R version 2.6.0 (2007-10-03)
Copyright (C) 2007 The R Foundation for Statistical Computing
ISBN 3-900051-07-0

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> z <- c(8.5,8.6,8.5,8.5,9,9,8.8,8,7.9,8.1,9.3,9.4,9.4,9.3,9,9.1,9.7,9.7,9.6,8.3,8.2,8.4,10.6,10.9,10.9,9.6,9.3,9.3,9.6,9.5,9.5,9,8.9,9,10.1,10.2,10.2,9.5,9.3,9.3,9.4,9.3,9.1,9,8.9,9,9.8,10,9.8,9.4,9,8.9,9.3,9.1,8.8,8.9,8.7,8.6,9.1,9.3,8.9)
> y <- c(7.7,7.8,7.7,7.7,7.7,7.7,7.6,7.5,7.4,7.4,7.5,7.6,7.6,8.1,7.8,8,7.9,7.9,7.8,6.7,6.6,6.6,7.7,7.9,8,7.7,7.5,7.6,7.8,7.8,7.7,7.4,7.5,7.2,7.5,7.6,7.6,7.8,7.7,7.7,8.2,8.2,8.1,7.8,7.8,7.7,6.7,6.7,6.7,7.2,6.9,6.8,7.2,7.1,6.9,6.9,6.7,6.5,6.6,6.6,6.5)
> x <- c(8.1,8.2,8,8.1,8.3,8.2,8.1,7.7,7.6,7.7,8.2,8.4,8.4,8.6,8.4,8.5,8.7,8.7,8.6,7.4,7.3,7.4,9,9.2,9.2,8.5,8.3,8.3,8.6,8.6,8.5,8.1,8.1,8,8.6,8.7,8.7,8.6,8.4,8.4,8.7,8.7,8.5,8.3,8.3,8.3,8.1,8.2,8.1,8.1,7.9,7.7,8.1,8,7.7,7.8,7.6,7.4,7.7,7.9,7.6)
> 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: Wessa P., (2007), 3-Dimensional Scatterplots (v1.0.3) in Free Statistics Software (v$_version), Office for Research Development and Education, URL http://www.wessa.net/rwasp_cloud.wasp/
> #Source of accompanying publication: Office for Research, Development, and Education
> #Technical description: Write here your technical program description
> x <- array(x,dim=c(length(x),1))
> colnames(x) <- par5
> y <- array(y,dim=c(length(y),1))
> colnames(y) <- par6
> z <- array(z,dim=c(length(z),1))
> colnames(z) <- par7
> d <- data.frame(cbind(z,y,x))
> colnames(d) <- list(par7,par6,par5)
> par1 <- as.numeric(par1)
> par2 <- as.numeric(par2)
> if (par1>500) par1 <- 500
> if (par2>500) par2 <- 500
> if (par1<10) par1 <- 10
> if (par2<10) par2 <- 10
> library(GenKern)
Loading required package: KernSmooth
KernSmooth 2.22 installed
Copyright M. P. Wand 1997

Loading GenKern version 1.1
Copyright Lucy and Aykroyd 2000
last update October 2004
requires KernSmooth


Package GenKern installed

> library(lattice)
> panel.hist <- function(x, ...)
+ {
+ usr <- par('usr'); on.exit(par(usr))
+ par(usr = c(usr[1:2], 0, 1.5) )
+ h <- hist(x, plot = FALSE)
+ breaks <- h$breaks; nB <- length(breaks)
+ y <- h$counts; y <- y/max(y)
+ rect(breaks[-nB], 0, breaks[-1], y, col='black', ...)
+ }
> postscript(file="/var/www/html/rcomp/tmp/1xons1194091839.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> cloud(z~x*y, screen = list(x=-45, y=45, z=35),xlab=par5,ylab=par6,zlab=par7)
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/24pcr1194091839.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> cloud(z~x*y, screen = list(x=35, y=45, z=25),xlab=par5,ylab=par6,zlab=par7)
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/3q2r61194091839.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> cloud(z~x*y, screen = list(x=35, y=-25, z=90),xlab=par5,ylab=par6,zlab=par7)
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/4rdbw1194091839.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> pairs(d,diag.panel=panel.hist)
> dev.off()
null device 
          1 
> x <- as.vector(x)
> y <- as.vector(y)
> z <- as.vector(z)
> postscript(file="/var/www/html/rcomp/tmp/5psmz1194091839.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  
     0.1771       0.8841  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/6ial81194091839.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] 6.297459 6.340420 6.383381 6.426341 6.469302 6.512263 6.555224 6.598185
 [9] 6.641146 6.684107 6.727067 6.770028 6.812989 6.855950 6.898911 6.941872
[17] 6.984833 7.027794 7.070754 7.113715 7.156676 7.199637 7.242598 7.285559
[25] 7.328520 7.371480 7.414441 7.457402 7.500363 7.543324 7.586285 7.629246
[33] 7.672206 7.715167 7.758128 7.801089 7.844050 7.887011 7.929972 7.972933
[41] 8.015893 8.058854 8.101815 8.144776 8.187737 8.230698 8.273659 8.316619
[49] 8.359580 8.402541

$yords
 [1]  7.558547  7.633709  7.708870  7.784031  7.859193  7.934354  8.009515
 [8]  8.084677  8.159838  8.234999  8.310161  8.385322  8.460483  8.535645
[15]  8.610806  8.685967  8.761129  8.836290  8.911451  8.986613  9.061774
[22]  9.136935  9.212097  9.287258  9.362419  9.437581  9.512742  9.587903
[29]  9.663065  9.738226  9.813387  9.888549  9.963710 10.038871 10.114033
[36] 10.189194 10.264355 10.339517 10.414678 10.489839 10.565001 10.640162
[43] 10.715323 10.790485 10.865646 10.940807 11.015969 11.091130 11.166291
[50] 11.241453

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 9.896486e-02 2.111283e-01 4.047917e-01 7.012006e-01 1.106107e+00
 [2,] 1.550082e-01 3.410396e-01 6.730647e-01 1.196503e+00 1.927612e+00
 [3,] 2.184257e-01 4.960337e-01 1.009017e+00 1.844598e+00 3.045027e+00
 [4,] 2.770428e-01 6.498692e-01 1.363954e+00 2.568226e+00 4.354860e+00
 [5,] 3.164944e-01 7.673551e-01 1.663156e+00 3.229501e+00 5.635579e+00
 [6,] 3.259068e-01 8.172103e-01 1.830465e+00 3.669235e+00 6.598944e+00
 [7,] 3.027591e-01 7.855837e-01 1.819728e+00 3.768863e+00 6.993882e+00
 [8,] 2.539594e-01 6.822542e-01 1.635375e+00 3.502208e+00 6.712563e+00
 [9,] 1.925232e-01 5.357540e-01 1.329654e+00 2.946298e+00 5.837527e+00
[10,] 1.320232e-01 3.807158e-01 9.787807e-01 2.245378e+00 4.602170e+00
[11,] 8.201423e-02 2.450450e-01 6.527475e-01 1.550970e+00 3.290461e+00
[12,] 4.644415e-02 1.432196e-01 3.948297e-01 9.715386e-01 2.134181e+00
[13,] 2.504466e-02 7.725186e-02 2.179203e-01 5.531345e-01 1.256672e+00
[14,] 1.657213e-02 4.292372e-02 1.145719e-01 2.909064e-01 6.757995e-01
[15,] 2.310779e-02 3.834023e-02 7.336170e-02 1.576200e-01 3.467825e-01
[16,] 5.560721e-02 7.377100e-02 9.664025e-02 1.355652e-01 2.167220e-01
[17,] 1.409928e-01 1.832600e-01 2.190144e-01 2.463945e-01 2.736714e-01
[18,] 3.289625e-01 4.366103e-01 5.260733e-01 5.785881e-01 5.866532e-01
[19,] 6.924011e-01 9.441908e-01 1.165787e+00 1.306886e+00 1.334028e+00
[20,] 1.311875e+00 1.840153e+00 2.334076e+00 2.683831e+00 2.803240e+00
[21,] 2.238084e+00 3.230930e+00 4.212867e+00 4.974115e+00 5.329066e+00
[22,] 3.440437e+00 5.114085e+00 6.858216e+00 8.318456e+00 9.146118e+00
