R version 2.6.1 (2007-11-26)
Copyright (C) 2007 The R Foundation for Statistical Computing
ISBN 3-900051-07-0

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> z <- c(103.8,100.8,110.6,104.0,112.6,107.3,98.9,109.8,104.9,102.2,123.9,124.9,112.7,121.9,100.6,104.3,120.4,107.5,102.9,125.6,107.5,108.8,128.4,121.1,119.5,128.7,108.7,105.5,119.8,111.3,110.6,120.1,97.5,107.7,127.3,117.2,119.8,116.2,111.0,112.4,130.6,109.1,118.8,123.9,101.6,112.8,128.0,129.6,125.8,119.5,115.7,113.6,129.7,112.0,116.8,127.0,112.1,113.3,120.5,127.7)
> y <- c(93.9,89.8,93.4,101.5,110.4,105.9,108.4,113.9,86.1,69.4,101.2,100.5,98.0,106.6,90.1,96.9,125.9,112.0,100.0,123.9,79.8,83.4,113.6,112.9,104.0,109.9,99.0,106.3,128.9,111.1,102.9,130.0,87.0,87.5,117.6,103.4,110.8,112.6,102.5,112.4,135.6,105.1,127.7,137.0,91.0,90.5,122.4,123.3,124.3,120.0,118.1,119.0,142.7,123.6,129.6,151.6,110.4,99.3,129.1,134.1)
> x <- c(101.2,93.1,84.2,85.8,91.8,92.4,80.3,79.7,62.5,57.1,100.8,100.7,86.2,83.2,71.7,77.5,89.8,80.3,78.7,93.8,57.6,60.6,91.0,85.3,77.4,77.3,68.3,69.9,81.7,75.1,69.9,84.0,54.3,60.0,89.9,77.0,85.3,77.6,69.2,75.5,85.7,72.2,79.9,85.3,52.2,61.2,82.4,85.4,78.2,70.2,70.2,69.3,77.5,66.1,69.0,79.2,56.2,64.5,77.4,88.5)
> par7 = 'Tot.C'
> par6 = 'Invest.G.'
> par5 = 'Duur.G.'
> 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/1g9uz1197637778.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/2ebvw1197637778.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/3geg81197637778.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/4mgpg1197637778.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/5qc0o1197637778.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  
     69.808        0.514  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/6qmow1197637778.ps",horizontal=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) 
> op <- KernSur(y,z, xgridsize=par1, ygridsize=par2, correlation=cor(y,z), xbandwidth=dpik(y), ybandwidth=dpik(z))
> op
$xords
 [1]  56.38834  58.59698  60.80562  63.01426  65.22290  67.43154  69.64018
 [8]  71.84881  74.05745  76.26609  78.47473  80.68337  82.89201  85.10065
[15]  87.30929  89.51793  91.72657  93.93521  96.14385  98.35248 100.56112
[22] 102.76976 104.97840 107.18704 109.39568 111.60432 113.81296 116.02160
[29] 118.23024 120.43888 122.64752 124.85615 127.06479 129.27343 131.48207
[36] 133.69071 135.89935 138.10799 140.31663 142.52527 144.73391 146.94255
[43] 149.15119 151.35982 153.56846 155.77710 157.98574 160.19438 162.40302
[50] 164.61166

$yords
 [1]  90.92672  91.87052  92.81433  93.75814  94.70195  95.64575  96.58956
 [8]  97.53337  98.47718  99.42098 100.36479 101.30860 102.25241 103.19621
[15] 104.14002 105.08383 106.02764 106.97144 107.91525 108.85906 109.80287
[22] 110.74667 111.69048 112.63429 113.57810 114.52190 115.46571 116.40952
[29] 117.35333 118.29713 119.24094 120.18475 121.12856 122.07236 123.01617
[36] 123.95998 124.90379 125.84759 126.79140 127.73521 128.67902 129.62282
[43] 130.56663 131.51044 132.45425 133.39805 134.34186 135.28567 136.22948
[50] 137.17328

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 5.593462e-04 9.978839e-04 1.655758e-03 2.523234e-03 3.513068e-03
 [2,] 5.305478e-04 9.368889e-04 1.615540e-03 2.618226e-03 3.918139e-03
 [3,] 5.905529e-04 9.128555e-04 1.512035e-03 2.501390e-03 3.942873e-03
 [4,] 8.688651e-04 1.091625e-03 1.540906e-03 2.372544e-03 3.734425e-03
 [5,] 1.516393e-03 1.685803e-03 1.977526e-03 2.562846e-03 3.650116e-03
 [6,] 2.653594e-03 2.912056e-03 3.140427e-03 3.491428e-03 4.199805e-03
 [7,] 4.273962e-03 4.887988e-03 5.300405e-03 5.589893e-03 5.967933e-03
 [8,] 6.148006e-03 7.480154e-03 8.501351e-03 9.133269e-03 9.473835e-03
 [9,] 7.823285e-03 1.020545e-02 1.235644e-02 1.396716e-02 1.489282e-02
[10,] 8.784226e-03 1.232468e-02 1.600219e-02 1.928770e-02 2.169561e-02
[11,] 8.710276e-03 1.315635e-02 1.836724e-02 2.374103e-02 2.849271e-02
[12,] 7.661246e-03 1.244008e-02 1.868139e-02 2.595250e-02 3.339720e-02
[13,] 6.051576e-03 1.049203e-02 1.690145e-02 2.522664e-02 3.486687e-02
[14,] 4.435095e-03 8.037731e-03 1.374305e-02 2.193538e-02 3.251807e-02
[15,] 3.252498e-03 5.850997e-03 1.030339e-02 1.731389e-02 2.732912e-02
[16,] 2.682356e-03 4.435312e-03 7.550830e-03 1.283426e-02 2.110715e-02
[17,] 2.633124e-03 3.892662e-03 5.979106e-03 9.582927e-03 1.562900e-02
[18,] 2.836116e-03 3.976362e-03 5.534116e-03 7.945366e-03 1.198166e-02
[19,] 2.984814e-03 4.256451e-03 5.755136e-03 7.630351e-03 1.033818e-02
[20,] 2.868977e-03 4.325211e-03 6.031641e-03 7.922586e-03 1.010844e-02
