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

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

> z <- c(46,46,41,43,39,36,34,31,27,27,30,28,31,25,26,22,27,38,39,45,48,46,47,55,63,83,100,76,68,63,63,62,62,64,72,67,67,67,69,78,80,85,90,83,84,84,89,82,76,97,82,79,73,72,74,77,78,68,71,68,70,79,78,79,78,77,72,72,84,83,82,78,77,75,77,73,64,64,71,65,68,64,65,56,57,51,52,79,59,54,55,47,52,52,54,49,48,44,47,43,45,40,38,46,51,49,57,61,61,81,97,105,108,113,111,111,110,109,105,97,97)
> y <- c(62,64,62,64,64,69,69,65,56,58,53,62,55,60,59,58,53,57,57,53,54,53,57,57,55,49,50,49,54,58,58,52,56,52,59,53,52,53,51,50,56,52,46,48,46,48,48,49,53,48,51,48,50,55,52,53,52,55,53,53,56,54,52,55,54,59,56,56,51,53,52,51,46,49,46,55,57,53,52,53,50,54,53,50,51,52,47,51,49,53,52,45,53,51,48,48,48,48,40,43,40,39,39,36,41,39,40,39,46,40,37,37,44,41,40,36,38,43,42,45,46)
> x <- c(33,39,45,46,45,45,49,50,54,59,58,56,48,50,52,53,55,43,42,38,41,41,39,34,27,15,14,31,41,43,46,42,45,45,40,35,36,38,39,32,24,21,12,29,36,31,28,30,38,27,40,40,44,47,45,42,38,46,37,41,40,33,34,36,36,38,42,35,25,24,22,27,17,30,30,34,37,36,33,33,33,37,40,35,37,43,42,33,39,40,37,44,42,43,40,30,30,31,18,24,22,26,28,23,17,12,9,19,21,18,18,15,24,18,19,30,33,35,36,47,46)
> 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/1vnf81257363381.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/2qrpe1257363381.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/358lm1257363381.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/4nt7q1257363381.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/5xq0n1257363381.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  
    36.0877       0.4265  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/6tbte1257363382.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] 33.30668 34.09008 34.87348 35.65688 36.44028 37.22368 38.00708 38.79048
 [9] 39.57389 40.35729 41.14069 41.92409 42.70749 43.49089 44.27429 45.05769
[17] 45.84109 46.62449 47.40789 48.19130 48.97470 49.75810 50.54150 51.32490
[25] 52.10830 52.89170 53.67510 54.45850 55.24190 56.02530 56.80870 57.59211
[33] 58.37551 59.15891 59.94231 60.72571 61.50911 62.29251 63.07591 63.85931
[41] 64.64271 65.42611 66.20952 66.99292 67.77632 68.55972 69.34312 70.12652
[49] 70.90992 71.69332

$yords
 [1]  11.24386  13.54003  15.83620  18.13237  20.42854  22.72471  25.02087
 [8]  27.31704  29.61321  31.90938  34.20555  36.50172  38.79789  41.09406
[15]  43.39023  45.68640  47.98256  50.27873  52.57490  54.87107  57.16724
[22]  59.46341  61.75958  64.05575  66.35192  68.64808  70.94425  73.24042
[29]  75.53659  77.83276  80.12893  82.42510  84.72127  87.01744  89.31360
[36]  91.60977  93.90594  96.20211  98.49828 100.79445 103.09062 105.38679
[43] 107.68296 109.97913 112.27529 114.57146 116.86763 119.16380 121.45997
[50] 123.75614

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 4.548829e-11 3.988965e-10 3.077480e-09 2.088356e-08 1.246219e-07
 [2,] 3.800397e-10 3.025497e-09 2.121330e-08 1.309654e-07 7.117619e-07
 [3,] 2.728533e-09 1.964445e-08 1.246678e-07 6.972733e-07 3.436421e-06
 [4,] 1.706330e-08 1.110176e-07 6.368060e-07 3.220397e-06 1.435771e-05
 [5,] 9.239631e-08 5.448813e-07 2.831806e-06 1.297184e-05 5.238101e-05
 [6,] 4.240540e-07 2.277898e-06 1.077736e-05 4.492162e-05 1.649965e-04
 [7,] 1.608785e-06 7.908694e-06 3.422911e-05 1.304666e-04 4.381034e-04
 [8,] 4.944559e-06 2.232073e-05 8.869705e-05 3.103840e-04 9.569989e-04
 [9,] 1.214906e-05 5.047355e-05 1.846121e-04 5.948021e-04 1.689485e-03
[10,] 2.368032e-05 9.067614e-05 3.058147e-04 9.091845e-04 2.385830e-03
[11,] 3.646774e-05 1.288619e-04 4.013919e-04 1.103681e-03 2.684718e-03
[12,] 4.430041e-05 1.446668e-04 4.171276e-04 1.064559e-03 2.414157e-03
[13,] 4.247374e-05 1.285257e-04 3.445857e-04 8.224345e-04 1.760596e-03
[14,] 3.227968e-05 9.111272e-05 2.297554e-04 5.228044e-04 1.089409e-03
[15,] 1.974846e-05 5.299531e-05 1.297460e-04 2.955280e-04 6.399776e-04
[16,] 1.023260e-05 2.750835e-05 7.034138e-05 1.743210e-04 4.204577e-04
[17,] 5.143876e-06 1.519047e-05 4.382519e-05 1.219371e-04 3.202204e-04
[18,] 3.038329e-06 1.016323e-05 3.209475e-05 9.380322e-05 2.509332e-04
[19,] 2.173858e-06 7.677597e-06 2.481054e-05 7.324693e-05 1.986656e-04
[20,] 2.084583e-06 7.605159e-06 2.529961e-05 7.727683e-05 2.185184e-04
[21,] 5.246744e-06 1.905543e-05 6.204284e-05 1.820872e-04 4.849795e-04
[22,] 2.396860e-05 8.037903e-05 2.390987e-04 6.329987e-04 1.498385e-03
[23,] 1.008142e-04 3.104104e-04 8.448584e-04 2.036419e-03 4.358088e-03
[24,] 3.412169e-04 9.685240e-04 2.428174e-03 5.383778e-03 1.057435e-02
[25,] 9.150887e-04 2.401850e-03 5.571331e-03 1.143522e-02 2.080128e-02
