R version 2.7.2 (2008-08-25)
Copyright (C) 2008 The R Foundation for Statistical Computing
ISBN 3-900051-07-0

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Type 'contributors()' for more information and
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Type 'demo()' for some demos, 'help()' for on-line help, or
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Type 'q()' to quit R.

> z <- c(124.9,132,151.4,108.9,121.3,123.4,90.3,79.3,117.2,116.9,120.8,96.1,100.8,105.3,116.1,112.8,114.5,117.2,77.1,80.1,120.3,133.4,109.4,93.2,91.2,99.2,108.2,101.5,106.9,104.4,77.9,60,99.5,95,105.6,102.5,93.3,97.3,127,111.7,96.4,133,72.2,95.8,124.1,127.6,110.7,104.6,112.7,115.3,139.4,119,97.4,154,81.5,88.8,127.7,105.1,114.9,106.4,104.5,121.6,141.4,99,126.7,134.1,81.3,88.6,132.7,132.9,134.4,103.7)
> y <- c(104.8,105.6,118.3,89.9,90.2,107,64.5,92.6,95.8,94.3,91.2,86.3,77.6,82.5,97.7,83.3,84.2,92.8,77.4,72.5,88.8,93.4,92.6,90.7,81.6,84.1,88.1,85.3,82.9,84.8,71.2,68.9,94.3,97.6,85.6,91.9,75.8,79.8,99,88.5,86.7,97.9,94.3,72.9,91.8,93.2,86.5,98.9,77.2,79.4,90.4,81.4,85.8,103.6,73.6,75.7,99.2,88.7,94.6,98.7,84.2,87.7,103.3,88.2,93.4,106.3,73.1,78.6,101.6,101.4,98.5,99)
> x <- c(97.3,101,113.2,101,105.7,113.9,86.4,96.5,103.3,114.9,105.8,94.2,98.4,99.4,108.8,112.6,104.4,112.2,81.1,97.1,112.6,113.8,107.8,103.2,103.3,101.2,107.7,110.4,101.9,115.9,89.9,88.6,117.2,123.9,100,103.6,94.1,98.7,119.5,112.7,104.4,124.7,89.1,97,121.6,118.8,114,111.5,97.2,102.5,113.4,109.8,104.9,126.1,80,96.8,117.2,112.3,117.3,111.1,102.2,104.3,122.9,107.6,121.3,131.5,89,104.4,128.9,135.9,133.3,121.3)
> par7 = 'Vervaardiging transportmiddelen '
> par6 = 'Vervaardiging van elektrische en elektronische apparaten en instrumenten '
> par5 = 'Vervaardiging van producten van metaal '
> 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/1hifc1226309436.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/2od4i1226309436.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/3r8gc1226309436.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/4z2l31226309436.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/52ig31226309436.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  
     24.395        0.602  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/freestat/rcomp/tmp/60jrb1226309436.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]  56.87357  58.28281  59.69205  61.10129  62.51054  63.91978  65.32902
 [8]  66.73826  68.14750  69.55675  70.96599  72.37523  73.78447  75.19372
[15]  76.60296  78.01220  79.42144  80.83068  82.23993  83.64917  85.05841
[22]  86.46765  87.87689  89.28614  90.69538  92.10462  93.51386  94.92311
[29]  96.33235  97.74159  99.15083 100.56007 101.96932 103.37856 104.78780
[36] 106.19704 107.60628 109.01553 110.42477 111.83401 113.24325 114.65250
[43] 116.06174 117.47098 118.88022 120.28946 121.69871 123.10795 124.51719
[50] 125.92643

$yords
 [1]  46.13773  48.62190  51.10607  53.59025  56.07442  58.55860  61.04277
 [8]  63.52695  66.01112  68.49530  70.97947  73.46364  75.94782  78.43199
[15]  80.91617  83.40034  85.88452  88.36869  90.85287  93.33704  95.82121
[22]  98.30539 100.78956 103.27374 105.75791 108.24209 110.72626 113.21044