[23,] 4.769422e+00 7.303910e+00 1.007889e+01 1.256415e+01 1.418233e+01
[24,] 5.968020e+00 9.421312e+00 1.338559e+01 1.715876e+01 1.989462e+01
[25,] 6.747241e+00 1.098699e+01 1.608293e+01 2.121485e+01 2.528293e+01
[26,] 6.898846e+00 1.159582e+01 1.750168e+01 2.377643e+01 2.915328e+01
[27,] 6.385361e+00 1.108672e+01 1.726811e+01 2.418513e+01 3.054918e+01
[28,] 5.354441e+00 9.610795e+00 1.546244e+01 2.235397e+01 2.913729e+01
[29,] 4.070565e+00 7.559170e+00 1.257565e+01 1.879427e+01 2.533456e+01
[30,] 2.806792e+00 5.397139e+00 9.295536e+00 1.438689e+01 2.011253e+01
[31,] 1.755832e+00 3.499048e+00 6.247493e+00 1.003568e+01 1.460175e+01
[32,] 9.964965e-01 2.060018e+00 3.819157e+00 6.384552e+00 9.711587e+00
[33,] 5.129883e-01 1.101309e+00 2.124192e+00 3.708035e+00 5.929375e+00
[34,] 2.394661e-01 5.346084e-01 1.075411e+00 1.968570e+00 3.331397e+00
[35,] 1.013311e-01 2.356543e-01 4.959503e-01 9.570619e-01 1.727470e+00
[36,] 3.886070e-02 9.435854e-02 2.086150e-01 4.271654e-01 8.294521e-01
[37,] 1.350737e-02 3.435006e-02 8.020192e-02 1.756023e-01 3.700261e-01
[38,] 4.257413e-03 1.138694e-02 2.826476e-02 6.674652e-02 1.538203e-01
[39,] 1.218293e-03 3.446135e-03 9.167306e-03 2.355543e-02 5.969994e-02
[40,] 3.171779e-04 9.556700e-04 2.749378e-03 7.747296e-03 2.164206e-02
[41,] 7.537364e-05 2.440290e-04 7.663224e-04 2.380858e-03 7.318898e-03
[42,] 1.642479e-05 5.770569e-05 1.993972e-04 6.841956e-04 2.302720e-03
[43,] 3.301422e-06 1.271150e-05 4.857697e-05 1.836280e-04 6.716059e-04
[44,] 6.162265e-07 2.621305e-06 1.108693e-05 4.588812e-05 1.808784e-04
[45,] 1.075121e-07 5.074384e-07 2.366220e-06 1.063446e-05 4.482835e-05
[46,] 1.761940e-08 9.219992e-08 4.704696e-07 2.276095e-06 1.019854e-05
[47,] 2.717712e-09 1.567809e-08 8.674610e-08 4.484026e-07 2.127948e-06
[48,] 3.939690e-10 2.483419e-09 1.477020e-08 8.116928e-08 4.078141e-07
[49,] 5.344979e-11 3.646455e-10 2.316181e-09 1.351068e-08 7.213170e-08
[50,] 6.750701e-12 4.945049e-11 3.344700e-10 2.076603e-09 1.188308e-08
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 1.607003e+00 2.183260e+00 2.823742e+00 3.535301e+00 4.328380e+00
 [2,] 2.839291e+00 3.871131e+00 4.963303e+00 6.089557e+00 7.257200e+00
 [3,] 4.570420e+00 6.298569e+00 8.075830e+00 9.790988e+00 1.141458e+01
 [4,] 6.686148e+00 9.366816e+00 1.210281e+01 1.462738e+01 1.681092e+01
 [5,] 8.876133e+00 1.269590e+01 1.663513e+01 2.020465e+01 2.309187e+01
 [6,] 1.068536e+01 1.565614e+01 2.090437e+01 2.568927e+01 2.944343e+01
 [7,] 1.166267e+01 1.754850e+01 2.396664e+01 2.996140e+01 3.468960e+01
 [8,] 1.154310e+01 1.787142e+01 2.503760e+01 3.197635e+01 3.762559e+01
 [9,] 1.036347e+01 1.653552e+01 2.381805e+01 3.118045e+01 3.747044e+01
[10,] 8.442942e+00 1.390113e+01 2.062571e+01 2.775428e+01 3.420468e+01
[11,] 6.243001e+00 1.061899e+01 1.625637e+01 2.254003e+01 2.859425e+01
[12,] 4.190332e+00 7.370578e+00 1.165952e+01 1.669707e+01 2.188399e+01
[13,] 2.553487e+00 4.648026e+00 7.608662e+00 1.128096e+01 1.533559e+01
[14,] 1.415613e+00 2.664668e+00 4.518246e+00 6.953076e+00 9.847668e+00
[15,] 7.261427e-01 1.397680e+00 2.447846e+00 3.915846e+00 5.806485e+00
[16,] 3.853033e-01 7.024625e-01 1.232908e+00 2.032873e+00 3.163549e+00
[17,] 3.233609e-01 4.323211e-01 6.473943e-01 1.022627e+00 1.633006e+00
[18,] 5.603406e-01 5.281427e-01 5.329262e-01 6.288728e-01 8.910091e-01
[19,] 1.245130e+00 1.072674e+00 8.754364e-01 7.265420e-01 7.115780e-01
[20,] 2.663953e+00 2.307849e+00 1.833070e+00 1.364402e+00 1.029240e+00
[21,] 5.188383e+00 4.595319e+00 3.709654e+00 2.751806e+00 1.941410e+00
[22,] 9.131661e+00 8.289391e+00 6.851693e+00 5.181724e+00 3.656526e+00
[23,] 1.452582e+01 1.352184e+01 1.146104e+01 8.882771e+00 6.387494e+00
[24,] 2.091242e+01 1.997292e+01 1.737520e+01 1.383263e+01 1.021059e+01
[25,] 2.729563e+01 2.677115e+01 2.393600e+01 1.962338e+01 1.495100e+01
[26,] 3.236341e+01 3.264699e+01 3.007085e+01 2.548474e+01 2.017301e+01
[27,] 3.493122e+01 3.633244e+01 3.460658e+01 3.049651e+01 2.530189e+01
[28,] 3.440095e+01 3.702927e+01 3.667939e+01 3.389173e+01 2.980468e+01
[29,] 3.098809e+01 3.469851e+01 3.602297e+01 3.527689e+01 3.329838e+01
[30,] 2.559967e+01 3.002383e+01 3.299022e+01 3.465628e+01 3.551623e+01
[31,] 1.945030e+01 2.409691e+01 2.833682e+01 3.229870e+01 3.620528e+01
[32,] 1.363341e+01 1.801666e+01 2.292419e+01 2.858656e+01 3.510941e+01
[33,] 8.844709e+00 1.259488e+01 1.749587e+01 2.395096e+01 3.211082e+01
[34,] 5.328337e+00 8.252280e+00 1.258186e+01 1.887671e+01 2.742960e+01
[35,] 2.989788e+00 5.071431e+00 8.493975e+00 1.388899e+01 2.169257e+01
[36,] 1.566154e+00 2.919932e+00 5.355012e+00 9.470872e+00 1.577451e+01
[37,] 7.667887e-01 1.570733e+00 3.134939e+00 5.949095e+00 1.049733e+01
[38,] 3.507759e-01 7.864085e-01 1.695227e+00 3.426703e+00 6.373346e+00
[39,] 1.496656e-01 3.648803e-01 8.430344e-01 1.804295e+00 3.524613e+00
[40,] 5.938349e-02 1.562446e-01 3.842515e-01 8.667863e-01 1.774564e+00
[41,] 2.183141e-02 6.152227e-02 1.601453e-01 3.795926e-01 8.138790e-01
[42,] 7.408524e-03 2.221138e-02 6.094638e-02 1.515709e-01 3.406765e-01
[43,] 2.312721e-03 7.337801e-03 2.117344e-02 5.526878e-02 1.306477e-01
[44,] 6.623299e-04 2.216197e-03 6.722359e-03 1.846851e-02 4.621335e-02
[45,] 1.737282e-04 6.122658e-04 1.956553e-03 5.692144e-03 1.524176e-02
[46,] 4.173142e-05 1.551366e-04 5.252442e-04 1.635290e-03 4.759528e-03
[47,] 9.199609e-06 3.625980e-05 1.313970e-04 4.445695e-04 1.432578e-03
[48,] 1.871093e-06 7.895654e-06 3.108811e-05 1.164062e-04 4.217820e-04
[49,] 3.544829e-07 1.625162e-06 7.078393e-06 2.978624e-05 1.219929e-04
[50,] 6.344818e-08 3.216401e-07 1.573371e-06 7.479924e-06 3.435435e-05
             [,11]        [,12]        [,13]        [,14]       [,15]
 [1,] 5.186497e+00 6.046895e+00  6.814727847  7.401188816  7.75040352
 [2,] 8.467756e+00 9.672633e+00 10.769353188 11.644916954 12.22161797
 [3,] 1.296781e+01 1.444944e+01 15.792637052 16.892904764 17.66842805
 [4,] 1.867107e+01 2.028165e+01 21.670751737 22.800243968 23.62200908
 [5,] 2.525488e+01 2.684364e+01 28.033252739 28.918876176 29.53440315
 [6,] 3.198830e+01 3.351239e+01 34.355212078 34.791979317 34.97410045
