diff --git a/examples/animations.ipynb b/examples/animations.ipynb
deleted file mode 100644
index 65fc7852..00000000
--- a/examples/animations.ipynb
+++ /dev/null
@@ -1,119 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Initializing backend: gadfly\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Saved animation to /home/tom/.julia/v0.4/Plots/examples/tmp.gif\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "![](\"tmp.gif?0.4950005887019313)
\" />"
- ],
- "text/plain": [
- "Plots.AnimatedGif(\"/home/tom/.julia/v0.4/Plots/examples/tmp.gif\")"
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using Plots\n",
- "gadfly()\n",
- "\n",
- "# create a plot\n",
- "n = 10\n",
- "p = scatter(randn(n), randn(n), size=(500,300))\n",
- "\n",
- "# make an animation by adding data and saving the frames\n",
- "anim = Animation()\n",
- "for i in 1:100\n",
- " append!(p, 1, randn(n), randn(n))\n",
- " frame(anim)\n",
- "end\n",
- "g = gif(anim, fps=50)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Saved animation to /home/tom/.julia/v0.4/Plots/examples/tmp.gif\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "![](\"tmp.gif?0.30448413983944445)
\" />"
- ],
- "text/plain": [
- "Plots.AnimatedGif(\"/home/tom/.julia/v0.4/Plots/examples/tmp.gif\")"
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "g = gif(anim, fps=1)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc4",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/annotate.ipynb b/examples/annotate.ipynb
deleted file mode 100644
index 17f6b875..00000000
--- a/examples/annotate.ipynb
+++ /dev/null
@@ -1,102 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": false,
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Switched to backend: winston"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.WinstonPackage() n=1}"
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "using Plots; winston()\n",
- "default(size=(600,400),leg=false)\n",
- "y = rand(10)\n",
- "plot(y, ann=[(3,y[3],\"this is #3\"), (8,y[8],\"this is #8\")])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.WinstonPackage() n=1}"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "plot(y, ann=(3,y[3],\"this is #3\"))\n",
- "annotate!([(5,y[5],\"this is #5\"),(8.4,y[10],\"this is #10\")])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc1",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/colors.ipynb b/examples/colors.ipynb
deleted file mode 100644
index 224bf332..00000000
--- a/examples/colors.ipynb
+++ /dev/null
@@ -1,1485 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Default backend: immerse\n",
- "[Plots.jl] Initializing backend: immerse"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "WARNING: Method definition draw(Compose.Backend, Compose.Context) in module Compose at /home/tom/.julia/v0.4/Compose/src/container.jl:404 overwritten in module Immerse at /home/tom/.julia/v0.4/Immerse/src/compose.jl:33.\n",
- "WARNING: Method definition display(Base.REPL.REPLDisplay{R<:Base.REPL.AbstractREPL}, Base.Multimedia.MIME{:text/html}, Gadfly.Plot) in module Gadfly at /home/tom/.julia/v0.4/Gadfly/src/Gadfly.jl:969 overwritten in module Immerse at /home/tom/.julia/v0.4/Immerse/src/display_gadfly.jl:144.\n"
- ]
- },
- {
- "ename": "LoadError",
- "evalue": "LoadError: Unknown key: color_palette\nwhile loading In[1], in expression starting on line 5",
- "output_type": "error",
- "traceback": [
- "LoadError: Unknown key: color_palette\nwhile loading In[1], in expression starting on line 5",
- ""
- ]
- }
- ],
- "source": [
- "using Plots\n",
- "default(size=(500,300), leg=true)\n",
- "y = rand(100)\n",
- "scatter(y, z=abs(y-.5), m=10, c=:heat, lab=\"grad\")\n",
- "plot!(0:10:100,rand(11,4),lab=\"lines\", palette=:grays)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=1}"
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "xaxis!(:log, :flip, (e,e^4))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=4}"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "scatter!(linspace(0,1,100), z=Any[y-0.5], c=:bluesreds, xflip=false)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 40,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "0.0"
- ]
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0,0.0,0.8) \n",
- " RGB{Float64}(0.301961,0.0,0.301961)\n",
- " RGB{Float64}(0.8,0.447059,0.0) \n",
- " RGB{Float64}(0.0,0.301961,0.0) \n",
- " RGB{Float64}(0.8,0.0,0.0) \n",
- " RGB{Float64}(0.0,0.15098,0.4) \n",
- " RGB{Float64}(0.4,0.37451,0.0) \n",
- " RGB{Float64}(0.8,0.223529,0.0) \n",
- " RGB{Float64}(0.55098,0.0,0.15098) \n",
- " RGB{Float64}(0.0,0.0754902,0.6) \n",
- " RGB{Float64}(0.0,0.226471,0.2) \n",
- " RGB{Float64}(0.2,0.338235,0.0) \n",
- " RGB{Float64}(0.6,0.410784,0.0) \n",
- " RGB{Float64}(0.8,0.335294,0.0) \n",
- " RGB{Float64}(0.8,0.111765,0.0) \n",
- " RGB{Float64}(0.67549,0.0,0.0754902)\n",
- " RGB{Float64}(0.426471,0.0,0.226471)\n",
- " RGB{Float64}(0.0,0.0377451,0.7) \n",
- " RGB{Float64}(0.0,0.113235,0.5) \n",
- " RGB{Float64}(0.0,0.188725,0.3) "
- ]
- },
- "execution_count": 40,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- "1.0\n",
- "0.5\n",
- "0.25\n",
- "0.75\n",
- "0.125\n",
- "0.375\n",
- "0.625\n",
- "0.875\n",
- "0.0625\n",
- "0.1875\n",
- "0.3125\n",
- "0.4375\n",
- "0.5625\n",
- "0.6875\n",
- "0.8125\n",
- "0.9375\n",
- "0.03125\n",
- "0.09375\n",
- "0.15625\n"
- ]
- }
- ],
- "source": [
- "using Plots\n",
- "#grad = Plots.ColorGradient([colorant\"blue\", RGB(0.7,0.85,0.7), colorant\"darkred\"], [0,0.5,1])\n",
- "#grad = Plots.ColorGradient(:bluesreds)\n",
- "#grad = Plots.ColorGradient([RGB(.95,.95,.95),RGB(.05,.05,.05)])\n",
- "\n",
- "function darken(c, v=0.2)\n",
- " rgb = RGB(c)\n",
- " r = max(0, rgb.r - v)\n",
- " g = max(0, rgb.g - v)\n",
- " b = max(0, rgb.b - v)\n",
- " RGB(r,g,b)\n",
- "end\n",
- "function lighten(c, v=0.2)\n",
- " darken(c, -v)\n",
- "end\n",
- "\n",
- "func = darken\n",
- "grad = Plots.ColorGradient(map(func, [\n",
- " colorant\"blue\",\n",
- " colorant\"green\",\n",
- " #colorant\"yellow\",\n",
- " colorant\"orange\",\n",
- " colorant\"red\",\n",
- " colorant\"purple\",\n",
- " ]))\n",
- "\n",
- "#grad = Plots.ColorGradient([\n",
- "# colorant\"lightyellow\",\n",
- "# colorant\"orange\",\n",
- "# colorant\"darkred\",\n",
- "# #colorant\"black\"\n",
- "# ])\n",
- "#grad = Plots.ColorGradient(:heat)\n",
- "\n",
- "function getrange(n::Int)\n",
- " zs = zeros(n)\n",
- " offset = 0.0\n",
- " baseoffset = 0.1\n",
- " z = offset\n",
- " chg = 0.5\n",
- " for i in 1:n\n",
- " zs[i] = z\n",
- " \n",
- " z += chg\n",
- " if z > 1.0\n",
- " offset += 0.1\n",
- " if offset > 0.5\n",
- " baseoffset *= 0.5\n",
- " offset = baseoffset\n",
- " end\n",
- " z = offset\n",
- "# chg *= 0.5\n",
- " #z += chg\n",
- " end\n",
- " end\n",
- " zs\n",
- "end\n",
- "\n",
- "function getrange2(n::Int)\n",
- " n > 0 || error()\n",
- " n == 1 && return zeros(1)\n",
- " zs = [0.0, 1.0]\n",
- " for i in 3:n\n",
- " sorted = sort(zs)\n",
- " diffs = diff(sorted)\n",
- " widestj = 0\n",
- " widest = 0.0\n",
- " for (j,d) in enumerate(diffs)\n",
- " if d > widest\n",
- " widest = d\n",
- " widestj = j\n",
- " end\n",
- " end\n",
- " push!(zs, sorted[widestj] + 0.5 * diffs[widestj])\n",
- " end\n",
- " zs\n",
- "end\n",
- "\n",
- "#colors = RGB[Plots.getColorZ(grad,z) for z in 0:0.01:1]\n",
- "#zs = map(z->z%1.0, 0:.285:3)\n",
- "zs = getrange2(20)\n",
- "map(println, zs)\n",
- "colors = RGB[Plots.getColorZ(grad, z) for z in zs]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- ":blues"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "21-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{U8}(0.678,0.847,0.902) \n",
- " RGB{Float64}(0.64451,0.804706,0.884118) \n",
- " RGB{Float64}(0.610588,0.762353,0.866275) \n",
- " RGB{Float64}(0.576667,0.72,0.848431) \n",
- " RGB{Float64}(0.542745,0.677647,0.830588) \n",
- " RGB{Float64}(0.508824,0.635294,0.812745) \n",
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- " RGB{Float64}(0.203529,0.254118,0.652157) \n",
- " RGB{Float64}(0.169608,0.211765,0.634314) \n",
- " RGB{Float64}(0.135686,0.169412,0.616471) \n",
- " RGB{Float64}(0.101765,0.127059,0.598627) \n",
- " RGB{Float64}(0.0678431,0.0847059,0.580784)\n",
- " RGB{Float64}(0.0339216,0.0423529,0.562941)\n",
- " RGB{Float64}(0.0,0.0,0.545098) "
- ]
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- "metadata": {},
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- {
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- ":bluesreds"
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- ""
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- " RGB{U8}(0.0,0.0,0.545) \n",
- " RGB{Float64}(0.08,0.085,0.570588)\n",
- " RGB{Float64}(0.16,0.17,0.596078) \n",
- " RGB{Float64}(0.24,0.255,0.621569)\n",
- " RGB{Float64}(0.32,0.34,0.647059) \n",
- " RGB{Float64}(0.4,0.425,0.672549) \n",
- " RGB{Float64}(0.48,0.51,0.698039) \n",
- " RGB{Float64}(0.56,0.595,0.723529)\n",
- " RGB{Float64}(0.64,0.68,0.74902) \n",
- " RGB{Float64}(0.72,0.765,0.77451) \n",
- " RGB{Float64}(0.8,0.85,0.8) \n",
- " RGB{Float64}(0.77451,0.765,0.72) \n",
- " RGB{Float64}(0.74902,0.68,0.64) \n",
- " RGB{Float64}(0.723529,0.595,0.56)\n",
- " RGB{Float64}(0.698039,0.51,0.48) \n",
- " RGB{Float64}(0.672549,0.425,0.4) \n",
- " RGB{Float64}(0.647059,0.34,0.32) \n",
- " RGB{Float64}(0.621569,0.255,0.24)\n",
- " RGB{Float64}(0.596078,0.17,0.16) \n",
- " RGB{Float64}(0.570588,0.085,0.08)\n",
- " RGB{Float64}(0.545098,0.0,0.0) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ":darkrainbow"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "21-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0,0.0,0.9) \n",
- " RGB{Float64}(0.0803922,0.0,0.800392) \n",
- " RGB{Float64}(0.160784,0.0,0.700784) \n",
- " RGB{Float64}(0.241176,0.0,0.601176) \n",
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- " RGB{Float64}(0.54,0.48902,0.0) \n",
- " RGB{Float64}(0.72,0.518039,0.0) \n",
- " RGB{Float64}(0.9,0.547059,0.0) \n",
- " RGB{Float64}(0.9,0.437647,0.0) \n",
- " RGB{Float64}(0.9,0.328235,0.0) \n",
- " RGB{Float64}(0.9,0.218824,0.0) \n",
- " RGB{Float64}(0.9,0.109412,0.0) \n",
- " RGB{Float64}(0.9,0.0,0.0) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ":grays"
- ]
- },
- "metadata": {},
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- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "21-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.95,0.95,0.95) \n",
- " RGB{Float64}(0.905,0.905,0.905)\n",
- " RGB{Float64}(0.86,0.86,0.86) \n",
- " RGB{Float64}(0.815,0.815,0.815)\n",
- " RGB{Float64}(0.77,0.77,0.77) \n",
- " RGB{Float64}(0.725,0.725,0.725)\n",
- " RGB{Float64}(0.68,0.68,0.68) \n",
- " RGB{Float64}(0.635,0.635,0.635)\n",
- " RGB{Float64}(0.59,0.59,0.59) \n",
- " RGB{Float64}(0.545,0.545,0.545)\n",
- " RGB{Float64}(0.5,0.5,0.5) \n",
- " RGB{Float64}(0.455,0.455,0.455)\n",
- " RGB{Float64}(0.41,0.41,0.41) \n",
- " RGB{Float64}(0.365,0.365,0.365)\n",
- " RGB{Float64}(0.32,0.32,0.32) \n",
- " RGB{Float64}(0.275,0.275,0.275)\n",
- " RGB{Float64}(0.23,0.23,0.23) \n",
- " RGB{Float64}(0.185,0.185,0.185)\n",
- " RGB{Float64}(0.14,0.14,0.14) \n",
- " RGB{Float64}(0.095,0.095,0.095)\n",
- " RGB{Float64}(0.05,0.05,0.05) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ":greens"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "21-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{U8}(0.565,0.933,0.565) \n",
- " RGB{Float64}(0.536471,0.906275,0.536471) \n",
- " RGB{Float64}(0.508235,0.879216,0.508235) \n",
- " RGB{Float64}(0.48,0.852157,0.48) \n",
- " RGB{Float64}(0.451765,0.825098,0.451765) \n",
- " RGB{Float64}(0.423529,0.798039,0.423529) \n",
- " RGB{Float64}(0.395294,0.77098,0.395294) \n",
- " RGB{Float64}(0.367059,0.743922,0.367059) \n",
- " RGB{Float64}(0.338824,0.716863,0.338824) \n",
- " RGB{Float64}(0.310588,0.689804,0.310588) \n",
- " RGB{Float64}(0.282353,0.662745,0.282353) \n",
- " RGB{Float64}(0.254118,0.635686,0.254118) \n",
- " RGB{Float64}(0.225882,0.608627,0.225882) \n",
- " RGB{Float64}(0.197647,0.581569,0.197647) \n",
- " RGB{Float64}(0.169412,0.55451,0.169412) \n",
- " RGB{Float64}(0.141176,0.527451,0.141176) \n",
- " RGB{Float64}(0.112941,0.500392,0.112941) \n",
- " RGB{Float64}(0.0847059,0.473333,0.0847059)\n",
- " RGB{Float64}(0.0564706,0.446275,0.0564706)\n",
- " RGB{Float64}(0.0282353,0.419216,0.0282353)\n",
- " RGB{Float64}(0.0,0.392157,0.0) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ":heat"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "21-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{U8}(1.0,1.0,0.878) \n",
- " RGB{Float64}(1.0,0.964706,0.790588) \n",
- " RGB{Float64}(1.0,0.929412,0.702745) \n",
- " RGB{Float64}(1.0,0.894118,0.614902) \n",
- " RGB{Float64}(1.0,0.858824,0.527059) \n",
- " RGB{Float64}(1.0,0.823529,0.439216) \n",
- " RGB{Float64}(1.0,0.788235,0.351373) \n",
- " RGB{Float64}(1.0,0.752941,0.263529) \n",
- " RGB{Float64}(1.0,0.717647,0.175686) \n",
- " RGB{Float64}(1.0,0.682353,0.0878431)\n",
- " RGB{Float64}(1.0,0.647059,0.0) \n",
- " RGB{Float64}(0.95451,0.582353,0.0) \n",
- " RGB{Float64}(0.90902,0.517647,0.0) \n",
- " RGB{Float64}(0.863529,0.452941,0.0) \n",
- " RGB{Float64}(0.818039,0.388235,0.0) \n",
- " RGB{Float64}(0.772549,0.323529,0.0) \n",
- " RGB{Float64}(0.727059,0.258824,0.0) \n",
- " RGB{Float64}(0.681569,0.194118,0.0) \n",
- " RGB{Float64}(0.636078,0.129412,0.0) \n",
- " RGB{Float64}(0.590588,0.0647059,0.0)\n",
- " RGB{Float64}(0.545098,0.0,0.0) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ":lightrainbow"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "21-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.3,0.3,1.0) \n",
- " RGB{Float64}(0.400392,0.3,0.960392) \n",
- " RGB{Float64}(0.500784,0.3,0.920784) \n",
- " RGB{Float64}(0.601176,0.3,0.881176) \n",
- " RGB{Float64}(0.701569,0.3,0.841569) \n",
- " RGB{Float64}(0.801961,0.3,0.801961) \n",
- " RGB{Float64}(0.701569,0.400392,0.701569)\n",
- " RGB{Float64}(0.601176,0.500784,0.601176)\n",
- " RGB{Float64}(0.500784,0.601176,0.500784)\n",
- " RGB{Float64}(0.400392,0.701569,0.400392)\n",
- " RGB{Float64}(0.3,0.801961,0.3) \n",
- " RGB{Float64}(0.44,0.83098,0.3) \n",
- " RGB{Float64}(0.58,0.86,0.3) \n",
- " RGB{Float64}(0.72,0.88902,0.3) \n",
- " RGB{Float64}(0.86,0.918039,0.3) \n",
- " RGB{Float64}(1.0,0.947059,0.3) \n",
- " RGB{Float64}(1.0,0.817647,0.3) \n",
- " RGB{Float64}(1.0,0.688235,0.3) \n",
- " RGB{Float64}(1.0,0.558824,0.3) \n",
- " RGB{Float64}(1.0,0.429412,0.3) \n",
- " RGB{Float64}(1.0,0.3,0.3) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ":rainbow"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "21-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{U8}(0.0,0.0,1.0) \n",
- " RGB{Float64}(0.100392,0.0,0.900392) \n",
- " RGB{Float64}(0.200784,0.0,0.800784) \n",
- " RGB{Float64}(0.301176,0.0,0.701176) \n",
- " RGB{Float64}(0.401569,0.0,0.601569) \n",
- " RGB{Float64}(0.501961,0.0,0.501961) \n",
- " RGB{Float64}(0.401569,0.100392,0.401569)\n",
- " RGB{Float64}(0.301176,0.200784,0.301176)\n",
- " RGB{Float64}(0.200784,0.301176,0.200784)\n",
- " RGB{Float64}(0.100392,0.401569,0.100392)\n",
- " RGB{Float64}(0.0,0.501961,0.0) \n",
- " RGB{Float64}(0.2,0.53098,0.0) \n",
- " RGB{Float64}(0.4,0.56,0.0) \n",
- " RGB{Float64}(0.6,0.58902,0.0) \n",
- " RGB{Float64}(0.8,0.618039,0.0) \n",
- " RGB{Float64}(1.0,0.647059,0.0) \n",
- " RGB{Float64}(1.0,0.517647,0.0) \n",
- " RGB{Float64}(1.0,0.388235,0.0) \n",
- " RGB{Float64}(1.0,0.258824,0.0) \n",
- " RGB{Float64}(1.0,0.129412,0.0) \n",
- " RGB{Float64}(1.0,0.0,0.0) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ":reds"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "21-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{U8}(1.0,0.714,0.757) \n",
- " RGB{Float64}(0.977255,0.678039,0.71902) \n",
- " RGB{Float64}(0.95451,0.642353,0.681176) \n",
- " RGB{Float64}(0.931765,0.606667,0.643333) \n",
- " RGB{Float64}(0.90902,0.57098,0.60549) \n",
- " RGB{Float64}(0.886275,0.535294,0.567647) \n",
- " RGB{Float64}(0.863529,0.499608,0.529804) \n",
- " RGB{Float64}(0.840784,0.463922,0.491961) \n",
- " RGB{Float64}(0.818039,0.428235,0.454118) \n",
- " RGB{Float64}(0.795294,0.392549,0.416275) \n",
- " RGB{Float64}(0.772549,0.356863,0.378431) \n",
- " RGB{Float64}(0.749804,0.321176,0.340588) \n",
- " RGB{Float64}(0.727059,0.28549,0.302745) \n",
- " RGB{Float64}(0.704314,0.249804,0.264902) \n",
- " RGB{Float64}(0.681569,0.214118,0.227059) \n",
- " RGB{Float64}(0.658824,0.178431,0.189216) \n",
- " RGB{Float64}(0.636078,0.142745,0.151373) \n",
- " RGB{Float64}(0.613333,0.107059,0.113529) \n",
- " RGB{Float64}(0.590588,0.0713725,0.0756863)\n",
- " RGB{Float64}(0.567843,0.0356863,0.0378431)\n",
- " RGB{Float64}(0.545098,0.0,0.0) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ":redsblues"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "21-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{U8}(0.545,0.0,0.0) \n",
- " RGB{Float64}(0.570588,0.085,0.08)\n",
- " RGB{Float64}(0.596078,0.17,0.16) \n",
- " RGB{Float64}(0.621569,0.255,0.24)\n",
- " RGB{Float64}(0.647059,0.34,0.32) \n",
- " RGB{Float64}(0.672549,0.425,0.4) \n",
- " RGB{Float64}(0.698039,0.51,0.48) \n",
- " RGB{Float64}(0.723529,0.595,0.56)\n",
- " RGB{Float64}(0.74902,0.68,0.64) \n",
- " RGB{Float64}(0.77451,0.765,0.72) \n",
- " RGB{Float64}(0.8,0.85,0.8) \n",
- " RGB{Float64}(0.72,0.765,0.77451) \n",
- " RGB{Float64}(0.64,0.68,0.74902) \n",
- " RGB{Float64}(0.56,0.595,0.723529)\n",
- " RGB{Float64}(0.48,0.51,0.698039) \n",
- " RGB{Float64}(0.4,0.425,0.672549) \n",
- " RGB{Float64}(0.32,0.34,0.647059) \n",
- " RGB{Float64}(0.24,0.255,0.621569)\n",
- " RGB{Float64}(0.16,0.17,0.596078) \n",
- " RGB{Float64}(0.08,0.085,0.570588)\n",
- " RGB{Float64}(0.0,0.0,0.545098) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "using Plots\n",
- "zs = 0:0.05:1\n",
- "for gradientsym in sort(collect(keys(Plots._gradients)))\n",
- " display(gradientsym)\n",
- " gradient = ColorGradient(gradientsym)\n",
- " display(RGB[getColorZ(gradient,z) for z in zs])\n",
- "end"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc4",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/contours.ipynb b/examples/contours.ipynb
deleted file mode 100644
index d301975a..00000000
--- a/examples/contours.ipynb
+++ /dev/null
@@ -1,300 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using Plots\n",
- "x = [\"x1\", \"x2\"]\n",
- "y = [0.2, 0.7]\n",
- "bar(x, y)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using Plots; using Compose\n",
- "p1 = plot(rand(10))\n",
- "p2 = scatter(rand(100))\n",
- "compose(context(),\n",
- " (context(0.6,0,0.4,0.4), Gadfly.render(p2.o[2])),\n",
- " (context(0,0,1,1), Gadfly.render(p1.o[2])))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using Plots\n",
- "import Contour\n",
- "default(size=(500,300))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "typeof(cs) = Array{Contour.ContourLevel,1}"
- ]
- }
- ],
- "source": [
- "n = 100\n",
- "x = sort(randn(n)); y = sort(randn(n))\n",
- "cs = Contour.contours(x, y, x * y', 5)\n",
- "@show typeof(cs) length(cs)\n",
- "#xys = [Contour.coordinates(c.lines) for c in cs]\n",
- "for clevel in cs\n",
- " @show length(clevel.lines)\n",
- " #for (x,y) in Contour.coordinates(clevel.lines[1])\n",
- " # @show x y\n",
- " #end\n",
- "end"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "x, y = Contour.coordinates(cs[2].lines[2])\n",
- "@show x y\n",
- "plot(x,y)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "Pkg.add(\"GeometricalPredicates\")\n",
- "Pkg.clone(\"https://github.com/JuliaGeometry/VoronoiDelaunay.jl\")\n",
- "Pkg.add(\"Contour\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Default backend: immerse\n",
- "[Plots.jl] Switched to backend: gadfly\n",
- "[Plots.jl] Initializing backend: gadfly"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Cairo.ji for module Cairo.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Gadfly.ji for module Gadfly.\n",
- "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Compose.ji for module Compose.\n",
- "WARNING: Base.Nothing is deprecated, use Void instead.\n",
- "WARNING: eval from module Compose to Gadfly: \n",
- "Expr(:import, :Patchwork)::Any\n",
- " ** incremental compilation may be broken for this module **\n",
- "\n"
- ]
- },
- {
- "data": {