[21,] 2.449244e-03 3.967327e-03 5.880880e-03 8.043926e-03 1.031821e-02
[22,] 1.838099e-03 3.219180e-03 5.136528e-03 7.494512e-03 1.007549e-02
[23,] 1.208155e-03 2.293319e-03 3.958661e-03 6.224393e-03 8.946104e-03
[24,] 6.945399e-04 1.430293e-03 2.676377e-03 4.554091e-03 7.058378e-03
[25,] 3.490308e-04 7.801022e-04 1.583722e-03 2.921521e-03 4.901069e-03
[26,] 1.532962e-04 3.719239e-04 8.194915e-04 1.640155e-03 2.982988e-03
[27,] 5.883861e-05 1.549721e-04 3.706617e-04 8.051528e-04 1.588723e-03
[28,] 1.973514e-05 5.643068e-05 1.465232e-04 3.454911e-04 7.398750e-04
[29,] 5.784391e-06 1.795660e-05 5.061714e-05 1.295662e-04 3.011868e-04
[30,] 1.481534e-06 4.993132e-06 1.528047e-05 4.246302e-05 1.071552e-04
[31,] 3.315889e-07 1.213273e-06 4.031035e-06 1.216128e-05 3.331639e-05
[32,] 6.485185e-08 2.576196e-07 9.292515e-07 3.043610e-06 9.052188e-06
[33,] 1.108352e-08 4.780054e-08 1.871909e-07 6.656348e-07 2.149274e-06
[34,] 1.655262e-09 7.750338e-09 3.295117e-08 1.272093e-07 4.459321e-07
[35,] 2.160176e-10 1.098100e-09 5.068631e-09 2.124401e-08 8.085039e-08
[36,] 2.463453e-11 1.359553e-10 6.813085e-10 3.100187e-09 1.280945e-08
[37,] 2.454893e-12 1.470902e-11 8.002585e-11 3.953419e-10 1.773426e-09
[38,] 2.137736e-13 1.390606e-12 8.213909e-12 4.405460e-11 2.145505e-10
[39,] 1.626703e-14 1.148835e-13 7.367203e-13 4.289857e-12 2.268190e-11
[40,] 1.081672e-15 8.293625e-15 5.774155e-14 3.650293e-13 2.095381e-12
[41,] 6.285138e-17 5.231941e-16 3.954633e-15 2.714217e-14 1.691526e-13
[42,] 3.191312e-18 2.884142e-17 2.366787e-16 1.763586e-15 1.193245e-14
[43,] 1.415971e-19 1.389316e-18 1.237778e-17 1.001335e-16 7.355488e-16
[44,] 5.490033e-21 5.848182e-20 5.656684e-19 4.968186e-18 3.962131e-17
[45,] 1.860055e-22 2.151152e-21 2.258975e-20 2.154005e-19 1.864991e-18
[46,] 5.506931e-24 6.914395e-23 7.883044e-22 8.160719e-21 7.671103e-20
[47,] 1.424719e-25 1.942107e-24 2.403877e-23 2.701755e-22 2.757239e-21
[48,] 3.220912e-27 4.766747e-26 6.405611e-25 7.816163e-24 8.660070e-23
[49,] 6.363039e-29 1.022368e-27 1.491574e-26 1.975956e-25 2.376863e-24
[50,] 1.098449e-30 1.916117e-29 3.035003e-28 4.365065e-27 5.700554e-26
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 4.458928e-03 5.154519e-03 5.425039e-03 5.198013e-03 4.534420e-03
 [2,] 5.372953e-03 6.729362e-03 7.686689e-03 8.002916e-03 7.593053e-03
 [3,] 5.782048e-03 7.802848e-03 9.642997e-03 1.088944e-02 1.122558e-02
 [4,] 5.695024e-03 8.160407e-03 1.082336e-02 1.319492e-02 1.473744e-02
 [5,] 5.424816e-03 7.956719e-03 1.110062e-02 1.444429e-02 1.736098e-02
 [6,] 5.538156e-03 7.732872e-03 1.084924e-02 1.468009e-02 1.869855e-02
 [7,] 6.753567e-03 8.300142e-03 1.088035e-02 1.454954e-02 1.902863e-02
 [8,] 9.814722e-03 1.058875e-02 1.225380e-02 1.513797e-02 1.928174e-02
 [9,] 1.525490e-02 1.545451e-02 1.607803e-02 1.772018e-02 2.077785e-02
[10,] 2.298735e-02 2.331529e-02 2.322721e-02 2.351215e-02 2.494097e-02
[11,] 3.190482e-02 3.361850e-02 3.382888e-02 3.327348e-02 3.299732e-02
[12,] 3.991266e-02 4.450001e-02 4.666110e-02 4.665141e-02 4.544155e-02
[13,] 4.466448e-02 5.315038e-02 5.901242e-02 6.160967e-02 6.128094e-02
[14,] 4.469488e-02 5.697446e-02 6.749864e-02 7.463982e-02 7.763262e-02
[15,] 4.019275e-02 5.489332e-02 6.959595e-02 8.206591e-02 9.039554e-02
[16,] 3.286565e-02 4.787632e-02 6.490359e-02 8.178635e-02 9.596503e-02
[17,] 2.504643e-02 3.836339e-02 5.525273e-02 7.425908e-02 9.293998e-02
[18,] 1.868186e-02 2.906981e-02 4.368585e-02 6.209647e-02 8.264537e-02
[19,] 1.472782e-02 2.194648e-02 3.309841e-02 4.871694e-02 6.825679e-02
[20,] 1.306146e-02 1.770763e-02 2.529640e-02 3.699683e-02 5.331889e-02
[21,] 1.277190e-02 1.589583e-02 2.069321e-02 2.850643e-02 4.055123e-02
[22,] 1.266952e-02 1.531042e-02 1.851559e-02 2.336372e-02 3.127387e-02
[23,] 1.183901e-02 1.463618e-02 1.735573e-02 2.055205e-02 2.537096e-02
[24,] 9.999355e-03 1.304226e-02 1.589072e-02 1.857284e-02 2.168807e-02
[25,] 7.489752e-03 1.046437e-02 1.346807e-02 1.621044e-02 1.875601e-02
[26,] 4.934255e-03 7.437050e-03 1.025411e-02 1.303976e-02 1.554518e-02
[27,] 2.848964e-03 4.647525e-03 6.911417e-03 9.411598e-03 1.184510e-02
[28,] 1.439398e-03 2.545315e-03 4.095892e-03 6.012999e-03 8.096135e-03
[29,] 6.359083e-04 1.219845e-03 2.127465e-03 3.378351e-03 4.899988e-03
[30,] 2.455745e-04 5.112157e-04 9.670685e-04 1.663919e-03 2.608968e-03
[31,] 8.288535e-05 1.872804e-04 3.844302e-04 7.173049e-04 1.218126e-03
[32,] 2.444803e-05 5.996469e-05 1.335940e-04 2.704494e-04 4.979172e-04
[33,] 6.301786e-06 1.677942e-05 4.057755e-05 8.914735e-05 1.780327e-04
[34,] 1.419478e-06 4.103146e-06 1.077142e-05 2.568514e-05 5.565817e-05