[26,] 1.948050e-03 4.745387e-03 1.023421e-02 1.957350e-02 3.326695e-02
[27,] 3.329463e-03 7.578013e-03 1.532548e-02 2.760554e-02 4.441775e-02
[28,] 4.706479e-03 1.014349e-02 1.954090e-02 3.374922e-02 5.242542e-02
[29,] 5.884498e-03 1.227467e-02 2.303275e-02 3.896161e-02 5.952956e-02
[30,] 7.277185e-03 1.497091e-02 2.773182e-02 4.627525e-02 6.961676e-02
[31,] 9.713266e-03 1.958182e-02 3.539667e-02 5.742430e-02 8.377446e-02
[32,] 1.355702e-02 2.621569e-02 4.538782e-02 7.053135e-02 9.872235e-02
[33,] 1.799575e-02 3.304772e-02 5.449624e-02 8.095291e-02 1.087357e-01
[34,] 2.132356e-02 3.731845e-02 5.891548e-02 8.412260e-02 1.089319e-01
[35,] 2.208781e-02 3.717284e-02 5.664807e-02 7.827371e-02 9.821946e-02
[36,] 2.005231e-02 3.275882e-02 4.857632e-02 6.543647e-02 8.023028e-02
[37,] 1.616421e-02 2.586835e-02 3.769107e-02 5.011150e-02 6.103980e-02
[38,] 1.180062e-02 1.872799e-02 2.723726e-02 3.645926e-02 4.517404e-02
[39,] 8.030712e-03 1.286474e-02 1.905299e-02 2.620694e-02 3.367746e-02
[40,] 5.275420e-03 8.676967e-03 1.328470e-02 1.903139e-02 2.574930e-02
[41,] 3.434390e-03 5.866372e-03 9.404390e-03 1.428248e-02 2.079884e-02
[42,] 2.261576e-03 4.083716e-03 7.011373e-03 1.151713e-02 1.812807e-02
[43,] 1.570501e-03 3.060583e-03 5.662490e-03 9.880357e-03 1.612691e-02
[44,] 1.184718e-03 2.447460e-03 4.690187e-03 8.274544e-03 1.340734e-02
[45,] 9.168444e-04 1.914327e-03 3.650218e-03 6.380934e-03 1.033865e-02
[46,] 6.682591e-04 1.389350e-03 2.676012e-03 4.859814e-03 8.463550e-03
[47,] 4.650050e-04 1.017254e-03 2.139799e-03 4.352103e-03 8.475294e-03
[48,] 3.605747e-04 8.896742e-04 2.095030e-03 4.611553e-03 9.296437e-03
[49,] 3.409123e-04 9.030035e-04 2.182048e-03 4.741924e-03 9.183199e-03
[50,] 3.345496e-04 8.688308e-04 2.007601e-03 4.107879e-03 7.423388e-03
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 6.538474e-07 3.015575e-06 1.222368e-05 0.0000435418 0.0001362779
 [2,] 3.404377e-06 1.432729e-05 5.304183e-05 0.0001727089 0.0004945114
 [3,] 1.492030e-05 5.705944e-05 1.921623e-04 0.0005697965 0.0014873632
 [4,] 5.643009e-05 1.955047e-04 5.970321e-04 0.0016070127 0.0038127623
 [5,] 1.864819e-04 5.854022e-04 1.620737e-03 0.0039586052 0.0085340695
 [6,] 5.341980e-04 1.525136e-03 3.841786e-03 0.0085454195 0.0168059390
 [7,] 1.296709e-03 3.385334e-03 7.803838e-03 0.0159096999 0.0287575543
 [8,] 2.601847e-03 6.244780e-03 1.325568e-02 0.0249551659 0.0418493625
 [9,] 4.235882e-03 9.392407e-03 1.847408e-02 0.0323840759 0.0509498083
[10,] 5.537373e-03 1.140334e-02 2.094012e-02 0.0345454377 0.0517468939
[11,] 5.797384e-03 1.117326e-02 1.937597e-02 0.0305822134 0.0445811835
[12,] 4.894570e-03 8.954234e-03 1.497387e-02 0.0232598489 0.0341118999
[13,] 3.418764e-03 6.115491e-03 1.026040e-02 0.0164059276 0.0251977293
[14,] 2.118513e-03 3.919372e-03 6.985012e-03 0.0119922487 0.0196147232
[15,] 1.339006e-03 2.713860e-03 5.268004e-03 0.0096225236 0.0162863533
[16,] 9.753144e-04 2.133229e-03 4.322925e-03 0.0080331487 0.0136528847
[17,] 7.787679e-04 1.734737e-03 3.530189e-03 0.0065902499 0.0113832214
[18,] 6.130923e-04 1.374953e-03 2.857596e-03 0.0055638927 0.0102347614
[19,] 4.999911e-04 1.180164e-03 2.631842e-03 0.0055528573 0.0110371055
[20,] 5.760920e-04 1.421312e-03 3.280256e-03 0.0070555105 0.0140698353
[21,] 1.181240e-03 2.651107e-03 5.517702e-03 0.0106926754 0.0193180203
[22,] 3.191131e-03 6.164408e-03 1.090918e-02 0.0178858676 0.0274703710
[23,] 8.310801e-03 1.419641e-02 2.188839e-02 0.0308010183 0.0401879272
[24,] 1.844078e-02 2.865125e-02 3.987478e-02 0.0501714246 0.0580237191
[25,] 3.360638e-02 4.837377e-02 6.236349e-02 0.0727134547 0.0781750529
[26,] 5.038204e-02 6.826243e-02 8.328708e-02 0.0926311993 0.0961807105
[27,] 6.407193e-02 8.327274e-02 9.829145e-02 0.1068840380 0.1099468906
[28,] 7.351466e-02 9.351476e-02 1.087676e-01 0.1173623526 0.1205853411
[29,] 8.234457e-02 1.035176e-01 1.191748e-01 0.1275352930 0.1301941548
[30,] 9.461342e-02 1.167034e-01 1.318921e-01 0.1389232713 0.1399979931
[31,] 1.103211e-01 1.320459e-01 1.453498e-01 0.1498534039 0.1482584705
[32,] 1.251088e-01 1.446860e-01 1.545284e-01 0.1549937289 0.1490007533
[33,] 1.327114e-01 1.482020e-01 1.529662e-01 0.1479794930 0.1365048501
[34,] 1.283744e-01 1.384155e-01 1.376764e-01 0.1278759920 0.1127567192
[35,] 1.122272e-01 1.173372e-01 1.131809e-01 0.1020238300 0.0876464611
[36,] 8.987429e-02 9.259142e-02 8.866317e-02 0.0802820197 0.0707341381
[37,] 6.854298e-02 7.161312e-02 7.064254e-02 0.0674624280 0.0649025155
[38,] 5.220470e-02 5.694349e-02 5.985803e-02 0.0626831762 0.0679368827
[39,] 4.083490e-02 4.754678e-02 5.460181e-02 0.0636520179 0.0764126322
[40,] 3.340918e-02 4.240450e-02 5.359988e-02 0.0679222461 0.0855866634
