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(10898,11078,11157,11203,11425,11368,11118,11041,10837,11018,11035,11220,11486,11553,11626,11861,11951,11935,11717,11841,11701,11842,11818,12088,11876,11839,11582,11848,11741,11455,11154,10922,10556,10923,11001,10702,10805,10831,10925,11220,11188,10752,10771,10274,10261,10600,10596,10556,10716,10958,11273,11806,11922,12127,11985,11805,11901,12217,12344,12314)
> y <- c(6675,6539,6699,6962,6981,7024,6940,6774,6671,6965,6969,6822,6878,6691,6837,7018,7167,7076,7171,7093,6971,7142,7047,6999,6650,6475,6437,6639,6422,6272,6232,6003,5673,6050,5977,5796,5752,5609,5839,6069,6006,5809,5797,5502,5568,5864,5764,5615,5615,5681,5915,6334,6494,6620,6578,6495,6538,6737,6651,6530)
> x <- c(2534,2605,2682,2755,2760,2735,2659,2654,2670,2785,2845,2723,2746,2767,2940,2977,2993,2892,2824,2771,2686,2738,2723,2731,2632,2606,2605,2646,2627,2535,2456,2404,2319,2519,2504,2382,2394,2381,2501,2532,2515,2429,2389,2261,2272,2439,2373,2327,2364,2388,2553,2663,2694,2679,2611,2580,2627,2732,2707,2633)
> par7 = 'Werkloosheid Mannen Hotels en Restaurants'
> par6 = 'Werkloosheid Mannen Voeding'
> par5 = 'Werkloosheid Mannen Landbouw'
> 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/1poog1257271049.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/27uo81257271049.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/3dcyj1257271049.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/4rzk21257271049.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/569as1257271049.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  
   -631.220        2.710  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/freestat/rcomp/tmp/62iox1257271049.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] 5246.292 5290.791 5335.289 5379.787 5424.285 5468.784 5513.282 5557.780
 [9] 5602.279 5646.777 5691.275 5735.773 5780.272 5824.770 5869.268 5913.766
[17] 5958.265 6002.763 6047.261 6091.760 6136.258 6180.756 6225.254 6269.753
[25] 6314.251 6358.749 6403.247 6447.746 6492.244 6536.742 6581.240 6625.739
[33] 6670.237 6714.735 6759.234 6803.732 6848.230 6892.728 6937.227 6981.725
[41] 7026.223 7070.721 7115.220 7159.718 7204.216 7248.715 7293.213 7337.711
[49] 7382.209 7426.708

$yords
 [1]  9972.74 10027.02 10081.29 10135.57 10189.84 10244.12 10298.40 10352.67
 [9] 10406.95 10461.22 10515.50 10569.77 10624.05 10678.33 10732.60 10786.88
[17] 10841.15 10895.43 10949.71 11003.98 11058.26 11112.53 11166.81 11221.09
[25] 11275.36 11329.64 11383.91 11438.19 11492.47 11546.74 11601.02 11655.29
[33] 11709.57 11763.85 11818.12 11872.40 11926.67 11980.95 12035.23 12089.50
[41] 12143.78 12198.05 12252.33 12306.60 12360.88 12415.16 12469.43 12523.71
[49] 12577.98 12632.26

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 7.270030e-06 8.729795e-06 9.321983e-06 9.006549e-06 8.085016e-06
 [2,] 9.138684e-06 1.191459e-05 1.376628e-05 1.430232e-05 1.365933e-05
 [3,] 1.022410e-05 1.448346e-05 1.813265e-05 2.031569e-05 2.075608e-05
 [4,] 1.018064e-05 1.568267e-05 2.130095e-05 2.579316e-05 2.830464e-05
 [5,] 9.021340e-06 1.512568e-05 2.231604e-05 2.925996e-05 3.459567e-05
 [6,] 7.111727e-06 1.299253e-05 2.084950e-05 2.965391e-05 3.787688e-05
 [7,] 4.985288e-06 9.936641e-06 1.736962e-05 2.684822e-05 3.713890e-05
 [8,] 3.105885e-06 6.763957e-06 1.290136e-05 2.171610e-05 3.261464e-05
 [9,] 1.718801e-06 4.096538e-06 8.542061e-06 1.569310e-05 2.565831e-05
[10,] 8.445084e-07 2.206739e-06 5.041098e-06 1.013340e-05 1.809003e-05
[11,] 3.682753e-07 1.057111e-06 2.651723e-06 5.848301e-06 1.143578e-05
[12,] 1.425204e-07 4.503312e-07 1.243531e-06 3.017919e-06 6.485967e-06
[13,] 4.896027e-08 1.706598e-07 5.201231e-07 1.393291e-06 3.302693e-06
[14,] 1.496093e-08 5.760684e-08 1.942257e-07 5.759841e-07 1.511048e-06
[15,] 4.126021e-09 1.744360e-08 6.499154e-08 2.136546e-07 6.218944e-07
[16,] 1.141454e-09 4.982847e-09 1.994599e-08 7.187296e-08 2.313362e-07
[17,] 5.068478e-10 1.797209e-09 6.537870e-09 2.354643e-08 8.024724e-08
[18,] 5.069216e-10 1.423277e-09 3.843658e-09 1.064866e-08 3.126535e-08
[19,] 6.514076e-10 1.842523e-09 4.598969e-09 1.042312e-08 2.266897e-08
[20,] 7.845164e-10 2.405620e-09 6.393624e-09 1.481557e-08 3.034747e-08
[21,] 8.387149e-10 2.819103e-09 8.188335e-09 2.058718e-08 4.495693e-08
[22,] 7.906305e-10 2.917512e-09 9.296690e-09 2.560398e-08 6.103296e-08
[23,] 6.570491e-10 2.662211e-09 9.311702e-09 2.813549e-08 7.350515e-08
[24,] 4.819393e-10 2.143627e-09 8.229440e-09 2.728440e-08 7.818114e-08
[25,] 3.126837e-10 1.525978e-09 6.427214e-09 2.337558e-08 7.345926e-08
[26,] 1.801011e-10 9.634635e-10 4.448437e-09 1.773550e-08 6.109331e-08
[27,] 9.262647e-11 5.423258e-10 2.741130e-09 1.196547e-08 4.513208e-08
[28,] 4.290603e-11 2.743170e-10 1.514606e-09 7.224758e-09 2.978678e-08
[29,] 1.811324e-11 1.260744e-10 7.582218e-10 3.941430e-09 1.771673e-08
