R version 2.9.0 (2009-04-17)
Copyright (C) 2009 The R Foundation for Statistical Computing
ISBN 3-900051-07-0

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Type 'license()' or 'licence()' for distribution details.

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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(-0.6,-0.2,-0.7,-0.1,0.7,1.5,1.6,2.8,3.3,3.5,3.9,4.8,5.1,4.9,5.2,5.1,4.6,3.7,3.9,3.1,2.8,2.6,2.2,1.8,1.3,1.2,1.4,1.3,1.3,1.9,1.9,2.1,2,1.9,1.9,1.9,1.8,1.7,1.6,1.7,1.9,1.7,1.3,2,2,2.3,2,1.7,2.3,2.4,2.4,2.3,2.1,2.1,2.5,2,1.8,1.7,1.9,2.1)
> y <- c(3922,3759,4138,4634,3995,4308,4143,4429,5219,4929,5755,5592,4163,4962,5208,4755,4491,5732,5731,5040,6102,4904,5369,5578,4619,4731,5011,5299,4146,4625,4736,4219,5116,4205,4121,5103,4300,4578,3809,5526,4247,3830,4394,4826,4409,4569,4106,4794,3914,3793,4405,4022,4100,4788,3163,3585,3903,4178,3863,4187)
> x <- c(22782,16169,13807,29743,25591,29096,26482,22404,27044,17970,18730,19684,19785,18479,10698,31956,29506,34506,27165,26736,23691,18157,17328,18205,20995,17382,9367,31124,26551,30651,25859,25100,25778,20418,18688,20424,24776,19814,12738,31566,30111,30019,31934,25826,26835,20205,17789,20520,22518,15572,11509,25447,24090,27786,26195,20516,22759,19028,16971,20036)
> par7 = 'Variable Z'
> par6 = 'Variable Y'
> par5 = 'Variable X'
> par4 = 'Y'
> par3 = 'Y'
> par2 = '50'
> par1 = '50'
> #'GNU S' R Code compiled by R2WASP v. 1.0.44 ()
> #Author: Prof. Dr. P. Wessa
> #To cite this work: AUTHOR(S), (YEAR), YOUR SOFTWARE TITLE (vNUMBER) in Free Statistics Software (v$_version), Office for Research Development and Education, URL http://www.wessa.net/rwasp_YOURPAGE.wasp/
> #Source of accompanying publication: Office for Research, Development, and Education
> #Technical description: Write here your technical program description (don't use hard returns!)
> x <- array(x,dim=c(length(x),1))
> colnames(x) <- par5
> y <- array(y,dim=c(length(y),1))
> colnames(y) <- par6
> z <- array(z,dim=c(length(z),1))
> colnames(z) <- par7
> d <- data.frame(cbind(z,y,x))
> colnames(d) <- list(par7,par6,par5)
> par1 <- as.numeric(par1)
> par2 <- as.numeric(par2)
> if (par1>500) par1 <- 500
> if (par2>500) par2 <- 500
> if (par1<10) par1 <- 10
> if (par2<10) par2 <- 10
> library(GenKern)
Loading required package: KernSmooth
KernSmooth 2.23 loaded
Copyright M. P. Wand 1997-2009

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/1w3u91257270568.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/2x89o1257270568.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/3db261257270568.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/4i25c1257270568.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/5k3p11257270568.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  
  4.316e+03    1.108e-02  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/63jxs1257270568.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] 2768.929 2844.993 2921.057 2997.121 3073.186 3149.250 3225.314 3301.378
 [9] 3377.442 3453.506 3529.570 3605.634 3681.699 3757.763 3833.827 3909.891
[17] 3985.955 4062.019 4138.083 4214.147 4290.211 4366.276 4442.340 4518.404
[25] 4594.468 4670.532 4746.596 4822.660 4898.724 4974.789 5050.853 5126.917
[33] 5202.981 5279.045 5355.109 5431.173 5507.237 5583.301 5659.366 5735.430
[41] 5811.494 5887.558 5963.622 6039.686 6115.750 6191.814 6267.879 6343.943
[49] 6420.007 6496.071

$yords
 [1] -1.0441377 -0.9096831 -0.7752285 -0.6407739 -0.5063193 -0.3718647
 [7] -0.2374101 -0.1029555  0.0314991  0.1659537  0.3004083  0.4348629
[13]  0.5693175  0.7037721  0.8382267  0.9726813  1.1071359  1.2415905
[19]  1.3760451  1.5104997  1.6449543  1.7794089  1.9138635  2.0483181
[25]  2.1827727  2.3172273  2.4516819  2.5861365  2.7205911  2.8550457
[31]  2.9895003  3.1239549  3.2584095  3.3928641  3.5273187  3.6617733
[37]  3.7962279  3.9306825  4.0651371  4.1995917  4.3340463  4.4685009
[43]  4.6029555  4.7374101  4.8718647  5.0063193  5.1407739  5.2752285
[49]  5.4096831  5.5441377

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 8.275120e-07 1.757247e-06 3.533288e-06 5.470406e-06 5.878702e-06
 [2,] 2.316456e-06 4.574392e-06 9.099802e-06 1.480034e-05 1.709203e-05
 [3,] 6.157259e-06 1.130077e-05 2.166799e-05 3.647336e-05 4.505330e-05
 [4,] 1.543195e-05 2.663953e-05 4.810286e-05 8.214387e-05 1.077669e-04
 [5,] 3.619784e-05 5.997649e-05 1.005051e-04 1.698862e-04 2.342575e-04
 [6,] 7.897463e-05 1.285018e-04 1.994108e-04 3.247963e-04 4.637752e-04
 [7,] 1.596117e-04 2.603368e-04 3.780576e-04 5.789568e-04 8.390038e-04
 [8,] 2.982706e-04 4.953066e-04 6.861269e-04 9.717452e-04 1.393685e-03
 [9,] 5.154240e-04 8.800493e-04 1.188812e-03 1.550747e-03 2.140216e-03
[10,] 8.248790e-04 1.455279e-03 1.955475e-03 2.370198e-03 3.065591e-03
[11,] 1.225459e-03 2.236905e-03 3.034874e-03 3.480178e-03 4.139472e-03
