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(116222,110924,103753,99983,93302,91496,119321,139261,133739,123913,113438,109416,109406,105645,101328,97686,93093,91382,122257,139183,139887,131822,116805,113706,113012,110452,107005,102841,98173,98181,137277,147579,146571,138920,130340,128140,127059,122860,117702,113537,108366,111078,150739,159129,157928,147768,137507,136919,136151,133001,125554,119647,114158,116193,152803,161761,160942,149470,139208,134588,130322,126611,122401,117352,112135,112879,148729,157230,157221,146681,136524,132111,125326,122716,116615,113719,110737,112093,143565,149946,149147,134339,122683,115614,116566,111272,104609,101802,94542,93051,124129,130374,123946,114971,105531,104919,104782,101281,94545,93248,84031,87486,115867,120327)
> y <- c(274452,267700,257841,255124,247377,247823,276919,294271,281758,270434,258848,256674,258882,255060,247698,244779,240901,239933,270247,283893,282348,273570,254756,254354,255843,254490,251995,246339,244019,245953,279806,283111,281097,275964,270694,271901,274412,272433,268361,268586,264768,269974,304744,309365,308347,298427,289231,291975,294912,293488,290555,284736,281818,287854,316263,325412,326011,328282,317480,317539,313737,312276,309391,302950,300316,304035,333476,337698,335932,323931,313927,314485,313218,309664,302963,298989,298423,301631,329765,335083,327616,309119,295916,291413,291542,284678,276475,272566,264981,263290,296806,303598,286994,276427,266424,267153,268381,262522,255542,253158,243803,250741,280445,285257)
> x <- c(218413,213261,204094,201484,194600,191325,211261,226293,219734,214591,205348,203496,208155,205010,200290,198088,195186,191395,213768,225780,230579,229261,216228,216713,220206,220115,218444,214912,210705,209673,237041,242081,241878,242621,238545,240337,244752,244576,241572,240541,236089,236997,264579,270349,269645,267037,258113,262813,267413,267366,264777,258863,254844,254868,277267,285351,286602,283042,276687,277915,277128,277103,275037,270150,267140,264993,287259,291186,292300,288186,281477,282656,280190,280408,276836,275216,274352,271311,289802,290726,292300,278506,269826,265861,269034,264176,255198,253353,246057,235372,258556,260993,254663,250643,243422,247105,248541,245039,237080,237085,225554,226839,247934,248333)
> par7 = 'Variable Z'
> par6 = 'Variable Y'
> par5 = 'Variable X'
> 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/18awy1226602145.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/2wbq41226602145.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/3wre31226602145.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/4xzak1226602145.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/5jycq1226602145.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  
  7.833e+04    8.307e-01  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/freestat/rcomp/tmp/61xz01226602145.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] 222588.4 225291.5 227994.7 230697.8 233401.0 236104.1 238807.3 241510.4
 [9] 244213.6 246916.7 249619.8 252323.0 255026.1 257729.3 260432.4 263135.6
[17] 265838.7 268541.9 271245.0 273948.2 276651.3 279354.5 282057.6 284760.8
[25] 287463.9 290167.1 292870.2 295573.4 298276.5 300979.7 303682.8 306386.0
[33] 309089.1 311792.3 314495.4 317198.6 319901.7 322604.9 325308.0 328011.2