- "image/png": 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tXiF2q2X9O7Ov7l3ftYO1fQxIRWAyw+0iOH2ViUhJHfrS+045Dj0rZPfSpfry0t5CF5YdABL4UE5Djg1S7p1fV6BYl2HDmnIVqqICEVlP9L2EzyrLypoixSXBcRkRSV3b/OP//kFRn/bJgNcuqAYFSQQCsrV74UUEBoqFwraskA3vzS08ufGZCZYBXdnQAOCT4C+FHqnw3GQbob/+54ujGfs9RjMgQOzhxW7/H0tjEbOHO7u9AMpZcHxp1bFQxKJTFyxoylUIAwItrh8otVhsqFAma4oUl/j7izjL7oi/v0gs9um8cl5q3K1WO8P49Eq3E207fCjnzKFLO9c8Nsxcd4cqj4CJg2h1/qXTa39z/N5ztEzB9ev+HqOcAwigWagJttWwcB6npv773+27dWvMBdwloXuPYp0nP4DFBqWV5sTu3ZsixSX3Hz7kI3AK8VLjXlWlMxq5OPdalEp9G1bI6dU/dmpvl7jJPUDg0DvVfGL5V45feo5zt9vsnutWIQggAFUsFDNwESdPAf7Yf/4z88MPG9N7B3qMH683IzkVbg84n4e2S+4QlZraREF1Ual8PazbCbXa6OMK8VLjTlE8HylMcZ9QFEEQXvrHajp5mYfj23maZMW3g/Lc27ShNv0LSRIe6jAER0ZoPbq+dTZAECgKCtN1SOn70suLr19/8p13Gh0BWYNQJpvzzXd7r/LkWhe/3i6HzDz8hd+WNFGKS0iSIAgvXUJrFUgS9+VKHeC1C6oyme+ucbukbS/6m7RagUd3sYACBAGDSkEK7+Qo8KyQPlMeO/zdl1HgduKWZwYejg5+4olnv/yyUV12y5DZsxVFhWv+73+dY+ypkUx1Nys0cLmIyC5DX125MqEFfDIAwNUtccLHHe7gtTN3g4HmskI60rYVIpDKDB7r1OuNAIAI/YNqvjEaPSlkwiuvKGyQ78a2K62Qa4Lewczm778vunmzcX32wOPvvf/enn2G4N5LD6I/7CG+24WtPc0Tdx375cVLvSZNanZx1RiNvp4E0QkuK6SXztx1OpNIRDWuEpOqLCfn3A5dVSlB8sMSu8d0GorhjdyT4j3o9WaBgGyrpaniewzJzl0bG+E2p/GtQghPTCIFoppv9HozRfHcKUQWHPzWX8s/fmyKlYEEATh6W0poOKuDLkEQJ4YiM7pn6dK5n37abFdyl5QBAz4+ckyvVCqKilAMC46NpYTu0xk3BwaDmcfDuWxZNRgMtI/X6vJSYyEW8xvhLzOoK3b/MC/79PbICKmfGKw2JHOTCaPEw579sUO/KfWf78WIRFQbdiD2mv7KopnruieDv9TFr2YLnLxKjXjzDccvRSLK86pMYGQkQRA5tPW2GUII4GNgYUBhBQMDvUMhQQIAEELQVw8dbM4ruReRv7/I37/l2ndEKKQwz4vIPoZQSPp4nLuXGvdGxHTrFMV/vt4t3M/04rQgiejObc+y1JVbxu1fTVdX5Paa/K/m7uaDo20HuUdn9OoxZd7aXUunDjP7Se75yUTDxgNUSIce3SbMcvy+3m0QBo1GwOdNDLUW6aHEAHo7EASkSCFGDDUr0yQGerWqOa+k9RAIHvrX0+aFz/d1hTwg4/7y7Pk1//9+af2J99RqI0URDUhizrKb/m9iXIh5dF+R40s4gkB6e0GwP7F8xbsRHfq0S+nXsH57DRqNkSRximqz43Xc29+jKLZk3aKuHWxxkaxYCCYaCsvg7DUyqtugJ79c57RDVaMx8ni4hxvYLzTUaLIAQLQYot1kijdYgSCprV9/DQDhiYnpw4bxqId1H5BWa8JxjDPxNeh0JgxDfXkv5APKLfPy7Pn3Y9NraGhumdtntu34cuqLU6W4mzfT4xcMeYYOTy08df998Cp8JLdMwaVTx5Z8mn36gFGjo/hUdKcevZ/6Z8qQcXWP9JxbBgBYhnksKKCXUN3Ova97SwHQLB4XzAOACpXdjhBT3//w0ddea3pM5INHLtfyeHjbjqpqEFxuGS91ywQEiBvkQLx+ZGVaAu7OsgNApyT+kZVnDapyoV9oc3TwQePvL/IFB2J0Rq/obzcDgEFdnnVsRfG1A5ePfJpzeVlMxpiOfaYSZO2N6u8v8myCERSd/Ma/tn32cbjA5HJc5OtAY4FXhtn4hA0AWBbyKumNH/3n5snjb6xd/9DZdz8/4UPX5xZFJhP4uEIeXCjkv1568635//r9h9/VKnW9BxME1qD6h1WFV0ICPC2vCQWoSMSvKsm+/za9CoLAMMxL41abnbPbvv7l5diCIwujyOsdAyuCmXPnN735y/zonAs7ao7B8foVMuX112VxSQcqSWudDVLFBjhSDmMzgH/X84cgEBcC03qYr+3bsenzz5vzeh4I96MQn4JTCPbBBx88ADGjJ4wePuaRXv16lZeUHTt4tGffnjU/VVXplEo9RfEwDC0tVWk0JomEX1GhUSi0FotdKCSNRktFhZplgaIItdqgUOgIAicIrLJSo1IZhEIKRZGzW7+PCjAEecwncuYqHd9rqn9YbFnZHSl2O1NaqjSbbUIhaTJZKirUDFMtxahQaO9K0apU+mopxcVKg8EsFvMtFltZmcpqtQsEpF5vrqzUIAhKkrhSqa+q0pEkD8fRsjK1RmOQSAR3pViFQuquFJaieBqNUaHQ4jhGELhcrlWp9ALBHSl6fa0Ui8UuEJAlJUqlUodhKEkSd6UQOI6Vl6vVaoNYLGBZpqREaTJZRSLKbLaUl6vtdpbPdymFRFG0pOSOFKvVXiPFYDBXVmoAkBopPJ6jFD7LgoMUa40UrdYkl2sxDOPxcIVCp1Tq+XwSw9CSEqVOZ7KaSs4cWHR0+1cXj/yRf+OgRl1lZQMxjEeShEplqJFSUaFRqw2ZWz84v+PzKY/E9+4UGh4sCg0SRYaKOyUF8An79jW/smREQEQyj4cXFMhVKoNIRFUPG63WJJHwbTZ7aamKpm1CIWkw0Ioq/YDHHr94/OTRGxW0nUEATHYoM8KpSriihNHpkBbhPEgIHIKEtvWrjw6c/YxQIqq+lprBWVeK0UhXVGg8DE4EQUpKqgwGi1hM0bStvFxlszF8Pk+nM8nlWhRFeTzc8RaoGZw2W+3gvPcWcByctbdATk65TmeWyQR3BycjEPB0OrNcfmdwVlXplUrdXSn3OThrb4Gawen+FkCcBme1FLFYwDBMaemdYVPfLeA0OGtvAXdS3A3O/Hw5TVvFYn61lOrBKZdr7XbGR+IjH3Q+d7PJ/M5r//nil9ptgTabnWFYgsAQBKnelsLj4eXlaooihEKKIDCGYW02O4ahGIbabAzDMDiOoShitdpZliUIHEFg0ydT/Ax7B3UXuZNrNDPf/lX50h8FksDIGiksC1arDUGQGikoiuK4WykOJ7JWqx1FERzH7HbGbmfuds/FtbiTUn3ivVKcTqyVUlampihCIuHXSLl7oo1lm01K3WtxkgIAFouTlNoTcRxFUdRRitlMH9/2yZUzq+JiYmMiw0iSp9Zqbt4uNBjp4VMXJqQOuVeKveDq/i1fjZs1vmOgnwtn+o3cqm2HC+d9c1saGFFeruLxiGpfhNO13O0eY7Mx1ZmBj27cvPv3X2+dO2uhab5AYNOpnu5j9bB+sfy08Klvfx/wxDQ3f1BHKfUPzuYdNu6klJerCQILCBC3qJQGXcsDHpxOUuRyLUHg/v5Cp8GJooiPzOgfqHE3GU37duzNuZXz6oLXmrflG8c37Pth1vOPSdy53U9eMmQrY2Z9c7F55XJ4ZsfyVysLTo0bMdjfzyHJLctm3by1/8jJsbN+jEu+p6DEqg/7R1IF/bu5LR60ZtftkC5zBz3xSaO7tPLdd6+v+Gx4iqe9i3uyeCkz/v1Ek/OIcXC0Ig/oCfby7Pkvz57//hvvlRSVzHhmZr3H2+0M46FYch2S+kzk+0ftP2V0+atcaTt+0TRg1sL7b9DbaKhCvIEb5/8uunn4sXEj7rHsAIAgKR3aDx/YZ9fK18ym2rJHVtpYeONkamKghzZT42W55zZBExTC2O0I1HMiAozd9pAle3gYR0iLwinkAUXLNCgOEgDkcm2DQiERBJ34ny3LXu9upnXDeguF/LsPLRayckx7Thq7T/hnbOfhDeqDV6FQ6B66UMhTe7/t3b2TUOA6Fq1jUuLl67cvn1jVY+jz1d/o1WUsy8qknq7RX0Zpq/IBoKpK5zkU0h2hCQmnTCSAJ9tdZSLDExMb2nLrolTquVBIR1QqAxcK6Y00IjjEPzxx9rcXt381/afVZ2OjREKehQGsqII10TB43vedRsxroa4+GAgCe7g2l+u1FcrKgqRxAz0ck5QQdevmwRrjTvAELMPYbQyOu/3T22wMTlLQhFiIrqNG/fycWaGDQDc7m+RaqFCYO48c2YjG68WoqywvOGe1GEXSsLCYHijWbCt7XHCIEziOtrpCTh0/tXbFmqzLWTqtTiqTZnTOmDRtco/ePTyc0jOlx+msM80i3UuNe0CAmzvPI9KQmCc/O16Zd6nw6pHqxGGJMekxnYbx+G4XWh8W/P0fskvQq8spvoDkedowKZNKdVmXaj4KZSECsV9xhS4mwlWKGQAAKC7XhUR3giYoxC8sbNic2fs2LZ/SzVw3OY3NDvuuUyPmPe0X2sz7IZQVNw+tezU3a69ELCNJUqPTAIJ1G/Jaz1ELMLwZdlFazRWFOTetFpNQ5BcVmyEUP6CcNl6LTNaymdrq5dfvFx07cvzZ+c9++OlHPB4v+0b2ssXLXn5mfnPZ7nrxUuNuNltxHG1cvY7g2Izg2Ixm71Lr0hSFtAo4wbdZLcCy4H4jidVixfFavwqCoCn9pp+5utadcbfamMwbqsFPPw0ANG1FUbRxydTmfvPduxcubMjMeiTF7OdgAVQG2JNFSePSnv7yK/dnN4b863s3/zwxNSn+hZnThXwBAAALxWVl+0/8mnt122P/2EcKGl9VtbToxqGdvyirSsLCIkiSp9Vp92z9ISm1z4DhcwXC5i/W+rDQlBHSdE6fOH3k4JHFK5eQ1J0nd1qntIXfL1z88+8PrA9e+h6nVhvMZp/OxeyERmM0mR4mhciCogFByyvlHo4pKi0Pjkxz/KbvlPcrVPaTF0vrHsww7PYjBbKwjsl9p8EdhTSy7iCPz//4yLG0CTNWHCc2nqcOZcGhLNiYSa04TmRMnvXRoSM8fnPWeVBV3tr884ShvbsP69vnjmUHAAQiw8OmTxzDs1f9/fvjjW781rUTG1e8nxAX+uwzsyZPGDV21NAnH58466mpVkPZqsVvaDWe9N+20enMRqPbQowtzdrla+a++EyNZa9h7gvPVP9n09qNk0dO6pvRZ/LISZvXb3bZiLtjeqb02L1995xpswd1G9g7rZe7PnipcRcKG5nMva0iFJI83kMzbQcAHCeTOo0+c/GquwMMRmPWjeyUHvekYuaLA6f8e+fpq+otB/IUyjuxTyxAYal2xfZbCqNk4j+3IAgKAAIBSZKNHyE8inp+0a8/3ro99F+fho58PnTk80Pf+vSn2znP/vRLs+cOO7bl7fZxMWkdO9T9CcfwR4cPKsk5nn9tTyNaVlWV7v37u9EjhvTo1plH1LrvZTLpo2OGxbQL3b7u0we8kcV74PN5rbhZ6erlq526dHL366F9h5b8smTBh2/vPbFvwYdvL/7p96OHjjbomN9/+u3F117adWz3yStu82U96E1MHL6DVlW6/MvR3TNSundJd/rJYrVu2r6X799h3OxFdU/UyAsOLX/jxulNIrFQQFEand7OsF0eeanv5Pd4/MYsxrQiVovx+9f8Z0waHxTg1gl+4PhJWpgx6uk/G9r4zk1fUKi2b5+e+UVlSpWeZVmxWBAXFSrgUwBgt9v/XLGu39C57R/aZKgPL33Sex+9cAzDXE/I5k1/5qk5MwYOvRNucGjfoZV/rPh1+W/gsKDq+ZhFy37t1NXtw6MaL50d63RmksS5yXsNer35oSsrI/ELnzhv6abf5lRWKfv26CKTSgCAZZi8wuLDJ8+JA6ptnlAAACAASURBVOJHTf/a5YnSoOjxr60bYVCV3j5jMWoF0uDwxJ44cc+E+mFRiKoiG0VRD5YdACLCQk5lZTa0ZZvNknPjTEbnrktW7eTzBaGhISiK5pcUHjpxKa1DXN8eKTiGpXRIvHn1iG8ad4OBxjC0AWnDmxWxRKzT6mR+rtc88nLzunTvUvOxa4+u/3334wYdk5yaXG8fvNR6GgxmBOE8M7UYDLRAQHq/LXMiLLrzjDd2HNr88dJV60RCMYIitNmCoGj3IS90HfQMinpyNFFCv7iMEe5+NRppimrN9+77xGY1E0Q9nSRw3Gb1WEPWFVpVOcKT3C6Ujx49MiqqXc33crniwIFDG3ccnTS6f0hI0I1bDX5stA1MJgtBYK1l3FPSUy5kXhg8bHD9hzYKHll/4n4vtZ4ymdBDsLMPIpUKHlKFiGVhjz79k4U2KMqyrRajSBLsHxJf7TdvClKpoEF5Q1sLiX+U0aQ30zRFuo13VKrUEv+Yepuy2SwlJbkqlZxh7CKRrKTgCo8vnvr4ZMG928SCggKnTJ6wcdOWI6cuJUYF2+1uK9O2bcRiqhVHyGNPPv7T1z/26dfHaU118S+L5z4/NzYu9sK58wOG3HG5nD97Pi4+zqmF+znGM15q3Fvreeu1POwK4ZHC8JjOzdig98/ZqxHJwgNDk67dutUlNdX1ESxcy8lPGVhPDchLl46fOrWTx+OFhAQBIFqNRl5eMHbMSIGrDcAYjg8fPmz5ilUUzsoezgIGTad1R0jvfr0vZl58dua8Z196LqNLRnWc+5+//3nkwOG5z8+dPvupL//vS5FY1DGl4/Ws61998uUb77zp1ML9HOMZLzXuSqWez+dxVRBrUKkMFEVwCqlBrTbwePhDUUSt76Mf7/lrdkJMjETkYuPVhawsvdmW1m+uhxaOHv37+vXTQwYPTEyMr/6mID933+6K2Jgod6fIZNLIyIjr2QXdermoY+ULaDRGHMdasfjwC/94IaNLxroVaz98+wO9Tl+9Q/WHxT8CwKBhg5RVyv+9+7+y0rKw8LDZz8/pP6i/0+n3c4xnvDRapqFl9to83lpmj1VWlRv0ahzn+QeGk2Rzhod7pt4ye17FnuXz8i9vGjd8UGhQUM2XDMtkXr567GzmY//YG5no9r69cSPz8OFNjz82yc9hde7i+czCgtvjxo72IPTEidOXLmbOe+k7nHgIHoHNDldmz0tn7kFBEh8vkeVEYKDYqxTCsuyl8/vPntpmt9soimIY1mDQxcSlDhj8hFQWVP/5TSYgoEkK0SvLL/y9KPfMVrtZDwgaltyv05jnwpK6NWMPHRk+fdFxaejKzZ9HhIXHRISQJKnWaG/mFiK48PHX9kfE93V3IssyJ05sH9C/j5+buAsPsMBGRqf5pmUHru6g1xr3Vs/44220lkJMRs3FUxtzrx3WaeQYhgeGxnfsPDohuf/Ov3+pUhQNGdwvNja2urirVqs9fTpz1V8fjZ0wP7JdUkt3rCkKubxr6a5vXogMRdOizHwKGDvk3c5d9sofacOmj3h1EdYC1hBB0H6Pfpzed96108tLc45ZVEaRLLn/Y28mdZmC4Z5cbWVlBRYLnZTU3ul7P3+/8+cUACyAW/tVKVdEx3rKUdW24WwI55Z5OGgVt0zOjeO7138UHBTYsX28v5/UbmdKSssuZ2WzKCkMjJ08eTJVZ3f15StZJ06cnjbjXZlfSIv2rdFumcu7/9zz7bMTB1nj291jFjV6WLef599h5KT3NzrmwzFqFLdO/q0uywUECWiXlNBzDCV6cAlbsrJO37hxYvKk8U7f22223xb9MOKRYbEx0S5PVKs1y1esfurpD2R+wS3fTW+Ec8t46cwdRREff6VyAkUftD4KczJ3rnl/+JD+SXcX8QAgMiKsa5eM3XsPVSpzC/PzCgsLdHodhqGBgUEdOiT7BwSkp6WUlVWcOLpp9LjnW7R7CNKYEaJXlu/+5rkJdSw7AEhF8MQIy+LNu64dWps8eCoA2G2Ww4sXnNv0fVgoGSA2AyB5B8idX1n7PPF2nyf/g3gI0mdZtTzPbFRRQn9ZUGxDO3lvS+DyMjEc79Gj98FDR0MeD6obMGO32fbuO9i+Q3eftezQ2BHSlvDSmTtH62Kzmv/4+oleXVNSU1xkRKlS6dftPI4TVHLHDmKxCFgoqyi/dSu3Q8fkgYOGaLWalavWPTv/Gx7P61Y7Dy99t+LYF48Pc5tx7Px19mJphzm/X7NZzKv/NYSuuPjoAGuwX62NKKlgtx4lgjoMnvzR1rr23WYxnd399YV932vVFRTFN5uMsoCILo+82nX4y43L61tcnLNz55/PzJ1V106xLLtn5/bSksJHhg+NiAiv+V6pVO3ddxBBqYmPvU74qsOdA7x25m612jEMeSh2qTwYHnBh3+yrh3gEkpLswnWuVOvX7jyVmpzWp3ePmtQZaanJvbp3375rz9bNGyZMmsIjSaWiLDS8YXsuGoTNZrfShuwza/Ov7jFpy0mhf7sOg5P7PCmQeFrOzT25qWsU7cFPnRSL7Dx+w6hRHF36H4v84swxNgK/5+CIEOTpR21//H3w2F8f9Z91T5FVvbps3cLhCC0f2TsuKrwrjmNWm72gRH5432c3Tq+a8s9dAnGDl5rDwmIYhs3Ly4+Lc34DQBBkxOgxp04c37T574CAwODgQADQaHRlZaWp6QP6DZiE4Q/HVoAWwmazI4iv1MJ2iZca96oqHedzd0Sp1D9In3txXmZ8bDuXs8Udhy6mJif379fb6SeJRDx5wqOr1248d/YMgRNWa8tmW71wePWJNfOFfKx9tCw6kDKYyq7tO3Vk7YLB07/sPPQFd2fpqspkHT29qgsp4PHw8luZF3YumTsenCx7NXwSRvexrlrx31MbP7fSZqFEFtt1ZPeJr+36c44/pRs7skeNQSFwLCE6NCYiaMuBSxu+HP3Ue6c8OXNcgWFYr14jDh85EBoaKhA4vwmxLMiVuuiELkmJGcVFBSgK7ZNDRz6aLhBIGiSlTaJWGzmfuzdCUbyHqDDFA4CiCIJozjkIbdQUZh02qMsJShSR1FsWfM/E0KBVhES4uCvyiipNFmvvXt1dtsnj8Qb0671zz3478MSSFqwEdP3k6qPL547on5SSEFYzC+/bFfKKq/5e8yatV/cav8B1D/lCi1XlYebOMGC12EqunQ4PIYP83XpvosMRiZDtlIJ0jJdqdPac4r//en0dKSNmPjes7lQRx7FxgzN+W3f0yrFl6QNmN/RiMzL6lpbmrVu/8ZHhQ8PCareb6nS6g4eOqtX6xx+fTVGC0PBUHMcEAm6b2x1IEvflaTt4rXGXyXz3eeuSZpyAmA3qw8vfurR/iUQikIh4ZtouV2iikvsNm/NDUPSd0hkkJTLThrrn5pUoEuPjcdztsImOjkIQBBj7qcMrho2dj3uM82scelXpzt/mTBiWGhcV6PRTbGTA46PSV2z+MDZjZIirbAdhHXoXlm9MaMe4a7y4AvhisVlXFernyXsDAGFBCMuCnwT1k6AxEZCeiK3eZTh25ObAwR3rHkwQWPfUqKtHf2uEcQdARo586syZPRs3bfXz8wsPD0VRpKpKXVJSHB+fNnXq3Oq9Yw/Lfq4Hhljs6wrx0ieb0WixWn004ZFLTKbmUYhOWfLnvzqpbmyY+1ji84/HPTk6cs7E6FdnpYTgt5Yt6JFzfmf1YaFRaQVFZS5O15v8/Pw8tI8giEgsio8OV8tv79r8NUDzL9ef3fllbLuAupa9mtBASeeOkSc3f+jy14wxz128iZnce4xOXCHTRsxGULzefrPsPbY/yB97fITw1Inb8kqdy+OjIwLL8i7U16prEATp2XPEnDnvpKcPRBCp3S5q1y51+vQ3Ro2aUbMr2Gy2WCy2xrXfJjGbrT6uEC817lqtkaYfpqpyLY1Wa2p63UGWsW/4v1HhEtPUkZEB0to4CpKHDekZ8kif4M1fTFKV3waApPRhlXJ5YVGJUwsEjltt9XTDbrUnJrQb/+iI8uJrN64615dpOrfPbUyOd23Zq0lOCM65tJtlXDwLYzoPieo8dONBntXVXX/sAiLXifpOf9c/MrFCXc/yRkkFazDc8wgICcA6xpEXzue7PJ6iCKuVZuyN/yPy+aLU1F4DB04YPHhSt25D/O4Nc9TpzI2uO9gm0et9XSFeatzFYj6XzN0RkYhqSlW5aq4dX2Ooyhs1INRl/G9ae//EaPGx1e8CgFDk32fYvJ17D8kVVY7HBPqLy0pdzOhroGlao9UE+fvz+fzuXTudP+W6OGRT0FSVBkg9FbYP8BNaLWaj1kX50Mrc7I5DXjBhcUu28q7nsbZq+89CSSWs209k3pY89sluviQgodfY0nJzpcrt9L2glDXS7PET5pNn7nkLSIzGigpcly3VaI1CkR+KtVQEi1BIPeypQ5sXoZD0cYV4qQFtxVxu3kmzKOT6sb86JYlx96tM3VP9Vu7YYrdZMJzXpc9UC21cs2FFt85pqSkdREIhsKyfkDhz8ZZSpfJ345y5cOlycFCAVCoGgIT42IOHj1loI49szhUUnODZGLdOcwCw2RkAwHi1U2+WZc+uX7b7m3erikv4fNRmtxN82KpCWAREEj5ttrKAJQ+eNnf2/0QBYQAgCYrsNu6FbUd/nzHaRtS5RUw07Dhq79kBgsWweqexXSQWGX7nIDEfNRhcO31u5JZHJw9twnXXA7eU6gSXQtVLjbtabaQowscfvI5oNEaSxCmqSeNVUXC5W09PdjY0SGCzWDTyAv+wRADoNXh2ZEznk/t/O31uFcMwAEBRooCQpB07902ZNK5u7oHCouLMzIuTx98pnyQU8lEUMRjUzWvcAyM6lJarQwPdRvuVlqslfiGU4E6SAMZm+3P+1NtHt/dNpzsOBpJgAECugjNX2Bv5YA2VPvnln7HdBqHYPffC4Oe+WH0784+tZ8f0Z8ODal90CsrYHUfsASK2SwIgAJ06woHD5plP3MnlazCzAr6LQSuv0l66Xjj9nZVNv3x3aLWmFo2WYVk268CWy9v+Kr2eabXQksCwhH6je097URIcXv/JrYFOZ8Iw9KFICt1CeKlxN5stOI4C+KJxZ+z26/v33z5xXF1cSEllUZ27Zowda6YRFEWppoW5221WFPFkZxEAFEMZW62nMjK202PP/GizWYx6JYYRAqEfC+yOTd+sXLuhb6/uCfFx1fuYDAbjpctXzl+8PHRg79CQO1t1aIuVYRiS9ORC8dhbi0FTgSCIUBri6M1IHfDM2c0LMjpGug50Y+HM1dLkfrNqvtj22b+LTu94+lFa6BA9EeQHYwZA9G3Yeaz0t6enLjh4RRp6j5HCcN60hQe/nRy5bKvcX4qEBSIsQGklqzOwXdtDt/Z3VlM7tYelm61WG1sdEX+r0BoY7BwDWq5Qb9h9sfvof4bFtWAaL5q2siwL0CLG3azXLntpbOm1MxmJlkEdWBQFvbH82s5rhxcvnPzx713HzWgJoU2Epm0E4Y3h1McOHVv5x8rK8orEpMTnX30hOtZ1dqCm46XG3d9f5JsxqoUXLvz6xGO68pL4GBtF2EwMcmk1f9Ur2LTvfu75xBNNbFwaHFOlLosKd1EyohqNzsLYGUmgcwkIHOdJZHcirBGAMZNev3x+7/6Dq/btPySVSex2u1qtjQgLGTdyQLvIyNprKSySygIFQmlD+1mWc+b4hnfzrx2yWS0AQPCouPThfSf/NzgqHQDSBs4+t+vLfSdvjeibVDdY8dTFPIXGOnHsW9UfFQU5h5d89/Q4q9BVXFxqApRVwq0C1YpXn35x9R6nXzGcZ9ZYR/cE2s5qjSwg0C0RYkLAscJPoAxYFjRaNtAfqdLYs25bUX/FjsNZ0eFSIZ/UGc0FpZobOcV9x7/X+9G3G6qHBiGVCqrTczY7Ngu9+JmhuObK85NonsO1pybQtwpgw7tzCJKfPmJKS4huClIp3ztzyxw/fOyt998KDQ/dsXn7wo8//2HJjy0kyEuNu2+upuafO7dw8ID0DpZ+Q+x3Q8lZAOONW7Di+Tm6spIRb9ZTjM0zCT2mXNn3WWf3ZdMvZ6vadezF44s9t4MgSEbXR2R+IdvWf9o5NUmlKCjUns0/szrvFIOgaGRUx859JyR07Hvm3MWUzo80tJOZu747tOZfXTpGDJnU3V8mBAC5Un/h+pW/3uvxyNxf0vo/jeG8yW/sWPVx/9U7Lg7tHR/kf6e3Gp3p0JmcvBLt42/toUR3ps9nN/wV1w4JcJ/GsWc6nL/B3jxyoOL2zZAE53QLKIYTGMRHujwVAIAFYFjAMVDrmHV7bV3GvNBl4vxLBxadvbbHbCynhH7RqZOeeeZ5WXC82yaaiZa7ZY4s/cJYenXWaLru9obEaBjT17bh3Tnt+wynxA1+ircoRN3VEu/grff/Xf2fYaOHr/lrTcsJ8tLEYXK5VigkXfrL7FaLsiTHZjGLA8NF/i2bV/ZBYjEa306MTYtR9OrqYrWwrAJWb8Vf33Ogff+GldpyhDZqfn4hekAnSZeUAKefFArzydMVN7PVPL6fyD84ptvYLuNfkIXVkxxm27r/K7zwO1gUvTp3joqMFAmEBqOhoLj49MWLGD+ICnvkiWe+IogG+JJuZW75+4epU0dnRIQ42+P84qoNe69OeXNndPJgACjOz8nc+s7Nc+tkMhkPx2wMU1WlTEgfMXTm97KQWku6aMawUPP+7m7Kl1bzy2ogSHLAy18MnDvf6aff5/aLw497OL1MASu2w7CRwjNXbalDn37kpR8bmmCguVAq9QSBN3uCCsZu/6hfwNiemjj3T7jluwVdZn7Sb8YrzSu6iSiVeoLAvHkr0+plq4sKi95sYGXU+8dLH252O8Mwzk8dnaLsyOL3ruxZZaVNOIHTZktEYmrf2R8kD57cKp1sXo4uXkyAtmcX13EgYSHQNZ3Z+t6CNw4ea7QIUiCd+Oamdf8bRVvtPdODqt/iWRYOHyk7daoiIQpG9AKRQKnVK7PP5C3a+E3/WR/2eXIBuHu3ZVmL/JiYME+ZMJV/dzWAIskAP//kxPbrd24nzNcbtEPVbqX3/fHC0N4JdS07AMREBgzoFrtv6XNzPr+BIChPEDj46SWjnv21LPecSacgBdLQmC58sXP8O63T1Ovz55HAx63K4sK6P6WNmnH0p/NdU0zuHB5nrgJKImXQe8pH/4lOH3QfV9lS2O0MhnkKImocZdmXrSZjTISnYxLCjdlH//Y2484wbF0b8mAoPnqUcMjDTPn7S2Od877t2b776MEjn3zzact1w0uNe2io8+1ddPXk6tdHhgfSkwfT7UIBRSwGI1zNydr+v+m3jm1+9D9/oK00Y2ouMtetTEswe3ASpndgfl950qTR8KWNf/+NTh385EeHt3335MWb+bERPKkQv5Gl1qnMcyaC40JgRhJdKof1qz9ibJZ+sz5w2VT2xY1lOcfmTK217DVQFDVl1Jgla9feOLemY/f7XSrIu7IH7Mb0JLfz5C7JkcfPHy+9dSqifZ/g4DtKqJ7Iu0MaEasqPOfhAIYBrQ6EARgpdLEU0W3CnBN/Ldx/Jn94Txdboq7nwq1i6tWN1/wimpS0HQAM6gplaTbD2GUhsdKgxqywBQW1SLIwnbxcLOahiKe9V1IhZJcWt4T0phAYWI93seU48cEHhQcO1Hx88vhxJ+O+dcPWnVt3/N/Xn0ikLZjizUsXLRnmHneRqjRv5WuP9ErWPTaUjg6D6mmUUAA909g54+iCU+sPLmrZ1aoHgDw3N9Bjri2ZFHAcrSooaKKg8MSe877NHvbCX1jUYzmquMpyesYYtk6IB4QHwdQR9PEV/6u4fdFlO5eP/NQ1LbWuZa+Goqju6WmXj9zvYhHLMoXXj0SFSj0sgmEYGhkWUJpzGgBYlr0fj2LHwWOzC0kPBxaUAYKAQo1HZXR1IREnZny/82aJbPMhQuOQVoC2wJFMZPtx3rTP1jTRspfeOrPqvQHfzQ3f9MnorQvH/fR83NLX025nbm9oO/epkIZCiaW0uZ68F2YL8MWeklK0Ci2kkPuBJxbxg4Jq/sG9qcvXLl9Tbdn9/FtWaV46c6+s1Dim/N3/w2vxYeaeaS7+VGIhTB5sXrryq4zRswOjXVSWeFjAeITHrTnAAtgZFuM1Q6wbgmKJ3R5N7Pbo2reG90wFPzezhxB/6NQeTq3+ZPw79yz72Cymkpuni3OOD5gwwYOU2Ojoo2fWVRcT8nDYrbN/n/v7i4Jrx1nc3qNTPZNWPg81G9UAIJdr76fMXudHH9/26Ztnr1b2SHPxq9UG+09CVCgUKaik/kNcthAYlfjSmkvbPn3x57XbQsMEEhFrMqMlpcawhOR5SxdHprhOkFkPLFuRc0ldlpd/df/lg792TfEbPTVBKiYAwGCyXclWbP1iSqeRLw2Z9cX9N6lQ6Hg8vNkz3IYlpdMWu0INge4XpQsqyeihnt6fWoWqKn1rpfxlaL1dV7tRGYF7buy/Fv8FADMn34kfXbdjPcVvkVTeXmrcCQKrCYWkjbobR7fPmeA2B1CQHyTE4Jd3/TXkuf89qA42P2EdkisUpbHRbucaVVWAomhAdPNFxbJs/sUjAx/19EjpEGvbfGxvzUfaqDm26v0LuxYRGGL1o/mUJ9sq5AvsdquF1vEo108Pm9W8/dsZeRe2d00WD50QfbNIq9CbPHdZa7KFy8IAAMex+wmWJUhqxvdrfp4+jCLt6fdWmTYYYeshQFHILeZNXfgt4f5aJMERT361RVNedPv0fn1VBSkUj+/UJyypEwCYdLqCK1csJpN/eHhkRxf5IOtyZfeyI0sWGFSVIilPz5imjo6ODq9dFhDy8V4ZAYnRouXbf/ILSeg88n6rFd6nQhoKKRB1GvX48cvrxw9wvfNWoYbbBcy4CU83u+gmguOod4ZT/31w24MR5KXGPSCg1l9WcfsyxccDZZ4SvEWHmG9fOdzy/WpBuk97asM/j3XvZMLcrB1cuIanjxrJ4zfb6r+mvNhqsUjdRr0DAMhEoNeoWcaOoJhOUbzqnYFCtGrG2ICQAN53e4oMRqNY5PZ8vcGA4ySPdOv63PbNU8rb++ZNbifk4wBgY9nMA0UWq53nZu+J0WQpLq0cmTIUAPz9PfbbgcTeg+Yt3b5k3vgzV+iMJBALgAUoqYBL2SATglJNjHrzgx6P1b8NRxraruv4p2s+VuTlrVjw1slNmwkC5fFwnc7sHxoy5Z33Hpk3D3FXQYxlt38+6/axdYM6mzvGwx8H7INTQxwtew0BMvLRgcGbl73Rsd9USnRfL+9+fo3cLFYvI1777OsJ205dsfSq8+qsM8Cmw/x+M+cHRie2kPRGI5O1lELqF50QD2ytLwttpaBMb3yyAYDZbLXdyeoEtEFLkvUslvJ5YNaqWr5fLUiv6dMlEbH7j7tONpuTB1nZ2KRPFjaLLE1Fxe+zZ74WGwcAtMfEeWYr8EgSQTHGblv74YhQkfLJUf4hATwAiPTn5xTkeTg3Jz8vMr63O59Mzvmduee3P/5ISLVlB4DwQH6gjDx+PsddgwdPZgeEdJSFJAAATVvvPwdyx4EjPj5fmTzu5bPXxTuOwO5jyOVszGJCBOGdXly955FXXFf28EDW4cOvZ6QpTm2Z1sv6/GB6Tl/Di8PsXQJLV7316n/HjLLSrie5J1d9mn9y3exHzRlJoNCCzoR06eh2mSUuUiQV826d/fs+u9QghTQIaUjEnEW7z2RL1h8gC8ug2nloMMGZq8jSbWRMn4kjX/2kJeQ2kZZTSL0YCnMqTx+u+cfaWyfzsJcad7XaUJPhVhwYrtdZPAc1afQgCWmpXbwPBhTDXtq8vUDhv3UPT62p/d5igZPnkK37iCd/XhKa5KKoaUMpuXbt3Yy0sqNrZo61+fEhv9TTwfklEJ7YCQCuHPiT1hSO6S+rsdWdogSZly7qDS5qegCAwWg8d+Vqp8H/cNfyxd0/du0oEQnumdSM6hl6Mavo9MU8pzzwLMseOXMrO6+88lz26jcmMXabRmNsUEJXSiSZ8t/v/ntV++7JkmeXH3p+xYGPzxf9c/eFxL6D7r+RauSFhf83bmyvWOPINEtNiAqBQ0okPNnLXJp59PeXX6p7ll5ZfvSPDyYMMEuEAADlaggPpjDM02pEVDBWnpt5n73Sak1GY0uVNoxK7/n61utBPWZuPCz8Yhn61QredyvhhiZ50n+XT/1sBeruZbNV0enMLaeQhwIvdcsIBGRNXojg+FScFOQWaxLauT6YZeF6Ib/LU2MeXP9ahsCYmPcyL6/6x/zfV2wMCRdIJSxNo8VFprCkxBe2/pjUv1/TRZh1uoWPDE0IUQ7oZkcAwhA4fgFS48Hl7Wmxwplr1MAXn2cZ5tyWL7t24Dkao7hgQVywcf22zZPHjHdyzhiMhg27dkd1eCQxfby7nhTfONFzsHNMZ4CUnDY0av2h/Ms3SrumRYUEiFmAskrNpWuFNgs9KZWBBHrJ2u1fXunbrvOQoNjY7pMmSIKDXbbvDmlouFMamYay/K03YwMsGVEuphsUAWPSTMv+XDZq/isx6emOP2Uf2xIcSESE3HkgWWxA8uqZWvEIRG9Q32evKIqH4y04V5MEhU384Ndx//mhqjDHSpskIRHiAK/eQkhRRGv53EkJXxhUO7bRVuqGlxp3xygIFMV6PP7awc2fRoWaea4yiV2+BVoTkTHKG7MXNRRJSMhzq9dNLS29tm+fpqyMFInie/eO7tKludrf+fVXFKse0NVebaSjxVBaBpsPwoQh4DQCbTbYfJgniUgJTez207RkgyW7XZcwp9ZGpQfsvaJcunpFt06doyLaiYRCg9FQWFJy7sqV+LTxjzy12EOcjMmgFVABLAsFhYZKOc0wrERCxMeKwgL5Ih2PMRuuXL551AwIAn4UpPgzHYPg0AHYvRv4fKuAPlNSeumSGl/98otDXnpxyqefqCwubgAAIABJREFUE03MqXbfmPX6Exs3PdHbbdy3RADtw9gDS5fM+fobx+8rcy5GBta+5YgoUJXU8+ah0rP+ibXvo/KCq+e2flNwfpdRpyEFwqi0wZ3HvhzZsU/1rw+meDpG8ILj72vduNWpibV78Nhpk1Xv8PbNNv/msvvBS427TmcmSbwmXUbfGW/lnPx7/YGrEwbSgnv/ZFk5sPc0Mfm/y0lh26n4LgsP7zNzpuM3er2ZIDCSbGqazJPLlnZtX7tVymSCwiug1sESNQzpCdHhgGNgtUFeKRw6R/KCkoe99ONvc3pmJJhvKAHHnS01hiIjMwKSq8wXCm9kXjpvtthIShSVOGDcs5ujOwzz3BOBSHolS3PpotJuY8KCAEOhSgtbt0OndL+c24YXpoJUWHtLsCz8+Sfk3IbxIyD6zj54GoCukMPe9b/lnjr5r0NHH4x9L8zK4hGo5/0x4TJb9gnnElRWk47v8HoUGwzbzlkUajpQ5jonrdlizynUdZszAgCAZQ8ve+f0xoUZSfwhGYhEyDOY6IKy7avf3pg88MkR8xdhOM9goDEM5bJk19CKChFHxTLd+9R8RN3XHG5RvNS4GwxmBKFqjDvOo6Z/d3Dz+9MWbdjXpYO1XSiLAuhNcDWXKlPiU/63un3fh94nU428qOj09u0GjQYAItu37zZyJMnnA4DBQAsEZBONu81iKc8tDO9256PRDKu2Q3gIDI2DIgNsPQhGC5A40FYgMSjLt7+06uet/52dkWAe0s1eegxVaqzB/i6i7KMCqKgASq4UL95Y2n7AtJEv/nY/naGIgDNnbo3uC8lxtZWoK5Sw7bBK7AdOWYUOH4bc2/DUJBDcGysUEgRTx5jX7ri6+vV/zPhpUUMV4hmWZU9s2bLr119vnj1jMdN+ISF9J09u37kzj1ePi5nEwaRzrqQqCY1T5vEA7szWhRSkRiN7jpVOGx3jMpvjwbNVQVGpkR36AsCBJW9c3/fL7PHiIL/aGza+HXRL4a3du+7vz7UTFqw3GmkeD+eMew0mk4UgsFZRiLksT3XlRM1HlmmdBVUvNe4ymdDJgUgKxFMXbs/LPHjp70UHrp6yWWhxYFj7R6c9PuFZSuR+f8XDg0Gj+Wn+S/tXrgqRCEjGCihaZQUWJ+Yt/GLUvHlSqaDpHlWr2cyybE2c4aHT4C+DUf0AQSBBCglSMNrAygCBgICAowrmx8cnBcUoB0yxA0BUIHM1W9ch1m142dXb+qgguLZ/WWT6oNRh0x1/Yuw2i1FHiqQIcucSsg6s1hTlPT3OeWtMiD/MepRdtg32X4CRd7cHWSywYzuMHeZs2ashcBjZ3/zH70tGvvnvoDoZPBqNtqrqo4kTss+ejUYsaRiLIaAv0x/78dtNFobP2G0MePhrqI0QEOmcNjmh56hVaz81maFmw8rQNHbpftOmfUVjB0WQDg8MO8MeOqO4lmt8euEKACi9eebclu/mTJAE+jnfrRIhNm04//fNO26c2BjbbRzqLgTTJxGLKR9XiJcad3fP29iug2O7et1euKajV6le6d6NqSwZ6ceIcX31lywJxbRp0SsvF17Leu5eB27j4EskArFQrTXwKTCa4VouzJl0j1fcMXSldzpzeX1FUnsWxwAAOkfDn0dMtwqMidEutvxVKi3nrmqnDWTloZajSxZUG3e7zXL+70VXdvxUnneTZVkURcPbZ/R4fEHHAVP2//jK0B42l5secRwmDYVF60DRHgKlAAC3bgFJQqyztawlwA+i2pEXt24d/g+3wTkNwkrTC4YNM966Ppykibv68ccgCugygCwz5FZAe+cFiDuwADlKwZgXnffuRqT0DknovPfMhXED7vjr+TyYOYjdclb/y+rsjA7+IYF8AFBpLZduGVlc9tT/dgdEJAHAuS1fZyRRdS17NSIh2isVP7fp8w5920L6vGak6T7MRiOMCAtIrU2RhOKtE03kpU82pVLvU5XLF86cAZUl/QS02OEWRgDakTBYRO/45Zddy1Y1i0LSR47MysMBoLAMgvzcJh4AAByHuEhGp7zj+BbzYVgqbNxXefWW3unIglLzqu1lvTqy7YIgLRG08lJFwTWzXr3i9QGn/3qrS+StV57E/zmTeGkq2tHv8q4vZyyd38OkkacnuBUtE0NcJOSU3PlYWQlBzimKnQmSGrIO7q/v6u+XDV9/rbqd3Q2vtew1hBEQgsHBLLC4edXOKgSdhRgya1bdn8a9uza/UrL9OGG9e66ID9P7s4NSmKvX1XuOV53KEVdgvfo8+fVzP94Kie1UfUzh5f1J0Z4mYe1jyeIb51RVGnflW30TjcbYWgqhFWW6nKs1/1imdcLtvXTmbrHYfKdeR/a5c5l79oyUWl1GlogwSOXRK955q+/EiU2XNe7d99/vvjUlFvRGkNS3x1MqYiu1AABWG+j0EC4BGcbuOa44e1Ud104oEeJGk72wzFRSSQ9OZ7smAgAQOMhklLIoe9dXc3HtpXkT7SRxZwJBkUiPVCQ5jlmyMTNA6jr4soaIECh2CMCvt6AOy8L5bdtPrF/fZ4pzSSCTXl+Rn8/Y7cFRUSI3db3vaYph1n/+WSprdBeDniqAgwZ00zn00c42x7UBFiCrCA7fJN7csIIvdrHkKg2JfvqX8xvfG//z+hup8RY/EQMA5Sr86m0kofeYMf9axhO4OMugUYk9VrOSCFGGYbTKClmw+5zrvkdr7WACAH5AsDi2dktKa+0D8FIDGhQk8c4SWS3B4TVrIimE7/4lKoqCi+VlFTk3xZ0ymiirXVra1M8+3/D2Wx1iLJ73pgKAmYaSEuTn39nCEqjeL0xREN+eTe5gLa/SlJYiPIKND2HH9QChg41jWMi/dEhTdGneBHvd0FWRAHqlo5ez67nxEIDiCkRnYMVCCAyEyqp6ulohh/gw5rsZT8V37Rpy1/NeeP360gX/PrNjJ8syCILY7Exa3z6zP/k0pW9fALDbbAdWrjywfHnxzZsAEJmUNHTmzMHTphVcu2bSG0Lc711HACJwRoX6Lzmi6RjBRshsKAIGGrIrKbUJe3318m5j3C7vS0KiZv2cefPY5tzTf98svYVgmH+H9KnPPhaVMcDdKZRQaKIZALcGwkSzgCChkREE6b2FKR48fn7C1rIhNl0lXXaz9jM3c3fEOzP+tBAFly9JWU+GFkfAT0CVZN9MaLJxB4AR/3iVL5Yse/klK222WMHl1oFqispAwmevZ8H0yRDbDmx2KKuE01dg8yp4fh4b7WoXj4kGtdpUmLm9d5qF52aTTlgwciSznmSR5VVgNMLP6yAtEQ2WMUYT5BW6dbtXqaCkHCYNBsttdu2H77/8xzIAOLxmzcJZM2NJdojYKsEAAAx2KLp48q3Bg5/68MO+kya9M3q0tqwslDaHsywAqIuKfjx6dPmHHz7x9tsCkoeApwzmQhT0fv7vr9twbNXKnHOnLSaTX3jEI0+PHjp7tsjfY+JmAARFOwyY1OH/2TvruDayro+fmYkbEQjubi20QN1dt7KV7Wr3XXeXZ3efdddnt+su9Xbr7qVUqdBSKMXdA9FJRt8/0kKAJEALJG35fvIHk0zm3hzunJk599zfGT3P+W4t+EUPKa44GuDt8P9UXEF4B0byhS6TUnFPbikfYhc3de41Nc22kr83N12TnWZxU49NQoy+//5Bc+a8PiAu82Ld8CT7jReUgc4ID86Ho1mweRc8/QDwuBDsD8H+cOwcLPseXn4BPDuEws9eQr1DY6uLc8KHO7zT9FcjCAJ5pRATYn8HEw4FZXDbCDa/FM7kgFdIsDrKtOtw4z3zmY4JMyQF2/dBRABIRTAggNjy77+P//r7hfT0T+6+O01E+tmkbooxiMFoHw69/K03l7/3nh9BJNBUiwNQAxtuMV8uKfn+6acpgnB+ZhAsiOWK+NGj40c7vOPuOg2l+cdX/1iQsQPXNQlliogR04YuerhFimvg1Ee3f3ZocDwjEtjxVhTNZmSRKYseq6/X9Ybk741LQ4PeVZK/kqAwxOZ2zVV57n10cTMZTcs+/ebZB59Z9uk3JqOp0/1RFLl1wjKB8Ql6cDazz7DQbLL4RTieguw+EqXy0ZVrT13k5Nsr/lGvgZ1HYPRg4PNgTApQJJzKav10WBKEBsDGze2/VVUPGVmcEfe8CywrEjj896EopCWiO46AXX1floXtR8BXCb5KGJ0MM0YwtYU1z+08FTP5tj/WQGV1m50bm2DlBmBoGJIAAOAtB5PB2FRT8/WDD8TwKT970vdyDghoUombomw8uxUEIJqmFGacIimt0ydpDcofMK4HsrZYlt2z7M3PZ8TVHlo2yCdnSlL1IJ+c2kPLPp8Rt2fZm9aLftigKTSDrtmpNVvaX4Ypmt24X2swkDEjFiAIYjdf/pYFQVzmQ8y1Rc0Xj7S8XJXn3kfOffe23UpP5ftffaD0VO7ZvrvT/dVqD7HY/sq9m49Rt99eSSCE47v3cgt4eHomjhjSs+1Gjxr16PIVO47ydh+FxqsSJjojnMiCldshJQ6sAugoAgOjIDu3zXeHJ0NWNpiuXqZpGk7nwPId3DEPfBQ5bCaCokbc2dNIkC/KMPDXZiirafO+zgBrd0NtPYyNv/JOZBCEBcCBnz5+ZPU6Pc1btRn+Wgu7DsLug7BqI/yxGlRSmDYMbJPNis+fry0tixTY70AzBToanFR1iaIoBiCbclgURUtDpZmevHQpy7L5Z85kbNhwfMuW6qIiJ7/XEbv/99qJvz+5eyY1d5wlIRJC/CEhEuaOs9wzizr+9yc7v3wVAM5t/1WMgohP/bK+MSvPrDcyAGDEmdwiy+8bNEYD6afAjq/60NNT6s7FoPselUrSaS2XXgLFuCiX1/Jy1TWmj54XLpw9/9BTD4vEovFTJvz8zU+3LXBWwQcASJLGMOQWWYMQP2JEzNChWWdPpAgtHUeBiYELpOCRDz5iGNa5iOA1kHb77WKl8pPJE3IKgAVAEaBoCPSBycOhvgnW7AETDhgHpEKobQSGaa0XpvQAkQB+WC0ICuWQJFJZbRYrfea8+V3ksJkA4B818HLp+bQEh73NL2NC/cHTA1btAKkIwgMAxaBeA6U1EKKGOUPBNkc5MdyyZ9+GeW9/p4yMCIUcCRf0RmBYCPSCoXEgsXnsbtABXyioKi72EvMwB2U/a0lQIeCknBUPwFsobGLZXAsSw2fb/QYTA5m0YO7Tj184fPjFMaN1mka5WMCwrEaHRyYNePirrxNHjerE6Fcpyzpx+LfP7ptNqjrk+3urYNFE89//fI4gxssZ63yl+LBYaDKymRf129JZq2SmpxwZFMEmR0FptWXrvhXjHvkKQZD+QHMLFEW7yiAYRnKw1rAMgrim2l8fOffmpmalSgkAKk9Vc1MboTscJyiKEYl4GIYajWaWBYlE0NCgxzBUIhGIRDyKonGc5PEwPp9rsZAEQQuFXA4HM5ksNM1KJHwEQfR6M4oiYjGfphmT6cqyY4KgLBbKqlFjNhMk2dKKhWFYqVTAsqzBYMEw1GkrBE0zDlpBBQIeSVJmc0srJEnSDlpBRCK+o1ae/v2fF4annTBqBggIkc1orCPgtEUwauGixMmzGxsNcrmoa60wOE5cbYUiCEog4HK5mNXUYjEfRRGDwQwAEolAGRjEsOgTixmdEVgGJGIoLIf0sxAVBmOHg9YINRrQ6kFIwU8rYcF0UF1NJpR6iIOG3+cTGcAXiYeEDPAMTxWK+NZ/aMKMZzJ+ejgxkhbae/pq1rNncpmF48FfDfHh8PnPoJYBioKXGFKGgaJDgqanArR1dQxNDVt0Z/q37y1IdVitKbuSmzxthr5Jy3Es1WRmoNOZHB5BjFh8R+bWLY2EKRolPDmAAJhZKCMgn+YOm3tbVUHhzh++TZObg0IBRQwAQKrhUuX5VyZOeODTz+Y+9VRXBue+799NjmE6enYAaNRBei54qCjjhe8ivBiShHW7QSqGqSNZTzngBPC5IORfcRn+XqBv1pQWlkjknt7eHo5PASfDpvNToGXYIEgPngIUQVDWVtoNTgQBsVjAMIzRSHA4qFDII0nabCa73ApTW6vl87menlKrEVpOAQxDXZtmPWvcTOsfvV2SyfXXebOZNBhwhmEBwGCw6PVmAOByMYuFwHELAJAkbTDgBEEBgMVCGQw4RTEAYDIRNl/EjUYzANA0YzDg1vU+JEkZDLg13RXHSYMBp2kGAIxGs9W1MQxrMFxRwaYoxmDALRbbVqxftNi0Yra2wjDWVkgAIAjaYMBJkgIAs5mwacViMOAAwLLWVoh2rRBEa/cEMvlbuw95Dx+3ownLMIuyjOhZE2cfLs7A+bNe/M+zv/2OoojFQliN0LEVlgWWBZtWaIMBtwriEwTZ8lvaWsxsXeLh4euHYqjOCJ5y8FJCWTWcyoFFsyB5AGRkw7kCkEohLgoGDQCOCP7aBucvAwCwAHo9HZg2PXHWU6nznvSKHGI0Wa6amvBLmukbP271Ho6pgx9u1rMrdgDCYtaaD2I+ECYYFAaj4iApzI5nBwCKAgRFEBQb938PNlv450rsPxCUN8ClSmTy0y9JVF4GBgpxuGCEi0YoswBh4+q5CHQaAaUwzC8i4ufc3AEL7zqDyv5thvXNsF2P6EPiXvxnucrfP2ffjpm+5hAptES5uSgkKpjJvuTPLzx/cscOq6mtJZoNBtxqauvgNJsJ63+/6OSBmBA7of0qDWw4BmFB8PRdMH8CM30k3DYOnrwDokNg+VYoqwG5BGyvmtYsagtusg7CtqcAbXMKEG1PARw6OwWuftE6xlgA0OvbnDu2p0CXByfTbnBaW2k3OA0Gq8XYdqfz1VZaT2eTyWJramsrNE2TJMUwDABYLK2nAI4T1h/Yq4j8wxVJY1pe7SZUtxzY2jeV9pC+KRD+7qvvPPTUw96+3jVVNT9/89MbH/63Dxq9ESm/dOnsvn0VeXl8kShi0KDBkyZ1Zd3NdfLptMlY+f5xKbSZgBU7YNYEwPiwPQNGD4bBCa3+i2UhrxS2H4LhSeDnCat28T/Nb+by7d8HkxbT5g8WlZ7ePSiajgxGxELQGiCvFM7lIQOnLJUoQw799paPmhPmYzqYDhOHQHSIw+5l58OZ6qjnt+cBQE56+jtTJiUHk6nhTItIDsPCxTI4dIn70Hc/DJk798M7Fp/avdtPDDIeAECtEXQExIogVgQAUEXAKR2Mdbow6rBA8MaGjSlTpgAAy7JNtbUEjiu8vfkiUV1Z2X0R4TP8KZWD+//sJqRSHPJ7YScheNKM/ydJ9NSdIG4bFsYJWHUQxqbC4Dh7By+AHUfg4QVtFqDVNMLf2/gvbDciqDsWzbgFOf/ahObz+1s2kz7JkMUOb7fPrHEze9vF99HjSWJS4r6de+csnLt/177E5AGd7m99ruQ6qKV5ExMYExMYY2e2D8cJDqe3DDLv7ffeHTUiKhDqm8HHC/x84c+tMGUkJLRNz0EQiAkBDzGs2AZyKW/MfY858uwAwOWL5r+9peD4tjObv87cfcSCm0RSWXDy+CWfvhCQMAIABs647/yu5eVZB0XqrJPZ1dH27mEBgGXhVJ5g8J1XVvPHjRr1fnrGN/fc+fP+4lBvTMLBzQyvrAHliD1eXPdLzIgRTw8dgjSU3hF9xbNbqTbCvjLQ0ZAmBR8u0ACVAI5Wc5YDCD3kSePHX/3ViNLHp+XTI//+6y3lqgQO7/5iPNizxeVF58+HDXA2zjk8PoZhFoJu59zPF4G3yr5nB4CECMgrgaNZMHWEzVcuY+GpkywEjaLsrbOuu1PMZhJFEZcYROAbLrcJDLrqottHv3zSjMm/fffrf555NTwyfM7CzpfR63QmiURwszp3hqbT16w59NfvFXl5LMP6hIeNuevesXfdxeE6TIjU6XDb6lQ9S3ha2pLPvlj10vO+nuSAWMi6DD5e7T17C75ekBQD2YXI9Jff6fTIEUNnRAy1v1xTovIdvuQFWPKCqVnz0eSII2e1I5PtBMoPncHMrMfIe59q7e3gwV9eyMnYvONyRrpF1ySSyWaOHJk8dSqXz39jxjRMUz4loP2CAF8x3BYO6/Oh2AwWBlgUzUUQEU13XG6kAbiEcV7/7jtH/4uC05meiMOgPwBwUPCSCYqyspw7dwRFfaNjy6qzlW2VBYprYJzTrKjkGNhyqNW5V9TC2TzknmVv6fVmHo/T79xbsJZA6MwgONiJ0omdx6s7DZrLwhOlofEtm4jj87pX6aOhIJaIn3zpqc73u4pUKrxZPXttcfF7s6brqsuilXiKB4sANJaXr3wpc827b7+2eWuwjZicLb19qZv85JMKf/+/HlwoEdPnCiHV6cPVgGg4nWOhLDhf3Jk8jQNIi+n0tu8u7vutsbKAYRh5kOL4BdDoYEIqiK9mv+iMcCCTV66RPPL3Xr6oTUMIig6aPDFt+hTbU/dyZubZffsWhdtPkpHyYKQ/HKoAAQoogsx68qnNy5YFM3QQw1jD12aAMhQrAfi/Dz4Y6VjGx2w0dCq9zEFZs6nzxRxDFj1x4H/PJkTgLSFZlgWtCbydqqT5qMBgAuvS4kslsDWdN+6hj32jBptMRI8nU93QWOdmO9tLD9DxUi107tytPr3FxXdEc3KjLrs1LBP/XkZn3egV3PQ6f7MmuTdUVLwwNC1IqJ2VRLakFYZ6wuAg47Fi80vDh35+6nSAvSrYfWCQ1HnzjvyYhluOaQ3tZdbboZIDw8LBXz+f8eJH19BQXfH5tW9PFaCGwVGYf4oCRZE6DXlcwCm6RCxbCSoFiIWgM0CTDkIHJTz3x2YPb/+OBxGJ2hvkyPr1IR6IyPGIDvOAQ5UwyhfycJ5MofgiPf37p546dPo0F8MAgKTp6MGDP/3kkwFjxjjpvF9E1NnDXHAqTtBsZnxCQpzsYCV1/v3Hln+95fDlWWMoa54+AoAAOJ8Es3568BRUNAh1Ju70F3+MG78YAEQiJ+mdtyJC4fUa5MK5C99+8e33f35vTVQnSfKhOx/84MsPff0dyD1fReAVyESktGwi/ZWYbNHpcD6f40JF5l7iu4ceVHO1YyPbC0AiCAwPoy205au7l3x20k7Be50O74M6OxGjJ+WvP4tiZtpp0UeGAWChIGMbdN+56xsqVv5nTHIkO3qQrGVOUyXnxIYJcwrxLfuaUsJREQ8RiRCeALZlXGgsu2DXuev1OJfbxiBlOdkKzJlCA4qApwD0JMhZvOTC+TvfeOPrEyeMWm1dWRkAqIOCxB7OxBetpEybtvmbr0kVcB3c29WYwEwyttnuurqqypyzpMXs4e0fmJjaohGIcbhLf9z56wMT/9peNjbZHOIHKAoeEqhrBJXjjtQ2Al/AI4MWp8waHzNqXouQpF5vtqYMdvoTbhEMBjOGXZdBEpMSFUp5+v7DoyeMAYCDew7ED0jo1LMDAK0rJyozWzaRtitUW275rX/03rSqmzp3k8mCoshN5txriopO7969dDjj6FlxeCj127ELl0+ejEpLa/cRjhMIgvS2cx9+9/07v/jQPwCq6sBf7XC3qjoQCkBXX+1wD8fs+u6hcD9m9GA72rZx4UKjic68qH9oNse69MRM0js+v+/hv0o4vPYztzhOsGyboi4YhpGdZX6x7JULCnI1SUzs4RGamNj1/g8cOzYgOjqzImeYl505VYqBk82COU89xReJAKDqUtaW958qOHlErhRyOWiz1sLhC8c//Nropc+iGAcA5L6BT60/d+DnD7cu/5owGjEOivGpk9lsbJjDX3L2Mj9x6n1Tnvmh3ftmM8Hjca7Bl5kN2tJzGfr6Kg5P4B2Z6BM54OZQ/jCbSS4Xu86r3Z1L7/ruy+9GjR8NABvXbnzlrVeuv2N9kwcJbuvclUrJzbfWLmv/fn8voYRvdLQDnwPBXljW/v0dnbtCIe4Dg6iCgqe/+Pr+Ze+eJqnB8eAoYnnqIgT5gx7tdqRIV19WcGrXE0scXjcGx0tOnNcXVjJRgSgAJEVjGef1JWf2RgxtH9+Uy8XtFjAHxSeeytgFYHZ0cIYFjQU8eFBJ8OPj4h3t5hwEQV5ft/7J1JRjDcZUFWVbM9xIweEGgWd0wj1vvw0AF3ZvWPHc4qRo+tFFjExsBACagYIy4vAv/710YPP//bqbKxACAFcgnPzkO5OeeFtTUYzrmlAMXfPS+MyL2pR4O/49Ox9KqrGHPraTSezhIequtgxhMuz84tnMjb8rPYViAcMCWlNrkap8Z7z6Q9SIad06lBvi4SG8/qtUwsAEucIj49ARPp8fEBgQGOy4HpgNAnUQkP1hGQfclJP+mqoqCddZrBYAJJi5saK84/t9ZpDpL7+hq6k8+e9PO49cKa/ajrO5UF4FqcmIyLMbN7xWyrLTfbxlEiFmNNMUAyI+ym07B4iiEBEkLK81W507gkCIH1OZe7yjc+9okNELF6755OM0FYgdPN4UNgMfBSEHSposgi2bMACRh4dfRETSpEk8YTdESPwiIpadPvPuvDkbCwsCBIQMo1kWGhlemR5GzZ/7zM+/8ASCmvyLK5+7Y+YowjZ/H0MhOgRC/M2r92RuePOhhR//3fIRgiCqwDDr3/Pf27zqpck6EzFiIMO/et9JUnD8PHrsAmf+e+ulnn4de9XdEWIx6n79vxFs8+W7Z9G+nleqa1E0nMouW/Hs7Fmv/Tj4tvu7dUB3g8vtmVNmyX13/vj1DxKJ5MEnHuziV6jmMkt5a1gG+gtk21JfrxOL+R0nzW5oRDIZwXAAnMWFCYYj8rAzm9nQoBcKeX0wrYogyB1f/VhXcj7n3HG9AaaMBPnVCIrZAumn4WIBLJgBO0/wZy61U0nOObr6UoJj+W63UY+TAIAiSLBaOCRCFOzV+rskYkyjaf2KkEvi2oaOh2ps1PP5XFtR6NDExGGzZh0+uH2Kn7njLayegKPVkOIJ+ytAhEL1xayjZee5QkGDHkgaWfDGm/NeeAHpspaRb1jYt2ezYzESAAAgAElEQVSzMnftOrJ2TU1RIYpxkgcNeuGuu1vSHze9+3hSNGV3ZRafC7eNNv/y76rhdz8TkDC44w6BA0bd++2J7Z/ee2pFdog/JhWDwQSllbQyMPKu//3hF9v+qc6KRmPgcjlSaVdVste+uoiL5y+YTthqrnEwGDYQfDyp9e8/7BUSEzSw/dKbGwiNxsDlYp2JqUnAjhpFm2GQMDBBIpEIhIKwyHDrO50GzTlCOUdhM1HkIo0sN3XuNM1YFyLfTESmpi5vomzlt9rDQqWeO6dDTAb63CD3fLfqi+mxLIL/tAbkMpBKADdDQxOEBcL9C+FEDk8RHJ80fVG3jllffv704U9VCsnwlDhftZLL5TRrDZeLKzaczBkQLBoff2V+1YjTtmFSPc5TKX06Hs2uQZ777fenhqTtqCwd7mlWXD1nWYBSHRyuAH8RXGwEBIUZAyHMCwBhAXAWoLQetnz4Zl5G+qsbNnXFv5uam/MOHdLW1gql0rvf+K9nh8QYg6a+4ET6Y4sczkp7SCA6DD275R+7zh0A1OED7vvhbHVeZunZAyZdo1wiHzFwjF/sECfdo2kGw5zOg9tQcia96NS+R+aTdks3h/pDSjyz+8tnH/jjRBcP6IYwDNuFU6ZztXeKotQ+6nmLW+uPdxo0R5hm1FzZugld/b/0LG7q3NVqj5tjVseWmKFDZV7qrIqKZAeBu9waYDBB8qRJHT9Sqx2Xsu4FFH7Bdy/b+Nfjs1MHUx5SGmVBIoAAP8AtsO8038B4P/rL5q7f5wKAvqli9afjk2L8R6XEtyTJKOXSocmxUaEBq7ce4HH0I2OkLEBRuXlM0pUjkxQUVzCDkuwop3t52TGISCb7+uSp759+6t9//laIMBlCMCzUGoFgQMqFcj1I+XDnsDZFARGAEC/wkZvXHN67+r13F//3TSe/wqjRrH3phYw//5IpeB4SMFuQ2lpzzKjhS5b94B/fGsSvzb8o9RBIxc5S3QM8iYILnbhO3+gU3+gU5/u04OlpZ47aEed3/BMbynasfNJCSjzz7YpTuvoqmZedENANgUp1jYswbJk1biaKok+99HRwaPD1H62PcVPnflOCYtgj3//0wZzbVGIyqMNClRotHCrkPvHrMmuihWthWcZMVgaN8S+rKbLOUHIpLOMUqqtk0+beO/X5j4Uyp5nwHTi87hV/tXRUqp1pTKVcOmfyyOUb9ycECUvLCZJkIgOuDMsjZ1mZT1hgYldFdAtPHNr//fs1Rw9G+9MANJcvrKs3B6tZhQgkfDieB1MTwW5kS8CFSTHmdR98MO3Rxzy8vOwevLGs7OPRI2RY/dJFtMLjysoXiwUyzhx7Ny3liQ2bEiZPtr5J4CYup5NbEw4HiGaHU+u9TV3B2Vh72T4tSIQgkwvri3JuXOfeI1xbZgtPHY5Aq5wGgvVPqNpQV6e9KcvspUyb9viPP337yEMD/CHeh1SIAAB0OOTWYqfL0Xs/+njskiV2v1hXpxOJ+F2PqF4PNEVs/mph+YU9Iwd5xU5JFvI5DMMWV+iOnavXBvFHP/RMdz07aTFeOrn2nrljHe3gq1aGBqqPZOtys/HbRnK4HAAWTl5kTl/C7vpyOYLYeUSor9cJBLyWagwMTW98+8mT635Ni6funsnIxGAmoLIWP3IGUBqGBEF5A4j50PGa2toHOXjKuad37Bh/zz0dP2Uo6n/Tp/hIaqeOJm0fKfl8GD+M9pLT386b886Fi16hoQAg9wnQaS00DU6q3mu0IA8Ic/hx92lo0He9zB5DkZ1m1mAYQlOdzP+7M42NBleV2WOaCsmyQy2bCNs/oWoDl4vdfKmQVibcd1/4oEF/v/bq8l27AVgEEJphksaO/mj5Rx0zIFvgcrE+W1y+66eHtCWHH7g9SiS8kneCokh4kEdYkMeuI+Vr3p98/2fZfFHn631aqC07xxfwvewql18lNNDv4JGG4fGYTIhcLGTOXOI04ZI7Pt3qEznI7v4cTpsRsuWD57K3/X7fLEJxNVojFIBCBrFhsPkgHCsDPgXenUW2vISW8pwcux8dW7FCX12ycAFpN1iYGAsl1fSmN9944K9/AMAnOlHoocgrrY9z4L0ZFnJLBVPumAsAFlx7Lv3Hkotb9ZoyBOUo1VERyQvih9yFYt1b09DOIM5RBkQ31pwHx7FgkgJts1np35OXnz6Gw0FvVh/SRdzUuatU3Qgg3nCEDBjwxpZtuF5fV1rKMoxXUJBY3sm9sFLZAwHErlB5+VhuxsoHF8S2ePYWEIApIwNXbCs5vvGjMUs+7PoxLaYmIb+TXEOBgMfh8TPzOJm5rEwdEDHh9oW3P8cXO7yE2Bqk8uLZI39/d/9tlKKD+8YwuG0c/L4BGnTQWaQEEGBoyv5N1snlfw6IMju5Ex8cT6zfsIGhKJTDQRBk/KNv7P/6pRA/s8jes9axLJTlKZJmLCrLO7D55/lyiTgxOkIeNRAAaurrj21+6dTuj+c+vlXh1Y2quQqFuOs7R4+du/OjzaMG4Y68X24heKh9PUPsKGHcKMjl3TBIz8IRcfk2UQfERbVt3dS5EwSFYTf5hVcolTqSCetInxnk3N4fBsSoZBL76/oQgOEDFVv2/TT6jvftRkvsIvbwMZgMLMs6mSTX600BcaPnPb3d7qcNlTlluQf0TZUYh+8ZEB8aPwnhiFEU5XBQADi+6se4cETp4PqIojAqBVZtBUtnIW6NRTA0zP69akV2dmyqs+/6eoHFhDeWl1sjMyPufDw/Y9eKXfvmjjXbagkwLBzNQk9e5D36z6aG6gvrv50+btjQpLhWhd/ggIDUgQP3Hz226vPR9752TiR1vFC4LQRBoSjCsZv+0oH4ifMP/PTG4TPF41LsXMx0Rjh0VjDjtU+62LR7QpIUgnTVID0LQpMsbbuY7qYus9ddNBrDTRlzv2aamox9E3OvyjsyNtHZU0KQr8ykz9fWl8rVoV08pjooCRCsrLIuOMDb0T6Xiqt9BoyjKQLjtLmuGLW123+5t/Ti/pBAP4kQYQG9lK7bYcSTp/x30MQnrTH3ouP7hoQ4iw6H+QOHC1UGqNU5DM5oDFBZb0mdaV/qjybJTsQgUUBQhCauLGJAUPTebzdu+eDZ31b+EB2KBqgJFMCAIzklAkTk9fjqTX4xA/54Jz5t4ABbz37lSCg6ccQIw569B9Y9N2PpP05bbUWrNXU95o5inDs+3/zj3Sk0zY5Opnk2Jq+sg83pgtiJiwZMvaOLTbsnWi3uqpg7RxkKjI3iPto/oWpD72mX36AIhby+MYgF1wv4zjRnMQzh8fkWk7brx0RRTtK4xw6d+uNOPy/MXgLlpcLyhiatKT/zt09mj5n5gpdveE1ZFkngHA4vfdXzSjH98OJxUklrYOdycfWOXW9TeN3EOz8DAGNzs93oRwscDgj5EBsAe7Nh4RDoaEiagb2XBePvWuQVZD9N1TM4uLGpyYlmlFYLAIgyMLD1V2Oc2974JnXBA+e2ry7PPkFZcI+AkEkLpyTPXMzh8Ysv7sT1NUOTHShQIjBuaNrPK1eOu/2LLt68CwQ8TqdixDZ4hcQ88s+Zta/c/u3avKhgUEgIkoLSOnFdAzn2gVfHPPBG1w/lnggEXJc9+huK2dpWmd8uFHbsFdzUubdkQfRjpc8MwuML9UZna2gtBG2xWCSKzrXxbBk26/WirK2b9p6aOX4wr63URmFp9Y5Dp6fNvSc2PjX3cv6utW/QhM5TIePxeBpNvQmQaF9fgaDN7XxUqK9KLvlr03eBUcOiU+dLlEqDyc4q1hZIEggS/ERQpYE1J2DaQFDaxGO1JtidJ8BUwQ98/Y2jIyTPXXDix7wBcY5rc19GY0YN53VIY/WLGegXM9D2nbrK80XZ2/My14QG+GGOo/geMpmnyrss70BMSpcWi13DU51ncNQjK7KKTx24dGSbpqaEyxcnT05JmLxQqrKzauyGo/+5302du15vtpY5d3VH3AVrWZlelckkzPqtPy02GmsvFYniIhzevF8ubvLyCxd7OAyw2IXHlyx++eDGb+b8snrfoLhgP7WSw8WadcbLxdXFZdVT5twTl5gGAHExUZ4q5Zp/N48dMSzA1xMAGho1ew4dXnGgcOGYMKHNeFAppKNTIg6vfTk6dX7E8Mn5R4tjwxxGZgrKQeQh04hjecZyk17/T4YhyIfnKbAAQBMhLKkhhs6Z/sQvvwmlDqfxxz/++K4vPj2XY06KsxM/rWuAzAvYi/s6EUA2aKt3LX+w7PLh4IAgFq/38Alxvr9MIjFouyq9aTRaMAztrm4ogiBhaePD0sZ361s3BNdmkB6B66FGfVrnohEnE/G9iZt6T6PRjCCCfufegtFoEYn4vefcGYba+N1sWldw16Kpf/yxtaLGEOBjJ/JuIegj5xpHLPnqGpoQSjzveCU97/S/p3Z9duzscQxDJFKP8OjkifOfkEhb5xzVXp5pgwdlnM5dNHMUAHiqlIvmzN60Y9fmYyWLxrTJHkmMDjpwfHdjVe7QJY9+9s/3tXHg7WmnXZKCjPOCCY+9Pu6hF63vVF6+nLltW3X+ZWCZxIioZ6ZODYrvRCRS6OHx2LoNX0ydYrGQKQNZ28f9ghLYeZg3643/Rgx3psSibSxd8cWoIB/Ph+6+VywU7T2410JYnDdqIUmBqKtLCkwmSx8o/t9A4DjB5WKuMYi5jtXmtWwhrP36wL2Nm3pPmUzUH3O3RSYT9uq8f3bGH5rKrKW3T+fzeOPHp67ffWb+5PB2/t1kpv7dW6YKSUsc223JsCsgSHTK/JKi84ER8WNGOCwVmhAXnXHylMGES0RCAEBRdPrECb/8s6KoWhfm2zofyuNyFAqFpiY/ctDsiY++uu6vzxZMMKvb1kUlSNh0iC/2ix1175Mtb/pHRflHRXW37zFjx7504OAvdy0+s7I2PJCUSRjcDCXVQiOOLfryy9EPPODsyyy7+ddFYf4+U8ZekVLw8fbJPHfSyTcIgqyuqZwc6rSgqg1SqQB1kUCVeyKRCLqrgdxToGJfTGVTQxXpv3O3ob9mWDt6u8LO2f1fDU2K5fN4ADB4UCxN0Su2no4MlseEKeRSvpmgisp0Zy81hCdPn/Gk/SWjXUdTX5QU42xRu0gklIrFTc0GyVX1Ez6fFx8TnVdRZevcAYBlWavEzZRn3wGAv3/8KCmaiQhkZBKwEFBeA6dyBd4xKQ/9sInD74EIbMSwYR/kFWZt3569c4eutloglc18YkzK/PmizpYpFF3cqW8oWjz1rpZ3osKjDhw5UFhaEh4cYvcrp85neQcmqXxiu9i3dtMS/bjwIQYlq8F4sXUbaXPnrtfrP37ro5wLOXGJca+89apE2ltLWNzUuWs0BqGQ118zrIWmJqNAwO0lgxAWQ21lTsS4hS3vpKUlREYFn87MOXK2wmDAeTyuQikVqDzmvripR1rsgigc2y627efjfaKsqE23Saq5uVnpEwUACIJMfe7dxKnzD/744dYju/WaZr6AHzxg0Nz3nxk4fUEPitChHE7y7NnJs2d361sFF7ZER0RwOa3uhsfjjR0xdvv+/Ytmz1ar2oeT8ouLTmadv+P59K43odWaOBzsZi0+fA24rUHWrVin9vF++a1Xfv/h93Ur1t738NJeashNnTtBUP0Bd1sIguq9sAxuaAAAcVuRQIVcOnHiEIArYYH6Rs3yTbt7pDm5Kqi+oT7GcVzEbLYYDCaFR5s7GhRF6bYKrhfyyuVeIVbnbsU/LunO/63ukU72LM11l2P8Fe3eTIxL1Bv0KzZsGDxgYGJMjFwmA4Ca+vqzF3PzCgtn3r/CJ7irkpAAQBCuybdzW0jSNZFuAMDkoSi0TsAgbfPcTxw5/vr7b0il0rkL577/+nu3nHP38pLdfJK/14Onp7T3DCIUq4BlTWaz2HFBIpPZLBS3d0/XRmTipAMb3x2WlsxxUH4sOzdP7SmXitt0prGpSW5zF9bYpE/PzJ/12Noe6VJvg6IYw9gRchmeNjzQL/DYqaMnz50FAARBUIwfMWDGPa+tV3p3b1ZAqZT0nzK2KBRiVxkENRWzmqMtm+3y3BsbGtXeagDw9vFubGjsvW64qXO/uYUHroFeNQhPIPXyjS4uq0iIjnS0T2FZlX9kV6V3nRMeN/rEPp+DR05MHDui46caTdOxE6dnTWyz2J9lmJxLeYPDZADAsuyloqrdR3IGT3k+PGlGj3Spt1H6xtfWHbH7UWBAYGDAIhNu+u6PXxc8tSMgfAR6TQsa+0+ZdrjSIL4TES+bmfDuVxvuEdx0QNTVaY3GThLFbinq63UGg8PSz9dP0vinjp3NJUn7j/Y6veF8bn7SuCd6pC0EQWfc+XFBccW2XfuNJptlQSybl1+46t/NyQlhIW2FCo6fOavTGcrLazcfuPDtioN7jxenzfkiafJrPdKfPiAqad6lwnwT7ngN1KVctV9cUOSYa/PsANDQoNfrHR7fDaEseNWlE8Vn9tYVX2DZnq9V1Nho0OlcYxCErEeM+S2vduqbKk9VXW0dANTW1Ko8na0Gv07c9M79+iFJM27Ucrh8kbh74uM3ASxDW0w6vtij62ktA0c/dOnE8k370mdPGMnjtkkzMBhN63cdih92T0DEyJ7qoVwVsOSJv3eve/vXv1YFBweLBVwGkLLyCqPRkBQXMjKlVW6FpuljmWfPnL84cNidCENjHH7stOTQxMlNzc6W0bobAREj/cOG7Tiwf+7UaR0TFmvqa49mZt724BqX9K3vMTbVpv/5eva+vxGEFQp5Bj0ukMjT5r+YOu8ZjOt285/XgvYi1B5o3Yx5zvbDtBFD/l3979JHlm5Ys2HIyKG91wuEbZ+VcMNTnJ95OmNdZXme9XZA5qGKT548aOgcLu8mX47M0FTWrl+zti2rLs5hGQZBUb+whKRZTw2YdB+Cdj4ZazZqNnw7S1ubm5IQGRYUIBIKtHrD5aKyszmXIwfdPuWeX7qrMN4V6qvzK4rPGHUNHC7f0yeisfriiT3fqNVqf7WSy+Po9Mbismqh1Gv6Xd94+sb0eOu9DU1ZCs5vLsvbjxvqODxxef5hqYg7dcw4peLK7AXLstmXcvYfzRg+7b+pE591bW/7hrqirFWvTvDxwIcPYAPUGCBA0VBQRqWfQ/mesQs/2CuQ3Ph3Y5lPgD6/dXPgB6BsLZar1+k/euujnAsX4xLjX3n7FanjddHXiZs6d5KkMQzp7qIMhqH3b/u28NKxtJTksNBgmUxGEJaq6pqTp7NwnLltyZsK1Y1aM4wkaRRFnIQRCdyw/s1pDUWZI5LQyGAul4OQJHu5lDyeDYrgQfPf3OpEG70FlqEvHv/73MFl1SVnWJZFMU5w9OiUyS+Fxk/p0V/jDNyoyTu3rab0DEngYg/vsNjxwdGjOj6CUBSNIM4M4nJKcvfs+mcp0Obw4GCpRGw0mYrKykwmI0kzKpWPXCajKLqmvkYgVI67/cvwxOudPHA3gzAUeWbrz1lbvq0uzAEADpcbljIh+bbHd3x538AQ45iU9jEDkoJ1+xiO94gF7/dMUpYrDXJ4DtQfbt0cuxNUDuvw9B5u6txrapqvQfL34M6fSvOPzbtturTtugCWZQ8ePlpcWr3koa8EwhuyDEhtrdaJ5C/LMmtem8Q0nJg3jsvntckQMFvYNXsIvt/wRe/t7kp6uRWGoQizXiCUd/0rfUxdnda2zJ67kZ+1cdtvi8cOGzkwfkBrzgYLOfm5ew4fiEm7W6GO4XD46sAk/7Bh17kozEp9va7rkr+9jb6has3Lk4mmotRYPCwABHxo0kFuMXr6Ikik2GOL+XZ/sZlgf1hHzXh5beTQWdffh4YGvaskf93EubvLdb4dPB6nu5fc+pri7DO7Z8+cIu2w4gtBkLGjR8ikghOH3TEJuivweBwngq45B1fV5R+bO7a9ZwcAAR9ZOJlXezkj7+iGrjeHohyBSOG2nh06M4hrMWirtv9x14wJU5ISBrbJxkMgLip23rRZuSf+Ck+YNmjs4wHhI3rEs8MVg7iFYgdlwVe/NFGFXX5wDj44DhQyEPLBzwsmpDEPzGMYijycaX++RMBDkqMge9fPPdINLhdzmUEEShAHtr4Q10xtuunpoVRKursa8+K5PVGR4Qq5/eADgsDQ1EG55/f3xrx8H6BQiB0ZpLm6eP8PTwxNRAR8+75YwEPS4uDMlmtR+3Jb5HKxSOSmk2+n9nwa7B8YGWa/SF6gf2BcVOzxHe/0bKMeHiI3WY15Yu0XqKl01iiyoxii0gMWToZjZwlNs/3TMMgXrSnI7JFuuNIglAkITevLca3aXsVNnbvJRHR3gVlNRW5QUICTHfz9fSmSaGqsur6uuQYct2+QkjP7f/m/BIO+Kczf2d1BqD+3IteZTNUNB44TjhI3XU7h+Y0JMc6qjyZExxZl2y8oeM2YzYRbLFJl2dP/fjUqyeRovkythJhQOJNjX5+ZxwXCZOqRjpjNpMsMIg4ExaDWl4sqMbmpc9fpTBaLs8JpHbGYjQK+sws1giB8Pt+CG66va65Bp8PN5vYG0ZRfXvvazFEDTSwDQqGzf6VIiJAWC03ePEsH9Hocx7s3QvoIltU1V6oUSie7qJRKM64zGzU92Kxeb8Zx16eHNlUXG5o1oU4TF8ICoKzS/q1bk46VefVM1oPB4DqDmBtAf7n15aJ5TTfNc5dKhd2V/BVJFEajM8dN0TSOm8TSnllD38dIJIKOBtn/w3OxIVRaPBw6D0YjI+I7tJjByAhEYvdPIq6rupR/YW9DVS5FWcQydWD40Jikqe2qqlqRSARuEmJuD4IggNK0s+dO66c9m1oqFgswzPVzJLiukS/gYpiz2wiJCExm+/4upxgNHdo9UTZHiMV8V0n+uglu6tyvIVgWEDIwv+hEfJxDidTi4hKJRCmTd6+EkJvQ0SBmfdPl4zsfmk8DAkE+SH4Z6aV06Ozyy+igxNG93MdrhKZJraaKsBhPH/q94OKBiLCQUD8fQIQmU93Jvf87uf/HGXd9rvZrn+TutgF3AFD5RFXX1ngq7ZUOAQCA6toaqdyHJ+jJxC03UckWylRmnKBocHLlNZhAJLDjdgvKqJIqZtrsJzt+dC09caGmrCgAGJvaiv0Fsm3R6XA+n9OtwkOJg6ecObaxrLwiKNBO5J0kyWMnziQPm9NzfexTdDq8XZ2d+tIckZCr8qABICWa3ZphHhjNE9sLzuiNTGYuPf/tl/uuu11D11SdsffHgpzDCABLmURC3t2L5ylttNHTBiefPH129Xf3LXj4F5/ABNvv6vU4l+umhYdi0+4+k/5lQky8I+GqzAvnY1Pv7NlG9Xozh4O6XCVb4RsqVaiKKxoigx3uk18GXqr2vv9SMbX1MDP9mV+knv490hODwYxhLjII0QCGgtZNF4Vl3DTmbjJZujuhKpGqxk57aNuOfRUV7adMLRbL5m17xDLfgak3hs5URzpOqJJmE4935QwJ94cwf3b1ToPB1H5eXm9kVu+hYkbdETxgbN90tYvUVOQu/3YpoStcNHfGqCFJQgFnyfw5yrZVL1AUGZo6KG3QgK3/PE9TbeKnOO4e84f2SBr9mIXmHDxmXyns5NnMhqbmtEmv9Gyj7jKhiiCD5z598KzAUVyqugEul6C5JeymQ/SZXDK3iDp+nly+g9lxjDPz5eUJE+/uqY64ckKVKwehf+urh7Jduwv21ltvuaRh5/B4HB6P092QmdonjC8Q79qxpqlZz7I0RVEaTdOlvIJdew96KINnLHiF4/ZBZ0fweBw+v41BaJI4tm7Z0ETGmpYQ7g9Vdezu44SZYDkchGWgTkNnXrRsPoSHDVs89emf0C4oEPQZem3dmp8fHTQwZsKYEWKRcMu2raOGpfl6q+3u7Ofjff5itkDs5eXXmoLC5XJ4PK57BlUxjBcSN/XQzq+rayr9fHz4vCujzmTG92ccvnApb/7jOxXqbtf5cw6Xi/H5nN6utKetKT+75c+Tq7/K2vJ76bmjBG5SBUWibXMefaNTsvasqSjXRgYx7bpT3wTr9glSF74y9dmftCZeUamhpFZo4seGj3ts5ot/+UQO6sGucrkYj9frBrFPzXYwlQBjufLynQ4C+2O7V3HTFarXg05bd+7EltKC00ZjE4fD8/GPiU+eHBo5uPNv3liw7Ne3e08YWB8X3vpecTWcyYOyWjATIOQDAlj8lCcnPfal63ppB5omt638DxA1s6dNBICGhoYVq1Y+9sA9HMxhkPDoydMas3zmXZ/3YTevF4O2at+qR/MvbPX1CeJyMIpmqmvKgiJHT1ryi9wzzNW9uxYO/vTOgZ/fDfDjBatNKAImC5pXzkf48tvfXx0yqI0ctL6hcvXLk8mm4tRYPNQfEARwC+QUoZk5SMrcxyc++iVyc5d7zXoOms60biYvA48Ex3v3Fm7q3OvrdWIx350nzfqYhga9UMhrN62aufG7E38+v3SmWWhPleB0DpKRo3xsZSlXIO6jXnaGUVd/bM83l85uoxDhkgVz1V6eAFBcUnzw0MGlSxY6+WLu5YJzedV3PL6y5Z3GRj2fz+2uQEXfY2iurCo+jhsbBUK5T0iqhyq0lxrSaAxcLseRQMX1s+PzZ85t/GHOGEuQb+ubDAsns5HDZzj3fb8ndPAY2/1pkji77Zec3b/WFF4kLBaJXB6YMCpt0UuBiT2mLeocjcbA5WJSqSsEKi5/BXhZ62bYwyB1tu6hl3DTCVWaZhjGHa86rsKuQQbPfqTo+KaVuw/PG2eW22ResCycyUX2neIs/nS9+3j2qtJzG397ONBPPWHU8AMnsq2eHQC4HC5FdRIbpSiKy21zlnZxhOA6be6B3Y3lpRiX6xcTHzViLOqg/FMvIZH7RyXP74OGaJrBsN5aCXnp0JbM9d/fN4NQtlVsRBEYmsgC0Gtemv/ctjKuoFXIBePyUuY8ljLnsV7qUqcwDOsyH0LUgT6vddNFq+Ld1Lmr1RQTRMEAABxNSURBVB79NcNsUatlHd9EUHT+u5t3fvnwj+uWR4diwb4WHgc0OiSnRGChxYs/WRs8cEzHb/UedZXn6ysvMBSBcviVJafLLh3WaWsQBBTKwIDI0ZfO7RqWMnBw0oDyqnoerzWHQaVSGY1Gvd7QURSohYrqWi+/NtJLXl52DGILZbFs/fiN/d9/JZPxPJUIzcC2aoInls1793+pty+5zl/qhnh69qIi3oEf/jMqiVQ60OIdksDklppOb/xt6OKeKefSI6hUDofTLYKbOvd+ugjG5c946Y+Uec+c3/Vnds4R0mKSegWl3Ts3cdJdtrdRvU3ppX0H1j/bXF/s5eWDAGg0dSRFxUTFz596O4qidQ2NZ87vo4lGby8lAEjEApMJp2nGqg0nFAqDgoJPZ50fO3K43YPr9Yb8gqJFk97sen9IM/6/20abKrIXTSUDfK4sZGUYuFjYsOq5pVU5Wbf99+Pr/tG3CvrGmsrLF29f4vAuGEEgPhjPPbDGrZy7K8GEwLW5tCCuyWVwU+deV6e9Bsnfm5i6Op0TyV/viKRJEUl93KUWzhxYlr75P6PShg6cNRG7mjhRWVO1+9CB3fu2zpu9KDIsNDIs9NTZc/9uWn/n4rtUCqVQyC8sLomKuDKvOGbU6BWrVvr7+kSGt59pJEhi0849MUlTvQPibN+vr9c5kfxd/dKjRE32kulmrs0AR1FIjAQ/L+Kfn78KSk5LntUX0ZI+o6FB30uSv9rqMoGQJxI4W3SqUsC5C8U93vT10NhocJnkr3vgpnPWGIa6Z5abq3ChQUiLKTdj7b7fn9/x3cPpq96quHTU9tPi3N2HN/1nwazZgwYMxGxS4vx9/O6ct5CiiD0HdljfSU1OSoiN2X9wHyDI4ITIjOMnCeJK6rpKpZo2ddrOfYcOHjmqN1zRkGAYpqCo5K+V64GrGD/n9Xa9cmKQ6ksXT6xZPnNUG8/egkoOY1OIdf95gmVuSH1QR2AY2ktpfxiPz1Cd2IqigcNzr/QHFEVc5kMEviCLb325KAvZTe/cO42o3mr0akTVCRfTV+795QkOkKH+AgGXri/CTmz4UB2UOOPpf1QBMQBweP2Lw1NT/Lx9O36Xx+XOnDT1t5V/pw4a6uWpBoDhqYO//+Ovpuam5Ljw4vKaDVt2zJo2WSQSAkBEePjiRYsPpx/+5a+VYpGIz+fpDQaGYXyDk+c/8GPHJH2VyqFBzm5ZHx7C9ZA6nKRNiIQDpzRlWaeDk1OvzSxuiFLZWyFmVWAEw0BjM6gc17+rrkd9ot0r27j3DNI5VDPgpTbbDiNas8bNtP6x5cDWHu+Fmzp3gqAwDHWfmmEuxyUGObHxs4xVr08doYoN92q5BbIQ8vTTpX+8kHL3RxlckaixriBpxlhHR/CQysJDQvPyc63OXcDn+6rVFZXlCrli9sShu9PP/Pr3ytjoyODAAC6X09yss1AIxpNKZSILTgCDjpnx3MDhd9g9MkFQKIrarddRnZvlLXdW9h7DQK3mVefl3EzOnSAoFEV6Q0yNJxTHjp11Knfr1GH2RRYJAs4V8BY8uLTHm74eSJJCkF4xSA9i9ektLr5ncVPnrtEY+mPutjQ1GZ3E3HuDyrxj6Stfv3O6j69Xm0b5PHTiMJWAr1n/waxxD3+uUqltU1864qf2qaitbdmUiMUm3AQAXC5nxvi0ypqG7Mulx46f0hsMPKFM6qEODvcXCOS+IclRiZMEIod1X5ubjY5i7jRFdvo4jgLQneVf3lhotabeK7M38YmPvl28PcQHYjqk6TMsbM3g+8WmRg2f2htNXzNaLe6ymDtPCUJbhaubWjjsyaWt0+jf/L6s0/1FIn53JX9vboRCXh8b5NBfL6XFy9p59hZGJCtzS6qLs/ZgHcvttAVFUdomum3E8WBh6/nm7+Pp7+OZnZt3+PjZe5/exhN09VFaKORx7cbUAbzCY6sKdwE41PJmWKjTkF6h4Y52uBERCHi9V3dQFRS54MPVa15eUN1IDYlnRFcvqZV1cOC0wMIL+L+P1/dS09eMQMB12aM/bQKyqXUTudn13Lvi01tw28LHrqKPDWIxactyj85YHOJoBwSBARH8vIKzWksjwzKoY2mkxuYmuccVDX2zxVJVUzN54jTbHXIvF+w/fGzmPV933bMDgJOVh0kz5h788Us8FYQOdikoBQTjhaeNcHSE8kuXLmdmWnDc099/4NixfNENkHHR2091sWNmP/j7sW0fP/r1ilPePhI+H5qaaaORTFvwwMTHPuCL3a7uvCuf+1UjwGtc6ybS5tG2V+PstrhpWMZotFh1f1zdEXehjw2irSvhcDkeEmeCumol/0xRNaYQFBQXR4XZvwsmSPJyYcH0KVfKLxw9lYlh/Au5+b7eai6GNet1+UXl9Q1NM+/9Oix2bLd6aDJZOBz7BglNGRqWNmznseNzxhEdV8KZzLDvpGDa829hXDu/Lufo0W8ff7ToQraXTMjloM0m0kKxc5568u633+E7ula4ByYTgWFIt1Syu4tf7KAH/zihqSgsP3+cwI1SL7/QwWPc0K1bwXECRXvXIA4x5AJe0brp32beqLd9egt95z1fevxFBEEiY6Juv/N2ucLxvDsAAOj1uEQi6HfuLRgMZpGI32cGQVCM7WzpNsMCimKDp7xwcO9HAX6+Intrpg4dPSKTeoQGhQHAueyL2XmFExZ8UlZw/Ojp8xRFSGTqsIELZw9ZyBd2OznKYDALBDxHBrnvx1UfjU/esL95ynCL2MYnV9fDlkOCoNQx4x95puO39v399xcP/F+CjFoYzPIxIwCwcqjD4dBPy07v3PlZ+hGxh8M5AJdjNJp5vO6VQLg2lAHhyoAbIKJlvR9yjXOncSCbbbZdE5bpRcnfJ5c+sWPT9h2btk+fM336nOmTZkweOnJoTWX1kQPpQ0YMadmtpqa5rk4rEvE5HKy0tF6jMSoUYpaF2tpms5mUSoUGg7miopFhQCTiNTToa2qaeTwuj8eprNQ0NOikUhGKIkVFtXq92cNDZDaTZWUNBEFLJILmZlNVlQZFUYGAW1urravTCoXWVho0Gr1CIaEouqSk3mQiZDKh0WhthRWJ+I2N+pqaZi6XY9OKEEXRoqJanc4sl4ssltZWtFpTVZUGQdq3UlbW0NioVygkNM2UlNRdbcVSUdFI09ZWDDU1TdZWqqqa6ut1EokQw9CiojqdziSXi62tWCyURCIwm0mNRo+iiEDAq6vT1tZqBQIel3ulFblczDBsSUmd0UjIZEKTyVJefqUVjcZQXd3E4XD4/DatFBfXabUmuVxMEFRpab21FZ0Or6zUACBSD49j6z+OCZOIBA5D6jmFegMnZvDsD5tqzp44sTfQ309sE0wnCGLP4QMFJcXTp9xWU9+4P+NkzuXiMbf/kJg6wydklGfI9EGj7ksZs4QnjmhoxPl8HpeLlZc3NjbqPTzELAvFxXUGg8XDQ4TjRHl5A0UxYjG/qclYXd2EYRifz9VojHq9SSIRYBhaUlLf1GRUKMQkSZeW1pvNpKePV/yMReczzuzfVV6v41XXUiWVcCxblHGaTZh3/7iXPpMrpAjSppX0rXu+uPuOMWoySgYtsWsEQMKFMBFVWKM9efhE+KipLa3geOvgZFkQCu0MTplMhCBIcXGbwUmStFhsZ3BePQUaNBqDQiG2HZy2p4B1cHY8BaqrNRYLpVCIbU8B6+DseAq0DE6K6urgvHoK2BmctqeAdXDatiKXSxiGaRmctq1YB6fdU8A6OC0WqqyszeBEEOspoKutbbaeAtZhY3MKWGQykclkqa/XoSgikQiungIYn8+trm4iSbrXK3jgFYDxgKe48hJHAdf+7cuscTNX/rkCAFb+uWLlnyuW3NeTwhh9rQppxs2vP/vaZz/cSNqttybr3p8mxTOnDFfZ/ZSi2B/XVY65/4eEsXexDJ2+5Y0zB5YF+Af6qBQYB2vW6gqKixlASJoHCCqTe8cMnp86/nGh2FnZ6N6g9Fxm7sE9mrIiDpfvHRWXOGWmMiDI7p4vjBrJ5h4frLRfY8JMw4ZK7vu79gwY06dyPf3ckFQuB1NJ62bgvSCwUx6ut+lT546b8L3b9xTmFz7z6rPO99RoDEIhz+U1w9yHpiajQMDtS4PUFp/786Uh8yZ4RQR1mOdkYXtGQ5XB8/++uohcXV6kb668dHpNfcU5miJkyqDwxFkBESNJixEQlMvr+Wh1c7ORx+P0lCi0tr5+kY/P7cGMyHHc66SGGzb/vqd+/KlHWuxxtFoTh4NdQ/HhmxVXGqRqHZjLWzd9F4KwZ2oHdos+TYUUCoVhkWF3P3BPp/sTBNUfcLeFIKg+Xo7hHZo048nfNyxbOmoQmZogx66mjuuN1O5jTTVa/l0f7kRsFo5K5f6pE9pfs7n83hIcti5i6qmjleXmikV8EcfZ0icVhyw8c7qnWuxx3KLGnjvR3TqdPQmKgu3gdFFlkj5yoN3KgwQAlUqKYf3aMq0olZK+F8qIH71E5hm4/Zt7jmWVBfpJMYTGCbSsoikqbcbSt34Rybz6uD+2KJWSHhSFJi0WTmfmRREgzOaearHHUSjE/SrZtsjlolvcIG56d9y/gqkdrjJIYNyoB5flV+WfrC06S5gNErnPtNgRCt8Il3TGlp59jvEJC9ObLCQDXMf3WM0k+Ee5oJ5OF3HzdfZ9jysNwlNCm+tKv3CYDXV1WrFY0B9AbKG+XicU8lyyLgPFOAExwwNi7Iutuwqr5G9PrdzxCw9XB/gX68uiHOQ6MiyUWgQPz53XI831Bg0Nej6f45qqcm6JVfLXNcshGRNQja2bLlqh2q/M1U8/AAB3vfNelp5vIO1/mtWM8hWeYxYt6ttO9dPPteOmBbL76afv+eL+pcfWrBqpNNsK6lAsZDVjhTj/i4yjYQMHuq53/dw4NB8CS33rpnIscD37vhduGpahaQZBXKe17370G6QdvWGQZ3/9zTc8fMW773mJUAWCcxEwMFg1wfUOi/hmzdrAmJgebKvH6R8h7XClQVgGwPXJS256515T09wv+WtLba22jyV/3Zy6Oq2TMnvXQ1Nt7eG1a3MzjliMBnVo2NDZtyWNH+/+eRf19brek/y9EWlo0LtM8leXCbSudVOaBJy+Xr4Hbuvc+xcxtaPvFzG5OT27iOkmoH8RUztcaRD9MSAbWjdlI/qdez/99NPPjY97OHc3jbmbTASXi/Vnu7eA4wSH02+QVnCc4HBQR/U6bkHMZgJF0f513S2YzSSKIq4xCEcKtmE85KauxNRddDqTRCLo92Ut6HT4rVadSt9Qm713a2NZMYphPpGxceOnCySt0np6PS4QOCzGdAui15t5PE6/c2/BYDC7rCYESwFru5jZNdERNw3L6PVmPr9/pLZiHamuEafuc0iLecv7L6T//YNaLfTyoFhAKusQEw5Tnvnv+Edess5t3lIG6QpGowXDUIGg3yBXcKVBzDlA61s3hbGAdrtiwfXjps69n1sW0ox/s2AkUZczdYhZbaM3XFwJO48JIsfMvvubVe6fu9LPLY3lEjA22TL8OEC7UUKyp3DTFao6HW6xOFgseEui0+Fm8y1hkH/ffJJuyFkypY1nB4BQf7h7hjn/0Ob0P5YBgF5/qxiki+j1Zhx3WBP8FsRguNUN4qbO3WSyuFKx0/3AceJWMEh9cf6JNX9MH262K/okEcKkNPO2T/9DWsw4TvSL3NpiNvcbpA1mM+kyg2Bi4ChaXy5ys24a1FYqJRjmphcel6BQiG8Fg1zYszk4kK+QmRztEB4IvJN0wfFD4cMm9KCe+02Ah4eof3mqLR4eQpeF7xAGwOax0nEvjhw8suKPFXU1tZHRkY8882hwaHAP9sJNTw8ej3Mr+LKuc4sYpK4gR+3YswMAgoDaE6krzOPxOBzOzW+QrsPjcfpVf23hcl1oEKTDyz4Zh468/ObLyzetSBue9um7n/RsJ9z09Ghs1N/i8bJ2aDQGk8ni6l70Pl2b3mdZVqMxGI23gEG6TFOT0WBw31oifU9zs+sMgvGBI2p9IQ7d7MtvvhIcGszn8ydOn9RQ1+Bot2vDTZ07SdI0zbi6F24ESdI0ffPnNXmGxdRpncnFsCzUNbDq0EiK6h8hbeg3SDsoirmBDLJtw7bBQ1N69phuGnNXqz36091sUatdkCfb9wyYMmf7J/9p0oHCwc8tLAeCQiOHj+Pw+zXU2uDpKXV1F9wLlcoF2YdXaTeJ2saVzRo30/rHlgNbrX/s3rYr/cDhD7/6qGc74abOvZ9bE3VYVPKsBduPblw0yU7CjBGHvScFU55+kysQ9q/P6MeNcSbw1+LTrWxev3nH5u0ffPmhzKOHb+DcNCxTV6c1GvsDiK3U1ekMhlsixLzggx9pcciKXYLGpjbvl9XA39sFAYPHjXvoeQCor9fp9f0jpJWGBr1Oh7u6F25EY6PB/Q2y5p/VVs+uUCp6/OBuukK1vl4nFvP7BV1baGjQC4W8W0TQlTAZN7377NFVvwUGCORCHBCkrllQX0+Me+SF6c+9g3I4ANDYqOfzuf2K/y1oNAYul9Ov+N+CRmPgcjE3LyrbEqKxsnb7OoGwx/6Dburc++mnsbw4L32vpqIUxTCvkIiYMVOknmpXd6qffm4Y3NS5EwSFYeitkNndRfoN0g6CoFAU7U91b4EgKBRF+lPdWyBJCkFuaYO46bmh0Rj689xtaWoymkz9Bmmludl4SyT+dxmt1tSf+G+LVovf4gZx02yZW027vFOEQl6/QWwRCvvF3NsgEPD6n2Ns+f/27qa3jeOMA/iz78tdUqajFkGBAAViOOjFRfMVmgJ9ucQFEl/ai5ueGrtAD82l/RYtcimSAO2pucSXFm2T9CO0gHtr4fNKIrlLct+5y2UPI62GQ1qSY0lczfx/8MGwJT3Lh88+S83Mzrqupfhvuh0dlgEAgJfR0StbmpbY4o6HhAiyDAlZk2UL7JLNy3PVE9LR5h7HOU5dXpIUZYmEnEqSAvu589IUCVmTpqXiCenoqOXenochZt7eXk/lef9Ng0EPQ8y8wcDFHsi8ft9VfA9kjLkDAEioo5d6LIUURFGKhPCwFFKApZACJKSjwzKLRW3bHT22nVgsagzL8NhNTLs+ig7BHJVAhcdSnq2jwzJVtTQMDWdvq6qWuq4pvm6XV9dLTUNCTiEhAiSko80dAABeRkcva0dHM8XHywSj0RwPUeNhy1/BeBzHcdd3uL1ON2LL3yvV0ebeNCv8SsFrGuRjzWqFClmzWq2aBgk5hQrBsAwAgIQ6+sl9uWzwMYSHhAiQEAESIkBCOtrcR6M5VjHzxuMYkxC8ySTGJAQvDBOMufOiKFU8IR1t7rZtqryGaZNtm7jbnoeECGzbxJ0QPMsyFE8IxtwBACTU0c8+RVHVteo3mPGQEEFZVrgFkYeECJCQjjb36TRVfLtOwWyW5TkScmo2y7DZDm8+zzFNxYvjQvGEdHT/Ft93sbcMz/fx3ME1eBCjwPMcTFPxej1b8YRgzB0AQEIdvbLN57nij8gSzOc5xql4cYyErInjAuNUvCRRPSEdbe5ZVio+GSLI8wUSwsvzBTa55RUFErKmKCrFE3L5wzKPHz5if/ndJ79v/zFLs48//OjZf5/deePOz37xnud7Z/+QoqhMU1d8mSoPCRGUZaXrOobdW0iIAAm5qjH3xw8f8c39yadPsjS9/+DHTz79zO/7b797/yqCAgAAc03DMv/599O3fvA9z/e++/23nv7r6blfP5nEio+XCcIwUXxdlyAME+zHwIuiFPsx8KZT1RNyTc19Gk1f2X+FiPa/tj+Npud+fVUtl8vm6o/rxqiq5XKJdU2n6hoVsgYJEdR1o3hCLqe5P374iP35Ct8bRWkQRGy28PBwFgRTItrfH8zn+WQSE1GeL4IgYnsAzed5EERsmcR4HAdBxN6/IIiOjmZEtFjUQRBFUUpEaVoEQcQ+37EobILl6Og4ynLZBEE0HsdEVBRVEERsd/+TKAsimkz4KFMWpar4KGUQRGlaENF0ykeZB0FERE2zPUoc50EQsV9QhCiHhyzKso3i+04cZ+yTyGaU1YqaZiVEmc2yjShJEER13RDRwcFalDBMiCjLyiCITqJkQRCVZU1EoxGLsmJRRqM5EZUlH6UIgijLFkQUhizKkkU5OJgSUV3zUdgbWhDRbMaiVHyU1Wp7lCRhUUoiMk09SXIW5fBwthmFLxs+Cisb9sCANgorm+k0FaKw19IW50mUJgiizeJkUfjibJpmtWLFuT0KX5xVtaU4WZSiWGwUp3gK1PWSVez6KVA+/xSIzj0FLlicLMr1FyeLIhQni1KWVVVVbMyZjxKGiTrPeLmcG4X44fWthreH4SR89RuvTsaT4e0h/1++77iuxW43uHWrx6YATFO/fdvXdY2IbNscDn02l9jrWZZlsEmSwcBtmhX7muHQ1zSNiEzTGA599tMcxxoOj2dUWBT2Q/b2PPau67o2HB5HsSyDi2JblmFZJhH1+3wUT9OIiAyDj2IOhz6L4nmO47RReiyKpm1G0YnIdW3TNNi9Ws+JordRXNcyjP56FL2NomlEpLVJYFFOvtE2zfa1OE1jG4ZGRLduHc9psyjscbV8qj3PdpzjzbkGAxblual2Xcs0dRbF9532/pE2iq7rbRLW31C73fGKRSE66w01jDZKr9dz2GHv7fXWXwtLwvYo/b7LXoum8VGEVB+XTb/vtq+Fi6JtfS2eZ9u22X7jtijG1ignp0BbNrRRnF/5FDgtzgufAnp7ClywOM8+BdjXn1GcJ1EuVJwnUS5SnP3NU8D3HXWezHxdE6p//izLMjah6vn+/QfnTKgeHEz7fbffd6/i2G6iw8OZ5zmDARJy7Oho5rp223BhNJrbttm2RRiPY8syVE7IFS6FZFiLT5P04w8/eva/Z3fu3nnv/Z+fuxRyNJr7vuN5zuUe2801Hse9nu37SMixySR2HAuX/1YYJpZl4vLfCsPEsozBQN3LP7YfAACQUEeHnxaLWvGZbgESIlgsajb5BsxiUWNTaF5VqZ6Qjjb3MEywzp0XRSlbiwLMdJpi4T9vNsuw8J83m+WKJ6Sj2+qyCe5dH0WHuK5lWR29Eu+E41gq31m+qV2jAozjqP6oToy5AwBISOkrGwCArNDcAQAkhOYOACAhNHcAAAmhuQMASKhbSyEv5SlOUuI3dTh3mza5oR4EqA0G3UPQxaWQeIrTJiEnKkM9CFAbPHSP1g0YlnnRpziB3FAPcHEqV0u3hmW2etGnOMnqg/d/rWna3W+98c5P3hH2xFcK6mETauN5VK6W3Tf3rSNlQOuZYcmJ5/EXf/38T3/44+MPfrnTQ4MOQW3AVrtv7i/zFCe5bWZmsDf44ds/+u2vfrOT4+kIZevhbKiNrVSulhsw5n7vO/e+/NsXWZr98+9f3nvz27s+nF3Ks/zzv/zjtW++tusD2SXUw1aoja1UrpZurZa5lKc4SYllptfrvX739Xd/+mD/6/u7PqKdQT0IUBsMuoegW80dAAAuxQ0YlgEAgBeF5g4AICE0dwAACaG5AwBICM0dAEBCaO4AABJCcwcAkBCaOwCAhNDcAQAkhOYOACAhNHcAAAmhuQMASAjNHQBAQmjuAAASQnMHAJAQmjsAgITQ3AEAJITmDgAgITR3AAAJobkDAEgIzR0AQEJo7gAAEvo/PzViRkCxKWUAAAAASUVORK5CYII=",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=1}"
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using Plots; gadfly()\n",
- "default(size=(500,300))\n",
- "n = 100\n",
- "srand(123)\n",
- "x = randn(n)*3\n",
- "y = randn(n)*3\n",
- "z = Float64[sin(x[i]) + cos(y[i]) for i in 1:n]\n",
- "scatter(x,y,z=z,c=:heat)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using VoronoiDelaunay\n",
- "tess = DelaunayTessellation(n)\n",
- "tmin, tmax = min_coord, max_coord\n",
- "twidth = tmax - tmin\n",
- "function squash(a)\n",
- " amin, amax = extrema(a)\n",
- " v = similar(a)\n",
- " for i in eachindex(a)\n",
- " v[i] = tmin + twidth * (a[i] - amin) / (amax - amin)\n",
- " end\n",
- " v\n",
- "end\n",
- "function zippoints(x, y)\n",
- " x, y = squash(x), squash(y)\n",
- " Point2D[Point(x[i], y[i]) for i in eachindex(x)]\n",
- "end\n",
- "function zippoints(x, y, z)\n",
- " x, y, z = squash(x), squash(y), squash(z)\n",
- " Point3D[Point(x[i], y[i], z[i]) for i in eachindex(x)]\n",
- "end"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "a = zippoints(x, y)\n",
- "push!(tess, a)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "VoronoiDelaunay."
