 5.587440e-30 1.712125e-27 3.479845e-25
[43,] 1.496104e-38 1.411121e-35 8.827917e-33 3.663067e-30 1.008156e-27
[44,] 9.320294e-42 1.190438e-38 1.008494e-35 5.666692e-33 2.111923e-30
[45,] 4.198146e-45 7.261252e-42 8.330156e-39 6.338444e-36 3.198908e-33
[46,] 1.367237e-48 3.202400e-45 4.975013e-42 5.126246e-39 3.503423e-36
[47,] 3.219488e-52 1.021169e-48 2.148297e-45 2.997623e-42 2.774254e-39
[48,] 5.481332e-56 2.354378e-52 6.707366e-49 1.267398e-45 1.588400e-42
[49,] 6.747563e-60 3.924792e-56 1.514160e-52 3.874465e-49 6.575625e-46
[50,] 6.005527e-64 4.730434e-60 2.471361e-56 8.563593e-53 1.968162e-49
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 1.768965e-03 1.262658e-03 7.412883e-04 3.324747e-04 1.086178e-04
 [2,] 3.635016e-03 2.907577e-03 2.007841e-03 1.119078e-03 4.711587e-04
 [3,] 6.285658e-03 5.554652e-03 4.351235e-03 2.899818e-03 1.534753e-03
 [4,] 9.170231e-03 8.903767e-03 7.758997e-03 5.948350e-03 3.822797e-03
 [5,] 1.140162e-02 1.199089e-02 1.156850e-02 9.945640e-03 7.465645e-03
 [6,] 1.233460e-02 1.362449e-02 1.446181e-02 1.383711e-02 1.176422e-02
 [7,] 1.189514e-02 1.327234e-02 1.516154e-02 1.612514e-02 1.532269e-02
 [8,] 1.042564e-02 1.139739e-02 1.346960e-02 1.573149e-02 1.669507e-02
 [9,] 8.430498e-03 8.964140e-03 1.044024e-02 1.293522e-02 1.525584e-02
[10,] 6.443249e-03 6.824141e-03 7.516717e-03 9.261555e-03 1.178495e-02
[11,] 4.904538e-03 5.424658e-03 5.666031e-03 6.372763e-03 8.042885e-03
[12,] 3.997183e-03 4.790874e-03 5.079434e-03 5.136299e-03 5.631994e-03
[13,] 3.623565e-03 4.667705e-03 5.343238e-03 5.407261e-03 5.175091e-03
[14,] 3.548639e-03 4.737493e-03 5.851119e-03 6.386814e-03 6.192656e-03
[15,] 3.480132e-03 4.760671e-03 6.160309e-03 7.243089e-03 7.595740e-03
[16,] 3.167725e-03 4.541974e-03 6.077502e-03 7.521586e-03 8.462441e-03
[17,] 2.692839e-03 3.962927e-03 5.535312e-03 7.135839e-03 8.448768e-03
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[27,]  1.444363e-19  1.175367e-21  6.343881e-24  2.271022e-26  5.392269e-29
[28,]  1.646581e-17  1.814516e-19  1.326243e-21  6.429393e-24  2.067287e-26
[29,]  1.357203e-15  2.025363e-17  2.004683e-19  1.316053e-21  5.730396e-24
[30,]  8.088374e-14  1.634555e-15  2.190902e-17  1.947740e-19  1.148479e-21
[31,]  3.485239e-12  9.537858e-14  1.731230e-15  2.084219e-17  1.664240e-19
[32,]  1.085824e-10  4.023990e-12  9.891017e-14  1.612538e-15  1.743666e-17
[33,]  2.445924e-09  1.227489e-10  4.085845e-12  9.020516e-14  1.320885e-15
[34,]  3.983686e-08  2.707286e-09  1.220330e-10  3.648440e-12  7.234717e-14
[35,]  4.691287e-07  4.317249e-08  2.635288e-09  1.066934e-10  2.865052e-12
[36,]  3.994645e-06  4.977829e-07  4.114660e-08  2.255914e-09  8.203469e-11
[37,]  2.459726e-05  4.149956e-06  4.645140e-07  3.448764e-08  1.698314e-09