[30,] 7.066672e-12 5.337147e-11 3.484594e-10 1.967434e-09 9.610373e-09
[31,] 2.580733e-12 2.109497e-11 1.490864e-10 9.113995e-10 4.821771e-09
[32,] 8.884421e-13 7.853989e-12 6.000912e-11 3.964945e-10 2.266772e-09
[33,] 2.877361e-13 2.755225e-12 2.278293e-11 1.627781e-10 1.005536e-09
[34,] 8.678401e-14 9.029858e-13 8.104676e-12 6.278113e-11 4.199791e-10
[35,] 2.403854e-14 2.727652e-13 2.667067e-12 2.248150e-11 1.634499e-10
[36,] 6.033410e-15 7.489301e-14 8.004404e-13 7.368195e-12 5.843926e-11
[37,] 1.357611e-15 1.847835e-14 2.164258e-13 2.181766e-12 1.893563e-11
[38,] 2.718221e-16 4.063199e-15 5.224475e-14 5.779285e-13 5.501046e-12
[39,] 4.818968e-17 7.919041e-16 1.119116e-14 1.360215e-13 1.422087e-12
[40,] 7.541248e-18 1.363232e-16 2.118910e-15 2.832066e-14 3.255234e-13
[41,] 1.039760e-18 2.068397e-17 3.537594e-16 5.202092e-15 6.577673e-14
[42,] 1.261626e-19 2.762526e-18 5.200292e-17 8.416110e-16 1.171056e-14
[43,] 1.346300e-20 3.245286e-19 6.724994e-18 1.198039e-16 1.834869e-15
[44,] 1.262965e-21 3.351776e-20 7.646701e-19 1.499680e-17 2.528479e-16
[45,] 1.041298e-22 3.042663e-21 7.642572e-20 1.650213e-18 3.063119e-17
[46,] 7.544529e-24 2.427279e-22 6.712871e-21 1.595895e-19 3.261475e-18
[47,] 4.803139e-25 1.701494e-23 5.181222e-22 1.356238e-20 3.051731e-19
[48,] 2.686784e-26 1.048000e-24 3.513849e-23 1.012750e-21 2.509129e-20
[49,] 1.320508e-27 5.671486e-26 2.093837e-24 6.644820e-23 1.812678e-21
[50,] 5.702204e-29 2.696674e-27 1.096231e-25 3.830601e-24 1.150604e-22
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 6.992259e-06 6.062643e-06 5.422417e-06 5.016287e-06 4.692742e-06
 [2,] 1.236151e-05 1.098165e-05 9.874844e-06 9.113033e-06 8.559631e-06
 [3,] 1.984293e-05 1.830298e-05 1.676951e-05 1.555052e-05 1.463224e-05
 [4,] 2.878606e-05 2.786684e-05 2.636137e-05 2.484582e-05 2.352719e-05
 [5,] 3.762567e-05 3.854480e-05 3.807791e-05 3.693872e-05 3.554028e-05
 [6,] 4.423352e-05 4.825447e-05 5.023464e-05 5.073637e-05 5.018469e-05
 [7,] 4.673313e-05 5.455807e-05 6.027151e-05 6.397444e-05 6.578957e-05
 [8,] 4.436321e-05 5.565602e-05 6.560276e-05 7.371133e-05 7.955050e-05
 [9,] 3.784912e-05 5.122282e-05 6.471411e-05 7.739856e-05 8.828537e-05
[10,] 2.903770e-05 4.255418e-05 5.786110e-05 7.398974e-05 8.966885e-05
[11,] 2.004758e-05 3.193962e-05 4.692798e-05 6.441129e-05 8.326408e-05
[12,] 1.246546e-05 2.167964e-05 3.456206e-05 5.111058e-05 7.070717e-05
[13,] 6.986128e-06 1.331892e-05 2.313580e-05 3.700370e-05 5.495761e-05
[14,] 3.531129e-06 7.409265e-06 1.408125e-05 2.445405e-05 3.912077e-05
[15,] 1.610536e-06 3.732183e-06 7.789129e-06 1.474325e-05 2.549499e-05
[16,] 6.640319e-07 1.702505e-06 3.912310e-06 8.097313e-06 1.518866e-05
[17,] 2.507224e-07 7.066266e-07 1.785790e-06 4.046935e-06 8.256135e-06
[18,] 9.444753e-08 2.767740e-07 7.518278e-07 1.850609e-06 4.099987e-06
[19,] 5.106237e-08 1.247428e-07 3.204548e-07 8.075849e-07 1.896904e-06
[20,] 5.669504e-08 1.026874e-07 1.957288e-07 4.096956e-07 9.045926e-07
[21,] 8.592879e-08 1.463405e-07 2.308617e-07 3.615910e-07 6.077200e-07
[22,] 1.262554e-07 2.279230e-07 3.635474e-07 5.263392e-07 7.283609e-07
[23,] 1.662791e-07 3.265275e-07 5.594744e-07 8.454873e-07 1.152599e-06
[24,] 1.938076e-07 4.162896e-07 7.768991e-07 1.266477e-06 1.823162e-06
[25,] 1.996324e-07 4.696853e-07 9.583831e-07 1.701262e-06 2.642910e-06
[26,] 1.819562e-07 4.689881e-07 1.047467e-06 2.031361e-06 3.432852e-06
[27,] 1.471877e-07 4.153678e-07 1.015368e-06 2.153255e-06 3.970855e-06
[28,] 1.062059e-07 3.277224e-07 8.759661e-07 2.030571e-06 4.089440e-06
[29,] 6.889925e-08 2.319688e-07 6.766789e-07 1.712102e-06 3.762614e-06
[30,] 4.063500e-08 1.488186e-07 4.724447e-07 1.301384e-06 3.114344e-06
[31,] 2.208949e-08 8.768903e-08 3.018854e-07 9.022081e-07 2.343521e-06
[32,] 1.122089e-08 4.813278e-08 1.790819e-07 5.785420e-07 1.625008e-06
[33,] 5.374569e-09 2.487814e-08 9.983260e-08 3.477277e-07 1.052803e-06
[34,] 2.428014e-09 1.214178e-08 5.257536e-08 1.973817e-07 6.434650e-07
[35,] 1.025616e-09 5.558556e-09 2.604552e-08 1.056370e-07 3.714106e-07
[36,] 3.995501e-10 2.356278e-09 1.199528e-08 5.276624e-08 2.008255e-07
[37,] 1.415396e-10 9.115895e-10 5.061760e-09 2.425045e-08 1.003447e-07
[38,] 4.506772e-11 3.178889e-10 1.931357e-09 1.011288e-08 4.567134e-08
[39,] 1.279113e-11 9.900451e-11 6.596278e-10 3.784605e-09 1.870956e-08
[40,] 3.218132e-12 2.736773e-11 2.002554e-10 1.261159e-09 6.838702e-09
[41,] 7.152051e-13 6.688112e-12 5.379748e-11 3.723061e-10 2.217421e-09
[42,] 1.401059e-13 1.441398e-12 1.275302e-11 9.705397e-11 6.354486e-10
[43,] 2.416111e-14 2.735479e-13 2.663143e-12 2.229726e-11 1.605744e-10
[44,] 3.665001e-15 4.567336e-14 4.893917e-13 4.509141e-12 3.572966e-11
[45,] 4.887932e-16 6.705620e-15 7.909140e-14 8.020949e-13 6.994710e-12
[46,] 5.729929e-17 8.654091e-16 1.123698e-14 1.254460e-13 1.204134e-12