[35,] 2.794048e-07 8.768093e-07 2.498765e-06 6.467825e-06 1.521042e-05
[36,] 4.805918e-08 1.637328e-07 5.065601e-07 1.423346e-06 3.633114e-06
[37,] 7.223614e-09 2.671807e-08 8.973922e-08 2.737305e-07 7.584187e-07
[38,] 9.487845e-10 3.809882e-09 1.389233e-08 4.600312e-08 1.383604e-07
[39,] 1.088967e-10 4.747376e-10 1.879346e-09 6.756116e-09 2.205845e-08
[40,] 1.092185e-11 5.169287e-11 2.221650e-10 8.670597e-10 3.073199e-09
[41,] 9.572157e-13 4.918595e-12 2.294983e-11 9.723881e-11 3.741564e-10
[42,] 7.330931e-14 4.089664e-13 2.071671e-12 9.529500e-12 3.980716e-11
[43,] 4.906137e-15 2.971432e-14 1.634160e-13 8.160852e-13 3.700911e-12
[44,] 2.869166e-16 1.886600e-15 1.126432e-14 6.107154e-14 3.006752e-13
[45,] 1.466232e-17 1.046707e-16 6.784961e-16 3.993700e-15 2.134630e-14
[46,] 6.547606e-19 5.074619e-18 3.571275e-17 2.282163e-16 1.324294e-15
[47,] 2.555043e-20 2.149897e-19 1.642614e-18 1.139606e-17 7.179346e-17
[48,] 8.712530e-22 7.959076e-21 6.602045e-20 4.972728e-19 3.401092e-18
[49,] 2.596129e-23 2.574800e-22 2.318770e-21 1.896143e-20 1.407957e-19
[50,] 6.759869e-25 7.278712e-24 7.116514e-23 6.317983e-22 5.093221e-21
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 3.601877e-03 2.605934e-03 1.717727e-03 1.031932e-03 5.652276e-04
 [2,] 6.565317e-03 5.174128e-03 3.717677e-03 2.436123e-03 1.456408e-03
 [3,] 1.055975e-02 9.063762e-03 7.099418e-03 5.075698e-03 3.313303e-03
 [4,] 1.505686e-02 1.406164e-02 1.200085e-02 9.359553e-03 6.671506e-03
 [5,] 1.918317e-02 1.944031e-02 1.804677e-02 1.533739e-02 1.193022e-02
 [6,] 2.213566e-02 2.419487e-02 2.433266e-02 2.247300e-02 1.903996e-02
 [7,] 2.366936e-02 2.756052e-02 2.978149e-02 2.972122e-02 2.731627e-02
 [8,] 2.432340e-02 2.948629e-02 3.371819e-02 3.598189e-02 3.560749e-02
 [9,] 2.527148e-02 3.074317e-02 3.627782e-02 4.068262e-02 4.281423e-02
[10,] 2.799546e-02 3.266937e-02 3.839109e-02 4.409353e-02 4.844382e-02
[11,] 3.398812e-02 3.682728e-02 4.147255e-02 4.721864e-02 5.283281e-02
[12,] 4.438036e-02 4.470443e-02 4.710227e-02 5.148342e-02 5.699128e-02
[13,] 5.926485e-02 5.724249e-02 5.671024e-02 5.845748e-02 6.233213e-02
[14,] 7.692481e-02 7.403799e-02 7.097978e-02 6.948410e-02 7.041746e-02
[15,] 9.373674e-02 9.266796e-02 8.897705e-02 8.494652e-02 8.248664e-02
[16,] 1.053246e-01 1.089932e-01 1.076878e-01 1.034052e-01 9.860231e-02
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[28,] 2.095643e-02 1.373866e-02 8.353653e-03 4.690563e-03 2.423852e-03
[29,] 2.442980e-02 1.668222e-02 1.064922e-02 6.320578e-03 3.471940e-03
[30,] 2.738124e-02 1.922163e-02 1.271640e-02 7.884616e-03 4.557608e-03
[31,] 2.996276e-02 2.141046e-02 1.450258e-02 9.273363e-03 5.571124e-03
[32,] 3.220389e-02 2.333720e-02 1.606558e-02 1.048376e-02 6.466098e-03
[33,] 3.390618e-02 2.494949e-02 1.743433e-02 1.155619e-02 7.257324e-03
[34,] 3.482447e-02 2.606343e-02 1.852272e-02 1.247905e-02 7.962794e-03
[35,] 3.494618e-02 2.656223e-02 1.920398e-02 1.317125e-02 8.553334e-03
[36,] 3.455118e-02 2.656161e-02 1.947045e-02 1.357306e-02 8.973668e-03
[37,] 3.396834e-02 2.633563e-02 1.948598e-02 1.374166e-02 9.216760e-03
[38,] 3.327870e-02 2.606207e-02 1.944585e-02 1.382369e-02 9.358644e-03
[39,] 3.225651e-02 2.564975e-02 1.938041e-02 1.391293e-02 9.494921e-03
[40,] 3.056656e-02 2.481035e-02 1.910589e-02 1.393933e-02 9.635101e-03
[41,] 2.800392e-02 2.327729e-02 1.836123e-02 1.370513e-02 9.667449e-03
[42,] 2.461061e-02 2.097116e-02 1.698648e-02 1.302500e-02 9.431775e-03
[43,] 2.067767e-02 1.803512e-02 1.500499e-02 1.183840e-02 8.825932e-03
[44,] 1.668322e-02 1.479361e-02 1.260620e-02 1.022843e-02 7.857130e-03
[45,] 1.315022e-02 1.167136e-02 1.009060e-02 8.383485e-03 6.626978e-03
[46,] 1.042799e-02 9.055423e-03 7.791085e-03 6.546887e-03 5.293579e-03
[47,] 8.523603e-03 7.130898e-03 5.959190e-03 4.951623e-03 4.033024e-03
[48,] 7.136644e-03 5.805566e-03 4.660830e-03 3.738328e-03 2.990898e-03
[49,] 5.891455e-03 4.804228e-03 3.767365e-03 2.902306e-03 2.230841e-03
[50,] 4.581501e-03 3.867684e-03 3.064120e-03 2.320622e-03 1.717097e-03

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

Call:
lm(formula = z ~ y)

Coefficients:
(Intercept)            y  
    71.2244       0.3973  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/710ys1197637778.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]  43.70831  45.05491  46.40151  47.74811  49.09471  50.44131  51.78791
 [8]  53.13451  54.48111  55.82771  57.17431  58.52091  59.86751  61.21411
[15]  62.56071  63.90731  65.25390  66.60050  67.94710  69.29370  70.64030
[22]  71.98690  73.33350  74.68010  76.02670  77.37330  78.71990  80.06650