[12,] 1.694068e-03 3.197425e-03 4.422085e-03 4.901322e-03 5.327141e-03
[13,] 2.182926e-03 4.256019e-03 6.031421e-03 6.590132e-03 6.592701e-03
[14,] 2.623201e-03 5.283124e-03 7.691623e-03 8.413114e-03 7.884795e-03
[15,] 2.936701e-03 6.120542e-03 9.170750e-03 1.015110e-02 9.115380e-03
[16,] 3.055403e-03 6.614391e-03 1.022472e-02 1.154119e-02 1.015416e-02
[17,] 2.944294e-03 6.655457e-03 1.065541e-02 1.234236e-02 1.085242e-02
[18,] 2.617791e-03 6.216442e-03 1.036356e-02 1.239931e-02 1.108687e-02
[19,] 2.139396e-03 5.370048e-03 9.382864e-03 1.168383e-02 1.079913e-02
[20,] 1.601685e-03 4.273819e-03 7.880859e-03 1.030447e-02 1.001197e-02
[21,] 1.095355e-03 3.122464e-03 6.118085e-03 8.482579e-03 8.820880e-03
[22,] 6.827078e-04 2.087770e-03 4.374480e-03 6.498225e-03 7.370674e-03
[23,] 3.871297e-04 1.274365e-03 2.872053e-03 4.619787e-03 5.826412e-03
[24,] 1.994590e-04 7.087826e-04 1.727434e-03 3.041320e-03 4.343941e-03
[25,] 9.328673e-05 3.587231e-04 9.503251e-04 1.851468e-03 3.044502e-03
[26,] 3.957992e-05 1.650665e-04 4.778039e-04 1.041704e-03 1.998880e-03
[27,] 1.522789e-05 6.902676e-05 2.195259e-04 5.417595e-04 1.225008e-03
[28,] 5.311515e-06 2.623019e-05 9.221735e-05 2.605867e-04 6.982136e-04
[29,] 1.679520e-06 9.059922e-06 3.545758e-05 1.160047e-04 3.687650e-04
[30,] 4.814817e-07 2.846071e-06 1.249853e-05 4.781566e-05 1.798366e-04
[31,] 1.251715e-07 8.138950e-07 4.046579e-06 1.824766e-05 8.070835e-05
[32,] 2.952126e-08 2.121512e-07 1.205820e-06 6.442669e-06 3.323144e-05
[33,] 6.320011e-09 5.048681e-08 3.313445e-07 2.101499e-06 1.252019e-05
[34,] 1.229119e-09 1.099017e-08 8.409149e-08 6.320316e-07 4.306436e-06
[35,] 2.173717e-10 2.193155e-09 1.972846e-08 1.748579e-07 1.349756e-06
[36,] 3.500301e-11 4.021341e-10 4.279065e-09 4.439219e-08 3.849119e-07
[37,] 5.140294e-12 6.790101e-11 8.574328e-10 1.031746e-08 9.974974e-08
[38,] 6.897095e-13 1.057828e-11 1.584915e-10 2.190506e-09 2.346903e-08
[39,] 8.473637e-14 1.522547e-12 2.697075e-11 4.240367e-10 5.009467e-09
[40,] 9.554294e-15 2.025765e-13 4.215637e-12 7.472456e-11 9.695174e-10
[41,] 9.909711e-16 2.490826e-14 6.038049e-13 1.197193e-11 1.700592e-10
[42,] 9.474897e-17 2.827161e-15 7.907297e-14 1.742046e-12 2.702615e-11
[43,] 8.364788e-18 2.956937e-16 9.449108e-15 2.300356e-13 3.890428e-12
[44,] 6.825252e-19 2.843630e-17 1.028599e-15 2.754856e-14 5.071770e-13
[45,] 5.147746e-20 2.508581e-18 1.018547e-16 2.990616e-15 5.987005e-14
[46,] 3.586126e-21 2.025399e-19 9.164319e-18 2.941847e-16 6.398845e-15
[47,] 2.304096e-22 1.493514e-20 7.485359e-19 2.621542e-17 6.191597e-16
[48,] 1.362581e-23 1.003974e-21 5.546360e-20 2.115803e-18 5.423549e-17
[49,] 7.399786e-25 6.143030e-23 3.726072e-21 1.546348e-19 4.300575e-18
[50,] 3.681754e-26 3.416970e-24 2.268613e-22 1.023295e-20 3.086861e-19
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 4.247799e-06 2.051923e-06 6.822112e-07 2.091209e-07 1.380486e-07
 [2,] 1.335573e-05 6.983992e-06 2.497424e-06 7.793918e-07 4.932892e-07
 [3,] 3.802432e-05 2.152081e-05 8.288826e-06 2.657485e-06 1.607573e-06
 [4,] 9.805010e-05 6.003982e-05 2.493389e-05 8.280655e-06 4.783357e-06
 [5,] 2.290806e-04 1.516618e-04 6.796413e-05 2.355257e-05 1.301024e-05
 [6,] 4.852178e-04 3.469168e-04 1.678370e-04 6.108029e-05 3.238155e-05
 [7,] 9.325895e-04 7.187565e-04 3.754611e-04 1.442749e-04 7.382072e-05
 [8,] 1.628802e-03 1.349274e-03 7.608381e-04 3.100912e-04 1.542555e-04
 [9,] 2.590746e-03 2.296299e-03 1.396644e-03 6.059446e-04 2.955806e-04
[10,] 3.765429e-03 3.546193e-03 2.322785e-03 1.075762e-03 5.194381e-04
[11,] 5.025781e-03 4.976572e-03 3.501034e-03 1.734202e-03 8.369922e-04
[12,] 6.204572e-03 6.361069e-03 4.785131e-03 2.537572e-03 1.235995e-03
[13,] 7.154883e-03 7.432757e-03 5.936632e-03 3.369818e-03 1.671488e-03
[14,] 7.803094e-03 7.985932e-03 6.697752e-03 4.062161e-03 2.068362e-03
[15,] 8.162230e-03 7.963755e-03 6.895491e-03 4.449214e-03 2.340459e-03
[16,] 8.301931e-03 7.481749e-03 6.523373e-03 4.439600e-03 2.421862e-03
[17,] 8.301610e-03 6.776758e-03 5.754569e-03 4.064294e-03 2.296782e-03
[18,] 8.218032e-03 6.115478e-03 4.880653e-03 3.475577e-03 2.012665e-03
[19,] 8.077060e-03 5.709892e-03 4.211232e-03 2.897858e-03 1.669422e-03
[20,] 7.877312e-03 5.665404e-03 3.979880e-03 2.555761e-03 1.390340e-03
[21,] 7.592835e-03 5.960621e-03 4.281814e-03 2.607607e-03 1.287186e-03
[22,] 7.177144e-03 6.452303e-03 5.047012e-03 3.098989e-03 1.429550e-03
[23,] 6.579646e-03 6.910036e-03 6.049972e-03 3.941055e-03 1.822456e-03
[24,] 5.775676e-03 7.086511e-03 6.964650e-03 4.920630e-03 2.395325e-03
[25,] 4.794277e-03 6.808125e-03 7.464984e-03 5.752431e-03 3.009757e-03
[26,] 3.722747e-03 6.045246e-03 7.341753e-03 6.169934e-03 3.493772e-03
[27,] 2.680904e-03 4.921742e-03 6.580981e-03 6.023237e-03 3.698204e-03
[28,] 1.778879e-03 3.656626e-03 5.359389e-03 5.334998e-03 3.552868e-03
[29,] 1.082377e-03 2.472041e-03 3.958950e-03 4.281909e-03 3.092616e-03