[47,] 5.903008e-18 9.815802e-17 1.403199e-15 1.724532e-14 1.822245e-13
[48,] 5.343843e-19 9.783650e-18 1.539848e-16 2.083521e-15 2.423712e-14
[49,] 4.250724e-20 8.568700e-19 1.484868e-17 2.212037e-16 2.832982e-15
[50,] 2.970880e-21 6.594000e-20 1.258133e-18 2.063607e-17 2.909794e-16
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 4.291816e-06 3.716395e-06 2.971857e-06 2.155711e-06 1.400942e-06
 [2,] 7.984831e-06 7.180496e-06 6.058269e-06 4.694333e-06 3.288853e-06
 [3,] 1.378957e-05 1.272055e-05 1.119430e-05 9.180692e-06 6.886775e-06
 [4,] 2.230668e-05 2.089211e-05 1.894246e-05 1.625862e-05 1.294179e-05
 [5,] 3.398628e-05 3.214061e-05 2.970072e-05 2.635280e-05 2.201260e-05
 [6,] 4.879625e-05 4.664254e-05 4.364539e-05 3.958385e-05 3.426804e-05
 [7,] 6.575763e-05 6.397371e-05 6.061437e-05 5.578934e-05 4.947688e-05
 [8,] 8.263194e-05 8.266570e-05 7.979569e-05 7.447586e-05 6.714604e-05
 [9,] 9.617882e-05 9.999673e-05 9.930879e-05 9.452230e-05 8.653577e-05
[10,] 1.031496e-04 1.124518e-04 1.160975e-04 1.137731e-04 1.063472e-04
[11,] 1.016158e-04 1.169096e-04 1.265725e-04 1.290249e-04 1.243111e-04
[12,] 9.184644e-05 1.119881e-04 1.279330e-04 1.368233e-04 1.372650e-04
[13,] 7.617966e-05 9.870508e-05 1.194468e-04 1.348463e-04 1.420682e-04
[14,] 5.801290e-05 8.003809e-05 1.028507e-04 1.230403e-04 1.369674e-04
[15,] 4.056182e-05 5.971319e-05 8.163024e-05 1.037417e-04 1.225217e-04
[16,] 2.600932e-05 4.096175e-05 5.968795e-05 8.074576e-05 1.014674e-04
[17,] 1.526510e-05 2.579430e-05 4.016073e-05 5.795251e-05 7.767639e-05
[18,] 8.195647e-06 1.489257e-05 2.483206e-05 3.830211e-05 5.488044e-05
[19,] 4.063776e-06 7.920595e-06 1.413923e-05 2.332236e-05 3.575988e-05
[20,] 1.962429e-06 3.999282e-06 7.548662e-06 1.322158e-05 2.160225e-05
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[10,] 3.508269e-09 7.862354e-10 1.718721e-10 4.309935e-11 1.460972e-11
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[14,] 3.492474e-07 1.266128e-07 4.452868e-08 1.631022e-08 6.880590e-09
[15,] 8.375076e-07 3.450791e-07 1.375391e-07 5.569825e-08 2.482460e-08
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[17,] 3.625610e-06 1.926574e-06 9.809856e-07 4.851380e-07 2.432416e-07
[18,] 6.672214e-06 3.996502e-06 2.281351e-06 1.242093e-06 6.634534e-07
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[21,] 2.825422e-05 2.268722e-05 1.722703e-05 1.213317e-05 7.917404e-06
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[30,] 5.169906e-05 6.829071e-05 8.843886e-05 1.088235e-04 1.249695e-04
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[33,] 3.502050e-05 2.687492e-05 1.879508e-05 1.172205e-05 6.433425e-06
[34,] 3.575736e-05 2.828313e-05 2.076175e-05 1.378094e-05 8.123395e-06
[35,] 3.443599e-05 2.776597e-05 2.113681e-05 1.478775e-05 9.299212e-06
[36,] 3.135660e-05 2.562011e-05 2.000095e-05 1.458560e-05 9.701101e-06
[37,] 2.692592e-05 2.230748e-05 1.772752e-05 1.332713e-05 9.279635e-06
[38,] 2.168889e-05 1.831699e-05 1.479271e-05 1.136808e-05 8.197571e-06
[39,] 1.635247e-05 1.413465e-05 1.163488e-05 9.106884e-06 6.738816e-06
[40,] 1.166886e-05 1.024464e-05 8.611798e-06 6.870396e-06 5.189285e-06
[41,] 8.200535e-06 7.070004e-06 6.006042e-06 4.882304e-06 3.758844e-06
[42,] 6.123464e-06 4.858708e-06 4.011952e-06 3.278657e-06 2.566247e-06
[43,] 5.205785e-06 3.603384e-06 2.697088e-06 2.120954e-06 1.660071e-06
[44,] 4.970750e-06 3.067186e-06 1.983076e-06 1.394769e-06 1.040241e-06
[45,] 4.937592e-06 2.907588e-06 1.681333e-06 1.014814e-06 6.690071e-07
[46,] 4.804077e-06 2.825265e-06 1.573028e-06 8.533533e-07 4.808335e-07
[47,] 4.488423e-06 2.658149e-06 1.489698e-06 7.846039e-07 3.996677e-07
[48,] 4.045592e-06 2.383893e-06 1.353528e-06 7.224727e-07 3.600380e-07
[49,] 3.548770e-06 2.054303e-06 1.165277e-06 6.335196e-07 3.218709e-07
[50,] 3.026111e-06 1.721840e-06 9.606258e-07 5.237574e-07 2.723267e-07

> 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  
  6699.8612       0.7215  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/freestat/rcomp/tmp/7mzoh1257271049.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] 2159.552 2178.632 2197.711 2216.791 2235.870 2254.950 2274.029 2293.109
 [9] 2312.188 2331.268 2350.347 2369.427 2388.506 2407.586 2426.665 2445.745
[17] 2464.824 2483.904 2502.983 2522.063 2541.142 2560.222 2579.301 2598.381
[25] 2617.460 2636.540 2655.619 2674.699 2693.778 2712.858 2731.937 2751.017
[33] 2770.096 2789.176 2808.255 2827.335 2846.414 2865.494 2884.573 2903.653
[41] 2922.732 2941.812 2960.891 2979.971 2999.050 3018.130 3037.209 3056.289
[49] 3075.368 3094.448

$yords
 [1]  9972.74 10027.02 10081.29 10135.57 10189.84 10244.12 10298.40 10352.67
 [9] 10406.95 10461.22 10515.50 10569.77 10624.05 10678.33 10732.60 10786.88
[17] 10841.15 10895.43 10949.71 11003.98 11058.26 11112.53 11166.81 11221.09