[29]  81.41310  82.75970  84.10630  85.45290  86.79950  88.14610  89.49269
[36]  90.83929  92.18589  93.53249  94.87909  96.22569  97.57229  98.91889
[43] 100.26549 101.61209 102.95869 104.30529 105.65189 106.99849 108.34509
[50] 109.69169

$yords
 [1]  90.92672  91.87052  92.81433  93.75814  94.70195  95.64575  96.58956
 [8]  97.53337  98.47718  99.42098 100.36479 101.30860 102.25241 103.19621
[15] 104.14002 105.08383 106.02764 106.97144 107.91525 108.85906 109.80287
[22] 110.74667 111.69048 112.63429 113.57810 114.52190 115.46571 116.40952
[29] 117.35333 118.29713 119.24094 120.18475 121.12856 122.07236 123.01617
[36] 123.95998 124.90379 125.84759 126.79140 127.73521 128.67902 129.62282
[43] 130.56663 131.51044 132.45425 133.39805 134.34186 135.28567 136.22948
[50] 137.17328

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 3.489438e-03 4.483236e-03 5.546579e-03 6.617859e-03 7.621980e-03
 [2,] 4.577472e-03 5.982990e-03 7.521541e-03 9.112347e-03 1.065413e-02
 [3,] 5.646511e-03 7.519177e-03 9.618540e-03 1.184574e-02 1.407172e-02
 [4,] 6.542701e-03 8.889648e-03 1.158810e-02 1.452725e-02 1.755326e-02
 [5,] 7.114995e-03 9.877487e-03 1.314030e-02 1.679319e-02 2.066730e-02
 [6,] 7.257725e-03 1.030769e-02 1.401400e-02 1.828486e-02 2.295403e-02
 [7,] 6.945097e-03 1.010114e-02 1.405234e-02 1.874510e-02 2.403913e-02
 [8,] 6.242914e-03 9.304123e-03 1.325635e-02 1.809996e-02 2.374446e-02
 [9,] 5.291680e-03 8.079786e-03 1.179312e-02 1.649219e-02 2.215357e-02
[10,] 4.267480e-03 6.663903e-03 9.953366e-03 1.425019e-02 1.960271e-02
[11,] 3.335990e-03 5.302023e-03 8.073903e-03 1.180240e-02 1.659736e-02
[12,] 2.616002e-03 4.191262e-03 6.454251e-03 9.568879e-03 1.368406e-02
[13,] 2.162606e-03 3.444903e-03 5.295098e-03 7.867797e-03 1.132294e-02
[14,] 1.971064e-03 3.086354e-03 4.674007e-03 6.863685e-03 9.800471e-03
[15,] 1.995310e-03 3.067716e-03 4.557798e-03 6.564687e-03 9.201291e-03
[16,] 2.172145e-03 3.301846e-03 4.839825e-03 6.859111e-03 9.434985e-03
[17,] 2.442695e-03 3.695654e-03 5.386102e-03 7.572523e-03 1.029866e-02
[18,] 2.765085e-03 4.174525e-03 6.075328e-03 8.525405e-03 1.155104e-02
[19,] 3.115526e-03 4.691578e-03 6.821691e-03 9.574587e-03 1.297544e-02
[20,] 3.479139e-03 5.220690e-03 7.575379e-03 1.062788e-02 1.441486e-02
[21,] 3.836117e-03 5.738586e-03 8.303911e-03 1.163076e-02 1.577193e-02
[22,] 4.151489e-03 6.206639e-03 8.965933e-03 1.253526e-02 1.697982e-02
[23,] 4.375640e-03 6.564137e-03 9.493827e-03 1.327068e-02 1.796362e-02
[24,] 4.457410e-03 6.739526e-03 9.798105e-03 1.373595e-02 1.861787e-02
[25,] 4.364360e-03 6.676241e-03 9.795117e-03 1.382299e-02 1.881848e-02
[26,] 4.099863e-03 6.360509e-03 9.445573e-03 1.346244e-02 1.846839e-02
[27,] 3.707309e-03 5.835728e-03 8.783098e-03 1.266784e-02 1.755450e-02
[28,] 3.257951e-03 5.193990e-03 7.915270e-03 1.155209e-02 1.618291e-02
[29,] 2.827297e-03 4.546928e-03 6.993156e-03 1.030267e-02 1.456765e-02
[30,] 2.470601e-03 3.988652e-03 6.161699e-03 9.123132e-03 1.297091e-02
[31,] 2.208051e-03 3.567236e-03 5.513050e-03 8.166343e-03 1.161886e-02
[32,] 2.024885e-03 3.276307e-03 5.062983e-03 7.489073e-03 1.063013e-02
[33,] 1.884435e-03 3.068086e-03 4.758539e-03 7.046273e-03 9.987907e-03
[34,] 1.746643e-03 2.879505e-03 4.510089e-03 6.724005e-03 9.565079e-03
[35,] 1.583601e-03 2.658599e-03 4.231106e-03 6.392584e-03 9.186562e-03
[36,] 1.386642e-03 2.380616e-03 3.868302e-03 5.955279e-03 8.698517e-03
[37,] 1.164380e-03 2.049991e-03 3.412375e-03 5.374174e-03 8.015698e-03
[38,] 9.350936e-04 1.691266e-03 2.890166e-03 4.668616e-03 7.133351e-03
[39,] 7.181472e-04 1.335815e-03 2.346648e-03 3.894478e-03 6.108543e-03
[40,] 5.280211e-04 1.010767e-03 1.826854e-03 3.118123e-03 5.027362e-03
[41,] 3.720979e-04 7.333210e-04 1.364304e-03 2.396410e-03 3.974849e-03
[42,] 2.514045e-04 5.101923e-04 9.773022e-04 1.767221e-03 3.016944e-03
[43,] 1.627086e-04 3.400347e-04 6.707193e-04 1.248772e-03 2.194722e-03
[44,] 1.006578e-04 2.166206e-04 4.399851e-04 8.434792e-04 1.526252e-03
[45,] 5.934159e-05 1.314967e-04 2.750073e-04 5.428181e-04 1.011243e-03
[46,] 3.322147e-05 7.579326e-05 1.631952e-04 3.316302e-04 6.360278e-04
[47,] 1.759893e-05 4.133373e-05 9.161833e-05 1.916561e-04 3.783804e-04
[48,] 8.793199e-06 2.125818e-05 4.850217e-05 1.044369e-04 2.122297e-04
[49,] 4.132237e-06 1.028221e-05 2.414578e-05 5.351190e-05 1.119219e-04
[50,] 1.822252e-06 4.666598e-06 1.127830e-05 2.572407e-05 5.537178e-05
              [,6]         [,7]         [,8]         [,9]       [,10]
 [1,] 0.0084764039 0.0091008387 0.0094303276 0.0094293200 0.009102317