 [7,] 3.777075e+01 3.936549e+01 39.946774645 39.971090175 39.70513171
 [8,] 4.138802e+01 4.333274e+01 43.998827761 43.975905870 43.59822166
 [9,] 4.193100e+01 4.451419e+01 45.753807874 46.297589474 46.47281829
[10,] 3.917698e+01 4.253637e+01 44.768965012 46.513484374 48.02493002
[11,] 3.371084e+01 3.774186e+01 41.126471686 44.461636371 47.90560480
[12,] 2.670641e+01 3.108542e+01 35.446159453 40.350000329 45.88467528
[13,] 1.949113e+01 2.379102e+01 28.684046191 34.724664522 41.99192034
[14,] 1.312608e+01 1.695875e+01 21.834866393 28.327854859 36.57549346
[15,] 8.182552e+00 1.130399e+01 15.686651878 21.927524636 30.26707206
[16,] 4.753943e+00 7.098158e+00 10.704235430 16.173713670 23.85577239
[17,] 2.620470e+00 4.265727e+00  7.033203641 11.498266372 18.09158136
[18,] 1.449351e+00 2.545634e+00  4.578596715  8.070222794 13.48902484
[19,] 9.501393e-01 1.642316e+00  3.116395859  5.825062479 10.23095196
[20,] 9.600774e-01 1.330529e+00  2.406172210  4.563919894  8.22393951
[21,] 1.467268e+00 1.506507e+00  2.277425196  4.078831166  7.25807062
[22,] 2.583768e+00 2.189885e+00  2.669677706  4.244425469  7.16265448
[23,] 4.476076e+00 3.485685e+00  3.624327638  5.044461743  7.87697663
[24,] 7.269222e+00 5.524101e+00  5.247712753  6.548593389  9.43627954
[25,] 1.096434e+01 8.408342e+00  7.677516144  8.882363115 11.93238546
[26,] 1.542017e+01 1.220200e+01 11.077839962 12.223326450 15.50274710
[27,] 2.041232e+01 1.695605e+01 15.655340753 16.815622971 20.34697186
[28,] 2.570897e+01 2.271743e+01 21.639333037 22.947196720 26.71309708
[29,] 3.106119e+01 2.943172e+01 29.144898696 30.813408340 34.77917944
[30,] 3.607358e+01 3.672156e+01 37.898934214 40.240791465 44.40371637
[31,] 4.006873e+01 4.367664e+01 46.958931993 50.375587741 54.82844772
[32,] 4.214079e+01 4.889427e+01 54.682041289 59.576866869 64.53595503
[33,] 4.148273e+01 5.090633e+01 59.140586391 65.743804984 71.48220845
[34,] 3.782988e+01 4.883700e+01 58.889897591 67.066622681 73.75088609
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[36,] 2.430582e+01 3.435859e+01 44.632770379 53.909290767 61.83413823
[37,] 1.697986e+01 2.504640e+01 33.806145814 42.264747678 49.96429295
[38,] 1.079410e+01 1.660688e+01 23.328411742 30.310997189 37.18814819
[39,] 6.241796e+00 1.002261e+01 14.693853100 19.951453425 25.63129500
[40,] 3.285825e+00 5.517918e+00  8.482065635 12.132872716 16.52015755
[41,] 1.578049e+00 2.782858e+00  4.519129094  6.890604773 10.10337307
[42,] 6.942354e-01 1.294859e+00  2.247185372  3.711207037  5.96689282
[43,] 2.817313e-01 5.621099e-01  1.059345419  1.929893867  3.45521703
[44,] 1.066340e-01 2.312497e-01  0.482083884  0.983687355  1.97316721
[45,] 3.823241e-02 9.180846e-02  0.214985305  0.493950785  1.10337227
[46,] 1.322162e-02 3.570387e-02  0.094390212  0.242401120  0.59429468
[47,] 4.476130e-03 1.366223e-02  0.040454689  0.114294865  0.30260570
[48,] 1.489980e-03 5.098849e-03  0.016633551  0.050817388  0.14337519
[49,] 4.833243e-04 1.823570e-03  0.006438413  0.020976408  0.06249802
[50,] 1.501090e-04 6.132613e-04  0.002310105  0.007950865  0.02487956
            [,16]      [,17]      [,18]       [,19]      [,20]      [,21]
 [1,]  7.83378980  7.6304088  7.1278647   6.3488998   5.372095   4.318065
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[10,] 48.99141125 48.8269401 47.1690682  44.1729219  40.407070  36.495486
[11,] 50.88360417 52.3548882 51.4601007  48.0746227  42.888616  37.012625
[12,] 51.26896357 55.0382061 55.7625944  52.8394054  46.834433  39.178454
[13,] 49.62061582 55.8655408 58.7916302  57.2224183  51.355413  42.662654
[14,] 45.77623981 54.1192973 59.3558356  59.7823836  55.070850  46.432617
[15,] 40.09243451 49.7486504 56.9321329  59.5853117  56.829870  49.382147
[16,] 33.39381427 43.4541524 51.9263291  56.6372717  56.261087  50.910933
[17,] 26.71340003 36.4244634 45.4779214  51.8137438  53.841868  51.102918
[18,] 20.94066691 29.8609654 38.9293275  46.3574945  50.492245  50.441984
[19,] 16.56834205 24.5644106 33.2896427  41.2917304  47.018384  49.341728
[20,] 13.66981621 20.8092996 29.0070224  37.1264569  43.812763  47.894127
[21,] 12.07770295 18.5173394 26.1175854  33.9837655  40.982729  46.039258
[22,] 11.60749714 17.5391535 24.5650418  31.9391749  38.717172  43.982704
[23,] 12.18048177 17.8276923 24.4100709  31.2474187  37.522026  42.461855
[24,] 13.81678180 19.4319880 25.8084424  32.2808980  38.102084  42.582927
[25,] 16.57604475 22.4046916 28.8625388  35.2903508  40.993799  45.310017
[26,] 20.53347433 26.7576018 33.5376634  40.2431325  46.268209  50.976029
[27,] 25.80432160 32.5039027 39.7257000  46.8892659  53.545724  59.163683
[28,] 32.54917682 39.7024331 47.3577395  54.9638915  62.276143  69.000016
[29,] 40.87487911 48.3851828 56.3900583  64.2856916  71.997851  79.580138
[30,] 50.60754390 58.3341758 66.5869729  74.5934339  82.312917  90.160400
[31,] 61.02202195 68.8110702 77.2157349  85.2088726  92.583584  99.998564
[32,] 70.70662933 78.4329237 86.8945188  94.8134873 101.640152 108.063909
[33,] 77.75000868 85.3635805 93.7908950 101.6056574 107.841158 112.991984
[34,] 80.30290991 87.8448181 96.1752994 103.8682513 109.589192 113.478246
[35,] 77.32226408 84.8814500 93.1071997 100.6920188 106.061470 108.938292
[36,] 69.10677802 76.7384303 84.9053791  92.4606621  97.722572 100.008475
[37,] 57.27552575 64.9398533 73.1178028  80.7984979  86.278815  88.512590
[38,] 44.15572866 51.7170601 59.9583014  67.9636567  74.044422  76.831115
[39,] 31.91593974 39.1865933 47.4853101  55.9834719  63.027875  66.965730
[40,] 21.91419382 28.6978842 36.9530517  45.9813579  54.212617  59.777800
[41,] 14.53600884 20.6472393 28.6405296  38.0215200  47.392789  54.790136
[42,]  9.46115717 14.7345962 22.1480805  31.4730373  41.595117  50.628888
[43,]  6.08597703 10.3984043 16.8858837  25.5972086  35.785773  45.832451
[44,]  3.84728585  7.1516505 12.4419497  19.9927730  29.442578  39.579325
[45,]  2.35275658  4.7013211  8.6837061  14.7034263  22.722685  31.983276
[46,]  1.36581731  2.9017962  5.6504778  10.0385314  16.236923  23.887164