[41,] 2.937503e-02 4.048689e-02 5.440033e-02 0.0708096675 0.0885682589
[42,] 2.724873e-02 3.889552e-02 5.250374e-02 0.0669555911 0.0807715264
[43,] 2.448003e-02 3.452736e-02 4.545050e-02 0.0562811729 0.0660450050
[44,] 2.003303e-02 2.788122e-02 3.662218e-02 0.0458872106 0.0549760332
[45,] 1.577559e-02 2.301773e-02 3.232472e-02 0.0434062580 0.0548230149
[46,] 1.423648e-02 2.295575e-02 3.483885e-02 0.0487507086 0.0618452512
[47,] 1.549275e-02 2.603386e-02 3.955724e-02 0.0537530949 0.0648870200
[48,] 1.689913e-02 2.742195e-02 3.948139e-02 0.0502633755 0.0564737737
[49,] 1.576313e-02 2.391020e-02 3.199593e-02 0.0377387503 0.0392148755
[50,] 1.183059e-02 1.661497e-02 2.055459e-02 0.0223946084 0.0214858500
             [,11]       [,12]       [,13]       [,14]       [,15]       [,16]
 [1,] 0.0003747231 0.000905156 0.001920609 0.003579715 0.005860951 0.008430425
 [2,] 0.0012449238 0.002755325 0.005361094 0.009170917 0.013795628 0.018256919
 [3,] 0.0034175975 0.006912475 0.012308993 0.019304460 0.026685228 0.032557551
 [4,] 0.0079750580 0.014712050 0.023954527 0.034471464 0.043940994 0.049798470
 [5,] 0.0162520766 0.027377024 0.040882984 0.054312241 0.064536476 0.069148817
 [6,] 0.0292813722 0.045340171 0.062695627 0.077978803 0.088126736 0.091707612
 [7,] 0.0462666235 0.066645884 0.086695222 0.103035510 0.113483887 0.117608055
 [8,] 0.0629289962 0.085656799 0.106875192 0.124048293 0.135894070 0.142122776
 [9,] 0.0726719925 0.095218557 0.116339285 0.134415955 0.148283622 0.156870280
[10,] 0.0713564215 0.091979113 0.112338633 0.131064447 0.146325157 0.156043359
[11,] 0.0609757597 0.079267447 0.098545022 0.117012197 0.132012680 0.140866246
[12,] 0.0477781123 0.064089713 0.081891267 0.098789505 0.111686233 0.117921527
[13,] 0.0370620866 0.051648592 0.067380414 0.081591067 0.091371548 0.094671777
[14,] 0.0301029978 0.042811610 0.056040307 0.067440919 0.074833494 0.076959066
[15,] 0.0253143829 0.036056184 0.047209572 0.057192259 0.064613973 0.068621381
[16,] 0.0212977064 0.030725149 0.041370041 0.052431394 0.062955827 0.071967995
[17,] 0.0183780066 0.027975763 0.040357576 0.055245504 0.071706604 0.088179980
[18,] 0.0178457373 0.029439643 0.045729808 0.066561308 0.090488122 0.114759459
[19,] 0.0205194312 0.035434604 0.056559250 0.083238441 0.112920421 0.141435443
[20,] 0.0258858662 0.043785704 0.067977939 0.096887760 0.127064412 0.154047843
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[46,] 3.796122e-26 1.348532e-27 4.204377e-29 1.150423e-30
[47,] 4.177572e-28 1.366694e-29 3.924060e-31 9.888112e-33
[48,] 3.607944e-30 1.087006e-31 2.874211e-33 6.669870e-35
[49,] 2.445355e-32 6.784804e-34 1.652135e-35 3.530727e-37
[50,] 1.300691e-34 3.323468e-36 7.452813e-38 1.466758e-39

> 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  
    139.397       -1.454  

> abline(r)
> box()
> dev.off()
null device 
          1 
> postscript(file="/var/www/html/rcomp/tmp/7kreb1257363382.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]  3.428007  4.675844  5.923680  7.171516  8.419353  9.667189 10.915026
 [8] 12.162862 13.410699 14.658535 15.906372 17.154208 18.402044 19.649881
[15] 20.897717 22.145554 23.393390 24.641227 25.889063 27.136900 28.384736
[22] 29.632572 30.880409 32.128245 33.376082 34.623918 35.871755 37.119591
[29] 38.367428 39.615264 40.863100 42.110937 43.358773 44.606610 45.854446
[36] 47.102283 48.350119 49.597956 50.845792 52.093628 53.341465 54.589301
[43] 55.837138 57.084974 58.332811 59.580647 60.828484 62.076320 63.324156
[50] 64.571993

$yords
 [1]  11.24386  13.54003  15.83620  18.13237  20.42854  22.72471  25.02087
 [8]  27.31704  29.61321  31.90938  34.20555  36.50172  38.79789  41.09406
[15]  43.39023  45.68640  47.98256  50.27873  52.57490  54.87107  57.16724
[22]  59.46341  61.75958  64.05575  66.35192  68.64808  70.94425  73.24042
[29]  75.53659  77.83276  80.12893  82.42510  84.72127  87.01744  89.31360
[36]  91.60977  93.90594  96.20211  98.49828 100.79445 103.09062 105.38679
[43] 107.68296 109.97913 112.27529 114.57146 116.86763 119.16380 121.45997
[50] 123.75614

$zden
              [,1]         [,2]         [,3]         [,4]         [,5]
 [1,] 1.889913e-15 2.680696e-14 3.322659e-13 3.599957e-12 3.410902e-11
 [2,] 1.559709e-14 2.061158e-13 2.379963e-12 2.401858e-11 2.119394e-10
 [3,] 1.108671e-13 1.365061e-12 1.468445e-11 1.380495e-10 1.134583e-09
 [4,] 6.787962e-13 7.787447e-12 7.805122e-11 6.835942e-10 5.233489e-09
 [5,] 3.580120e-12 3.827324e-11 3.574411e-10 2.916916e-09 2.080581e-08
 [6,] 1.626914e-11 1.620923e-10 1.410817e-09 1.072966e-08 7.132414e-08
 [7,] 6.372583e-11 5.918563e-10 4.802363e-09 3.405133e-08 2.110517e-07
 [8,] 2.153252e-10 1.865055e-09 1.411581e-08 9.338134e-08 5.401517e-07