 [2,] 0.0120325368 0.0131314625 0.0138489181 0.0141155938 0.013911634
 [3,] 0.0161466226 0.0179130761 0.0192244017 0.0199669023 0.020082491
 [4,] 0.0204807942 0.0231089207 0.0252415725 0.0267126213 0.027413073
 [5,] 0.0245482298 0.0281945719 0.0313609621 0.0338253143 0.035418948
 [6,] 0.0277928916 0.0325306365 0.0368797447 0.0405651077 0.043355802
 [7,] 0.0297150245 0.0354933028 0.0410606757 0.0461004555 0.050325105
 [8,] 0.0300082886 0.0366324418 0.0433042486 0.0496869477 0.055451837
 [9,] 0.0286603877 0.0358067454 0.0433144210 0.0508577538 0.058092846
[10,] 0.0259757187 0.0332442783 0.0411994502 0.0495636876 0.058012846
[11,] 0.0225064215 0.0295001948 0.0374658875 0.0462095020 0.055465728
[12,] 0.0189145291 0.0253224624 0.0329018455 0.0415669836 0.051146790
[13,] 0.0158138116 0.0214718291 0.0283879026 0.0365911290 0.046027599
[14,] 0.0136427335 0.0185559683 0.0246990874 0.0322009412 0.041128492
[15,] 0.0126012694 0.0169250045 0.0223578500 0.0290939455 0.037302804
[16,] 0.0126571321 0.0166468604 0.0215711297 0.0276421822 0.035093763
[17,] 0.0136049771 0.0175523749 0.0222511854 0.0278814729 0.034689275
[18,] 0.0151517090 0.0193231494 0.0240956636 0.0295744285 0.035962045
[19,] 0.0170001804 0.0215905883 0.0266930491 0.0323122699 0.038559807
[20,] 0.0189083779 0.0240182191 0.0296219049 0.0356210022 0.042007994
[21,] 0.0207102564 0.0263476905 0.0325205082 0.0390467822 0.045798647
[22,] 0.0222979874 0.0284014394 0.0351148644 0.0422069012 0.049453997
[23,] 0.0235815916 0.0300515333 0.0372076450 0.0448047129 0.052564174
[24,] 0.0244534738 0.0311793222 0.0386457743 0.0466183687 0.054804611
[25,] 0.0247841765 0.0316558436 0.0392939931 0.0474824033 0.055941837
[26,] 0.0244588930 0.0313621692 0.0390384204 0.0472831811 0.055837812
[27,] 0.0234391607 0.0302448633 0.0378262025 0.0459801471 0.054461169
[28,] 0.0218151110 0.0283769784 0.0357224875 0.0436465139 0.051906527
[29,] 0.0198132580 0.0259848329 0.0329483392 0.0405042032 0.048411500
[30,] 0.0177453465 0.0234136538 0.0298654249 0.0369208963 0.044351299
[31,] 0.0159145397 0.0210357257 0.0268972386 0.0333496020 0.040191954
[32,] 0.0145187973 0.0191363127 0.0244105695 0.0302196409 0.036399466
[33,] 0.0135941699 0.0178269993 0.0226056331 0.0278173903 0.033327582
[34,] 0.0130213600 0.0170244436 0.0214633658 0.0262072327 0.031126187
[35,] 0.0125884018 0.0165011492 0.0207724395 0.0252282842 0.029710573
[36,] 0.0120775683 0.0159813946 0.0202208600 0.0245675066 0.028806683
[37,] 0.0113380812 0.0152380172 0.0195087302 0.0238744739 0.028051991
[38,] 0.0103192181 0.0141522657 0.0184350218 0.0228678098 0.027107574
[39,] 0.0090611887 0.0127228329 0.0169315245 0.0213954563 0.025738369
[40,] 0.0076598798 0.0110356229 0.0150466812 0.0194400613 0.023842323
[41,] 0.0062273418 0.0092187763 0.0129025715 0.0170871236 0.021437411
[42,] 0.0048632761 0.0074042321 0.0106506171 0.0144824090 0.018630029
[43,] 0.0036414401 0.0057046386 0.0084399475 0.0117963965 0.015583558
[44,] 0.0026068698 0.0042033231 0.0063988823 0.0091989714 0.012491831
[45,] 0.0017781276 0.0029512084 0.0046238171 0.0068393763 0.009552651
[46,] 0.0011512847 0.0019669232 0.0031718329 0.0048281593 0.006938192
[47,] 0.0007050267 0.0012398273 0.0020578196 0.0032237505 0.004767051
[48,] 0.0004070248 0.0007367199 0.0012585129 0.0020290687 0.003087698
[49,] 0.0002209209 0.0004115459 0.0007235413 0.0012005432 0.001880054
[50,] 0.0001124841 0.0002156497 0.0003901793 0.0006662547 0.001073698
            [,11]       [,12]       [,13]       [,14]       [,15]       [,16]
 [1,] 0.008496401 0.007693144 0.006791295 0.005885386 0.005047076 0.004314838
 [2,] 0.013275306 0.012298532 0.011108548 0.009840360 0.008608548 0.007487218
 [3,] 0.019584682 0.018560603 0.017155280 0.015540885 0.013879760 0.012292827
 [4,] 0.027314038 0.026476912 0.025044070 0.023209554 0.021176971 0.019117314
 [5,] 0.036054827 0.035745688 0.034603591 0.032816976 0.030609285 0.028190685
 [6,] 0.045096347 0.045730865 0.045311659 0.043986025 0.041961796 0.039460046
 [7,] 0.053508624 0.055514134 0.056309611 0.055965176 0.054629863 0.052492626
 [8,] 0.060310432 0.064043222 0.066519865 0.067705273 0.067648723 0.066458050
 [9,] 0.064687875 0.070351373 0.074854555 0.078043536 0.079839120 0.080225264
[10,] 0.066201699 0.073789847 0.080464447 0.085956296 0.090047602 0.092572656
[11,] 0.064914067 0.074199033 0.082951215 0.090805590 0.097415112 0.102460640
[12,] 0.061386351 0.071956302 0.082468455 0.092494193 0.101582492 0.109277155
[13,] 0.056543856 0.067879642 0.079672147 0.091470253 0.102754978 0.112963217