[47,]  0.74036443  1.6592634  3.3904835   6.3034123  10.653743  16.362643
[48,]  0.37025303  0.8710038  1.8626569   3.6185786   6.384851  10.229532
[49,]  0.16946327  0.4172953  0.9326236   1.8917381   3.482653   5.817259
[50,]  0.07062813  0.1817900  0.4242996   0.8982182   1.724577   3.001747
           [,22]      [,23]      [,24]      [,25]       [,26]       [,27]
 [1,]   3.309164   2.434490   1.739472   1.233333   0.8989058   0.6994551
 [2,]   6.296970   4.819808   3.579573   2.635007   1.9917920   1.6050685
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[10,]  32.818410  29.486791  26.568288  24.352678  23.4083437  24.3139549
[11,]  31.440593  26.743744  23.137965  20.774567  19.9562134  21.0552256
[12,]  31.475485  24.898188  20.000294  16.928373  15.7446657  16.5508046
[13,]  33.180615  24.674198  18.159550  13.940724  11.9488932  12.0331338
[14,]  36.034764  26.066145  18.014099  12.472477   9.3982770   8.4865459
[15,]  39.202398  28.620930  19.479157  12.717778   8.4751322   6.4441850
[16,]  42.060041  31.861641  22.298115  14.619512   9.2551329   6.0609155
[17,]  44.427078  35.519244  26.249468  18.052929  11.6832839   7.2952303
[18,]  46.387073  39.424293  31.081903  22.798919  15.5981748  10.0023049
[19,]  47.916884  43.214864  36.274038  28.345310  20.5867238  13.8660310
[20,]  48.705077  46.206508  40.918550  33.758472  25.8446222  18.2742514
[21,]  48.382968  47.666128  43.987104  37.883043  30.2808179  22.3361355
[22,]  47.019911  47.383749  44.932633  39.898228  32.9561709  25.1678290
[23,]  45.464380  46.126494  44.253895  39.937111  33.6689806  26.3630843
[24,]  45.188613  45.569219  43.577187  39.332032  33.3132219  26.3752980
[25,]  47.665033  47.644101  45.094483  40.237029  33.7182582  26.5353676
[26,]  53.662965  53.665774  50.627309  44.772679  36.9913629  28.6386775
[27,]  62.914195  63.745044  60.831141  54.139526  44.6896925  34.2955812
[28,]  74.316745  76.793893  74.944568  68.141049  57.2254630  44.3573446
[29,]  86.457305  91.021904  91.125440  85.278749  73.7305235  58.6410812
[30,]  98.042868 104.536620 107.077157 103.249990  92.3304638  75.9802028
[31,] 107.982756 115.691437 120.584174 119.519167 110.5970233  94.4706747
[32,] 115.214998 123.123239 129.776537 131.727192 125.9616160 111.7597030
[33,] 118.616772 125.720661 133.237296 137.944945 136.0391303 125.3247354
[34,] 117.259658 122.797547 130.188302 136.939394 138.9699031 132.8178621
[35,] 110.936073 114.489301 120.829605 128.548134 133.8747803 132.5677591
[36,] 100.587195 102.085262 106.624654 114.014102 121.3191668 124.1769537
[37,]  88.254904  87.942444  90.203332  95.967618 103.4823204 108.9340889
[38,]  76.461004  74.859516  74.733169  77.855308  83.7592263  89.7023459
[39,]  67.272793  65.135003  62.945563  62.942254  65.8177909  70.1684772
[40,]  61.513721  59.743013  56.236564  53.295418  52.4755103  53.7103952
[41,]  58.516287  58.018973  54.243502  49.187468  44.8824383  42.3795765
[42,]  56.538141  58.007057  55.077588  49.153915  42.3340070  36.4268885
[43,]  53.624522  57.314862  56.110434  50.651785  42.7361724  34.5081960
[44,]  48.483296  54.091440  54.990353  51.045133  43.4924797  34.4045476
[45,]  40.960321  47.696905  50.474894  48.536804  42.4595132  33.9269099
[46,]  31.942220  38.793852  42.748083  42.693554  38.6199080  31.6601176
[47,]  22.823602  28.886458  33.130455  34.382692  32.2422525  27.2963679
[48,]  14.872425  19.600520  23.382553  25.208211  24.5190614  21.4867542
[49,]   8.809598  12.081120  14.980202  16.767260  16.9127271  15.3501290
[50,]   4.732176   6.748168   8.691344  10.093881  10.5536951   9.9194192
            [,28]      [,29]      [,30]      [,31]      [,32]      [,33]
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[10,]  27.1884544  31.341145 35.3481554 37.5913441 36.9618316 33.3113315
[11,]  24.1527308  28.665749 33.2962672 36.4365550 36.8308063 34.0975491
[12,]  19.3085755  23.526888 28.1244830 31.6699925 32.9156467 31.3082370
[13,]  13.9873617  17.363871 21.3151120 24.6873091 26.3831165 25.7862132
[14,]   9.3737964  11.606831 14.5266457 17.2699195 18.9692404 19.0510677
[15,]   6.1792032   7.204251  8.9787338 10.8712262 12.2443913 12.6287640
[16,]   4.6336279   4.505921  5.2003823  6.2285122  7.1227662  7.5210700
[17,]   4.6728379   3.434723  3.1517351  3.4000914  3.7979266  4.0499599
[18,]   6.1099743   3.729763  2.5116842  2.0555069  1.9915398  2.0336284
[19,]   8.6661969   5.083572  2.9107663  1.7744539  1.2758345  1.0883824
[20,]  11.8950877   7.142667  4.0187033  2.2137012  1.2963351  0.8739390
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[22,]  17.7213474  11.568690  7.1603901  4.4164964  2.9104116  2.1274698
[23,]  19.1603243  13.074846  8.6722851  5.9590004  4.5161692  3.7696660
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[25,]  19.8199596  14.538495 11.2161460  9.7933860  9.6828634 10.0199385
[26,]  21.1511671  15.654090 12.6894736 12.1075065 13.1322164 14.6134894
[27,]  24.9506422  18.212756 14.8359648 14.6714251 16.7635879 19.6219392
[28,]  32.2113529  23.048646 18.1162926 17.4725987 20.0999332 24.2074695
[29,]  43.2596884  30.692891 22.9559782 20.5939187 22.7485048 27.4841081
[30,]  57.6617845  41.247156 29.6859663 24.2888927 24.6400551 28.9069227
[31,]  74.2692126  54.303611 38.4370764 28.9443955 26.1342488 28.5648531
[32,]  91.3221401  68.879408 48.9710608 34.8887243 27.8855457 27.1817355
[33,] 106.5908699  83.387345 60.5002018 42.1053086 30.5049776 25.7926918
[34,] 117.6276324  95.730022 71.6070192 49.9920404 34.1815740 25.2587056
[35,] 122.2256117 103.625664 80.3883046 57.3172603 38.4593525 25.8713259
[36,] 119.0692701 105.194628 84.8870922 62.4626704 42.2957844 27.2349098
[37,] 108.3481735  99.653875 83.7334324 63.9252524 44.4042256 28.4621110
[38,]  91.9717013  87.792001 76.7428428 60.9050449 43.7559200 28.5771931
[39,]  73.1373638  71.900675 65.1465871 53.7046003 40.0266543 26.9435630
[40,]  55.3490911  55.089578 51.2613205 43.7049321 33.7691301 23.5282937
[41,]  41.3121827  40.265748 37.7061624 32.8879815 26.2109072 18.8906500