[41] 330714.3 333417.4 336120.6 338823.7 341526.9 344230.0 346933.2 349636.3
[49] 352339.5 355042.6

$yords
 [1]  71839.69  73923.62  76007.55  78091.48  80175.42  82259.35  84343.28
 [8]  86427.21  88511.14  90595.07  92679.00  94762.93  96846.86  98930.79
[15] 101014.72 103098.66 105182.59 107266.52 109350.45 111434.38 113518.31
[22] 115602.24 117686.17 119770.10 121854.03 123937.97 126021.90 128105.83
[29] 130189.76 132273.69 134357.62 136441.55 138525.48 140609.41 142693.34
[36] 144777.28 146861.21 148945.14 151029.07 153113.00 155196.93 157280.86
[43] 159364.79 161448.72 163532.65 165616.58 167700.52 169784.45 171868.38
[50] 173952.31

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 3.094647e-09 4.133589e-09 5.416039e-09 6.934721e-09 8.437684e-09
 [2,] 3.825346e-09 5.241567e-09 6.885618e-09 8.870029e-09 1.112076e-08
 [3,] 4.340077e-09 6.277092e-09 8.424883e-09 1.088416e-08 1.377329e-08
 [4,] 4.437833e-09 6.941394e-09 9.777543e-09 1.286548e-08 1.634168e-08
 [5,] 4.047303e-09 6.960871e-09 1.054084e-08 1.448007e-08 1.869016e-08
 [6,] 3.280086e-09 6.264275e-09 1.037258e-08 1.522731e-08 2.042350e-08
 [7,] 2.365121e-09 5.041290e-09 9.222175e-09 1.471656e-08 2.097045e-08
 [8,] 1.523722e-09 3.633141e-09 7.383789e-09 1.294533e-08 1.992823e-08
 [9,] 8.817179e-10 2.354064e-09 5.330871e-09 1.033199e-08 1.737101e-08
[10,] 4.601769e-10 1.376948e-09 3.481312e-09 7.488280e-09 1.384632e-08
[11,] 2.168710e-10 7.284412e-10 2.060751e-09 4.936006e-09 1.009051e-08
[12,] 9.206287e-11 3.479725e-10 1.104711e-09 2.957537e-09 6.717948e-09
[13,] 3.502422e-11 1.493933e-10 5.340345e-10 1.604658e-09 4.071529e-09
[14,] 1.188207e-11 5.732653e-11 2.314354e-10 7.835439e-10 2.232116e-09
[15,] 3.592690e-12 1.961334e-11 8.954988e-11 3.424536e-10 1.099501e-09
[16,] 9.786925e-13 6.023413e-12 3.103669e-11 1.339871e-10 4.853446e-10
[17,] 2.481269e-13 1.703272e-12 9.821247e-12 4.756561e-11 1.936030e-10
[18,] 6.216264e-14 4.675716e-13 2.968355e-12 1.589996e-11 7.186126e-11
[19,] 1.636550e-14 1.330667e-13 9.150163e-13 5.325436e-12 2.625245e-11
[20,] 4.550893e-15 4.021706e-14 2.995173e-13 1.883608e-12 1.002348e-11
[21,] 1.260201e-15 1.232746e-14 1.010873e-13 6.961676e-13 4.035417e-12
[22,] 3.248988e-16 3.573841e-15 3.283136e-14 2.521925e-13 1.622318e-12
[23,] 7.474766e-17 9.327026e-16 9.700535e-15 8.415231e-14 6.094869e-13
[24,] 1.503452e-17 2.136776e-16 2.528790e-15 2.493131e-14 2.048870e-13
[25,] 2.620520e-18 4.249694e-17 5.735785e-16 6.445073e-15 6.031706e-14
[26,] 3.943573e-19 7.303234e-18 1.125318e-16 1.443018e-15 1.540420e-14
[27,] 5.115675e-20 1.082352e-18 1.904916e-17 2.789385e-16 3.399178e-15
[28,] 5.715946e-21 1.382016e-19 2.779102e-18 4.648714e-17 6.469763e-16
[29,] 5.498448e-22 1.519567e-20 3.492194e-19 6.674784e-18 1.061242e-16
[30,] 4.551993e-23 1.438210e-21 3.778149e-20 8.253275e-19 1.499452e-17
[31,] 3.242138e-24 1.171322e-22 3.518019e-21 8.785062e-20 1.824222e-18
[32,] 1.986069e-25 8.206258e-24 2.818488e-22 8.047303e-21 1.910306e-19
[33,] 1.046062e-26 4.944177e-25 1.942213e-23 6.341683e-22 1.721342e-20
[34,] 4.735774e-28 2.560891e-26 1.150816e-24 4.298044e-23 1.334232e-21
[35,] 1.842341e-29 1.140008e-27 5.861553e-26 2.504468e-24 8.893203e-23
[36,] 6.157073e-31 4.360349e-29 2.565605e-27 1.254318e-25 5.095819e-24
[37,] 1.767212e-32 1.432556e-30 9.647490e-29 5.397855e-27 2.509389e-25