- ]
- }
- ],
- "source": [
- "for tri in tess\n",
- " println(tri)\n",
- "end"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": [
- "tess"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc4",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/facets.ipynb b/examples/facets.ipynb
deleted file mode 100644
index f4252294..00000000
--- a/examples/facets.ipynb
+++ /dev/null
@@ -1,609 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Switched to backend: pyplot\n",
- "axes = [PyObject PyObject \n",
- " PyObject PyObject ]"
- ]
- },
- {
- "data": {
- "image/png": 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dxfajU/cNz8OHSnh5ieHqaoILF4Swt6++QqPPU/d5VWwIKctvvyng7S1G69b5Uw/W1oZfaErSo0cPdO3atdSVz7du3UonFBiQJ0+U8PR8A0dHE1y+LIRQWL2faIo7EImPj0fHjh11PnbN/+xGaowHDxTw8hKjSRMznDsnhK1tzU/f+vXrQyKR6DsMogXJySp4eophbs4hOlqI2rWN67tk+mRDDMI//+RPPdSta4KLF4VwcKj5hQYA/v33X9SqVUvfYZAqevVKBS8vMeRyhh9/FKFePeMqNAB9siEG4OlTFfr0EcPWlsPly0KIRIadtsWdvv/69esi2507dw7x8fHo379/dYZHtEwsVqNfPzEkEjWuXhWhYUPjPMY3zr0mBiMlRQVPzzcwNQWuXBGhbl1+HxHu2LED6enpmlPzv//+ezx9+hQAMGvWLNjb22PBggUIDw9HUlIS3NzcAAAeHh7o0KEDOnbsCAcHB8THx2P//v1wc3PDokWL9LY/pGoyM9UYMECM589VuH5dhKZNjfct13j3nPDe69f5Uw9Saf7UQ/36/C40ALBp0yY8efIEQP5p+qdOncLJkyfBcRzGjh0Le3v7Yk/fDwgIwNmzZ3Hp0iXk5ubC1dUVU6dOxfLly2kazUDl5Kjx0UcS/P23ElevivDee+b6DkmvqNgQXpJI8qce0tLUiIkRoVEjw0jVx48fl7lNcafvh4SEICQkRFdhkWomkzEMGSJBfLwCly8L0aGDcRcagIoN4aGsrPyph6dP86ce3n2X0pQYDoWCYfhwCX78MQ/nzwvRvbuFvkPiBXoVE17JzWX46CMJHjxQ4soVIVq3piNCYjiUSoZRo9Jx4YIc33/vhF69it6jy1hRsSG8IZczDBkiRlycApcuCdGpEx0REsOhVjNMmpSBkydliIx0Qv/+VvoOiVeo2BBeUCgYRoyQ4MaNPJw7J4SHBxUaYjgYY5g+PRMREVIcPuyIjz+mQvM2KjZE71QqhjFj0nHunBxRUU7o04emHojhYIzh//4vC7t352LfPgcEBlrrOyReomJD9EqtZpg8OQORkTIcO+YIHx86IiSGZfnybGzenIPt2+0xcaJN2R2MFBUbojeMMcyalYmDB6WIiHDE0KF0REgMy7p12QgJycb69XaYMUOg73B4jYoN0QvGGObPz8LOnbnYs8cBo0ZRoSGGZdu2HCxYkIXly20xb56tvsPhPcNeZIoYrBUrsrFxYw62bbPH5Mk09UAMy549uZg9OxP/938CLF9OhaY8eFVs5HI5goOD4erqChsbG3Tr1q3Ue3m8LTo6Gn369IGjoyPs7e3RqVMnHDt2TIcRk8pYvz4bK1Zk48sv7TBzJk09EMNy6JAUU6dm4NNPbbB+vV2RpYdI8XhVbMaPH48tW7ZgzJgx2LZtG0xNTeHj44ObN2+W2TcsLAze3t6wtLTE2rVrsXHjRvTs2RPPnz+vhshJeW3fnoPg4CwsXWqL4GA6IiSG5eRJKcaPT8f48dbYvt2eCk0F8OY7m9u3b+Po0aPYuHEjPvvsMwDAmDFj8N5772H+/PmlFpykpCRMnz4ds2bNwpYtW6orZFJB+/fnYtasTHz+uQArVlChIYbl3DkZAgLS4e9vhT17HGBiQoWmInjzySYyMhJmZmYICgrStFlaWmLSpEm4desWXrx4UWLf3bt3gzGGlStXAgCys7PBGNN5zKT8jhyRYvLkDHzyiQ02bKCpB2JYrl6VY+hQCXx8LBEe7ghTU8rfiuJNsbl79y6aNWsGW9vCR7ydO3cGANy7d6/EvtHR0WjevDnOnDmD+vXrw97eHs7Ozli2bBkVHR44dUqGMWPSMXasNXbupKkHYlhu3syDr68EvXpZ4uhRJ5ibU/5WBm+m0VJSUuDi4lKkvaCt4GZUxXn48CHMzMwwceJEBAcHo23btjhx4gRWrVoFpVKJNWvW6CxuUroLF2QYMUKCYcOssG8fTT0Qw3LnTh58fMTo3NkcJ086wdKS8reyeFNspFIpLC2LLlNiZWWlebwkBdNm69atw7x58wAAQ4YMgVgsxldffYVFixYV+cRUYM6cOXB0dCzUFhgYiMDAwMruCvn/rl2TY8gQCfr3t8ShQzVj6uHIkSM4cuRIobb09HQ9RUN06Y8/FPD2FqNFCzP88IMTbGwMP3/1iTfFxtraGnK5vEi7TCbTPF5aX6lUWqRABAQE4MKFC7h37x7ef//9Yvtu3boVHTp0qELkpDg//5w/9fDBBxY4dqzmTD0UdyASHx+Pjh076ikiogt//62El5cYDRqY4sIFIezsePONg8HizW/QxcWl2KmylJQUAICrq2uJfQseq1OnTqH22rVrAwAkEom2wiTlEB+vgI+PGB07miMqSggrq5pRaIhxePxYCU/PN3B2NsGlSyI4OvLmbdKg8ea32L59eyQmJiIrK6tQe2xsLACgXbt2Jfbt1KkTGGNFrqkpKF50D/fq8+efCvTr9wbvvmuGM2do6oEYlufPVejTRwxraw7R0UI4O/PmLdLg8eY36efnB5VKhdDQUE2bXC5HWFgYunXrhnr16gEAXr58iYSEBCiVSs12I0aMAADs27dP06ZWqxEWFgaRSERTHNUkMTF/6qF+fZp6IIbn5UsVPD3fQK0GrlwRwcXFVN8h1Si8+c6mS5cu8Pf3x8KFC/Hq1Ss0adIEBw8exNOnTxEWFqbZbsGCBQgPD0dSUhLc3NwAAIMHD4anpyfWrl2LtLQ0tGnTBlFRUbh58yZCQ0Nhbk63Fta1gqkHodAEly4J4eREhYYYjjdv1OjbV4ysLIYffxTBzY0KjbbxptgAQHh4OJYuXYqIiAhIJBK0bdsWZ86cKfTlPsdxxV6nERUVhSVLluDo0aM4cOAAmjdvjsOHD9NZZdXgxQsVPD3FsLDIn3qoXZteqMRwZGSo4e0tRmqqGjduCNGkCa/eFmsMXv1WLS0tsX79eqxfv77EbcLCwgp90ikgEAiwZcsWWq6mmqWm5k89KJX5R4SurlRoiOHIzlbDx0eMf/5R4vp1EVq0oFkQXdH6XMeqVatgakpvOMZALFajXz8xMjMZrl4VoUEDXh27VArlr/GQShkGDZLgjz+UuHhRiLZtqdDokk4m1mmJmJqvYOohOVmN6Ggh3N0Nv9AUqGz+7t69G/3794dQKISJiQkOHjxY7r7p6ekICgpCrVq1YGtriz59+uDu3buVioOUTS5nGDZMgl9+ycPZs0J06WKh75BqvHK9Q9y4caPc61klJSVVJR5iAHJy1PjoIzEePlTi2jURWrbk9xFhdeXv3r170aBBA7Rr1w7Xr18v95hqtRoDBw7E77//jvnz50MkEuHrr79Gr169EBcXB3d390rHRIpSKhlGjkzHlStynDkjxAcfUKGpDuUqNr17967Qk9JCizWXTMYweLAE9+4pcfmyEO3b87vQANWXv5cuXYKXlxfi4uI0C8iWR2RkJG7duoXIyEgMHToUADB8+HA0a9YMy5cvx+HDhysVDylKpWIYPz4d338vw8mTTujbt+gSWUQ3ylVsBAIB2rRpg7lz55a57YkTJ3D06NEqB0b4Jy+Pwc9Pgp9/zsP580J062YYR4TVlb9CoRBAxafhIiMjUbduXU2hAQBnZ2cMHz4chw4dgkKhoNP3tUCtZvjkkwwcOSLDd985wtfXSt8hGZVyFZtOnTohJSUFfn5+ZW6bkJBAn2xqIKWSYdSodFy+LMcPPwjx4YeGc0TI9/y9e/dusevzde7cGaGhoUhMTESrVq2qNaaahjGGOXMysW+fFAcPOsDfv+S1FolulOsEga5duyIxMbHcq9vSCQI1i1rNMGFCBqKiZDh+3An9+hlOoQH4n79Vub0GKRtjDIsWZWH79lzs2mWPMWNs9B2SUSrXJ5s5c+agf//+MDMre/MlS5ZgyZIlVQ6M8ANjDNOmZeLbb6X49ltHDBpkeFMPfM9fmUxW6dtr0C0yyrZ6dTa+/DIHmzfbYepUgb7D0St93iKjXMWmbt26qFu3LoD8hTG7du2q06AIPzDG8NlnWQgNzcX+/Q4YMcIwpx74nr9Vub0G3SKjdJs3Z2Pp0myEhNhi7tzi72llTPR5i4wKX2fTvXt3NGvWDCtXrsS///6ri5gITyxZko2tW3Owc6c9JkyoGVMPfMzfqtxeg5Rs9+4cfP55FhYsEGDxYio0+lbhYnPo0CE0bdoUq1atgru7O3r06IFdu3ZBLBbrIj6iJ2vWZGPNmmxs2GCHTz+tOVMPfMzfdu3aIT4+vsh3RbGxsRAIBGjWrJmeIjNcBw/mYtq0TMyebYM1a+zopCUeqHCxGTlyJM6ePYsXL15g27ZtUKvVmD59OlxcXPDxxx8jMjISeXl5uoiVVJOtW3OweHEWVqywxf/9X806ItR3/hZ3iww/Pz+kpqbi5MmTmra0tDQcP34cvr6+dNpzBR09KsXEiRmYMsUaW7bYU6HhC6YFjx49YitWrGDvvvsu4ziOOTk5scmTJ7OYmBhtPL1OxMXFMQAsLi5O36Hwyu7d2QxIZgsWZDC1Wq3vcKpFVfO3IJfmz5/PQkJC2LRp0xjHcWzYsGEsJCSEhYSEsIyMDMYYY+PGjWMcx7EnT55o+qtUKta9e3dmZ2fHVq5cyXbu3MlatWrFHBwcWGJiYqljUv4Wdvq0lJmZJbNRo8RMqTSO/K2q6solrSxoZW1tDRsbG83ZMwBw+vRp7Nu3Dx06dEB4eDhatmypjaGIDkVE5E89zJxpXFMP2srfQ4cOab5n4TgOp06dwsmTJ8FxHMaOHQt7e/tib5FhYmKCc+fOYd68edi2bRukUim6dOmC8PBwNG3aVLs7W4NdviyHv78Egwdb4cABR5iaGkf+GozKVqmMjAy2b98+1qdPH2ZqasosLCzY4MGD2YkTJ1heXh5TKBTs+PHj7J133mGdO3fWZoHUCjoyLCwyMpeZmCSzSZMkTKWq+UeE2sxffeQS5W9hN27ImLV1MvPxecPk8pqfv9rE2082UVFROHz4MM6cOQO5XI7OnTvjq6++QkBAAEQiUaFt/fz8IJFI8Omnn2qlMBLdOHtWhoCAdAQEWOGbbxxgYlJzjwgpf2ue2Ng8DBwoQffuFjhxwgkWFjU3fw1ZhU8QGDp0KG7fvo3PPvsMDx48QGxsLKZPn17khVqgTZs2GD16dJnPK5fLERwcDFdXV9jY2KBbt26Ijo6uaHiYMmUKTExM4OvrW+G+xig6Wo5hwyTw9bXCwYM1f+pBV/lL9OPePQX69xejTRsznD7tBCurmp2/hqzCn2yuXLlSoVV0u3btWq6L6MaPH48TJ05g7ty5aNq0KcLCwuDj44Nr166hR48e5Rrrzp07OHjwIKysrIzm+4aq+OmnPAweLEGfPpb47jtHmJnV/N+ZrvKXVL+//lKgb18xmjQxw7lzQtja6uT2XERLKvzXqehy7eVx+/ZtHD16FF9++SXWrVuHyZMn4+rVq2jQoAHmz59frudgjGHWrFkYN24c6tSpo/UYa5pff82Dj48YXbuaG9XUgy7yl1S/f/5RwstLDBcXE1y8KISDAxUavuPFXygyMhJmZmYICgrStFlaWmLSpEm4desWXrx4UeZzRERE4K+//sKqVatoIdAy/P67At7eYrz3nhm+/94J1tbGUWhIzfD0qQp9+ohhb8/h8mUhRCJevI2RMvDir3T37l00a9YMtraFLyAsuAHVvXv3Su2flZWF4OBgLFq0iD7VlCEhIf+IsFEjU5p6IAYnOVkFT883MDUFoqNFqFPHVN8hkXLixY3jq7rE+sqVKyEQCMp1cyxj9s8/Snh6vkHt2ia4eFEER0cqNMRwvH6tgpeXGDIZQ0yMCPXrU6ExJLwoNlKptNJLrCcmJmLbtm347rvvKrWsh7Es0f7smQqenmLY2nKIjhbC2ZkKTWXoc4l2YyaRqNG3rxhisRoxMSI0asSLty5SAbz4i1VlifXZs2ejR48eGDJkSKXGNoYl2lNS8qceOC5/6qFuXToirCx9LtFurLKy1BgwQIxnz1S4fl3deEbaAAAgAElEQVSEZs148bZFKogXf7XKLrF+9epVXLx4ESdPnkRSUpKmXalUIjc3F0+ePIFQKISdnZ1O4jYEaWlqeHmJkZPD8OOPIrzzDhUaYjhycxk++kiCBw+UuHpVhNataVFSQ8WLYtO+fXtcv34dWVlZhQpDbGwsgPwl2Ivz9OlTAPkX6r0tOTkZjRo1wtatWzFr1iwdRM1/6elq9Ov3Bmlpaty4IULjxrz4cxNSLnI5w5AhYsTFKXDpkhAdO1KhMWS8ePfx8/PDxo0bERoais8//xxA/ooCYWFh6NatG+rVqwcgf3n29PR0uLu7w8zMDJ6enoiKiir0XIwxBAUFoWHDhli8eDHee++9at8fPsjKUsPHR4ykpPyph+bNefGnJqRcFAqGESMkiInJw7lzQnh4WOg7JFJFvHgH6tKlC/z9/bFw4UK8evUKTZo0wcGDB/H06VOEhYVptluwYAHCw8ORlJQENzc3vPPOO3jnnXeKPN/s2bNRp04dDBo0qDp3gzdycxkGDZLg/n0loqOFaNOGjgiJ4VCpGMaMSce5c3JERTmhd++iJw8Rw8OLYgMA4eHhWLp0KSIiIiCRSNC2bVucOXMG77//vmab4pZnL44xL1UjlzMMHSrB7dv5Uw+dO9MRITEcajXDpEkZiIyU4dgxR/j4WJXdiRgE3hQbS0tLrF+/HuvXry9xm7CwsEKfdEry+PFjbYZmMBQKhoAACa5fl+PsWSF69KBCQwwHYwwzZ2YiPFyKQ4ccMXRoyWehEsPDm2JDqkalYhg7Nh1nz8px6pQTPD1p6oEYDsYY5s/Pwtdf52LvXgeMHEmFpqahYlMDqNUMU6dm4Nix/KmHgQNp6oEYli++yMbGjTnYts0ekybZ6DscogNUbAwcYwyzZ2di/34pwsMdMWwYHRESw7J+fTZWrszGl1/aYeZMgb7DITpCxcaAMcYQHJyFHTtyERrqgNGjqdAQw7J9ew6Cg7OwdKktgoNty+5ADBYtkGXAVq7MxoYNOdi61R5TptDUAzEs+/blYtasTHz+uQArVlChqemo2BioDRuy8cUX2Vizxg6zZ9PUAzEs334rxZQpGZg2zQYbNtgZ9eUKxoKKjQHauTMH8+dnYfFiWyxcSEeExLCcOiXD2LHpGDfOGjt22FOhMRJUbAzMgQO5mDEjE3PnChASQoWGGJbz52UYMUICPz8r7N3rABMTKjTGgoqNAfnuOykmTcrA1Kk22LSJph6IYbl2TY6hQyXo398SERGOMDWl/DUmVGwMRFSUDKNHp2PUKGt8/TVNPfBRXl4egoOD4erqChsbG3Tr1g3R0dFl9jtw4ABMTEyK/Xn16lU1RK57P/+cB19fCT74wALHjjnB3Jzy19jQqc8G4MKF/KmHoUOtsH8/TT3w1RdffIGrV69i7ty5aNq0KcLCwuDj44Nr166hR48eZfYPCQlBo0aNCrU5ODjoKtxqExenwIABYnTsaI6oKCGsrCh/jREVG567cUOOIUMk6NfPEocOOcLMjF6ofHXp0iVs3LgRn332GQBgzJgxeO+99zB//nzcvHmzzP4DBgyocXeN/fNPBfr1e4MWLcxw5owTbGwof40VTaPx2C+/5GHgQAnef98Cx487wcKCXqh8ZmpqiqCgIM3/LS0tMWnSJNy6dQsvXrwosz9jDFlZWVCpVLoMs9okJirh5SWGm5spzp8Xws6O3m6MGf31eeruXQX69xejQwdzREU50dSDAWjQoAFsbQufIdi5c2cAwL1798rs37t3bzg4OEAgEGDw4MF49OiRTuKsDo8fK+Hp+QYikQkuXRLCyYneaowdTaPx0P37CvTt+wbNmuVPPQgE9EI1BM7OzkXaXFxcAOTfprwkAoEAEyZMQO/evWFvb487d+5g8+bN8PDwQHx8POrXr6+zmHXhxQsVPD3FsLTkcPmyELVqmeo7JMIDVGx45uHD/KmHevVMceGCEPb2VGgMhbl50TuiWlnlr8AtlUpL7Ofv7w9/f3/N/wcNGgRvb2/07NkTq1evxq5du0rsO2fOHDg6OhZqCwwMRGBgYEXD14rUVBU8Pd9ApQKuXRPC1ZUKDZ8cOXIER44cKdSWnp5eLWNTseGRpKT8qQdHRxNcviyEUEiFxpAoFIoibTKZDABgbV2xRVJ79OiBrl27lnnq9NatW3lzUsGbN2r07StGZiZDTIwIDRrQ2wvfFHcgEh8fj44dO+p8bF69m8nl8kpdp3DlyhVMnDgRzZo1g0AgQJMmTTBlyhS8fPmyGqLWjoKpB3NzDtHRQtSuTUeEhub169dF2lJSUgAArq6uFX6++vXrQyKRVDmu6pCRoUb//mKkpKgRHS2EuzsVGlIYr4rN+PHjsWXLFowZMwbbtm2DqakpfHx8yjxtNDg4GDExMRg2bBi2b9+OgIAAHDt2DO3bt0dqamo1RV95r16p4OUlhkLBcPWqEPXqUaExRE+fPkVWVlahttjYWABAu3btKvx8//77L2rVqqWV2HQpJ0eNgQPFePRIicuXhWjZsuh0IiFgPBEbG8s4jmObNm3StMlkMubu7s48PDxK7fvjjz8WaYuJiWEcx7ElS5YU2ycuLo4BYHFxcVULvIrevFGxtm1fsbp1X7LERIVeYyGVU5BLHMexjRs3atoL8rd79+6atpSUFPbgwQOmUPzvb/3q1asiz3n27FnGcRybM2dOqWPqO39zc9XM0zON2dqmsF9+kes1FlI51ZVLvPmsGxkZCTMzs2KvU1i0aBFevHiBevXqFdv3/fffL9L2wQcfQCgUIiEhQWcxV1VmZv7Uw/PnKty4IULTprz5c5BK8PLywsKFC/Hq1Ss0adIEBw8exNOnTxEWFqbZZsGCBQgPD0dSUhLc3NwAAB4eHujQoQM6duwIBwcHxMfHY//+/XBzc8OiRYv0tTtlystj8PeX4Oef83DhghBdu1roOyTCY7x5d7t79y6aNWtW6nUKJRWb4mRnZyMrK6vY01H5oGDqITFRiWvXRGjViqYeDN3KlStx8uRJREREQCKRoG3btjhz5kyhgyGO44qsaxcQEICzZ8/i0qVLyM3NhaurK6ZOnYrly5fzdhpNqWQYOTIdly/L8cMPQvTsaanvkAjP8abYpKSkaK5J+K/yXKdQnK1bt0KhUGDEiBGlbqePU0dlMoaPP5bg3r38Oe727anQGIrSTh21sLDA+vXrsX79+hL7h4WFFfqkA+SviRYSEqL9YHVEpWIYPz4dp0/LcOKEE/r1o0JDysabYiOVSmFpWTRpy3OdwttiYmKwYsUKjBgxAr169Sp12+o+dbRg6uGnn/Jw/rwQ3brR1IMh0eepo3zAGMO0aRk4ckSGI0ccMWiQlb5DIgaCN8XG2toacrm8SHtFr1NISEjAkCFD0KZNG+zdu1erMVaVUskwenQ6Ll2S4/vvhejVi44IieFgjGHu3Ezs2SPFgQMOGD68YtcOEePGm2Lj4uJS7FRZRa5TePbsGfr16wcnJyecO3cOAoFA63FWllrNMGlSBk6elCEy0gne3lRoiGFZsiQbX32Vi6+/tse4cTb6DocYGN5cZ9O+fXskJiZW+jqFN2/eoF+/flAoFLh48SLq1Kmjs1grijGGTz/NRESEFBERjvj4Y5p6IIZlzZpsrFmTjY0b7TBtGn8O4ojh4E2x8fPzg0qlQmhoqKZNLpcjLCwM3bp105yJ9vLlSyQkJECpVGq2y8nJgY+PD1JSUnDu3Dk0adKk2uMvCWMMn3+ehW++ycW+fQ4IDKSpB2JYtmzJxuLFWVixwhaff25bdgdCisGbabQuXbrA39+/UtcpjBo1Cr/++ismTpyI+/fv4/79+5rt7ezsMHjw4GrfnwLLlmVjy5Yc7NhhjwkTaOqBGJZvvsnBZ59lIThYgKVLqdCQyuNNsQGA8PBwLF26tMLXKfz222/gOA779+/H/v37Cz3WsGFDvRWbtWuzsWpVNtavt8P06TT1QAxLREQupk3LxKxZNli71q7I646QiuBVsbG0tKzUdQqPHz/WdWgV9tVXOVi0KAtffGGLefPoiJAYluPHpRg/PgOTJllj61Z7KjSkynjznU1NsmdPLubMycS8eQIsW0aFhhiWM2dkGDkyHQEBVti924EKDdEKKjZaduiQFFOnZmD6dBusW0dTD8SwREfL4ecnwaBBVjh40BGmppS/RDuo2GjRyZNSjB+fjgkTrLFtG009EMMSEyPHoEFi9OljiSNHHGFmRvlLtIeKjZacPStDQEA6/P2tEBrqABMTeqESw3H7dh4++kiCbt0scOKEEywsKH+JdlGx0YIrV+QYNkwCHx9LhIfT1AMxLL/9poC3txitW5vh+++dYG1N+Uu0j4pNFd28mYdBgyTo3dsSR486wdycXqjEcDx4oEDfvmI0bmyKc+eEsLWltwSiG5RZVXDnTh58fMTo3NkcJ044wdKSCg0xHP/8o4SXlxh16pjg0iURHBzo7YDoDmVXJf3xR/7UQ8uWZvjhByfY2FChIYbj6VMVPD3FsLXlcPmyECIRvRUQ3aIMq4S//84/ImzQwBTnzwthZ0e/RmI4UlJU8PR8A44DrlwRoW5dU32HRIwAr1YQMAT//quEp+cbODvnTz04OlKhIYbj9WsVvLzEyM1l+PFHEerXp0JDqgcVmwp49ix/6sHGhkN0tBDOzlRoiOFIT1fD21uMtDQ1btwQoXFjevmT6kPZVk4vX+ZPPTCWP/Xg4kJHhMRwZGWpMWCAGE+eqHDtmgjNm9NLn1QvyrhyePNGjb59xcjJYYiJEeGdd6jQEMORm8swaJAEf/2lxJUrQrRpY67vkIgRomJThoyM/KmH1FQ1YmJEaNKEfmXEcMjlDEOHSnD7tgKXLgnRqZOFvkMiRoreOUuRna2Gj48Y//6rpKkHYnAUCoaAAAmuX5fj7FkhevSgQkP0h949SyCV5k89/PGHEtHRQrRtS1MPxHCoVAxjx6bj7Fk5Tp1ygqenpb5DIkaOV6dTyeVyBAcHw9XVFTY2NujWrRuio6PL1Tc9PR1BQUGoVasWbG1t0adPH9y9e7eSceRPPcTGKnDunBBdumjviPDIkSNaey6+j2ssYxbIy8vjRf6q1QxTpmTg+HEZjhxxxMCBVpV6nuJQ/ta8MasLr4rN+PHjsWXLFowZMwbbtm2DqakpfHx8cPPmzVL7qdVqDBw4EEeOHMGsWbOwfv16vHr1Cr169cKjR48qFINSyRAYmI5r1+Q4fdoJ77+v3akHerHWvDELfPHFF3rPX8YYZs3KxIEDUhw86Ihhw6yrsktFUP7WvDGrDeOJ2NhYxnEc27Rpk6ZNJpMxd3d35uHhUWrfo0ePMo7j2IkTJzRtr1+/Zk5OTmzkyJHF9omLi2MAWFxcnKZNqVSzkSPFzMwsmf3wg7SKe1Q8X19fnTwvH8c1ljELcknf+atWq9m8eRkMSGZ79uRUca+KR/lb88YsLpd0gTefbCIjI2FmZoagoCBNm6WlJSZNmoRbt27hxYsXpfatW7cuhg4dqmlzdnbG8OHDcfr0aSgUijLHV6sZPvkkA999lz/18NFH2pt6IMbB1NRUb/kLACtXZmPDhhx89ZU9Jk+2qfyOEKIDvCk2d+/eRbNmzWBra1uovXPnzgCAe/fuldq3Q4cORdo7d+6M3NxcJCYmljo2Ywxz5mRi3z4pDhxwgJ+fdqceiHFo0KCBXvIXADZsyMYXX2RjzRo7zJolqGDkhOgeb85GS0lJgYuLS5H2grbk5ORS+/bq1avUvq1atSr0mEwmAwA8ePAA27Zl4+BBGRYtEqBVK2vEx1d2L8qWnp6OeF0OwKNxjWXMBw8eAACcnJyKPFYd+XvsmBTr1uVg4kRreHsLKH9pzAopyF+pVKrTcXhTbKRSKSwti56eaWVlpXm8JDKZrMJ9Hz9+DAAYPXq0pm3NmvwfXevYsaPuB+HJuMYyJgAolcoibdWZv/v35//oGuVvzRsTAJKSktCjRw+dPT9vio21tTXkcnmR9oIjOGvrkqe2KtPX29sbhw4dQsOGDUt9bkLKIpPJMGLECDg4OBT7GED5S/hLJpPh8ePH8Pb21uk4vCk2Li4uxU41pKSkAABcXV212tfZ2RmjRo2qbLiEFNK8eXPKX2KwPDw8dD4Gb04QaN++PRITE5GVlVWoPTY2FgDQrl27Evu2a9cO8fHxYIwV6SsQCNCsWTPtB0zIf1D+ElI63hQbPz8/qFQqhIaGatrkcjnCwsLQrVs31KtXDwDw8uVLJCQkFJof9/PzQ2pqKk6ePKlpS0tLw/Hjx+Hr6wtzc1pqhugW5S8hZdDpVTwVNHz4cGZubs7mz5/PvvnmG+bh4cEsLCzYjz/+qNlm3LhxjOM49uTJE02bSqVi3bt3Z3Z2dmzlypVs586drFWrVszBwYElJibqY1eIEaL8JaRkvCo2MpmMzZs3j7m4uDArKyvWtWtXdunSpULbjB8/npmYmBR6sTLGmEQiYZMnT2bOzs5MIBCw3r17F3tFrEwmY/Pnz2cuLi7M2tqade3alV2+fFkr8d++fZtNnz6dtWzZkgkEAubm5saGDx9e7BvGX3/9xby9vZmtrS0TCoVszJgx7PXr11qJY9WqVYzjOPbee+/pfNy4uDjm6+vLhEIhs7GxYe+99x7btm2bzsb89ddf2aBBg5iLiwuzsbFhzZs3ZytXrmS5ublaGTM7O5stW7aMeXt7MycnJ8ZxHDtw4ECx2749xsiRI9mMGTOKzd+9e/ey5s2bM1NTUwaArVixotBzUf7+D+WvfvK3tDEK8tfKyoo1bdqUbd++vcL7zqtiUx0CAgI0R5979uxhHh4ezNzcnP30009Vfu5hw4YxV1dXNnv2bLZv3z62atUqVrduXWZra8v+/PNPzXbPnj1jzs7Omj/amjVrmFAoZO3atWN5eXlViuHZs2fMxsaG2drastatWxd5TJvjXrx4kVlYWLDu3buzrVu3sr1797IFCxaw4OBgnYz5+++/M0tLS9aoUSO2bt06tmfPHjZhwgTGcRwbPHiwVsZ8/Pgx4ziONWzYkPXu3ZtxHMcOHjxYZLuKjLF7927GcRzz9/dne/fuZWPHjmUcx7F169ZVaP8Zo/yl/DXc/DWqYlOV9dfK4+eff2YKhaJQ28OHD5mVlRUbPXq0pm3atGlMIBCwZ8+eadqio6MZx3EsNDS0SjGMGDGCeXl5sV69ehU5MtTmuBkZGaxOnTps2LBhpW6nzTEXLVrEOI5jf/31V6H2gqmp9PT0Ko8pl8tZamoqY4yxO3fulPhiLe8Yubm5TCQSFVnzavTo0czW1pZJJJJy7j3lL+WvYeevURWbefPmMXNzc5aVlVWofe3atYzjOPb8+XOdjNuhQwfWqVMnzf9r167NRowYUWS7d999l3l5eVV6nBs3bjAzMzP2559/sg8//LDIkaE2x921axfjOI4lJCQwxvI/vqtUqiLbaXPMkJAQxnEcS0tLK9QeHBzMzMzMNFMR2hrz119/LfHFWt4xzp49yziOY+fPny+03a1btxjHcezQoUPljofyl/LXkPOXN2ejVYeqrL9WWYwxpKamwtnZGQDw4sULvH79Gp06dSqybefOnSt9DxOVSoWZM2diypQpRZY20cW40dHRsLe3x7Nnz/Duu+/Czs4ODg4O+PTTTzUXKGp7zIkTJ6JOnTqYNGkSfvvtNzx79gxHjx7F7t27MWvWLFhbW+vs9/tfFRmj4N9vb9uhQweYmJhUKOcofyl/DTl/eXNRZ3WoyvprlXX48GEkJydj1apVmhj+O+bbcYjFYigUigqf7rp79248ffoUV69eLfZxbY/78OFDKJVKfPzxx5g8eTLWrVuHa9euYfv27UhPT8e3336r9TFdXV1x8+ZN+Pj4oH379pr2JUuWYOXKlTrZz+JUZIyUlBSYmppq3qwLWFhYQCQSVSjnKH8pfw05f42q2FRl/bXKSEhIwPTp0+Hh4YFx48YVGqOsOCqSTG/evMGyZcuwbNkyiESiYrfR9rjZ2dnIzc3FtGnTsHXrVgDAxx9/jLy8PHzzzTdYuXKl1sdMTU3FgAEDAAB79uyBSCTCmTNnsHr1atSpUwfTp0/Xye/3bRUZQyqVwsKi+BvwWVpaVijnKH8pfys6ZnH0lb9GVWyqsv5aRb18+RIDBw6Ek5MTIiMjwXFcoTG0GceSJUvg7OyMmTNnlriNtsct2DYwMLBQe2BgIL755hv88ssvaN68uVbHDAkJwYsXL5CYmKhZwuXjjz+GWq1GcHAwAgMDdfL7fVtFxrC2tkZeXl6xzyOTySr8O6f8pfw11Pw1qu9sqrL+WkVkZGRgwIAByMzMxIULF1C3bt1CMfx3zLfjEIlEFTpqefjwIfbs2YOZM2fi+fPnSEpKQlJSEmQyGfLy8vDkyRNIJBKtj1vwu6pTp06h9tq1awMAJBKJZhttjfnTTz+hffv2Rf5Ovr6+yM3Nxb1797S+n8WpyBguLi5QqVRIS0srtF1eXh7EYnGFco7yl/LXkPPXqIpNVdavKi+ZTAZfX188evQIZ86c0RwdFahXrx5q1aqFX3/9tUjf27dvVziGFy9eQK1WY9asWWjcuLHm5/bt20hMTESjRo0QEhKi9XELvjB8/vx5ofaCN8NatWrB1dVVq2MqFAqoVKpi24H8Jf61vZ/FqcgYBXPzb297584dqNXqCsVD+Uv5a8j5a1SnPhdcp7Bx40ZNW8F1Ct27d6/y8yuVSjZo0CBmYWFR5FTB/5o2bRqzsbEp9hz3b775pkJjpqWlsaioKHb69GnNT1RUFHvvvfdYw4YN2enTpzUX5Glz3Lt37zKO49ioUaMKtQcGBjILCwuWkpKi9TFHjx7NLC0ti1zR/vHHHzMzMzOtj1naqaPlHUMqlWr9OhvKX8rf8uBb/hpVsWGsfOtXVdbs2bMZx3Fs0KBBLCIioshPgYKrd93d3TVX7zo5ObG2bdtW+QrsAh9++GGRi+K0Pe6kSZMYx3FsxIgRbOfOnczf359xHMcWL16skzF/++03Zm1tzerUqcNCQkLYzp072YABAxjHcSwoKEhrY27fvp2FhISwadOmMY7j2LBhw1hISAgLCQlhGRkZFR7j66+/1lyBvWfPHs0V2GvXrq3Q/jNG+Uv5a7j5a3TFpjzrr1VWr169mImJCeM4rsiPiYlJoW3v37/PvL29mUAg0KxL9OrVK63EURDL2xfFaXtchULBVqxYwRo2bMgsLCxYs2bN2FdffaXTMWNjY1n//v2Zvb09s7CwYM2bN2dr164tckFeVcZs2LBhob9bwd/07TX5KjLGnj17WPPmzZmlpSVr2rRpsb+n8qD8pfwtC1/zl2PsrZtoEEIIIVpmVCcIEEII0Q8qNoQQQnSOig0hhBCdo2JDCCFE53hTbO7fvw9/f380adIEAoEAIpEIHh4eOHz4cLn6p6enIygoCLVq1YKtrS369OmjlRVSCamM1atXw8TEBK1bty7X9pS/pKbjzdpoT58+RXZ2NsaPHw9XV1fk5uYiMjISY8aMQVJSEhYvXlxiX7VajYEDB+L333/H/PnzIRKJ8PXXX6NXr16Ii4uDu7t7Ne4JMXbPnz/HmjVrIBAINGuKlYbylxiFCp8sXY1UKhVr164dc3NzK3W7o0ePMo7j2IkTJzRtr1+/Zk5OTmzkyJG6DrPGS0lJYcHBwaxXr17M1taWcRzHrl+/ru+weKu0u00Wh/JX96Kjo9mECRNY06ZNmY2NDWvcuDGbPHmy5qp9onu8mUYrjomJCerXr1/mwnORkZGoW7cuhg4dqmlzdnbG8OHDcfr0ac3aQ6RyEhISsH79eqSkpKBNmzYAUK4jdmMUExODEydOYOvWrWCMlev3RPmre8HBwYiJicGwYcOwfft2BAQE4NixY2jfvj1SU1P1HZ5R4F2xyc3NRVpaGv755x9s2bIFFy9exPz580vtc/fuXXTo0KFIe+fOnZGbm4vExERdhWsUOnXqBLFYjISEBMydO1ff4fBWWXebLAnlr+5t3boVjx49wtq1azFx4kSsXr0aZ86cQWpqKnbs2KHv8IwCb76zKfDZZ58hNDQUAGBmZoZt27YhKCio1D4pKSno1atXkfb/3sHw7Rd/WloaLl68iIYNG2r1PiCGRCaTYeTIkeA4Dt9++63mZkoZGRnw9/dH/fr1sXfvXpiY/O+Y5N9//wVjDImJiUVuT2yspFIpkpKS8Pz581LvNlkSyt/KK28O29jYID4+vlBfgUAAe3t73Lp1q8hjxqQgf729vYvckVOr9D2P97aEhAR25coVFhERwfr3789MTU3ZgQMHSu1jamrKpk+fXqT9ypUrjOM4dvr06SKPHTp0iAGgH/rR2o+trS3bvHmzJsc+/PDDYtf3ovylHz7+HDp0qMxcrQrefbJ599138e677wIARo8eDW9vb8yZMwfDhw8v8QiuMncwbNSoEQDg0KFDaNGihbbCL9OcOXM0t6GtTvoY1xjGzMpSY9y4O3jyZBqEQmGpd5ssCeUvP8c1hjHlcoapU+/gjz8+0eSUrvCu2Lxt2LBhuHz5Mv7+++8Sb9RTmTsYFtxru0WLFsXOl+uKo6NjtY6nz3Fr+phZWWr06ydGWtofAICAgIBCN+P6790m7e3t4eTkVOzzUP7yc9yaPqZCwTBsmAR///0GwP9ySld4d4LA26RSKQAU+t7gbe3atUN8fDzYWwtYx8bGQiAQoFmzZjqNkRif3FwGX18J/vpLidmz8z+BbNiwodS7TZaE8pdUN5WKYfTodFy4IMfGjXbVMiZvis3r16+LtCkUCoSHh0MkEmm+IE1JSUFCQgKUSqVmOz8/P6SmpuLkyZOatrS0NBw/fhy+vr5Vvmc3If8llzMMGSLGr78qcO6cEJ6e+dO+mzZtQlRUFKKionDq1Cm0atUKDRo0QFRUFCZNmgSA8pfon1rNMGlSBk6ckOHoUSf06GFZLePyZhotKJcjQkkAACAASURBVCgIWVlZ6NmzJ1xdXfHy5UscPnwYiYmJCAsLg6mpKQBg4cKFCA8PR1JSEtzc3ADkv1i7deuGCRMm4K+//tJcgc0Yw4oVK/S5W6SGUSgYAgIkuHEjD+fOCdGjhwXi4x0BAB9++GGhKZAtW7YAAAYNGqRpo/wl+sQYw/TpmQgPl+LwYUcMGWKF6joRjzfFJiAgAPv27cOuXbvw5s0b2Nvbo2vXrtixYwc8PT0123EcV+RCORMTE5w7dw7z5s3Dtm3bIJVK0aVLF4SHh6Np06bVvSulCgwMNJpxa9qYKhXDuHHpOHtWjqgoJ/TpU/oRYXG5SvlrOOPWtDEZY5g3Lwu7d+di3z4HBAZW8ynzOj3Xjcfi4uIYABYXF6fvUIgBUKnUbPx4CTM1TWaRkbmFHtNHLlH+kopaujSTAcls27bsQu3VlUu8+WRDCF8xxjBzZiYOHpQiIsIRw4YZ70WUxDCtW5eNkJBsrFtnh5kzBXqJgYoNIaVgjGH+/Cx8/XUuQkMdMGoUFRpiWLZvz8GCBVlYtswW8+frb9UP3pyNRggfrViRjY0bc7B1qz2mTLHRdziEVMjevbmYNSsT//d/AnzxhX6Xl6JiQ0gJNmzIxooV2Vi71g6zZ+tn6oGQyvr2WymCgjLw6ac2WL/eTu8rtVOxIaQYO3fmYP78LCxZYosFC2jBUWJYTp6UYuzYdIwbZ43t2+31XmgAKjaEFLF/fy5mzMjEZ58JsHJl+QtNcHBwpW5rfuDAAZiYmBT78+rVq6rsCjFC58/LEBCQDj8/K+zd6wATE/0XGoBOECCkkCNHpJg8OQOffGKDjRsrNvWQm5tbqduaFwgJCSmyGKKDg0OF94EYr2vX5Bg6VAIfH0tERDjC1JQfhQagYkOIRlSUDGPGpGPMGGvs3FnxqYft27cXWkFg+vTp6NixI0JDQ8tVbAYMGKCXRS5JzfDzz3nw9ZWgZ08LHD3qBHNz/hQagKbRCAEAXLggw4gREgwbZoV9+7Qz9VDe25oXYIwhKysLKpWqymMT4xIXp8CAAWJ07GiOU6eEsLTkV6EBqNgQguvX5RgyRAJvb0scOuQIM7PKv1Arc1vzAr1794aDgwMEAgEGDx6MR48eVToOYjz++EOBfv3eoEULM5w54wQbG/4VGoCm0YiRu3UrDx99JMH771vg2LGqTz1U5rbmAoEAEyZMQO/evWFvb487d+5g8+bN8PDwQHx8POrXr1+lmEjNlZioRN++Yri5meL8eSHs7Pj7+YGKDTFa8fH5Uw8dOpgjKsoJVlZVPyKcO3cuhg8fjuTkZBw+fBgzZsyAtbU1xo0bV2Iff39/+Pv7a/4/aNAgeHt7o2fPnli9ejV27dpVYt85c+bA0dGxUFtgYKDeFswk1efxYyU8Pd9AJDLBpUtCODmVXWiOHDmCI0eOFGpLT0/XVYiF6XTltQq4ffs2mz59OmvZsiUTCATMzc2NDR8+nCUmJpbZNywsjHEcV+xPampqsX1oIUPj9uefeUwkSmFdurxmGRmqKj1XabnUr18/5ujoyHJzc4vpWbru3bszd3f3Co9Jar5nz5SsUaNU5u6eypKTlVV6LqNbiHPdunW4desW/P390aZNG6SkpGDHjh3o0KEDfvnlF83N00pDp46S8khMVMLTU4z69U1x4YIQ9va6m3ooz23NS1K/fn0kJibqKDJiqFJTVfDyegOVCrh+XQQXF1N9h1QuvCk2n3/+OTp37gwzs/+FNGLECLRu3RpffvklIiIiynwOOnWUlCUpKX/qQSgs/9RDVZTntuYl+ffff1GrVi1th0QM2Js3anh5iZGZyRATI4Kbm2EUGoBHZ6N17969UKEBAHd3d7Rs2RIJCQnleg5Gp46SUrx4oYKnpxiWlhyio4WoXVu3L9Ty3ta8uFuinzt3DvHx8ejfv79OYySGIyNDDW9vMV6+VCM6Wgh3d958VigXXkfLGENqaipat25dru179+6N7OxsWFhYwNvbG5s2bYK7u7uOoySG4NUrFby8xFAoGH78UQRXV+0XmmnTpmHgwIEVvq25h4cHOnTogI4dO8LBwQHx8fHYv38/3NzcsGjRIq3HSQxPdrYaPj5i/POPEteuidCyZfmu3eITXhebw4cPIzk5GatWrSp1u6qcOkpn89R8YrEaffuKkZ6uRkyMCA0aVD7tSzubx8TEpFK3NQ8ICMDZs2dx6dIl5ObmwtXVFVOnTsXy5ctpGo1AKmUYPFiCP/5QIjpaiHbtDK/QAODP2Whve/DgAbO3t/9/7d15WJTV+z/w9zPsDAIzgAqZu0jZggsuqAVCIhJqyuJWLrlmWdYlmmWm6Me0NDXNXdzNwF1MEdfsY7hg+VEzNHdZRGeGfWCYuX9/8GO+ISjbDDPD3K/rmqs88zxz7oF75n44c+Yc6t69O2k0mmqff+bMGRKJRDRhwoQK7+fZPOYhK0tNPj6Z5OKSRleuFOmlD94WmulLYaGG+vZ9QnZ2qXT6dKFe+jC72Wj/lp6ejpCQEEgkEsTFxdVoeezu3bujS5cuSExM1EOEzBTk5WkQEiJDSkrJ0EO7diZ6RcjMUnExYcgQBRITC3HwoBQ9e1obOqRaMZoJAqWysrIQHByM7OxsHD58GI0bN67xYzVp0gRyuVyH0TFToVQSBgyQ448/inH4sBTt23OhYaZDrSaMGKHA/v1KxMVJ8NZbNoYOqdaM6i8bpVKJ0NBQ3Lx5E4mJifDy8qrV4/HUUfNUVEQID5fjzJkiHD4sRdeupn1FyMwLEWHChCz89JMSO3Y4IzTU1tAh6YTR/GWjVqsRGRmJpKQkxMbGokuXLhUel56ezlNH2TMVFxOGD1cgIaEQe/dK8eabpn9FyMwHEWHKlGysW1eADRucEBFhZ+iQdMZo/rL57LPPcODAAYSGhuLx48fYunVrmfuHDx8OAJg+fTpPHWUV0mgIo0dnYfduJXbtkiAoiAsNMy1ffJGDpUvzsXKlI0aMsDd0ODplNMXmzz//hCAIOHDgAA4cOFDmPkEQtMWGp46yihARJk7MxrZtBdi+3Rn9+9f90MO0adNw69YtpKenw9bWFm3btsWkSZMwbNiwSs9VKBSIiorCnj17UFBQgM6dO2PRokVo3759HUTOjMG8eTmYPz8PixY1wIQJYkOHo3NGU2xOnDhRpeNiYmIQExNTpi06OhrR0dH6CIuZACLCp5/mYM2afGzY4ITISMMMPdR0W2iNRoOQkBBcvnwZUVFRcHFxwY8//gg/Pz9cvHiRv5hsBhYvzsWXX+ZizhwHfPqpg6HD0Q+9Tqw2Yvw9hfrjyy+zCUilFStyDdL/s3JJrVaTt7c3NW3a9Lnn79y5kwRBoF27dmnbMjMzSSKR0NChQ6vVJzM9K1fmEpBK06dn1eg7hbVVV7lkNBMEGKuJ//wnF3Pn5uK77xrggw+Ma+ihqttCx8XFoXHjxhg4cKC2zdXVFREREdi3bx9UKpW+Q2UGsnlzPiZOzMbkyfb4z38a1Og7haaCiw0zWUuW5OGLL3Iwe7YDPvvMOIYearIt9KVLlypcrdzHxwf5+fm8zUA9FRtbgFGjsjB2rB2WLHGs14UG4GLDTNTatfmYMiUb06aJMXOmcRQaoGRb6IYNG6JNmzaYNm1albaFTktLg7u7e7n20rbU1FS9xMoM58ABJYYOVWDIEFusXOlU7wsNYEQTBBirqq1bCzB+fBY+/NAe8+cb19BDTbaFViqVsLEpP03b1rZkRl3pnjgV4YVkTc/Ro4UIC5OjXz9bbNzoDAuLustfQ24LzcWGmZTY2AKMGKHAqFF2WLrU+IYe2rZti7Zt2wIo+W5YUFAQPvnkE0RERMDOruJZcnZ2digsLCzXrlQqtfc/y5IlS3jDQBPy669F6N9fhsBAG+zY4QxLy7rN34ouRJKTk9GxY0e9983DaMxkHDxYMvQQGWmLNWucIBIZV6GpyKBBg5CVlYW///77mce4u7tXOFSWlpYGAPDw8NBbfKzuJCUVoW9fGbp2tUZcnATW1safv7rExYaZhGPHSoYe3n7bBps21e3QQ21UZVtob29vJCcng4jKtCclJUEsFsPT01OvMTL9++MPFfr0keH11y2xf78Ednamkb+6xMWGGb0zZ4rQr58c/v42+OknCaysTOOFWtVtocPCwpCRkYHdu3dr2x4/fozY2FiEhoZWOnWaGbe//lLhrbdkaNXKEvHxUjg4mOfbLn9mw4zahQslQw9dulhh924JbGyMt9DUdFvosLAwdO3aFaNGjcK1a9e0KwgQEWbPnm3Ip8Rq6ebNYgQEyNC4sQhHjkjh5GSehQbgYsOM2OXLKvTuLcMrr5jG0ENNt4UWiUQ4dOgQpk6dimXLlmnXRtu8eTPatGlT10+D6ci9e2oEBMjQoIGAxEQpXFzMt9AARjSMdv78eXz44Ydo164dHBwc0KxZM0RGRuLGjRtVOl+hUGDcuHFwc3ODg4MDevXqhUuXLuk5aqYv168XIzBQhubNLXDokGkMPaxYsQJpaWkoKirC48ePER8fX6bQACVr+6nVau1fNaWcnZ2xdu1aZGZmIjc3F8ePH+dZZiYsLU2NgIAnEImAY8dc0KiRhaFDMjij+ctmwYIFOHv2LMLDw/Haa68hLS0Ny5cvR4cOHfD7779rx7wrwgsZ1i///FOMgIAnaNhQhIQEFzg7G3+hYaxUZqYagYEyFBQQfv3VBU2acKEBjKjYfPbZZ/Dx8YGl5f+FFBkZiVdffRXffPMNtmzZ8sxz4+LicPbsWcTFxWnXl4qIiICnpydmzZqFbdu26T1+phv375cMPYjFJUMPrq5caJjpkMs16N1bhidPNDh92gUtWhjNW6zBGc0ruVu3bmUKDQC0bt0aL7/8Mq5fv/7cc3khw/ohPb1k6EEQSoYeGjfmK0JmOnJyNAgOluHePTWOHpXC05MLzb8ZTbGpCBEhIyMDrq6uzz2OFzI0fY8faxAYKEN+PuHYMSlefJELDTMd+fmEt9+W46+/ipGQ4IJXX+Xp6k8z6mKzbds2pKamIjIy8rnH8UKGpk2h0CAo6AkePdIgMdEFLVvyFSEzHYWFhHfekeHCBRUOHZKiY0cuNBUx2lf19evXMWnSJPj6+j53EUOAFzI0Zbm5GvTtK8Pt22qcPOkCLy+jTUkAz1/IcMGCBbhy5Qru3r0LFxcXdO3aFXPnzq10+vLGjRsxevToCu9LT09Hw4YNdRM80zmVihAZKcepU0U4dEiK7t2tDR2S0TLKV3Z6ejpCQkIgkUgQFxdX6WKLvJChaSooIPTrJ8fVq8VITJTitdeM/4rweQsZnjhxAkOHDq32bMpS0dHRaNGiRZk2JycnncbPdEetJrz7rgKHDhVi714JevUqf8HL/o/RFZusrCwEBwcjOzsbv/76Kxo3blzpObyQoekpLCQMHChHUpIKR45I4eNj+leEBw8eROfOnbX/rupsylLBwcF84WMiNBrCmDFZiItT4uefndG3r62hQzJ6RvWZjVKpRGhoKG7evImDBw/Cy8urSufxQoamRaUiDBmiwIkThdi/X4IePUy/0ACo8WzKUkSEnJwcqNVqfYTHdISIMHlyNjZtKsDmzc4YOPDZIyfs/xhNsVGr1YiMjERSUhJiY2PRpUuXCo9LT0/nhQxNmFpNGDFCgYMHldi1S4KAgPo79FDV2ZSl/P394eTkBLFYjP79++PmzZt6jpBVFxEhKioHK1bkY80aJwwdyoWmqoxmGO2zzz7DgQMHEBoaisePH2Pr1q1l7h8+fDgAYPr06byQoYnSaAjjx2dh504ldu50RkhI/R56KJ1NOXfu3OceJxaLMWrUKPj7+8PR0REXLlzA4sWL4evri+TkZDRp0qSOImaVmT07F999l4elSx0xZoy9ocMxLWQk/Pz8SCQSkSAI5W4ikUh73MiRI0kkEtHdu3fLnC+Xy2nMmDHk6upKYrGY/P396eLFi8/s7+LFiwTguccw3dFoNPThhwoShFTasiXf0OHoVEW59Ndff5GjoyN1796dNBpNtR/zzJkzJBKJaMKECc/ts2fPnhQaGlrmtn379ho/F/ZsCxbkEJBK8+fnGDqUGtu+fXu5fOnZs2edvBcaTbGpa1xs6o5Go6GoqCwCUmn16jxDh6NzT+dSWloatWzZkpo1a0ZpaWk1ftxu3bpR69atq9Qn069ly3IJSKWZM7MNHYrO1VUuGc1nNqz+io7OxcKFeViyxBHjxtXvoYd/z6Y8fPhwlWZTPkuTJk0gl8t1GB2rifXr8zF5cjY+/VSM2bMdDB2OyTKaz2xY/fTdd7mYNSsX8+Y1wMcfiw0djl4VFhZqZ1MmJiZWeTbls9y6dQtubm46io7VxI4dBRg7NgsTJ9rju+8aVPqdP/Zs/JcN05sff8zD1Kk5mDHDATNm1P8rws8//7xGsykzMzPLHXfo0CEkJyejT58+eouXPd/evUq8+64C771nh+XLHbnQ1BL/ZcP0YuPGfEyalI1PPhFj7tz6X2gA4PTp0zWaTenr64sOHTqgY8eOcHJyQnJyMjZs2ICmTZtixowZdf48GHD4sBIREXIMGmSL9eudIBJxoaktLjZM53buLMD772dh/Hh7LF5sPkMPgiDgwIEDOHDgQLn20mJT0bbQgwcPRnx8PBISEpCfnw8PDw+MHz8es2bN4mE0Azh5shDvvCNHnz422LrVGRYW5pG/+sbFhunUvn1KDB+uwLBhdvjxR/Maejh//nyly83ExMQgJiamTFt0dDSio6P1GRqrorNni/D223L07GmNn3+WwMrKfPJX3/gzG6YzR44UIiJCjgEDbLFhAw89MNNy8aIKffrI0KGDFfbulcLWlvNXl7jYMJ04daoQAwbI8NZbNti2zRmWlvxCZabjyhUVgoKewMvLEvHxEtjbc/7qGhcbVmu//14y9NC9uzXi4iSwtuYXKjMdKSnFCAyU4cUXLXD4sBQNGvDboj7wT5XVSnJyydCDt7cl9u2T8NADMyl37hQjIOAJpFIREhKkkEj4LVFfqvyTzcjIwMyZMxEeHo6JEyfi5MmTFR63b98+tGzZUlfxMSN29aoKvXs/QZs2loiPl0IsNs4XKucuq8jDh2oEBMhgYyMgMVEKNzcLQ4dUr1Xp3SE9PR3e3t6YN28eTpw4gQ0bNqBXr14YMmQI8vLyyhybk5ODO3fu1CiYvLw8zJo1C3369IFUKoVIJMKmTZuqdO7GjRshEokqvD169KhG8bBnu3GjZOjhhRcscOSIFI6Oxllo6ip3gZJtodu1awcHBwc0a9YMkZGRuHHjRpXOVSgUGDduHNzc3ODg4IBevXrh0qVLNY6FPV9GhhoBAU+gUhGOHZPCw4MLjb5VaerzzJkzkZ+fj1OnTqFnz57Izc3FkiVLMHv2bKSkpODQoUNo1KhRrYPJzMxEdHQ0mjVrBm9vb5w8ebLaU2d5a139u3u3ZOjB2blk6EEqNc5CA9Rd7gKo8bbQGo0GISEhuHz5MqKiorRbZPj5+eHixYto3bq1TuJjJWQyDd56S4asLMKvv7qgWTP+BkidqMpqnS1btqQZM2aUaz916hRJpVJq1aoV3bx5k4iItmzZQoIg1GhV0MLCQsrIyCAiogsXLpAgCLRp06YqnRsTE0OCIFR55VJeNbdmHj4sppYtM6hlywx68KDY0OFUqi5ytzSXkpKSyrTfuHGDbG1tafjw4c89f+fOnSQIAu3atUvblpmZSRKJhIYOHfrcPjl/q0ehUJOPTya5uqbT1atFhg7HKBjVqs/p6elo1apVufY33ngDv/32G4qKitCjR49a/9lvbW2Nhg0blhbBGj0G8da6epOZqUZgoEw79PDCC8Y/9FBXuQvUfFvouLg4NG7cGAMHDtS2ubq6IiIiAvv27YNKpap1bAzIy9MgJESGGzeKcfSoFC+/zDv41qUqFZsXXnjhmWPPXl5e+O233+Ds7Ax/f/9nfvhaV3hrXf2Qy0uGHuRyDRITXdC8uWkMPRgyd6mK20JfunSpwpUHfHx8kJ+fj5SUFJ3GZY6USkL//nL8+WcxDh+WwtubC01dq1Kx6dGjB2JjY595/4svvogzZ86gbdu22LBhg0GWKCndWvfHH3/E3r17ERUVhWPHjsHX1xcPHjyo83jqk+xsDfr0keHBAzUSE6Xw9DSNQgMYNndLt4WOjIx87nFpaWlwd3cv117alpqaqrOYzFFRESEsTI7//rcIBw9K0KWLtaFDMktVetcYNmwYLl++jDNnzqBHjx4VHuPi4oLjx49j2LBh+PPPP3UaZFWEh4cjPDxc++9+/fohKCgIb7zxBubNm4eVK1dWeN4nn3wCZ2fnMm1DhgzBkCFD9BqvqcjL0+Dtt+X4++9iHD/ugnbtTOuKUNe5u2PHDuzYsaNMm0KhKHfc9evXMWnSJPj6+mLEiBHPfUylUgkbG5ty7ba2tgCAgoKCZ57L+ft8xcWEoUMVOHq0EPv3S/Hmm+V/zuakqvmrF9X9kOf333/X+QdHFTl//ny1Jgg8y7O21uUPWCtXUKChwMDHJBan0X//W2jocGpNX7lb222hHRwcaMyYMeXa4+PjSRAESkhIqLRPVp5araHhw+VkaZlKe/cWGDoco2VUEwT+rVu3bvD09MScOXNw69YtXdc+neOtdWtGpSJERMhx5kzJ0EO3bqY/9FAXuVuTbaHd3d0rHCpLS0sDAHh4eOg8zvqOiDBxYja2by/A1q3O6N/f1tAhmb1qF5utW7eiTZs2mDt3Llq3bo3u3btj5cqVkMlk+oiv1nhr3eorLiYMG6bA4cOF2LNHAj+/+jH0oO/c/fe20AcPHqzyttDe3t5ITk4uNwMzKSkJYrEYnp6eOonPXBARpkzJxpo1+Vi/3gmRkXaGDomhBsVm6NChiI+Px8OHD7Fs2TJoNBpMmjQJ7u7uGDBgAOLi4lBUVKSPWLV4a1390WgIY8ZkYfduJX7+WYI+ferPFaG+c7em20KHhYUhIyMDu3fv1rY9fvwYsbGxCA0NhZWVaX1OZmhffpmLpUvzsWKFI0aOtDd0OKyULsbibt68SbNnz6a2bduSIAgkkUhozJgxdPr06Wo/1g8//EDR0dE0ceJEEgSBBg0aRNHR0RQdHU1ZWVlERDRixAgSBIHu3r2rPa9169YUERFBCxYsoFWrVtG4cePI0tKSmjVrRo8ePSrXD495l6fRaGjCBAUJQipt355v6HDqhC5ytzSXBEGgfv360ZYtW8rdSlWUu2q1mrp160YNGjSgOXPm0IoVK6hdu3bk5OREKSkpz+2T87esefNyCEilb7/NMXQoJqOuckknxebhw4f07bff0uuvv659wbq5uZEgCNSxY0e6evVqlR+refPmJAgCCYJAIpGIRCKR9v9LX6AjR44s828ioi+//JLat29Pzs7OZG1tTc2bN6dJkyZVWGiI+MX6NI1GQ1OmZBGQSuvX5xk6nDqji9wtzaXSXH36JhKJtMdWlLtERHK5nMaMGUOurq4kFovJ39//ubnJ+Vve99/nEpBKs2dnGzoUk2L0xSYrK4vWr19PvXr1IgsLC7K2tqb+/fvTrl27qKioiFQqFcXGxtKLL75IPj4+uoxZJ/jFWtaXX2YTkErLl+caOhS903XuGiKXOH/LWr06j4BUmjYtizQajaHDMSl1lUvV/nbe3r17sW3bNhw8eBCFhYXw8fHB0qVLMXjwYLi4uJQ5NiwsDHK5HB988EGthvqYfn3zTS7mzs3FwoUNMGmS2NDh6A3nbv20ZUs+JkzIwkcf2WP+/AYG+VI5q1y1i83AgQPx4osv4tNPP8V7772Htm3bPvf41157DcOHD69xgEy/li3Lw+ef52DWLAdMnepg6HD0inO3/omNLcDIkVkYPdoOS5Y4cqExYtUuNseOHYO/v3+Vj+/SpcszZ+Yww1q3Lh8ff5yNqVPFmDWrfhcagHO3vomPV2LoUAUGD7bF6tVOEIm40Bizak99rs6LlRmvrVsLMG5cFj74wB4LFpjH0APnbv1x7FghBg2SIzTUFhs3OsPCov7nr6kz3l2vmN7s2lWAESMUGDnSDj/8wEMPzLScOVOEfv3k8Pe3wY4dzrCy4vw1BVxszMyhQ0oMGaJARIQt1q7loQddKigo4G3N9ez8+SL07StDly5W2L1bAhsbzl9TYTprxbNaO368EAMHyhESYoPNm3noQdfkcjlva65Hly+rEBQkw6uvWmL/fgns7Dh/TQkXGzPx228lQw9+fjb46ScJDz3ogZubG9LT09GwYUNcvHgRPj4+1X6M4ODgCjdSM3fXrxcjMFCGFi0sEB8vhYMDD8qYGv6NmYELF0qGHjp14qEHfbKysuJtzfXgn3+KERDwBI0aiZCQ4AJnZ37bMkX8W6vn/ve/kqGHl16yxIEDEtjbc6ExZryteVn376sRECCDWCzg6FEpXFz4LctU8TBaPfb33yVDD82aWeDwYSkaNOAXqrEq3dbc398fjo6OuHDhAhYvXgxfX18kJyejSZMmhg6xzqWnqxEQ8ASCABw75oLGjS0MHRKrBaMpNnl5eVi4cCGSkpJw7tw5KBQKxMTEVLqlbimFQoGoqCjs2bMHBQUF6Ny5MxYtWoT27dvrOXLjdPt2ydCDqysPPZgC3ta8rMePNQgMlCE/n3D6tAtefJELjS4Ycltooyk2mZmZNZ7Jo9FoEBISgsuXLyMqKgouLi748ccf4efnh4sXL6J169Z6jt64PHigRq9eMtjZCUhMlMLVlQuNKerevTu6dOmCxMTEZx6zZMmSejehQKHQoHfvJ8jM1ODUKRe0bGk0b1Mmr6ILkeTkZHTs2FHvfRvNb9HDw6PGM3ni4uJw9uxZxMXFYeDAgQCAiIgIeHp6YtasWdi2bZu+wjY6GRklQw8aTcnQg7s7XxGasiZNmiAlJcXQYdSZnBwNgoNluHNHjZMnXeDlZTRvUayWjOaS19rausYzpEs5jgAAHW1JREFUeeLi4tC4cWNtoQEAV1dXREREYN++fVCpVDqN1Vg9eVIy9JCTQzh+XIqmTbnQmDpz2ta8oIDQr58c164VIyFBitde4x1K6xOjKTa1cenSpQqHEnx8fJCfn28WV4ZZWRoEBcmQkaHBsWNStGrFV4TGirc1L6+wkDBwoBznzqkQHy9Fp07Whg6J6Vi9eEdKS0uDn59fuXZ3d3cAQGpqKtq1a1fHUdWd3FwN+vaV4Z9/inHypAteeomvCA1l+fLlUCgUSE1NBQDs378f9+7dAwBMnjwZjo6OmD59OjZv3ow7d+6gadOmAABfX1906NABHTt2hJOTE5KTk7FhwwY0bdoUM2bMMNjzqQsqFWHwYDlOnChEfLwUPXpwoamP6kWxUSqVsLGxKddua2sLoGTNqmcx9dk8pUMP//tfMRITpXj9dS40+lTZbJ5Fixbh7t27AABBELBnzx7s3r0bgiDgvffeg6NjycKnT09+GTx4MOLj45GQkID8/Hx4eHhg/PjxmDVrVr0eRlOrCSNGKBAfX4i9eyUICCj/Omb1Q70oNnZ2digsLCzXrlQqtfc/iynP5iksJAwaJEdSkgqHD0vRuTNfEepbZbN5bt++XeljxMTEICYmpkxbdHQ0oqOjdReoCdBoCGPHZmHnTiV+/tkZffvaGjokpkf1oti4u7trhy3+LS0tDUDJTLf6priYMHSoAsePF+LgQSl69uRCw0wHEWHy5Gxs3FiAzZudMWjQsy8IWf1QLyYIeHt7Izk5udwstqSkJIjFYnh6ehooMv0oHXrYv1+J2FgJAgN56IGZDiLC9Ok5WLEiH6tXO2H4cC405sDkik1FM3nCwsKQkZGB3bt3a9seP36M2NhYhIaGwsqq/nyOQUSYMCELP/2kxPbtzggN5aEHZlqio3OxcGEelixxxNix9oYOh9URoxpGq+lMnrCwMHTt2hWjRo3CtWvXtCsIEBFmz55tsOeja0SETz7Jxrp1Bdi0yQnh4XxFyEzLd9/lYtasXMyb1wAffyw2dDisDhlVsanpTB6RSIRDhw5h6tSpWLZsmXZttM2bN6NNmzaGeCo6R0SYMSMHy5blY9UqR7z3Hl8RMtOyYkUepk7NwYwZDpgxw8HQ4bA6ZlTDaLdv34ZGo4FGo4FarYZardb+f+lfMTExMWX+XcrZ2Rlr165FZmYmcnNzcfz4cZOdZVaRuXNz8c03eVi8uAHGj+crQmO0atWqGm0JDZRMnx43bhzc3Nzg4OCAXr164dKlS3qMtm7FxOTjww+zMWWKGHPncqExR0ZVbFjFFi/OxVdf5WLuXAdMmcIvVGO1bt06/P333/D29gaAai8ku2PHDkyePBkLFy7Eo0eP4OfnVy/2s9m5swBjxmRhwgR7LFrUoNpbZbP6gYuNkVu1Kg+ffZaDzz8X44svGhg6HPYcCQkJuH37Nr799ttqnVe6kOymTZswc+ZMfPDBBzh58iQsLCwwa9YsPUVbN/btU2LYMAWGDbPDihWOXGjMGBcbI7ZpUz4mTszGxx/bY948LjTGTiqVAuCFZEsdOVKIiAg5Bg60xYYNThCJuNCYMy42RurnnwswenQWxo2zx/ff8xVhfVYfF5I9daoQ77wjQ+/eNti61RmWlpy/5o6LjRHav79k6GHoUDusXMmFpr5LS0vTLhr7b/9eSNaU/P57EUJC5Oje3RqxsRJYW3P+MiOb+syAhIRChIfL0b+/LWJieOjBHNSnhWSTk1Xo00eG9u0tsXevBLa2nL/GhLeFZgCA06cLMWCADG+9ZYPt23nowVzUl4Vkr15VIShIhrZtLREfL4VYzAMnxsaQ20JzNhiJc+dKhh66deOhB3NTHxaSvXGjGIGBMnh4iPDLL1I4OvJbCyuLM8II/PFHyRXh669bYv9+CezsuNCYE1NfSPbOnWIEBDyBs7MIR49KIZXy2worj7PCwK5dU+Gtt2Ro3ZqHHsxBfVtI9uFDNQICZLCyEpCYKEXDhhaGDokZKf7MxoBu3iwZenB3F+HwYSmcnLjQmLKdO3fi0KFDZrOQ7KNHagQGyqBSEU6fdsELL3ChYc/GxcZA7t4tRkCADI6OAo4elcLFhQuNqdu6dav2c5b6vpCsTKZB794yKBQanD7tgubN+a2EPZ9RvcMVFhZi2rRp8PDwgL29Pbp27YrExMRKz9u4cSNEIlGFt0ePHtVB5NWTllZyRWhhARw75oJGjfiKsD44cOCAWSwkm52tQZ8+Mjx4oEZiohRt2nChYZUzqiwZOXIkdu3ahSlTpqBNmzaIiYlB3759ceLECXTv3r3S86Ojo9GiRYsybU5OTvoKt0YyM0sKjVLJQw/M9OTlafD223KkpBTj+HEXtGtnvJ8nMeNiNMXm3Llz2LlzJ7777jt8+umnAIB3330Xr7zyCqKiovDbb79V+hjBwcFGezUIAHJ5ydDDkyclQw8tWhjNj5+xSimVhAED5EhOVuHoUSk6dOBCw6rOaIbR4uLiYGlpiXHjxmnbbGxs8P777+Ps2bN4+PBhpY9BRMjJyYFardZnqDWSna1BcLAM9+6VDD14enKhYaajqIgQHi7HmTNFiI+XoFs3a0OHxEyM0RSbS5cuwdPTEw4OZfdr8fHxAQD88ccflT6Gv78/nJycIBaL0b9/f6PZCyQ/n/D223L89VcxEhJc8MorfEXITEdxMWHYMAUSEgqxZ48Eb75ZfmkdxipjNJfXtVmMUCwWY9SoUfD394ejoyMuXLiAxYsXw9fXF8nJyWjSpMkzz9X32lKFhYR33pEhOVmFhAQpOnbkQmPKDLm2lCFoNIT338/Cnj1K7NolQZ8+toYOiZkqMhItW7akkJCQcu3//PMPCYJAS5curdbjnTlzhkQiEU2YMKHC+y9evEgA6OLFizWKtyqKijTUr98TsrVNpePHlXrrhxlWaS6dPXuWoqKiyN3dnezs7KhLly509OjRSs+PiYkhQRAqvGVkZDy3T33mr0ajofHjFSQIqbRjR77e+mGGVRe5RERkNH/Z1GYxwop0794dXbp0qdLUaX1QqwnvvqvAL78UYt8+Cfz9eeihvvv6669x/PjxejGbkojw2Wc5WL06H+vXO2Hw4Oq9/hh7mtEUG30sRtikSRODbDyl0RDGjMlCXJwSsbESBAfz0IM5SEhIqDezKb/6Khfff5+H5csdMXq0vaHDYfWA0UwQaN++PVJSUpCTk1OmPSkpCUDJYoXVdevWLbi5uekkvqoiInz4YTY2bSrApk3OeOcdLjTmwsLCol7Mppw/Pxdz5+Zi4cIGmDRJbNBYWP1hNMUmLCwMarUaa9as0bYVFhYiJiYGXbt2xQsvvACg4oUMMzMzyz3eoUOHkJycjD59+ug/+P+PiDB1ag5WrszHmjVOGDaMhx7MSbNmzUx+NuXSpXmYMSMHs2Y5YOpUh8pPYKyKjGYYrXPnzggPD8fnn3+OR48eoVWrVti0aRPu3buHmJgY7XEVLWTo6+uLDh06oGPHjnByckJycjI2bNiApk2bYsaMGXX2HL7+OheLFuVh2TJHjBnDQw/mxtXVtVybvmdT6tLatfn45JNsTJ0qxqxZXGiYbhlNsQGAzZs3Y+bMmdiyZQvkcjlef/11HDx4ED169NAeU9FChoMHD0Z8fDwSEhKQn58PDw8PjB8/HrNmzaqzYbSFC3MxZ04uvvmmAT76iIcezFFFWwFUZWvn8PBwhIeHa//dr18/BAUF4Y033sC8efOwcuXKZ56rq6n7W7cWYPz4LEyaZI8FCxqUe42x+sGgU/f1OtfNiOlyut+yZbkEpNLMmdk6iIyZmtJc6tKlS7n7rl69SoIg0Jo1a6r9uN26daPWrVs/t09d5G9cXD6JRKk0apSc1GpNrR+PmZa6mvpsNJ/ZmKr16/MxeXI2PvtMjNmzeejBnFX02WFtZ1PK5fJax/U88fFKDBmiQESELdaudYJIxH/RMP3gYlML27cXYOzYLEycaI9vv+WhB3N37949k5pNeexYIQYNkiMkxAabNzvDwoLzl+kPF5sa2rNHiffeU+C99+ywfLkjFxpmUrMpz5wpQr9+cvj52eCnnySwsuL8ZfplVBMETMUvvygRGSlHWJgt1q/noQdWIjAw0CRmU54/X4SQEBk6d7bC7t0S2Nhw/jL942JTTSdOFGLgQDmCg22wZQsPPbD/M2fOHOzevduoZ1NevqxCUJAML79sif37JbC35/xldYOLTTX8979FCA2V4403rPHzzzz0wMqytrbGwoULsXDhwmceExMTU+YvHaBkTbTo6Gh9h4fr14vx1lsyNG9ugV9+kaJBAx5FZ3WHs62KLl5UIThYho4drbBnj5SHHphJuXWrGIGBT+DmJkJCggucnfmlz+oWZ1wVXLmiQu/eT/DSS5Y4cICHHphpuX9fjYAAGezsBBw9KoWrK7/sWd3jrKtESkoxAgNlePHFkqEHR0f+kTHTkZ6uRkDAE2g0wLFjLnB3tzB0SMxM8Wc2z3H7djECAp5AKhXh6FEpJBIuNMx0PHmiwVtvyZCXRzh92gVNm3KhYYbDxeYZHjwoGXqwsRGQmCiFmxu/UJnpyMrSIChIhowMDU6dkqJVK36pM8Myqkv1wsJCTJs2DR4eHrC3t0fXrl2rvNOmQqHAuHHj4ObmBgcHB/Tq1QuXLl2qURwZGWoEBj6BWg0cOyaFh4fuCs3Ti+DVFUP0ay59lioqKjKK/M3N1aBvXxlu3SrG0aNSvPRS+QVCa4rzt/71WVeMqtiMHDkS33//Pd59910sW7YMFhYW6Nu3b6W7HGo0GoSEhGDHjh2YPHkyFi5ciEePHsHPz6/ae4LIZBr07i1Ddjbh2DEpmjXT7RUhv1jrX5+lvv76a4Pnb0EBoV8/Of73v2IcOSLF66/rrtAAnL/1sc86o9dlPqshKSmJBEGgRYsWaduUSiW1bt2afH19n3vuzp07SRAE2rVrl7YtMzOTJBIJDR06tMJzKlrpVKFQU6dOmeTqmk5XrxbV8hlVLDQ0VC+Pa4z9mkufpblk6PxVKjUUHPyE7O3T6NdfC2v5rCrG+Vv/+jS7VZ/j4uJgaWlZo2114+Li0LhxYwwcOFDb5urqioiICOzbtw8qlarS/kuHHm7eLBl6ePll3V4RsvqvpttC6yJ/VSrCkCEKHD9eiH37JOjRw7p2T4YxHTOaYnPp0iV4enrWaFvdS5cuoUOHDuXafXx8kJ+fj5SUlOf2XVBA6N9fjsuXi3H4sBTe3lxoWPXVdFvo2uavWk0YOVKBAweUiIuTIDDQpgbRM6ZfRjNFJS0tTbuF7r9VZVvdtLQ0+Pn5Pffcdu3alblPqVQCAP73v78weXIWLlxQYflyR1hZpSI5uabPonIKhQLJ+uzAiPo1lz7/+usvAIBEIil3n77z99q1vzBnTg727y/E/PkO8PBI4/zlPqulNH+ft5usLhhNsSkoKICNTfkrsqpsq6tUKqt97u3btwEAI0cO17aNHVu9mGuqY8eOddOREfRrLn0CKLNtQCl95++77/5f/k6fXnLTN87f+tcnANy5cwfdu3fX2+MbTbGxs7NDYWFhufbSKzg7OzudnhsUFIStW7eiefPmz31sxiqjVCoRGRkJJyenCu8DOH+Z8VIqlbh9+zaCgoL02o/RFBt3d/cKhxqqsq1uTc51dXXFsGHDahouY2V4eXlx/jKT5evrq/c+jGaCQPv27ZGSklKjbXW9vb2RnJwMIip3rlgshqenp+4DZuxfOH8Zez6jKTZhYWE13lY3LCwMGRkZ2L17t7bt8ePHiI2NRWhoKKyseHYZ0y/OX8Yqoddv8VRTREQEWVlZUVRUFK1evZp8fX3J2tqafv31V+0xI0aMIEEQ6O7du9o2tVpN3bp1owYNGtCcOXNoxYoV1K5dO3JycqKUlBRDPBVmhjh/GXs2oyo2SqWSpk6dSu7u7mRra0tdunShhISEMseMHDmSRCJRmRcrEZFcLqcxY8aQq6sricVi8vf3r/AbsUqlkqKiosjd3Z3s7OyoS5cudPToUZ3Ef+7cOZo0aRK9/PLLJBaLqWnTphQREVHhG8a1a9coKCiIHBwcSCqV0rvvvkuZmZk6iWPu3LkkCAK98soreu/34sWLFBoaSlKplOzt7emVV16hZcuW6a3P8+fPU79+/cjd3Z3s7e3Jy8uL5syZQ/n5+TrpMzc3l7766isKCgoiiURCgiDQxo0bKzz26T6GDh1KH374YYX5u27dOvLy8iILCwsCQLNnzy7zWJy//4fz1zD5+7w+SvPX1taW2rRpQz/88EO1n7tRFZu6MHjwYO3V59q1a8nX15esrKzozJkztX7sQYMGkYeHB3388ce0fv16mjt3LjVu3JgcHBzoypUr2uPu379Prq6u2l/af/7zH5JKpeTt7U1FRbVbJuf+/ftkb29PDg4O9Oqrr5a7T5f9HjlyhKytralbt260ZMkSWrduHU2fPp2mTZumlz4vX75MNjY21KJFC1qwYAGtXbuWRo0aRYIgUP/+/XXS5+3bt0kQBGrevDn5+/uTIAi0adOmcsdVp49Vq1aRIAgUHh5O69ato/fee48EQaAFCxZU6/kTcf5y/ppu/ppVsanN+mtV8d///pdUKlWZths3bpCtrS0NHz5c2zZx4kQSi8V0//59bVtiYiIJgkBr1qypVQyRkZEUGBhIfn5+5a4MddlvVlYWNWrUiAYNGvTc43TZ54wZM0gQBLp27VqZ9tKhKYVCUes+CwsLKSMjg4iILly48MwXa1X7yM/PJxcXl3JrXg0fPpwcHBxILpdX8dlz/nL+mnb+mlWxmTp1KllZWVFOTk6Z9vnz55MgCPTgwQO99NuhQwfq1KmT9t8NGzakyMjIcse1bduWAgMDa9zPqVOnyNLSkq5cuUJvvvlmuStDXfa7cuVKEgSBrl+/TkQlf76r1epyx+myz+joaBIEgR4/flymfdq0aWRpaakditBVn+fPn3/mi7WqfcTHx5MgCPTLL7+UOe7s2bMkCAJt3bq1yvFw/nL+mnL+Gs1stLpQm/XXaoqIkJGRAVdXVwDAw4cPkZmZiU6dOpU71sfHp8Z7mKjVanz00UcYO3ZsuaVN9NFvYmIiHB0dcf/+fbRt2xYNGjSAk5MTPvjgA+0XFHXd5+jRo9GoUSO8//77+PPPP3H//n3s3LkTq1atwuTJk2FnZ6e3n++/VaeP0v9/+tgOHTpAJBJVK+c4fzl/TTl/jeZLnXWhNuuv1dS2bduQmpqKuXPnamP4d59PxyGTyaBSqao93XXVqlW4d+8ejh8/XuH9uu73xo0bKC4uxoABAzBmzBgsWLAAJ06cwA8//ACFQoHt27frvE8PDw/89ttv6Nu3L9q3b69t//LLLzFnzhy9PM+KVKePtLQ0WFhYaN+sS1lbW8PFxaVaOcf5y/lryvlrVsWmNuuv1cT169cxadIk+Pr6YsSIEWX6qCyO6iTTkydP8NVXX+Grr76Ci4tLhcfout/c3Fzk5+dj4sSJWLJkCQBgwIABKCoqwurVqzFnzhyd95mRkYHg4GAAwNq1a+Hi4oKDBw9i3rx5aNSoESZNmqSXn+/TqtNHQUEBrK0rXu7fxsamWjnH+cv5W90+K2Ko/DWrYlOb9deqKz09HSEhIZBIJIiLi4MgCGX60GUcX375JVxdXfHRRx898xhd91t67JAhQ8q0DxkyBKtXr8bvv/8OLy8vnfYZHR2Nhw8fIiUlRbuEy4ABA6DRaDBt2jQMGTJELz/fp1WnDzs7OxQVFVX4OEqlsto/c85fzl9TzV+z+symNuuvVUdWVhaCg4ORnZ2Nw4cPo3HjxmVi+HefT8fh4uJSrauWGzduYO3atfjoo4/w4MED3LlzB3fu3IFSqURRURHu3r0LuVyu835Lf1aNGjUq096wYUMAgFwu1x6jqz7PnDmD9u3bl/s9hYaGIj8/H3/88YfOn2dFqtOHu7s71Go1Hj9+XOa4oqIiyGSyauUc5y/nrynnr1kVm9qsX1VVSqUSoaGhuHnzJg4ePKi9Oir1wgsvwM3NDefPny937rlz56odw8OHD6HRaDB58mS0bNlSezt37hxSUlLQokULREdH67zf0g8MHzx4UKa99M3Qzc0NHh4eOu1TpVJBrVZX2A6ULPGv6+dZker0UTo2//SxFy5cgEajqVY8nL+cv6acv2Y19bn0ewrfffedtq30ewrdunWr9eMXFxdTv379yNrautxUwX+bOHEi2dvbVzjHffXq1dXq8/Hjx7R3717at2+f9rZ371565ZVXqHnz5rRv3z7tF/J02e+lS5dIEAQaNmxYmfYhQ4aQtbU1paWl6bzP4cOHk42NTblvtA8YMIAsLS113ufzpo5WtY+CggKdf8+G85fztyqMLX/NqtgQVW39qpr6+OOPSRAE6tevH23ZsqXcrVTpt3dbt26t/fauRCKh119/vdbfwC715ptvlvtSnK77ff/990kQBIqMjKQVK1ZQeHg4CYJAX3zxhV76/PPPP8nOzo4aNWpE0dHRtGLFCgoODiZBEGjcuHE66/OHH36g6OhomjhxIgmCQIMGDaLo6GiKjo6mrKysavfx448/ar+BvXbtWu03sOfPn1+t50/E+cv5a7r5a3bFpirrr9WUn58fiUQiEgSh3E0kEpU59urVqxQUFERisVi7LtGjR490EkdpLE9/KU7X/apUKpo9ezY1b96crK2tydPTk5YuXarXPpOSkqhPnz7k6OhI1tbW5OXlRfPnzy/3hbza9Nm8efMyv7fS3+nTa/JVp4+1a9eSl5cX2djYUJs2bSr8OVUF5y/nb2WMNX8Foqc20WCMMcZ0zKwmCDDGGDMMLjaMMcb0josNY4wxveNiwxhjTO+42DDGGNM7LjaMMcb0josNq1R6ejqmT58Of39/NGjQACKRCKdOnTJ0WIxV2bFjxzB69Gh4enpCLBajVatWGDt2LNLT0w0dmtng79mwSp08eRK9evWCp6cnXFxccPbsWZw8eRJvvPGGoUNjrEo6deoEhUKB8PBwtGnTBv/88w+WL18Oe3t7/PHHH+UW5GS6Z1ZbDLCa6dSpE2QyGZydnREXF4ezZ88aOiTGqmXJkiXo0aNHmbY+ffrgzTffxPLlyxEdHW2gyMwHD6OZsYKCAnh5eeGll17S7mMBADKZDO7u7ujRowc0Gg0cHBzg7OxswEgZq1hVc/jpQgMAPXv2hFQqxfXr1+syZLPFxcaM2dnZYfPmzbh58ya++OILbfukSZOQk5ODjRs3QiTiFGHGqzY5nJubi5ycnHJbHjP94GE0M9e5c2dERUVhwYIFeOedd5Ceno6dO3di6dKlaN26taHDY6xSNc3hJUuWQKVSITIysg6jNV88QYBBpVKhU6dOyM3NRW5uLtq1a4fjx49XeGxcXBwiIiJ4ggAzKtXJYQA4ffo0AgICEBYWhh07dtRhpOaLx0gYrKyssGHDBty+fRu5ubmIiYkxdEiMVUt1cvj69et455138Nprr2HdunV1GKV542LDAACHDx8GUPKBa0pKioGjYaz6qpLD9+/fR+/evSGRSHDo0CGIxeK6DNGscbFhuHz5MubMmYPRo0ejffv2GDNmDLKzsw0dFmNVVpUcfvLkCXr37g2VSoUjR47wd2vqGBcbM6dSqTBy5Eg0adIES5cuxcaNG5GRkYEpU6YYOjTGqqQqOZyXl4e+ffsiLS0Nhw4dQqtWrQwYsXmy+Prrr782dBDMcGbPno3Y2Fjs3r0bbdq0QaNGjSASibB48WJ07twZbdq0AQDMnTsXp0+fxqlTp3D16lWIRCJcvnwZp0+f5okCzKCqksMRERE4ceIEhg0bBrFYjMuXL2tvt2/fhpeXl6GfRr3Hs9HMWHJyMrp27YoPPvgAS5Ys0bZrNBp069YNqampuHr1KhwdHSESiSAIAohI+18AEAQBarXaUE+Bmbmq5PCVK1fg7e2Ne/fuoaK3u+bNm+PWrVt1GbZZ4mLDGGNM7/gzG8YYY3rHxYYxxpjecbFhjDGmd1xsGGOM6R0XG8YYY3rHxYYxxpjecbFhjDGmd1xsGGOM6R0XG8YYY3r3/wC/C+dDZmWcewAAAABJRU5ErkJggg==",
- "text/plain": [
- "Subplot{Plots.PyPlotPackage() p=4 n=4}"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- "fig = PyPlot.Figure(PyObject )\n",
- "axes = [PyObject ,PyObject ,PyObject ,PyObject ]\n"
- ]
- }
- ],
- "source": [
- "using Plots\n",
- "pyplot()\n",
- "default(leg=false,size=(400,400));\n",
- "y = collect(linspace(0,1,100))\n",
- "p = subplot(Any[y*i for i in 1:4],n=4, ylabel=[\"y1\",\"y1\",\"y2\",\"y2\"], xlabel=[\"x1\",\"x2\",\"x1\",\"x2\"])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- "fig = PyPlot.Figure(PyObject )\n",
- "axes = [PyObject ,PyObject ,PyObject ,PyObject ]\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Subplot{Plots.PyPlotPackage() p=4 n=4}"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "subplot!(link=true)\n",
- "#xlims!(p.plts[1], (-5,50))\n",
- "#ylims!(p.plts[1], -0.5,1)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "gplt = p.plts[1].o\n",
- "plot!(p.plts[1], rand(100,5)*3)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "2-element Array{Float64,1}:\n",
- " 0.0 \n",
- " 2.99946"
- ]
- },
- "execution_count": 22,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "lims = [Inf,-Inf]\n",
- "for l in gplt.layers\n",
- " Plots.expandLimits!(lims, l.mapping[:y])\n",
- "end\n",
- "lims"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "p = subplot(repmat(y,1,4),layout=[1,1,2])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using Plots, StatsBase; pyplot()\n",
- "default(size=(600,600),leg=false)\n",
- "p = subplot(Any[rand(sample(10:200))*sample(1:10) for i in 1:6], n=6, link=true)\n",
- "subplot!(xlabel=[\"x1\",\"x2\",\"x3\"], ylabel=[\"y1\",\"\",\"\",\"y2\"])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Default backend: immerse\n",
- "[Plots.jl] Switched to backend: qwt\n",
- "[Plots.jl] Initializing backend: qwt"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "WARNING: Base.FloatingPoint is deprecated, use AbstractFloat instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.Uint32 is deprecated, use UInt32 instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- "WARNING: Only Range types are supported for Qwt xticks/yticks. typeof(ticks)=Symbol\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "WARNING: Only Range types are supported for Qwt xticks/yticks. typeof(ticks)=Symbol\n",
- "WARNING: Only Range types are supported for Qwt xticks/yticks. typeof(ticks)=Symbol\n",
- "WARNING: Only Range types are supported for Qwt xticks/yticks. typeof(ticks)=Symbol\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y1 idx=1 npoints=0},[Inf,-Inf])"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "ERROR: ArgumentError: collection must be non-empty\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "ERROR: ArgumentError: collection must be non-empty\n",
- "WARNING: handleLinkInner isn't implemented for qwt\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y1 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y3 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y3 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y4 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y4 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y5 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y5 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y6 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y6 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y7 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y7 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y8 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y8 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y9 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y9 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y10 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y10 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y11 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y11 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y12 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y12 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y13 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y13 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y14 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y14 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y15 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y15 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y16 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y16 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y17 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y17 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y18 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y18 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y19 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y19 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y20 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y20 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y21 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y21 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y22 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y22 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y23 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y23 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y24 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y24 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",true,Series{axis=left label=y25 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",true,Series{axis=left label=y25 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(k,lims[k]) = (1,[0.005121831968471158,0.9976543129681468])\n",
- "(k,lims[k]) = (2,[-6.349553761472921,7.04344825216217])\n",
- "(k,lims[k]) = (3,[99.03050321453688,100.75251250777524])\n",
- "(k,lims[k]) = (4,[-73.85696150084576,-66.74340136889572])\n",
- "(k,lims[k]) = (5,[-0.22727750427848636,1.245495475460562])\n",
- "(k,lims[k]) = (1,[0.005121831968471158,0.9976543129681468])\n",
- "(k,lims[k]) = (2,[-6.349553761472921,7.04344825216217])\n",
- "(k,lims[k]) = (3,[99.03050321453688,100.75251250777524])\n",
- "(k,lims[k]) = (4,[-73.85696150084576,-66.74340136889572])\n",
- "(k,lims[k]) = (5,[-0.22727750427848636,1.245495475460562])\n",
- "(k,lims[k]) = (1,[0.005121831968471158,0.9976543129681468])\n",
- "(k,lims[k]) = (2,[-6.349553761472921,7.04344825216217])\n",
- "(k,lims[k]) = (3,[99.03050321453688,100.75251250777524])\n",
- "(k,lims[k]) = (4,[-73.85696150084576,-66.74340136889572])\n",
- "(k,lims[k]) = (5,[-0.22727750427848636,1.245495475460562])\n",
- "(k,lims[k]) = (1,[0.005121831968471158,0.9976543129681468])\n",
- "(k,lims[k]) = (2,[-6.349553761472921,7.04344825216217])\n",
- "(k,lims[k]) = (3,[99.03050321453688,100.75251250777524])\n",
- "(k,lims[k]) = (4,[-73.85696150084576,-66.74340136889572])\n",
- "(k,lims[k]) = (5,[-0.22727750427848636,1.245495475460562])\n",
- "(k,lims[k]) = (1,[0.005121831968471158,0.9976543129681468])\n",
- "(k,lims[k]) = (2,[-6.349553761472921,7.04344825216217])\n",
- "(k,lims[k]) = (3,[99.03050321453688,100.75251250777524])\n",
- "(k,lims[k]) = (4,[-73.85696150084576,-66.74340136889572])\n",
- "(k,lims[k]) = (5,[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y3 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y3 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y4 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y4 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y5 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y5 idx=1 npoints=0},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[0.005121831968471158,0.9976543129681468])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y6 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y6 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y8 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y8 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y9 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y9 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y10 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y10 idx=1 npoints=0},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-6.349553761472921,7.04344825216217])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y11 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y11 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y12 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y12 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y14 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y14 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y15 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y15 idx=1 npoints=0},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[99.03050321453688,100.75251250777524])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y16 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y16 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y17 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y17 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y18 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y18 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y20 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y20 idx=1 npoints=0},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-73.85696150084576,-66.74340136889572])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y21 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y21 idx=1 npoints=0},[Inf,-Inf])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[Inf,-Inf])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y22 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y22 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y23 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y23 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y24 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y24 idx=1 npoints=0},[-0.22727750427848636,1.245495475460562])\n",
- "(\"before\",isx,series,lims) = (\"before\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(\"after\",isx,series,lims) = (\"after\",false,Series{axis=left label=y2 idx=2 npoints=1000},[-0.22727750427848636,1.245495475460562])\n",
- "(k,lims[k]) = (1,[0.005121831968471158,0.9976543129681468])\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Subplot{Plots.QwtPackage() p=25 n=25}"
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using Plots, OnlineStats\n",
- "qwt()\n",
- "default(size=(800,800),leg=false)\n",
- "\n",
- "n = 1000\n",
- "x = rand(n)\n",
- "y = 2randn(n) + 0.4x\n",
- "z = 0.2randn(n) - 0.3x - 0.1y + 100\n",
- "u = randn(n) - 0.5z - 20\n",
- "v = 0.1randn(n) + x\n",
- "\n",
- "M = [x y z u v]\n",
- "# M = repmat(M, 1, 2)\n",
- "C = cor(CovarianceMatrix(M))\n",
- "\n",
- "# debugplots()\n",
- "p = corrplot(M, C, labels=[\"item$i\" for i in 1:size(M,2)]) #, size=(600,600), colors=[colorant\"orange\", colorant\"black\", colorant\"green\"])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.PyPlotPackage() n=2}"
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "ax = p.plts[end].o.ax\n",
- "lim1, lim2 = ax[:get_xlim]()\n",
- "xticks!(p.plts[end], [lim1,lim2])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "for (r,c) in gl\n",
- " @show r,c\n",
- "end\n",
- "length(gl)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "plot!(p.plts[1], xlim=(-5,5))\n",
- "gui()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc4",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/iris.ipynb b/examples/iris.ipynb
deleted file mode 100644
index 52be8768..00000000
--- a/examples/iris.ipynb
+++ /dev/null
@@ -1,232 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using RDatasets, Plots #; dataframes()\n",
- "iris = dataset(\"datasets\", \"iris\");\n",
- "default(size=(600,400));"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": false,
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Switched to backend: gadfly"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=3}"
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "gadfly();\n",
- "scatter(iris, :SepalLength, :SepalWidth, group=:Species, ms=12, m=[:+,:h,:s])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false,
- "scrolled": false
- },
- "outputs": [],
- "source": [
- "\n",
- "plot!(u->6+2*sin(u), u->3+cos(u), 0, 2π, lab=\"an oval\", fill=3)\n",
- "plot!(Any[[6],[3]], t=[:vline,:hline], w=4, c=RGB(1,0,0))\n",
- "title(\"Playing around with series\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "scatter(iris, :SepalLength, [:PetalLength,:PetalWidth,:SepalWidth], m=:auto, ms=10, gui=false)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "species = iris[:Species]\n",
- "split(species)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using StatsBase\n",
- "methods(svd)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "arr = Array(iris[[:SepalLength,:SepalWidth]])\n",
- "pca(arr)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "Pkg.update()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false,
- "scrolled": false
- },
- "outputs": [],
- "source": [
- "scatter([0,0],ms=40,m=:s)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=1}"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "bar(iris, :Species, :SepalLength)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "bar(iris, :SepalLength, :Species)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "findnext([1,2,1],1,4)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "d = Dict(); get(d,:xticks,:auto)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "issubtype(ASCIIString,ASCIIString)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc1",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/meetup/cart-before-the-horse.jpg b/examples/meetup/cart-before-the-horse.jpg
deleted file mode 100755
index a9a11e16..00000000
Binary files a/examples/meetup/cart-before-the-horse.jpg and /dev/null differ
diff --git a/examples/meetup/iheartplots.gif b/examples/meetup/iheartplots.gif
deleted file mode 100644
index 8ff623db..00000000
Binary files a/examples/meetup/iheartplots.gif and /dev/null differ
diff --git a/examples/meetup/nba_2013.csv b/examples/meetup/nba_2013.csv
deleted file mode 100755
index c257c8a9..00000000
--- a/examples/meetup/nba_2013.csv
+++ /dev/null
@@ -1,482 +0,0 @@
-player,pos,age,bref_team_id,g,gs,mp,fg,fga,fg.,x3p,x3pa,x3p.,x2p,x2pa,x2p.,efg.,ft,fta,ft.,orb,drb,trb,ast,stl,blk,tov,pf,pts,season,season_end
-Quincy Acy,SF,23,TOT,63,0,847,66,141,0.468,4,15,0.266666666666667,62,126,0.492063492063492,0.482,35,53,0.66,72,144,216,28,23,26,30,122,171,2013-2014,2013
-Steven Adams,C,20,OKC,81,20,1197,93,185,0.503,0,0,NA,93,185,0.502702702702703,0.503,79,136,0.581,142,190,332,43,40,57,71,203,265,2013-2014,2013
-Jeff Adrien,PF,27,TOT,53,12,961,143,275,0.52,0,0,NA,143,275,0.52,0.52,76,119,0.639,102,204,306,38,24,36,39,108,362,2013-2014,2013
-Arron Afflalo,SG,28,ORL,73,73,2552,464,1011,0.459,128,300,0.426666666666667,336,711,0.472573839662447,0.522,274,336,0.815,32,230,262,248,35,3,146,136,1330,2013-2014,2013
-Alexis Ajinca,C,25,NOP,56,30,951,136,249,0.546,0,1,0,136,248,0.548387096774194,0.546,56,67,0.836,94,183,277,40,23,46,63,187,328,2013-2014,2013
-Cole Aldrich,C,25,NYK,46,2,330,33,61,0.541,0,0,NA,33,61,0.540983606557377,0.541,26,30,0.867,37,92,129,14,8,30,18,40,92,2013-2014,2013
-LaMarcus Aldridge,PF,28,POR,69,69,2498,652,1423,0.458,3,15,0.2,649,1408,0.4609375,0.459,296,360,0.822,166,599,765,178,63,68,123,147,1603,2013-2014,2013
-Lavoy Allen,PF,24,TOT,65,2,1072,134,300,0.447,2,13,0.153846153846154,132,287,0.45993031358885,0.45,33,50,0.66,119,192,311,71,24,33,44,126,303,2013-2014,2013
-Ray Allen,SG,38,MIA,73,9,1936,240,543,0.442,116,309,0.375404530744337,124,234,0.52991452991453,0.549,105,116,0.905,23,182,205,143,54,8,84,115,701,2013-2014,2013
-Tony Allen,SG,32,MEM,55,28,1278,204,413,0.494,11,47,0.234042553191489,193,366,0.527322404371585,0.507,76,121,0.628,79,129,208,94,90,19,90,121,495,2013-2014,2013
-Al-Farouq Aminu,SF,23,NOP,80,65,2045,234,494,0.474,13,48,0.270833333333333,221,446,0.495515695067265,0.487,91,137,0.664,129,367,496,114,82,38,88,147,572,2013-2014,2013
-Louis Amundson,PF,31,TOT,19,0,185,16,32,0.5,0,0,NA,16,32,0.5,0.5,6,24,0.25,28,27,55,6,9,11,14,49,38,2013-2014,2013
-Chris Andersen,C,35,MIA,72,0,1396,177,275,0.644,3,12,0.25,174,263,0.661596958174905,0.649,120,169,0.71,129,250,379,19,32,97,53,162,477,2013-2014,2013
-Alan Anderson,SF,31,BRK,78,26,1773,194,485,0.4,84,248,0.338709677419355,110,237,0.464135021097046,0.487,92,118,0.78,40,135,175,81,48,11,62,147,564,2013-2014,2013
-James Anderson,SG,24,PHI,80,62,2309,309,717,0.431,115,351,0.327635327635328,194,366,0.530054644808743,0.511,77,106,0.726,59,241,300,149,74,28,106,154,810,2013-2014,2013
-Ryan Anderson,PF,25,NOP,22,14,795,155,354,0.438,67,164,0.408536585365854,88,190,0.463157894736842,0.532,59,62,0.952,66,76,142,17,10,7,20,47,436,2013-2014,2013
-Giannis Antetokounmpo,SF,19,MIL,77,23,1897,173,418,0.414,41,118,0.347457627118644,132,300,0.44,0.463,138,202,0.683,78,261,339,150,60,61,122,173,525,2013-2014,2013
-Carmelo Anthony,PF,29,NYK,77,77,2982,743,1643,0.452,167,415,0.402409638554217,576,1228,0.469055374592834,0.503,459,541,0.848,145,477,622,242,95,51,198,224,2112,2013-2014,2013
-Joel Anthony,C,31,TOT,33,0,186,12,32,0.375,0,0,NA,12,32,0.375,0.375,4,8,0.5,15,23,38,2,3,12,3,17,28,2013-2014,2013
-Pero Antic,PF,31,ATL,50,26,925,123,294,0.418,56,171,0.327485380116959,67,123,0.544715447154472,0.514,50,66,0.758,57,152,209,58,19,12,55,126,352,2013-2014,2013
-Trevor Ariza,SF,28,WAS,77,77,2723,389,853,0.456,180,442,0.407239819004525,209,411,0.508515815085158,0.562,149,193,0.772,99,376,475,191,126,20,132,179,1107,2013-2014,2013
-Hilton Armstrong,C,29,GSW,15,1,97,9,19,0.474,0,0,NA,9,19,0.473684210526316,0.474,7,16,0.438,19,28,47,5,4,4,6,11,25,2013-2014,2013
-Darrell Arthur,SF,25,DEN,68,1,1161,162,410,0.395,24,64,0.375,138,346,0.398843930635838,0.424,53,62,0.855,52,158,210,61,39,47,58,185,401,2013-2014,2013
-Omer Asik,C,27,HOU,48,19,968,101,190,0.532,0,0,NA,101,190,0.531578947368421,0.532,78,126,0.619,101,277,378,25,14,37,59,92,280,2013-2014,2013
-D.J. Augustin,PG,26,TOT,71,9,1939,298,718,0.415,133,332,0.400602409638554,165,386,0.427461139896373,0.508,201,227,0.885,15,115,130,313,53,3,125,147,930,2013-2014,2013
-Gustavo Ayon,C,28,ATL,26,14,429,52,102,0.51,0,0,NA,52,102,0.509803921568627,0.51,8,20,0.4,42,83,125,28,25,10,29,47,112,2013-2014,2013
-Jeff Ayres,PF,26,SAS,73,10,952,101,174,0.58,0,0,NA,101,174,0.580459770114943,0.58,38,55,0.691,89,169,258,60,13,25,63,146,240,2013-2014,2013
-Chris Babb,SG,23,BOS,14,0,132,8,30,0.267,6,27,0.222222222222222,2,3,0.666666666666667,0.367,0,0,NA,4,13,17,3,6,0,3,13,22,2013-2014,2013
-Luke Babbitt,PF,24,NOP,27,2,473,60,154,0.39,36,95,0.378947368421053,24,59,0.406779661016949,0.506,14,18,0.778,18,70,88,29,7,11,15,52,170,2013-2014,2013
-Leandro Barbosa,PG,31,PHO,20,0,368,56,131,0.427,7,25,0.28,49,106,0.462264150943396,0.454,31,39,0.795,5,32,37,32,7,4,19,30,150,2013-2014,2013
-Jose Barea,PG,29,MIN,79,1,1471,254,656,0.387,73,231,0.316017316017316,181,425,0.425882352941176,0.443,79,100,0.79,16,138,154,303,26,0,125,129,660,2013-2014,2013
-Andrea Bargnani,C,28,NYK,42,39,1257,222,502,0.442,30,108,0.277777777777778,192,394,0.487309644670051,0.472,84,102,0.824,69,153,222,45,14,52,58,100,558,2013-2014,2013
-Harrison Barnes,SF,21,GSW,78,24,2204,271,679,0.399,66,190,0.347368421052632,205,489,0.419222903885481,0.448,130,181,0.718,66,245,311,116,65,20,84,158,738,2013-2014,2013
-Matt Barnes,SF,33,LAC,63,40,1735,231,527,0.438,97,283,0.342756183745583,134,244,0.549180327868853,0.53,66,90,0.733,60,232,292,125,56,28,85,185,625,2013-2014,2013
-Will Barton,SG,23,POR,41,0,387,65,156,0.417,10,33,0.303030303030303,55,123,0.447154471544715,0.449,26,32,0.813,16,58,74,33,9,7,18,31,166,2013-2014,2013
-Brandon Bass,PF,28,BOS,82,73,2266,352,725,0.486,2,6,0.333333333333333,350,719,0.486787204450626,0.487,205,239,0.858,161,309,470,87,36,71,102,190,911,2013-2014,2013
-Shane Battier,SF,35,MIA,73,56,1468,105,275,0.382,73,210,0.347619047619048,32,65,0.492307692307692,0.515,15,23,0.652,34,104,138,63,50,39,21,124,298,2013-2014,2013
-Nicolas Batum,SF,25,POR,82,82,2956,381,819,0.465,145,402,0.360696517412935,236,417,0.565947242206235,0.554,163,203,0.803,116,495,611,420,75,57,208,156,1070,2013-2014,2013
-Jerryd Bayless,PG,25,TOT,72,19,1686,248,617,0.402,76,212,0.358490566037736,172,405,0.424691358024691,0.464,94,118,0.797,22,123,145,194,60,9,82,161,666,2013-2014,2013
-Aron Baynes,C,27,SAS,53,4,491,71,163,0.436,0,0,NA,71,163,0.43558282208589,0.436,19,21,0.905,57,88,145,34,2,5,36,77,161,2013-2014,2013
-Kent Bazemore,SG,24,TOT,67,15,911,147,343,0.429,43,128,0.3359375,104,215,0.483720930232558,0.491,66,109,0.606,10,107,117,91,43,13,79,102,403,2013-2014,2013
-Bradley Beal,SG,20,WAS,73,73,2530,481,1149,0.419,138,343,0.402332361516035,343,806,0.425558312655087,0.479,149,189,0.788,54,219,273,243,71,18,128,153,1249,2013-2014,2013
-Michael Beasley,SF,25,MIA,55,2,831,177,355,0.499,21,54,0.388888888888889,156,301,0.518272425249169,0.528,61,79,0.772,31,141,172,42,23,21,57,93,436,2013-2014,2013
-Marco Belinelli,SF,27,SAS,80,25,2016,337,695,0.485,126,293,0.430034129692833,211,402,0.524875621890547,0.576,111,131,0.847,18,208,226,179,50,7,95,130,911,2013-2014,2013
-Anthony Bennett,SF,20,CLE,52,0,663,80,225,0.356,13,53,0.245283018867925,67,172,0.38953488372093,0.384,44,69,0.638,49,106,155,17,21,8,47,93,217,2013-2014,2013
-Patrick Beverley,SG,25,HOU,56,55,1751,199,481,0.414,92,255,0.36078431372549,107,226,0.473451327433628,0.509,83,102,0.814,72,124,196,151,77,23,66,174,573,2013-2014,2013
-Andris Biedrins,C,27,UTA,6,0,45,1,1,1,0,0,NA,1,1,1,1,1,6,0.167,2,15,17,0,0,0,2,6,3,2013-2014,2013
-Chauncey Billups,SG,37,DET,19,7,309,24,79,0.304,14,48,0.291666666666667,10,31,0.32258064516129,0.392,10,12,0.833,4,24,28,42,8,1,25,25,72,2013-2014,2013
-Bismack Biyombo,C,21,CHA,77,9,1072,88,144,0.611,0,0,NA,88,144,0.611111111111111,0.611,46,89,0.517,105,261,366,8,7,86,40,124,222,2013-2014,2013
-DeJuan Blair,PF,24,DAL,78,13,1214,210,393,0.534,0,2,0,210,391,0.537084398976982,0.534,77,121,0.636,139,229,368,70,60,21,77,192,497,2013-2014,2013
-Steve Blake,PG,33,TOT,55,28,1498,133,353,0.377,79,210,0.376190476190476,54,143,0.377622377622378,0.489,33,43,0.767,13,146,159,307,54,8,102,85,378,2013-2014,2013
-Andray Blatche,PF,27,BRK,73,7,1618,321,674,0.476,15,54,0.277777777777778,306,620,0.493548387096774,0.487,164,221,0.742,120,270,390,112,75,38,110,166,821,2013-2014,2013
-Eric Bledsoe,PG,24,PHO,43,40,1416,265,556,0.477,50,140,0.357142857142857,215,416,0.516826923076923,0.522,183,237,0.772,27,175,202,235,69,14,143,99,763,2013-2014,2013
-Vander Blue,SG,21,BOS,3,0,15,2,4,0.5,0,1,0,2,3,0.666666666666667,0.5,1,5,0.2,0,3,3,1,0,0,2,1,5,2013-2014,2013
-Keith Bogans,SG,33,BOS,6,0,55,3,6,0.5,3,6,0.5,0,0,NA,0.75,3,3,1,0,3,3,3,1,0,1,2,12,2013-2014,2013
-Andrew Bogut,C,29,GSW,67,67,1769,235,375,0.627,0,0,NA,235,375,0.626666666666667,0.627,22,64,0.344,182,489,671,112,47,121,97,210,492,2013-2014,2013
-Matt Bonner,PF,33,SAS,61,0,690,73,164,0.445,42,98,0.428571428571429,31,66,0.46969696969697,0.573,9,12,0.75,16,114,130,31,15,11,16,49,197,2013-2014,2013
-Trevor Booker,PF,26,WAS,72,45,1553,222,403,0.551,0,2,0,222,401,0.553615960099751,0.551,47,76,0.618,149,230,379,64,41,45,58,131,491,2013-2014,2013
-Carlos Boozer,PF,32,CHI,76,76,2141,447,980,0.456,0,2,0,447,978,0.457055214723926,0.456,148,193,0.767,137,495,632,118,53,22,154,216,1042,2013-2014,2013
-Chris Bosh,C,29,MIA,79,79,2531,492,953,0.516,74,218,0.339449541284404,418,735,0.568707482993197,0.555,223,272,0.82,98,424,522,87,80,78,125,192,1281,2013-2014,2013
-Avery Bradley,PG,23,BOS,60,58,1855,361,825,0.438,79,200,0.395,282,625,0.4512,0.485,90,112,0.804,48,178,226,85,63,11,96,145,891,2013-2014,2013
-Elton Brand,PF,34,ATL,73,15,1414,179,332,0.539,0,2,0,179,330,0.542424242424242,0.539,61,94,0.649,97,264,361,74,40,88,60,192,419,2013-2014,2013
-Corey Brewer,SF,27,MIN,81,81,2609,388,807,0.481,59,211,0.279620853080569,329,596,0.552013422818792,0.517,163,227,0.718,63,144,207,135,151,30,105,210,998,2013-2014,2013
-Ronnie Brewer,SF,28,TOT,24,3,160,3,15,0.2,1,8,0.125,2,7,0.285714285714286,0.233,0,2,0,2,12,14,10,6,1,2,4,7,2013-2014,2013
-Aaron Brooks,PG,29,TOT,72,12,1557,233,581,0.401,96,248,0.387096774193548,137,333,0.411411411411411,0.484,83,95,0.874,43,97,140,233,52,13,117,146,645,2013-2014,2013