[42,]  32.1996681  29.253684 26.5391604 23.1319683 18.7761404 13.9165288
[43,]  27.5601470  22.429885 18.7150971 15.6282078 12.5797903  9.4499328
[44,]  25.8071732  18.943963 14.0533152 10.6677732  8.1351286  6.0110210
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[46,]  23.5987334  16.128851 10.2817533  6.2881561  3.8198222  2.3606341
[47,]  20.8705225  14.452224  9.1312971  5.3451206  2.9754489  1.6304687
[48,]  16.9508781  12.042482  7.7238276  4.5017516  2.4168301  1.2239922
[49,]  12.5209705   9.173182  6.0384512  3.5795752  1.9218642  0.9457298
[50,]   8.3706114   6.335934  4.2998816  2.6174343  1.4319666  0.7075874
           [,34]       [,35]       [,36]       [,37]        [,38]        [,39]
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[10,] 27.4228223 20.58862265 14.07712375  8.74820634  4.928624085  2.509843904
[11,] 28.8208636 22.21392325 15.59578672  9.95708551  5.767340879  3.022006158
[12,] 27.1736383 21.50158439 15.49915362 10.16434139  6.051520329  3.261970389
[13,] 22.9841817 18.67100288 13.81755836  9.30643697  5.694036367  3.156673201
[14,] 17.4401300 14.54524732 11.05072942  7.64305429  4.804744222  2.738882381
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[17,]  3.9897524  3.59334553  2.95082289  2.20772054  1.503453679  0.930316022
[18,]  2.0047009  1.83554437  1.54059835  1.18040973  0.824145955  0.523364611
[19,]  0.9978389  0.89664601  0.75472500  0.58505791  0.415128991  0.268759654
[20,]  0.6729124  0.54444840  0.43001073  0.31953129  0.220240474  0.140038647
[21,]  0.8792705  0.65685686  0.47494615  0.32096780  0.200353773  0.115512518
[22,]  1.6612412  1.28802684  0.93890956  0.62660014  0.379672543  0.209287117
[23,]  3.2414451  2.67833292  2.04170685  1.41158747  0.881878714  0.500021587
[24,]  5.9396425  5.20293733  4.15601973  2.99804391  1.953524927  1.157680107
[25,] 10.0123716  9.23222874  7.71037777  5.80522992  3.952395485  2.455111312
[26,] 15.4298217 14.89836436 12.98584072 10.20254595  7.262311723  4.733689686
[27,] 21.6794997 21.83696429 19.84065893 16.26469797 12.109863595  8.289116254
[28,] 27.7414260 29.05681623 27.49262449 23.51419610 18.319747812 13.176315112
[29,] 32.3394863 35.09654547 34.54196052 30.81905291 25.132530243 19.003587614
[30,] 34.4198935 38.49756786 39.34311642 36.60435221 31.251537944 24.855036477
[31,] 33.6295449 38.40754575 40.62755170 39.38282858 35.206891369 29.471177040
[32,] 30.5119293 34.98593656 38.06969395 38.38010833 35.927382805 31.685663166
[33,] 26.2810010 29.35585691 32.45839919 33.90269118 33.224704410 30.923388966
[34,] 22.2869661 23.11356367 25.35327401 27.21174876 27.891864650 27.468582885
[35,] 19.4652453 17.67440151 18.42403626 19.96939834 21.342851892 22.325868175
[36,] 18.0397660 13.80190922 12.84623350 13.58496310 15.012595968 16.758836944
[37,] 17.5773352 11.50843353  9.03762221  8.80674455  9.862593191 11.790839479
[38,] 17.3037150 10.28165202  6.77097129  5.69568428  6.214841677  7.934516127
[39,] 16.4982109  9.44893440  5.49616505  3.87427813  3.896176574  5.221858583
[40,] 14.7913555  8.48995776  4.66156320  2.83988257  2.514258155  3.414934804
[41,] 12.2609986  7.19057631  3.90574013  2.18395816  1.687853588  2.222770223
[42,]  9.3207775  5.62574105  3.09745918  1.67173653  1.154976266  1.421669220
[43,]  6.4878669  4.02923485  2.27071906  1.21869134  0.777701608  0.876366094
[44,]  4.1606447  2.63896245  1.52321053  0.82452007  0.499412030  0.511482433
[45,]  2.5061271  1.59320183  0.93435433  0.51182298  0.299667197  0.279095807
[46,]  1.4766699  0.90700901  0.52927008  0.29130402  0.166317197  0.141342742
[47,]  0.9047493  0.50954917  0.28427131  0.15374631  0.085328551  0.066264960
[48,]  0.6046943  0.30078029  0.15221089  0.07753936  0.040962532  0.028856185
[49,]  0.4357952  0.19414209  0.08652987  0.03945701  0.019013336  0.011839534
[50,]  0.3190884  0.13384903  0.05381779  0.02154606  0.009044664  0.004743019
             [,40]        [,41]        [,42]        [,43]        [,44]
 [1,]  0.001191872 3.716416e-04 1.033765e-04 2.562103e-05 5.652569e-06
 [2,]  0.003969967 1.277686e-03 3.669745e-04 9.394169e-05 2.141198e-05
 [3,]  0.011846213 3.934623e-03 1.166771e-03 3.084764e-04 7.263465e-05
 [4,]  0.031668322 1.085364e-02 3.322625e-03 9.071839e-04 2.206547e-04
 [5,]  0.075847668 2.681981e-02 8.474906e-03 2.389392e-03 6.003039e-04
 [6,]  0.162761539 5.936920e-02 1.936242e-02 5.636488e-03 1.462602e-03
 [7,]  0.312949952 1.177359e-01 3.962499e-02 1.190884e-02 3.191434e-03
 [8,]  0.539180244 2.091787e-01 7.264039e-02 2.253622e-02 6.236763e-03
 [9,]  0.832439246 3.329709e-01 1.192896e-01 3.819939e-02 1.091580e-02
[10,]  1.151741767 4.748934e-01 1.754926e-01 5.799738e-02 1.711140e-02
[11,]  1.428128240 6.068885e-01 2.312944e-01 7.887714e-02 2.402479e-02
[12,]  1.587139964 6.949721e-01 2.731117e-01 9.609482e-02 3.021273e-02
[13,]  1.580980064 7.131740e-01 2.889378e-01 1.048748e-01 3.403212e-02
[14,]  1.411655710 6.558710e-01 2.738915e-01 1.025372e-01 3.433767e-02
[15,]  1.129931781 5.405838e-01 2.326409e-01 8.981531e-02 3.103488e-02
[16,]  0.810842051 3.993590e-01 1.770741e-01 7.048566e-02 2.512727e-02
[17,]  0.521785728 2.644878e-01 1.207959e-01 4.956606e-02 1.822627e-02
[18,]  0.301565322 1.572075e-01 7.391594e-02 3.125221e-02 1.185052e-02
[19,]  0.158304044 8.456291e-02 4.082754e-02 1.775707e-02 6.936299e-03
[20,]  0.081855694 4.381766e-02 2.138599e-02 9.472712e-03 3.791266e-03
[21,]  0.061782859 3.079449e-02 1.433170e-02 6.217482e-03 2.502135e-03
[22,]  0.105865634 4.980794e-02 2.213751e-02 9.413827e-03 3.846675e-03
[23,]  0.260077401 1.261379e-01 5.815658e-02 2.589701e-02 1.118968e-02
[24,]  0.631967755 3.235289e-01 1.583658e-01 7.512487e-02 3.455239e-02
[25,]  1.411749636 7.657304e-01 3.989809e-01 2.016912e-01 9.854100e-02
[26,]  2.870819206 1.651143e+00 9.155210e-01 4.923931e-01 2.549544e-01
[27,]  5.305845400 3.236573e+00 1.908260e+00 1.090098e+00 5.971165e-01
[28,]  8.906390885 5.762064e+00 3.609527e+00 2.187294e+00 1.266220e+00
[29,] 13.570281921 9.311383e+00 6.194281e+00 3.979455e+00 2.434663e+00