[38,] 4.355187e-34 4.041747e-32 3.115816e-30 1.995432e-28 1.061689e-26
[39,] 9.213574e-36 9.790123e-34 8.640772e-32 6.334910e-30 3.858181e-28
[40,] 1.672857e-37 2.035498e-35 2.057093e-33 1.726733e-31 1.203962e-29
[41,] 2.606239e-39 3.631849e-37 4.203224e-35 4.040104e-33 3.225405e-31
[42,] 3.483516e-41 5.560049e-39 7.369754e-37 8.112467e-35 7.416570e-33
[43,] 3.993876e-43 7.302039e-41 1.108619e-38 1.397716e-36 1.463448e-34
[44,] 3.927185e-45 8.225409e-43 1.430539e-40 2.065931e-38 2.477579e-36
[45,] 3.311475e-47 7.946179e-45 1.583218e-42 2.619237e-40 3.598166e-38
[46,] 2.394186e-49 6.582430e-47 1.502595e-44 2.847929e-42 4.481956e-40
[47,] 1.484036e-51 4.675115e-49 1.222787e-46 2.655358e-44 4.787703e-42
[48,] 7.885662e-54 2.846628e-51 8.531373e-49 2.122778e-46 4.385358e-44
[49,] 3.591721e-56 1.485807e-53 5.102750e-51 1.454886e-48 3.443922e-46
[50,] 1.402170e-58 6.647339e-56 2.616166e-53 8.547761e-51 2.318596e-48
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 9.467313e-09 9.607395e-09 8.747261e-09 7.148075e-09 5.277739e-09
 [2,] 1.320719e-08 1.446437e-08 1.436703e-08 1.286151e-08 1.039463e-08
 [3,] 1.690216e-08 1.960865e-08 2.100105e-08 2.047129e-08 1.807723e-08
 [4,] 2.030035e-08 2.438506e-08 2.766937e-08 2.904480e-08 2.786642e-08
 [5,] 2.333377e-08 2.844396e-08 3.346224e-08 3.719852e-08 3.836866e-08
 [6,] 2.587006e-08 3.173791e-08 3.796627e-08 4.378749e-08 4.778629e-08
 [7,] 2.748909e-08 3.418393e-08 4.121363e-08 4.840694e-08 5.481358e-08
 [8,] 2.759616e-08 3.538920e-08 4.322828e-08 5.124375e-08 5.915791e-08
 [9,] 2.582329e-08 3.479445e-08 4.370099e-08 5.248304e-08 6.123347e-08
[10,] 2.234271e-08 3.211350e-08 4.216462e-08 5.194328e-08 6.141824e-08
[11,] 1.781491e-08 2.762286e-08 3.844999e-08 4.928963e-08 5.967580e-08
[12,] 1.306669e-08 2.205812e-08 3.292529e-08 4.448525e-08 5.581851e-08
[13,] 8.784730e-09 1.628765e-08 2.634849e-08 3.796194e-08 4.993732e-08
[14,] 5.378217e-09 1.104761e-08 1.957792e-08 3.044597e-08 4.249423e-08
[15,] 2.974888e-09 6.822576e-09 1.338122e-08 2.274518e-08 3.414373e-08
[16,] 1.478923e-09 3.806610e-09 8.329851e-09 1.565131e-08 2.562526e-08
[17,] 6.632174e-10 1.917334e-09 4.698881e-09 9.832140e-09 1.775849e-08
[18,] 2.742059e-10 8.847325e-10 2.420862e-09 5.645398e-09 1.130804e-08
[19,] 1.097123e-10 3.892114e-10 1.174624e-09 3.026448e-09 6.694767e-09
[20,] 4.523421e-11 1.735418e-10 5.676718e-10 1.589164e-09 3.826636e-09
[21,] 1.974104e-11 8.175948e-11 2.877816e-10 8.649676e-10 2.233176e-09
[22,] 8.757155e-12 3.976781e-11 1.524407e-10 4.954384e-10 1.373199e-09
[23,] 3.690070e-12 1.870716e-11 7.959343e-11 2.851067e-10 8.635655e-10
[24,] 1.404637e-12 8.041931e-12 3.850717e-11 1.545240e-10 5.211665e-10
[25,] 4.703962e-13 3.059253e-12 1.660831e-11 7.536844e-11 2.864458e-10
[26,] 1.369462e-13 1.014465e-12 6.266320e-12 3.230760e-11 1.392213e-10
[27,] 3.448325e-14 2.913352e-13 2.051015e-12 1.204101e-11 5.900957e-11
[28,] 7.493463e-15 7.225420e-14 5.802604e-13 3.883486e-12 2.167768e-11
[29,] 1.403858e-15 1.545565e-14 1.416656e-13 1.081599e-12 6.883008e-12
[30,] 2.266091e-16 2.849479e-15 2.982143e-14 2.598609e-13 1.886414e-12
[31,] 3.150399e-17 4.525827e-16 5.409859e-15 5.382385e-14 4.459206e-13
[32,] 3.770804e-18 6.190432e-17 8.453919e-16 9.606543e-15 9.086747e-14