[29] 115.69461 118.17879 120.66296 123.14713 125.63131 128.11548 130.59966
[36] 133.08383 135.56801 138.05218 140.53636 143.02053 145.50470 147.98888
[43] 150.47305 152.95723 155.44140 157.92558 160.40975 162.89393 165.37810
[50] 167.86227

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 7.731164e-04 7.083942e-04 6.278153e-04 5.757674e-04 5.601669e-04
 [2,] 1.456988e-03 1.438092e-03 1.325080e-03 1.218598e-03 1.181594e-03
 [3,] 2.366161e-03 2.550485e-03 2.497042e-03 2.347186e-03 2.267692e-03
 [4,] 3.297101e-03 3.917425e-03 4.147283e-03 4.076155e-03 3.968437e-03
 [5,] 3.931395e-03 5.180040e-03 6.005639e-03 6.302495e-03 6.309144e-03
 [6,] 4.004763e-03 5.874279e-03 7.522616e-03 8.569751e-03 9.023824e-03
 [7,] 3.481817e-03 5.699533e-03 8.107333e-03 1.014533e-02 1.146730e-02
 [8,] 2.582284e-03 4.724789e-03 7.492461e-03 1.038223e-02 1.279629e-02
 [9,] 1.633328e-03 3.343915e-03 5.925670e-03 9.141112e-03 1.242399e-02
[10,] 8.812569e-04 2.020001e-03 4.006430e-03 6.904869e-03 1.042846e-02
[11,] 4.064318e-04 1.042335e-03 2.315415e-03 4.468317e-03 7.537857e-03
[12,] 1.625465e-04 4.622134e-04 1.146637e-03 2.478307e-03 4.683726e-03
[13,] 6.212577e-05 1.833911e-04 4.949962e-04 1.186752e-03 2.507594e-03
[14,] 3.508958e-05 8.187402e-05 2.069321e-04 5.139437e-04 1.180322e-03
[15,] 4.391581e-05 7.139133e-05 1.269397e-04 2.543493e-04 5.470868e-04
[16,] 7.424341e-05 1.111803e-04 1.602211e-04 2.342334e-04 3.688140e-04
[17,] 1.202267e-04 1.870577e-04 2.675931e-04 3.606021e-04 4.714163e-04
[18,] 1.734068e-04 2.891085e-04 4.342559e-04 5.987287e-04 7.717584e-04
[19,] 2.186473e-04 3.964044e-04 6.380451e-04 9.263715e-04 1.235145e-03
[20,] 2.387387e-04 4.753714e-04 8.311978e-04 1.291981e-03 1.814255e-03
[21,] 2.243626e-04 4.940041e-04 9.478804e-04 1.598670e-03 2.400196e-03
[22,] 1.807629e-04 4.420742e-04 9.374290e-04 1.733443e-03 2.820389e-03
[23,] 1.245417e-04 3.392597e-04 7.987678e-04 1.631359e-03 2.907425e-03
[24,] 7.326515e-05 2.226921e-04 5.838805e-04 1.323514e-03 2.603566e-03
[25,] 3.676613e-05 1.248269e-04 3.651370e-04 9.214789e-04 2.011047e-03
[26,] 1.572965e-05 5.969152e-05 1.950186e-04 5.489954e-04 1.333579e-03
[27,] 5.735370e-06 2.433646e-05 8.886516e-05 2.793833e-04 7.569111e-04
[28,] 1.781911e-06 8.456403e-06 3.452618e-05 1.213122e-04 3.670144e-04
[29,] 4.716708e-07 2.503820e-06 1.143303e-05 4.491503e-05 1.518561e-04
[30,] 1.063624e-07 6.316161e-07 3.226050e-06 1.417387e-05 5.357821e-05
[31,] 2.043217e-08 1.357382e-07 7.755648e-07 3.811445e-06 1.611267e-05
[32,] 3.343538e-09 2.485019e-08 1.588425e-07 8.732389e-07 4.129143e-06
[33,] 4.660759e-10 3.875463e-09 2.771374e-08 1.704436e-07 9.015694e-07
[34,] 5.534285e-11 5.148452e-10 4.118993e-09 2.834067e-08 1.677049e-07
[35,] 5.597820e-12 5.826194e-11 5.214914e-10 4.014287e-09 2.657520e-08
[36,] 4.823102e-13 5.616234e-12 5.624166e-11 4.843583e-10 3.587371e-09
[37,] 3.539841e-14 4.611647e-13 5.166799e-12 4.978294e-11 4.125126e-10
[38,] 2.213045e-15 3.225647e-14 4.043298e-13 4.358601e-12 4.040676e-11
[39,] 1.178543e-16 1.921882e-15 2.695255e-14 3.250609e-13 3.371505e-12
[40,] 5.346255e-18 9.754063e-17 1.530429e-15 2.065058e-14 2.396319e-13
[41,] 2.065867e-19 4.216898e-18 7.402453e-17 1.117504e-15 1.450827e-14