[30,] 18.760478538 1.365711e+01 9.649523e+00 6.575003e+00 4.256536e+00
[31,] 23.534130571 1.819438e+01 1.366989e+01 9.895883e+00 6.796485e+00
[32,] 26.813568078 2.206174e+01 1.767146e+01 1.363515e+01 9.973935e+00
[33,] 27.811765381 2.444493e+01 2.096554e+01 1.732381e+01 1.356267e+01
[34,] 26.380593631 2.491485e+01 2.302016e+01 2.048693e+01 1.724925e+01
[35,] 23.059969986 2.359041e+01 2.365046e+01 2.279151e+01 2.070301e+01
[36,] 18.794522704 2.102107e+01 2.301504e+01 2.408718e+01 2.360108e+01
[37,] 14.506434596 1.788092e+01 2.144080e+01 2.433339e+01 2.560686e+01
[38,] 10.783690257 1.468661e+01 1.922600e+01 2.350904e+01 2.636835e+01
[39,]  7.818897797 1.169646e+01 1.656259e+01 2.160792e+01 2.560259e+01
[40,]  5.544462018 8.986507e+00 1.359368e+01 1.872669e+01 2.324859e+01
[41,]  3.812331556 6.582096e+00 1.050707e+01 1.515091e+01 1.958323e+01
[42,]  2.502975341 4.531291e+00 7.559883e+00 1.133879e+01 1.519349e+01
[43,]  1.544025686 2.894698e+00 5.013946e+00 7.790807e+00 1.079435e+01
[44,]  0.883310552 1.699013e+00 3.042369e+00 4.886109e+00 6.990428e+00
[45,]  0.464431003 9.097870e-01 1.679688e+00 2.784854e+00 4.111568e+00
[46,]  0.223208039 4.423461e-01 8.404648e-01 1.437681e+00 2.190092e+00
[47,]  0.097798314 1.946768e-01 3.800637e-01 6.705800e-01 1.054080e+00
[48,]  0.039061081 7.740613e-02 1.550074e-01 2.820498e-01 4.575532e-01
[49,]  0.014270912 2.778368e-02 5.693419e-02 1.068162e-01 1.788638e-01
[50,]  0.004822233 9.007790e-03 1.881446e-02 3.638146e-02 6.289247e-02
             [,45]        [,46]        [,47]        [,48]        [,49]
 [1,] 1.109346e-06 1.935671e-07 3.001728e-08 4.135831e-09 5.061876e-10
 [2,] 4.342133e-06 7.829787e-07 1.254914e-07 1.787149e-08 2.260934e-09
 [3,] 1.521936e-05 2.836032e-06 4.697740e-07 6.914862e-08 9.042389e-09
 [4,] 4.776954e-05 9.198526e-06 1.574702e-06 2.395699e-07 3.238160e-08
 [5,] 1.342678e-04 2.671621e-05 4.726558e-06 7.432053e-07 1.038328e-07
 [6,] 3.379601e-04 6.948415e-05 1.270376e-05 2.064505e-06 2.981220e-07
 [7,] 7.617936e-04 1.618286e-04 3.057478e-05 5.135187e-06 7.664406e-07
 [8,] 1.537780e-03 3.375114e-04 6.589342e-05 1.143753e-05 1.764371e-06
 [9,] 2.779992e-03 6.303627e-04 1.271664e-04 2.281113e-05 3.636893e-06
[10,] 4.500832e-03 1.054308e-03 2.197651e-04 4.073834e-05 6.712783e-06
[11,] 6.526051e-03 1.579158e-03 3.400992e-04 6.514862e-05 1.109453e-05
[12,] 8.474726e-03 2.118223e-03 4.713226e-04 9.329458e-05 1.641920e-05
[13,] 9.856624e-03 2.544563e-03 5.849280e-04 1.196357e-04 2.175880e-05
[14,] 1.026759e-02 2.737527e-03 6.500758e-04 1.373800e-04 2.582031e-05
[15,] 9.579845e-03 2.637642e-03 6.470082e-04 1.412696e-04 2.743691e-05
[16,] 8.005943e-03 2.276132e-03 5.766989e-04 1.300903e-04 2.610734e-05
[17,] 5.993285e-03 1.759272e-03 4.603729e-04 1.072851e-04 2.224707e-05
[18,] 4.020861e-03 1.218478e-03 3.293012e-04 7.927788e-05 1.698694e-05
[19,] 2.427204e-03 7.592655e-04 2.119678e-04 5.274511e-05 1.168730e-05
[20,] 1.365895e-03 4.416186e-04 1.278388e-04 3.307751e-05 7.641179e-06
[21,] 9.279341e-04 3.149810e-04 9.728482e-05 2.721502e-05 6.873302e-06
[22,] 1.500994e-03 5.517356e-04 1.881231e-04 5.872245e-05 1.662343e-05
[23,] 4.648399e-03 1.823627e-03 6.631049e-04 2.202144e-04 6.614837e-05
[24,] 1.521291e-02 6.290948e-03 2.400082e-03 8.337888e-04 2.616352e-04
[25,] 4.582853e-02 1.990788e-02 7.947566e-03 2.883484e-03 9.446795e-04
[26,] 1.249900e-01 5.697329e-02 2.380088e-02 9.028323e-03 3.094519e-03
[27,] 3.082434e-01 1.474383e-01 6.452976e-02 2.564918e-02 9.226535e-03
[28,] 6.882313e-01 3.458191e-01 1.589265e-01 6.640504e-02 2.516879e-02
[29,] 1.394820e+00 7.379042e-01 3.572413e-01 1.575465e-01 6.319599e-02
[30,] 2.576281e+00 1.439784e+00 7.373285e-01 3.447341e-01 1.469683e-01
[31,] 4.361274e+00 2.585701e+00 1.406973e+00 7.002767e-01 3.182849e-01
[32,] 6.815840e+00 4.306268e+00 2.499557e+00 1.327992e+00 6.441679e-01
[33,] 9.915531e+00 6.700841e+00 4.158425e+00 2.359324e+00 1.219503e+00
[34,] 1.353812e+01 9.802124e+00 6.501206e+00 3.929802e+00 2.156111e+00
[35,] 1.745854e+01 1.352449e+01 9.555329e+00 6.125216e+00 3.548004e+00
[36,] 2.132731e+01 1.759825e+01 1.317179e+01 8.900864e+00 5.411472e+00
[37,] 2.465120e+01 2.152569e+01 1.695672e+01 1.200557e+01 7.619402e+00
[38,] 2.683606e+01 2.462250e+01 2.028530e+01 1.496643e+01 9.870439e+00
[39,] 2.733655e+01 2.618562e+01 2.244286e+01 1.718061e+01 1.173343e+01
[40,] 2.587583e+01 2.574747e+01 2.286645e+01 1.810626e+01 1.277357e+01
[41,] 2.261467e+01 2.329322e+01 2.137888e+01 1.747408e+01 1.271396e+01
[42,] 1.814929e+01 1.930859e+01 1.828525e+01 1.540886e+01 1.155225e+01
[43,] 1.331505e+01 1.461412e+01 1.426805e+01 1.238940e+01 9.567259e+00
[44,] 8.896757e+00 1.006894e+01 1.013206e+01 9.064545e+00 7.209657e+00
[45,] 5.397555e+00 6.298537e+00 6.532859e+00 6.022550e+00 4.934842e+00
[46,] 2.965732e+00 3.568930e+00 3.816453e+00 3.626606e+00 3.062449e+00
[47,] 1.472690e+00 1.828114e+00 2.016184e+00 1.975597e+00 1.719966e+00
[48,] 6.597238e-01 8.450436e-01 9.615399e-01 9.719255e-01 8.727473e-01
[49,] 2.662216e-01 3.519826e-01 4.133519e-01 4.311652e-01 3.994877e-01
[50,] 9.665556e-02 1.319437e-01 1.599676e-01 1.722493e-01 1.647304e-01
             [,50]
 [1,] 5.502389e-11
 [2,] 2.540521e-10
 [3,] 1.050290e-09
 [4,] 3.887860e-09
 [5,] 1.288630e-08
 [6,] 3.824404e-08
 [7,] 1.016292e-07
 [8,] 2.418206e-07
 [9,] 5.152175e-07
[10,] 9.829052e-07
[11,] 1.679030e-06
[12,] 2.568225e-06
[13,] 3.517531e-06
[14,] 4.313952e-06
[15,] 4.737490e-06
[16,] 4.658678e-06
[17,] 4.102516e-06
[18,] 3.237430e-06
[19,] 2.304419e-06
[20,] 1.574873e-06
[21,] 1.563902e-06
[22,] 4.242261e-06
[23,] 1.787357e-05
[24,] 7.384668e-05
[25,] 2.786641e-04
[26,] 9.567843e-04
[27,] 3.001644e-03
[28,] 8.653449e-03
[29,] 2.306225e-02
[30,] 5.712108e-02
[31,] 1.319540e-01
[32,] 2.846176e-01
[33,] 5.724068e-01
[34,] 1.069885e+00
[35,] 1.850898e+00
[36,] 2.951955e+00
[37,] 4.325973e+00
[38,] 5.810912e+00
[39,] 7.142677e+00
[40,] 8.024602e+00
[41,] 8.232246e+00
[42,] 7.704158e+00
[43,] 6.569765e+00
[44,] 5.097988e+00
[45,] 3.594088e+00
[46,] 2.298148e+00
[47,] 1.330484e+00