[38,]  1.095584e-04  2.501781e-05  3.791667e-06  3.812080e-07  2.542106e-08
[39,]  3.533193e-04  1.090840e-04  2.237974e-05  3.046670e-06  2.751228e-07
[40,]  8.275818e-04  3.442939e-04  9.553580e-05  1.760673e-05  2.152900e-06
[41,]  1.422653e-03  7.887683e-04  2.951769e-04  7.358825e-05  1.218174e-05
[42,]  1.855638e-03  1.324002e-03  6.617758e-04  2.225963e-04  4.985017e-05
[43,]  2.010997e-03  1.678879e-03  1.086071e-03  4.885013e-04  1.476355e-04
[44,]  2.116765e-03  1.752249e-03  1.342983e-03  7.843483e-04  3.171864e-04
[45,]  2.320458e-03  1.759822e-03  1.358758e-03  9.474621e-04  4.984392e-04
[46,]  2.342494e-03  1.849971e-03  1.313814e-03  9.330372e-04  5.887812e-04
[47,]  1.890197e-03  1.813289e-03  1.332465e-03  8.741538e-04  5.658197e-04
[48,]  1.139946e-03  1.430207e-03  1.270389e-03  8.597311e-04  5.159117e-04
[49,]  5.022825e-04  8.447642e-04  9.794197e-04  7.989300e-04  4.939626e-04
[50,]  1.608612e-04  3.646303e-04  5.663756e-04  6.023066e-04  4.481965e-04

> image(op$xords, op$yords, op$zden, col=terrain.colors(100), axes=TRUE,main='Bivariate Kernel Density Plot (y,z)',xlab=par6,ylab=par7)
> if (par3=='Y') contour(op$xords, op$yords, op$zden, add=TRUE)
> if (par4=='Y') points(y,z)
> (r<-lm(z ~ y))

Call:
lm(formula = z ~ y)

Coefficients:
(Intercept)            y  
     50.140        1.042  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/freestat/rcomp/tmp/7ar9z1256749236.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] -0.48846278 -0.34403573 -0.19960868 -0.05518163  0.08924543  0.23367248
 [7]  0.37809953  0.52252658  0.66695364  0.81138069  0.95580774  1.10023479
[13]  1.24466185  1.38908890  1.53351595  1.67794300  1.82237006  1.96679711
[19]  2.11122416  2.25565121  2.40007826  2.54450532  2.68893237  2.83335942
[25]  2.97778647  3.12221353  3.26664058  3.41106763  3.55549468  3.69992174
[31]  3.84434879  3.98877584  4.13320289  4.27762994  4.42205700  4.56648405
[37]  4.71091110  4.85533815  4.99976521  5.14419226  5.28861931  5.43304636
[43]  5.57747342  5.72190047  5.86632752  6.01075457  6.15518163  6.29960868
[49]  6.44403573  6.58846278

$yords
 [1]  90.35353  98.80236 107.25120 115.70004 124.14887 132.59771 141.04654
 [8] 149.49538 157.94421 166.39305 174.84188 183.29072 191.73956 200.18839
[15] 208.63723 217.08606 225.53490 233.98373 242.43257 250.88140 259.33024
[22] 267.77908 276.22791 284.67675 293.12558 301.57442 310.02325 318.47209
[29] 326.92092 335.36976 343.81860 352.26743 360.71627 369.16510 377.61394
[36] 386.06277 394.51161 402.96044 411.40928 419.85812 428.30695 436.75579
[43] 445.20462 453.65346 462.10229 470.55113 478.99996 487.44880 495.89764
[50] 504.34647