[30,] 6.018190e-04 1.518013e-03 2.650429e-03 3.112422e-03 2.437600e-03
[31,] 3.050091e-04 8.457708e-04 1.607374e-03 2.048356e-03 1.739343e-03
[32,] 1.406442e-04 4.272365e-04 8.827946e-04 1.220397e-03 1.123447e-03
[33,] 5.892632e-05 1.955732e-04 4.390034e-04 6.581946e-04 6.568195e-04
[34,] 2.241022e-05 8.110158e-05 1.976481e-04 3.213270e-04 3.475813e-04
[35,] 7.730638e-06 3.045973e-05 8.055671e-05 1.419936e-04 1.664866e-04
[36,] 2.417580e-06 1.035920e-05 2.972159e-05 5.679517e-05 7.217914e-05
[37,] 6.851218e-07 3.189903e-06 9.926322e-06 2.056224e-05 2.832384e-05
[38,] 1.758920e-07 8.892877e-07 3.000820e-06 6.738183e-06 1.006004e-05
[39,] 4.089942e-08 2.244355e-07 8.211415e-07 1.998598e-06 3.234099e-06
[40,] 8.612091e-09 5.127495e-08 2.033841e-07 5.365587e-07 9.410499e-07
[41,] 1.641973e-09 1.060396e-08 4.559663e-08 1.303818e-07 2.478434e-07
[42,] 2.834327e-10 1.985041e-09 9.252588e-09 2.867639e-08 5.908104e-08
[43,] 4.429222e-11 3.363559e-10 1.699432e-09 5.708702e-09 1.274744e-08
[44,] 6.265804e-12 5.158836e-11 2.825231e-10 1.028623e-09 2.489445e-09
[45,] 8.023820e-13 7.161806e-12 4.251207e-11 1.677568e-10 4.400347e-10
[46,] 9.300960e-14 8.999288e-13 5.789990e-12 2.476336e-11 7.040051e-11
[47,] 9.759074e-15 1.023546e-13 7.137587e-13 3.308608e-12 1.019461e-11
[48,] 9.268585e-16 1.053696e-14 7.963968e-14 4.001148e-13 1.336192e-12
[49,] 7.967801e-17 9.818207e-16 8.042911e-15 4.379541e-14 1.585154e-13
[50,] 6.199829e-18 8.280500e-17 7.351946e-16 4.338875e-15 1.702075e-14
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 1.357906e-07 1.039030e-07 7.571128e-08 1.669771e-07 6.541445e-07
 [2,] 5.085028e-07 4.149503e-07 2.775867e-07 4.180111e-07 1.553015e-06
 [3,] 1.725773e-06 1.510068e-06 9.994848e-07 1.054950e-06 3.409246e-06
 [4,] 5.308265e-06 4.990465e-06 3.411635e-06 2.760952e-06 7.018967e-06
 [5,] 1.480059e-05 1.495324e-05 1.079722e-05 7.480378e-06 1.387439e-05
 [6,] 3.741867e-05 4.059398e-05 3.130627e-05 2.035557e-05 2.715744e-05
 [7,] 8.581184e-05 9.981102e-05 8.266596e-05 5.359350e-05 5.409242e-05
 [8,] 1.785925e-04 2.222441e-04 1.982168e-04 1.326757e-04 1.104305e-04
 [9,] 3.375120e-04 4.481315e-04 4.309913e-04 3.035344e-04 2.269875e-04
[10,] 5.795951e-04 8.183100e-04 8.492154e-04 6.358036e-04 4.558122e-04
[11,] 9.051507e-04 1.353320e-03 1.515822e-03 1.213624e-03 8.701036e-04
[12,] 1.286707e-03 2.027231e-03 2.450742e-03 2.106098e-03 1.549844e-03
[13,] 1.666682e-03 2.751040e-03 3.588827e-03 3.319190e-03 2.548460e-03
[14,] 1.969419e-03 3.382817e-03 4.760376e-03 4.748705e-03 3.847341e-03
[15,] 2.125598e-03 3.770364e-03 5.720636e-03 6.168184e-03 5.320738e-03
[16,] 2.098484e-03 3.810700e-03 6.230528e-03 7.278788e-03 6.740899e-03
[17,] 1.898717e-03 3.494929e-03 6.154440e-03 7.814309e-03 7.839327e-03
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[37,] 5.846317e-03 5.130886e-03 4.802331e-03 3.776557e-03 2.141248e-03
[38,] 5.584363e-03 4.092160e-03 3.432390e-03 2.745479e-03 1.662508e-03
[39,] 5.373735e-03 3.432909e-03 2.415933e-03 1.857948e-03 1.182195e-03
[40,] 4.981477e-03 2.982345e-03 1.736912e-03 1.191450e-03 7.717290e-04
[41,] 4.316063e-03 2.577836e-03 1.302119e-03 7.462105e-04 4.663055e-04
[42,] 3.437634e-03 2.131789e-03 1.005036e-03 4.734954e-04 2.653404e-04
[43,] 2.496318e-03 1.642718e-03 7.700910e-04 3.116998e-04 1.463678e-04
[44,] 1.646331e-03 1.162308e-03 5.644605e-04 2.112156e-04 8.120032e-05
[45,] 9.843059e-04 7.495058e-04 3.857201e-04 1.424977e-04 4.655978e-05
[46,] 5.330753e-04 4.388855e-04 2.421384e-04 9.226289e-05 2.753333e-05
[47,] 2.614299e-04 2.329715e-04 1.385787e-04 5.582106e-05 1.629441e-05
[48,] 1.160955e-04 1.120158e-04 7.203394e-05 3.106806e-05 9.300441e-06
[49,] 4.669450e-05 4.876655e-05 3.394676e-05 1.577574e-05 4.977011e-06
[50,] 1.702030e-05 1.922067e-05 1.449124e-05 7.278411e-06 2.454724e-06

> 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  
  -1.512442     0.000816  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/7t19u1257270568.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]  5836.843  6493.972  7151.101  7808.230  8465.359  9122.487  9779.616
 [8] 10436.745 11093.874 11751.003 12408.132 13065.261 13722.389 14379.518
[15] 15036.647 15693.776 16350.905 17008.034 17665.162 18322.291 18979.420
[22] 19636.549 20293.678 20950.807 21607.936 22265.064 22922.193 23579.322
[29] 24236.451 24893.580 25550.709 26207.838 26864.966 27522.095 28179.224
[36] 28836.353 29493.482 30150.611 30807.739 31464.868 32121.997 32779.126
[43] 33436.255 34093.384 34750.513 35407.641 36064.770 36721.899 37379.028
[50] 38036.157

$yords
 [1] -1.0441377 -0.9096831 -0.7752285 -0.6407739 -0.5063193 -0.3718647
 [7] -0.2374101 -0.1029555  0.0314991  0.1659537  0.3004083  0.4348629
[13]  0.5693175  0.7037721  0.8382267  0.9726813  1.1071359  1.2415905
[19]  1.3760451  1.5104997  1.6449543  1.7794089  1.9138635  2.0483181