[42,] 6.799914e-21 1.552921e-19 3.049908e-18 5.151275e-17 7.482311e-16
[43,] 1.906571e-22 4.871402e-21 1.070401e-19 2.022690e-18 3.287040e-17
[44,] 4.553561e-24 1.301689e-22 3.200033e-21 6.765383e-20 1.230051e-18
[45,] 9.263981e-26 2.962843e-24 8.149129e-23 1.927543e-21 3.920935e-20
[46,] 1.605446e-27 5.744625e-26 1.767743e-24 4.678073e-23 1.064652e-21
[47,] 2.369950e-29 9.487685e-28 3.266426e-26 9.671096e-25 2.462472e-23
[48,] 2.980101e-31 1.334773e-29 5.141324e-28 1.703071e-26 4.851584e-25
[49,] 3.192062e-33 1.599568e-31 6.893273e-30 2.554691e-28 8.142245e-27
[50,] 2.912460e-35 1.632851e-33 7.872713e-32 3.264317e-30 1.164001e-28
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 5.580508e-04 5.507826e-04 5.615398e-04 6.680567e-04 9.776273e-04
 [2,] 1.199140e-03 1.208993e-03 1.177612e-03 1.161765e-03 1.310461e-03
 [3,] 2.321013e-03 2.426360e-03 2.448768e-03 2.342925e-03 2.237502e-03
 [4,] 4.056105e-03 4.346169e-03 4.618661e-03 4.627531e-03 4.339641e-03
 [5,] 6.446334e-03 6.967411e-03 7.718442e-03 8.240827e-03 8.152366e-03
 [6,] 9.343639e-03 1.009814e-02 1.145272e-02 1.293710e-02 1.375184e-02
 [7,] 1.229464e-02 1.334519e-02 1.525617e-02 1.792606e-02 2.039112e-02
 [8,] 1.453438e-02 1.611149e-02 1.847344e-02 2.216314e-02 2.659352e-02
 [9,] 1.524751e-02 1.766384e-02 2.050021e-02 2.481035e-02 3.082378e-02
[10,] 1.403844e-02 1.739162e-02 2.084889e-02 2.548026e-02 3.225665e-02
[11,] 1.124994e-02 1.519159e-02 1.927792e-02 2.415525e-02 3.098936e-02
[12,] 7.805568e-03 1.165295e-02 1.601065e-02 2.106155e-02 2.764042e-02
[13,] 4.681266e-03 7.797758e-03 1.180395e-02 1.670642e-02 2.290460e-02
[14,] 2.445318e-03 4.550852e-03 7.668630e-03 1.190718e-02 1.747529e-02
[15,] 1.170689e-03 2.364818e-03 4.409759e-03 7.577523e-03 1.213531e-02
[16,] 6.459381e-04 1.223769e-03 2.355046e-03 4.373933e-03 7.658817e-03
[17,] 6.242318e-04 8.895973e-04 1.425951e-03 2.514084e-03 4.556385e-03
[18,] 9.460577e-04 1.130439e-03 1.386034e-03 1.884496e-03 2.956296e-03
[19,] 1.536420e-03 1.803499e-03 2.026452e-03 2.264410e-03 2.725723e-03
[20,] 2.342632e-03 2.822448e-03 3.201438e-03 3.452553e-03 3.651825e-03
[21,] 3.261164e-03 4.081401e-03 4.771925e-03 5.254835e-03 5.499511e-03
[22,] 4.091016e-03 5.380315e-03 6.531122e-03 7.421589e-03 7.961871e-03
[23,] 4.564237e-03 6.397901e-03 8.148230e-03 9.601989e-03 1.062329e-02
[24,] 4.472591e-03 6.775740e-03 9.181511e-03 1.133059e-02 1.297738e-02
[25,] 3.810666e-03 6.310650e-03 9.227957e-03 1.209306e-02 1.447301e-02
[26,] 2.802235e-03 5.115099e-03 8.167171e-03 1.153082e-02 1.462245e-02
[27,] 1.769804e-03 3.580798e-03 6.297069e-03 9.695682e-03 1.322180e-02
[28,] 9.569407e-04 2.153810e-03 4.196179e-03 7.109992e-03 1.055928e-02
[29,] 4.421038e-04 1.109406e-03 2.403637e-03 4.509573e-03 7.363234e-03
[30,] 1.743072e-04 4.883424e-04 1.179406e-03 2.459880e-03 4.444638e-03
[31,] 5.860543e-05 1.834652e-04 4.946351e-04 1.149756e-03 2.308604e-03
[32,] 1.679572e-05 5.878148e-05 1.770713e-04 4.594169e-04 1.027831e-03
[33,] 4.101863e-06 1.605392e-05 5.406259e-05 1.567109e-04 3.912843e-04
[34,] 8.535245e-07 3.736399e-06 1.407072e-05 4.559395e-05 1.271769e-04
[35,] 1.513079e-07 7.409409e-07 3.120881e-06 1.130847e-05 3.525919e-05
[36,] 2.285035e-08 1.251779e-07 5.897962e-07 2.390299e-06 8.333816e-06