 [9,] 6.286175e-10 5.082179e-09 3.591775e-08 2.219904e-07 1.200454e-06
[10,] 1.590590e-09 1.202300e-08 7.951175e-08 4.603394e-07 2.335026e-06
[11,] 3.510675e-09 2.489233e-08 1.546771e-07 8.431558e-07 4.036914e-06
[12,] 6.849214e-09 4.584932e-08 2.698002e-07 1.397826e-06 6.387876e-06
[13,] 1.214248e-08 7.766503e-08 4.388281e-07 2.194696e-06 9.734828e-06
[14,] 2.066436e-08 1.286967e-07 7.119031e-07 3.502112e-06 1.533364e-05
[15,] 3.691931e-08 2.280077e-07 1.252201e-06 6.111582e-06 2.648228e-05
[16,] 7.545221e-08 4.613867e-07 2.495674e-06 1.192456e-05 5.026639e-05
[17,] 1.766907e-07 1.045213e-06 5.435476e-06 2.483117e-05 9.959649e-05
[18,] 4.375117e-07 2.447384e-06 1.199500e-05 5.150182e-05 1.937077e-04
[19,] 1.054034e-06 5.510032e-06 2.520327e-05 1.008798e-04 3.533969e-04
[20,] 2.347045e-06 1.141576e-05 4.855733e-05 1.806557e-04 5.880376e-04
[21,] 4.702681e-06 2.125759e-05 8.401142e-05 2.903546e-04 8.778993e-04
[22,] 8.361307e-06 3.512856e-05 1.290226e-04 4.144310e-04 1.164856e-03
[23,] 1.309102e-05 5.114695e-05 1.747185e-04 5.221499e-04 1.366564e-03
[24,] 1.796699e-05 6.533468e-05 2.078196e-04 5.788592e-04 1.414529e-03
[25,] 2.155634e-05 7.304169e-05 2.167230e-04 5.642125e-04 1.293281e-03
[26,] 2.257399e-05 7.140020e-05 1.981875e-04 4.845761e-04 1.050432e-03
[27,] 2.062969e-05 6.109446e-05 1.594765e-04 3.695457e-04 7.693671e-04
[28,] 1.649162e-05 4.601779e-05 1.142442e-04 2.559120e-04 5.288056e-04
[29,] 1.167058e-05 3.122784e-05 7.608511e-05 1.735805e-04 3.838433e-04
[30,] 7.800788e-06 2.133363e-05 5.613858e-05 1.467112e-04 3.848741e-04
[31,] 6.731939e-06 2.179157e-05 6.943268e-05 2.145911e-04 6.285223e-04
[32,] 1.246569e-05 4.541017e-05 1.528722e-04 4.720184e-04 1.328763e-03
[33,] 3.661941e-05 1.270761e-04 3.981612e-04 1.128401e-03 2.895653e-03
[34,] 1.098301e-04 3.497038e-04 9.993517e-04 2.572725e-03 5.984908e-03
[35,] 3.000843e-04 8.775784e-04 2.295698e-03 5.394337e-03 1.142988e-02
[36,] 7.313901e-04 1.974253e-03 4.755868e-03 1.026710e-02 1.994667e-02
[37,] 1.582063e-03 3.959490e-03 8.831285e-03 1.762592e-02 3.161173e-02
[38,] 3.032595e-03 7.064828e-03 1.466134e-02 2.721256e-02 4.536100e-02
[39,] 5.151328e-03 1.121326e-02 2.175681e-02 3.777952e-02 5.894975e-02
[40,] 7.762413e-03 1.585476e-02 2.891719e-02 4.729385e-02 6.964225e-02
[41,] 1.039915e-02 2.003371e-02 3.457532e-02 5.369814e-02 7.535636e-02
[42,] 1.243261e-02 2.274508e-02 3.746279e-02 5.581772e-02 7.552875e-02
[43,] 1.334645e-02 2.339932e-02 3.718242e-02 5.380127e-02 7.110802e-02
[44,] 1.298886e-02 2.208049e-02 3.428883e-02 4.881027e-02 6.375918e-02
[45,] 1.161964e-02 1.941639e-02 2.985179e-02 4.225378e-02 5.493887e-02
[46,] 9.724946e-03 1.618310e-02 2.486582e-02 3.515510e-02 4.547538e-02
[47,] 7.752610e-03 1.294859e-02 1.991799e-02 2.801874e-02 3.577741e-02
[48,] 5.954667e-03 9.968456e-03 1.524116e-02 2.110690e-02 2.628882e-02
[49,] 4.400694e-03 7.307333e-03 1.096145e-02 1.474731e-02 1.769792e-02
[50,] 3.084265e-03 5.004662e-03 7.262458e-03 9.376404e-03 1.073115e-02
              [,6]         [,7]         [,8]         [,9]        [,10]
 [1,] 2.827818e-10 2.052906e-09 1.306307e-08 7.294914e-08 3.580729e-07
 [2,] 1.636023e-09 1.105543e-08 6.545697e-08 3.399584e-07 1.550999e-06
 [3,] 8.155820e-09 5.130949e-08 2.827344e-07 1.366048e-06 5.794806e-06
 [4,] 3.503861e-08 2.052636e-07 1.052957e-06 4.734397e-06 1.868152e-05
 [5,] 1.297666e-07 7.080917e-07 3.382745e-06 1.416114e-05 5.200980e-05
 [6,] 4.145664e-07 2.108065e-06 9.384322e-06 3.660476e-05 1.252523e-04
 [7,] 1.143931e-06 5.425050e-06 2.252739e-05 8.198322e-05 2.617972e-04
 [8,] 2.733293e-06 1.210733e-05 4.698559e-05 1.599194e-04 4.780276e-04
 [9,] 5.683705e-06 2.358098e-05 8.582445e-05 2.743978e-04 7.720039e-04
[10,] 1.038730e-05 4.057435e-05 1.393827e-04 4.218818e-04 1.127626e-03
[11,] 1.700231e-05 6.310535e-05 2.068404e-04 6.001171e-04 1.545109e-03
[12,] 2.580116e-05 9.231098e-05 2.932023e-04 8.285080e-04 2.086524e-03
[13,] 3.836732e-05 1.345712e-04 4.205220e-04 1.171450e-03 2.909099e-03
[14,] 5.977084e-05 2.073751e-04 6.399429e-04 1.754641e-03 4.269297e-03
[15,] 1.017521e-04 3.462085e-04 1.041752e-03 2.768819e-03 6.493440e-03
[16,] 1.867290e-04 6.107201e-04 1.757322e-03 4.446351e-03 9.888959e-03
[17,] 3.505964e-04 1.082874e-03 2.934299e-03 6.975783e-03 1.455190e-02
[18,] 6.382448e-04 1.842449e-03 4.660863e-03 1.033602e-02 2.010488e-02
[19,] 1.083747e-03 2.910291e-03 6.846774e-03 1.412134e-02 2.556113e-02
[20,] 1.675207e-03 4.178937e-03 9.135674e-03 1.752437e-02 2.955849e-02
[21,] 2.323416e-03 5.387112e-03 1.095858e-02 1.960502e-02 3.097234e-02
[22,] 2.867733e-03 6.193569e-03 1.176668e-02 1.975544e-02 2.954099e-02
[23,] 3.137582e-03 6.338452e-03 1.132442e-02 1.804805e-02 2.601336e-02