[25]  2.1827727  2.3172273  2.4516819  2.5861365  2.7205911  2.8550457
[31]  2.9895003  3.1239549  3.2584095  3.3928641  3.5273187  3.6617733
[37]  3.7962279  3.9306825  4.0651371  4.1995917  4.3340463  4.4685009
[43]  4.6029555  4.7374101  4.8718647  5.0063193  5.1407739  5.2752285
[49]  5.4096831  5.5441377

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 8.588733e-07 1.673231e-06 2.313184e-06 2.272635e-06 1.594969e-06
 [2,] 2.109094e-06 4.123070e-06 5.720711e-06 5.644384e-06 3.986868e-06
 [3,] 4.790628e-06 9.397763e-06 1.308765e-05 1.297152e-05 9.229859e-06
 [4,] 1.006514e-05 1.981397e-05 2.769872e-05 2.758684e-05 1.979726e-05
 [5,] 1.956049e-05 3.864262e-05 5.423280e-05 5.430164e-05 3.936127e-05
 [6,] 3.516202e-05 6.971349e-05 9.824093e-05 9.894778e-05 7.258547e-05
 [7,] 5.846621e-05 1.163406e-04 1.646579e-04 1.669505e-04 1.242438e-04
 [8,] 8.992417e-05 1.796062e-04 2.553718e-04 2.609120e-04 1.975827e-04
 [9,] 1.279361e-04 2.565094e-04 3.665362e-04 3.778338e-04 2.922561e-04
[10,] 1.683691e-04 3.389212e-04 4.869509e-04 5.072620e-04 4.026279e-04
[11,] 2.049728e-04 4.143231e-04 5.989257e-04 6.317944e-04 5.174266e-04
[12,] 2.308438e-04 4.686785e-04 6.822043e-04 7.306385e-04 6.213936e-04
[13,] 2.405366e-04 4.906811e-04 7.199707e-04 7.854278e-04 6.987303e-04
[14,] 2.319626e-04 4.756754e-04 7.045785e-04 7.861160e-04 7.372654e-04
[15,] 2.071983e-04 4.274556e-04 6.404345e-04 7.344430e-04 7.318757e-04
[16,] 1.718222e-04 3.571103e-04 5.427489e-04 6.435518e-04 6.860336e-04
[17,] 1.331289e-04 2.795416e-04 4.328985e-04 5.342007e-04 6.111753e-04
[18,] 9.806502e-05 2.093178e-04 3.326370e-04 4.294450e-04 5.243302e-04
[19,] 7.170876e-05 1.575054e-04 2.594307e-04 3.498200e-04 4.447592e-04
[20,] 5.665472e-05 1.302293e-04 2.239937e-04 3.100763e-04 3.902298e-04
[21,] 5.314270e-05 1.286606e-04 2.296668e-04 3.173194e-04 3.733511e-04
[22,] 5.951558e-05 1.496429e-04 2.726468e-04 3.699296e-04 3.984207e-04
[23,] 7.269821e-05 1.864195e-04 3.424992e-04 4.571215e-04 4.595257e-04
[24,] 8.866735e-05 2.295201e-04 4.232801e-04 5.598400e-04 5.408842e-04
[25,] 1.030615e-04 2.682092e-04 4.960232e-04 6.539489e-04 6.201327e-04
[26,] 1.120122e-04 2.926621e-04 5.428145e-04 7.158191e-04 6.742540e-04
[27,] 1.130395e-04 2.964005e-04 5.514908e-04 7.288774e-04 6.864444e-04
[28,] 1.056610e-04 2.780215e-04 5.190949e-04 6.885380e-04 6.513198e-04
[29,] 9.140064e-05 2.413567e-04 4.524069e-04 6.032207e-04 5.762304e-04
[30,] 7.315144e-05 1.938999e-04 3.651862e-04 4.908928e-04 4.781089e-04
[31,] 5.416762e-05 1.441998e-04 2.733699e-04 3.727258e-04 3.773091e-04
[32,] 3.711916e-05 9.935707e-05 1.903524e-04 2.666780e-04 2.911017e-04
[33,] 2.355323e-05 6.355605e-05 1.241233e-04 1.834415e-04 2.292693e-04
[34,] 1.385713e-05 3.791261e-05 7.686825e-05 1.256874e-04 1.929466e-04
[35,] 7.581452e-06 2.129397e-05 4.644316e-05 8.995626e-05 1.763711e-04
[36,] 3.882369e-06 1.148196e-05 2.856923e-05 6.971463e-05 1.702887e-04
[37,] 1.886245e-06 6.152702e-06 1.874086e-05 5.818539e-05 1.655609e-04
[38,] 8.924571e-07 3.435286e-06 1.335682e-05 5.016168e-05 1.558424e-04
[39,] 4.288162e-07 2.074738e-06 1.007802e-05 4.265878e-05 1.387364e-04
[40,] 2.192684e-07 1.351395e-06 7.675947e-06 3.467320e-05 1.154220e-04
[41,] 1.218356e-07 9.115725e-07 5.669784e-06 2.647491e-05 8.923434e-05
[42,] 7.182863e-08 6.078590e-07 3.964312e-06 1.883103e-05 6.394469e-05
[43,] 4.285385e-08 3.878939e-07 2.591500e-06 1.242855e-05 4.242333e-05
[44,] 2.483720e-08 2.326789e-07 1.574588e-06 7.598153e-06 2.604411e-05
[45,] 1.363910e-08 1.300564e-07 8.868516e-07 4.299277e-06 1.479175e-05
[46,] 7.005635e-09 6.746406e-08 4.624666e-07 2.250766e-06 7.771249e-06
[47,] 3.345279e-09 3.241767e-08 2.231629e-07 1.090047e-06 3.776624e-06
[48,] 1.480903e-09 1.441792e-08 9.962596e-08 4.883260e-07 1.697656e-06
[49,] 6.069941e-10 5.933030e-09 4.114202e-08 2.023538e-07 7.058700e-07
[50,] 2.302305e-10 2.258565e-09 1.571597e-08 7.756105e-08 2.714734e-07
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 8.138048e-07 3.189344e-07 1.093926e-07 3.814448e-08 1.325943e-08
 [2,] 2.062194e-06 8.362265e-07 3.076872e-07 1.166335e-07 4.245087e-08
 [3,] 4.853647e-06 2.050394e-06 8.147934e-07 3.344063e-07 1.268787e-07
 [4,] 1.062191e-05 4.710175e-06 2.031722e-06 8.973992e-07 3.529340e-07
 [5,] 2.164158e-05 1.015517e-05 4.768161e-06 2.249911e-06 9.120253e-07
 [6,] 4.111258e-05 2.058030e-05 1.052095e-05 5.261042e-06 2.186862e-06
 [7,] 7.294359e-05 3.924832e-05 2.179412e-05 1.145622e-05 4.861721e-06
 [8,] 1.210900e-04 7.047766e-05 4.231090e-05 2.320069e-05 1.001531e-05
 [9,] 1.884223e-04 1.191601e-04 7.684213e-05 4.364835e-05 1.910996e-05
[10,] 2.752999e-04 1.895748e-04 1.303177e-04 7.621594e-05 3.376272e-05
[11,] 3.782329e-04 2.834619e-04 2.060367e-04 1.234281e-04 5.521933e-05
[12,] 4.891470e-04 3.977445e-04 3.032406e-04 1.852749e-04 8.358729e-05