[37,] 2.939642e-09 1.801603e-08 9.496075e-08 4.304980e-07 1.678723e-06
[38,] 3.221498e-10 2.208831e-09 1.302495e-08 6.605583e-08 2.881319e-07
[39,] 3.007306e-11 2.306898e-10 1.521882e-09 8.634621e-09 4.213363e-08
[40,] 2.391391e-12 2.052348e-11 1.514779e-10 9.615012e-10 5.248811e-09
[41,] 1.619850e-13 1.555346e-12 1.284325e-11 9.120536e-11 5.570175e-10
[42,] 9.346499e-15 1.004048e-13 9.275855e-13 7.369680e-12 5.035489e-11
[43,] 4.593806e-16 5.521181e-15 5.706695e-14 5.072603e-13 3.877686e-12
[44,] 1.923293e-17 2.586182e-16 2.990651e-15 2.974163e-14 2.543654e-13
[45,] 6.859096e-19 1.031895e-17 1.335046e-16 1.485420e-15 1.421331e-14
[46,] 2.083721e-20 3.507219e-19 5.076663e-18 6.319542e-17 6.765272e-16
[47,] 5.392106e-22 1.015399e-20 1.644398e-19 2.290176e-18 2.742981e-17
[48,] 1.188573e-23 2.504142e-22 4.537161e-21 7.069698e-20 9.473478e-19
[49,] 2.231729e-25 5.260532e-24 1.066375e-22 1.859009e-21 2.787052e-20
[50,] 3.569486e-27 9.413451e-26 2.134933e-24 4.164001e-23 6.984402e-22
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 1.565339e-03 2.395331e-03 3.275219e-03 3.905080e-03 4.026872e-03
 [2,] 1.798999e-03 2.715842e-03 3.950075e-03 5.160041e-03 5.894434e-03
 [3,] 2.397960e-03 3.085532e-03 4.376439e-03 6.029311e-03 7.506055e-03
 [4,] 4.020957e-03 4.109226e-03 4.957065e-03 6.582240e-03 8.553819e-03
 [5,] 7.493636e-03 6.762498e-03 6.623867e-03 7.503603e-03 9.298504e-03
 [6,] 1.339499e-02 1.209115e-02 1.068177e-02 1.009210e-02 1.077233e-02
 [7,] 2.144865e-02 2.056097e-02 1.828773e-02 1.591130e-02 1.460444e-02
 [8,] 3.016513e-02 3.129629e-02 2.956983e-02 2.603448e-02 2.245168e-02
 [9,] 3.727398e-02 4.188534e-02 4.283266e-02 4.001393e-02 3.506224e-02
[10,] 4.088161e-02 4.931720e-02 5.471555e-02 5.523258e-02 5.124521e-02
[11,] 4.046247e-02 5.162193e-02 6.171866e-02 6.756883e-02 6.755290e-02
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[23,] 3.214688e-05 7.901602e-06 1.671521e-06 3.042235e-07 4.762992e-08
[24,] 9.161756e-05 2.517847e-05 5.956330e-06 1.212442e-06 2.123156e-07
[25,] 2.233667e-04 6.857452e-05 1.812962e-05 4.125368e-06 8.077047e-07
[26,] 4.682369e-04 1.602951e-04 4.729754e-05 1.201850e-05 2.628730e-06
[27,] 8.532418e-04 3.245291e-04 1.065729e-04 3.017358e-05 7.359312e-06
[28,] 1.381794e-03 5.799221e-04 2.107895e-04 6.619586e-05 1.793533e-05
[29,] 2.067651e-03 9.471541e-04 3.775195e-04 1.304387e-04 3.898303e-05
[30,] 3.009345e-03 1.486887e-03 6.424826e-04 2.415663e-04 7.880526e-05
[31,] 4.417328e-03 2.342889e-03 1.090374e-03 4.425681e-04 1.561546e-04
[32,] 6.478768e-03 3.710128e-03 1.867495e-03 8.199597e-04 3.128563e-04
[33,] 9.084674e-03 5.666981e-03 3.115462e-03 1.494130e-03 6.219760e-04
[34,] 1.166346e-02 7.956181e-03 4.811346e-03 2.543071e-03 1.166582e-03
[35,] 1.337728e-02 9.945349e-03 6.625067e-03 3.876029e-03 1.971430e-03
[36,] 1.361390e-02 1.091563e-02 7.977035e-03 5.164983e-03 2.918892e-03
[37,] 1.236844e-02 1.050774e-02 8.343563e-03 5.954418e-03 3.735353e-03
[38,] 1.019252e-02 8.946271e-03 7.595061e-03 5.924515e-03 4.110438e-03
[39,] 7.822802e-03 6.859102e-03 6.072278e-03 5.103669e-03 3.888411e-03
[40,] 5.859009e-03 4.900279e-03 4.348360e-03 3.842035e-03 3.173583e-03