[25] 11275.36 11329.64 11383.91 11438.19 11492.47 11546.74 11601.02 11655.29
[33] 11709.57 11763.85 11818.12 11872.40 11926.67 11980.95 12035.23 12089.50
[41] 12143.78 12198.05 12252.33 12306.60 12360.88 12415.16 12469.43 12523.71
[49] 12577.98 12632.26

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 2.185516e-05 2.634571e-05 2.760203e-05 2.538335e-05 2.076741e-05
 [2,] 2.656737e-05 3.570745e-05 4.165224e-05 4.256365e-05 3.859882e-05
 [3,] 2.763256e-05 4.142286e-05 5.382483e-05 6.115874e-05 6.152243e-05
 [4,] 2.460270e-05 4.114989e-05 5.959298e-05 7.534289e-05 8.414356e-05
 [5,] 1.876999e-05 3.504056e-05 5.658479e-05 7.965567e-05 9.884998e-05
 [6,] 1.229556e-05 2.562772e-05 4.616755e-05 7.241029e-05 9.993167e-05
 [7,] 6.944164e-06 1.616282e-05 3.249199e-05 5.680563e-05 8.724106e-05
 [8,] 3.408511e-06 8.858727e-06 1.987304e-05 3.873232e-05 6.620919e-05
 [9,] 1.475677e-06 4.280516e-06 1.070995e-05 2.325574e-05 4.421779e-05
[10,] 5.773378e-07 1.867122e-06 5.203535e-06 1.256820e-05 2.652701e-05
[11,] 2.108721e-07 7.591127e-07 2.351949e-06 6.303074e-06 1.471954e-05
[12,] 7.418088e-08 2.965087e-07 1.019125e-06 3.023118e-06 7.786532e-06
[13,] 2.566954e-08 1.129793e-07 4.290128e-07 1.405617e-06 3.987026e-06
[14,] 9.105909e-09 4.256903e-08 1.753362e-07 6.293221e-07 1.960788e-06
[15,] 3.853910e-09 1.726447e-08 7.205344e-08 2.726320e-07 9.159897e-07
[16,] 2.362876e-09 9.295788e-09 3.490286e-08 1.254304e-07 4.234843e-07
[17,] 1.872400e-09 7.054558e-09 2.398000e-08 7.586186e-08 2.294688e-07
[18,] 1.491219e-09 5.967932e-09 2.069918e-08 6.317599e-08 1.739406e-07
[19,] 1.061718e-09 4.690642e-09 1.773409e-08 5.763405e-08 1.624358e-07
[20,] 6.560401e-10 3.227432e-09 1.355274e-08 4.862176e-08 1.493861e-07
[21,] 3.521471e-10 1.925830e-09 9.000889e-09 3.592830e-08 1.224984e-07
[22,] 1.672703e-10 1.007588e-09 5.211673e-09 2.309078e-08 8.750426e-08
[23,] 7.328857e-11 4.765175e-10 2.687726e-09 1.308259e-08 5.474615e-08
[24,] 3.172663e-11 2.156378e-10 1.290878e-09 6.757732e-09 3.073560e-08
[25,] 1.450077e-11 1.003492e-10 6.178772e-10 3.372952e-09 1.622918e-08
[26,] 7.016812e-12 4.971193e-11 3.117690e-10 1.736831e-09 8.597933e-09
[27,] 3.373623e-12 2.520255e-11 1.644639e-10 9.431957e-10 4.779102e-09
[28,] 1.503605e-12 1.217294e-11 8.514172e-11 5.169259e-10 2.739083e-09
[29,] 5.949197e-13 5.305523e-12 4.060902e-11 2.675523e-10 1.522996e-09
[30,] 2.045245e-13 2.026044e-12 1.716420e-11 1.245684e-10 7.762146e-10
[31,] 6.048659e-14 6.683591e-13 6.303568e-12 5.079492e-11 3.501844e-10
[32,] 1.531592e-14 1.891835e-13 1.992382e-12 1.790062e-11 1.373166e-10
[33,] 3.312560e-15 4.579409e-14 5.394184e-13 5.415863e-12 4.637166e-11
[34,] 6.111760e-16 9.462677e-15 1.247858e-13 1.401889e-12 1.342131e-11
[35,] 9.612528e-17 1.667491e-15 2.463148e-14 3.098670e-13 3.320504e-12
[36,] 1.288228e-17 2.504400e-16 4.145269e-15 5.842160e-14 7.011664e-13
[37,] 1.470687e-18 3.204661e-17 5.944875e-16 9.389049e-15 1.262568e-13
[38,] 1.430051e-19 3.493051e-18 7.263281e-17 1.285718e-15 1.937615e-14
[39,] 1.184252e-20 3.242759e-19 7.558653e-18 1.499817e-16 2.533452e-15
[40,] 8.351648e-22 2.563749e-20 6.699287e-19 1.490159e-17 2.821629e-16
[41,] 5.015555e-23 1.726096e-21 5.056557e-20 1.260920e-18 2.676532e-17
[42,] 2.564925e-24 9.896225e-23 3.250160e-21 9.086099e-20 2.162199e-18
[43,] 1.116947e-25 4.831481e-24 1.778959e-22 5.575526e-21 1.487466e-19
[44,] 4.141793e-27 2.008589e-25 8.291451e-24 2.913414e-22 8.713896e-21
[45,] 1.307795e-28 7.110483e-27 3.290746e-25 1.296345e-23 4.346940e-22
[46,] 3.516300e-30 2.143398e-28 1.112129e-26 4.911766e-25 1.846529e-23
[47,] 8.050547e-32 5.501746e-30 3.200448e-28 1.584713e-26 6.679218e-25
[48,] 1.569486e-33 1.202517e-31 7.842596e-30 4.353690e-28 2.057266e-26
[49,] 2.605444e-35 2.238073e-33 1.636446e-31 1.018492e-29 5.395714e-28
[50,] 3.682956e-37 3.546892e-35 2.907598e-33 2.028847e-31 1.205033e-29
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 1.536264e-05 1.044313e-05 6.606118e-06 3.917366e-06 2.187041e-06
 [2,] 3.156246e-05 2.365945e-05 1.647543e-05 1.073775e-05 6.570243e-06
 [3,] 5.565368e-05 4.603719e-05 3.531373e-05 2.531910e-05 1.700837e-05
 [4,] 8.428214e-05 7.699898e-05 6.510464e-05 5.138756e-05 3.794550e-05
 [5,] 1.097403e-04 1.108261e-04 1.033631e-04 8.986828e-05 7.300738e-05
 [6,] 1.230793e-04 1.375269e-04 1.415821e-04 1.356557e-04 1.213016e-04
 [7,] 1.192984e-04 1.476020e-04 1.678166e-04 1.772284e-04 1.744418e-04
 [8,] 1.005497e-04 1.377786e-04 1.729913e-04 2.012845e-04 2.179399e-04
 [9,] 7.451832e-05 1.129718e-04 1.564339e-04 2.001994e-04 2.379959e-04
[10,] 4.948497e-05 8.274842e-05 1.259122e-04 1.765173e-04 2.294440e-04
[11,] 3.026562e-05 5.552366e-05 9.223949e-05 1.406256e-04 1.983837e-04
[12,] 1.756965e-05 3.514991e-05 6.325134e-05 1.038645e-04 1.573448e-04
[13,] 9.855047e-06 2.143832e-05 4.158200e-05 7.298395e-05 1.175025e-04