[48,] 6.962228e-01
[49,] 3.287853e-01
[50,] 1.399242e-01

> 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  
     6.4059       0.3758  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/7sejh1194091840.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] 7.045363 7.094532 7.143701 7.192869 7.242038 7.291207 7.340376 7.389545
 [9] 7.438714 7.487883 7.537051 7.586220 7.635389 7.684558 7.733727 7.782896
[17] 7.832065 7.881234 7.930402 7.979571 8.028740 8.077909 8.127078 8.176247
[25] 8.225416 8.274584 8.323753 8.372922 8.422091 8.471260 8.520429 8.569598
[33] 8.618766 8.667935 8.717104 8.766273 8.815442 8.864611 8.913780 8.962949
[41] 9.012117 9.061286 9.110455 9.159624 9.208793 9.257962 9.307131 9.356299
[49] 9.405468 9.454637

$yords
 [1]  7.558547  7.633709  7.708870  7.784031  7.859193  7.934354  8.009515
 [8]  8.084677  8.159838  8.234999  8.310161  8.385322  8.460483  8.535645
[15]  8.610806  8.685967  8.761129  8.836290  8.911451  8.986613  9.061774
[22]  9.136935  9.212097  9.287258  9.362419  9.437581  9.512742  9.587903
[29]  9.663065  9.738226  9.813387  9.888549  9.963710 10.038871 10.114033
[36] 10.189194 10.264355 10.339517 10.414678 10.489839 10.565001 10.640162
[43] 10.715323 10.790485 10.865646 10.940807 11.015969 11.091130 11.166291
[50] 11.241453

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 2.188688e-01 8.008373e-01 2.321311e+00 4.992481e+00 7.971086e+00
 [2,] 1.899460e-01 5.196600e-01 1.766879e+00 4.700212e+00 9.294888e+00
 [3,] 3.957881e-01 4.078553e-01 1.117103e+00 3.520754e+00 8.605196e+00
 [4,] 1.107457e+00 7.535412e-01 8.026209e-01 2.174032e+00 6.342023e+00
 [5,] 2.652040e+00 2.018696e+00 1.310387e+00 1.446178e+00 3.831013e+00
 [6,] 5.062750e+00 4.724317e+00 3.344943e+00 2.084866e+00 2.383164e+00
 [7,] 7.651672e+00 8.842765e+00 7.640178e+00 5.046449e+00 3.039218e+00
 [8,] 9.155296e+00 1.312062e+01 1.401140e+01 1.123466e+01 6.943592e+00
 [9,] 8.677814e+00 1.542933e+01 2.039846e+01 2.017290e+01 1.504814e+01
[10,] 6.520197e+00 1.438972e+01 2.356609e+01 2.880239e+01 2.644405e+01
[11,] 3.885964e+00 1.065093e+01 2.162144e+01 3.268363e+01 3.702504e+01
[12,] 1.838198e+00 6.261574e+00 1.576894e+01 2.950819e+01 4.128702e+01
[13,] 6.906152e-01 2.926355e+00 9.152725e+00 2.122918e+01 3.673516e+01
[14,] 2.062658e-01 1.088566e+00 4.234945e+00 1.219724e+01 2.615527e+01
[15,] 4.904587e-02 3.229428e-01 1.566163e+00 5.616039e+00 1.496922e+01
[16,] 9.308272e-03 7.666582e-02 4.649635e-01 2.083908e+00 6.935745e+00
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[28,] 1.855143e+01 1.334976e+01 7.346411e+00 3.044745e+00 9.423949e-01
[29,] 1.448509e+01 1.187941e+01 7.902324e+00 4.039154e+00 1.552364e+00
[30,] 1.289174e+01 9.629961e+00 6.994935e+00 4.264550e+00 2.015385e+00
[31,] 1.766191e+01 1.001241e+01 6.051572e+00 3.797397e+00 2.096702e+00
[32,] 2.935757e+01 1.602063e+01 7.521462e+00 3.632532e+00 1.911977e+00
[33,] 4.366111e+01 2.801820e+01 1.366299e+01 5.466911e+00 2.117928e+00
[34,] 5.289243e+01 4.207537e+01 2.480930e+01 1.101951e+01 3.886069e+00
[35,] 5.137217e+01 5.110310e+01 3.775192e+01 2.074437e+01 8.596636e+00
[36,] 4.021663e+01 4.976094e+01 4.642136e+01 3.233865e+01 1.693744e+01
[37,] 2.604935e+01 3.897769e+01 4.594692e+01 4.088490e+01 2.752000e+01
[38,] 1.511233e+01 2.488997e+01 3.670715e+01 4.186201e+01 3.642664e+01
[39,] 9.296858e+00 1.348711e+01 2.382725e+01 3.476162e+01 3.919849e+01
[40,] 6.911995e+00 6.901583e+00 1.277948e+01 2.345174e+01 3.423261e+01
[41,] 5.576998e+00 3.961783e+00 5.940668e+00 1.290612e+01 2.420051e+01
[42,] 4.093823e+00 2.669537e+00 2.682937e+00 5.875348e+00 1.381601e+01
[43,] 2.507113e+00 1.805189e+00 1.359896e+00 2.312679e+00 6.372573e+00
[44,] 1.253187e+00 1.062536e+00 7.687457e-01 8.733522e-01 2.399255e+00
[45,] 5.175159e-01 5.149711e-01 4.165747e-01 3.588625e-01 7.652298e-01
[46,] 1.843600e-01 2.046208e-01 1.932337e-01 1.595853e-01 2.263876e-01
[47,] 6.092115e-02 6.867416e-02 7.389248e-02 6.737820e-02 7.031468e-02
[48,] 1.985803e-02 2.074962e-02 2.354463e-02 2.444058e-02 2.349554e-02
[49,] 6.316232e-03 6.081045e-03 6.568865e-03 7.407895e-03 7.585767e-03
[50,] 1.830227e-03 1.764434e-03 1.732515e-03 1.926638e-03 2.148194e-03
             [,41]        [,42]        [,43]        [,44]        [,45]
 [1,] 1.362453e-49 5.637628e-53 1.702692e-56 3.752681e-60 6.034686e-64
 [2,] 1.946090e-46 1.007131e-49 3.804569e-53 1.048848e-56 2.109802e-60
 [3,] 2.180671e-43 1.411404e-46 6.668735e-50 2.299572e-53 5.786139e-57
 [4,] 1.916934e-40 1.551654e-43 9.169624e-47 3.954997e-50 1.244792e-53
 [5,] 1.321945e-37 1.338179e-40 9.890691e-44 5.335880e-47 2.100687e-50
 [6,] 7.151910e-35 9.053622e-38 8.369138e-41 5.647268e-44 2.780955e-47
 [7,] 3.035521e-32 4.805265e-35 5.555344e-38 4.688561e-41 2.887955e-44
 [8,] 1.010761e-29 2.000777e-32 2.892781e-35 3.053562e-38 2.352594e-41
 [9,] 2.640469e-27 6.535503e-30 1.181697e-32 1.560095e-35 1.503400e-38
[10,] 5.411700e-25 1.674782e-27 3.786877e-30 6.252729e-33 7.536501e-36
[11,] 8.701847e-23 3.366971e-25 9.520110e-28 1.965907e-30 2.963685e-33
[12,] 1.097802e-20 5.310432e-23 1.877563e-25 4.848819e-28 9.142511e-31
[13,] 1.086624e-18 6.571059e-21 2.904977e-23 9.381907e-26 2.212442e-28
[14,] 8.438951e-17 6.379169e-19 3.526084e-21 1.424077e-23 4.200059e-26
[15,] 5.142313e-15 4.858699e-17 3.357733e-19 1.695753e-21 6.254814e-24
[16,] 2.458688e-13 2.903446e-15 2.508486e-17 1.584112e-19 7.307269e-22
[17,] 9.224285e-12 1.361292e-13 1.470254e-15 1.160926e-17 6.696951e-20
[18,] 2.715573e-10 5.007763e-12 6.760778e-14 6.674594e-16 4.814885e-18
[19,] 6.273411e-09 1.445444e-10 2.439111e-12 3.010590e-14 2.715716e-16
[20,] 1.137299e-07 3.273667e-09 6.904055e-11 1.065343e-12 1.201643e-14
[21,] 1.618054e-06 5.817774e-08 1.533291e-09 2.957646e-11 4.171239e-13
[22,] 1.806660e-05 8.113000e-07 2.671789e-08 6.442103e-10 1.135944e-11
[23,] 1.583234e-04 8.878159e-06 3.652975e-07 1.100883e-08 2.426924e-10
[24,] 1.088985e-03 7.624261e-05 3.918956e-06 1.476030e-07 4.067886e-09
[25,] 5.879355e-03 5.138346e-04 3.299027e-05 1.552739e-06 5.349350e-08