[41,] 4.686124e-03 3.509774e-03 2.916455e-03 2.583465e-03 2.255993e-03
[42,] 4.523636e-03 2.910075e-03 2.050038e-03 1.649049e-03 1.433871e-03
[43,] 5.404100e-03 3.181954e-03 1.848974e-03 1.180904e-03 8.882181e-04
[44,] 7.047397e-03 4.248694e-03 2.310552e-03 1.204752e-03 6.774830e-04
[45,] 8.797099e-03 5.777409e-03 3.307740e-03 1.679270e-03 7.926355e-04
[46,] 9.816556e-03 7.168165e-03 4.520092e-03 2.470283e-03 1.183097e-03
[47,] 9.522285e-03 7.772718e-03 5.465002e-03 3.311672e-03 1.733416e-03
[48,] 7.940545e-03 7.253721e-03 5.703361e-03 3.859530e-03 2.248705e-03
[49,] 5.665559e-03 5.792682e-03 5.096383e-03 3.857516e-03 2.511973e-03
[50,] 3.451287e-03 3.949156e-03 3.887981e-03 3.292684e-03 2.398547e-03

> 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  
     -8.660        1.323  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/freestat/rcomp/tmp/7ai251226309436.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]  71.88404  73.35612  74.82820  76.30028  77.77236  79.24444  80.71652
 [8]  82.18860  83.66068  85.13276  86.60484  88.07692  89.54900  91.02108
[15]  92.49316  93.96524  95.43732  96.90940  98.38148  99.85356 101.32564
[22] 102.79772 104.26980 105.74188 107.21396 108.68604 110.15812 111.63020
[29] 113.10228 114.57436 116.04644 117.51852 118.99060 120.46268 121.93476
[36] 123.40684 124.87892 126.35100 127.82308 129.29516 130.76724 132.23932
[43] 133.71140 135.18348 136.65556 138.12764 139.59972 141.07180 142.54388
[50] 144.01596

$yords
 [1]  46.13773  48.62190  51.10607  53.59025  56.07442  58.55860  61.04277
 [8]  63.52695  66.01112  68.49530  70.97947  73.46364  75.94782  78.43199
[15]  80.91617  83.40034  85.88452  88.36869  90.85287  93.33704  95.82121
[22]  98.30539 100.78956 103.27374 105.75791 108.24209 110.72626 113.21044
[29] 115.69461 118.17879 120.66296 123.14713 125.63131 128.11548 130.59966
[36] 133.08383 135.56801 138.05218 140.53636 143.02053 145.50470 147.98888
[43] 150.47305 152.95723 155.44140 157.92558 160.40975 162.89393 165.37810
[50] 167.86227

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 1.580294e-04 2.226299e-04 3.748209e-04 6.903848e-04 1.262675e-03
 [2,] 3.067228e-04 3.622528e-04 4.977664e-04 7.921421e-04 1.365522e-03
 [3,] 6.024431e-04 6.556114e-04 7.761759e-04 1.039433e-03 1.563291e-03
 [4,] 1.113140e-03 1.192911e-03 1.311151e-03 1.555188e-03 2.028447e-03
 [5,] 1.861531e-03 2.051520e-03 2.208002e-03 2.456244e-03 2.914976e-03
 [6,] 2.753579e-03 3.217484e-03 3.525602e-03 3.829248e-03 4.314908e-03
 [7,] 3.549996e-03 4.493584e-03 5.171161e-03 5.668284e-03 6.238036e-03
 [8,] 3.951509e-03 5.496831e-03 6.803018e-03 7.757263e-03 8.559866e-03
 [9,] 3.775320e-03 5.824409e-03 7.882792e-03 9.591651e-03 1.091592e-02
[10,] 3.084989e-03 5.308028e-03 7.942131e-03 1.050953e-02 1.266475e-02
[11,] 2.151495e-03 4.142520e-03 6.899204e-03 1.005639e-02 1.310302e-02
[12,] 1.278997e-03 2.761288e-03 5.140109e-03 8.320608e-03 1.189548e-02
[13,] 6.476256e-04 1.569659e-03 3.273962e-03 5.915364e-03 9.368598e-03
[14,] 2.792032e-04 7.602519e-04 1.779465e-03 3.599641e-03 6.353970e-03
[15,] 1.024609e-04 3.135821e-04 8.244355e-04 1.870773e-03 3.694453e-03
[16,] 3.200324e-05 1.101232e-04 3.254115e-04 8.293564e-04 1.836924e-03