[14,] 5.311749e-06 1.258753e-05 2.635961e-05 4.943559e-05 8.425355e-05
[15,] 2.702579e-06 6.984322e-06 1.587507e-05 3.203253e-05 5.811729e-05
[16,] 1.308574e-06 3.625919e-06 8.920237e-06 1.947652e-05 3.799425e-05
[17,] 6.688266e-07 1.850598e-06 4.743780e-06 1.105151e-05 2.320387e-05
[18,] 4.466722e-07 1.104014e-06 2.659833e-06 6.172333e-06 1.347671e-05
[19,] 4.036116e-07 9.089571e-07 1.928087e-06 3.998852e-06 8.235448e-06
[20,] 3.951354e-07 9.094589e-07 1.859095e-06 3.494979e-06 6.335491e-06
[21,] 3.572211e-07 8.940251e-07 1.934956e-06 3.678966e-06 6.330891e-06
[22,] 2.834781e-07 7.855734e-07 1.866979e-06 3.828968e-06 6.868730e-06
[23,] 1.964594e-07 6.037854e-07 1.589306e-06 3.590519e-06 7.002454e-06
[24,] 1.208159e-07 4.088810e-07 1.188670e-06 2.966576e-06 6.367280e-06
[25,] 6.836967e-08 2.506096e-07 7.952566e-07 2.177246e-06 5.135680e-06
[26,] 3.771683e-08 1.458762e-07 4.944660e-07 1.460613e-06 3.743712e-06
[27,] 2.146835e-08 8.556085e-08 3.019013e-07 9.391767e-07 2.562936e-06
[28,] 1.273779e-08 5.224284e-08 1.895942e-07 6.093899e-07 1.732219e-06
[29,] 7.523707e-09 3.241833e-08 1.224583e-07 4.073405e-07 1.196777e-06
[30,] 4.164883e-09 1.931235e-08 7.771802e-08 2.727014e-07 8.381954e-07
[31,] 2.069115e-09 1.050232e-08 4.592611e-08 1.736355e-07 5.698781e-07
[32,] 9.003371e-10 5.052871e-09 2.431825e-08 1.006051e-07 3.588197e-07
[33,] 3.388182e-10 2.114455e-09 1.128390e-08 5.157258e-08 2.022721e-07
[34,] 1.095432e-10 7.626552e-10 4.532576e-09 2.301782e-08 1.000107e-07
[35,] 3.031689e-11 2.359230e-10 1.565537e-09 8.864122e-09 4.285962e-08
[36,] 7.167401e-12 6.241547e-11 4.631692e-10 2.930056e-09 1.580997e-08
[37,] 1.445713e-12 1.409825e-11 1.171073e-10 8.287931e-10 4.999169e-09
[38,] 2.486117e-13 2.716115e-12 2.526948e-11 2.002324e-10 1.351618e-09
[39,] 3.643183e-14 4.460354e-13 4.649520e-12 4.127056e-11 3.119775e-10
[40,] 4.548170e-15 6.241095e-14 7.291064e-13 7.251935e-12 6.141656e-11
[41,] 4.836284e-16 7.439059e-15 9.740973e-14 1.085879e-12 1.030571e-11
[42,] 4.379844e-17 7.552241e-16 1.108546e-14 1.385169e-13 1.473453e-12
[43,] 3.377902e-18 6.529700e-17 1.074457e-15 1.505017e-14 1.794561e-13
[44,] 2.218492e-19 4.807777e-18 8.868983e-17 1.392677e-15 1.861567e-14
[45,] 1.240737e-20 3.014488e-19 6.234278e-18 1.097489e-16 1.644590e-15
[46,] 5.908888e-22 1.609502e-20 3.731756e-19 7.364998e-18 1.237288e-16
[47,] 2.396244e-23 7.317648e-22 1.902156e-20 4.208780e-19 7.926872e-18
[48,] 8.274712e-25 2.833020e-23 8.256187e-22 2.048063e-20 4.324550e-19
[49,] 2.433152e-26 9.339494e-25 3.051477e-23 8.486522e-22 2.009009e-20
[50,] 6.092250e-28 2.621742e-26 9.603605e-25 2.994409e-23 7.947301e-22
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 1.155825e-06 5.825148e-07 2.811891e-07 1.292877e-07 5.567495e-08
 [2,] 3.785836e-06 2.065835e-06 1.073503e-06 5.307541e-07 2.468422e-07
 [3,] 1.071561e-05 6.353336e-06 3.564206e-06 1.896204e-06 9.507825e-07
 [4,] 2.619714e-05 1.692998e-05 1.028547e-05 5.897621e-06 3.185843e-06
 [5,] 5.532261e-05 3.907014e-05 2.578293e-05 1.596883e-05 9.295452e-06
 [6,] 1.009914e-04 7.808979e-05 5.612318e-05 3.763791e-05 2.363228e-05
 [7,] 1.596272e-04 1.352924e-04 1.061067e-04 7.722444e-05 5.237824e-05
 [8,] 2.190931e-04 2.035798e-04 1.744236e-04 1.380088e-04 1.012710e-04
 [9,] 2.623935e-04 2.670197e-04 2.499134e-04 2.151574e-04 1.710128e-04
[10,] 2.763926e-04 3.071545e-04 3.135127e-04 2.935560e-04 2.528162e-04
[11,] 2.593332e-04 3.129770e-04 3.470104e-04 3.525574e-04 3.286410e-04
[12,] 2.208961e-04 2.869003e-04 3.431032e-04 3.763658e-04 3.785373e-04
[13,] 1.750446e-04 2.417744e-04 3.086604e-04 3.626191e-04 3.911951e-04
[14,] 1.321286e-04 1.919983e-04 2.586811e-04 3.221014e-04 3.695200e-04
[15,] 9.610866e-05 1.464449e-04 2.067139e-04 2.703044e-04 3.266883e-04
[16,] 6.693453e-05 1.076958e-04 1.595820e-04 2.185637e-04 2.766989e-04
[17,] 4.394797e-05 7.554973e-05 1.187198e-04 1.713685e-04 2.276758e-04
[18,] 2.716187e-05 5.006684e-05 8.423716e-05 1.294847e-04 1.820252e-04
[19,] 1.661007e-05 3.191973e-05 5.710331e-05 9.380429e-05 1.405533e-04
[20,] 1.153515e-05 2.124707e-05 3.851695e-05 6.625043e-05 1.052713e-04
[21,] 1.034216e-05 1.692459e-05 2.848350e-05 4.827734e-05 7.882756e-05
[22,] 1.107092e-05 1.678433e-05 2.534246e-05 3.947356e-05 6.247134e-05
[23,] 1.194358e-05 1.828769e-05 2.628878e-05 3.752398e-05 5.507080e-05
[24,] 1.182280e-05 1.925145e-05 2.824536e-05 3.905709e-05 5.367538e-05
[25,] 1.045279e-05 1.847390e-05 2.877900e-05 4.068748e-05 5.465569e-05
[26,] 8.308351e-06 1.598577e-05 2.685413e-05 4.005898e-05 5.479228e-05
[27,] 6.107993e-06 1.268127e-05 2.296798e-05 3.658491e-05 5.225904e-05
[28,] 4.340975e-06 9.557664e-06 1.845275e-05 3.130563e-05 4.713073e-05
[29,] 3.109113e-06 7.137339e-06 1.445691e-05 2.582826e-05 4.085342e-05
[30,] 2.265890e-06 5.402596e-06 1.137871e-05 2.118660e-05 3.494003e-05