[14,] 0.051452504 0.063019455 0.075537396 0.088579025 0.101599980 0.113967663
[15,] 0.047082721 0.058411726 0.071109437 0.084820256 0.099021358 0.113052074
[16,] 0.044132553 0.054873736 0.067277526 0.081104801 0.095904130 0.111032625
[17,] 0.042949165 0.052895776 0.064640130 0.078094570 0.092928721 0.108569181
[18,] 0.043544817 0.052635348 0.063480833 0.076161599 0.090510713 0.106079877
[19,] 0.045672156 0.053979534 0.063823355 0.075441248 0.088853615 0.103788239
[20,] 0.048916462 0.056626287 0.065508184 0.075914540 0.088046432 0.101839264
[21,] 0.052776021 0.060149358 0.068243793 0.077456405 0.088125045 0.100389092
[22,] 0.056722637 0.064040377 0.071621685 0.079826336 0.089052995 0.099598124
[23,] 0.060248816 0.067745272 0.075121726 0.082630287 0.090641541 0.099526161
[24,] 0.062910334 0.070715841 0.078147312 0.085312756 0.092480516 0.100000248
[25,] 0.064366375 0.072481577 0.080110741 0.087225344 0.093956282 0.100556314
[26,] 0.064412597 0.072725508 0.080551721 0.087769521 0.094384604 0.100521400
[27,] 0.063001401 0.071337514 0.079243038 0.086559189 0.093213857 0.099221687
[28,] 0.060247302 0.068426391 0.076237696 0.083528544 0.090204859 0.096222957
[29,] 0.056417926 0.064290390 0.071840274 0.078936503 0.085500778 0.091485451
[30,] 0.051908651 0.059360330 0.066521079 0.073272332 0.079559007 0.085360532
[31,] 0.047194706 0.054130813 0.060810952 0.067112379 0.072987533 0.078441868
[32,] 0.042756441 0.049087535 0.055209029 0.060988593 0.066367235 0.071354543
[33,] 0.038986113 0.044634027 0.050116684 0.055306826 0.060130892 0.064581945
[34,] 0.036101827 0.041026035 0.045796334 0.050319189 0.054525876 0.058391994
[35,] 0.034102256 0.038330624 0.042352096 0.046133167 0.049643236 0.052863708
[36,] 0.032784267 0.036427615 0.039734059 0.042737512 0.045474772 0.047969793
[37,] 0.031818153 0.035057082 0.037767828 0.040032432 0.041963647 0.043659482
[38,] 0.030848524 0.033895750 0.036202619 0.037857710 0.039030384 0.039902568
[39,] 0.029580928 0.032633009 0.034762705 0.036014766 0.036572730 0.036683975
[40,] 0.027829144 0.031023283 0.033188208 0.034281921 0.034450130 0.033963701
[41,] 0.025523519 0.028910295 0.031262549 0.032428778 0.032471375 0.031632300
[42,] 0.022697879 0.026234587 0.028834854 0.030240674 0.030405066 0.029493963
[43,] 0.019471612 0.023036350 0.025844947 0.027559452 0.028022977 0.027296524
[44,] 0.016030791 0.019454007 0.022346476 0.024332003 0.025167107 0.024803643
[45,] 0.012601932 0.015708216 0.018511774 0.020643420 0.021812035 0.021879535
[46,] 0.009413951 0.012063114 0.014603604 0.016710942 0.018089363 0.018545581
[47,] 0.006654444 0.008770135 0.010914949 0.012831903 0.014256562 0.014979455
[48,] 0.004435009 0.006013260 0.007697192 0.009303332 0.010620493 0.011455832
[49,] 0.002778778 0.003876574 0.005104843 0.006346012 0.007448523 0.008256410
[50,] 0.001633041 0.002344210 0.003176121 0.004061851 0.004903603 0.005588928
            [,17]       [,18]       [,19]       [,20]       [,21]       [,22]
 [1,] 0.003694207 0.003166941 0.002704620 0.002281508 0.001882721 0.001506227
 [2,] 0.006503682 0.005646127 0.004880746 0.004171193 0.003493564 0.002842925
 [3,] 0.010842910 0.009536824 0.008343232 0.007218157 0.006128414 0.005065406
 [4,] 0.017139831 0.015284235 0.013534712 0.011848534 0.010187596 0.008541461
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[49,] 5.099834e-03 6.932717e-03 8.993502e-03 1.108647e-02 1.295916e-02
[50,] 2.981193e-03 4.167920e-03 5.559823e-03 7.044449e-03 8.459261e-03
             [,38]        [,39]        [,40]        [,41]        [,42]
 [1,] 4.046410e-08 1.297804e-08 3.934659e-09 1.128876e-09 3.071165e-10
 [2,] 1.154456e-07 3.814032e-08 1.192508e-08 3.535578e-09 9.974743e-10
 [3,] 3.085489e-07 1.051153e-07 3.395912e-08 1.043928e-08 3.071586e-09
 [4,] 7.745873e-07 2.726285e-07 9.130661e-08 2.926401e-08 9.060358e-09
 [5,] 1.833960e-06 6.690301e-07 2.335319e-07 7.870743e-08 2.596865e-08
 [6,] 4.120362e-06 1.565978e-06 5.743746e-07 2.060149e-07 7.355760e-08
 [7,] 8.861249e-06 3.535531e-06 1.377802e-06 5.334220e-07 2.090655e-07
 [8,] 1.845263e-05 7.806752e-06 3.273551e-06 1.385473e-06 6.005543e-07
 [9,] 3.770236e-05 1.709817e-05 7.798477e-06 3.630930e-06 1.735941e-06
[10,] 7.650595e-05 3.751560e-05 1.870230e-05 9.552348e-06 4.981209e-06
[11,] 1.552749e-04 8.260490e-05 4.487919e-05 2.489347e-05 1.395476e-05
[12,] 3.149455e-04 1.812384e-04 1.063686e-04 6.325388e-05 3.761196e-05
[13,] 6.333112e-04 3.913100e-04 2.453739e-04 1.545788e-04 9.649134e-05
[14,] 1.247881e-03 8.204614e-04 5.440726e-04 3.596989e-04 2.339866e-04