[17,] 8.508807e-06 3.292574e-05 1.094058e-04 3.134706e-04 7.800865e-04
[18,] 1.927820e-06 8.387211e-06 3.134484e-05 1.010376e-04 2.829201e-04
[19,] 3.757593e-07 1.830372e-06 7.679195e-06 2.783854e-05 8.779621e-05
[20,] 6.816467e-08 3.581765e-07 1.652217e-06 6.664414e-06 2.356784e-05
[21,] 1.779687e-08 8.475757e-08 3.775825e-07 1.556429e-06 5.870817e-06
[22,] 1.108325e-08 4.573491e-08 1.703936e-07 5.896865e-07 1.952731e-06
[23,] 9.413770e-09 4.085659e-08 1.531161e-07 5.007505e-07 1.458671e-06
[24,] 7.344611e-09 3.550756e-08 1.469542e-07 5.220089e-07 1.600592e-06
[25,] 4.921492e-09 2.671723e-08 1.239650e-07 4.920086e-07 1.673410e-06
[26,] 2.809427e-09 1.714621e-08 8.940219e-08 3.983736e-07 1.518073e-06
[27,] 1.364853e-09 9.366952e-09 5.491313e-08 2.750261e-07 1.177097e-06
[28,] 5.641948e-10 4.354474e-09 2.870664e-08 1.616561e-07 7.777062e-07
[29,] 1.984400e-10 1.722433e-09 1.276982e-08 8.086606e-08 4.374306e-07
[30,] 5.938554e-11 5.797026e-10 4.833419e-09 3.442173e-08 2.093870e-07
[31,] 1.512102e-11 1.660043e-10 1.556611e-09 1.246710e-08 8.528638e-08
[32,] 3.275890e-12 4.044660e-11 4.265367e-10 3.841965e-09 2.955799e-08
[33,] 6.038448e-13 8.384803e-12 9.944473e-11 1.007378e-09 8.716167e-09
[34,] 9.470406e-14 1.478942e-12 1.972673e-11 2.247399e-10 2.186890e-09
[35,] 1.263744e-14 2.219509e-13 3.329475e-12 4.265950e-11 4.668497e-10
[36,] 1.434817e-15 2.834064e-14 4.781275e-13 6.889677e-12 8.479594e-11
[37,] 1.386058e-16 3.079000e-15 5.841966e-14 9.467369e-13 1.310450e-11
[38,] 1.139235e-17 2.846144e-16 6.073254e-15 1.106896e-13 1.723112e-12
[39,] 7.966955e-19 2.238470e-17 5.371939e-16 1.101113e-14 1.927763e-13
[40,] 4.740442e-20 1.497935e-18 4.042853e-17 9.319744e-16 1.835021e-14
[41,] 2.399894e-21 8.528673e-20 2.588760e-18 6.711554e-17 1.486193e-15
[42,] 1.033744e-22 4.131592e-21 1.410402e-19 4.112345e-18 1.024135e-16
[43,] 3.788612e-24 1.702943e-22 6.537939e-21 2.143891e-19 6.004619e-18
[44,] 1.181397e-25 5.972154e-24 2.578619e-22 9.509642e-21 2.995451e-19
[45,] 3.134422e-27 1.782001e-25 8.653250e-24 3.588984e-22 1.271408e-20
[46,] 7.075646e-29 4.524096e-27 2.470691e-25 1.152461e-23 4.591501e-22
[47,] 1.359012e-30 9.772470e-29 6.002142e-27 3.148684e-25 1.410824e-23
[48,] 2.220886e-32 1.796067e-30 1.240623e-28 7.319441e-27 3.688391e-25
[49,] 3.087994e-34 2.808587e-32 2.181828e-30 1.447684e-28 8.204426e-27
[50,] 3.653216e-36 3.736819e-34 3.264749e-32 2.436231e-30 1.552773e-28
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 2.156373e-03 3.337393e-03 4.622860e-03 5.701873e-03 6.243185e-03
 [2,] 2.351922e-03 3.817313e-03 5.654584e-03 7.530948e-03 8.955446e-03
 [3,] 2.518079e-03 4.073341e-03 6.269239e-03 8.877387e-03 1.136409e-02
 [4,] 2.885331e-03 4.340061e-03 6.579001e-03 9.580422e-03 1.295146e-02
 [5,] 3.701438e-03 4.987986e-03 7.011225e-03 9.945866e-03 1.367695e-02
 [6,] 5.113100e-03 6.319748e-03 8.089534e-03 1.064975e-02 1.413780e-02
 [7,] 7.116034e-03 8.398457e-03 1.010580e-02 1.233185e-02 1.526712e-02
 [8,] 9.571944e-03 1.103209e-02 1.293196e-02 1.515926e-02 1.771675e-02
 [9,] 1.220012e-02 1.387770e-02 1.610796e-02 1.870372e-02 2.138859e-02
[10,] 1.450493e-02 1.650428e-02 1.907964e-02 2.221135e-02 2.549145e-02