[31,] 1.630712e-06 4.085719e-06 8.996482e-06 1.746216e-05 2.996034e-05
[32,] 1.107165e-06 2.967050e-06 6.934225e-06 1.419014e-05 2.552545e-05
[33,] 6.824738e-07 1.986866e-06 5.008312e-06 1.097290e-05 2.098092e-05
[34,] 3.724072e-07 1.190952e-06 3.279458e-06 7.799766e-06 1.607944e-05
[35,] 1.771651e-07 6.269639e-07 1.902961e-06 4.965047e-06 1.116652e-05
[36,] 7.281379e-08 2.865030e-07 9.642908e-07 2.780561e-06 6.882799e-06
[37,] 2.571205e-08 1.128299e-07 4.227747e-07 1.354089e-06 3.712208e-06
[38,] 7.774656e-09 3.812265e-08 1.594352e-07 5.690927e-07 1.735301e-06
[39,] 2.008803e-09 1.102016e-08 5.152505e-08 2.054097e-07 6.986396e-07
[40,] 4.429317e-10 2.720659e-09 1.423601e-08 6.347486e-08 2.412570e-07
[41,] 8.327678e-11 5.730086e-10 3.357738e-09 1.675940e-08 7.126908e-08
[42,] 1.334369e-11 1.028839e-10 6.754388e-10 3.776078e-09 1.797956e-08
[43,] 1.821601e-12 1.574138e-11 1.158107e-10 7.254410e-10 3.869412e-09
[44,] 2.118206e-13 2.051769e-12 1.691895e-11 1.187743e-10 7.099081e-10
[45,] 2.097809e-14 2.277876e-13 2.105519e-12 1.656780e-11 1.109851e-10
[46,] 1.769346e-15 2.153782e-14 2.231737e-13 1.968538e-12 1.478139e-11
[47,] 1.270829e-16 1.734258e-15 2.014581e-14 1.992070e-13 1.676798e-12
[48,] 7.772765e-18 1.189180e-16 1.548672e-15 1.716775e-14 1.619999e-13
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[29,] 1.483327e-04 1.854498e-04 2.286595e-04 2.681049e-04 2.980191e-04
[30,] 1.405379e-04 1.627083e-04 1.977129e-04 2.340402e-04 2.624608e-04
[31,] 1.483006e-04 1.512181e-04 1.718167e-04 2.008149e-04 2.267030e-04
[32,] 1.674269e-04 1.532568e-04 1.558551e-04 1.720961e-04 1.922160e-04
[33,] 1.865111e-04 1.645231e-04 1.519473e-04 1.525306e-04 1.622811e-04
[34,] 1.924569e-04 1.745753e-04 1.560820e-04 1.441658e-04 1.412879e-04
[35,] 1.787032e-04 1.727442e-04 1.590969e-04 1.433353e-04 1.310063e-04
[36,] 1.495935e-04 1.554977e-04 1.526354e-04 1.421188e-04 1.279252e-04
[37,] 1.170982e-04 1.289715e-04 1.354362e-04 1.341238e-04 1.251798e-04
[38,] 9.265199e-05 1.043270e-04 1.142737e-04 1.196364e-04 1.180040e-04
[39,] 8.051301e-05 8.982246e-05 9.850866e-05 1.052239e-04 1.076992e-04
[40,] 7.687645e-05 8.581986e-05 9.286387e-05 9.788735e-05 1.000809e-04
[41,] 7.413878e-05 8.588088e-05 9.426757e-05 9.889016e-05 9.957954e-05
[42,] 6.648748e-05 8.219470e-05 9.478186e-05 1.025503e-04 1.044388e-04
[43,] 5.299024e-05 7.087101e-05 8.768114e-05 1.007168e-04 1.074616e-04
[44,] 3.681331e-05 5.354574e-05 7.176137e-05 8.882447e-05 1.015260e-04
[45,] 2.213332e-05 3.505439e-05 5.109778e-05 6.859087e-05 8.484619e-05
[46,] 1.149570e-05 1.979982e-05 3.144468e-05 4.589964e-05 6.168703e-05
[47,] 5.163116e-06 9.635589e-06 1.667899e-05 2.650994e-05 3.876135e-05
[48,] 2.011514e-06 4.040524e-06 7.617233e-06 1.319354e-05 2.099876e-05
[49,] 6.832311e-07 1.461809e-06 2.994206e-06 5.653838e-06 9.799502e-06
[50,] 2.037188e-07 4.574525e-07 1.013263e-06 2.085343e-06 3.938021e-06
             [,36]        [,37]        [,38]        [,39]        [,40]
 [1,] 7.202002e-19 1.443414e-19 2.462708e-20 3.576758e-21 4.421878e-22
 [2,] 1.415391e-17 3.179874e-18 6.082256e-19 9.903513e-20 1.372653e-20
 [3,] 2.369019e-16 5.965603e-17 1.279157e-17 2.335011e-18 3.628371e-19
 [4,] 3.377373e-15 9.531106e-16 2.290853e-16 4.688025e-17 8.166923e-18
 [5,] 4.101993e-14 1.296915e-14 3.493802e-15 8.014880e-16 1.565316e-16
 [6,] 4.245907e-13 1.503230e-13 4.537925e-14 1.166879e-14 2.554771e-15
 [7,] 3.747657e-12 1.484523e-12 5.020131e-13 1.446744e-13 3.550689e-14
 [8,] 2.823618e-11 1.249625e-11 4.730978e-12 1.527675e-12 4.202453e-13
 [9,] 1.819103e-10 8.972455e-11 3.799200e-11 1.374034e-11 4.235896e-12
[10,] 1.005040e-09 5.501832e-10 2.601108e-10 1.052894e-10 3.636480e-11
[11,] 4.785267e-09 2.887155e-09 1.519604e-09 6.876359e-10 2.659416e-10
[12,] 1.979055e-08 1.301127e-08 7.586726e-09 3.829974e-09 1.657230e-09
[13,] 7.196142e-08 5.065062e-08 3.245167e-08 1.821281e-08 8.804127e-09
[14,] 2.339619e-07 1.719179e-07 1.194398e-07 7.408445e-08 3.990862e-08
[15,] 6.937518e-07 5.159651e-07 3.809644e-07 2.586178e-07 1.545840e-07
[16,] 1.909319e-06 1.395204e-06 1.064980e-06 7.790322e-07 5.129609e-07
[17,] 4.917319e-06 3.470176e-06 2.652671e-06 2.043310e-06 1.464607e-06
[18,] 1.180156e-05 8.067326e-06 6.011978e-06 4.732318e-06 3.624624e-06
[19,] 2.606499e-05 1.761269e-05 1.266077e-05 9.869590e-06 7.867961e-06
[20,] 5.225473e-05 3.584532e-05 2.510744e-05 1.896816e-05 1.524873e-05
[21,] 9.416811e-05 6.709608e-05 4.689839e-05 3.426828e-05 2.700535e-05
[22,] 1.519066e-04 1.141002e-04 8.165134e-05 5.869892e-05 4.475917e-05
[23,] 2.195668e-04 1.750359e-04 1.307241e-04 9.484341e-05 7.053330e-05
[24,] 2.858041e-04 2.419323e-04 1.905647e-04 1.427060e-04 1.058202e-04
[25,] 3.377376e-04 3.024095e-04 2.519926e-04 1.975556e-04 1.495818e-04
[26,] 3.660496e-04 3.443468e-04 3.028435e-04 2.499958e-04 1.965944e-04