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 3.499355e-05 3.844769e-05 3.301257e-05 2.875699e-05 6.869542e-05
 [2,] 1.359334e-04 1.918408e-04 2.068487e-04 1.720673e-04 1.244087e-04
 [3,] 3.439433e-04 6.245336e-04 8.656350e-04 9.169537e-04 7.456956e-04
 [4,] 5.667794e-04 1.324304e-03 2.361288e-03 3.216010e-03 3.349318e-03
 [5,] 6.082923e-04 1.828999e-03 4.195600e-03 7.349627e-03 9.841233e-03
 [6,] 4.253418e-04 1.645442e-03 4.855965e-03 1.094135e-02 1.883973e-02
 [7,] 1.946816e-04 9.657434e-04 3.662923e-03 1.061246e-02 2.349702e-02
 [8,] 6.249644e-05 3.768673e-04 1.812183e-03 6.721965e-03 1.910926e-02
 [9,] 3.563477e-05 1.248851e-04 6.333195e-04 2.852778e-03 1.023030e-02
[10,] 1.513667e-04 1.507248e-04 3.000450e-04 1.049084e-03 3.981744e-03
[11,] 8.454500e-04 7.122026e-04 6.381589e-04 9.315612e-04 2.138893e-03
[12,] 3.561653e-03 3.435012e-03 2.790488e-03 2.373198e-03 3.077522e-03
[13,] 1.085193e-02 1.244679e-02 1.158423e-02 9.091800e-03 7.454986e-03
[14,] 2.449504e-02 3.277107e-02 3.619053e-02 3.251561e-02 2.470456e-02
[15,] 4.247531e-02 6.423983e-02 8.257230e-02 8.783471e-02 7.626702e-02
[16,] 5.770646e-02 9.701445e-02 1.409932e-01 1.742811e-01 1.787647e-01
[17,] 6.048795e-02 1.146468e-01 1.860011e-01 2.602562e-01 3.098859e-01
[18,] 4.738765e-02 1.044267e-01 1.920057e-01 3.013088e-01 4.069353e-01
[19,] 2.788686e-02 7.216579e-02 1.536547e-01 2.739026e-01 4.165275e-01
[20,] 1.378970e-02 3.988874e-02 9.672984e-02 1.967176e-01 3.384753e-01
[21,] 6.886274e-03 2.080628e-02 5.357443e-02 1.186272e-01 2.261554e-01
[22,] 3.379284e-03 1.118152e-02 3.029982e-02 6.944985e-02 1.383106e-01
[23,] 1.317980e-03 5.238503e-03 1.635660e-02 4.111849e-02 8.608075e-02
[24,] 3.574586e-04 1.787822e-03 6.893094e-03 2.075735e-02 4.987118e-02
[25,] 6.439279e-05 4.118552e-04 2.016505e-03 7.614661e-03 2.245595e-02
[26,] 7.603155e-06 6.254140e-05 3.928607e-04 1.894481e-03 7.073424e-03
[27,] 5.861852e-07 6.216248e-06 5.031671e-05 3.122928e-04 1.496745e-03
[28,] 2.948006e-08 4.035803e-07 4.219542e-06 3.384748e-05 2.097418e-04
[29,] 9.703848e-10 1.715335e-08 2.319013e-07 2.409836e-06 1.938860e-05
[30,] 2.254845e-11 5.065738e-10 8.746982e-09 1.166857e-07 1.211731e-06
[31,] 8.529572e-13 2.154308e-11 4.211875e-10 6.417741e-09 7.695590e-08
[32,] 1.122564e-13 3.354911e-12 7.616987e-11 1.315732e-09 1.733835e-08
[33,] 1.386248e-14 5.306568e-13 1.539429e-11 3.384672e-10 5.641100e-09
[34,] 1.138438e-15 5.616578e-14 2.099661e-12 5.947602e-11 1.276609e-09
[35,] 6.092048e-17 3.874799e-15 1.867441e-13 6.819533e-12 1.887021e-10
[36,] 2.122174e-18 1.740191e-16 1.081246e-14 5.090512e-13 1.815986e-11
[37,] 4.812191e-20 5.087320e-18 4.075181e-16 2.473513e-14 1.137615e-12
[38,] 7.103101e-22 9.681096e-20 9.997990e-18 7.823662e-16 4.638972e-14