-MarShon Brooks,SG,25,TOT,35,0,316,57,125,0.456,13,25,0.52,44,100,0.44,0.508,32,44,0.727,10,44,54,25,14,4,24,21,159,2013-2014,2013
-Lorenzo Brown,SG,23,PHI,26,0,224,26,86,0.302,3,30,0.1,23,56,0.410714285714286,0.32,9,13,0.692,8,20,28,41,13,3,16,19,64,2013-2014,2013
-Shannon Brown,SG,28,TOT,29,1,251,24,66,0.364,0,2,0,24,64,0.375,0.364,15,21,0.714,7,21,28,9,13,0,18,24,63,2013-2014,2013
-Kobe Bryant,SG,35,LAL,6,6,177,31,73,0.425,3,16,0.1875,28,57,0.491228070175439,0.445,18,21,0.857,2,24,26,38,7,1,34,9,83,2013-2014,2013
-Chase Budinger,SF,25,MIN,41,8,751,100,254,0.394,42,120,0.35,58,134,0.432835820895522,0.476,32,39,0.821,19,84,103,31,19,2,24,58,274,2013-2014,2013
-Reggie Bullock,SF,22,LAC,43,0,395,43,121,0.355,22,73,0.301369863013699,21,48,0.4375,0.446,7,9,0.778,11,43,54,12,9,1,13,26,115,2013-2014,2013
-Trey Burke,PG,21,UTA,70,68,2262,341,897,0.38,111,336,0.330357142857143,230,561,0.409982174688057,0.442,102,113,0.903,37,171,208,396,42,6,131,145,895,2013-2014,2013
-Alec Burks,SG,22,UTA,78,12,2193,380,831,0.457,50,143,0.34965034965035,330,688,0.479651162790698,0.487,279,373,0.748,59,198,257,212,69,14,149,190,1089,2013-2014,2013
-Caron Butler,SF,33,TOT,56,13,1419,213,540,0.394,98,249,0.393574297188755,115,291,0.395189003436426,0.485,63,75,0.84,21,208,229,82,47,17,60,120,587,2013-2014,2013
-Jimmy Butler,SG,24,CHI,67,67,2591,275,693,0.397,68,240,0.283333333333333,207,453,0.456953642384106,0.446,260,338,0.769,87,243,330,175,127,36,102,106,878,2013-2014,2013
-Rasual Butler,SG,34,IND,50,2,378,51,110,0.464,26,62,0.419354838709677,25,48,0.520833333333333,0.582,8,14,0.571,6,35,41,17,7,9,11,30,136,2013-2014,2013
-Dwight Buycks,PG,24,TOR,14,0,146,15,48,0.313,5,17,0.294117647058824,10,31,0.32258064516129,0.365,8,9,0.889,4,19,23,10,8,0,10,11,43,2013-2014,2013
-Andrew Bynum,C,26,TOT,26,19,516,94,225,0.418,0,0,NA,94,225,0.417777777777778,0.418,37,49,0.755,53,92,145,29,6,29,34,31,225,2013-2014,2013
-Will Bynum,PG,31,DET,56,3,1054,184,430,0.428,20,62,0.32258064516129,164,368,0.445652173913043,0.451,97,121,0.802,24,75,99,216,39,7,103,121,485,2013-2014,2013
-Nick Calathes,SG,24,MEM,71,7,1173,142,311,0.457,19,61,0.311475409836066,123,250,0.492,0.487,44,72,0.611,23,114,137,207,66,8,101,117,347,2013-2014,2013
-Jose Calderon,SG,32,DAL,81,81,2468,341,748,0.456,191,425,0.449411764705882,150,323,0.464396284829721,0.584,52,63,0.825,29,163,192,377,69,11,103,136,925,2013-2014,2013
-Kentavious Caldwell-Pope,SG,20,DET,80,41,1583,182,460,0.396,59,185,0.318918918918919,123,275,0.447272727272727,0.46,47,61,0.77,38,118,156,55,75,12,28,145,470,2013-2014,2013
-Isaiah Canaan,PG,22,HOU,22,0,252,31,87,0.356,18,55,0.327272727272727,13,32,0.40625,0.46,21,29,0.724,7,17,24,22,8,4,21,25,101,2013-2014,2013
-DeMarre Carroll,SF,27,ATL,73,73,2341,302,642,0.47,97,268,0.361940298507463,205,374,0.548128342245989,0.546,109,141,0.773,107,296,403,134,108,21,79,188,810,2013-2014,2013
-Vince Carter,SG,37,DAL,81,0,1973,330,811,0.407,146,371,0.393530997304582,184,440,0.418181818181818,0.497,161,196,0.821,67,217,284,212,61,35,108,209,967,2013-2014,2013
-Michael Carter-Williams,PG,22,PHI,70,70,2414,427,1054,0.405,55,208,0.264423076923077,372,846,0.439716312056738,0.431,258,367,0.703,101,336,437,441,130,43,247,213,1167,2013-2014,2013
-Omri Casspi,PF,25,HOU,71,2,1283,173,410,0.422,61,176,0.346590909090909,112,234,0.478632478632479,0.496,83,122,0.68,55,205,260,88,44,14,72,100,490,2013-2014,2013
-Mario Chalmers,PG,27,MIA,73,73,2178,254,560,0.454,87,226,0.384955752212389,167,334,0.5,0.531,121,163,0.742,41,173,214,357,119,16,162,210,716,2013-2014,2013
-Tyson Chandler,C,31,NYK,55,55,1662,191,322,0.593,0,1,0,191,321,0.595015576323987,0.593,98,155,0.632,159,370,529,59,36,63,71,145,480,2013-2014,2013
-Wilson Chandler,SF,26,DEN,62,55,1927,307,738,0.416,122,351,0.347578347578348,185,387,0.478036175710594,0.499,110,152,0.724,58,236,294,114,46,31,79,193,846,2013-2014,2013
-Josh Childress,SF,30,NOP,4,0,24,0,0,NA,0,0,NA,0,0,NA,NA,0,0,NA,0,3,3,2,1,0,1,1,0,2013-2014,2013
-Dionte Christmas,SF,27,PHO,31,0,198,22,62,0.355,9,31,0.290322580645161,13,31,0.419354838709677,0.427,18,24,0.75,13,25,38,8,2,3,6,19,71,2013-2014,2013
-Earl Clark,PF,26,TOT,54,17,768,97,261,0.372,41,122,0.336065573770492,56,139,0.402877697841727,0.45,22,34,0.647,22,121,143,18,17,25,31,67,257,2013-2014,2013
-Ian Clark,SG,22,UTA,23,0,172,26,67,0.388,11,31,0.354838709677419,15,36,0.416666666666667,0.47,5,7,0.714,3,16,19,15,8,2,14,24,68,2013-2014,2013
-Victor Claver,SF,25,POR,21,0,184,17,42,0.405,3,18,0.166666666666667,14,24,0.583333333333333,0.44,10,11,0.909,9,30,39,12,3,3,11,16,47,2013-2014,2013
-Norris Cole,PG,25,MIA,82,6,2014,207,500,0.414,60,174,0.344827586206897,147,326,0.450920245398773,0.474,53,68,0.779,17,143,160,248,77,5,127,156,527,2013-2014,2013
-Jason Collins,C,35,BRK,22,1,172,11,24,0.458,0,3,0,11,21,0.523809523809524,0.458,3,4,0.75,7,12,19,4,8,1,7,30,25,2013-2014,2013
-Darren Collison,PG,26,LAC,80,35,2069,324,694,0.467,71,189,0.375661375661376,253,505,0.500990099009901,0.518,192,224,0.857,47,141,188,297,93,15,132,150,911,2013-2014,2013
-Nick Collison,PF,33,OKC,81,0,1353,134,241,0.556,4,17,0.235294117647059,130,224,0.580357142857143,0.564,66,93,0.71,116,177,293,104,30,28,71,187,338,2013-2014,2013
-Mike Conley,PG,26,MEM,73,73,2446,463,1030,0.45,105,291,0.360824742268041,358,739,0.484438430311231,0.5,225,276,0.815,41,172,213,441,110,13,150,141,1256,2013-2014,2013
-Chris Copeland,SF,29,IND,41,0,265,55,117,0.47,33,79,0.417721518987342,22,38,0.578947368421053,0.611,10,14,0.714,7,25,32,18,3,7,14,38,153,2013-2014,2013
-DeMarcus Cousins,C,23,SAC,71,71,2298,591,1191,0.496,0,7,0,591,1184,0.499155405405405,0.496,432,595,0.726,218,613,831,207,109,91,251,270,1614,2013-2014,2013
-Robert Covington,SF,23,HOU,7,0,34,6,14,0.429,4,11,0.363636363636364,2,3,0.666666666666667,0.571,0,0,NA,2,3,5,0,2,0,1,3,16,2013-2014,2013
-Allen Crabbe,SG,21,POR,15,0,100,12,33,0.364,6,14,0.428571428571429,6,19,0.315789473684211,0.455,3,4,0.75,1,8,9,6,2,1,3,10,33,2013-2014,2013
-Jamal Crawford,SG,33,LAC,69,24,2094,421,1011,0.416,161,446,0.360986547085202,260,565,0.460176991150442,0.496,279,322,0.866,34,124,158,223,59,12,135,120,1282,2013-2014,2013
-Jordan Crawford,SG,25,TOT,81,35,1859,327,788,0.415,90,285,0.315789473684211,237,503,0.47117296222664,0.472,146,169,0.864,28,155,183,281,47,5,134,120,890,2013-2014,2013
-Jae Crowder,SF,23,DAL,78,8,1254,130,296,0.439,50,151,0.33112582781457,80,145,0.551724137931034,0.524,46,61,0.754,46,148,194,60,59,21,41,100,356,2013-2014,2013
-Dante Cunningham,SF,26,MIN,81,7,1635,236,509,0.464,0,5,0,236,504,0.468253968253968,0.464,38,67,0.567,112,218,330,83,62,58,42,146,510,2013-2014,2013
-Jared Cunningham,SG,22,TOT,13,0,80,6,21,0.286,1,7,0.142857142857143,5,14,0.357142857142857,0.31,13,16,0.813,1,5,6,8,3,0,2,16,26,2013-2014,2013
-Seth Curry,PG,23,TOT,2,0,13,1,3,0.333,1,1,1,0,2,0,0.5,0,0,NA,0,1,1,0,2,0,0,0,3,2013-2014,2013
-Stephen Curry,PG,25,GSW,78,78,2846,652,1383,0.471,261,615,0.424390243902439,391,768,0.509114583333333,0.566,308,348,0.885,46,288,334,666,128,14,294,194,1873,2013-2014,2013
-Samuel Dalembert,C,32,DAL,80,68,1614,214,377,0.568,0,1,0,214,376,0.569148936170213,0.568,101,137,0.737,200,341,541,38,41,94,90,210,529,2013-2014,2013
-Troy Daniels,SG,22,HOU,5,1,75,15,31,0.484,12,25,0.48,3,6,0.5,0.677,0,0,NA,0,4,4,5,0,0,3,6,42,2013-2014,2013
-Luigi Datome,SF,26,DET,34,0,238,34,97,0.351,7,39,0.179487179487179,27,58,0.46551724137931,0.387,8,10,0.8,14,32,46,11,6,1,11,20,83,2013-2014,2013
-Brandon Davies,PF,22,PHI,51,0,575,54,128,0.422,2,10,0.2,52,118,0.440677966101695,0.43,34,53,0.642,38,71,109,28,24,8,35,92,144,2013-2014,2013
-Anthony Davis,C,20,NOP,67,66,2358,522,1005,0.519,2,9,0.222222222222222,520,996,0.522088353413655,0.52,348,440,0.791,207,466,673,105,89,189,109,200,1394,2013-2014,2013
-Ed Davis,PF,24,MEM,63,4,956,155,290,0.534,0,0,NA,155,290,0.53448275862069,0.534,47,89,0.528,92,168,260,27,17,43,40,114,357,2013-2014,2013
-Glen Davis,PF,28,TOT,68,44,1662,271,593,0.457,4,11,0.363636363636364,267,582,0.458762886597938,0.46,95,137,0.693,108,243,351,77,58,29,76,159,641,2013-2014,2013
-Austin Daye,SF,25,TOT,22,1,148,24,68,0.353,12,37,0.324324324324324,12,31,0.387096774193548,0.441,6,10,0.6,5,22,27,8,4,4,5,18,66,2013-2014,2013
-Nando De Colo,SF,26,TOT,47,3,494,64,153,0.418,18,53,0.339622641509434,46,100,0.46,0.477,31,35,0.886,14,59,73,65,22,6,35,48,177,2013-2014,2013
-Dewayne Dedmon,C,24,TOT,31,6,390,38,83,0.458,0,0,NA,38,83,0.457831325301205,0.458,21,32,0.656,38,89,127,5,7,22,18,66,97,2013-2014,2013
-Matthew Dellavedova,SG,23,CLE,72,4,1271,122,296,0.412,57,155,0.367741935483871,65,141,0.460992907801418,0.508,38,48,0.792,29,94,123,187,33,5,60,121,339,2013-2014,2013
-Luol Deng,SF,28,TOT,63,63,2213,371,860,0.431,57,189,0.301587301587302,314,671,0.46795827123696,0.465,212,268,0.791,99,262,361,183,62,9,114,111,1011,2013-2014,2013
-DeMar DeRozan,SG,24,TOR,79,79,3017,604,1407,0.429,64,210,0.304761904761905,540,1197,0.451127819548872,0.452,519,630,0.824,51,292,343,313,86,28,176,197,1791,2013-2014,2013
-Boris Diaw,PF,31,SAS,79,24,1974,302,580,0.521,45,112,0.401785714285714,257,468,0.549145299145299,0.559,68,92,0.739,74,252,326,222,44,32,121,140,717,2013-2014,2013
-Gorgui Dieng,C,24,MIN,60,15,818,113,227,0.498,1,1,1,112,226,0.495575221238938,0.5,59,93,0.634,103,197,300,39,30,50,54,108,286,2013-2014,2013
-Toney Douglas,PG,27,TOT,51,17,675,73,190,0.384,31,102,0.303921568627451,42,88,0.477272727272727,0.466,25,34,0.735,18,69,87,68,19,5,34,81,202,2013-2014,2013
-Chris Douglas-Roberts,SF,27,CHA,49,8,1016,111,252,0.44,51,132,0.386363636363636,60,120,0.5,0.542,66,82,0.805,16,103,119,51,29,16,36,61,339,2013-2014,2013
-Goran Dragic,SG,27,PHO,76,75,2668,552,1093,0.505,122,299,0.408026755852843,430,794,0.541561712846348,0.561,316,416,0.76,69,176,245,447,104,22,213,206,1542,2013-2014,2013
-Andre Drummond,C,20,DET,81,81,2619,479,769,0.623,0,2,0,479,767,0.624511082138201,0.623,137,328,0.418,440,631,1071,35,101,131,110,273,1095,2013-2014,2013
-Jared Dudley,SF,28,LAC,74,43,1729,196,447,0.438,81,225,0.36,115,222,0.518018018018018,0.529,38,58,0.655,36,124,160,104,41,10,56,146,511,2013-2014,2013
-Tim Duncan,C,37,SAS,74,74,2158,444,906,0.49,0,5,0,444,901,0.492785793562708,0.49,231,316,0.731,158,563,721,220,43,139,159,134,1119,2013-2014,2013
-Mike Dunleavy,SF,33,CHI,82,61,2584,333,774,0.43,123,324,0.37962962962963,210,450,0.466666666666667,0.51,140,164,0.854,46,299,345,186,64,46,108,163,929,2013-2014,2013
-Kevin Durant,SF,25,OKC,81,81,3122,849,1688,0.503,192,491,0.391038696537678,657,1197,0.548872180451128,0.56,703,805,0.873,58,540,598,445,103,59,285,174,2593,2013-2014,2013
-Shane Edwards,SF,26,CLE,2,0,12,1,3,0.333,0,0,NA,1,3,0.333333333333333,0.333,0,0,NA,1,1,2,0,0,0,1,1,2,2013-2014,2013
-Wayne Ellington,SG,26,DAL,45,1,393,55,126,0.437,25,59,0.423728813559322,30,67,0.447761194029851,0.536,10,11,0.909,8,35,43,19,16,2,11,33,145,2013-2014,2013
-Monta Ellis,PG,28,DAL,82,82,3023,576,1278,0.451,69,209,0.330143540669856,507,1069,0.474275023386342,0.478,339,430,0.788,38,257,295,471,141,23,264,197,1560,2013-2014,2013
-Melvin Ely,C,35,NOP,2,0,27,3,6,0.5,0,0,NA,3,6,0.5,0.5,0,0,NA,0,1,1,0,0,1,0,5,6,2013-2014,2013
-Jeremy Evans,SF,26,UTA,66,4,1209,175,332,0.527,0,2,0,175,330,0.53030303030303,0.527,51,75,0.68,120,190,310,44,42,46,40,139,401,2013-2014,2013
-Reggie Evans,PF,33,TOT,54,20,899,71,150,0.473,0,0,NA,71,150,0.473333333333333,0.473,72,130,0.554,115,219,334,21,37,3,58,119,214,2013-2014,2013
-Tyreke Evans,SF,24,NOP,72,22,2028,391,897,0.436,21,95,0.221052631578947,370,802,0.461346633416459,0.448,239,310,0.771,76,265,341,363,84,21,175,155,1042,2013-2014,2013
-Kenneth Faried,PF,24,DEN,80,77,2178,447,820,0.545,0,3,0,447,817,0.547123623011016,0.545,202,311,0.65,238,446,684,96,70,69,135,193,1096,2013-2014,2013
-Jordan Farmar,PG,27,LAL,41,5,912,151,364,0.415,70,160,0.4375,81,204,0.397058823529412,0.511,44,59,0.746,20,84,104,199,38,8,95,65,416,2013-2014,2013
-Vitor Faverani,C,25,BOS,37,8,488,64,147,0.435,12,40,0.3,52,107,0.485981308411215,0.476,24,37,0.649,42,86,128,16,14,27,41,74,164,2013-2014,2013
-Derrick Favors,PF,22,UTA,73,73,2201,390,747,0.522,0,1,0,390,746,0.522788203753351,0.522,190,284,0.669,199,438,637,91,75,108,129,236,970,2013-2014,2013
-Carrick Felix,SG,23,CLE,7,0,38,7,14,0.5,2,5,0.4,5,9,0.555555555555556,0.571,3,4,0.75,1,5,6,4,0,0,4,4,19,2013-2014,2013
-Raymond Felton,PG,29,NYK,65,65,2017,240,608,0.395,62,195,0.317948717948718,178,413,0.430992736077482,0.446,88,122,0.721,54,143,197,365,78,27,129,157,630,2013-2014,2013
-Landry Fields,SF,25,TOR,30,2,322,27,67,0.403,0,5,0,27,62,0.435483870967742,0.403,14,22,0.636,15,44,59,20,10,3,11,25,68,2013-2014,2013
-Derek Fisher,SG,39,OKC,81,0,1428,141,361,0.391,88,229,0.384279475982533,53,132,0.401515151515151,0.512,55,71,0.775,12,110,122,117,70,3,49,157,425,2013-2014,2013
-Evan Fournier,SG,21,DEN,76,4,1503,228,544,0.419,89,237,0.375527426160338,139,307,0.452768729641694,0.501,93,123,0.756,34,168,202,112,34,7,100,179,638,2013-2014,2013
-Randy Foye,SG,30,DEN,81,78,2485,361,875,0.413,189,498,0.379518072289157,172,377,0.456233421750663,0.521,157,185,0.849,36,196,232,287,67,39,145,205,1068,2013-2014,2013
-Jamaal Franklin,SG,22,MEM,21,0,161,16,39,0.41,5,11,0.454545454545455,11,28,0.392857142857143,0.474,2,2,1,4,19,23,6,4,2,11,23,39,2013-2014,2013
-Jimmer Fredette,SG,24,TOT,49,0,519,107,227,0.471,40,84,0.476190476190476,67,143,0.468531468531469,0.559,19,21,0.905,8,44,52,64,14,3,48,35,273,2013-2014,2013
-Joel Freeland,C,26,POR,52,0,727,77,162,0.475,0,2,0,77,160,0.48125,0.475,20,29,0.69,88,120,208,36,10,22,32,95,174,2013-2014,2013
-Channing Frye,PF,30,PHO,82,82,2312,336,778,0.432,160,432,0.37037037037037,176,346,0.508670520231214,0.535,78,95,0.821,73,343,416,98,60,63,89,245,910,2013-2014,2013
-Francisco Garcia,SF,32,HOU,55,4,1083,118,294,0.401,69,193,0.357512953367876,49,101,0.485148514851485,0.519,10,19,0.526,21,101,122,63,27,33,30,120,315,2013-2014,2013
-Kevin Garnett,C,37,BRK,54,54,1109,157,356,0.441,0,3,0,157,353,0.444759206798867,0.441,38,47,0.809,60,298,358,82,43,40,69,123,352,2013-2014,2013
-Diante Garrett,PG,25,UTA,71,0,1048,101,265,0.381,36,96,0.375,65,169,0.384615384615385,0.449,10,12,0.833,11,86,97,120,41,5,75,75,248,2013-2014,2013
-Marc Gasol,C,29,MEM,59,59,1970,336,711,0.473,2,11,0.181818181818182,334,700,0.477142857142857,0.474,185,241,0.768,84,340,424,215,59,76,111,150,859,2013-2014,2013
-Pau Gasol,C,33,LAL,60,60,1884,425,885,0.48,4,14,0.285714285714286,421,871,0.483352468427095,0.482,187,254,0.736,124,456,580,201,27,92,141,124,1041,2013-2014,2013
-Rudy Gay,SF,27,TOT,73,73,2531,537,1179,0.455,65,197,0.32994923857868,472,982,0.480651731160896,0.483,318,387,0.822,113,324,437,209,95,56,224,171,1457,2013-2014,2013
-Alonzo Gee,SF,26,CLE,65,24,1020,98,236,0.415,19,58,0.327586206896552,79,178,0.443820224719101,0.456,43,61,0.705,35,114,149,47,39,15,44,96,258,2013-2014,2013
-Paul George,SF,23,IND,80,80,2898,577,1362,0.424,182,500,0.364,395,862,0.458236658932715,0.49,401,464,0.864,64,478,542,283,151,22,224,198,1737,2013-2014,2013
-Taj Gibson,PF,28,CHI,82,8,2351,429,896,0.479,0,7,0,429,889,0.482564679415073,0.479,211,281,0.751,200,358,558,91,41,112,150,207,1069,2013-2014,2013
-Manu Ginobili,SG,36,SAS,68,3,1550,294,627,0.469,90,258,0.348837209302326,204,369,0.552845528455285,0.541,160,188,0.851,30,172,202,293,70,17,139,128,838,2013-2014,2013
-Rudy Gobert,C,21,UTA,45,0,434,36,74,0.486,0,0,NA,36,74,0.486486486486487,0.486,32,65,0.492,51,104,155,7,8,41,32,57,104,2013-2014,2013
-Ryan Gomes,SF,31,OKC,5,0,34,3,8,0.375,0,2,0,3,6,0.5,0.375,0,0,NA,0,4,4,1,0,0,1,5,6,2013-2014,2013
-Drew Gooden,C,32,WAS,22,0,395,76,143,0.531,7,17,0.411764705882353,69,126,0.547619047619048,0.556,24,27,0.889,37,77,114,15,10,7,17,53,183,2013-2014,2013
-Archie Goodwin,SG,19,PHO,52,0,533,76,167,0.455,5,36,0.138888888888889,71,131,0.541984732824427,0.47,37,55,0.673,25,62,87,20,20,11,44,45,194,2013-2014,2013
-Ben Gordon,SG,30,CHA,19,0,279,37,108,0.343,8,29,0.275862068965517,29,79,0.367088607594937,0.38,17,21,0.81,3,24,27,21,10,2,21,18,99,2013-2014,2013
-Eric Gordon,SG,25,NOP,64,64,2057,356,817,0.436,101,258,0.391472868217054,255,559,0.456171735241503,0.498,175,223,0.785,30,135,165,208,74,12,134,114,988,2013-2014,2013
-Marcin Gortat,C,29,WAS,81,80,2655,455,840,0.542,1,1,1,454,839,0.541120381406436,0.542,157,229,0.686,202,565,767,138,41,121,126,201,1068,2013-2014,2013
-Danny Granger,SF,30,TOT,41,2,847,116,307,0.378,43,128,0.3359375,73,179,0.407821229050279,0.448,63,67,0.94,31,102,133,41,12,17,46,62,338,2013-2014,2013
-Aaron Gray,C,29,TOT,37,6,355,27,61,0.443,0,1,0,27,60,0.45,0.443,11,20,0.55,42,69,111,22,10,8,31,64,65,2013-2014,2013
-Danny Green,SG,26,SAS,68,59,1651,218,505,0.432,132,318,0.415094339622642,86,187,0.459893048128342,0.562,50,63,0.794,25,204,229,104,65,61,76,107,618,2013-2014,2013
-Draymond Green,SF,23,GSW,82,12,1797,187,459,0.407,55,165,0.333333333333333,132,294,0.448979591836735,0.467,82,123,0.667,86,323,409,152,102,72,91,231,511,2013-2014,2013
-Gerald Green,SG,28,PHO,82,48,2330,448,1006,0.445,204,510,0.4,244,496,0.491935483870968,0.547,195,230,0.848,48,227,275,122,70,42,145,220,1295,2013-2014,2013
-Jeff Green,SF,27,BOS,82,82,2805,482,1171,0.412,135,396,0.340909090909091,347,775,0.447741935483871,0.469,283,356,0.795,54,326,380,138,57,47,165,180,1382,2013-2014,2013
-Willie Green,SG,32,LAC,55,9,869,102,271,0.376,41,121,0.338842975206612,61,150,0.406666666666667,0.452,28,34,0.824,12,66,78,50,22,11,34,96,273,2013-2014,2013
-Blake Griffin,PF,24,LAC,80,80,2863,718,1359,0.528,12,44,0.272727272727273,706,1315,0.536882129277567,0.533,482,674,0.715,192,565,757,309,92,51,224,265,1930,2013-2014,2013
-Jorge Gutierrez,PG,25,BRK,15,2,244,25,54,0.463,3,12,0.25,22,42,0.523809523809524,0.491,9,12,0.75,3,19,22,30,10,1,14,37,62,2013-2014,2013
-Jordan Hamilton,SF,23,TOT,60,12,1019,147,376,0.391,70,198,0.353535353535354,77,178,0.432584269662921,0.484,40,51,0.784,32,162,194,52,44,20,46,67,404,2013-2014,2013
-Justin Hamilton,C,23,TOT,8,0,72,9,20,0.45,3,9,0.333333333333333,6,11,0.545454545454545,0.525,5,5,1,4,3,7,0,5,0,4,8,26,2013-2014,2013
-Tyler Hansbrough,PF,28,TOR,64,4,978,93,196,0.474,0,2,0,93,194,0.479381443298969,0.474,126,185,0.681,120,167,287,17,28,19,47,132,312,2013-2014,2013
-Tim Hardaway,SG,21,NYK,81,1,1875,294,687,0.428,130,358,0.363128491620112,164,329,0.498480243161094,0.523,106,128,0.828,19,102,121,66,44,7,47,144,824,2013-2014,2013
-James Harden,SG,24,HOU,73,73,2777,549,1205,0.456,177,483,0.366459627329193,372,722,0.515235457063712,0.529,576,665,0.866,61,283,344,446,115,29,265,177,1851,2013-2014,2013
-Maurice Harkless,SF,20,ORL,80,41,1950,224,483,0.464,59,154,0.383116883116883,165,329,0.501519756838906,0.525,85,143,0.594,69,195,264,80,97,50,86,140,592,2013-2014,2013
-Josh Harrellson,C,24,DET,32,0,317,38,82,0.463,12,31,0.387096774193548,26,51,0.509803921568627,0.537,5,7,0.714,30,46,76,15,6,15,10,44,93,2013-2014,2013
-Al Harrington,PF,33,WAS,34,0,511,82,207,0.396,34,100,0.34,48,107,0.448598130841121,0.478,27,35,0.771,15,65,80,28,14,0,34,72,225,2013-2014,2013
-Devin Harris,PG,30,DAL,40,0,818,96,254,0.378,31,101,0.306930693069307,65,153,0.42483660130719,0.439,92,115,0.8,8,77,85,178,28,2,59,72,315,2013-2014,2013
-Elias Harris,SF,24,LAL,2,0,11,0,1,0,0,0,NA,0,1,0,0,0,0,NA,1,0,1,1,1,0,0,0,0,2013-2014,2013
-Manny Harris,SG,24,LAL,9,0,180,28,70,0.4,7,20,0.35,21,50,0.42,0.45,10,12,0.833,7,27,34,11,4,1,9,10,73,2013-2014,2013
-Mike Harris,PF,30,UTA,20,0,225,29,61,0.475,0,2,0,29,59,0.491525423728814,0.475,26,27,0.963,15,18,33,5,16,7,11,36,84,2013-2014,2013
-Tobias Harris,PF,21,ORL,61,36,1850,332,716,0.464,32,126,0.253968253968254,300,590,0.508474576271186,0.486,197,244,0.807,88,336,424,82,41,24,78,143,893,2013-2014,2013
-Udonis Haslem,PF,33,MIA,46,18,653,74,146,0.507,0,0,NA,74,146,0.506849315068493,0.507,25,44,0.568,42,133,175,13,11,15,24,79,173,2013-2014,2013
-Spencer Hawes,C,25,TOT,80,78,2470,403,883,0.456,128,308,0.415584415584416,275,575,0.478260869565217,0.529,119,152,0.783,131,529,660,240,44,94,173,237,1053,2013-2014,2013
-Chuck Hayes,C,30,TOT,61,1,754,56,130,0.431,0,1,0,56,129,0.434108527131783,0.431,20,25,0.8,69,141,210,35,34,12,33,95,132,2013-2014,2013
-Gordon Hayward,SF,23,UTA,77,77,2800,426,1032,0.413,85,280,0.303571428571429,341,752,0.453457446808511,0.454,311,381,0.816,62,329,391,400,110,40,212,155,1248,2013-2014,2013
-Gerald Henderson,SG,26,CHA,77,77,2461,403,930,0.433,40,115,0.347826086956522,363,815,0.445398773006135,0.455,235,309,0.761,31,279,310,199,51,32,113,159,1081,2013-2014,2013
-Xavier Henry,SF,22,LAL,43,5,908,144,345,0.417,28,81,0.345679012345679,116,264,0.439393939393939,0.458,116,177,0.655,25,89,114,51,44,7,57,79,432,2013-2014,2013
-John Henson,PF,23,MIL,70,23,1856,344,639,0.538,0,1,0,344,638,0.539184952978056,0.538,91,177,0.514,171,326,497,113,41,116,114,185,779,2013-2014,2013
-Roy Hibbert,C,27,IND,81,81,2409,331,754,0.439,2,5,0.4,329,749,0.439252336448598,0.44,207,269,0.77,202,336,538,91,29,182,148,269,871,2013-2014,2013
-J.J. Hickson,PF,25,DEN,69,52,1859,332,654,0.508,0,8,0,332,646,0.513931888544892,0.508,150,290,0.517,206,426,632,96,47,51,128,177,814,2013-2014,2013
-Nene Hilario,PF,31,WAS,53,37,1560,299,594,0.503,1,5,0.2,298,589,0.505942275042445,0.504,155,266,0.583,65,229,294,153,64,47,117,164,754,2013-2014,2013
-George Hill,PG,27,IND,76,76,2434,272,616,0.442,95,260,0.365384615384615,177,356,0.497191011235955,0.519,142,176,0.807,53,230,283,265,75,23,92,158,781,2013-2014,2013
-Jordan Hill,PF,26,LAL,72,32,1500,286,521,0.549,0,1,0,286,520,0.55,0.549,124,181,0.685,194,341,535,54,29,64,75,172,696,2013-2014,2013
-Solomon Hill,SF,22,IND,28,0,226,17,40,0.425,7,23,0.304347826086957,10,17,0.588235294117647,0.513,6,7,0.857,9,32,41,12,5,2,13,19,47,2013-2014,2013
-Kirk Hinrich,PG,33,CHI,73,61,2116,243,619,0.393,85,242,0.351239669421488,158,377,0.419098143236074,0.461,95,125,0.76,31,161,192,286,80,26,120,203,666,2013-2014,2013
-Jrue Holiday,PG,23,NOP,34,34,1143,203,454,0.447,30,77,0.38961038961039,173,377,0.458885941644562,0.48,51,63,0.81,28,114,142,268,56,12,105,92,487,2013-2014,2013
-Ryan Hollins,PF,29,LAC,61,0,482,53,72,0.736,0,0,NA,53,72,0.736111111111111,0.736,35,56,0.625,31,59,90,8,9,31,29,87,141,2013-2014,2013
-Scotty Hopson,SG,24,CLE,2,0,7,0,4,0,0,2,0,0,2,0,0,1,2,0.5,0,0,0,1,1,0,0,0,1,2013-2014,2013
-Al Horford,C,27,ATL,29,29,958,238,420,0.567,4,11,0.363636363636364,234,409,0.572127139364303,0.571,58,85,0.682,66,178,244,76,27,44,64,56,538,2013-2014,2013
-Dwight Howard,C,28,HOU,71,71,2396,473,800,0.591,2,7,0.285714285714286,471,793,0.593947036569987,0.593,349,638,0.547,231,635,866,131,60,128,229,240,1297,2013-2014,2013
-Robbie Hummel,SF,24,MIN,53,5,655,67,177,0.379,32,89,0.359550561797753,35,88,0.397727272727273,0.469,15,16,0.938,35,97,132,23,16,2,10,57,181,2013-2014,2013
-Kris Humphries,PF,28,BOS,69,30,1376,231,461,0.501,0,2,0,231,459,0.503267973856209,0.501,117,144,0.813,127,282,409,67,31,61,64,136,579,2013-2014,2013
-Serge Ibaka,PF,24,OKC,81,81,2666,524,978,0.536,23,60,0.383333333333333,501,918,0.545751633986928,0.548,156,199,0.784,224,485,709,85,39,219,123,233,1227,2013-2014,2013
-Andre Iguodala,SF,30,GSW,63,63,2040,220,458,0.48,62,175,0.354285714285714,158,283,0.558303886925795,0.548,86,132,0.652,53,240,293,263,95,18,100,103,588,2013-2014,2013
-Ersan Ilyasova,PF,26,MIL,55,47,1478,237,579,0.409,37,131,0.282442748091603,200,448,0.446428571428571,0.441,107,130,0.823,107,235,342,72,46,8,61,135,618,2013-2014,2013
-Kyrie Irving,PG,21,CLE,71,71,2496,532,1237,0.43,123,344,0.357558139534884,409,893,0.458006718924972,0.48,291,338,0.861,52,207,259,433,108,23,190,163,1478,2013-2014,2013
-Royal Ivey,SG,32,OKC,2,0,5,0,2,0,0,1,0,0,1,0,0,0,0,NA,0,1,1,0,0,0,0,1,0,2013-2014,2013
-Jarrett Jack,PG,30,CLE,80,31,2252,286,698,0.41,63,185,0.340540540540541,223,513,0.434697855750487,0.455,125,149,0.839,22,201,223,324,56,22,133,133,760,2013-2014,2013
-Reggie Jackson,PG,23,OKC,80,36,2277,403,916,0.44,83,245,0.338775510204082,320,671,0.476900149031297,0.485,158,177,0.893,43,270,313,331,85,9,168,142,1047,2013-2014,2013
-Stephen Jackson,SF,35,LAC,9,0,107,6,26,0.231,1,14,0.0714285714285714,5,12,0.416666666666667,0.25,2,4,0.5,2,8,10,5,6,1,6,11,15,2013-2014,2013
-Bernard James,C,28,DAL,30,0,146,11,23,0.478,0,1,0,11,22,0.5,0.478,6,11,0.545,15,27,42,3,3,8,10,24,28,2013-2014,2013
-Damion James,G,26,SAS,5,1,50,2,9,0.222,0,2,0,2,7,0.285714285714286,0.222,2,2,1,1,11,12,3,0,1,1,3,6,2013-2014,2013
-LeBron James,PF,29,MIA,77,77,2902,767,1353,0.567,116,306,0.379084967320261,651,1047,0.621776504297994,0.61,439,585,0.75,81,452,533,488,121,26,270,126,2089,2013-2014,2013
-Mike James,PG,38,CHI,11,0,77,5,21,0.238,1,5,0.2,4,16,0.25,0.262,0,2,0,0,7,7,17,2,0,5,11,11,2013-2014,2013
-Antawn Jamison,PF,37,LAC,22,0,248,29,92,0.315,8,41,0.195121951219512,21,51,0.411764705882353,0.359,18,25,0.72,9,46,55,7,9,3,7,29,84,2013-2014,2013
-Othyus Jeffers,SG,28,TOT,6,1,47,3,6,0.5,0,2,0,3,4,0.75,0.5,3,4,0.75,1,8,9,1,0,0,1,3,9,2013-2014,2013
-Al Jefferson,C,29,CHA,73,73,2553,700,1376,0.509,3,15,0.2,697,1361,0.512123438648053,0.51,191,277,0.69,156,636,792,155,67,79,124,176,1594,2013-2014,2013
-Richard Jefferson,SF,33,UTA,82,78,2213,294,654,0.45,123,301,0.408637873754153,171,353,0.484419263456091,0.544,120,162,0.741,18,201,219,130,56,14,94,168,831,2013-2014,2013
-John Jenkins,SG,22,ATL,13,0,158,16,42,0.381,4,18,0.222222222222222,12,24,0.5,0.429,4,4,1,3,19,22,11,1,1,11,11,40,2013-2014,2013
-Brandon Jennings,PG,24,DET,80,79,2728,423,1135,0.373,154,457,0.336980306345733,269,678,0.396755162241888,0.441,241,321,0.751,59,185,244,609,101,8,215,157,1241,2013-2014,2013
-Jonas Jerebko,PF,26,DET,64,0,741,98,208,0.471,31,74,0.418918918918919,67,134,0.5,0.546,43,59,0.729,51,124,175,39,21,6,43,85,270,2013-2014,2013
-Amir Johnson,PF,26,TOR,77,72,2214,344,612,0.562,20,66,0.303030303030303,324,546,0.593406593406593,0.578,91,143,0.636,172,333,505,115,56,88,123,271,799,2013-2014,2013
-Chris Johnson,SF,23,BOS,40,0,789,85,214,0.397,43,127,0.338582677165354,42,87,0.482758620689655,0.498,37,43,0.86,31,66,97,31,27,4,22,63,250,2013-2014,2013
-James Johnson,SF,26,MEM,52,4,956,143,308,0.464,22,87,0.252873563218391,121,221,0.547511312217195,0.5,76,90,0.844,60,106,166,111,42,57,66,102,384,2013-2014,2013
-Joe Johnson,SG,32,BRK,79,79,2575,462,1018,0.454,162,404,0.400990099009901,300,614,0.488599348534202,0.533,159,195,0.815,48,222,270,216,47,10,120,129,1245,2013-2014,2013
-Orlando Johnson,SG,24,TOT,45,0,392,36,113,0.319,9,47,0.191489361702128,27,66,0.409090909090909,0.358,19,26,0.731,9,46,55,20,6,2,15,26,100,2013-2014,2013
-Wesley Johnson,SF,26,LAL,79,62,2240,277,651,0.425,100,271,0.3690036900369,177,380,0.465789473684211,0.502,61,77,0.792,70,278,348,124,86,77,90,207,715,2013-2014,2013
-Darius Johnson-Odom,SG,24,PHI,3,0,15,0,7,0,0,3,0,0,4,0,0,0,2,0,0,2,2,1,1,0,2,3,0,2013-2014,2013
-James Jones,SF,33,MIA,20,6,236,31,68,0.456,28,54,0.518518518518518,3,14,0.214285714285714,0.662,7,11,0.636,2,21,23,9,3,4,4,6,97,2013-2014,2013
-Perry Jones,PF,22,OKC,62,7,764,83,181,0.459,22,61,0.360655737704918,61,120,0.508333333333333,0.519,28,42,0.667,28,86,114,26,14,19,21,62,216,2013-2014,2013
-Solomon Jones,PF,29,ORL,11,0,85,6,17,0.353,0,0,NA,6,17,0.352941176470588,0.353,2,4,0.5,8,8,16,2,2,2,2,12,14,2013-2014,2013
-Terrence Jones,PF,22,HOU,76,71,2078,386,712,0.542,31,101,0.306930693069307,355,611,0.5810147299509,0.564,118,195,0.605,162,366,528,87,53,99,71,139,921,2013-2014,2013
-DeAndre Jordan,C,25,LAC,82,82,2870,348,515,0.676,0,0,NA,348,515,0.675728155339806,0.676,160,374,0.428,331,783,1114,74,80,203,123,264,856,2013-2014,2013
-Cory Joseph,SG,22,SAS,68,19,936,126,265,0.475,12,38,0.315789473684211,114,227,0.502202643171806,0.498,79,96,0.823,32,75,107,114,35,14,43,84,343,2013-2014,2013
-Chris Kaman,C,31,LAL,39,13,736,176,346,0.509,0,3,0,176,343,0.513119533527697,0.509,52,68,0.765,54,175,229,58,11,40,74,93,404,2013-2014,2013
-Enes Kanter,C,21,UTA,80,37,2138,419,853,0.491,0,1,0,419,852,0.491784037558685,0.491,149,204,0.73,222,376,598,75,28,42,144,230,987,2013-2014,2013
-Sergey Karasev,SF,20,CLE,22,1,156,12,35,0.343,4,19,0.210526315789474,8,16,0.5,0.4,9,10,0.9,0,16,16,6,3,1,11,22,37,2013-2014,2013
-Ryan Kelly,PF,22,LAL,59,25,1312,157,371,0.423,48,142,0.338028169014085,109,229,0.475982532751092,0.488,110,135,0.815,42,177,219,95,32,45,47,147,472,2013-2014,2013
-Michael Kidd-Gilchrist,SF,20,CHA,62,62,1502,167,353,0.473,1,9,0.111111111111111,166,344,0.482558139534884,0.475,113,184,0.614,109,215,324,52,43,39,60,145,448,2013-2014,2013
-Andrei Kirilenko,PF,32,BRK,45,4,857,82,160,0.513,1,5,0.2,81,155,0.52258064516129,0.516,61,119,0.513,55,91,146,72,40,19,54,65,226,2013-2014,2013
-Brandon Knight,PG,22,MIL,72,69,2400,461,1092,0.422,110,338,0.325443786982249,351,754,0.46551724137931,0.473,259,323,0.802,46,209,255,352,69,17,188,146,1291,2013-2014,2013
-Kyle Korver,SG,32,ATL,71,71,2408,289,609,0.475,185,392,0.471938775510204,104,217,0.47926267281106,0.626,87,94,0.926,22,260,282,208,70,24,102,147,850,2013-2014,2013
-Kosta Koufos,C,24,MEM,80,22,1349,227,459,0.495,0,0,NA,227,459,0.494553376906318,0.495,60,93,0.645,160,258,418,39,32,71,67,182,514,2013-2014,2013
-Viacheslav Kravtsov,C,26,PHO,20,0,59,8,15,0.533,0,0,NA,8,15,0.533333333333333,0.533,4,8,0.5,9,8,17,1,0,1,6,7,20,2013-2014,2013
-Ognjen Kuzmic,C,23,GSW,21,0,92,5,13,0.385,0,0,NA,5,13,0.384615384615385,0.385,5,11,0.455,10,11,21,2,3,4,10,17,15,2013-2014,2013
-Doron Lamb,SG,22,ORL,53,0,695,63,160,0.394,36,90,0.4,27,70,0.385714285714286,0.506,29,36,0.806,8,41,49,43,11,1,27,54,191,2013-2014,2013
-Jeremy Lamb,SG,21,OKC,78,0,1538,263,609,0.432,88,247,0.356275303643725,175,362,0.483425414364641,0.504,51,64,0.797,27,162,189,115,56,26,61,143,665,2013-2014,2013
-Carl Landry,PF,30,SAC,18,1,233,31,60,0.517,0,0,NA,31,60,0.516666666666667,0.517,14,17,0.824,15,42,57,5,3,1,9,34,76,2013-2014,2013
-Shane Larkin,PG,21,DAL,48,0,489,52,137,0.38,12,38,0.315789473684211,40,99,0.404040404040404,0.423,16,25,0.64,11,31,42,71,26,1,39,46,132,2013-2014,2013
-Ty Lawson,PG,26,DEN,62,61,2222,347,806,0.431,72,202,0.356435643564356,275,604,0.455298013245033,0.475,324,406,0.798,40,175,215,543,100,10,200,113,1090,2013-2014,2013
-Ricky Ledo,SG,21,DAL,11,0,33,6,17,0.353,3,8,0.375,3,9,0.333333333333333,0.441,4,4,1,0,2,2,2,1,0,2,2,19,2013-2014,2013
-Courtney Lee,SG,28,TOT,79,47,1973,295,614,0.48,72,194,0.371134020618557,223,420,0.530952380952381,0.539,99,112,0.884,29,158,187,115,65,28,73,127,761,2013-2014,2013
-David Lee,PF,30,GSW,69,67,2288,513,981,0.523,0,1,0,513,980,0.523469387755102,0.523,231,296,0.78,182,461,643,147,48,26,152,206,1257,2013-2014,2013
-Alex Len,C,20,PHO,42,3,362,33,78,0.423,0,0,NA,33,78,0.423076923076923,0.423,20,31,0.645,39,60,99,4,4,18,26,68,86,2013-2014,2013
-Kawhi Leonard,SF,22,SAS,66,65,1923,337,645,0.522,69,182,0.379120879120879,268,463,0.578833693304536,0.576,101,126,0.802,76,336,412,133,114,50,80,127,844,2013-2014,2013
-Meyers Leonard,C,21,POR,40,0,355,41,91,0.451,0,6,0,41,85,0.482352941176471,0.451,16,21,0.762,26,85,111,18,7,5,15,76,98,2013-2014,2013
-Jon Leuer,PF,24,MEM,49,0,642,121,246,0.492,23,49,0.469387755102041,98,197,0.49746192893401,0.539,37,47,0.787,37,121,158,20,18,13,27,63,302,2013-2014,2013
-Rashard Lewis,SF,34,MIA,60,6,971,98,236,0.415,46,134,0.343283582089552,52,102,0.509803921568627,0.513,26,33,0.788,24,86,110,57,53,8,35,90,268,2013-2014,2013
-DeAndre Liggins,SG,25,MIA,1,0,1,1,1,1,0,0,NA,1,1,1,1,0,0,NA,1,0,1,0,0,0,0,0,2,2013-2014,2013
-Damian Lillard,PG,23,POR,82,82,2937,553,1304,0.424,218,554,0.393501805054152,335,750,0.446666666666667,0.508,371,426,0.871,35,253,288,457,64,22,193,197,1695,2013-2014,2013