[15,] 2.381729e-03 1.652316e-03 1.149199e-03 7.918870e-04 5.341314e-04
[16,] 4.363064e-03 3.171506e-03 2.299123e-03 1.643232e-03 1.145270e-03
[17,] 7.623633e-03 5.774269e-03 4.342714e-03 3.207947e-03 2.304432e-03
[18,] 1.265985e-02 9.947100e-03 7.733210e-03 5.888034e-03 4.350861e-03
[19,] 1.994806e-02 1.619896e-02 1.297947e-02 1.016314e-02 7.711948e-03
[20,] 2.982291e-02 2.494664e-02 2.054666e-02 1.651147e-02 1.284603e-02
[21,] 4.235037e-02 3.637615e-02 3.071941e-02 2.528579e-02 2.013857e-02
[22,] 5.724206e-02 5.032525e-02 4.346621e-02 3.657364e-02 2.977074e-02
[23,] 7.385400e-02 6.623945e-02 5.835926e-02 5.009235e-02 4.160279e-02
[24,] 9.128475e-02 8.323472e-02 7.459581e-02 6.517085e-02 5.512405e-02
[25,] 1.085460e-01 1.002591e-01 9.113127e-02 8.084340e-02 6.950477e-02
[26,] 1.247420e-01 1.162990e-01 1.068855e-01 9.603416e-02 8.374506e-02
[27,] 1.391862e-01 1.305515e-01 1.209472e-01 1.097683e-01 9.687145e-02
[28,] 1.514085e-01 1.424952e-01 1.326985e-01 1.213310e-01 1.081087e-01
[29,] 1.610631e-01 1.518392e-01 1.418171e-01 1.303195e-01 1.169671e-01
[30,] 1.677983e-01 1.583901e-01 1.481725e-01 1.365821e-01 1.232251e-01
[31,] 1.711781e-01 1.619193e-01 1.516792e-01 1.400909e-01 1.268372e-01
[32,] 1.707221e-01 1.621151e-01 1.521935e-01 1.408184e-01 1.278206e-01
[33,] 1.660731e-01 1.586646e-01 1.495159e-01 1.386865e-01 1.261814e-01
[34,] 1.572225e-01 1.514364e-01 1.435065e-01 1.336151e-01 1.219150e-01
[35,] 1.446881e-01 1.406814e-01 1.342635e-01 1.256502e-01 1.150789e-01
[36,] 1.295417e-01 1.271433e-01 1.222711e-01 1.151074e-01 1.059037e-01
[37,] 1.132524e-01 1.120096e-01 1.084338e-01 1.026516e-01 9.488121e-02
[38,] 9.738407e-02 9.669775e-02 9.395710e-02 8.925754e-02 8.277459e-02
[39,] 8.324588e-02 8.254408e-02 8.010461e-02 7.604416e-02 7.052439e-02
[40,] 7.160894e-02 7.049958e-02 6.791031e-02 6.403471e-02 5.906932e-02
[41,] 6.257828e-02 6.093427e-02 5.794816e-02 5.392476e-02 4.914159e-02
[42,] 5.565851e-02 5.361454e-02 5.023730e-02 4.594188e-02 4.111046e-02
[43,] 4.998914e-02 4.785827e-02 4.431454e-02 3.984637e-02 3.493145e-02
[44,] 4.466779e-02 4.281185e-02 3.944577e-02 3.507036e-02 3.021880e-02
[45,] 3.904729e-02 3.774915e-02 3.489816e-02 3.094244e-02 2.641242e-02
[46,] 3.290372e-02 3.228587e-02 3.017397e-02 2.691408e-02 2.297598e-02
[47,] 2.642892e-02 2.644074e-02 2.512602e-02 2.270777e-02 1.955420e-02
[48,] 2.007694e-02 2.054271e-02 1.992890e-02 1.834376e-02 1.603905e-02
[49,] 1.434980e-02 1.504681e-02 1.494162e-02 1.405631e-02 1.253613e-02
[50,] 9.617600e-03 1.034811e-02 1.053614e-02 1.015319e-02 9.263897e-03
             [,43]        [,44]        [,45]        [,46]        [,47]
 [1,] 7.951311e-11 1.971303e-11 4.728170e-12 1.114212e-12 2.631999e-13
 [2,] 2.694108e-10 7.036147e-11 1.803945e-11 4.630815e-12 1.214231e-12
 [3,] 8.734679e-10 2.436252e-10 6.795345e-11 1.933555e-11 5.681803e-12
 [4,] 2.748842e-09 8.328871e-10 2.570666e-10 8.185946e-11 2.686241e-11
 [5,] 8.543980e-09 2.858603e-09 9.855591e-10 3.501027e-10 1.264341e-10
 [6,] 2.665352e-08 9.936703e-09 3.815645e-09 1.490861e-09 5.815511e-10
 [7,] 8.413699e-08 3.485555e-08 1.470656e-08 6.206037e-09 2.571646e-09
 [8,] 2.677120e-07 1.216621e-07 5.541691e-08 2.484583e-08 1.080377e-08
 [9,] 8.468472e-07 4.151196e-07 2.008908e-07 9.453606e-08 4.278978e-08
[10,] 2.617515e-06 1.362873e-06 6.923840e-07 3.392364e-07 1.590346e-07
[11,] 7.784891e-06 4.255695e-06 2.251535e-06 1.142751e-06 5.531853e-07
[12,] 2.202984e-05 1.254431e-05 6.876260e-06 3.604038e-06 1.798203e-06
[13,] 5.888327e-05 3.474709e-05 1.967115e-05 1.062649e-05 5.458417e-06
[14,] 1.480122e-04 9.021586e-05 5.263913e-05 2.927152e-05 1.546721e-05
[15,] 3.490480e-04 2.192701e-04 1.316791e-04 7.530862e-05 4.091188e-05
[16,] 7.713596e-04 4.986401e-04 3.078863e-04 1.809700e-04 1.010268e-04
[17,] 1.596862e-03 1.060987e-03 6.729918e-04 4.062988e-04 2.329690e-04
[18,] 3.097516e-03 2.113082e-03 1.375852e-03 8.526331e-04 5.019097e-04
[19,] 5.633542e-03 3.941975e-03 2.632580e-03 1.673579e-03 1.010847e-03
[20,] 9.616685e-03 6.895234e-03 4.719148e-03 3.075321e-03 1.904746e-03
[21,] 1.543019e-02 1.132454e-02 7.935601e-03 5.296823e-03 3.361678e-03
[22,] 2.331493e-02 1.749459e-02 1.253889e-02 8.564449e-03 5.565036e-03
[23,] 3.325381e-02 2.547879e-02 1.865649e-02 1.302612e-02 8.657365e-03
[24,] 4.490121e-02 3.508016e-02 2.620930e-02 1.868388e-02 1.268676e-02
[25,] 5.759711e-02 4.581634e-02 3.487829e-02 2.535256e-02 1.756587e-02
[26,] 7.047462e-02 5.698692e-02 4.413762e-02 3.266755e-02 2.306378e-02
[27,] 8.262745e-02 6.780454e-02 5.334843e-02 4.014503e-02 2.883934e-02