[13,] 5.957583e-04 5.228253e-04 4.149445e-04 2.576637e-04 1.170909e-04
[14,] 6.833716e-04 6.426810e-04 5.273623e-04 3.318711e-04 1.517731e-04
[15,] 7.380247e-04 7.376375e-04 6.220157e-04 3.957787e-04 1.820219e-04
[16,] 7.503335e-04 7.895793e-04 6.805109e-04 4.369493e-04 2.019743e-04
[17,] 7.188547e-04 7.879102e-04 6.904405e-04 4.465675e-04 2.073606e-04
[18,] 6.515941e-04 7.337162e-04 6.498773e-04 4.225613e-04 1.970103e-04
[19,] 5.647200e-04 6.400479e-04 5.682824e-04 3.704068e-04 1.733059e-04
[20,] 4.785423e-04 5.279481e-04 4.633073e-04 3.012033e-04 1.413636e-04
[21,] 4.119186e-04 4.198431e-04 3.549689e-04 2.279518e-04 1.073533e-04
[22,] 3.769218e-04 3.330228e-04 2.597895e-04 1.617425e-04 7.674098e-05
[23,] 3.755384e-04 2.756190e-04 1.871667e-04 1.093564e-04 5.314808e-05
[24,] 3.994948e-04 2.461499e-04 1.388669e-04 7.287168e-05 3.809544e-05
[25,] 4.333101e-04 2.362079e-04 1.110976e-04 5.089792e-05 3.144918e-05
[26,] 4.596401e-04 2.349011e-04 9.782123e-05 4.056243e-05 3.217370e-05
[27,] 4.651570e-04 2.333895e-04 9.397563e-05 3.942051e-05 3.906484e-05
[28,] 4.449142e-04 2.281166e-04 9.770637e-05 4.679632e-05 5.132507e-05
[29,] 4.036281e-04 2.218760e-04 1.111808e-04 6.434368e-05 6.895644e-05
[30,] 3.534848e-04 2.225143e-04 1.398585e-04 9.571369e-05 9.289987e-05
[31,] 3.094338e-04 2.397051e-04 1.902951e-04 1.452314e-04 1.247327e-04
[32,] 2.838112e-04 2.807481e-04 2.668497e-04 2.156444e-04 1.657472e-04
[33,] 2.821906e-04 3.466840e-04 3.681510e-04 3.054435e-04 2.155106e-04
[34,] 3.017350e-04 4.301184e-04 4.846978e-04 4.068249e-04 2.704710e-04
[35,] 3.324043e-04 5.158601e-04 5.990843e-04 5.056158e-04 3.234937e-04
[36,] 3.604836e-04 5.846515e-04 6.896183e-04 5.839867e-04 3.650248e-04
[37,] 3.731846e-04 6.189931e-04 7.365754e-04 6.254911e-04 3.858114e-04
[38,] 3.627019e-04 6.088964e-04 7.287416e-04 6.205507e-04 3.801495e-04
[39,] 3.282837e-04 5.551323e-04 6.673310e-04 5.699042e-04 3.481303e-04
[40,] 2.756755e-04 4.685579e-04 5.654147e-04 4.843361e-04 2.957457e-04
[41,] 2.144189e-04 3.659557e-04 4.431806e-04 3.808284e-04 2.328002e-04
[42,] 1.543534e-04 2.644215e-04 3.213289e-04 2.770145e-04 1.696808e-04
[43,] 1.028045e-04 1.767360e-04 2.155059e-04 1.863973e-04 1.144679e-04
[44,] 6.334106e-05 1.092685e-04 1.336908e-04 1.160179e-04 7.145395e-05
[45,] 3.610005e-05 6.248814e-05 7.671378e-05 6.679582e-05 4.126620e-05
[46,] 1.903121e-05 3.305441e-05 4.071677e-05 3.557195e-05 2.204697e-05
[47,] 9.280165e-06 1.617293e-05 1.998942e-05 1.752253e-05 1.089598e-05
[48,] 4.185748e-06 7.319389e-06 9.077239e-06 7.983893e-06 4.981180e-06
[49,] 1.746295e-06 3.063990e-06 3.812710e-06 3.364810e-06 2.106391e-06
[50,] 6.738891e-07 1.186386e-06 1.481290e-06 1.311697e-06 8.239140e-07
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 6.628676e-09 3.996103e-08 3.815702e-07 2.637520e-06 1.294233e-05
 [2,] 1.650584e-08 5.866540e-08 5.473657e-07 3.795457e-06 1.869811e-05
 [3,] 4.334541e-08 8.245882e-08 7.275983e-07 5.057306e-06 2.501618e-05
 [4,] 1.139625e-07 1.149705e-07 8.983174e-07 6.246401e-06 3.102173e-05
 [5,] 2.886665e-07 1.675693e-07 1.035860e-06 7.169244e-06 3.572032e-05
 [6,] 6.895194e-07 2.673273e-07 1.130132e-06 7.691195e-06 3.834089e-05
 [7,] 1.537049e-06 4.673665e-07 1.200048e-06 7.819169e-06 3.869860e-05
 [8,] 3.182314e-06 8.562918e-07 1.306952e-06 7.764792e-06 3.744468e-05
 [9,] 6.106300e-06 1.559803e-06 1.561381e-06 7.967484e-06 3.611499e-05
[10,] 1.084852e-05 2.724866e-06 2.118046e-06 9.065533e-06 3.695764e-05
[11,] 1.783716e-05 4.478655e-06 3.153152e-06 1.180556e-05 4.256079e-05
[12,] 2.713636e-05 6.864324e-06 4.819655e-06 1.688020e-05 5.530037e-05
[13,] 3.819473e-05 9.772669e-06 7.183518e-06 2.469775e-05 7.663888e-05
[14,] 4.973515e-05 1.290471e-05 1.015875e-05 3.513000e-05 1.063951e-04
[15,] 5.991526e-05 1.580193e-05 1.347481e-05 4.734329e-05 1.422550e-04
[16,] 6.678429e-05 1.796018e-05 1.671510e-05 5.984625e-05 1.798764e-04
[17,] 6.890254e-05 1.900673e-05 1.945077e-05 7.083873e-05 2.138032e-04
[18,] 6.587224e-05 1.889108e-05 2.146488e-05 7.882140e-05 2.390309e-04
[19,] 5.854516e-05 1.804132e-05 2.303677e-05 8.329502e-05 2.526660e-04
[20,] 4.882997e-05 1.746949e-05 2.524880e-05 8.533600e-05 2.550072e-04
[21,] 3.922234e-05 1.883973e-05 3.027536e-05 8.790511e-05 2.496683e-04
[22,] 3.228919e-05 2.449686e-05 4.157641e-05 9.584389e-05 2.428728e-04
[23,] 3.028405e-05 3.737440e-05 6.382000e-05 1.155070e-04 2.423496e-04
[24,] 3.490937e-05 6.060899e-05 1.022484e-04 1.538490e-04 2.561116e-04
[25,] 4.711006e-05 9.669049e-05 1.612273e-04 2.167037e-04 2.909992e-04
[26,] 6.679693e-05 1.461729e-04 2.420300e-04 3.062373e-04 3.507078e-04
[27,] 9.256259e-05 2.063403e-04 3.405039e-04 4.182018e-04 4.334641e-04
[28,] 1.216339e-04 2.705587e-04 4.458305e-04 5.403437e-04 5.303325e-04
[29,] 1.503242e-04 3.290375e-04 5.416188e-04 6.534799e-04 6.256104e-04
[30,] 1.750123e-04 3.711895e-04 6.097392e-04 7.358684e-04 7.002252e-04