[24,] 3.042330e-03 5.791249e-03 9.848401e-03 1.518496e-02 2.167864e-02
[25,] 2.625792e-03 4.769921e-03 7.876270e-03 1.208656e-02 1.767393e-02
[26,] 2.040856e-03 3.614945e-03 5.977036e-03 9.468563e-03 1.464483e-02
[27,] 1.466531e-03 2.626544e-03 4.544304e-03 7.736529e-03 1.296252e-02
[28,] 1.038354e-03 1.995944e-03 3.815581e-03 7.208765e-03 1.318236e-02
[29,] 8.460772e-04 1.868289e-03 4.053976e-03 8.404101e-03 1.627045e-02
[30,] 9.968484e-04 2.473408e-03 5.722593e-03 1.213486e-02 2.338816e-02
[31,] 1.707651e-03 4.239482e-03 9.533185e-03 1.933876e-02 3.537489e-02
[32,] 3.394476e-03 7.842213e-03 1.635011e-02 3.074567e-02 5.222028e-02
[33,] 6.729928e-03 1.416125e-02 2.696911e-02 4.650332e-02 7.274655e-02
[34,] 1.260823e-02 2.408651e-02 4.176828e-02 6.583671e-02 9.458028e-02
[35,] 2.191114e-02 3.810368e-02 6.024623e-02 8.682077e-02 1.144439e-01
[36,] 3.501003e-02 5.570898e-02 8.062068e-02 1.064646e-01 1.288468e-01
[37,] 5.115457e-02 7.497290e-02 9.987278e-02 1.213712e-01 1.351769e-01
[38,] 6.817932e-02 9.274331e-02 1.145629e-01 1.289507e-01 1.328108e-01
[39,] 8.297178e-02 1.056946e-01 1.222033e-01 1.285781e-01 1.234959e-01
[40,] 9.266600e-02 1.117335e-01 1.223367e-01 1.218201e-01 1.105074e-01
[41,] 9.586778e-02 1.108069e-01 1.164880e-01 1.114204e-01 9.697763e-02
[42,] 9.305995e-02 1.045241e-01 1.070012e-01 9.972611e-02 8.449786e-02
[43,] 8.594793e-02 9.494450e-02 9.566587e-02 8.768044e-02 7.288003e-02
[44,] 7.632910e-02 8.349163e-02 8.311615e-02 7.498809e-02 6.106768e-02
[45,] 6.533855e-02 7.071158e-02 6.927442e-02 6.114089e-02 4.841081e-02
[46,] 5.348210e-02 5.683935e-02 5.429977e-02 4.642315e-02 3.538991e-02
[47,] 4.119254e-02 4.252700e-02 3.919438e-02 3.213500e-02 2.337345e-02
[48,] 2.928367e-02 2.904893e-02 2.557854e-02 1.994254e-02 1.374031e-02
[49,] 1.886933e-02 1.782141e-02 1.487757e-02 1.095984e-02 7.115272e-03
[50,] 1.085899e-02 9.697396e-03 7.632055e-03 5.287939e-03 3.222727e-03
             [,11]        [,12]        [,13]        [,14]        [,15]
 [1,] 1.547838e-06 5.905511e-06 1.993705e-05 5.971618e-05 1.590995e-04
 [2,] 6.227092e-06 2.204805e-05 6.901166e-05 1.914635e-04 4.720711e-04
 [3,] 2.161811e-05 7.106816e-05 2.063599e-04 5.306301e-04 1.211532e-03
 [4,] 6.479313e-05 1.978979e-04 5.334861e-04 1.272547e-03 2.693134e-03
 [5,] 1.678310e-04 4.767067e-04 1.194445e-03 2.646654e-03 5.200114e-03
 [6,] 3.765103e-04 9.960758e-04 2.324177e-03 4.795016e-03 8.770822e-03
 [7,] 7.346610e-04 1.815114e-03 3.957220e-03 7.632597e-03 1.306119e-02
 [8,] 1.257085e-03 2.914387e-03 5.971419e-03 1.084365e-02 1.750433e-02
 [9,] 1.915313e-03 4.200671e-03 8.167206e-03 1.411914e-02 2.176821e-02
[10,] 2.668311e-03 5.605450e-03 1.048381e-02 1.750349e-02 2.614690e-02
[11,] 3.539144e-03 7.228734e-03 1.319100e-02 2.153381e-02 3.147133e-02
[12,] 4.689423e-03 9.412274e-03 1.687297e-02 2.700533e-02 3.857118e-02
[13,] 6.436750e-03 1.267804e-02 2.220460e-02 3.454861e-02 4.774073e-02
[14,] 9.206287e-03 1.757357e-02 2.966877e-02 4.428703e-02 5.850113e-02
[15,] 1.342609e-02 2.446206e-02 3.927128e-02 5.559066e-02 6.953952e-02
[16,] 1.933036e-02 3.321654e-02 5.021115e-02 6.688186e-02 7.878863e-02
[17,] 2.664775e-02 4.287045e-02 6.068311e-02 7.579758e-02 8.402032e-02
[18,] 3.433311e-02 5.155550e-02 6.826591e-02 8.011327e-02 8.409562e-02
[19,] 4.068010e-02 5.709770e-02 7.105693e-02 7.912790e-02 8.005201e-02
[20,] 4.399502e-02 5.813401e-02 6.888637e-02 7.436879e-02 7.479704e-02
[21,] 4.350898e-02 5.496593e-02 6.352973e-02 6.872227e-02 7.123994e-02
[22,] 3.984135e-02 4.937283e-02 5.754854e-02 6.449954e-02 7.032102e-02
[23,] 3.458922e-02 4.345637e-02 5.267000e-02 6.210148e-02 7.077230e-02
[24,] 2.936484e-02 3.849451e-02 4.913164e-02 6.052393e-02 7.095359e-02
[25,] 2.510337e-02 3.478345e-02 4.653766e-02 5.924149e-02 7.114903e-02
[26,] 2.217611e-02 3.249009e-02 4.534084e-02 5.970301e-02 7.423131e-02
[27,] 2.106038e-02 3.259480e-02 4.750563e-02 6.503521e-02 8.404520e-02
[28,] 2.283988e-02 3.698512e-02 5.569525e-02 7.813333e-02 1.027672e-01
[29,] 2.903909e-02 4.756095e-02 7.158350e-02 9.957370e-02 1.291400e-01
[30,] 4.088744e-02 6.499131e-02 9.447949e-02 1.267217e-01 1.585458e-01
[31,] 5.849753e-02 8.791630e-02 1.210625e-01 1.543700e-01 1.844935e-01
[32,] 8.041090e-02 1.129840e-01 1.462111e-01 1.762953e-01 2.005135e-01
[33,] 1.036846e-01 1.356098e-01 1.644019e-01 1.869749e-01 2.018719e-01
[34,] 1.244427e-01 1.511277e-01 1.712041e-01 1.831212e-01 1.870196e-01
[35,] 1.387642e-01 1.560693e-01 1.646244e-01 1.648558e-01 1.584655e-01
[36,] 1.438029e-01 1.493361e-01 1.459699e-01 1.360179e-01 1.223031e-01
[37,] 1.388706e-01 1.328059e-01 1.196579e-01 1.030124e-01 8.605455e-02