[39,] 6.824899e-24 1.199232e-21 1.596694e-19 1.610828e-17 1.231377e-15
[40,] 4.268621e-26 9.669963e-24 1.659868e-21 2.158894e-19 2.127667e-17
[41,] 1.737889e-28 5.075626e-26 1.123230e-23 1.883461e-21 2.393092e-19
[42,] 4.605749e-31 1.734195e-28 4.947747e-26 1.069610e-23 1.752099e-21
[43,] 7.945492e-34 3.856994e-31 1.418694e-28 3.954004e-26 8.350267e-24
[44,] 8.922458e-37 5.583969e-34 2.647971e-31 9.514624e-29 2.590510e-26
[45,] 6.522158e-40 5.262355e-37 3.217219e-34 1.490353e-31 5.231344e-29
[46,] 3.103438e-43 3.228213e-40 2.544444e-37 1.519609e-34 6.876793e-32
[47,] 9.612497e-47 1.289097e-43 1.309926e-40 1.008592e-37 5.884375e-35
[48,] 1.938083e-50 3.350829e-47 4.389789e-44 4.357555e-41 3.277614e-38
[49,] 2.543618e-54 5.669724e-51 9.575991e-48 1.225499e-44 1.188388e-41
[50,] 2.173084e-58 6.244777e-55 1.359781e-51 2.243512e-48 2.804814e-45
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 3.223953e-04 1.313529e-03 4.096740e-03 9.688580e-03 1.736263e-02
 [2,] 1.721743e-04 6.588068e-04 2.579506e-03 7.849815e-03 1.813362e-02
 [3,] 4.899503e-04 4.217262e-04 1.132826e-03 4.161523e-03 1.233313e-02
 [4,] 2.673719e-03 1.671738e-03 1.044638e-03 1.697977e-03 5.535777e-03
 [5,] 1.008302e-02 7.917883e-03 4.812663e-03 2.528588e-03 2.376619e-03
 [6,] 2.481489e-02 2.502942e-02 1.936502e-02 1.156645e-02 5.625279e-03
 [7,] 3.979025e-02 5.158775e-02 5.127481e-02 3.917240e-02 2.319574e-02
 [8,] 4.158308e-02 6.928948e-02 8.850472e-02 8.684444e-02 6.581589e-02
 [9,] 2.842788e-02 6.074001e-02 9.962472e-02 1.255711e-01 1.221417e-01
[10,] 1.321133e-02 3.529074e-02 7.361040e-02 1.187441e-01 1.481411e-01
[11,] 5.780476e-03 1.570544e-02 3.797840e-02 7.545007e-02 1.188650e-01
[12,] 5.606214e-03 1.083772e-02 2.102273e-02 4.012365e-02 7.007655e-02
[13,] 9.204372e-03 1.538339e-02 2.525156e-02 3.758401e-02 5.249188e-02
[14,] 1.967915e-02 2.362461e-02 3.805732e-02 5.877524e-02 7.819202e-02
[15,] 5.629490e-02 4.392036e-02 5.170668e-02 8.111777e-02 1.213064e-01
[16,] 1.503745e-01 1.085024e-01 8.386178e-02 9.739255e-02 1.484702e-01
[17,] 3.071952e-01 2.514670e-01 1.791233e-01 1.392176e-01 1.601965e-01
[18,] 4.680850e-01 4.503546e-01 3.615055e-01 2.577947e-01 2.047365e-01
[19,] 5.447904e-01 6.083068e-01 5.722513e-01 4.558563e-01 3.310562e-01
[20,] 4.990736e-01 6.348624e-01 6.935500e-01 6.457180e-01 5.190873e-01
[21,] 3.719735e-01 5.309329e-01 6.604877e-01 7.145039e-01 6.701791e-01
[22,] 2.426855e-01 3.767434e-01 5.188295e-01 6.356089e-01 6.919327e-01
[23,] 1.557185e-01 2.505945e-01 3.645315e-01 4.834705e-01 5.879565e-01
[24,] 9.862557e-02 1.668072e-01 2.503750e-01 3.433105e-01 4.397949e-01
[25,] 5.275013e-02 1.015322e-01 1.658144e-01 2.383271e-01 3.126130e-01
[26,] 2.072151e-02 4.855053e-02 9.326398e-02 1.510683e-01 2.126157e-01