[33,] 3.884520e-19 7.289252e-18 1.137587e-16 1.476879e-15 1.595502e-14
[34,] 3.442970e-20 7.386473e-19 1.317686e-17 1.954992e-16 2.412949e-15
[35,] 2.624710e-21 6.439301e-20 1.313379e-18 2.227459e-17 3.141899e-16
[36,] 1.720457e-22 4.827760e-21 1.126085e-19 2.183660e-18 3.521003e-17
[37,] 9.693621e-24 3.111850e-22 8.302547e-21 1.841279e-19 3.394776e-18
[38,] 4.693320e-25 1.723952e-23 5.262256e-22 1.334962e-20 2.814971e-19
[39,] 1.952103e-26 8.206096e-25 2.866284e-23 8.319416e-22 2.006815e-20
[40,] 6.973282e-28 3.355301e-26 1.341301e-24 4.455108e-23 1.229621e-21
[41,] 2.138827e-29 1.178139e-27 5.391056e-26 2.049464e-24 6.473415e-23
[42,] 5.631431e-31 3.551625e-29 1.860596e-27 8.096973e-26 2.927329e-24
[43,] 1.272536e-32 9.190142e-31 5.512581e-29 2.746589e-27 1.136756e-25
[44,] 2.467434e-34 2.040764e-32 1.401806e-30 7.997490e-29 3.789790e-27
[45,] 4.104576e-36 3.888279e-34 3.058899e-32 1.998532e-30 1.084471e-28
[46,] 5.856843e-38 6.355317e-36 5.726678e-34 4.285266e-32 2.663068e-30
[47,] 7.167510e-40 8.909737e-38 9.196645e-36 7.882748e-34 5.610829e-32
[48,] 7.521835e-42 1.071219e-39 1.266715e-37 1.243770e-35 1.014092e-33
[49,] 6.768291e-44 1.104390e-41 1.496211e-39 1.683074e-37 1.572051e-35
[50,] 5.221367e-46 9.762138e-44 1.515359e-41 1.953021e-39 2.089929e-37
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 3.564882e-09 2.242894e-09 1.342088e-09 7.755859e-10 4.326110e-10
 [2,] 7.645955e-09 5.190618e-09 3.312681e-09 2.023235e-09 1.191907e-09
 [3,] 1.450473e-08 1.067550e-08 7.315137e-09 4.747882e-09 2.956384e-09
 [4,] 2.435816e-08 1.948119e-08 1.440638e-08 9.996558e-09 6.602347e-09
 [5,] 3.634701e-08 3.156351e-08 2.526042e-08 1.883453e-08 1.325749e-08
 [6,] 4.856693e-08 4.557523e-08 3.945873e-08 3.170805e-08 2.389329e-08
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[19,] 1.953248e-14 1.956377e-15 1.627003e-16 1.123323e-17 6.438182e-19
[20,] 1.133953e-13 1.301607e-14 1.240649e-15 9.818077e-17 6.450067e-18
[21,] 5.643538e-13 7.422966e-14 8.108633e-15 7.354700e-16 5.538185e-17
[22,] 2.408458e-12 3.629310e-13 4.542977e-14 4.722373e-15 4.075696e-16
[23,] 8.818286e-12 1.521872e-12 2.182428e-13 2.599519e-14 2.571138e-15
[24,] 2.773031e-11 5.477348e-12 8.994585e-13 1.227245e-13 1.390784e-14
[25,] 7.506358e-11 1.694714e-11 3.183918e-12 4.973173e-13 6.454501e-14
[26,] 1.757307e-10 4.522952e-11 9.703728e-12 1.732856e-12 2.573277e-13
[27,] 3.592255e-10 1.048547e-10 2.559351e-11 5.211165e-12 8.837088e-13
[28,] 6.531166e-10 2.141148e-10 5.902829e-11 1.363031e-11 2.629079e-12
[29,] 1.089829e-09 3.950175e-10 1.214416e-10 3.148521e-11 6.854669e-12
[30,] 1.740623e-09 6.842446e-10 2.303797e-10 6.600612e-11 1.600634e-11
[31,] 2.753603e-09 1.159139e-09 4.203510e-10 1.306804e-10 3.466961e-11
[32,] 4.322969e-09 1.954616e-09 7.605736e-10 2.539869e-10 7.263601e-11
[33,] 6.538268e-09 3.219009e-09 1.358889e-09 4.903080e-10 1.510452e-10
[34,] 9.200959e-09 4.988111e-09 2.317706e-09 9.173309e-10 3.084185e-10
[35,] 1.182325e-08 7.064086e-09 3.639269e-09 1.599383e-09 5.958671e-10
[36,] 1.391718e-08 9.058646e-09 5.154375e-09 2.522635e-09 1.050223e-09
[37,] 1.534926e-08 1.064279e-08 6.582709e-09 3.558677e-09 1.653540e-09
[38,] 1.636272e-08 1.178958e-08 7.726063e-09 4.523435e-09 2.318015e-09
[39,] 1.718400e-08 1.271756e-08 8.615459e-09 5.312363e-09 2.933767e-09