[38,] 1.259042e-01 1.108177e-01 9.166445e-02 7.240142e-02 5.579509e-02
[39,] 1.087702e-01 8.847760e-02 6.720928e-02 4.850948e-02 3.426716e-02
[40,] 9.155988e-02 6.961057e-02 4.897380e-02 3.241412e-02 2.092671e-02
[41,] 7.685055e-02 5.555053e-02 3.680270e-02 2.263661e-02 1.340821e-02
[42,] 6.500125e-02 4.536895e-02 2.877173e-02 1.671322e-02 9.167193e-03
[43,] 5.478126e-02 3.714923e-02 2.270835e-02 1.256494e-02 6.432904e-03
[44,] 4.472567e-02 2.936948e-02 1.725948e-02 9.093984e-03 4.360246e-03
[45,] 3.426467e-02 2.161566e-02 1.213029e-02 6.059838e-03 2.721468e-03
[46,] 2.398489e-02 1.441692e-02 7.673346e-03 3.617210e-03 1.520147e-03
[47,] 1.504840e-02 8.560784e-03 4.298020e-03 1.904485e-03 7.481305e-04
[48,] 8.353087e-03 4.475017e-03 2.110897e-03 8.767258e-04 3.216165e-04
[49,] 4.066672e-03 2.044476e-03 9.035716e-04 3.510571e-04 1.201719e-04
[50,] 1.726451e-03 8.125211e-04 3.358066e-04 1.218759e-04 3.890885e-05
             [,16]        [,17]        [,18]        [,19]        [,20]
 [1,] 3.778716e-04 8.012571e-04 1.517752e-03 2.567039e-03 3.871293e-03
 [2,] 1.036852e-03 2.032323e-03 3.558292e-03 5.564546e-03 7.764068e-03
 [3,] 2.462315e-03 4.463793e-03 7.227167e-03 1.045356e-02 1.349822e-02
 [4,] 5.070009e-03 8.509446e-03 1.275316e-02 1.707814e-02 2.042725e-02
 [5,] 9.084097e-03 1.414339e-02 1.966173e-02 2.442930e-02 2.712820e-02
 [6,] 1.426353e-02 2.067588e-02 2.676946e-02 3.099605e-02 3.211038e-02
 [7,] 1.988744e-02 2.701653e-02 3.281663e-02 3.569844e-02 3.481377e-02
 [8,] 2.519309e-02 3.241583e-02 3.737220e-02 3.867975e-02 3.602227e-02
 [9,] 3.001296e-02 3.709197e-02 4.117469e-02 4.116045e-02 3.724326e-02
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[40,] 3.348085e-03 4.253298e-03 6.159135e-03 8.469636e-03 1.039087e-02
[41,] 2.072067e-03 2.939908e-03 4.216945e-03 5.495550e-03 6.316128e-03
[42,] 1.251189e-03 1.832754e-03 2.523021e-03 3.089783e-03 3.319869e-03
[43,] 7.001211e-04 1.007173e-03 1.310772e-03 1.502787e-03 1.508140e-03
[44,] 3.507769e-04 4.826006e-04 5.896449e-04 6.318086e-04 5.919546e-04
[45,] 1.544584e-04 2.006115e-04 2.293726e-04 2.295161e-04 2.007111e-04
[46,] 5.922720e-05 7.217356e-05 7.710663e-05 7.202188e-05 5.877786e-05
[47,] 1.968995e-05 2.244661e-05 2.239100e-05 1.951861e-05 1.486419e-05
[48,] 5.663115e-06 6.031229e-06 5.615289e-06 4.567586e-06 3.245502e-06
[49,] 1.407621e-06 1.399524e-06 1.215893e-06 9.227858e-07 6.117328e-07
[50,] 3.021902e-07 2.803892e-07 2.272806e-07 1.609232e-07 9.951990e-08
             [,36]        [,37]        [,38]        [,39]        [,40]
 [1,] 8.451811e-04 1.120515e-03 1.317192e-03 1.377646e-03 1.294377e-03
 [2,] 2.159754e-03 2.660825e-03 2.921772e-03 2.880447e-03 2.592062e-03
 [3,] 4.792103e-03 5.495529e-03 5.662834e-03 5.314358e-03 4.662723e-03
 [4,] 9.260317e-03 9.919450e-03 9.669322e-03 8.773199e-03 7.687121e-03
 [5,] 1.565995e-02 1.576961e-02 1.473437e-02 1.321297e-02 1.186917e-02
 [6,] 2.335539e-02 2.235495e-02 2.041759e-02 1.857492e-02 1.744405e-02
 [7,] 3.110830e-02 2.879367e-02 2.635490e-02 2.487500e-02 2.450236e-02
 [8,] 3.774425e-02 3.457315e-02 3.246990e-02 3.204157e-02 3.262139e-02
 [9,] 4.291700e-02 3.982336e-02 3.878646e-02 3.953093e-02 4.059228e-02
[10,] 4.727691e-02 4.496712e-02 4.494515e-02 4.610149e-02 4.664511e-02
[11,] 5.179076e-02 5.001376e-02 4.993162e-02 5.015298e-02 4.925546e-02
[12,] 5.675591e-02 5.419219e-02 5.245110e-02 5.059715e-02 4.807474e-02
[13,] 6.141773e-02 5.639249e-02 5.182658e-02 4.769374e-02 4.428925e-02
[14,] 6.462452e-02 5.616403e-02 4.875519e-02 4.317674e-02 4.007101e-02
[15,] 6.601883e-02 5.443821e-02 4.523461e-02 3.945167e-02 3.743808e-02
[16,] 6.669159e-02 5.323811e-02 4.352655e-02 3.829059e-02 3.721028e-02
[17,] 6.856123e-02 5.438268e-02 4.473888e-02 3.979784e-02 3.862047e-02
[18,] 7.278767e-02 5.804263e-02 4.797428e-02 4.230139e-02 3.978898e-02
[19,] 7.847153e-02 6.229698e-02 5.074166e-02 4.334016e-02 3.887872e-02
[20,] 8.286592e-02 6.422314e-02 5.050666e-02 4.122276e-02 3.531125e-02
[21,] 8.315077e-02 6.183714e-02 4.634325e-02 3.612042e-02 3.021860e-02
[22,] 7.839192e-02 5.538958e-02 3.945847e-02 2.990140e-02 2.576814e-02
[23,] 7.005471e-02 4.701952e-02 3.225964e-02 2.489705e-02 2.386964e-02
[24,] 6.075764e-02 3.920367e-02 2.682498e-02 2.258346e-02 2.516749e-02
[25,] 5.250288e-02 3.335372e-02 2.393043e-02 2.299869e-02 2.880376e-02
[26,] 4.581473e-02 2.947077e-02 2.304894e-02 2.497044e-02 3.285756e-02
[27,] 4.010117e-02 2.669444e-02 2.295797e-02 2.679883e-02 3.520443e-02
[28,] 3.453864e-02 2.407640e-02 2.247585e-02 2.710252e-02 3.455842e-02
[29,] 2.874828e-02 2.115252e-02 2.109397e-02 2.558548e-02 3.125819e-02
[30,] 2.304416e-02 1.822307e-02 1.932926e-02 2.332230e-02 2.720343e-02