[27,] 5.597831e-03 1.657395e-02 3.953876e-02 7.742814e-02 1.266763e-01
[28,] 1.013717e-03 3.868705e-03 1.181884e-02 2.926314e-02 5.922637e-02
[29,] 1.219490e-04 6.065479e-04 2.412846e-03 7.739986e-03 2.007650e-02
[30,] 9.891918e-06 6.417164e-05 3.339122e-04 1.400188e-03 4.724014e-03
[31,] 7.355167e-07 5.683725e-06 3.593321e-05 1.866618e-04 7.922636e-04
[32,] 1.751602e-07 1.368614e-06 8.396186e-06 4.138372e-05 1.686131e-04
[33,] 7.129260e-08 6.836662e-07 4.981130e-06 2.764480e-05 1.174586e-04
[34,] 2.076367e-08 2.559158e-07 2.390400e-06 1.692359e-05 9.084491e-05
[35,] 3.956503e-09 6.285791e-08 7.567006e-07 6.902523e-06 4.771110e-05
[36,] 4.908801e-10 1.005426e-08 1.560402e-07 1.834996e-06 1.635108e-05
[37,] 3.964501e-11 1.046871e-09 2.094641e-08 3.175687e-07 3.648190e-06
[38,] 2.084227e-12 7.095453e-11 1.830319e-09 3.577545e-08 5.298527e-07
[39,] 7.132550e-14 3.130474e-12 1.041087e-10 2.623468e-09 5.009289e-08
[40,] 1.588868e-15 8.990490e-14 3.854701e-12 1.252304e-10 3.082764e-09
[41,] 2.303953e-17 1.680737e-15 9.290462e-14 3.891227e-12 1.234945e-10
[42,] 2.174719e-19 2.045312e-17 1.457563e-15 7.870586e-14 3.220315e-12
[43,] 1.336212e-21 1.620175e-19 1.488539e-17 1.036263e-15 5.466279e-14
[44,] 5.344297e-24 8.354251e-22 9.895463e-20 8.881298e-18 6.039881e-16
[45,] 1.391390e-26 2.804117e-24 4.282084e-22 4.954796e-20 4.344183e-18
[46,] 2.358044e-29 6.126740e-27 1.206198e-24 1.799366e-22 2.033912e-20
[47,] 2.601337e-32 8.713738e-30 2.211689e-27 4.253587e-25 6.198665e-23
[48,] 1.868032e-35 8.067196e-33 2.639809e-30 6.545368e-28 1.229723e-25
[49,] 8.732031e-39 4.861652e-36 2.050993e-33 6.556257e-31 1.588033e-28
[50,] 2.656998e-42 1.907173e-39 1.037291e-36 4.274869e-34 1.334924e-31
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 2.357678e-02 2.425857e-02 1.891288e-02 1.117279e-02 5.001238e-03
 [2,] 3.174526e-02 4.211040e-02 4.232647e-02 3.223639e-02 1.860341e-02
 [3,] 2.782494e-02 4.758386e-02 6.166096e-02 6.054446e-02 4.504542e-02
 [4,] 1.589511e-02 3.500616e-02 5.847477e-02 7.402033e-02 7.099927e-02
 [5,] 6.141765e-03 1.683555e-02 3.612587e-02 5.892123e-02 7.285098e-02
 [6,] 3.422746e-03 5.918438e-03 1.479462e-02 3.066983e-02 4.873120e-02
 [7,] 1.109286e-02 5.477006e-03 5.723966e-03 1.137364e-02 2.181792e-02
 [8,] 3.919071e-02 1.949652e-02 9.938442e-03 7.669880e-03 9.732042e-03
 [9,] 9.282122e-02 5.724688e-02 3.197460e-02 1.997986e-02 1.580891e-02
[10,] 1.442026e-01 1.126065e-01 7.609741e-02 5.206890e-02 4.166196e-02
[11,] 1.475043e-01 1.466758e-01 1.234530e-01 9.870619e-02 8.591877e-02
[12,] 1.043914e-01 1.291262e-01 1.358644e-01 1.315152e-01 1.300780e-01
[13,] 7.088205e-02 9.125411e-02 1.096132e-01 1.252533e-01 1.434825e-01