-Jeremy Lin,PG,25,HOU,71,33,2054,295,662,0.446,82,229,0.358078602620087,213,433,0.491916859122402,0.508,218,265,0.823,34,153,187,294,68,27,176,166,890,2013-2014,2013
-Shaun Livingston,PG,28,BRK,76,54,1974,235,487,0.483,1,6,0.166666666666667,234,481,0.486486486486487,0.484,158,191,0.827,67,179,246,245,93,31,105,172,629,2013-2014,2013
-Brook Lopez,C,25,BRK,17,17,533,129,229,0.563,0,1,0,129,228,0.565789473684211,0.563,94,115,0.817,39,63,102,16,9,30,28,52,352,2013-2014,2013
-Robin Lopez,C,25,POR,82,82,2603,355,644,0.551,0,1,0,355,643,0.552099533437014,0.551,198,242,0.818,326,374,700,73,25,139,84,196,908,2013-2014,2013
-Kevin Love,PF,25,MIN,77,77,2797,650,1421,0.457,190,505,0.376237623762376,460,916,0.502183406113537,0.524,520,633,0.821,224,739,963,341,59,35,196,136,2010,2013-2014,2013
-Kyle Lowry,PG,27,TOR,79,79,2862,457,1080,0.423,190,500,0.38,267,580,0.460344827586207,0.511,313,385,0.813,88,281,369,586,121,15,194,267,1417,2013-2014,2013
-John Lucas,PG,31,UTA,42,6,591,62,190,0.326,25,84,0.297619047619048,37,106,0.349056603773585,0.392,10,16,0.625,12,27,39,42,14,0,22,41,159,2013-2014,2013
-Shelvin Mack,PG,23,ATL,73,11,1490,209,501,0.417,62,184,0.33695652173913,147,317,0.463722397476341,0.479,64,74,0.865,21,139,160,271,50,2,89,100,544,2013-2014,2013
-Ian Mahinmi,C,27,IND,77,1,1248,91,189,0.481,0,1,0,91,188,0.484042553191489,0.481,90,145,0.621,107,150,257,24,41,72,58,207,272,2013-2014,2013
-Shawn Marion,SF,35,DAL,76,76,2409,341,708,0.482,58,162,0.358024691358025,283,546,0.518315018315018,0.523,51,65,0.785,132,365,497,124,90,37,95,125,791,2013-2014,2013
-Kendall Marshall,PG,22,LAL,54,45,1564,170,419,0.406,71,178,0.398876404494382,99,241,0.410788381742739,0.49,19,36,0.528,15,140,155,477,48,4,150,76,430,2013-2014,2013
-Cartier Martin,SF,29,TOT,59,6,870,111,264,0.42,59,151,0.390728476821192,52,113,0.460176991150442,0.532,48,65,0.738,13,97,110,33,27,7,34,71,329,2013-2014,2013
-Kenyon Martin,PF,36,NYK,32,15,633,63,123,0.512,0,1,0,63,122,0.516393442622951,0.512,11,19,0.579,36,98,134,50,25,27,26,85,137,2013-2014,2013
-Kevin Martin,SG,30,MIN,68,68,2177,440,1023,0.43,115,297,0.387205387205387,325,726,0.447658402203857,0.486,303,340,0.891,34,169,203,121,66,6,106,123,1298,2013-2014,2013
-Roger Mason,SG,33,MIA,25,2,260,25,67,0.373,17,48,0.354166666666667,8,19,0.421052631578947,0.5,7,7,1,1,21,22,19,6,1,9,26,74,2013-2014,2013
-Wesley Matthews,SG,27,POR,82,82,2780,445,1009,0.441,201,511,0.393346379647749,244,498,0.48995983935743,0.541,252,301,0.837,51,238,289,197,76,14,110,176,1343,2013-2014,2013
-Jason Maxiell,PF,30,ORL,34,13,488,47,105,0.448,0,0,NA,47,105,0.447619047619048,0.448,15,31,0.484,28,58,86,9,8,20,14,47,109,2013-2014,2013
-Eric Maynor,PG,26,TOT,31,0,327,32,101,0.317,12,37,0.324324324324324,20,64,0.3125,0.376,6,11,0.545,9,30,39,52,9,3,29,17,82,2013-2014,2013
-O.J. Mayo,SG,26,MIL,52,23,1346,224,550,0.407,84,227,0.370044052863436,140,323,0.43343653250774,0.484,76,88,0.864,24,100,124,113,28,13,95,111,608,2013-2014,2013
-Luc Mbah a Moute,PF,27,TOT,64,7,1003,87,193,0.451,4,17,0.235294117647059,83,176,0.471590909090909,0.461,46,67,0.687,56,90,146,36,30,14,40,68,224,2013-2014,2013
-Ray McCallum,PG,22,SAC,45,10,897,113,300,0.377,22,59,0.372881355932203,91,241,0.377593360995851,0.413,32,43,0.744,18,61,79,120,22,9,39,69,280,2013-2014,2013
-C.J. McCollum,SG,22,POR,38,0,476,74,178,0.416,30,80,0.375,44,98,0.448979591836735,0.5,23,34,0.676,7,41,48,27,14,2,35,53,201,2013-2014,2013
-JaVale McGee,C,26,DEN,5,5,79,17,38,0.447,0,0,NA,17,38,0.447368421052632,0.447,1,1,1,10,7,17,2,1,7,8,16,35,2013-2014,2013
-Ben McLemore,SG,20,SAC,82,55,2187,255,679,0.376,95,297,0.31986531986532,160,382,0.418848167539267,0.446,115,143,0.804,53,182,235,82,45,18,96,201,720,2013-2014,2013
-Josh McRoberts,PF,26,CHA,78,78,2360,247,566,0.436,105,291,0.360824742268041,142,275,0.516363636363636,0.529,62,85,0.729,85,288,373,333,58,46,83,189,661,2013-2014,2013
-Jodie Meeks,SG,26,LAL,77,70,2556,413,892,0.463,162,404,0.400990099009901,251,488,0.514344262295082,0.554,221,258,0.857,30,164,194,138,111,4,111,119,1209,2013-2014,2013
-Gal Mekel,PG,25,DAL,31,1,292,30,86,0.349,5,20,0.25,25,66,0.378787878787879,0.378,8,12,0.667,5,22,27,63,4,1,31,31,73,2013-2014,2013
-Khris Middleton,SF,22,MIL,82,64,2460,376,854,0.44,120,290,0.413793103448276,256,564,0.453900709219858,0.511,118,137,0.861,60,250,310,169,83,20,123,243,990,2013-2014,2013
-C.J. Miles,SG,26,CLE,51,34,984,178,409,0.435,83,211,0.393364928909953,95,198,0.47979797979798,0.537,64,75,0.853,18,85,103,52,46,15,44,103,503,2013-2014,2013
-Andre Miller,SG,37,TOT,58,2,982,106,231,0.459,11,21,0.523809523809524,95,210,0.452380952380952,0.483,60,77,0.779,28,102,130,197,34,9,61,75,283,2013-2014,2013
-Darius Miller,SF,23,NOP,45,7,723,73,166,0.44,25,77,0.324675324675325,48,89,0.539325842696629,0.515,29,36,0.806,9,43,52,43,24,9,22,88,200,2013-2014,2013
-Mike Miller,SF,33,MEM,82,4,1707,213,443,0.481,107,233,0.459227467811159,106,210,0.504761904761905,0.602,46,56,0.821,30,177,207,130,26,5,77,95,579,2013-2014,2013
-Quincy Miller,SF,21,DEN,52,16,789,94,256,0.367,30,94,0.319148936170213,64,162,0.395061728395062,0.426,39,55,0.709,36,111,147,26,22,32,48,70,257,2013-2014,2013
-Patrick Mills,PG,25,SAS,81,2,1527,309,666,0.464,135,318,0.424528301886792,174,348,0.5,0.565,73,82,0.89,34,135,169,149,68,9,63,114,826,2013-2014,2013
-Paul Millsap,PF,28,ATL,74,73,2482,483,1047,0.461,76,212,0.358490566037736,407,835,0.487425149700599,0.498,286,391,0.731,154,473,627,232,129,78,185,210,1328,2013-2014,2013
-Tony Mitchell,PF,21,DET,21,0,79,5,12,0.417,1,1,1,4,11,0.363636363636364,0.458,11,19,0.579,15,11,26,2,6,3,4,9,22,2013-2014,2013
-Nazr Mohammed,C,36,CHI,80,1,562,54,126,0.429,0,0,NA,54,126,0.428571428571429,0.429,16,30,0.533,66,109,175,20,14,30,37,77,124,2013-2014,2013
-Greg Monroe,PF,23,DET,82,82,2690,504,1015,0.497,0,1,0,504,1014,0.497041420118343,0.497,241,367,0.657,256,504,760,171,91,47,166,205,1249,2013-2014,2013
-E'Twaun Moore,SG,24,ORL,79,3,1506,195,456,0.428,57,161,0.354037267080745,138,295,0.467796610169492,0.49,52,68,0.765,29,107,136,112,60,13,55,106,499,2013-2014,2013
-Darius Morris,PG,23,TOT,27,0,313,39,96,0.406,12,38,0.315789473684211,27,58,0.46551724137931,0.469,17,26,0.654,7,19,26,44,13,0,27,33,107,2013-2014,2013
-Marcus Morris,SF,24,PHO,82,1,1800,288,651,0.442,99,260,0.380769230769231,189,391,0.483375959079284,0.518,121,159,0.761,84,235,319,88,72,18,95,157,796,2013-2014,2013
-Markieff Morris,PF,24,PHO,81,0,2153,411,845,0.486,34,108,0.314814814814815,377,737,0.511533242876526,0.507,259,327,0.792,139,346,485,144,68,51,147,232,1115,2013-2014,2013
-Anthony Morrow,SG,28,NOP,76,9,1426,238,520,0.458,88,195,0.451282051282051,150,325,0.461538461538462,0.542,72,87,0.828,29,111,140,59,38,12,51,102,636,2013-2014,2013
-Donatas Motiejunas,PF,23,HOU,62,3,952,131,296,0.443,21,84,0.25,110,212,0.518867924528302,0.478,58,96,0.604,60,165,225,34,20,21,49,132,341,2013-2014,2013
-Arnett Moultrie,PF,23,PHI,12,2,187,16,38,0.421,0,0,NA,16,38,0.421052631578947,0.421,4,5,0.8,11,24,35,2,8,4,7,22,36,2013-2014,2013
-Timofey Mozgov,C,27,DEN,82,30,1770,285,545,0.523,4,24,0.166666666666667,281,521,0.539347408829175,0.527,196,260,0.754,171,357,528,62,27,100,122,213,770,2013-2014,2013
-Shabazz Muhammad,SG,21,MIN,37,0,290,57,124,0.46,3,11,0.272727272727273,54,113,0.47787610619469,0.472,26,40,0.65,24,29,53,6,8,1,16,24,143,2013-2014,2013
-Byron Mullens,C,24,TOT,45,0,414,73,165,0.442,33,89,0.370786516853933,40,76,0.526315789473684,0.542,10,20,0.5,24,68,92,14,15,11,27,64,189,2013-2014,2013
-Erik Murphy,C,23,CHI,24,0,62,3,13,0.231,0,3,0,3,10,0.3,0.231,0,0,NA,2,6,8,2,0,4,2,7,6,2013-2014,2013
-Toure' Murry,PG,24,NYK,51,0,373,56,129,0.434,5,12,0.416666666666667,51,117,0.435897435897436,0.453,23,39,0.59,13,31,44,49,19,1,34,46,140,2013-2014,2013
-Mike Muscala,C,22,ATL,20,0,215,31,73,0.425,0,3,0,31,70,0.442857142857143,0.425,14,14,1,17,35,52,7,3,10,12,29,76,2013-2014,2013
-Hamady N'Diaye,C,27,SAC,14,0,74,3,9,0.333,0,0,NA,3,9,0.333333333333333,0.333,0,1,0,5,13,18,3,0,4,3,15,6,2013-2014,2013
-Steve Nash,PG,39,LAL,15,10,313,36,94,0.383,8,24,0.333333333333333,28,70,0.4,0.426,22,24,0.917,4,25,29,86,7,2,31,18,102,2013-2014,2013
-Gary Neal,SG,29,TOT,52,3,1114,193,471,0.41,68,180,0.377777777777778,125,291,0.429553264604811,0.482,94,105,0.895,10,80,90,83,18,0,64,65,548,2013-2014,2013
-Nemanja Nedovic,SG,22,GSW,24,0,142,8,39,0.205,3,18,0.166666666666667,5,21,0.238095238095238,0.244,7,8,0.875,3,12,15,13,0,1,13,13,26,2013-2014,2013
-Jameer Nelson,PG,31,ORL,68,68,2179,294,747,0.394,136,391,0.347826086956522,158,356,0.443820224719101,0.485,96,112,0.857,29,202,231,476,52,5,166,146,820,2013-2014,2013
-Andrew Nicholson,PF,24,ORL,76,5,1174,180,420,0.429,28,89,0.314606741573034,152,331,0.459214501510574,0.462,47,57,0.825,53,202,255,25,18,23,51,150,435,2013-2014,2013
-Joakim Noah,C,28,CHI,80,80,2820,380,800,0.475,0,2,0,380,798,0.476190476190476,0.475,247,335,0.737,282,618,900,431,99,121,194,245,1007,2013-2014,2013
-Steve Novak,PF,30,TOR,54,1,540,60,146,0.411,52,122,0.426229508196721,8,24,0.333333333333333,0.589,6,6,1,8,50,58,13,12,4,5,44,178,2013-2014,2013
-Dirk Nowitzki,PF,35,DAL,80,80,2628,633,1273,0.497,131,329,0.398176291793313,502,944,0.531779661016949,0.549,338,376,0.899,40,458,498,216,73,45,117,165,1735,2013-2014,2013
-James Nunnally,SF,23,TOT,13,0,165,15,46,0.326,8,25,0.32,7,21,0.333333333333333,0.413,6,9,0.667,1,18,19,8,6,2,7,11,44,2013-2014,2013
-Jermaine O'Neal,PF,35,GSW,44,13,883,125,248,0.504,0,0,NA,125,248,0.504032258064516,0.504,99,132,0.75,85,157,242,25,14,40,52,102,349,2013-2014,2013
-Kyle O'Quinn,C,23,ORL,69,19,1188,186,371,0.501,0,3,0,186,368,0.505434782608696,0.501,57,83,0.687,100,264,364,78,39,88,78,165,429,2013-2014,2013
-Greg Oden,C,26,MIA,23,6,212,27,49,0.551,0,0,NA,27,49,0.551020408163265,0.551,13,23,0.565,23,31,54,1,7,13,12,52,67,2013-2014,2013
-Victor Oladipo,PG,21,ORL,80,44,2487,392,936,0.419,74,226,0.327433628318584,318,710,0.447887323943662,0.458,248,318,0.78,43,286,329,327,129,37,256,210,1106,2013-2014,2013
-Kelly Olynyk,C,22,BOS,70,9,1400,234,502,0.466,40,114,0.350877192982456,194,388,0.5,0.506,99,122,0.811,140,225,365,109,35,27,106,227,607,2013-2014,2013
-Arinze Onuaku,PF,26,TOT,5,0,30,1,5,0.2,0,0,NA,1,5,0.2,0.2,1,2,0.5,2,6,8,3,0,0,1,3,3,2013-2014,2013
-Daniel Orton,C,23,PHI,22,4,251,21,47,0.447,0,0,NA,21,47,0.446808510638298,0.447,23,30,0.767,16,45,61,15,6,16,18,38,65,2013-2014,2013
-Travis Outlaw,SF,29,SAC,63,4,1065,130,326,0.399,41,117,0.35042735042735,89,209,0.425837320574163,0.462,42,52,0.808,36,132,168,48,20,19,26,94,343,2013-2014,2013
-Zaza Pachulia,C,29,MIL,53,43,1325,149,349,0.427,0,1,0,149,348,0.42816091954023,0.427,110,130,0.846,141,192,333,136,45,14,92,124,408,2013-2014,2013
-Jannero Pargo,PG,34,CHA,29,0,242,52,118,0.441,24,60,0.4,28,58,0.482758620689655,0.542,8,11,0.727,1,19,20,52,14,1,26,17,136,2013-2014,2013
-Tony Parker,PG,31,SAS,68,68,1997,456,914,0.499,25,67,0.373134328358209,431,847,0.508854781582054,0.513,197,243,0.811,17,138,155,388,36,9,151,86,1134,2013-2014,2013
-Chandler Parsons,SF,25,HOU,74,74,2783,466,987,0.472,130,351,0.37037037037037,336,636,0.528301886792453,0.538,164,221,0.742,69,340,409,298,88,29,144,168,1226,2013-2014,2013
-Patrick Patterson,PF,24,TOT,65,13,1533,225,489,0.46,55,151,0.364238410596026,170,338,0.502958579881657,0.516,50,71,0.704,117,225,342,78,55,37,65,159,555,2013-2014,2013
-Chris Paul,PG,28,LAC,62,62,2171,406,870,0.467,78,212,0.367924528301887,328,658,0.498480243161094,0.511,295,345,0.855,38,230,268,663,154,4,145,157,1185,2013-2014,2013
-Nikola Pekovic,C,28,MIN,54,54,1663,379,701,0.541,0,0,NA,379,701,0.540656205420827,0.541,186,249,0.747,206,262,468,50,30,23,84,129,944,2013-2014,2013
-Kendrick Perkins,C,29,OKC,62,62,1207,87,193,0.451,0,1,0,87,192,0.453125,0.451,37,67,0.552,82,223,305,67,26,32,90,177,211,2013-2014,2013
-Paul Pierce,SF,36,BRK,75,68,2098,321,712,0.451,112,300,0.373333333333333,209,412,0.507281553398058,0.529,256,310,0.826,26,322,348,178,86,31,153,190,1010,2013-2014,2013
-Dexter Pittman,C,25,ATL,2,0,3,0,1,0,0,0,NA,0,1,0,0,0,2,0,3,0,3,0,0,0,0,0,0,2013-2014,2013
-Mason Plumlee,PF,23,BRK,70,22,1275,199,302,0.659,0,3,0,199,299,0.665551839464883,0.659,122,195,0.626,99,209,308,60,49,55,77,171,520,2013-2014,2013
-Miles Plumlee,C,25,PHO,80,79,1964,286,553,0.517,0,0,NA,286,553,0.517179023508137,0.517,74,132,0.561,198,428,626,43,50,90,111,185,646,2013-2014,2013
-Quincy Pondexter,SG,25,MEM,15,2,270,31,79,0.392,11,34,0.323529411764706,20,45,0.444444444444444,0.462,21,26,0.808,10,16,26,20,5,1,15,18,94,2013-2014,2013
-Otto Porter,SF,20,WAS,37,0,319,33,91,0.363,4,21,0.19047619047619,29,70,0.414285714285714,0.385,8,12,0.667,21,36,57,10,8,1,14,26,78,2013-2014,2013
-Josh Powell,F,31,HOU,1,0,19,2,6,0.333,0,0,NA,2,6,0.333333333333333,0.333,0,0,NA,0,5,5,0,0,1,1,1,4,2013-2014,2013
-Phil Pressey,PG,22,BOS,75,11,1132,78,253,0.308,28,106,0.264150943396226,50,147,0.340136054421769,0.364,29,45,0.644,20,85,105,241,68,5,87,97,213,2013-2014,2013
-A.J. Price,SG,27,MIN,28,0,99,19,46,0.413,6,22,0.272727272727273,13,24,0.541666666666667,0.478,0,2,0,1,9,10,13,1,0,7,5,44,2013-2014,2013
-Ronnie Price,SG,30,ORL,31,2,377,28,92,0.304,9,43,0.209302325581395,19,49,0.387755102040816,0.353,9,13,0.692,8,35,43,66,25,2,26,50,74,2013-2014,2013
-Pablo Prigioni,PG,36,NYK,66,27,1283,88,191,0.461,65,140,0.464285714285714,23,51,0.450980392156863,0.631,11,12,0.917,36,93,129,228,67,2,60,132,252,2013-2014,2013
-Tayshaun Prince,SF,33,MEM,76,76,1948,200,492,0.407,20,69,0.289855072463768,180,423,0.425531914893617,0.427,34,60,0.567,32,202,234,119,39,19,41,63,454,2013-2014,2013
-Miroslav Raduljica,C,26,MIL,48,2,465,68,126,0.54,0,0,NA,68,126,0.53968253968254,0.54,45,55,0.818,54,54,108,23,7,13,28,84,181,2013-2014,2013
-Anthony Randolph,PF,24,DEN,43,5,527,68,176,0.386,18,61,0.295081967213115,50,115,0.434782608695652,0.438,52,69,0.754,20,102,122,32,26,19,39,64,206,2013-2014,2013
-Shavlik Randolph,PF,30,PHO,14,0,95,7,14,0.5,0,0,NA,7,14,0.5,0.5,6,11,0.545,7,18,25,1,3,1,5,15,20,2013-2014,2013
-Zach Randolph,PF,32,MEM,79,79,2705,560,1198,0.467,2,20,0.1,558,1178,0.473684210526316,0.468,250,337,0.742,265,530,795,200,54,23,183,210,1372,2013-2014,2013
-J.J. Redick,SG,29,LAC,35,34,987,181,398,0.455,73,185,0.394594594594595,108,213,0.507042253521127,0.546,97,106,0.915,9,65,74,78,28,3,42,65,532,2013-2014,2013
-Glen Rice,SG,23,WAS,11,1,109,11,37,0.297,5,17,0.294117647058824,6,20,0.3,0.365,5,7,0.714,4,16,20,7,6,1,9,7,32,2013-2014,2013
-Luke Ridnour,PG,32,TOT,61,14,1141,126,327,0.385,37,108,0.342592592592593,89,219,0.406392694063927,0.442,17,26,0.654,23,74,97,176,32,8,66,92,306,2013-2014,2013
-Austin Rivers,SG,21,NOP,69,4,1339,192,474,0.405,36,99,0.363636363636364,156,375,0.416,0.443,110,173,0.636,26,103,129,160,45,9,77,134,530,2013-2014,2013
-Andre Roberson,PF,22,OKC,40,16,399,33,68,0.485,2,13,0.153846153846154,31,55,0.563636363636364,0.5,7,10,0.7,36,58,94,15,19,10,19,74,75,2013-2014,2013
-Brian Roberts,PG,28,NOP,72,42,1667,244,581,0.42,64,178,0.359550561797753,180,403,0.446650124069479,0.475,125,133,0.94,17,119,136,234,43,7,95,132,677,2013-2014,2013
-Nate Robinson,PG,29,DEN,44,1,866,164,383,0.428,58,154,0.376623376623377,106,229,0.462882096069869,0.504,71,85,0.835,21,60,81,112,36,4,58,92,457,2013-2014,2013
-Thomas Robinson,PF,22,POR,70,0,873,141,293,0.481,0,1,0,141,292,0.482876712328767,0.481,57,101,0.564,105,202,307,34,23,20,57,131,339,2013-2014,2013
-Rajon Rondo,PG,27,BOS,30,30,998,141,350,0.403,26,90,0.288888888888889,115,260,0.442307692307692,0.44,42,67,0.627,22,142,164,294,40,2,99,65,350,2013-2014,2013
-Derrick Rose,PG,25,CHI,10,10,311,58,164,0.354,16,47,0.340425531914894,42,117,0.358974358974359,0.402,27,32,0.844,9,23,32,43,5,1,34,15,159,2013-2014,2013
-Terrence Ross,SG,22,TOR,81,62,2159,318,751,0.423,161,408,0.394607843137255,157,343,0.457725947521866,0.531,82,98,0.837,43,209,252,79,64,27,88,183,879,2013-2014,2013
-Ricky Rubio,PG,23,MIN,82,82,2638,255,670,0.381,44,133,0.330827067669173,211,537,0.39292364990689,0.413,227,283,0.802,61,281,342,704,191,11,221,218,781,2013-2014,2013
-Brandon Rush,SG,28,UTA,38,0,418,30,90,0.333,16,47,0.340425531914894,14,43,0.325581395348837,0.422,3,5,0.6,5,39,44,24,5,9,20,31,79,2013-2014,2013
-Robert Sacre,C,24,LAL,65,13,1089,143,300,0.477,0,0,NA,143,300,0.476666666666667,0.477,64,94,0.681,82,172,254,51,24,47,44,134,350,2013-2014,2013
-John Salmons,SG,34,TOT,78,8,1726,150,413,0.363,63,163,0.386503067484663,87,250,0.348,0.439,40,52,0.769,20,143,163,147,47,19,54,124,403,2013-2014,2013
-Larry Sanders,C,25,MIL,23,20,584,76,162,0.469,0,1,0,76,161,0.472049689440994,0.469,26,55,0.473,60,105,165,19,18,40,26,74,178,2013-2014,2013
-Dennis Schröder,PG,20,ATL,49,0,641,72,188,0.383,10,42,0.238095238095238,62,146,0.424657534246575,0.41,29,43,0.674,5,55,60,93,17,0,61,54,183,2013-2014,2013
-Luis Scola,PF,33,IND,82,2,1399,263,560,0.47,1,7,0.142857142857143,262,553,0.47377938517179,0.471,99,136,0.728,86,305,391,81,26,16,108,164,626,2013-2014,2013
-Mike Scott,PF,25,ATL,80,6,1482,301,628,0.479,62,200,0.31,239,428,0.558411214953271,0.529,103,132,0.78,62,222,284,75,30,7,79,121,767,2013-2014,2013
-Thabo Sefolosha,SG,29,OKC,61,61,1584,141,340,0.415,48,152,0.315789473684211,93,188,0.49468085106383,0.485,53,69,0.768,50,170,220,94,79,17,55,90,383,2013-2014,2013
-Kevin Seraphin,C,24,WAS,53,1,578,111,220,0.505,0,0,NA,111,220,0.504545454545455,0.505,27,31,0.871,53,75,128,17,3,26,41,103,249,2013-2014,2013
-Ramon Sessions,PG,27,TOT,83,19,2214,330,769,0.429,35,124,0.282258064516129,295,645,0.457364341085271,0.452,326,404,0.807,38,165,203,340,49,9,148,90,1021,2013-2014,2013
-Mustafa Shakur,PG,29,OKC,3,0,11,0,3,0,0,1,0,0,2,0,0,1,2,0.5,0,0,0,4,0,0,2,2,1,2013-2014,2013
-Tornike Shengelia,SF,22,TOT,26,0,154,13,28,0.464,0,6,0,13,22,0.590909090909091,0.464,3,8,0.375,4,12,16,14,3,1,12,18,29,2013-2014,2013
-Iman Shumpert,SG,23,NYK,74,58,1962,183,484,0.378,76,228,0.333333333333333,107,256,0.41796875,0.457,53,71,0.746,81,227,308,129,92,13,79,209,495,2013-2014,2013
-Alexey Shved,SG,25,MIN,63,0,664,76,237,0.321,30,102,0.294117647058824,46,135,0.340740740740741,0.384,68,90,0.756,21,60,81,68,26,16,48,36,250,2013-2014,2013
-Henry Sims,C,23,TOT,46,25,875,130,274,0.474,0,1,0,130,273,0.476190476190476,0.474,90,121,0.744,104,133,237,52,28,20,41,116,350,2013-2014,2013
-Kyle Singler,SF,25,DET,82,36,2337,269,602,0.447,94,246,0.382113821138211,175,356,0.491573033707865,0.525,152,184,0.826,116,187,303,75,61,38,79,211,784,2013-2014,2013
-Chris Singleton,SF,24,WAS,25,0,250,25,67,0.373,7,19,0.368421052631579,18,48,0.375,0.425,18,25,0.72,18,37,55,6,9,3,17,25,75,2013-2014,2013
-Peyton Siva,SG,23,DET,24,0,224,18,57,0.316,7,25,0.28,11,32,0.34375,0.377,11,15,0.733,2,12,14,34,9,1,18,27,54,2013-2014,2013
-Donald Sloan,SG,26,IND,48,1,392,44,117,0.376,10,42,0.238095238095238,34,75,0.453333333333333,0.419,12,20,0.6,4,40,44,50,10,1,22,19,110,2013-2014,2013
-Chris Smith,PG,26,NYK,2,0,2,0,0,NA,0,0,NA,0,0,NA,NA,0,0,NA,0,0,0,0,0,0,0,0,0,2013-2014,2013
-Greg Smith,C,23,HOU,11,0,100,18,28,0.643,0,0,NA,18,28,0.642857142857143,0.643,2,5,0.4,11,16,27,0,1,2,5,17,38,2013-2014,2013
-Ish Smith,PG,25,PHO,70,1,1006,119,281,0.423,1,23,0.0434782608695652,118,258,0.457364341085271,0.425,22,39,0.564,31,98,129,179,49,13,65,66,261,2013-2014,2013
-J.R. Smith,SF,28,NYK,74,37,2421,396,955,0.415,189,480,0.39375,207,475,0.435789473684211,0.514,90,138,0.652,35,261,296,219,65,20,108,196,1071,2013-2014,2013
-Jason Smith,PF,27,NOP,31,27,830,131,282,0.465,0,0,NA,131,282,0.464539007092199,0.465,39,50,0.78,51,130,181,29,11,29,28,100,301,2013-2014,2013
-Josh Smith,SF,28,DET,77,76,2730,517,1233,0.419,70,265,0.264150943396226,447,968,0.461776859504132,0.448,160,301,0.532,102,418,520,252,105,110,199,197,1264,2013-2014,2013
-Tony Snell,SG,22,CHI,77,12,1231,129,336,0.384,57,178,0.320224719101124,72,158,0.455696202531646,0.469,31,41,0.756,19,105,124,68,29,15,44,84,346,2013-2014,2013
-James Southerland,SF,23,TOT,4,0,30,5,15,0.333,3,6,0.5,2,9,0.222222222222222,0.433,1,2,0.5,0,8,8,0,1,2,1,3,14,2013-2014,2013
-Marreese Speights,C,26,GSW,79,3,982,195,442,0.441,8,31,0.258064516129032,187,411,0.454987834549878,0.45,110,134,0.821,101,189,290,32,10,34,66,148,508,2013-2014,2013
-Tiago Splitter,C,29,SAS,59,50,1271,181,346,0.523,0,3,0,181,343,0.527696793002915,0.523,121,173,0.699,123,240,363,90,29,31,75,117,483,2013-2014,2013
-D.J. Stephens,SG,23,MIL,3,0,15,3,7,0.429,0,0,NA,3,7,0.428571428571429,0.429,1,1,1,1,4,5,0,0,0,0,0,7,2013-2014,2013
-Lance Stephenson,SG,23,IND,78,78,2752,427,870,0.491,86,244,0.352459016393443,341,626,0.544728434504792,0.54,140,197,0.711,95,463,558,359,54,7,210,195,1080,2013-2014,2013
-Greg Stiemsma,C,28,NOP,55,20,1007,70,122,0.574,0,1,0,70,121,0.578512396694215,0.574,19,32,0.594,72,154,226,36,35,57,44,169,159,2013-2014,2013
-Julyan Stone,SG,25,TOR,21,0,120,7,17,0.412,2,8,0.25,5,9,0.555555555555556,0.471,2,3,0.667,2,18,20,12,3,0,5,13,18,2013-2014,2013
-Amar'e Stoudemire,C,31,NYK,65,21,1466,311,558,0.557,0,0,NA,311,558,0.557347670250896,0.557,150,203,0.739,112,208,320,34,23,37,91,159,772,2013-2014,2013
-Rodney Stuckey,SG,27,DET,73,5,1950,372,853,0.436,24,88,0.272727272727273,348,765,0.454901960784314,0.45,244,292,0.836,39,130,169,152,54,10,125,131,1012,2013-2014,2013
-Jared Sullinger,PF,21,BOS,74,44,2041,384,899,0.427,56,208,0.269230769230769,328,691,0.474674384949349,0.458,158,203,0.778,241,360,601,118,35,49,119,251,982,2013-2014,2013
-Jeffery Taylor,SF,24,CHA,26,8,629,82,218,0.376,18,67,0.26865671641791,64,151,0.423841059602649,0.417,26,47,0.553,15,45,60,22,13,5,25,62,208,2013-2014,2013
-Tyshawn Taylor,PG,23,BRK,23,3,270,31,91,0.341,3,12,0.25,28,79,0.354430379746835,0.357,24,30,0.8,3,12,15,36,12,1,31,29,89,2013-2014,2013
-Jeff Teague,PG,25,ATL,79,79,2542,456,1040,0.438,74,225,0.328888888888889,382,815,0.468711656441718,0.474,318,376,0.846,34,174,208,528,89,17,232,158,1304,2013-2014,2013
-Marquis Teague,SG,20,TOT,40,3,443,38,119,0.319,5,18,0.277777777777778,33,101,0.326732673267327,0.34,26,35,0.743,1,39,40,58,10,5,39,46,107,2013-2014,2013
-Mirza Teletovic,SF,28,BRK,72,7,1396,221,529,0.418,136,349,0.389684813753582,85,180,0.472222222222222,0.546,44,62,0.71,60,206,266,57,29,23,54,143,622,2013-2014,2013
-Garrett Temple,SG,27,WAS,75,0,638,51,141,0.362,6,29,0.206896551724138,45,112,0.401785714285714,0.383,30,43,0.698,21,47,68,72,35,11,42,72,138,2013-2014,2013
-Jason Terry,PG,36,BRK,35,0,570,55,152,0.362,39,103,0.378640776699029,16,49,0.326530612244898,0.49,10,15,0.667,4,33,37,56,13,0,27,48,159,2013-2014,2013
-Hasheem Thabeet,C,26,OKC,23,0,192,13,23,0.565,0,0,NA,13,23,0.565217391304348,0.565,1,5,0.2,9,31,40,1,4,9,14,47,27,2013-2014,2013
-Adonis Thomas,SF,20,TOT,6,1,37,6,14,0.429,1,5,0.2,5,9,0.555555555555556,0.464,1,1,1,0,3,3,3,0,0,1,6,14,2013-2014,2013
-Isaiah Thomas,PG,24,SAC,72,54,2497,496,1096,0.453,127,364,0.348901098901099,369,732,0.504098360655738,0.51,346,407,0.85,47,163,210,454,93,8,213,185,1465,2013-2014,2013
-Lance Thomas,SF,25,NOP,5,0,42,2,9,0.222,0,0,NA,2,9,0.222222222222222,0.222,2,4,0.5,2,5,7,3,0,0,2,4,6,2013-2014,2013
-Malcolm Thomas,PF,25,TOT,8,0,63,7,16,0.438,1,4,0.25,6,12,0.5,0.469,0,2,0,5,16,21,2,0,3,9,5,15,2013-2014,2013
-Hollis Thompson,SF,22,PHI,77,41,1742,171,372,0.46,67,167,0.401197604790419,104,205,0.507317073170732,0.55,52,73,0.712,73,174,247,73,53,12,60,144,461,2013-2014,2013
-Jason Thompson,PF,27,SAC,82,61,2007,251,496,0.506,0,0,NA,251,496,0.506048387096774,0.506,84,145,0.579,153,374,527,53,32,56,95,251,586,2013-2014,2013
-Klay Thompson,SG,23,GSW,81,81,2868,559,1259,0.444,223,535,0.416822429906542,336,724,0.464088397790055,0.533,147,185,0.795,38,211,249,181,74,37,135,234,1488,2013-2014,2013
-Tristan Thompson,PF,22,CLE,82,82,2594,363,761,0.477,0,1,0,363,760,0.477631578947368,0.477,235,339,0.693,269,485,754,72,42,35,108,188,961,2013-2014,2013
-Marcus Thornton,SG,26,TOT,72,27,1741,252,639,0.394,109,316,0.34493670886076,143,323,0.442724458204334,0.48,90,112,0.804,57,141,198,77,58,11,67,110,703,2013-2014,2013
-Jamaal Tinsley,PG,35,UTA,8,5,110,4,20,0.2,1,15,0.0666666666666667,3,5,0.6,0.225,0,0,NA,2,9,11,23,2,0,9,10,9,2013-2014,2013
-Anthony Tolliver,PF,28,CHA,64,9,1298,129,307,0.42,102,247,0.412955465587045,27,60,0.45,0.586,33,41,0.805,33,135,168,42,19,15,23,82,393,2013-2014,2013
-P.J. Tucker,SF,28,PHO,81,81,2490,265,615,0.431,74,191,0.387434554973822,191,424,0.450471698113208,0.491,156,201,0.776,161,368,529,141,110,23,102,204,760,2013-2014,2013
-Ronny Turiaf,PF,31,MIN,31,10,606,64,107,0.598,0,0,NA,64,107,0.598130841121495,0.598,21,50,0.42,55,119,174,24,8,50,24,65,149,2013-2014,2013
-Hedo Turkoglu,SF,34,LAC,38,0,392,42,109,0.385,22,50,0.44,20,59,0.338983050847458,0.486,9,18,0.5,11,78,89,33,19,10,16,50,115,2013-2014,2013
-Evan Turner,SF,25,TOT,81,56,2457,434,1021,0.425,50,156,0.320512820512821,384,865,0.44393063583815,0.45,213,262,0.813,62,346,408,262,67,7,189,195,1131,2013-2014,2013
-Jeremy Tyler,C,22,NYK,41,0,398,60,116,0.517,0,0,NA,60,116,0.517241379310345,0.517,26,48,0.542,38,71,109,8,6,20,26,70,146,2013-2014,2013
-Ekpe Udoh,PF,26,MIL,42,14,804,57,143,0.399,0,0,NA,57,143,0.398601398601399,0.399,30,47,0.638,61,87,148,31,15,44,38,96,144,2013-2014,2013
-Beno Udrih,SG,31,TOT,41,12,643,78,178,0.438,19,42,0.452380952380952,59,136,0.433823529411765,0.492,25,30,0.833,10,49,59,116,23,4,47,50,200,2013-2014,2013
-Jonas Valanciunas,C,21,TOR,81,81,2282,359,676,0.531,0,1,0,359,675,0.531851851851852,0.531,198,260,0.762,226,488,714,57,24,71,136,249,916,2013-2014,2013
-Anderson Varejao,C,31,CLE,65,29,1800,227,459,0.495,0,7,0,227,452,0.502212389380531,0.495,92,135,0.681,187,442,629,140,69,39,72,164,546,2013-2014,2013
-Jarvis Varnado,PF,25,TOT,24,0,339,36,60,0.6,0,0,NA,36,60,0.6,0.6,27,52,0.519,19,44,63,13,10,29,10,62,99,2013-2014,2013
-Greivis Vasquez,SG,27,TOT,79,23,1779,277,658,0.421,109,289,0.377162629757785,168,369,0.455284552845528,0.504,95,108,0.88,20,153,173,323,31,5,128,143,758,2013-2014,2013
-Jan Vesely,PF,23,TOT,54,1,776,89,173,0.514,0,0,NA,89,173,0.514450867052023,0.514,19,56,0.339,81,110,191,21,53,35,36,121,197,2013-2014,2013
-Charlie Villanueva,PF,29,DET,20,0,180,35,92,0.38,14,56,0.25,21,36,0.583333333333333,0.457,8,14,0.571,6,28,34,6,4,5,7,16,92,2013-2014,2013
-Nikola Vucevic,C,23,ORL,57,57,1812,353,696,0.507,0,0,NA,353,696,0.507183908045977,0.507,105,137,0.766,185,441,626,104,60,47,112,169,811,2013-2014,2013
-Sasha Vujacic,SG,29,LAC,2,0,10,2,5,0.4,1,2,0.5,1,3,0.333333333333333,0.5,0,0,NA,0,3,3,0,1,0,3,1,5,2013-2014,2013
-Dwyane Wade,SG,32,MIA,54,53,1775,415,761,0.545,9,32,0.28125,406,729,0.556927297668038,0.551,189,258,0.733,60,181,241,252,79,29,161,106,1028,2013-2014,2013
-Dion Waiters,SG,22,CLE,70,24,2072,430,993,0.433,92,250,0.368,338,743,0.454912516823688,0.479,161,235,0.685,32,163,195,209,63,17,154,153,1113,2013-2014,2013
-Kemba Walker,PG,23,CHA,73,73,2614,449,1143,0.393,109,327,0.333333333333333,340,816,0.416666666666667,0.441,282,337,0.837,39,267,306,447,86,32,169,128,1289,2013-2014,2013
-John Wall,PG,23,WAS,82,82,2980,579,1337,0.433,108,308,0.350649350649351,471,1029,0.457725947521866,0.473,317,394,0.805,38,295,333,721,149,40,295,219,1583,2013-2014,2013
-Gerald Wallace,SF,31,BOS,58,16,1416,116,230,0.504,19,64,0.296875,97,166,0.58433734939759,0.546,47,101,0.465,36,176,212,143,73,14,97,79,298,2013-2014,2013
-Casper Ware,PG,24,PHI,9,0,116,18,42,0.429,7,21,0.333333333333333,11,21,0.523809523809524,0.512,5,6,0.833,0,9,9,10,8,0,5,11,48,2013-2014,2013
-C.J. Watson,PG,29,IND,63,5,1193,146,334,0.437,53,145,0.36551724137931,93,189,0.492063492063492,0.516,69,88,0.784,19,82,101,107,60,8,60,66,414,2013-2014,2013
-Earl Watson,PG,34,POR,24,0,161,3,11,0.273,2,7,0.285714285714286,1,4,0.25,0.364,4,4,1,5,10,15,28,5,1,17,33,12,2013-2014,2013
-Maalik Wayns,PG,22,LAC,2,0,9,1,2,0.5,0,0,NA,1,2,0.5,0.5,0,0,NA,0,2,2,2,2,0,0,4,2,2013-2014,2013
-Martell Webster,SF,27,WAS,78,13,2157,254,587,0.433,146,372,0.39247311827957,108,215,0.502325581395349,0.557,105,125,0.84,38,184,222,97,41,15,58,150,759,2013-2014,2013
-David West,PF,33,IND,80,80,2472,458,939,0.488,4,15,0.266666666666667,454,924,0.491341991341991,0.49,198,251,0.789,120,422,542,223,61,74,133,186,1118,2013-2014,2013
-Russell Westbrook,PG,25,OKC,46,46,1412,346,791,0.437,68,214,0.317757009345794,278,577,0.481802426343154,0.48,242,293,0.826,55,208,263,319,88,7,177,104,1002,2013-2014,2013
-D.J. White,PF,27,CHA,2,0,10,0,1,0,0,0,NA,0,1,0,0,0,0,NA,0,2,2,0,1,0,0,1,0,2013-2014,2013
-Royce White,PF,22,SAC,3,0,9,0,1,0,0,0,NA,0,1,0,0,0,0,NA,0,0,0,0,0,0,0,2,0,2013-2014,2013
-Deron Williams,PG,29,BRK,64,58,2059,322,716,0.45,98,268,0.365671641791045,224,448,0.5,0.518,173,216,0.801,15,153,168,392,93,13,143,148,915,2013-2014,2013
-Derrick Williams,SF,22,TOT,78,15,1820,206,482,0.427,26,99,0.262626262626263,180,383,0.469973890339426,0.454,186,259,0.718,71,252,323,56,48,20,76,114,624,2013-2014,2013
-Elliot Williams,SG,24,PHI,67,2,1157,140,337,0.415,37,125,0.296,103,212,0.485849056603774,0.47,87,119,0.731,30,100,130,72,35,3,68,126,404,2013-2014,2013
-Louis Williams,PG,27,ATL,60,7,1445,197,493,0.4,79,231,0.341991341991342,118,262,0.450381679389313,0.48,152,179,0.849,10,114,124,210,45,4,92,65,625,2013-2014,2013
-Marvin Williams,PF,27,UTA,66,50,1674,231,526,0.439,84,234,0.358974358974359,147,292,0.503424657534247,0.519,57,73,0.781,82,252,334,78,54,31,53,151,603,2013-2014,2013
-Mo Williams,PG,31,POR,74,0,1834,280,672,0.417,83,225,0.368888888888889,197,447,0.440715883668904,0.478,78,89,0.876,42,111,153,321,55,10,149,197,721,2013-2014,2013
-Reggie Williams,SF,27,OKC,3,0,17,5,9,0.556,1,3,0.333333333333333,4,6,0.666666666666667,0.611,0,0,NA,0,0,0,1,1,0,2,1,11,2013-2014,2013
-Shawne Williams,PF,27,LAL,36,13,751,73,192,0.38,42,129,0.325581395348837,31,63,0.492063492063492,0.49,14,20,0.7,25,142,167,30,19,30,21,93,202,2013-2014,2013
-Jeff Withey,C,23,NOP,58,4,684,69,129,0.535,0,1,0,69,128,0.5390625,0.535,52,73,0.712,49,101,150,26,15,50,20,73,190,2013-2014,2013
-Nate Wolters,PG,22,MIL,58,31,1309,170,389,0.437,18,62,0.290322580645161,152,327,0.464831804281346,0.46,59,90,0.656,33,116,149,187,35,15,57,67,417,2013-2014,2013
-Metta World Peace,SF,34,NYK,29,1,388,56,141,0.397,17,54,0.314814814814815,39,87,0.448275862068966,0.457,10,16,0.625,18,41,59,17,24,8,19,44,139,2013-2014,2013
-Brandan Wright,C,26,DAL,58,0,1077,224,331,0.677,0,0,NA,224,331,0.676737160120846,0.677,77,106,0.726,102,142,244,31,32,55,35,94,525,2013-2014,2013
-Chris Wright,SF,25,MIL,8,0,126,21,35,0.6,0,1,0,21,34,0.617647058823529,0.6,6,15,0.4,10,10,20,5,7,5,5,17,48,2013-2014,2013
-Dorell Wright,SF,28,POR,68,13,984,111,297,0.374,69,202,0.341584158415842,42,95,0.442105263157895,0.49,52,69,0.754,29,162,191,64,23,16,39,62,343,2013-2014,2013
-Tony Wroten,SG,20,PHI,72,16,1765,345,808,0.427,40,188,0.212765957446809,305,620,0.491935483870968,0.452,209,326,0.641,69,159,228,217,78,16,204,151,939,2013-2014,2013
-Nick Young,SG,28,LAL,64,9,1810,387,889,0.435,135,350,0.385714285714286,252,539,0.467532467532468,0.511,235,285,0.825,29,137,166,95,46,12,95,156,1144,2013-2014,2013
-Thaddeus Young,PF,25,PHI,79,78,2718,582,1283,0.454,90,292,0.308219178082192,492,991,0.496468213925328,0.489,163,229,0.712,166,310,476,182,167,36,165,213,1417,2013-2014,2013
-Cody Zeller,C,21,CHA,82,3,1416,172,404,0.426,0,1,0,172,403,0.426799007444169,0.426,146,200,0.73,118,235,353,92,40,41,87,170,490,2013-2014,2013
-Tyler Zeller,C,24,CLE,70,9,1049,156,290,0.538,0,1,0,156,289,0.539792387543253,0.538,87,121,0.719,103,179,282,36,18,38,60,137,399,2013-2014,2013
\ No newline at end of file
diff --git a/examples/meetup/nba_analysis.ipynb b/examples/meetup/nba_analysis.ipynb
deleted file mode 100644
index 35719447..00000000
--- a/examples/meetup/nba_analysis.ipynb
+++ /dev/null
@@ -1,283 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "(481,31)"
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using DataFrames\n",