[26,] 2.491696e-02 2.717809e-03 2.179249e-04 1.281625e-05 5.518990e-07
[27,] 8.289850e-02 1.128251e-02 1.129663e-03 8.300299e-05 4.467374e-06
[28,] 2.165327e-01 3.676277e-02 4.595457e-03 4.218019e-04 2.837184e-05
[29,] 4.441313e-01 9.402969e-02 1.467128e-02 1.681975e-03 1.413757e-04
[30,] 7.159213e-01 1.888363e-01 3.676277e-02 5.263156e-03 5.527460e-04
[31,] 9.110664e-01 2.981326e-01 7.232809e-02 1.292534e-02 1.695750e-03
[32,] 9.400283e-01 3.727934e-01 1.119628e-01 2.492735e-02 4.082925e-03
[33,] 9.058145e-01 3.864746e-01 1.382445e-01 3.791016e-02 7.725702e-03
[34,] 1.237181e+00 4.184757e-01 1.486305e-01 4.684072e-02 1.160695e-02
[35,] 2.783174e+00 7.647384e-01 2.041848e-01 5.682871e-02 1.496723e-02
[36,] 6.762421e+00 2.107621e+00 5.350953e-01 1.187811e-01 2.490080e-02
[37,] 1.415667e+01 5.634907e+00 1.757856e+00 4.356236e-01 8.734932e-02
[38,] 2.435851e+01 1.262575e+01 5.100709e+00 1.607164e+00 3.936303e-01
[39,] 3.412418e+01 2.304424e+01 1.209014e+01 4.911873e+00 1.534306e+00
[40,] 3.873836e+01 3.396431e+01 2.303737e+01 1.202668e+01 4.794930e+00
[41,] 3.546966e+01 4.018927e+01 3.506033e+01 2.340895e+01 1.187151e+01
[42,] 2.607255e+01 3.799264e+01 4.243040e+01 3.608815e+01 2.320902e+01
[43,] 1.532332e+01 2.857870e+01 4.069994e+01 4.395831e+01 3.576754e+01
[44,] 7.181401e+00 1.705231e+01 3.086816e+01 4.223462e+01 4.340188e+01
[45,] 2.685131e+00 8.053258e+00 1.847827e+01 3.196827e+01 4.143531e+01
[46,] 8.078289e-01 3.007242e+00 8.719825e+00 1.904656e+01 3.110500e+01
[47,] 2.014222e-01 8.889680e-01 3.241302e+00 8.926756e+00 1.835316e+01
[48,] 4.487304e-02 2.094244e-01 9.489346e-01 3.289787e+00 8.509075e+00
[49,] 1.009301e-02 4.017772e-02 2.190601e-01 9.531028e-01 3.099196e+00
[50,] 2.447224e-03 6.649378e-03 4.006161e-02 2.170933e-01 8.866327e-01
             [,46]        [,47]        [,48]        [,49]        [,50]
 [1,] 7.079877e-68 6.059371e-72 3.783084e-76 1.722880e-80 5.723359e-85
 [2,] 3.096271e-64 3.314926e-68 2.588987e-72 1.474959e-76 6.129414e-81
 [3,] 1.062209e-60 1.422579e-64 1.389853e-68 9.905105e-73 5.149213e-77
 [4,] 2.858508e-57 4.788897e-61 5.852796e-65 5.217866e-69 3.393257e-73
 [5,] 6.034235e-54 1.264579e-57 1.933338e-61 2.156134e-65 1.754045e-69
 [6,] 9.992410e-51 2.619508e-54 5.009727e-58 6.989071e-62 7.112549e-66
 [7,] 1.298011e-47 4.256487e-51 1.018302e-54 1.777127e-58 2.262373e-62
 [8,] 1.322644e-44 5.425457e-48 1.623643e-51 3.544602e-55 5.644849e-59
 [9,] 1.057242e-41 5.424824e-45 2.030800e-48 5.545973e-52 1.104844e-55
[10,] 6.629318e-39 4.254952e-42 1.992513e-45 6.806818e-49 1.696307e-52
[11,] 3.260807e-36 2.617953e-39 1.533525e-42 6.553366e-46 2.042965e-49
[12,] 1.258191e-33 1.263544e-36 9.258472e-40 4.949276e-43 1.930070e-46
[13,] 3.808333e-31 4.783893e-34 4.384774e-37 2.932083e-40 1.430346e-43
[14,] 9.042599e-29 1.420816e-31 1.628985e-34 1.362608e-37 8.315102e-41
[15,] 1.684300e-26 3.310217e-29 4.747290e-32 4.967314e-35 3.791826e-38
[16,] 2.461040e-24 6.049822e-27 1.085270e-29 1.420473e-32 1.356402e-35
[17,] 2.820913e-22 8.673490e-25 1.946215e-27 3.186414e-30 3.806131e-33
[18,] 2.536513e-20 9.754713e-23 2.737839e-25 5.607023e-28 8.377952e-31
[19,] 1.789215e-18 8.606075e-21 3.021272e-23 7.739687e-26 1.446606e-28
[20,] 9.900750e-17 5.956168e-19 2.615392e-21 8.380606e-24 1.959391e-26
[21,] 4.297915e-15 3.233728e-17 1.776036e-19 7.118541e-22 2.081863e-24
[22,] 1.463641e-13 1.377260e-15 9.460968e-18 4.743188e-20 1.735176e-22
[23,] 3.910220e-12 4.601580e-14 3.953571e-16 2.479215e-18 1.134477e-20
[24,] 8.195257e-11 1.206089e-12 1.296033e-14 1.016540e-16 5.818490e-19
[25,] 1.347481e-09 2.479912e-11 3.332860e-13 3.269660e-15 2.340926e-17
[26,] 1.738146e-08 4.000190e-10 6.723488e-12 8.249918e-14 7.388035e-16
[27,] 1.758971e-07 5.061934e-09 1.064024e-10 1.632930e-12 1.829092e-14
[28,] 1.396516e-06 5.025133e-08 1.320962e-09 2.535470e-11 3.552292e-13
[29,] 8.698698e-06 3.913620e-07 1.286514e-08 3.088335e-10 5.411901e-12
[30,] 4.251003e-05 2.391193e-06 9.829401e-08 2.950989e-09 6.467861e-11
[31,] 1.629928e-04 1.146204e-05 5.891588e-07 2.212029e-08 6.063772e-10
[32,] 4.903635e-04 4.310577e-05 2.770369e-06 1.300763e-07 4.459632e-09
[33,] 1.158097e-03 1.272075e-04 1.022058e-05 6.000731e-07 2.572976e-08
[34,] 2.155113e-03 2.949995e-04 2.960071e-05 2.172293e-06 1.164668e-07
[35,] 3.259414e-03 5.443991e-04 6.765544e-05 6.184794e-06 4.140291e-07
[36,] 4.988435e-03 8.864543e-04 1.278355e-04 1.413884e-05 1.166651e-06
[37,] 1.460676e-02 2.120147e-03 2.734670e-04 3.065623e-05 2.826381e-06
[38,] 7.465493e-02 1.097932e-02 1.268881e-03 1.186934e-04 9.334780e-06
[39,] 3.652527e-01 6.572841e-02 8.893376e-03 9.044759e-04 6.969143e-05
[40,] 1.447253e+00 3.279792e-01 5.542445e-02 6.949005e-03 6.445837e-04
[41,] 4.536464e+00 1.296626e+00 2.754843e-01 4.329443e-02 5.014603e-03
[42,] 1.120536e+01 4.034892e+00 1.077674e+00 2.125640e-01 3.085920e-02
[43,] 2.178258e+01 9.870982e+00 3.312157e+00 8.197118e-01 1.491779e-01
[44,] 3.330018e+01 1.897499e+01 7.994458e+00 2.481619e+00 5.660307e-01
[45,] 4.001468e+01 2.865220e+01 1.515067e+01 5.897188e+00 1.685488e+00
[46,] 3.778086e+01 3.397752e+01 2.254121e+01 1.099894e+01 3.938525e+00
[47,] 2.802144e+01 3.163806e+01 2.632563e+01 1.609988e+01 7.221772e+00
[48,] 1.632261e+01 2.312900e+01 2.413237e+01 1.849421e+01 1.039059e+01
[49,] 7.466271e+00 1.327359e+01 1.736244e+01 1.667133e+01 1.173029e+01
[50,] 2.681517e+00 5.979549e+00 9.803629e+00 1.179259e+01 1.039055e+01

> 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  
    -0.4299       1.1725  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/1xons1194091839.ps tmp/1xons1194091839.png")
> system("convert tmp/24pcr1194091839.ps tmp/24pcr1194091839.png")
> system("convert tmp/3q2r61194091839.ps tmp/3q2r61194091839.png")
> system("convert tmp/4rdbw1194091839.ps tmp/4rdbw1194091839.png")
> system("convert tmp/5psmz1194091839.ps tmp/5psmz1194091839.png")
> system("convert tmp/6ial81194091839.ps tmp/6ial81194091839.png")
> system("convert tmp/7sejh1194091840.ps tmp/7sejh1194091840.png")
> 
> 
> proc.time()
   user  system elapsed 
  2.272   1.306   2.647