[31,] 1.932896e-04 3.888946e-04 6.358430e-04 7.697735e-04 7.375061e-04
[32,] 2.046660e-04 3.792753e-04 6.143022e-04 7.475812e-04 7.290699e-04
[33,] 2.103566e-04 3.456309e-04 5.502311e-04 6.745808e-04 6.780106e-04
[34,] 2.121895e-04 2.960438e-04 4.575761e-04 5.670008e-04 5.976868e-04
[35,] 2.112561e-04 2.403716e-04 3.542202e-04 4.462389e-04 5.065911e-04
[36,] 2.071426e-04 1.871028e-04 2.564253e-04 3.320174e-04 4.217234e-04
[37,] 1.982320e-04 1.414215e-04 1.749335e-04 2.373694e-04 3.534392e-04
[38,] 1.828775e-04 1.049899e-04 1.138525e-04 1.670277e-04 3.037082e-04
[39,] 1.606954e-04 7.701673e-05 7.195558e-05 1.189516e-04 2.678798e-04
[40,] 1.331919e-04 5.571517e-05 4.511894e-05 8.748303e-05 2.384918e-04
[41,] 1.034040e-04 3.939249e-05 2.860600e-05 6.643773e-05 2.090970e-04
[42,] 7.484120e-05 2.688783e-05 1.847795e-05 5.106203e-05 1.765637e-04
[43,] 5.034770e-05 1.750699e-05 1.206469e-05 3.863603e-05 1.413492e-04
[44,] 3.142239e-05 1.077053e-05 7.816815e-06 2.810952e-05 1.062389e-04
[45,] 1.817281e-05 6.218942e-06 4.925115e-06 1.935388e-05 7.454544e-05
[46,] 9.732607e-06 3.355690e-06 2.968872e-06 1.249201e-05 4.867811e-05
[47,] 4.824852e-06 1.687866e-06 1.693204e-06 7.519087e-06 2.952951e-05
[48,] 2.213531e-06 7.903534e-07 9.072538e-07 4.208551e-06 1.662475e-05
[49,] 9.396796e-07 3.443682e-07 4.547792e-07 2.187099e-06 8.681111e-06
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[29,] 1.511631e-03 1.188758e-03 8.821447e-04 6.116855e-04 4.243496e-04
[30,] 1.541511e-03 1.333699e-03 1.072487e-03 7.731085e-04 5.365179e-04
[31,] 1.525904e-03 1.444103e-03 1.242040e-03 9.268866e-04 6.504118e-04
[32,] 1.460323e-03 1.495042e-03 1.355991e-03 1.040731e-03 7.401065e-04
[33,] 1.342696e-03 1.467476e-03 1.386566e-03 1.088397e-03 7.844451e-04
[34,] 1.177459e-03 1.356376e-03 1.322711e-03 1.058058e-03 7.733685e-04
[35,] 9.779009e-04 1.174540e-03 1.174660e-03 9.565223e-04 7.113984e-04
[36,] 7.645863e-04 9.496466e-04 9.708581e-04 8.070864e-04 6.164498e-04
[37,] 5.602281e-04 7.157448e-04 7.485747e-04 6.418307e-04 5.142430e-04
[38,] 3.835640e-04 5.032393e-04 5.425537e-04 4.917504e-04 4.304917e-04
[39,] 2.451579e-04 3.316938e-04 3.764034e-04 3.786157e-04 3.836753e-04
[40,] 1.466130e-04 2.076902e-04 2.593412e-04 3.110123e-04 3.804966e-04
[41,] 8.273236e-05 1.272091e-04 1.880183e-04 2.848382e-04 4.148842e-04
[42,] 4.497420e-05 8.026723e-05 1.512586e-04 2.869902e-04 4.703881e-04
[43,] 2.455404e-05 5.545026e-05 1.352715e-04 3.005042e-04 5.252008e-04
[44,] 1.431920e-05 4.296417e-05 1.277180e-04 3.096330e-04 5.585204e-04
[45,] 9.358544e-06 3.595596e-05 1.200245e-04 3.037119e-04 5.564653e-04
[46,] 6.777037e-06 3.053689e-05 1.080216e-04 2.790207e-04 5.156097e-04
[47,] 5.126027e-06 2.511079e-05 9.130449e-05 2.383596e-04 4.429122e-04
[48,] 3.824001e-06 1.949240e-05 7.184506e-05 1.887612e-04 3.522505e-04
[49,] 2.717618e-06 1.411735e-05 5.243156e-05 1.383938e-04 2.592284e-04
[50,] 1.809208e-06 9.491430e-06 3.543211e-05 9.388822e-05 1.764862e-04
             [,36]        [,37]        [,38]        [,39]        [,40]
 [1,] 1.054118e-09 6.838110e-10 4.174478e-10 7.280180e-10 7.895043e-09
 [2,] 4.329082e-09 2.866653e-09 1.727160e-09 1.771182e-09 1.345323e-08
 [3,] 1.649439e-08 1.113781e-08 6.770294e-09 4.999504e-09 2.188365e-08
 [4,] 5.824103e-08 4.009410e-08 2.480779e-08 1.566772e-08 3.545925e-08
 [5,] 1.904842e-07 1.337135e-07 8.450635e-08 5.040590e-08 6.161846e-08
 [6,] 5.769434e-07 4.131156e-07 2.670297e-07 1.573872e-07 1.234014e-07
 [7,] 1.618154e-06 1.182421e-06 7.820248e-07 4.638231e-07 2.845150e-07
 [8,] 4.202577e-06 3.135319e-06 2.121850e-06 1.274968e-06 7.022309e-07
 [9,] 1.010718e-05 7.702054e-06 5.332990e-06 3.253663e-06 1.724680e-06
[10,] 2.251015e-05 1.752876e-05 1.241507e-05 7.694450e-06 4.042495e-06
[11,] 4.642798e-05 3.695887e-05 2.676841e-05 1.685007e-05 8.875992e-06
[12,] 8.868570e-05 7.219546e-05 5.345252e-05 3.415986e-05 1.812038e-05
[13,] 1.568987e-04 1.306543e-04 9.884710e-05 6.410067e-05 3.429681e-05
[14,] 2.570967e-04 2.190567e-04 1.692734e-04 1.113295e-04 6.011823e-05
[15,] 3.902150e-04 3.402544e-04 2.684242e-04 1.789531e-04 9.755513e-05
[16,] 5.486062e-04 4.896193e-04 3.941330e-04 2.662165e-04 1.465292e-04
[17,] 7.144748e-04 6.527021e-04 5.358394e-04 3.665119e-04 2.037102e-04
[18,] 8.620018e-04 8.060681e-04 6.745084e-04 4.669797e-04 2.621338e-04
[19,] 9.635347e-04 9.222394e-04 7.861597e-04 5.506618e-04 3.122399e-04
[20,] 9.980618e-04 9.776747e-04 8.485329e-04 6.010692e-04 3.443464e-04
[21,] 9.585483e-04 9.607830e-04 8.485401e-04 6.076328e-04 3.517776e-04
[22,] 8.548150e-04 8.764378e-04 7.872899e-04 5.697222e-04 3.333475e-04
[23,] 7.106775e-04 7.449288e-04 6.803794e-04 4.973925e-04 2.940731e-04
[24,] 5.568280e-04 5.959621e-04 5.534138e-04 4.085760e-04 2.438247e-04
[25,] 4.227072e-04 4.605200e-04 4.349000e-04 3.240925e-04 1.945957e-04