[31,] 1.833395e-02 1.628466e-02 1.853516e-02 2.219921e-02 2.474858e-02
[32,] 1.573783e-02 1.652654e-02 2.007375e-02 2.366195e-02 2.516395e-02
[33,] 1.598551e-02 1.950109e-02 2.422479e-02 2.754520e-02 2.773063e-02
[34,] 1.881165e-02 2.442450e-02 2.958987e-02 3.188295e-02 3.016281e-02
[35,] 2.274700e-02 2.920074e-02 3.359324e-02 3.398652e-02 3.009514e-02
[36,] 2.562616e-02 3.139064e-02 3.392167e-02 3.210484e-02 2.656512e-02
[37,] 2.567048e-02 2.959415e-02 2.992115e-02 2.645567e-02 2.044232e-02
[38,] 2.245605e-02 2.424129e-02 2.289817e-02 1.890463e-02 1.363756e-02
[39,] 1.704202e-02 1.719370e-02 1.516532e-02 1.168841e-02 7.870963e-03
[40,] 1.119294e-02 1.054614e-02 8.683852e-03 6.247498e-03 3.926893e-03
[41,] 6.356124e-03 5.591154e-03 4.297381e-03 2.885724e-03 1.692931e-03
[42,] 3.119479e-03 2.561404e-03 1.837499e-03 1.151610e-03 6.305261e-04
[43,] 1.322846e-03 1.013783e-03 6.787479e-04 3.969946e-04 2.028452e-04
[44,] 4.846145e-04 3.466049e-04 2.165610e-04 1.182014e-04 5.635779e-05
[45,] 1.533461e-04 1.023478e-04 5.967247e-05 3.039137e-05 1.352071e-05
[46,] 4.190530e-05 2.609804e-05 1.419776e-05 6.746783e-06 2.800467e-06
[47,] 9.888124e-06 5.745821e-06 2.916398e-06 1.292975e-06 5.006965e-07
[48,] 2.014357e-06 1.092043e-06 5.171104e-07 2.138747e-07 7.726111e-08
[49,] 3.542124e-07 1.791423e-07 7.913283e-08 3.053040e-08 1.028769e-08
[50,] 5.375583e-08 2.536049e-08 1.044957e-08 3.760464e-09 1.181895e-09
             [,41]        [,42]        [,43]        [,44]        [,45]
 [1,] 1.114177e-03 9.081038e-04 7.306842e-04 5.985851e-04 4.985222e-04
 [2,] 2.193317e-03 1.818089e-03 1.529860e-03 1.315030e-03 1.125595e-03
 [3,] 3.977885e-03 3.431699e-03 3.036017e-03 2.698391e-03 2.325344e-03
 [4,] 6.780600e-03 6.152418e-03 5.659600e-03 5.094188e-03 4.348348e-03
 [5,] 1.099290e-02 1.042059e-02 9.766752e-03 8.742859e-03 7.329498e-03
 [6,] 1.693366e-02 1.645231e-02 1.540117e-02 1.356508e-02 1.117452e-02
 [7,] 2.450539e-02 2.388179e-02 2.203540e-02 1.906942e-02 1.559634e-02
 [8,] 3.284657e-02 3.159552e-02 2.862557e-02 2.455697e-02 2.034105e-02
 [9,] 4.035618e-02 3.805657e-02 3.409103e-02 2.955045e-02 2.539822e-02
[10,] 4.530927e-02 4.206956e-02 3.793543e-02 3.405876e-02 3.087248e-02
[11,] 4.678813e-02 4.346929e-02 4.046239e-02 3.832654e-02 3.649862e-02
[12,] 4.526345e-02 4.314758e-02 4.233280e-02 4.224957e-02 4.129842e-02
[13,] 4.233754e-02 4.236869e-02 4.387359e-02 4.510357e-02 4.391174e-02
[14,] 3.981514e-02 4.195174e-02 4.480720e-02 4.595402e-02 4.344846e-02
[15,] 3.875340e-02 4.191637e-02 4.456466e-02 4.434367e-02 4.009357e-02
[16,] 3.902384e-02 4.165515e-02 4.274664e-02 4.060358e-02 3.499008e-02
[17,] 3.950000e-02 4.035798e-02 3.937624e-02 3.569452e-02 2.971088e-02
[18,] 3.874971e-02 3.753497e-02 3.502895e-02 3.096552e-02 2.584116e-02
[19,] 3.598162e-02 3.353927e-02 3.092740e-02 2.797308e-02 2.471624e-02
[20,] 3.173941e-02 2.974452e-02 2.874666e-02 2.811719e-02 2.706939e-02
[21,] 2.778381e-02 2.803523e-02 2.994197e-02 3.202488e-02 3.262200e-02
[22,] 2.613375e-02 2.980293e-02 3.491674e-02 3.904027e-02 3.993786e-02
[23,] 2.791355e-02 3.509349e-02 4.257591e-02 4.720205e-02 4.673385e-02
[24,] 3.271665e-02 4.238433e-02 5.051679e-02 5.376758e-02 5.056948e-02
[25,] 3.870728e-02 4.903345e-02 5.578587e-02 5.613737e-02 4.972400e-02
[26,] 4.331893e-02 5.225396e-02 5.602174e-02 5.293274e-02 4.396611e-02
[27,] 4.435561e-02 5.036748e-02 5.060154e-02 4.474265e-02 3.476513e-02
[28,] 4.113567e-02 4.376648e-02 4.110367e-02 3.395500e-02 2.464541e-02
[29,] 3.500394e-02 3.484810e-02 3.057559e-02 2.358464e-02 1.598046e-02
[30,] 2.866705e-02 2.673482e-02 2.193709e-02 1.581075e-02 1.000316e-02
[31,] 2.460828e-02 2.155688e-02 1.657938e-02 1.118345e-02 6.613524e-03
[32,] 2.362426e-02 1.946239e-02 1.404644e-02 8.876426e-03 4.910341e-03
[33,] 2.449602e-02 1.894150e-02 1.281221e-02 7.579243e-03 3.920791e-03
[34,] 2.497149e-02 1.807590e-02 1.143751e-02 6.325584e-03 3.057650e-03
[35,] 2.329724e-02 1.576148e-02 9.318250e-03 4.813950e-03 2.173146e-03
[36,] 1.920928e-02 1.213719e-02 6.700653e-03 3.232215e-03 1.362265e-03
[37,] 1.380188e-02 8.141828e-03 4.196362e-03 1.889668e-03 7.434546e-04
[38,] 8.595566e-03 4.733370e-03 2.277291e-03 9.572229e-04 3.515189e-04
[39,] 4.630769e-03 2.380254e-03 1.068889e-03 4.193485e-04 1.437291e-04
[40,] 2.156409e-03 1.034535e-03 4.335960e-04 1.587615e-04 5.078296e-05
[41,] 8.676598e-04 3.884887e-04 1.519565e-04 5.192373e-05 1.549924e-05
[42,] 3.015866e-04 1.260159e-04 4.599772e-05 1.466688e-05 4.085279e-06
[43,] 9.054024e-05 3.530270e-05 1.202420e-05 3.577498e-06 9.297574e-07
[44,] 2.347289e-05 8.539899e-06 2.713972e-06 7.533848e-07 1.826751e-07
[45,] 5.254295e-06 1.783557e-06 5.288226e-07 1.369544e-07 3.097969e-08