[40,] 1.764948e-08 1.354174e-08 9.417407e-09 5.976975e-09 3.454705e-09
[41,] 1.734135e-08 1.402341e-08 1.015751e-08 6.626185e-09 3.930047e-09
[42,] 1.613965e-08 1.376386e-08 1.057740e-08 7.228894e-09 4.420043e-09
[43,] 1.455448e-08 1.267979e-08 1.034210e-08 7.549637e-09 4.868332e-09
[44,] 1.339716e-08 1.122571e-08 9.413085e-09 7.336195e-09 5.086152e-09
[45,] 1.307818e-08 1.007365e-08 8.175431e-09 6.587351e-09 4.901961e-09
[46,] 1.323380e-08 9.550972e-09 7.153833e-09 5.609877e-09 4.337361e-09
[47,] 1.303384e-08 9.389213e-09 6.592209e-09 4.788201e-09 3.620676e-09
[48,] 1.184767e-08 8.997374e-09 6.300410e-09 4.291463e-09 3.015392e-09
[49,] 9.667282e-09 7.960719e-09 5.877971e-09 3.990438e-09 2.630326e-09
[50,] 7.009736e-09 6.316665e-09 5.065260e-09 3.627022e-09 2.381284e-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  
 -4.614e+04    5.914e-01  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/freestat/rcomp/tmp/71fgq1226602145.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] 175528.9 178234.3 180939.8 183645.2 186350.7 189056.1 191761.6 194467.0
 [9] 197172.5 199878.0 202583.4 205288.9 207994.3 210699.8 213405.2 216110.7
[17] 218816.1 221521.6 224227.0 226932.5 229638.0 232343.4 235048.9 237754.3
[25] 240459.8 243165.2 245870.7 248576.1 251281.6 253987.0 256692.5 259398.0
[33] 262103.4 264808.9 267514.3 270219.8 272925.2 275630.7 278336.1 281041.6
[41] 283747.0 286452.5 289158.0 291863.4 294568.9 297274.3 299979.8 302685.2
[49] 305390.7 308096.1

$yords
 [1]  71839.69  73923.62  76007.55  78091.48  80175.42  82259.35  84343.28
 [8]  86427.21  88511.14  90595.07  92679.00  94762.93  96846.86  98930.79
[15] 101014.72 103098.66 105182.59 107266.52 109350.45 111434.38 113518.31
[22] 115602.24 117686.17 119770.10 121854.03 123937.97 126021.90 128105.83
[29] 130189.76 132273.69 134357.62 136441.55 138525.48 140609.41 142693.34
[36] 144777.28 146861.21 148945.14 151029.07 153113.00 155196.93 157280.86
[43] 159364.79 161448.72 163532.65 165616.58 167700.52 169784.45 171868.38
[50] 173952.31

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 1.120066e-09 2.007842e-09 3.231539e-09 4.673133e-09 6.078102e-09
 [2,] 1.091704e-09 2.098911e-09 3.624169e-09 5.624128e-09 7.851711e-09
 [3,] 9.608799e-10 1.979145e-09 3.663154e-09 6.095921e-09 9.129182e-09
 [4,] 7.679540e-10 1.690479e-09 3.348716e-09 5.968711e-09 9.578991e-09
 [5,] 5.639369e-10 1.317662e-09 2.784409e-09 5.304411e-09 9.107729e-09
 [6,] 3.928733e-10 9.517768e-10 2.126192e-09 4.310376e-09 7.895957e-09
 [7,] 2.855940e-10 6.631055e-10 1.520069e-09 3.241581e-09 6.299978e-09
 [8,] 2.658081e-10 4.974247e-10 1.067433e-09 2.308917e-09 4.693218e-09
 [9,] 3.602310e-10 4.909156e-10 8.309318e-10 1.645341e-09 3.351364e-09
[10,] 6.010936e-10 6.859099e-10 8.631732e-10 1.331451e-09 2.434855e-09
[11,] 1.013087e-09 1.128967e-09 1.226751e-09 1.441221e-09 2.044338e-09
[12,] 1.586689e-09 1.843250e-09 1.980949e-09 2.060795e-09 2.281487e-09
[13,] 2.252669e-09 2.785289e-09 3.131892e-09 3.254030e-09 3.255982e-09
[14,] 2.880030e-09 3.814569e-09 4.571121e-09 4.984036e-09 5.019390e-09
[15,] 3.311437e-09 4.708635e-09 6.049106e-09 7.037524e-09 7.456427e-09
[16,] 3.425667e-09 5.234249e-09 7.224105e-09 9.017594e-09 1.020631e-08
[17,] 3.192748e-09 5.244694e-09 7.783382e-09 1.044532e-08 1.269475e-08