[26,] 3.303712e-04 3.637778e-04 3.494086e-04 2.625536e-04 1.575669e-04
[27,] 2.915767e-04 3.208959e-04 3.129501e-04 2.366982e-04 1.409170e-04
[28,] 3.074482e-04 3.356142e-04 3.308692e-04 2.515277e-04 1.486726e-04
[29,] 3.693995e-04 4.005887e-04 3.975365e-04 3.038111e-04 1.803587e-04
[30,] 4.606411e-04 4.987778e-04 4.972983e-04 3.825781e-04 2.311447e-04
[31,] 5.586691e-04 6.061452e-04 6.069363e-04 4.707683e-04 2.924652e-04
[32,] 6.394577e-04 6.963069e-04 7.001992e-04 5.484540e-04 3.533302e-04
[33,] 6.832041e-04 7.469040e-04 7.541518e-04 5.974964e-04 4.024069e-04
[34,] 6.800612e-04 7.460148e-04 7.556552e-04 6.064458e-04 4.305122e-04
[35,] 6.335156e-04 6.960612e-04 7.054247e-04 5.738155e-04 4.327554e-04
[36,] 5.596918e-04 6.132904e-04 6.177286e-04 5.082404e-04 4.095616e-04
[37,] 4.825683e-04 5.227710e-04 5.156599e-04 4.253757e-04 3.662174e-04
[38,] 4.267821e-04 4.507329e-04 4.238609e-04 3.428405e-04 3.111572e-04
[39,] 4.104237e-04 4.169192e-04 3.614315e-04 2.751965e-04 2.536224e-04
[40,] 4.398725e-04 4.292020e-04 3.372263e-04 2.305895e-04 2.014289e-04
[41,] 5.078837e-04 4.816783e-04 3.485088e-04 2.097365e-04 1.594307e-04
[42,] 5.953637e-04 5.565171e-04 3.828075e-04 2.070500e-04 1.289910e-04
[43,] 6.765536e-04 6.290876e-04 4.221661e-04 2.132057e-04 1.084744e-04
[44,] 7.264321e-04 6.751240e-04 4.485922e-04 2.183020e-04 9.448240e-05
[45,] 7.281294e-04 6.778424e-04 4.491994e-04 2.147406e-04 8.334923e-05
[46,] 6.776989e-04 6.325677e-04 4.194725e-04 1.990498e-04 7.236669e-05
[47,] 5.843842e-04 5.471411e-04 3.636049e-04 1.721798e-04 6.036805e-05
[48,] 4.664246e-04 4.381176e-04 2.919746e-04 1.383430e-04 4.760418e-05
[49,] 3.444399e-04 3.246119e-04 2.170070e-04 1.030229e-04 3.514131e-05
[50,] 2.353006e-04 2.225001e-04 1.492293e-04 7.103306e-05 2.415125e-05
             [,41]        [,42]        [,43]        [,44]        [,45]
 [1,] 8.262984e-08 6.201555e-07 3.302492e-06 1.247340e-05 3.341282e-05
 [2,] 1.386263e-07 1.042981e-06 5.572086e-06 2.111558e-05 5.675286e-05
 [3,] 2.155359e-07 1.623147e-06 8.697445e-06 3.306576e-05 8.916664e-05
 [4,] 3.115464e-07 2.339017e-06 1.256254e-05 4.790279e-05 1.295922e-04
 [5,] 4.220617e-07 3.126461e-06 1.680240e-05 6.422119e-05 1.742507e-04
 [6,] 5.467395e-07 3.893652e-06 2.084691e-05 7.973784e-05 2.168388e-04
 [7,] 7.079135e-07 4.569406e-06 2.410290e-05 9.187198e-05 2.499490e-04
 [8,] 9.878306e-07 5.191405e-06 2.626949e-05 9.873191e-05 2.674961e-04
 [9,] 1.593563e-06 6.035254e-06 2.773668e-05 1.002465e-04 2.673674e-04
[10,] 2.955349e-06 7.779802e-06 2.999636e-05 9.910745e-05 2.533138e-04
[11,] 5.849244e-06 1.169017e-05 3.599100e-05 1.012682e-04 2.354157e-04
[12,] 1.150177e-05 1.976385e-05 5.029788e-05 1.158656e-04 2.290445e-04
[13,] 2.158747e-05 3.472465e-05 7.896336e-05 1.544358e-04 2.526268e-04
[14,] 3.799721e-05 5.969464e-05 1.287024e-04 2.291702e-04 3.244570e-04
[15,] 6.228464e-05 9.739475e-05 2.052024e-04 3.499222e-04 4.585419e-04
[16,] 9.483052e-05 1.488896e-04 3.105753e-04 5.200574e-04 6.595710e-04
[17,] 1.339807e-04 2.121988e-04 4.405927e-04 7.321198e-04 9.179462e-04
[18,] 1.756022e-04 2.814082e-04 5.829588e-04 9.652632e-04 1.206977e-03
[19,] 2.134948e-04 3.469878e-04 7.180189e-04 1.186652e-03 1.484816e-03
[20,] 2.407980e-04 3.976739e-04 8.226062e-04 1.357913e-03 1.702511e-03
[21,] 2.520284e-04 4.235456e-04 8.762803e-04 1.445385e-03 1.816782e-03
[22,] 2.449629e-04 4.191997e-04 8.677485e-04 1.430559e-03 1.803139e-03
[23,] 2.215477e-04 3.856783e-04 7.987499e-04 1.316295e-03 1.663873e-03
[24,] 1.874408e-04 3.302854e-04 6.836357e-04 1.125960e-03 1.427241e-03
[25,] 1.504507e-04 2.644340e-04 5.448860e-04 8.959032e-04 1.138157e-03
[26,] 1.186104e-04 2.005873e-04 4.066897e-04 6.647250e-04 8.446160e-04
[27,] 9.864448e-05 1.496487e-04 2.893826e-04 4.639057e-04 5.855592e-04
[28,] 9.519514e-05 1.196742e-04 2.066588e-04 3.130028e-04 3.843885e-04
[29,] 1.106687e-04 1.158667e-04 1.657112e-04 2.199013e-04 2.490427e-04
[30,] 1.452814e-04 1.410511e-04 1.689195e-04 1.841798e-04 1.765220e-04
[31,] 1.969445e-04 1.956627e-04 2.152093e-04 2.007725e-04 1.585116e-04
[32,] 2.609547e-04 2.767912e-04 2.999158e-04 2.618961e-04 1.854178e-04
[33,] 3.298184e-04 3.767323e-04 4.133953e-04 3.569187e-04 2.478210e-04
[34,] 3.937198e-04 4.822567e-04 5.398789e-04 4.713992e-04 3.359383e-04
[35,] 4.419958e-04 5.758753e-04 6.583780e-04 5.871060e-04 4.384807e-04
[36,] 4.655080e-04 6.395268e-04 7.465025e-04 6.841767e-04 5.421829e-04
[37,] 4.592121e-04 6.596864e-04 7.862850e-04 7.451474e-04 6.326217e-04
[38,] 4.238591e-04 6.317670e-04 7.696055e-04 7.592573e-04 6.961892e-04
[39,] 3.659532e-04 5.616835e-04 7.006194e-04 7.250622e-04 7.225943e-04
[40,] 2.958193e-04 4.637367e-04 5.939699e-04 6.501925e-04 7.070893e-04
[41,] 2.245356e-04 3.557976e-04 4.696658e-04 5.484914e-04 6.516832e-04
[42,] 1.609972e-04 2.539971e-04 3.470139e-04 4.358872e-04 5.648342e-04