[46,] 1.015345e-06 3.215429e-07 8.894028e-08 2.148747e-08 4.534105e-09
[47,] 1.693529e-07 5.003071e-08 1.290920e-08 2.909203e-09 5.726018e-10
[48,] 2.437701e-08 6.717541e-09 1.616754e-09 3.398397e-10 6.238696e-11
[49,] 3.027654e-09 7.781980e-10 1.746879e-10 3.424664e-11 5.863386e-12
[50,] 3.244180e-10 7.776997e-11 1.628148e-11 2.976765e-12 4.752883e-13
             [,46]        [,47]        [,48]        [,49]        [,50]
 [1,] 4.098684e-04 3.216911e-04 2.357200e-04 1.598303e-04 1.005281e-04
 [2,] 9.265403e-04 7.152664e-04 5.121690e-04 3.406255e-04 2.129212e-04
 [3,] 1.889000e-03 1.427257e-03 1.003012e-03 6.631001e-04 4.206451e-04
 [4,] 3.463114e-03 2.569396e-03 1.795117e-03 1.204610e-03 7.926136e-04
 [5,] 5.734546e-03 4.229470e-03 2.999476e-03 2.089027e-03 1.440997e-03
 [6,] 8.687730e-03 6.502610e-03 4.788540e-03 3.500806e-03 2.508111e-03
 [7,] 1.229700e-02 9.559647e-03 7.399310e-03 5.628303e-03 4.085381e-03
 [8,] 1.665483e-02 1.362610e-02 1.099495e-02 8.487793e-03 6.070830e-03
 [9,] 2.191134e-02 1.873035e-02 1.536982e-02 1.170723e-02 8.071607e-03
[10,] 2.790012e-02 2.431522e-02 1.972100e-02 1.449518e-02 9.498038e-03
[11,] 3.373341e-02 2.912140e-02 2.282319e-02 1.595948e-02 9.862634e-03
[12,] 3.791062e-02 3.168034e-02 2.365381e-02 1.562181e-02 9.080810e-03
[13,] 3.909480e-02 3.117627e-02 2.202886e-02 1.372309e-02 7.525804e-03
[14,] 3.697216e-02 2.797172e-02 1.871857e-02 1.107261e-02 5.806809e-03
[15,] 3.245167e-02 2.337816e-02 1.499524e-02 8.611118e-03 4.474299e-03
[16,] 2.714553e-02 1.897810e-02 1.205188e-02 7.045647e-03 3.851261e-03
[17,] 2.270925e-02 1.607557e-02 1.067319e-02 6.715033e-03 4.009186e-03
[18,] 2.046112e-02 1.546510e-02 1.115172e-02 7.593825e-03 4.802332e-03
[19,] 2.117609e-02 1.733036e-02 1.327560e-02 9.329030e-03 5.917309e-03
[20,] 2.485454e-02 2.116074e-02 1.635749e-02 1.132102e-02 6.954699e-03
[21,] 3.056774e-02 2.580224e-02 1.938837e-02 1.288416e-02 7.544357e-03
[22,] 3.660159e-02 2.974427e-02 2.132467e-02 1.345236e-02 7.456588e-03
[23,] 4.092871e-02 3.157458e-02 2.141435e-02 1.275521e-02 6.668529e-03
[24,] 4.186322e-02 3.045382e-02 1.945227e-02 1.090471e-02 5.363225e-03
[25,] 3.870121e-02 2.644906e-02 1.586508e-02 8.349920e-03 3.854829e-03
[26,] 3.207370e-02 2.054126e-02 1.154552e-02 5.693497e-03 2.462601e-03
[27,] 2.372314e-02 1.421193e-02 7.472275e-03 3.446957e-03 1.394638e-03
[28,] 1.570993e-02 8.791753e-03 4.318203e-03 1.860863e-03 7.033335e-04
[29,] 9.507889e-03 4.965677e-03 2.275819e-03 9.149996e-04 3.226128e-04
[30,] 5.553818e-03 2.705185e-03 1.155672e-03 4.328939e-04 1.421388e-04
[31,] 3.427945e-03 1.557003e-03 6.196027e-04 2.159830e-04 6.593600e-05
[32,] 2.377514e-03 1.007438e-03 3.735490e-04 1.211889e-04 3.439688e-05
[33,] 1.773518e-03 7.014304e-04 2.425471e-04 7.332408e-05 1.937826e-05
[34,] 1.291749e-03 4.769342e-04 1.538922e-04 4.339511e-05 1.069350e-05
[35,] 8.572130e-04 2.954564e-04 8.898062e-05 2.341463e-05 5.383465e-06
[36,] 5.016432e-04 1.613968e-04 4.536861e-05 1.114217e-05 2.390741e-06
[37,] 2.555490e-04 7.674305e-05 2.013460e-05 4.615087e-06 9.241524e-07
[38,] 1.127767e-04 3.160962e-05 7.740017e-06 1.655697e-06 3.094065e-07
[39,] 4.303632e-05 1.125745e-05 2.572481e-06 5.135291e-07 8.955130e-08
[40,] 1.419048e-05 3.463982e-06 7.386628e-07 1.375947e-07 2.238904e-08
[41,] 4.041535e-06 9.205898e-07 1.831734e-07 3.183668e-08 4.833429e-09
[42,] 9.939887e-07 2.112561e-07 3.921911e-08 6.359738e-09 9.007969e-10
[43,] 2.110666e-07 4.185253e-08 7.248838e-09 1.096610e-09 1.448993e-10
[44,] 3.868884e-08 7.156955e-09 1.156377e-09 1.631895e-10 2.011406e-11
[45,] 6.120770e-09 1.056223e-09 1.591909e-10 2.095497e-11 2.409105e-12
[46,] 8.356225e-10 1.345036e-10 1.890845e-11 2.321503e-12 2.489246e-13
[47,] 9.843029e-11 1.477731e-11 1.937517e-12 2.218569e-13 2.218564e-14
[48,] 1.000222e-11 1.400476e-12 1.712476e-13 1.828678e-14 1.705330e-15
[49,] 8.766943e-13 1.144751e-13 1.305361e-14 1.299875e-15 1.130365e-16
[50,] 6.627139e-14 8.069479e-15 8.580443e-16 7.967338e-17 6.460285e-18

> 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  
    100.475       -1.005  

> abline(r)
> box()
> dev.off()
null device 
          1 
> 
> system("convert tmp/1vnf81257363381.ps tmp/1vnf81257363381.png")
> system("convert tmp/2qrpe1257363381.ps tmp/2qrpe1257363381.png")
> system("convert tmp/358lm1257363381.ps tmp/358lm1257363381.png")
> system("convert tmp/4nt7q1257363381.ps tmp/4nt7q1257363381.png")
> system("convert tmp/5xq0n1257363381.ps tmp/5xq0n1257363381.png")
> system("convert tmp/6tbte1257363382.ps tmp/6tbte1257363382.png")
> system("convert tmp/7kreb1257363382.ps tmp/7kreb1257363382.png")
> 
> 
> proc.time()
   user  system elapsed 
  2.064   1.319   2.544