[18,] 2.686686e-09 4.746200e-09 7.576994e-09 1.094061e-08 1.430447e-08
[19,] 2.047818e-09 3.890818e-09 6.682757e-09 1.038493e-08 1.461594e-08
[20,] 1.420208e-09 2.901761e-09 5.361330e-09 8.965274e-09 1.358211e-08
[21,] 9.016580e-10 1.980183e-09 3.933518e-09 7.074075e-09 1.152958e-08
[22,] 5.280328e-10 1.245363e-09 2.657134e-09 5.133864e-09 8.992024e-09
[23,] 2.876605e-10 7.276796e-10 1.665308e-09 3.451562e-09 6.486542e-09
[24,] 1.469266e-10 3.980678e-10 9.755485e-10 2.165200e-09 4.357808e-09
[25,] 7.072585e-11 2.049635e-10 5.371257e-10 1.274532e-09 2.742368e-09
[26,] 3.211667e-11 9.948503e-11 2.785418e-10 7.059107e-10 1.621883e-09
[27,] 1.371139e-11 4.540106e-11 1.358107e-10 3.675704e-10 9.016073e-10
[28,] 5.469484e-12 1.937572e-11 6.197982e-11 1.793080e-10 4.699692e-10
[29,] 2.025405e-12 7.687819e-12 2.634131e-11 8.160189e-11 2.289662e-10
[30,] 6.932374e-13 2.825177e-12 1.039225e-11 3.455897e-11 1.040831e-10
[31,] 2.192382e-13 9.618126e-13 3.809140e-12 1.363961e-11 4.423621e-11
[32,] 6.439603e-14 3.051085e-13 1.305428e-12 5.051230e-12 1.770505e-11
[33,] 1.776803e-14 9.125960e-14 4.234114e-13 1.776880e-12 6.754270e-12
[34,] 4.680498e-15 2.615244e-14 1.320025e-13 6.024900e-13 2.489383e-12
[35,] 1.196161e-15 7.285814e-15 4.006455e-14 1.990444e-13 8.940949e-13
[36,] 2.989716e-16 1.984045e-15 1.187273e-14 6.409671e-14 3.123522e-13
[37,] 7.270645e-17 5.241699e-16 3.402640e-15 1.989571e-14 1.048312e-13
[38,] 1.693052e-17 1.320965e-16 9.267715e-16 5.848574e-15 3.321191e-14
[39,] 3.702249e-18 3.115613e-17 2.355183e-16 1.599706e-15 9.766833e-15
[40,] 7.475180e-19 6.768947e-18 5.501693e-17 4.014906e-16 2.631574e-15
[41,] 1.376769e-19 1.339519e-18 1.169187e-17 9.157763e-17 6.438937e-16
[42,] 2.294988e-20 2.397217e-19 2.245537e-18 1.886838e-17 1.422626e-16
[43,] 3.445999e-21 3.862840e-20 3.882092e-19 3.498647e-18 2.828394e-17
[44,] 4.647870e-22 5.590287e-21 6.026861e-20 5.825382e-19 5.049573e-18
[45,] 5.622063e-23 7.255061e-22 8.390554e-21 8.698329e-20 8.085156e-19
[46,] 6.093040e-24 8.436218e-23 1.046659e-21 1.163833e-20 1.160132e-19
[47,] 5.913317e-25 8.784739e-24 1.169281e-22 1.394691e-21 1.491085e-20
[48,] 5.137431e-26 8.189327e-25 1.169494e-23 1.496461e-22 1.716087e-21
[49,] 3.994769e-27 6.833139e-26 1.047023e-24 1.437357e-23 1.768184e-22
[50,] 2.779795e-28 5.102570e-27 8.389519e-26 1.235710e-24 1.630810e-23
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 7.120242e-09 7.527181e-09 7.200776e-09 6.258497e-09 4.971004e-09
 [2,] 9.874717e-09 1.120850e-08 1.151240e-08 1.073961e-08 9.147959e-09
 [3,] 1.231970e-08 1.500805e-08 1.654554e-08 1.656425e-08 1.513250e-08
 [4,] 1.385863e-08 1.810616e-08 2.141229e-08 2.299531e-08 2.252700e-08
 [5,] 1.410713e-08 1.974258e-08 2.501931e-08 2.879912e-08 3.023588e-08
 [6,] 1.306489e-08 1.954848e-08 2.650367e-08 3.265350e-08 3.670016e-08
 [7,] 1.109559e-08 1.769943e-08 2.560941e-08 3.369743e-08 4.046883e-08
 [8,] 8.738026e-09 1.479460e-08 2.276393e-08 3.189022e-08 4.080880e-08
 [9,] 6.485305e-09 1.156148e-08 1.882011e-08 2.795248e-08 3.797045e-08
[10,] 4.666178e-09 8.591477e-09 1.466447e-08 2.296148e-08 3.295531e-08
[11,] 3.463441e-09 6.248014e-09 1.094890e-08 1.790385e-08 2.699344e-08
[12,] 3.003896e-09 4.736556e-09 8.057446e-09 1.345403e-08 2.110508e-08
[13,] 3.424253e-09 4.222262e-09 6.229874e-09 1.001857e-08 1.596847e-08