[27,] 3.683157e-04 3.607007e-04 3.327819e-04 2.890857e-04 2.380842e-04
[28,] 3.490424e-04 3.517433e-04 3.373125e-04 3.067756e-04 2.649213e-04
[29,] 3.167401e-04 3.239658e-04 3.188862e-04 3.009051e-04 2.713870e-04
[30,] 2.796070e-04 2.865702e-04 2.850805e-04 2.754182e-04 2.572244e-04
[31,] 2.423358e-04 2.473130e-04 2.450301e-04 2.382463e-04 2.272748e-04
[32,] 2.062616e-04 2.100301e-04 2.057502e-04 1.979849e-04 1.893321e-04
[33,] 1.723568e-04 1.754722e-04 1.703464e-04 1.607708e-04 1.511558e-04
[34,] 1.436095e-04 1.443516e-04 1.392143e-04 1.290420e-04 1.178728e-04
[35,] 1.238827e-04 1.192240e-04 1.128150e-04 1.028704e-04 9.119576e-05
[36,] 1.143119e-04 1.030536e-04 9.301891e-05 8.233603e-05 7.078916e-05
[37,] 1.113183e-04 9.605222e-05 8.162083e-05 6.843775e-05 5.624555e-05
[38,] 1.089683e-04 9.451143e-05 7.786059e-05 6.177774e-05 4.769752e-05
[39,] 1.039163e-04 9.345912e-05 7.806566e-05 6.085488e-05 4.479633e-05
[40,] 9.811341e-05 9.085615e-05 7.835259e-05 6.234249e-05 4.570527e-05
[41,] 9.628173e-05 8.899537e-05 7.784491e-05 6.352940e-05 4.773594e-05
[42,] 1.003485e-04 9.129440e-05 7.885155e-05 6.444214e-05 4.928022e-05
[43,] 1.062938e-04 9.750686e-05 8.341418e-05 6.708492e-05 5.090740e-05
[44,] 1.066292e-04 1.023373e-04 8.968475e-05 7.223515e-05 5.408749e-05
[45,] 9.621438e-05 9.913592e-05 9.214395e-05 7.717069e-05 5.863070e-05
[46,] 7.605021e-05 8.519043e-05 8.576984e-05 7.703557e-05 6.166214e-05
[47,] 5.206136e-05 6.369833e-05 7.013676e-05 6.872415e-05 5.952157e-05
[48,] 3.073289e-05 4.110807e-05 4.966091e-05 5.348255e-05 5.082066e-05
[49,] 1.562262e-05 2.283019e-05 3.026570e-05 3.590716e-05 3.765377e-05
[50,] 6.836560e-06 1.090293e-05 1.584357e-05 2.070385e-05 2.400076e-05
             [,41]        [,42]        [,43]        [,44]        [,45]
 [1,] 4.653287e-23 4.168177e-24 3.178079e-25 2.062601e-26 1.139455e-27
 [2,] 1.619463e-21 1.626356e-22 1.390249e-23 1.011584e-24 6.265321e-26
 [3,] 4.799296e-20 5.403557e-21 5.178637e-22 4.224582e-23 2.933486e-24
 [4,] 1.211093e-18 1.528750e-19 1.642594e-20 1.502302e-21 1.169543e-22
 [5,] 2.602379e-17 3.682850e-18 4.436443e-19 4.549044e-20 3.970434e-21
 [6,] 4.761711e-16 7.554895e-17 1.020317e-17 1.172946e-18 1.147768e-19
 [7,] 7.419165e-15 1.319675e-15 1.998146e-16 2.575292e-17 2.825273e-18
 [8,] 9.843679e-14 1.962943e-14 3.332096e-15 4.814721e-16 5.921913e-17
 [9,] 1.112192e-12 2.486303e-13 4.731585e-14 7.664989e-15 1.056958e-15
[10,] 1.070140e-11 2.681725e-12 5.721345e-13 1.039079e-13 1.606375e-14
[11,] 8.769551e-11 2.463252e-11 5.891215e-12 1.199477e-12 2.078918e-13
[12,] 6.121335e-10 1.926924e-10 5.165827e-11 1.179089e-11 2.291032e-12
[13,] 3.640396e-09 1.283905e-09 3.857722e-10 9.870293e-11 2.150001e-11
[14,] 1.845266e-08 7.287871e-09 2.453719e-09 7.036694e-10 1.718211e-10
[15,] 7.977732e-08 3.525495e-08 1.329547e-08 4.272774e-09 1.169428e-09
[16,] 2.945325e-07 1.454297e-07 6.139141e-08 2.210212e-08 6.779201e-09
[17,] 9.305352e-07 5.121059e-07 2.417043e-07 9.742797e-08 3.347947e-08
[18,] 2.524974e-06 1.542206e-06 8.122075e-07 3.661916e-07 1.409049e-07
[19,] 5.921133e-06 3.984744e-06 2.333532e-06 1.174749e-06 5.056938e-07
[20,] 1.212416e-05 8.882715e-06 5.749751e-06 3.222247e-06 1.549281e-06
[21,] 2.202850e-05 1.724395e-05 1.221422e-05 7.580316e-06 4.059488e-06
[22,] 3.632098e-05 2.959066e-05 2.257023e-05 1.537581e-05 9.127099e-06
[23,] 5.576505e-05 4.586612e-05 3.680383e-05 2.713287e-05 1.770732e-05
[24,] 8.141130e-05 6.593308e-05 5.408681e-05 4.225521e-05 2.992206e-05
[25,] 1.138420e-04 9.002024e-05 7.354752e-05 5.930215e-05 4.469375e-05
[26,] 1.514087e-04 1.180957e-04 9.487087e-05 7.697332e-05 6.026233e-05
[27,] 1.889908e-04 1.482802e-04 1.176847e-04 9.469326e-05 7.522659e-05
[28,] 2.189740e-04 1.759483e-04 1.401210e-04 1.119247e-04 8.895039e-05
[29,] 2.342554e-04 1.949133e-04 1.582629e-04 1.269379e-04 1.008161e-04
[30,] 2.312570e-04 2.001026e-04 1.674596e-04 1.366430e-04 1.093154e-04
[31,] 2.111962e-04 1.898237e-04 1.645723e-04 1.379392e-04 1.122540e-04
[32,] 1.793702e-04 1.663938e-04 1.495016e-04 1.294252e-04 1.079859e-04
[33,] 1.430783e-04 1.351846e-04 1.252695e-04 1.122063e-04 9.650298e-05
[34,] 1.089795e-04 1.026552e-04 9.691237e-05 8.954293e-05 7.961382e-05
[35,] 8.102054e-05 7.410163e-05 6.970827e-05 6.572170e-05 6.033462e-05
[36,] 6.009374e-05 5.216598e-05 4.742255e-05 4.461202e-05 4.190507e-05
[37,] 4.540690e-05 3.692242e-05 3.143313e-05 2.848815e-05 2.678222e-05
[38,] 3.609599e-05 2.720343e-05 2.116189e-05 1.770667e-05 1.601594e-05
[39,] 3.163491e-05 2.186353e-05 1.526710e-05 1.132369e-05 9.313618e-06
[40,] 3.112197e-05 2.003355e-05 1.255902e-05 8.055600e-06 5.663411e-06
[41,] 3.279355e-05 2.065699e-05 1.212355e-05 6.867554e-06 4.011295e-06
[42,] 3.474214e-05 2.231804e-05 1.302981e-05 6.995363e-06 3.580391e-06