[14,] 9.040827e-02 9.526988e-02 9.781624e-02 1.051147e-01 1.239228e-01
[15,] 1.543162e-01 1.658139e-01 1.548120e-01 1.341004e-01 1.217220e-01
[16,] 2.153454e-01 2.658513e-01 2.760223e-01 2.452625e-01 1.951055e-01
[17,] 2.356076e-01 3.291415e-01 3.935042e-01 3.974178e-01 3.433981e-01
[18,] 2.336994e-01 3.285269e-01 4.379363e-01 5.038113e-01 4.940843e-01
[19,] 2.718010e-01 3.064273e-01 4.081156e-01 5.151060e-01 5.671092e-01
[20,] 3.902547e-01 3.314483e-01 3.651456e-01 4.579265e-01 5.455745e-01
[21,] 5.544949e-01 4.356655e-01 3.777740e-01 4.004161e-01 4.713212e-01
[22,] 6.676592e-01 5.778848e-01 4.733445e-01 4.099210e-01 4.111433e-01
[23,] 6.543955e-01 6.597357e-01 5.999033e-01 5.057665e-01 4.288100e-01
[24,] 5.342761e-01 6.126869e-01 6.462534e-01 6.115644e-01 5.226720e-01
[25,] 3.887635e-01 4.719410e-01 5.552988e-01 6.060935e-01 5.878732e-01
[26,] 2.699420e-01 3.258273e-01 3.920772e-01 4.675167e-01 5.202605e-01
[27,] 1.766237e-01 2.174655e-01 2.524279e-01 2.963528e-01 3.524446e-01
[28,] 9.853478e-02 1.361897e-01 1.616406e-01 1.777407e-01 1.993849e-01
[29,] 4.201384e-02 7.073172e-02 9.632802e-02 1.094333e-01 1.124610e-01
[30,] 1.273725e-02 2.721623e-02 4.583453e-02 6.108327e-02 6.621852e-02
[31,] 2.711827e-03 7.373010e-03 1.572312e-02 2.611371e-02 3.385497e-02
[32,] 5.813395e-04 1.703517e-03 4.169000e-03 8.290891e-03 1.309151e-02
[33,] 3.857256e-04 9.957303e-04 2.074798e-03 3.605749e-03 5.360869e-03
[34,] 3.699759e-04 1.144653e-03 2.697302e-03 4.865945e-03 6.786346e-03
[35,] 2.499052e-04 9.919935e-04 2.984617e-03 6.808534e-03 1.178384e-02
[36,] 1.104005e-04 5.648220e-04 2.189634e-03 6.432196e-03 1.431830e-02
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[49,] 4.343269e-02 6.477381e-02 7.411222e-02 6.448863e-02 4.257282e-02
[50,] 1.273535e-02 2.416882e-02 3.549264e-02 3.973293e-02 3.376349e-02

> image(op$xords, op$yords, op$zden, col=terrain.colors(100), axes=TRUE,main='Bivariate Kernel Density Plot (x,z)',xlab=par5,ylab=par7)
> if (par3=='Y') contour(op$xords, op$yords, op$zden, add=TRUE)
> if (par4=='Y') points(x,z)
> (r<-lm(z ~ x))

Call:
lm(formula = z ~ x)

Coefficients:
(Intercept)            x  
      97.38        48.79  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/14o541256749236.ps tmp/14o541256749236.png")
> system("convert tmp/2htpv1256749236.ps tmp/2htpv1256749236.png")
> system("convert tmp/3rj4y1256749236.ps tmp/3rj4y1256749236.png")
> system("convert tmp/431sj1256749236.ps tmp/431sj1256749236.png")
> system("convert tmp/5ih511256749236.ps tmp/5ih511256749236.png")
> system("convert tmp/62m091256749236.ps tmp/62m091256749236.png")
> system("convert tmp/7ar9z1256749236.ps tmp/7ar9z1256749236.png")
> 
> 
> proc.time()
   user  system elapsed 
  3.026   2.040   3.396