[14,] 4.852048e-09 4.882899e-09 5.686245e-09 7.894503e-09 1.203436e-08
[15,] 7.300610e-09 6.850200e-09 6.645328e-09 7.370290e-09 9.682142e-09
[16,] 1.053595e-08 1.006615e-08 9.219742e-09 8.693205e-09 9.267211e-09
[17,] 1.401288e-08 1.413972e-08 1.324392e-08 1.192380e-08 1.103521e-08
[18,] 1.696597e-08 1.831823e-08 1.814053e-08 1.675489e-08 1.495477e-08
[19,] 1.865716e-08 2.165143e-08 2.294506e-08 2.240823e-08 2.055109e-08
[20,] 1.866546e-08 2.331298e-08 2.654729e-08 2.772261e-08 2.684810e-08
[21,] 1.705098e-08 2.291955e-08 2.807317e-08 3.146678e-08 3.252098e-08
[22,] 1.429547e-08 2.066148e-08 2.720943e-08 3.276106e-08 3.626604e-08
[23,] 1.106786e-08 1.717370e-08 2.428419e-08 3.138521e-08 3.723899e-08
[24,] 7.964993e-09 1.324273e-08 2.006961e-08 2.779975e-08 3.532755e-08
[25,] 5.359080e-09 9.528471e-09 1.544679e-08 2.289057e-08 3.111190e-08
[26,] 3.384190e-09 6.425343e-09 1.112494e-08 1.761045e-08 2.556560e-08
[27,] 2.008060e-09 4.069283e-09 7.520390e-09 1.270764e-08 1.969120e-08
[28,] 1.118181e-09 2.420311e-09 4.777286e-09 8.621295e-09 1.426534e-08
[29,] 5.830752e-10 1.350592e-09 2.852446e-09 5.507133e-09 9.746200e-09
[30,] 2.844727e-10 7.071288e-10 1.602440e-09 3.318711e-09 6.297572e-09
[31,] 1.301959e-10 3.484757e-10 8.500968e-10 1.894433e-09 3.865501e-09
[32,] 5.631511e-11 1.628549e-10 4.290197e-10 1.031616e-09 2.268720e-09
[33,] 2.329033e-11 7.296777e-11 2.080386e-10 5.406553e-10 1.282815e-09
[34,] 9.321979e-12 3.167528e-11 9.778426e-11 2.746067e-10 7.024612e-10
[35,] 3.634302e-12 1.337977e-11 4.465637e-11 1.352625e-10 3.722406e-10
[36,] 1.374814e-12 5.469362e-12 1.968194e-11 6.412554e-11 1.893542e-10
[37,] 4.980023e-13 2.134250e-12 8.257368e-12 2.886566e-11 9.126118e-11
[38,] 1.697886e-13 7.818755e-13 3.245407e-12 1.215181e-11 4.108159e-11
[39,] 5.362400e-14 2.649025e-13 1.178158e-12 4.720916e-12 1.705767e-11
[40,] 1.549888e-14 8.206255e-14 3.908407e-13 1.675540e-12 6.470624e-12
[41,] 4.065653e-15 2.306417e-14 1.176164e-13 5.394953e-13 2.227431e-12
[42,] 9.628267e-16 5.851830e-15 3.195468e-14 1.568634e-13 6.926828e-13
[43,] 2.051790e-16 1.336132e-15 7.814228e-15 4.106462e-14 1.940229e-13
[44,] 3.926613e-17 2.740136e-16 1.716712e-15 9.660548e-15 4.885660e-14
[45,] 6.740218e-18 5.041242e-17 3.384125e-16 2.039822e-15 1.104574e-14
[46,] 1.036981e-18 8.314104e-18 5.981302e-17 3.862683e-16 2.240267e-15
[47,] 1.429218e-19 1.228543e-18 9.473736e-18 6.556255e-17 4.073649e-16
[48,] 1.764081e-20 1.625990e-19 1.344218e-18 9.970740e-18 6.638457e-17
[49,] 1.949557e-21 1.927064e-20 1.708171e-19 1.358263e-18 9.692103e-18
[50,] 1.928777e-22 2.044801e-21 1.943680e-20 1.657049e-19 1.267465e-18
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 3.639195e-09 2.485360e-09 1.608657e-09 1.004716e-09 6.152104e-10
 [2,] 7.169475e-09 5.225495e-09 3.592478e-09 2.368845e-09 1.522367e-09
 [3,] 1.270215e-08 9.890182e-09 7.233817e-09 5.046373e-09 3.410478e-09
 [4,] 2.025583e-08 1.686020e-08 1.313711e-08 9.714354e-09 6.918323e-09
 [5,] 2.911781e-08 2.591694e-08 2.153296e-08 1.690536e-08 1.271265e-08
 [6,] 3.782424e-08 3.599185e-08 3.190002e-08 2.662120e-08 2.117539e-08
 [7,] 4.457075e-08 4.529793e-08 4.281664e-08 3.800120e-08 3.201527e-08
 [8,] 4.791459e-08 5.191267e-08 5.226812e-08 4.931996e-08 4.403369e-08
 [9,] 4.736463e-08 5.454401e-08 5.836232e-08 5.846376e-08 5.529096e-08