[43,] 3.623089e-05 2.384698e-05 1.430438e-05 7.759333e-06 3.829877e-06
[44,] 3.800756e-05 2.506427e-05 1.534252e-05 8.581332e-06 4.333840e-06
[45,] 4.093993e-05 2.663063e-05 1.623135e-05 9.211432e-06 4.795860e-06
[46,] 4.427690e-05 2.890233e-05 1.742340e-05 9.804753e-06 5.145998e-06
[47,] 4.553492e-05 3.095826e-05 1.894305e-05 1.060565e-05 5.511171e-06
[48,] 4.236733e-05 3.097739e-05 1.997371e-05 1.148783e-05 5.989381e-06
[49,] 3.459360e-05 2.771934e-05 1.937113e-05 1.186248e-05 6.429632e-06
[50,] 2.441312e-05 2.163325e-05 1.664247e-05 1.111673e-05 6.473579e-06
             [,46]        [,47]        [,48]        [,49]        [,50]
 [1,] 5.358103e-29 2.144650e-30 7.306899e-32 2.119054e-33 5.230964e-35
 [2,] 3.303058e-27 1.482248e-28 5.661826e-30 1.840876e-31 5.094756e-33
 [3,] 1.733868e-25 8.723278e-27 3.735724e-28 1.361764e-29 4.225324e-31
 [4,] 7.750102e-24 4.371498e-25 2.098865e-26 8.577700e-28 2.983927e-29
 [5,] 2.949768e-22 1.865391e-23 1.004114e-24 4.600748e-26 1.794341e-27
 [6,] 9.560111e-21 6.778034e-22 4.090497e-23 2.101264e-24 9.187901e-26
 [7,] 2.638321e-19 2.097138e-20 1.418921e-21 8.171878e-23 4.006052e-24
 [8,] 6.199934e-18 5.525163e-19 4.191168e-20 2.706186e-21 1.487344e-22
 [9,] 1.240622e-16 1.239526e-17 1.054154e-18 7.631066e-20 4.702165e-21
[10,] 2.113900e-15 2.367866e-16 2.257686e-17 1.832327e-18 1.265826e-19
[11,] 3.067096e-14 3.851728e-15 4.117359e-16 3.746415e-17 2.901652e-18
[12,] 3.789388e-13 5.335189e-14 6.393933e-15 6.522615e-16 5.663809e-17
[13,] 3.986726e-12 6.292815e-13 8.455031e-14 9.669932e-15 9.413831e-16
[14,] 3.571741e-11 6.320446e-12 9.520610e-13 1.220743e-13 1.332358e-14
[15,] 2.725075e-10 5.405937e-11 9.129052e-12 1.312291e-12 1.605746e-13
[16,] 1.770689e-09 3.937623e-10 7.454361e-11 1.201295e-11 1.647932e-12
[17,] 9.800033e-09 2.442725e-09 5.183756e-10 9.364838e-11 1.440192e-11
[18,] 4.620954e-08 1.290792e-08 3.070234e-09 6.217442e-10 1.071867e-10
[19,] 1.857056e-07 5.811556e-08 1.549056e-08 3.515898e-09 6.794186e-10
[20,] 6.365098e-07 2.230379e-07 6.659843e-08 1.693808e-08 3.668357e-09
[21,] 1.862921e-06 7.302305e-07 2.441151e-07 6.954327e-08 1.687541e-08
[22,] 4.665547e-06 2.042380e-06 7.635966e-07 2.434929e-07 6.617240e-08
[23,] 1.003464e-05 4.891595e-06 2.041632e-06 7.278501e-07 2.213476e-07
[24,] 1.864920e-05 1.007365e-05 4.678964e-06 1.861053e-06 6.324544e-07
[25,] 3.025154e-05 1.796109e-05 9.235072e-06 4.083836e-06 1.547179e-06
[26,] 4.349883e-05 2.803337e-05 1.582113e-05 7.733346e-06 3.253157e-06
[27,] 5.663363e-05 3.893348e-05 2.381362e-05 1.275025e-05 5.917242e-06
[28,] 6.839919e-05 4.915350e-05 3.204228e-05 1.855034e-05 9.405535e-06
[29,] 7.819480e-05 5.769865e-05 3.936636e-05 2.425176e-05 1.325812e-05
[30,] 8.537256e-05 6.403156e-05 4.506193e-05 2.907879e-05 1.688573e-05
[31,] 8.872682e-05 6.753317e-05 4.866232e-05 3.253037e-05 1.980489e-05
[32,] 8.695972e-05 6.736685e-05 4.964657e-05 3.422221e-05 2.167897e-05
[33,] 7.963359e-05 6.302325e-05 4.755808e-05 3.378251e-05 2.221917e-05
[34,] 6.765113e-05 5.489310e-05 4.246166e-05 3.107219e-05 2.121207e-05
[35,] 5.299239e-05 4.426728e-05 3.515266e-05 2.646774e-05 1.872305e-05
[36,] 3.806077e-05 3.287297e-05 2.688314e-05 2.081608e-05 1.520951e-05
[37,] 2.497584e-05 2.234734e-05 1.890645e-05 1.508671e-05 1.135939e-05
[38,] 1.501281e-05 1.384417e-05 1.215592e-05 1.004204e-05 7.799190e-06
[39,] 8.400154e-06 7.824935e-06 7.107362e-06 6.104007e-06 4.911508e-06
[40,] 4.568442e-06 4.097793e-06 3.778754e-06 3.368461e-06 2.821935e-06
[41,] 2.650716e-06 2.086860e-06 1.854093e-06 1.685728e-06 1.470109e-06
[42,] 1.890931e-06 1.162378e-06 8.865364e-07 7.761873e-07 6.930605e-07
[43,] 1.777285e-06 8.452709e-07 4.779694e-07 3.497828e-07 3.000166e-07
[44,] 1.977007e-06 8.366413e-07 3.581712e-07 1.843611e-07 1.280142e-07
[45,] 2.257515e-06 9.560266e-07 3.713624e-07 1.435173e-07 6.668310e-08
[46,] 2.488896e-06 1.092021e-06 4.306367e-07 1.544717e-07 5.416164e-08
[47,] 2.670388e-06 1.197136e-06 4.891189e-07 1.798976e-07 5.987311e-08
[48,] 2.877449e-06 1.285955e-06 5.331921e-07 2.025151e-07 6.948558e-08
[49,] 3.130972e-06 1.393472e-06 5.743648e-07 2.198553e-07 7.745790e-08
[50,] 3.314462e-06 1.512081e-06 6.250674e-07 2.378345e-07 8.394246e-08

> 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  
   5651.586        2.182  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/1poog1257271049.ps tmp/1poog1257271049.png")
> system("convert tmp/27uo81257271049.ps tmp/27uo81257271049.png")
> system("convert tmp/3dcyj1257271049.ps tmp/3dcyj1257271049.png")
> system("convert tmp/4rzk21257271049.ps tmp/4rzk21257271049.png")
> system("convert tmp/569as1257271049.ps tmp/569as1257271049.png")
> system("convert tmp/62iox1257271049.ps tmp/62iox1257271049.png")
> system("convert tmp/7mzoh1257271049.ps tmp/7mzoh1257271049.png")
> 
> 
> proc.time()
   user  system elapsed 
  3.061   2.052   3.676