[28,] 9.327573e-02 7.754125e-02 6.187845e-02 4.727251e-02 3.450439e-02
[29,] 1.018710e-01 8.563628e-02 6.920128e-02 5.359318e-02 3.969033e-02
[30,] 1.081137e-01 9.173432e-02 7.494392e-02 5.875418e-02 4.409188e-02
[31,] 1.118970e-01 9.565990e-02 7.888152e-02 6.251268e-02 4.747847e-02
[32,] 1.132203e-01 9.735964e-02 8.090315e-02 6.471747e-02 4.968476e-02
[33,] 1.121186e-01 9.684873e-02 8.097810e-02 6.529052e-02 5.060114e-02
[34,] 1.086389e-01 9.418509e-02 7.913978e-02 6.422278e-02 5.017750e-02
[35,] 1.028706e-01 8.947761e-02 7.548868e-02 6.158186e-02 4.843765e-02
[36,] 9.501525e-02 8.292035e-02 7.020693e-02 5.752121e-02 4.549151e-02
[37,] 8.545620e-02 7.483463e-02 6.357530e-02 5.228271e-02 4.153459e-02
[38,] 7.478820e-02 6.569364e-02 5.598215e-02 4.619054e-02 3.683368e-02
[39,] 6.377340e-02 5.610453e-02 4.791167e-02 3.963459e-02 3.170384e-02
[40,] 5.322237e-02 4.673636e-02 3.990064e-02 3.304006e-02 2.648075e-02
[41,] 4.383301e-02 3.820592e-02 3.246401e-02 2.682015e-02 2.148817e-02
[42,] 3.604358e-02 3.095700e-02 2.600649e-02 2.131726e-02 1.700083e-02
[43,] 2.995458e-02 2.517704e-02 2.074968e-02 1.674813e-02 1.320803e-02
[44,] 2.534899e-02 2.078378e-02 1.670314e-02 1.317313e-02 1.018895e-02
[45,] 2.180237e-02 1.748751e-02 1.369216e-02 1.050331e-02 7.910419e-03
[46,] 1.884040e-02 1.490505e-02 1.143258e-02 8.544781e-03 6.250628e-03
[47,] 1.608559e-02 1.268299e-02 9.625064e-03 7.064795e-03 5.041862e-03
[48,] 1.334385e-02 1.058742e-02 8.035610e-03 5.856519e-03 4.117955e-03
[49,] 1.061021e-02 8.534651e-03 6.537574e-03 4.781651e-03 3.351058e-03
[50,] 8.007970e-03 6.564121e-03 5.108566e-03 3.781258e-03 2.668087e-03
             [,48]        [,49]        [,50]
 [1,] 6.357877e-14 1.588352e-14 4.088404e-15
 [2,] 3.290570e-13 9.189192e-14 2.602546e-14
 [3,] 1.720607e-12 5.288414e-13 1.616400e-13
 [4,] 8.953934e-12 2.971329e-12 9.637678e-13
 [5,] 4.551550e-11 1.603525e-11 5.452961e-12
 [6,] 2.223387e-10 8.214992e-11 2.905997e-11
 [7,] 1.031442e-09 3.965200e-10 1.452160e-10
 [8,] 4.509551e-09 1.795040e-09 6.786794e-10
 [9,] 1.849609e-08 7.601351e-09 2.962176e-09
[10,] 7.097914e-08 3.006595e-08 1.206441e-08
[11,] 2.544740e-07 1.109892e-07 4.583202e-08
[12,] 8.516818e-07 3.822372e-07 1.623735e-07
[13,] 2.659926e-06 1.227889e-06 5.364365e-07
[14,] 7.751141e-06 3.679168e-06 1.652690e-06
[15,] 2.107578e-05 1.028352e-05 4.748737e-06
[16,] 5.348054e-05 2.681706e-05 1.272770e-05
[17,] 1.266848e-04 6.526354e-05 3.182801e-05
[18,] 2.802504e-04 1.482789e-04 7.428437e-05
[19,] 5.792976e-04 3.146678e-04 1.618843e-04
[20,] 1.119734e-03 6.241360e-04 3.296009e-04
[21,] 2.025897e-03 1.158107e-03 6.274748e-04
[22,] 3.435429e-03 2.012703e-03 1.118140e-03
[23,] 5.469616e-03 3.281412e-03 1.867737e-03
[24,] 8.194438e-03 5.029169e-03 2.930135e-03
[25,] 1.158529e-02 7.265274e-03 4.328127e-03
[26,] 1.551140e-02 9.926375e-03 6.038646e-03
[27,] 1.974992e-02 1.287888e-02 7.989325e-03
[28,] 2.402622e-02 1.594166e-02 1.006934e-02
[29,] 2.806271e-02 1.891925e-02 1.215004e-02
[30,] 3.161535e-02 2.163014e-02 1.410527e-02
[31,] 3.448665e-02 2.391927e-02 1.582225e-02
[32,] 3.652101e-02 2.565616e-02 1.720147e-02
[33,] 3.759904e-02 2.673042e-02 1.815276e-02
[34,] 3.764398e-02 2.705699e-02 1.859784e-02
[35,] 3.663972e-02 2.659333e-02 1.848367e-02
[36,] 3.464794e-02 2.535909e-02 1.780092e-02
[37,] 3.181138e-02 2.344497e-02 1.659659e-02
[38,] 2.833958e-02 2.100385e-02 1.497186e-02
[39,] 2.448331e-02 1.822784e-02 1.306548e-02
[40,] 2.050636e-02 1.532096e-02 1.103012e-02
[41,] 1.665924e-02 1.247514e-02 9.010446e-03
[42,] 1.315492e-02 9.852160e-03 7.127676e-03
[43,] 1.014684e-02 7.570526e-03 5.470740e-03
[44,] 7.712681e-03 5.696563e-03 4.091984e-03
[45,] 5.850204e-03 4.241751e-03 3.006641e-03
[46,] 4.488976e-03 3.168673e-03 2.196553e-03
[47,] 3.516110e-03 2.405790e-03 1.618658e-03
[48,] 2.808307e-03 1.867627e-03 1.217067e-03
[49,] 2.260076e-03 1.474491e-03 9.358012e-04
[50,] 1.800251e-03 1.166175e-03 7.288111e-04

> 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  
    88.0701       0.3448  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/1g9uz1197637778.ps tmp/1g9uz1197637778.png")
> system("convert tmp/2ebvw1197637778.ps tmp/2ebvw1197637778.png")
> system("convert tmp/3geg81197637778.ps tmp/3geg81197637778.png")
> system("convert tmp/4mgpg1197637778.ps tmp/4mgpg1197637778.png")
> system("convert tmp/5qc0o1197637778.ps tmp/5qc0o1197637778.png")
> system("convert tmp/6qmow1197637778.ps tmp/6qmow1197637778.png")
> system("convert tmp/710ys1197637778.ps tmp/710ys1197637778.png")
> 
> 
> proc.time()
   user  system elapsed 
  4.166   2.302   4.477