[11,] 1.578537e-02 1.835275e-02 2.132869e-02 2.498335e-02 2.904098e-02
[12,] 1.541246e-02 1.877204e-02 2.233076e-02 2.651757e-02 3.132420e-02
[13,] 1.326967e-02 1.731944e-02 2.158361e-02 2.640737e-02 3.195247e-02
[14,] 9.947289e-03 1.415728e-02 1.889845e-02 2.434229e-02 3.065535e-02
[15,] 6.438532e-03 1.011477e-02 1.472261e-02 2.039160e-02 2.728074e-02
[16,] 3.580492e-03 6.260270e-03 1.006531e-02 1.525324e-02 2.211055e-02
[17,] 1.706263e-03 3.339601e-03 5.986282e-03 1.005617e-02 1.605083e-02
[18,] 6.962714e-04 1.532459e-03 3.084140e-03 5.799783e-03 1.031821e-02
[19,] 2.436795e-04 6.055323e-04 1.376424e-03 2.920254e-03 5.844062e-03
[20,] 7.375372e-05 2.074973e-04 5.353561e-04 1.289420e-03 2.921687e-03
[21,] 2.018253e-05 6.357552e-05 1.856589e-04 5.080546e-04 1.305624e-03
[22,] 6.321199e-06 2.014023e-05 6.280610e-05 1.892681e-04 5.419925e-04
[23,] 3.927022e-06 1.032744e-05 2.805041e-05 8.013751e-05 2.334315e-04
[24,] 4.289598e-06 1.031765e-05 2.341423e-05 5.384820e-05 1.325419e-04
[25,] 4.897422e-06 1.244671e-05 2.802371e-05 5.815902e-05 1.185999e-04
[26,] 4.954738e-06 1.389859e-05 3.376493e-05 7.222298e-05 1.405746e-04
[27,] 4.307845e-06 1.349958e-05 3.633546e-05 8.457427e-05 1.727188e-04
[28,] 3.197170e-06 1.123816e-05 3.381901e-05 8.737699e-05 1.950300e-04
[29,] 2.021442e-06 7.982366e-06 2.694991e-05 7.788690e-05 1.932014e-04
[30,] 1.087993e-06 4.829588e-06 1.831911e-05 5.940691e-05 1.648956e-04
[31,] 4.983468e-07 2.487389e-06 1.060622e-05 3.864404e-05 1.203732e-04
[32,] 1.942337e-07 1.090218e-06 5.227101e-06 2.140977e-05 7.493153e-05
[33,] 6.441435e-08 4.066019e-07 2.192271e-06 1.009666e-05 3.972502e-05
[34,] 1.817589e-08 1.290297e-07 7.823713e-07 4.052046e-06 1.792644e-05
[35,] 4.363744e-09 3.483895e-08 2.375722e-07 1.383742e-06 6.884190e-06
[36,] 8.913982e-10 8.003706e-09 6.138090e-08 4.020686e-07 2.249550e-06
[37,] 1.549288e-10 1.564465e-09 1.349341e-08 9.940313e-08 6.254646e-07
[38,] 2.291079e-11 2.601889e-10 2.523823e-09 2.090984e-08 1.479670e-07
[39,] 2.882672e-12 3.681790e-11 4.016465e-10 3.742401e-09 2.978364e-08
[40,] 3.086014e-13 4.432786e-12 5.438471e-11 5.698992e-10 5.100818e-09
[41,] 2.810913e-14 4.540897e-13 6.265516e-12 7.384024e-11 7.432752e-10
[42,] 2.178434e-15 3.957800e-14 6.141638e-13 8.140211e-12 9.215252e-11
[43,] 1.436442e-16 2.935031e-15 5.122222e-14 7.635282e-13 9.721018e-12
[44,] 8.058976e-18 1.851910e-16 3.634802e-15 6.093441e-14 8.724980e-13
[45,] 3.846961e-19 9.941983e-18 2.194569e-16 4.137579e-15 6.662902e-14
[46,] 1.562438e-20 4.541228e-19 1.127366e-17 2.390436e-16 4.329218e-15
[47,] 5.399285e-22 1.764908e-20 4.927524e-19 1.175050e-17 2.393337e-16
[48,] 1.587507e-23 5.836018e-22 1.832477e-20 4.914525e-19 1.125756e-17
[49,] 3.971385e-25 1.641944e-23 5.798232e-22 1.748855e-20 4.505383e-19
[50,] 8.453121e-27 3.930507e-25 1.560994e-23 5.295105e-22 1.534150e-20
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 6.048030e-03 5.161289e-03 3.860632e-03 2.518227e-03 1.425729e-03
 [2,] 9.467225e-03 8.859141e-03 7.302107e-03 5.273131e-03 3.318828e-03
 [3,] 1.303210e-02 1.330904e-02 1.203882e-02 9.591201e-03 6.691627e-03
 [4,] 1.593027e-02 1.762333e-02 1.739861e-02 1.522584e-02 1.173495e-02
 [5,] 1.762972e-02 2.082895e-02 2.223707e-02 2.123835e-02 1.799726e-02