[10,] 4.348627e-08 5.301426e-08 6.007266e-08 6.371013e-08 6.371297e-08
[11,] 3.749719e-08 4.816998e-08 5.754940e-08 6.436378e-08 6.785271e-08
[12,] 3.069134e-08 4.135175e-08 5.184632e-08 6.086822e-08 6.736045e-08
[13,] 2.407617e-08 3.384553e-08 4.434163e-08 5.440355e-08 6.291425e-08
[14,] 1.834478e-08 2.663891e-08 3.628571e-08 4.634072e-08 5.576625e-08
[15,] 1.402459e-08 2.047431e-08 2.867737e-08 3.791669e-08 4.728784e-08
[16,] 1.158699e-08 1.597725e-08 2.234245e-08 3.018732e-08 3.875399e-08
[17,] 1.142653e-08 1.368727e-08 1.798999e-08 2.406431e-08 3.130181e-08
[18,] 1.373895e-08 1.397942e-08 1.616074e-08 2.027357e-08 2.587545e-08
[19,] 1.836056e-08 1.694011e-08 1.712812e-08 1.925374e-08 2.310255e-08
[20,] 2.463703e-08 2.224212e-08 2.081308e-08 2.109060e-08 2.320377e-08
[21,] 3.141710e-08 2.905968e-08 2.671413e-08 2.550496e-08 2.601383e-08
[22,] 3.726137e-08 3.610958e-08 3.386690e-08 3.184027e-08 3.105598e-08
[23,] 4.084988e-08 4.190177e-08 4.092011e-08 3.905251e-08 3.757104e-08
[24,] 4.141405e-08 4.516320e-08 4.641080e-08 4.580513e-08 4.451721e-08
[25,] 3.895989e-08 4.524149e-08 4.918155e-08 5.074997e-08 5.066803e-08
[26,] 3.417041e-08 4.226702e-08 4.873371e-08 5.291349e-08 5.487947e-08
[27,] 2.807849e-08 3.700270e-08 4.531852e-08 5.197624e-08 5.641704e-08
[28,] 2.171131e-08 3.050477e-08 3.974200e-08 4.828577e-08 5.513876e-08
[29,] 1.585639e-08 2.378984e-08 3.303224e-08 4.263077e-08 5.143041e-08
[30,] 1.097805e-08 1.762734e-08 2.614541e-08 3.593959e-08 4.597449e-08
[31,] 7.238318e-09 1.246674e-08 1.979461e-08 2.904747e-08 3.951451e-08
[32,] 4.571953e-09 8.458580e-09 1.439414e-08 2.257556e-08 3.270984e-08
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[15,] 1.534560e-08 1.158460e-08 8.135382e-09 5.251618e-09 3.090068e-09
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[17,] 2.807036e-08 2.384110e-08 1.898219e-08 1.397405e-08 9.416137e-09
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[21,] 3.917372e-08 3.945891e-08 3.826960e-08 3.513012e-08 3.008350e-08
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[44,] 1.998686e-08 1.545958e-08 1.127154e-08 7.682854e-09 4.864310e-09
[45,] 1.935557e-08 1.521223e-08 1.132687e-08 7.917656e-09 5.155623e-09
[46,] 1.790149e-08 1.428000e-08 1.084522e-08 7.771668e-09 5.209985e-09
[47,] 1.572345e-08 1.272662e-08 9.843040e-09 7.218131e-09 4.977007e-09
[48,] 1.304134e-08 1.072422e-08 8.440924e-09 6.321767e-09 4.473012e-09
[49,] 1.015347e-08 8.506277e-09 6.819849e-09 5.211484e-09 3.775134e-09
[50,] 7.376232e-09 6.318542e-09 5.172727e-09 4.036092e-09 2.989908e-09

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

Call:
lm(formula = z ~ x)

Coefficients:
(Intercept)            x  
  1.602e+04    4.272e-01  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/18awy1226602145.ps tmp/18awy1226602145.png")
> system("convert tmp/2wbq41226602145.ps tmp/2wbq41226602145.png")
> system("convert tmp/3wre31226602145.ps tmp/3wre31226602145.png")
> system("convert tmp/4xzak1226602145.ps tmp/4xzak1226602145.png")
> system("convert tmp/5jycq1226602145.ps tmp/5jycq1226602145.png")
> system("convert tmp/61xz01226602145.ps tmp/61xz01226602145.png")
> system("convert tmp/71fgq1226602145.ps tmp/71fgq1226602145.png")
> 
> 
> proc.time()
   user  system elapsed 
  3.268   2.164   6.090