[43,] 1.102069e-04 1.690558e-04 2.400618e-04 3.266026e-04 4.595280e-04
[44,] 7.318195e-05 1.052414e-04 1.558318e-04 2.307634e-04 3.502059e-04
[45,] 4.809294e-05 6.157513e-05 9.512147e-05 1.536608e-04 2.495024e-04
[46,] 3.184892e-05 3.410336e-05 5.470716e-05 9.631161e-05 1.658610e-04
[47,] 2.141278e-05 1.805917e-05 2.969318e-05 5.672568e-05 1.027077e-04
[48,] 1.450202e-05 9.259322e-06 1.522715e-05 3.133402e-05 5.915983e-05
[49,] 9.710822e-06 4.658876e-06 7.382777e-06 1.619969e-05 3.165906e-05
[50,] 6.296786e-06 2.324953e-06 3.385146e-06 7.823597e-06 1.572514e-05
             [,46]        [,47]        [,48]        [,49]        [,50]
 [1,] 6.347772e-05 8.552777e-05 8.172779e-05 5.538711e-05 2.662096e-05
 [2,] 1.081829e-04 1.462548e-04 1.402295e-04 9.535541e-05 4.598622e-05
 [3,] 1.705409e-04 2.313353e-04 2.225544e-04 1.518479e-04 7.347816e-05
 [4,] 2.486798e-04 3.384600e-04 3.267103e-04 2.236661e-04 1.085965e-04
 [5,] 3.354446e-04 4.580559e-04 4.436343e-04 3.047350e-04 1.484575e-04
 [6,] 4.186361e-04 5.734651e-04 5.572351e-04 3.840462e-04 1.877247e-04
 [7,] 4.835749e-04 6.642874e-04 6.475064e-04 4.477188e-04 2.195766e-04
 [8,] 5.175619e-04 7.123365e-04 6.962293e-04 4.828882e-04 2.375908e-04
 [9,] 5.146752e-04 7.080681e-04 6.932003e-04 4.820231e-04 2.378732e-04
[10,] 4.789367e-04 6.547213e-04 6.402617e-04 4.457674e-04 2.204924e-04
[11,] 4.245501e-04 5.683401e-04 5.512797e-04 3.829750e-04 1.895400e-04
[12,] 3.732619e-04 4.738185e-04 4.481884e-04 3.079736e-04 1.518056e-04
[13,] 3.499786e-04 3.988307e-04 3.550251e-04 2.364087e-04 1.147248e-04
[14,] 3.779096e-04 3.678969e-04 2.923986e-04 1.814484e-04 8.450139e-05
[15,] 4.738516e-04 3.978774e-04 2.739078e-04 1.515215e-04 6.502501e-05
[16,] 6.436561e-04 4.949078e-04 3.045635e-04 1.496826e-04 5.766335e-05
[17,] 8.782121e-04 6.523412e-04 3.804156e-04 1.739483e-04 6.159300e-05
[18,] 1.151333e-03 8.499275e-04 4.888321e-04 2.179483e-04 7.427306e-05
[19,] 1.421716e-03 1.055445e-03 6.097412e-04 2.717679e-04 9.189644e-05
[20,] 1.640455e-03 1.230054e-03 7.186501e-04 3.233358e-04 1.099144e-04
[21,] 1.763184e-03 1.337218e-03 7.917238e-04 3.606605e-04 1.237897e-04
[22,] 1.763014e-03 1.352744e-03 8.118642e-04 3.746292e-04 1.299542e-04
[23,] 1.638976e-03 1.272043e-03 7.735651e-04 3.614333e-04 1.266863e-04
[24,] 1.416103e-03 1.111259e-03 6.843240e-04 3.235198e-04 1.145162e-04
[25,] 1.136968e-03 9.015911e-04 5.618018e-04 2.685287e-04 9.592591e-05
[26,] 8.484775e-04 6.792813e-04 4.279327e-04 2.066346e-04 7.444643e-05
[27,] 5.894910e-04 4.755847e-04 3.025488e-04 1.474578e-04 5.354555e-05
[28,] 3.837202e-04 3.104691e-04 1.990162e-04 9.779435e-05 3.576600e-05
[29,] 2.392245e-04 1.915313e-04 1.230840e-04 6.085584e-05 2.239104e-05
[30,] 1.527828e-04 1.171181e-04 7.454268e-05 3.692339e-05 1.363385e-05
[31,] 1.159672e-04 8.125376e-05 5.027549e-05 2.477510e-05 9.133290e-06
[32,] 1.200997e-04 7.801606e-05 4.715794e-05 2.312327e-05 8.477864e-06
[33,] 1.586535e-04 1.039181e-04 6.375056e-05 3.149772e-05 1.154172e-05
[34,] 2.270547e-04 1.578947e-04 1.003633e-04 5.031413e-05 1.852363e-05
[35,] 3.207129e-04 2.392746e-04 1.576112e-04 8.014426e-05 2.968439e-05
[36,] 4.324774e-04 3.446686e-04 2.340408e-04 1.204608e-04 4.487709e-05
[37,] 5.507852e-04 4.651490e-04 3.238333e-04 1.683798e-04 6.306377e-05
[38,] 6.596156e-04 5.852745e-04 4.158343e-04 2.180799e-04 8.207727e-05
[39,] 7.408451e-04 6.850908e-04 4.948909e-04 2.614554e-04 9.884794e-05
[40,] 7.786163e-04 7.450155e-04 5.455427e-04 2.900674e-04 1.101318e-04
[41,] 7.641982e-04 7.519303e-04 5.568290e-04 2.977554e-04 1.135079e-04
[42,] 6.991918e-04 7.038015e-04 5.261129e-04 2.827771e-04 1.082168e-04
[43,] 5.954167e-04 6.105507e-04 4.600643e-04 2.484439e-04 9.543553e-05
[44,] 4.713179e-04 4.906692e-04 3.722879e-04 2.019268e-04 7.785159e-05
[45,] 3.464262e-04 3.651690e-04 2.787489e-04 1.518196e-04 5.874391e-05
[46,] 2.362313e-04 2.516029e-04 1.931015e-04 1.055892e-04 4.100090e-05
[47,] 1.493472e-04 1.604578e-04 1.237569e-04 6.792998e-05 2.647017e-05
[48,] 8.748974e-05 9.470180e-05 7.337420e-05 4.042478e-05 1.580707e-05
[49,] 4.747186e-05 5.171941e-05 4.024320e-05 2.225224e-05 8.731243e-06
[50,] 2.385034e-05 2.613397e-05 2.041760e-05 1.133017e-05 4.460975e-06

> 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  
  2.112e+00    4.553e-06  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/1w3u91257270568.ps tmp/1w3u91257270568.png")
> system("convert tmp/2x89o1257270568.ps tmp/2x89o1257270568.png")
> system("convert tmp/3db261257270568.ps tmp/3db261257270568.png")
> system("convert tmp/4i25c1257270568.ps tmp/4i25c1257270568.png")
> system("convert tmp/5k3p11257270568.ps tmp/5k3p11257270568.png")
> system("convert tmp/63jxs1257270568.ps tmp/63jxs1257270568.png")
> system("convert tmp/7t19u1257270568.ps tmp/7t19u1257270568.png")
> 
> 
> proc.time()
   user  system elapsed 
  1.930   1.240   2.615