 [6,] 1.833720e-02 2.251553e-02 2.554479e-02 2.632685e-02 2.434151e-02
 [7,] 1.900521e-02 2.325398e-02 2.718696e-02 2.961324e-02 2.946586e-02
 [8,] 2.075287e-02 2.433782e-02 2.815478e-02 3.136080e-02 3.279165e-02
 [9,] 2.408108e-02 2.691278e-02 2.996458e-02 3.293788e-02 3.502717e-02
[10,] 2.850636e-02 3.114584e-02 3.356589e-02 3.586889e-02 3.776638e-02
[11,] 3.290365e-02 3.612159e-02 3.864473e-02 4.067157e-02 4.226882e-02
[12,] 3.621217e-02 4.051805e-02 4.391331e-02 4.648585e-02 4.842427e-02
[13,] 3.785340e-02 4.340237e-02 4.807009e-02 5.180948e-02 5.485725e-02
[14,] 3.758847e-02 4.443518e-02 5.049961e-02 5.560047e-02 6.006583e-02
[15,] 3.521488e-02 4.347213e-02 5.111860e-02 5.768015e-02 6.347076e-02
[16,] 3.064725e-02 4.024352e-02 4.974328e-02 5.814867e-02 6.536196e-02
[17,] 2.432231e-02 3.462652e-02 4.588532e-02 5.661708e-02 6.589601e-02
[18,] 1.733418e-02 2.717876e-02 3.931267e-02 5.226151e-02 6.433215e-02
[19,] 1.099421e-02 1.919715e-02 3.071123e-02 4.472453e-02 5.945615e-02
[20,] 6.194817e-03 1.212625e-02 2.162482e-02 3.486694e-02 5.082461e-02
[21,] 3.124664e-03 6.867423e-03 1.368498e-02 2.454100e-02 3.954925e-02
[22,] 1.447544e-03 3.543748e-03 7.849782e-03 1.561872e-02 2.785835e-02
[23,] 6.599937e-04 1.742683e-03 4.201272e-03 9.145450e-03 1.790246e-02
[24,] 3.457613e-04 9.035898e-04 2.246260e-03 5.159504e-03 1.081131e-02
[25,] 2.536191e-04 5.781548e-04 1.349111e-03 3.061260e-03 6.541255e-03
[26,] 2.630449e-04 5.039464e-04 1.018092e-03 2.117760e-03 4.342572e-03
[27,] 3.185241e-04 5.568946e-04 9.790739e-04 1.791701e-03 3.367742e-03
[28,] 3.810665e-04 6.690077e-04 1.103275e-03 1.806790e-03 3.047692e-03
[29,] 4.137272e-04 7.742797e-04 1.297427e-03 2.029021e-03 3.123270e-03
[30,] 3.927551e-04 8.071594e-04 1.447920e-03 2.319532e-03 3.451536e-03
[31,] 3.209129e-04 7.340257e-04 1.448057e-03 2.491194e-03 3.819869e-03
[32,] 2.241997e-04 5.741084e-04 1.261151e-03 2.388713e-03 3.942885e-03
[33,] 1.335523e-04 3.838406e-04 9.441179e-04 1.991967e-03 3.623070e-03
[34,] 6.775131e-05 2.187971e-04 6.040551e-04 1.427190e-03 2.892351e-03
[35,] 2.925569e-05 1.062116e-04 3.294845e-04 8.737979e-04 1.983166e-03
[36,] 1.075056e-05 4.388601e-05 1.530477e-04 4.560698e-04 1.161860e-03
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[47,] 1.295724e-03 7.139474e-04 5.167133e-04 5.068800e-04 5.527944e-04
[48,] 1.308414e-03 6.357103e-04 3.387129e-04 2.479895e-04 2.486515e-04
[49,] 1.302651e-03 6.311147e-04 2.908491e-04 1.507232e-04 1.120436e-04
[50,] 1.209748e-03 6.159797e-04 2.825351e-04 1.238951e-04 6.281310e-05

> 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  
    -16.201        1.167  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/1hifc1226309436.ps tmp/1hifc1226309436.png")
> system("convert tmp/2od4i1226309436.ps tmp/2od4i1226309436.png")
> system("convert tmp/3r8gc1226309436.ps tmp/3r8gc1226309436.png")
> system("convert tmp/4z2l31226309436.ps tmp/4z2l31226309436.png")
> system("convert tmp/52ig31226309436.ps tmp/52ig31226309436.png")
> system("convert tmp/60jrb1226309436.ps tmp/60jrb1226309436.png")
> system("convert tmp/7ai251226309436.ps tmp/7ai251226309436.png")
> 
> 
> proc.time()
   user  system elapsed 
  3.318   2.014   5.468