- "\n",
- "# load the table\n",
- "df = readtable(joinpath(Pkg.dir(\"Plots\"), \"examples\", \"meetup\", \"nba_2013.csv\"))\n",
- "size(df)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/html": [
- " | player | pos | age | bref_team_id | g | gs | mp | fg | fga | fg_ | x3p | x3pa | x3p_ | x2p | x2pa | x2p_ | efg_ | ft | fta | ft_ | orb | drb | trb | ast | stl | blk | tov | pf | pts | season | season_end |
|---|
| 1 | Quincy Acy | SF | 23 | TOT | 63 | 0 | 847 | 66 | 141 | 0.468 | 4 | 15 | 0.266666666666667 | 62 | 126 | 0.492063492063492 | 0.482 | 35 | 53 | 0.66 | 72 | 144 | 216 | 28 | 23 | 26 | 30 | 122 | 171 | 2013-2014 | 2013 |
|---|
"
- ],
- "text/plain": [
- "1x31 DataFrames.DataFrame\n",
- "| Row | player | pos | age | bref_team_id | g | gs | mp | fg | fga |\n",
- "|-----|--------------|------|-----|--------------|----|----|-----|----|-----|\n",
- "| 1 | \"Quincy Acy\" | \"SF\" | 23 | \"TOT\" | 63 | 0 | 847 | 66 | 141 |\n",
- "\n",
- "| Row | fg_ | x3p | x3pa | x3p_ | x2p | x2pa | x2p_ | efg_ | ft |\n",
- "|-----|-------|-----|------|----------|-----|------|----------|-------|----|\n",
- "| 1 | 0.468 | 4 | 15 | 0.266667 | 62 | 126 | 0.492063 | 0.482 | 35 |\n",
- "\n",
- "| Row | fta | ft_ | orb | drb | trb | ast | stl | blk | tov | pf | pts |\n",
- "|-----|-----|------|-----|-----|-----|-----|-----|-----|-----|-----|-----|\n",
- "| 1 | 53 | 0.66 | 72 | 144 | 216 | 28 | 23 | 26 | 30 | 122 | 171 |\n",
- "\n",
- "| Row | season | season_end |\n",
- "|-----|-------------|------------|\n",
- "| 1 | \"2013-2014\" | 2013 |"
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# show the first row\n",
- "df[1,:]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "31-element Array{Symbol,1}:\n",
- " :player \n",
- " :pos \n",
- " :age \n",
- " :bref_team_id\n",
- " :g \n",
- " :gs \n",
- " :mp \n",
- " :fg \n",
- " :fga \n",
- " :fg_ \n",
- " :x3p \n",
- " :x3pa \n",
- " :x3p_ \n",
- " ⋮ \n",
- " :ft_ \n",
- " :orb \n",
- " :drb \n",
- " :trb \n",
- " :ast \n",
- " :stl \n",
- " :blk \n",
- " :tov \n",
- " :pf \n",
- " :pts \n",
- " :season \n",
- " :season_end "
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# get the header names\n",
- "nms = names(df)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "OnlineStat: OnlineStats.CovarianceMatrix{OnlineStats.EqualWeighting}\n",
- " * μ: [39.61330561330561,39.28066528066528,218.62785862785864,26.50935550935551,516.5821205821206]\n",
- " * Σ: 5x5 Array{Float64,2}:\n",
- " 2586.3 1047.38 1863.08 10.8057 15678.2 \n",
- " 1047.38 1209.9 4028.25 -4.13492 13048.6 \n",
- " 1863.08 4028.25 40142.7 -11.3142 68420.4 \n",
- " 10.8057 -4.13492 -11.3142 17.6254 -23.5221 \n",
- " 15678.2 13048.6 68420.4 -23.5221 2.21297e5\n",
- " * nobs: 481"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# many algorithms with online (streaming) implementations\n",
- "using OnlineStats\n",
- "\n",
- "# create a matrix from the columns of the dataframe\n",
- "cnames = [:x3p,:stl,:trb,:age,:pts]\n",
- "M = Matrix{Float64}(df[cnames])\n",
- "\n",
- "# compute the covariance (uses EqualWeighting by default... should match classic covariance calculations)\n",
- "C = CovarianceMatrix(M)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Switched to backend: gadfly"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Subplot{Plots.GadflyPackage() p=25 n=25}"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "# choose the package Gadfly as the backend for Plots\n",
- "using Plots\n",
- "gadfly()\n",
- "\n",
- "# do a correlation scatter plot\n",
- "corrplot(M, cor(C), labels = cnames)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Clustering.KmeansResult{Float64}(5x5 Array{Float64,2}:\n",
- " 128.583 9.04124 81.55 32.6316 36.8947\n",
- " 92.0556 10.6495 69.075 65.5526 41.3308\n",
- " 400.528 57.5825 289.275 643.316 240.466 \n",
- " 26.0 26.3814 26.9 25.7895 26.8045\n",
- " 1567.75 99.5412 883.688 1092.58 454.985 ,[2,5,5,1,5,2,1,5,3,5 … 5,2,5,2,5,3,3,1,5,5],[30391.9,45882.0,14602.5,78974.7,19160.4,5248.01,150702.0,29600.3,42014.3,5721.47 … 10229.1,1858.62,6363.53,4165.91,16355.7,8667.77,86349.9,35528.0,15286.6,6772.79],[36,194,80,38,133],[36.0,194.0,80.0,38.0,133.0],1.5403008988576995e7,6,true)"
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# plot players by cluster\n",
- "using Clustering\n",
- "kmmodel = kmeans(M', 5)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=5}"
- ]
- },
- "execution_count": 26,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# reduce to 2 dimensions\n",
- "using MultivariateStats\n",
- "pcamodel = pca(C, maxoutdim=2)\n",
- "xy = transform(pcamodel, M')'\n",
- "x, y = xy[:,1], xy[:,2];\n",
- "\n",
- "# plot a scatter plot, grouping by the clusters obtained in kmeans\n",
- "scatter(x, y, group = assignments(kmmodel), marker=:auto)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc4",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/meetup/nnet.ipynb b/examples/meetup/nnet.ipynb
deleted file mode 100644
index 23c30df2..00000000
--- a/examples/meetup/nnet.ipynb
+++ /dev/null
@@ -1,642 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "ENV[\"PYTHONPATH\"] = joinpath(Pkg.dir(\"Qwt\"), \"src\", \"python\");\n",
- "\n",
- "using Plots, Distributions; qwt()\n",
- "default(size=(500,300), leg=false)\n",
- "\n",
- "# creates x/y vectors which can define a grid in a zig-zag pattern\n",
- "function gridxy(lim, n::Int)\n",
- " xs = linspace(lim..., n)\n",
- " xypairs = vec([(x,y) for x in vcat(xs,reverse(xs)), y in xs])\n",
- " Plots.unzip(xypairs)\n",
- "end"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# The problem... can we classify the functions?"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# these are the functions we want to classify\n",
- "scalar = 5 # larger is harder\n",
- "noise = Distributions.Normal(0, 0.05)\n",
- "\n",
- "# # problem #1... non-overlapping\n",
- "f1(x) = 0.6sin(scalar * x) + 0.1 + rand(noise)\n",
- "f2(x) = f1(x) - 0.3\n",
- "\n",
- "# problem #2... overlapping\n",
- "# f1(x) = 0.6sin(scalar * x)\n",
- "# f2(x) = 0.6sin(scalar * (x+0.1))\n",
- "\n",
- "# our target function is ∈ {-1,1}\n",
- "target(f) = f == f1 ? 1.0 : -1.0"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# On to the fun..."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# pick the plotting limits\n",
- "lim = (-1,1)\n",
- "funcs = [f1, f2]\n",
- "n = 20\n",
- "gridx, gridy = gridxy(lim, n)\n",
- "# default(xlim = lim, ylim = lim)\n",
- "\n",
- "function initialize_plot(funcs, lim, gridx, gridy; kw...)\n",
- " # show the grid\n",
- " plot([gridx gridy], [gridy gridx], c=:black; kw...)\n",
- "\n",
- " # show the funcs\n",
- " plot!(funcs, lim..., l=(4,[:royalblue :orangered]))\n",
- "end\n",
- "\n",
- "# kick off an animation... we can save frames whenever we want, lets save the starting frame\n",
- "function initialize_animation()\n",
- " anim = Animation()\n",
- " frame(anim)\n",
- " anim\n",
- "end\n",
- "\n",
- "# lets see what we're dealing with...\n",
- "p = initialize_plot(funcs, lim, gridx, gridy)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Lets build a neural net!"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using OnlineAI\n",
- "\n",
- "# gradientModel = SGDModel(η=1e-4, μ=0.8, λ=0)\n",
- "# gradientModel = AdagradModel(η=1e-1)\n",
- "# gradientModel = AdadeltaModel(η=0.1, ρ=0.99, λ=0)\n",
- "# gradientModel = AdamModel(η=1e-4, λ=1e-8)\n",
- "gradientModel = AdaMaxModel(η=1e-4, ρ1=0.9, ρ2=0.9)\n",
- "\n",
- "# learningRateModel = FixedLearningRate()\n",
- "learningRateModel = AdaptiveLearningRate(gradientModel, 2e-2, 0.05, wgt=ExponentialWeighting(30))\n",
- "\n",
- "function OnlineAI.initialWeights(nin::Int, nout::Int, activation::Activation)\n",
- " 0.1randn(nout, nin) / sqrt(nin) + eye(nout, nin)\n",
- "end\n",
- "\n",
- "net = buildTanhClassificationNet(\n",
- " 2, # number of inputs\n",
- " 1, # number of outputs\n",
- " [2,2,2,2,2,2], # hidden layers structure\n",
- " params = NetParams(gradientModel = gradientModel)\n",
- ")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Update our model and the visualization"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# set up a visualization of the projections\n",
- "layers = filter(l -> l.nout == 2, net.layers[1:end-1])\n",
- "num_hidden_layers = length(layers)\n",
- "plts = [initialize_plot(funcs, lim, gridx, gridy, title=\"Hidden Layer $i\") for i in 1:num_hidden_layers]\n",
- "sz = round(Int, sqrt(num_hidden_layers) * 400)\n",
- "projectionviz = subplot(plts..., n=num_hidden_layers, size=(sz,sz))\n",
- "\n",
- "# setup animation, then show the plots in a window\n",
- "anim = initialize_animation()\n",
- "gui()\n",
- "\n",
- "# create another visualization to track the internal progress of the neural net\n",
- "progressviz = track_progress(net, fields=[:w,:b,:Σ,:a], size=(num_hidden_layers*300,800), m=2, w=0);"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "dist = Distributions.Uniform(lim...)\n",
- "# dist = Distributions.Uniform(-0.6,0.6)\n",
- "progressgui = false\n",
- "\n",
- "function test_data(n, lim, funcs)\n",
- " xs = linspace(lim..., n)\n",
- " x1, x2 = [hcat(xs,map(f,xs)) for f in funcs]\n",
- " y1, y2 = ones(n), -ones(n)\n",
- " DataPoints(vcat(x1,x2), vcat(y1,y2))\n",
- "end\n",
- "\n",
- "testn = 100\n",
- "testdata = test_data(testn, lim, funcs)\n",
- "\n",
- "function activateHidden(net, layers, x, y, seriesidx, plts)\n",
- " n = length(x)\n",
- " p = length(layers)\n",
- " projx, projy = zeros(n,p), zeros(n,p)\n",
- " for i in 1:n\n",
- " # feed the data through the neural net\n",
- " OnlineAI.forward!(net, [x[i], y[i]])\n",
- " \n",
- " # grab the net's activations at each layer\n",
- " for j in 1:p\n",
- " projx[i,j], projy[i,j] = layers[j].Σ\n",
- " end\n",
- " end\n",
- " \n",
- " # now we can update the plots\n",
- " for j in 1:p\n",
- " plts[j][seriesidx] = (vec(projx[:,j]), vec(projy[:,j]))\n",
- " end\n",
- "end\n",
- "\n",
- "# final plot to track test error\n",
- "errviz = subplot([totalCost(net, testdata) gradientModel.η], m=3, title=[\"Error\" \"η\"], n=2,nc=1, pos=(800,0))\n",
- "gui(errviz)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "iterations_per_frame = 1000\n",
- "total_frames = 100\n",
- "for frm in 1:total_frames\n",
- " # pick one of the functions at random, sample from the x line, then update the\n",
- " # neural net with [x, f(x)] as the inputs\n",
- " for i in 1:iterations_per_frame\n",
- " f = sample(funcs)\n",
- " x = rand(dist)\n",
- " y = target(f)\n",
- " update!(net, Float64[x, f(x)], [y])\n",
- " end\n",
- " \n",
- " # update the progress visualization\n",
- " update!(progressviz, true, show=progressgui)\n",
- " \n",
- " # update the error plot\n",
- " err = totalCost(net, testdata)\n",
- " push!(errviz.plts[1], err)\n",
- " update!(learningRateModel, err)\n",
- " push!(errviz.plts[2], gradientModel.η)\n",
- " gui(errviz)\n",
- "\n",
- " # update the projections\n",
- " x = linspace(lim..., 70)\n",
- " for (seriesidx, (x,y)) in enumerate([(gridx,gridy), (gridy,gridx), (x,map(f1,x)), (x,map(f2,x))])\n",
- " activateHidden(net, layers, x, y, seriesidx, projectionviz.plts)\n",
- " end\n",
- " \n",
- " # show/update the plot\n",
- " gui(projectionviz)\n",
- " frame(anim)\n",
- " sleep(0.001)\n",
- "end\n",
- "\n",
- "# displays the progress if there's no gui\n",
- "progressgui || progressviz.subplt"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# # show stacked and linked histograms of the predictions for each class\n",
- "xs = OnlineAI.unzip(testdata)[1]\n",
- "yhat = predict(net, xs)\n",
- "yhat1, yhat2 = yhat[1:testn], yhat[testn+1:end]\n",
- "subplot(histogram(yhat1), histogram(yhat2), nc=1, linkx=true, title=[\"f1 prediction\" \"f2 prediction\"])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "xs = xs[1:testn]\n",
- "plot(xs, hcat(map(f1,xs), map(f2,xs), yhat1, yhat2), leg=true,\n",
- " line=([2 2 5 5], [:royalblue :orangered], [:solid :solid :dash :dash]))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Animate!"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "gif(anim, fps = 10)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "collapsed": true
- },
- "source": [
- "# Network viz"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# show the network (uses Qwt, visualize isn't available unless you import it)\n",
- "ENV[\"PYTHONPATH\"] = joinpath(Pkg.dir(\"Qwt\"), \"src\", \"python\");\n",
- "import Qwt\n",
- "viz = visualize(net);"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# update the net representation with weights, etc\n",
- "update!(viz)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "collapsed": true
- },
- "source": [
- "# testing..."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "selection[3][2]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "p[4][2] |> length"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": [
- "gui(progressviz.subplt)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "histogram(yhat1)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "progressviz.subplt.plts[1].seriesargs[1][:serieshandle][:get_offsets]()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "learningRateModel"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "update!(d,5)\n",
- "diff(d)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using Plots\n",
- "p1 = plot(rand(20))\n",
- "p2 = plot(rand(10))\n",
- "p3 = scatter(rand(100))\n",
- "p4 = plot(rand(1000))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "subplot(p1,p2,p3,p4, nr=1, leg=false)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# ENV[\"MPLBACKEND\"] = \"qt4agg\"\n",
- "using Plots; pyplot()\n",
- "p = scatter(rand(10))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "p.seriesargs[1][:serieshandle][:get_offsets]()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "PyPlot.backend"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "gui()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "append!(p,1,rand(10))\n",
- "gui()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "sp = progressviz.subplt.plts[1].o.widget[:minimumSizeHint]()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "testn = 100\n",
- "xs = linspace(lim..., testn)\n",
- "x1, x2 = [hcat(xs,map(f,xs)) for f in funcs]\n",
- "y1, y2 = ones(testn), -ones(testn)\n",
- "yhat1, yhat2 = [vec(predict(net, x)) for x in (x1,x2)]\n",
- "DataPoints(vcat(x1,x2), vcat(y1,y2))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/meetup/slides_20151028.ipynb b/examples/meetup/slides_20151028.ipynb
deleted file mode 100644
index a0ad47bb..00000000
--- a/examples/meetup/slides_20151028.ipynb
+++ /dev/null
@@ -1,805 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "# Visualization and Learning in Julia\n",
- "\n",
- "Tom Breloff\n",
- "\n",
- "https://github.com/tbreloff"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "### Outline\n",
- "- Background\n",
- "- Julia packages\n",
- "- Plots.jl\n",
- "- Fun with data"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## My background\n",
- "- BA Mathematics and Economics (U. of Rochester)\n",
- "- MS Mathematics (NYU Courant Institute)\n",
- "- Trader, researcher, quant, developer at several big banks and hedge funds, including one which I founded\n",
- "- High speed algorithmic arbitrage trading and market making\n",
- "- Machine learning and visualization enthusiast\n",
- "- Lifelong programmer (since learning BASIC in 4th grade)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Before Julia\n",
- "- Python and C/C++\n",
- "- MATLAB and Java (so many files!!)\n",
- "- Throughout the years: Mathematica, Go, R, C#, Javascript, Visual Basic/Excel, Lisp, Erlang, ..."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Things I like\n",
- "- Python\n",
- " - Solid packages\n",
- " - Easy to get stuff done\n",
- "- C/C++\n",
- " - Fast (when you put in the effort)\n",
- "- MATLAB\n",
- " - Great matrix operations\n",
- " - Easy visualizations\n",
- "- Java\n",
- " - Hmmm... \n",
- " ```\n",
- " public static boolean DoTheFunctionNamesReallyNeedToBeLongerThanThatMaryPoppinsSong() {\n",
- " return true; \n",
- " }```"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Why Julia?\n",
- "- Easy to code\n",
- "- Fast with little effort\n",
- "- Solid vector/matrix support, but more flexible\n",
- "- Macros and staged functions\n",
- "- so much more!\n",
- "\n",
- "(Slow clap...)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "# Julia's Package Ecosystem"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Top packages by stars\n",
- "Package | Github Stars | 2-week change | Type\n",
- "------ | -------- | ------------- | --------\n",
- "Gadfly\t| 732\t| 14 | Plotting\n",
- "IJulia | 732 | 11 | Workflow\n",
- "Mocha | 496 | 36 | Learning\n",
- "DataFrames | 230 | 12 | Data Structures\n",
- "PyCall | 204 | 4 | Language Wrapper\n",
- "JuMP | 182 | 5 | Optimization\n",
- "Escher | 135 | 10 | GUIs\n",
- "Optim | 131 | 4 | Optimization\n",
- "Morsel | 128 | -1 | Web (deprecated)\n",
- "Distributions | 125 | 7 | Statistics\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Recent trends\n",
- "Package | Github Stars | 2-week change | Type\n",
- "------ | -------- | ------------- | --------\n",
- "Mocha | 496 | 36 | Learning\n",
- "Gadfly | 732 | 14 | Plotting\n",
- "DataFrames | 230 | 12 | Data Structures\n",
- "IJulia | 732 | 11 | Workflow\n",
- "Escher | 135 | 10 | GUIs\n",
- "Interact| 102 | 8 | GUIs\n",
- "Distributions| 125 | 7 | Statistics\n",
- "Plots| 23 | 6 | Plotting\n",
- "Seismic| 7 | 6 | Plotting\n",
- "Immerse | 23 | 5 | Plotting\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Statistics and Learning in Julia\n",
- "- Stats (mostly in JuliaStats)\n",
- " - StatsBase\n",
- " - Distributions\n",
- " - DataFrames, DataArrays, NullableArrays\n",
- " - MultivariateStats, GLM\n",
- " - OnlineStats\n",
- " - many more...\n",
- " "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Statistics and Learning in Julia\n",
- "- Optimization (mostly in JuliaOpt)\n",
- " - MathProgBase\n",
- " - JuMP\n",
- " - Optim\n",
- " - Convex\n",
- " - NLOpt\n",
- " "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Statistics and Learning in Julia\n",
- "- Machine learning\n",
- " - Mocha\n",
- " - GeneticAlgorithms\n",
- " - Orchestra\n",
- " - TextAnalysis\n",
- " - Clustering\n",
- " - OnlineAI\n",
- " - many more..."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Visualization in Julia\n",
- "\n",
- "Lots of packages: Gadfly, PyPlot, Vega, Winston, UnicodePlots, Qwt, Bokeh, Immerse, GLPlot ... \n",
- "\n",
- "Strengths:\n",
- "- Interactive: Immerse, PyPlot, Qwt\n",
- "- Fast: GLPlot\n",
- "- Easy/concise: UnicodePlots, Winston, Qwt\n",
- "- Pretty: Gadfly, Vega, Bokeh\n",
- "- Native: Gadfly, Winston, UnicodePlots\n",
- "- Features: PyPlot\n",
- "\n",
- "Learning more than one or two packages is time consuming and impractical...\n",
- "\n",
- "### Why do I have to choose one?!?"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "# What makes good code design?"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Good design: AbstractArray\n",
- "Many concrete array-types:\n",
- "- Dense arrays\n",
- "- Sparse arrays\n",
- "- Ranges\n",
- "- Distributed arrays\n",
- "- Shared arrays\n",
- "- GPU arrays\n",
- "- Custom data structures\n",
- "\n",
- "Common code is implemented once for AbstractArray, and all concrete types get the benefit."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 52,
- "metadata": {
- "collapsed": false,
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "5-element ScaryVec:\n",
- " 1 \n",
- " \"BOO!\"\n",
- " 3 \n",
- " 4 \n",
- " 5 "
- ]
- },
- "execution_count": 52,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "type ScaryVec <: AbstractArray{Int,1}\n",
- " boo::Int\n",
- " n::Int\n",
- " ScaryVec(n::Integer) = new(rand(1:n), n)\n",
- "end\n",
- "Base.size(sv::ScaryVec) = (sv.n,)\n",
- "Base.getindex(sv::ScaryVec, i::Integer) = (i == sv.boo ? \"BOO!\" : i)\n",
- "\n",
- "sv = ScaryVec(5)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 53,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "4-element Array{Int64,1}:\n",
- " 1\n",
- " 3\n",
- " 4\n",
- " 5"
- ]
- },
- "execution_count": 53,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "filter(x -> isa(x, Number), sv)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Good design: AbstractArray\n",
- "- Inheriting from AbstractArray gives you a lot \"for free\":\n",
- " - Iteration (`map`, `for x in ...`, `filter`, ...)\n",
- " - Operations\n",
- " - Printing\n",
- " - etc\n",
- "- Few methods to implement... only what's needed.\n",
- "- Abstractions put overlapping functionality in one place\n",
- " - Easy to code\n",
- " - Easy to maintain\n",
- "\n",
- "\n",
- "### Imagine if there were no AbstractArray..."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "### Gadfly : `____________` :: ScaryVector : AbstractArray\n",
- "\n",
- "Thinking of graphics packages as concrete types, we see that we have many different types, but no abstraction linking them together. "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "# Plots.jl\n",
- "### The AbstractArray of plotting..."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "collapsed": false,
- "slideshow": {
- "slide_type": "slide"
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- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n"
- ]
- }
- ],
- "source": [
- "# setup... choose Gadfly as the backend, set some session defaults\n",
- "using Plots\n",
- "gadfly()\n",
- "default(size=(600,500), legend=false)\n",
- "\n",
- "# create parametric functions\n",
- "fx(u) = 1.6sin(u)^3\n",
- "fy(u) = 0.3 + 1.5cos(u) - 0.6cos(2u) - 0.25cos(3u) - cos(4u)/8\n",
- "\n",
- "# plot and annotate\n",
- "p = plot(fx, fy, 0, 2π, line=(5,:darkred), xlim=(-2,2), ylim=(-2,2))\n",
- "annotate!(0, -0.15, text(\" I ♡\\nPlots\", 45, -0.1π, :darkred));"
- ]
- },
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- "cell_type": "code",
- "execution_count": 7,
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",
- "image/svg+xml": [],
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=1}"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "p"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "collapsed": false,
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n",
- "(xmeta,ymeta) = (nothing,nothing)\n"
- ]
- }
- ],
- "source": [
- "# use the same parametric functions to create a custom marker shape\n",
- "us = linspace(0, 2π, 100)\n",
- "heart = Shape([(fx(u), fy(u)) for u in us])\n",
- "\n",
- "# generate some data\n",
- "n = 50\n",
- "xy() = 4rand(2) - 2\n",
- "\n",
- "# add a title\n",
- "title!(\"Let me count the ways...\")\n",
- "\n",
- "# add a new series\n",
- "scatter!(1, z=1:n, marker=(heart,15,:reds))\n",
- "\n",
- "# animations!\n",
- "anim = Animation()\n",
- "for i in 1:n\n",
- " x, y = xy()\n",
- " \n",
- " # add to a series after creation\n",
- " push!(p, 2, x, y)\n",
- " \n",
- " # easy annotations\n",
- " annotate!(x, y, text(i))\n",
- " \n",
- " # save an animation frame\n",
- " frame(anim)\n",
- "end"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {
- "collapsed": false,
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Saved animation to /home/tom/.julia/v0.4/Plots/examples/meetup/iheartplots.gif\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "![](\"iheartplots.gif?0.180000369927116)
\" />"
- ],
- "text/plain": [
- "Plots.AnimatedGif(\"/home/tom/.julia/v0.4/Plots/examples/meetup/iheartplots.gif\")"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "gif(anim, \"iheartplots.gif\", fps=3)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "# One problem...\n",
- "\n",
- "![](\"cart-before-the-horse.jpg\")
\n",
- "\n",
- "When the abstract comes after the concrete, it's a lot more work. Oops. Better late than never!!"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "## Fun with data - UCI Wine Quality Dataset\n",
- "![](\"wine-toast.jpg\")
\n",
- "\n",
- "P. Cortez, A. Cerdeira, F. Almeida, T. Matos and J. Reis. \n",
- "Modeling wine preferences by data mining from physicochemical properties. In Decision Support Systems, Elsevier, 47(4):547-553, 2009."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "collapsed": true,
- "slideshow": {
- "slide_type": "slide"
- }
- },
- "source": [
- "# Come collaborate:\n",
- "- Plots.jl\n",
- "- OnlineStats.jl\n",
- "- OnlineAI.jl\n",
- "- LearnBase.jl\n",
- "- Unums.jl\n",
- "\n",
- "# or get in touch:\n",
- "- tom@breloff.com\n",
- "- https://github.com/tbreloff"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "celltoolbar": "Slideshow",
- "kernelspec": {
- "display_name": "Julia 0.4.0",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/meetup/svm.ipynb b/examples/meetup/svm.ipynb
deleted file mode 100644
index 4bf353ff..00000000
--- a/examples/meetup/svm.ipynb
+++ /dev/null
@@ -1,157 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "WARNING: Base.FloatingPoint is deprecated, use AbstractFloat instead.\n",
- " likely near /home/tom/.julia/v0.4/Qwt/src/widgets.jl:5\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:13\n",
- "WARNING: Base.Uint32 is deprecated, use UInt32 instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:13\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:13\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:18\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:18\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:21\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:21\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:45\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:120\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:191\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:274\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:336\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:338\n",
- "WARNING: Base.String is deprecated, use AbstractString instead.\n",
- " likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:346\n"
- ]
- },
- {
- "ename": "LoadError",
- "evalue": "LoadError: LoadError: LoadError: ArgumentError: Calendar not found in path\nwhile loading /home/tom/.julia/v0.4/CTechCommon/src/CTechCommon.jl, in expression starting on line 9\nwhile loading /home/tom/.julia/v0.4/OnlineAI/src/OnlineAI.jl, in expression starting on line 9\nwhile loading In[1], in expression starting on line 1",
- "output_type": "error",
- "traceback": [
- "LoadError: LoadError: LoadError: ArgumentError: Calendar not found in path\nwhile loading /home/tom/.julia/v0.4/CTechCommon/src/CTechCommon.jl, in expression starting on line 9\nwhile loading /home/tom/.julia/v0.4/OnlineAI/src/OnlineAI.jl, in expression starting on line 9\nwhile loading In[1], in expression starting on line 1",
- "",
- " in require at ./loading.jl:233",
- " in include at ./boot.jl:261",
- " in include_from_node1 at ./loading.jl:304",
- " in require at ./loading.jl:243",
- " in include at ./boot.jl:261",
- " in include_from_node1 at ./loading.jl:304",
- " in require at ./loading.jl:243"
- ]
- }
- ],
- "source": [
- "using Plots, DataFrames, OnlineStats, OnlineAI\n",
- "gadfly(); default(size=(500,300))\n",
- "df = readtable(joinpath(Pkg.dir(\"Plots\"), \"examples\", \"meetup\", \"winequality-white.csv\"), separator=';');"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "y = float(df[:quality] .> 6)\n",
- "x = Array(df[:,1:11])\n",
- "n, p = size(x)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# logistic regression\n",
- "reg = StochasticModel(x, y; model=LogisticRegression())"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "yhat = predict(reg, x)\n",
- "scatter(yhat, y, xlab=\"Estimate\", ylab=\"Actual\", title=\"Logistic Regression\", smooth=.95, alpha=0.2, w=0, nbins=50)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "for i in 1:10000\n",
- " row = sample(1:n)\n",
- " update!(reg, vec(x[row,:]), y[row])\n",
- "end\n",
- "reg"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "y"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/meetup/wine-toast.jpg b/examples/meetup/wine-toast.jpg
deleted file mode 100644
index 5231a3cb..00000000
Binary files a/examples/meetup/wine-toast.jpg and /dev/null differ
diff --git a/examples/meetup/wine.ipynb b/examples/meetup/wine.ipynb
deleted file mode 100644
index 28d83033..00000000
--- a/examples/meetup/wine.ipynb
+++ /dev/null
@@ -1,78332 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "(4898,12)"
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using Plots, DataFrames\n",
- "gadfly()\n",
- "default(size=(500,300))\n",
- "\n",
- "# load the table\n",
- "df = readtable(joinpath(Pkg.dir(\"Plots\"), \"examples\", \"meetup\", \"winequality-white.csv\"), separator=';')\n",
- "size(df)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "12-element Array{Symbol,1}:\n",
- " :fixed_acidity \n",
- " :volatile_acidity \n",
- " :citric_acid \n",
- " :residual_sugar \n",
- " :chlorides \n",
- " :free_sulfur_dioxide \n",
- " :total_sulfur_dioxide\n",
- " :density \n",
- " :pH \n",
- " :sulphates \n",
- " :alcohol \n",
- " :quality "
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "nms = names(df)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "4898x12 Array{Real,2}:\n",
- " 7.0 0.27 0.36 20.7 0.045 45.0 170.0 1.001 3.0 0.45 8.8 6\n",
- " 6.3 0.3 0.34 1.6 0.049 14.0 132.0 0.994 3.3 0.49 9.5 6\n",
- " 8.1 0.28 0.4 6.9 0.05 30.0 97.0 0.9951 3.26 0.44 10.1 6\n",
- " 7.2 0.23 0.32 8.5 0.058 47.0 186.0 0.9956 3.19 0.4 9.9 6\n",
- " 7.2 0.23 0.32 8.5 0.058 47.0 186.0 0.9956 3.19 0.4 9.9 6\n",
- " 8.1 0.28 0.4 6.9 0.05 30.0 97.0 0.9951 3.26 0.44 10.1 6\n",
- " 6.2 0.32 0.16 7.0 0.045 30.0 136.0 0.9949 3.18 0.47 9.6 6\n",
- " 7.0 0.27 0.36 20.7 0.045 45.0 170.0 1.001 3.0 0.45 8.8 6\n",
- " 6.3 0.3 0.34 1.6 0.049 14.0 132.0 0.994 3.3 0.49 9.5 6\n",
- " 8.1 0.22 0.43 1.5 0.044 28.0 129.0 0.9938 3.22 0.45 11.0 6\n",
- " 8.1 0.27 0.41 1.45 0.033 11.0 63.0 0.9908 2.99 0.56 12.0 5\n",
- " 8.6 0.23 0.4 4.2 0.035 17.0 109.0 0.9947 3.14 0.53 9.7 5\n",
- " 7.9 0.18 0.37 1.2 0.04 16.0 75.0 0.992 3.18 0.63 10.8 5\n",
- " ⋮ ⋮ ⋮ \n",
- " 6.2 0.21 0.28 5.7 0.028 45.0 121.0 0.99168 3.21 1.08 12.15 7\n",
- " 6.2 0.41 0.22 1.9 0.023 5.0 56.0 0.98928 3.04 0.79 13.0 7\n",
- " 6.8 0.22 0.36 1.2 0.052 38.0 127.0 0.9933 3.04 0.54 9.2 5\n",
- " 4.9 0.235 0.27 11.75 0.03 34.0 118.0 0.9954 3.07 0.5 9.4 6\n",
- " 6.1 0.34 0.29 2.2 0.036 25.0 100.0 0.98938 3.06 0.44 11.8 6\n",
- " 5.7 0.21 0.32 0.9 0.038 38.0 121.0 0.99074 3.24 0.46 10.6 6\n",
- " 6.5 0.23 0.38 1.3 0.032 29.0 112.0 0.99298 3.29 0.54 9.7 5\n",
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- " 6.5 0.24 0.19 1.2 0.041 30.0 111.0 0.99254 2.99 0.46 9.4 6\n",
- " 5.5 0.29 0.3 1.1 0.022 20.0 110.0 0.98869 3.34 0.38 12.8 7\n",
- " 6.0 0.21 0.38 0.8 0.02 22.0 98.0 0.98941 3.26 0.32 11.8 6"
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "M = Array(df)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
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- " 0.265331 0.0271138 0.149503 0.0744931 -0.780138 -0.307123 \n",
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- "execution_count": 3,
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- "source": [
- "C = cor(M)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false,
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
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",
- "image/svg+xml": [],
- "text/plain": [
- "Subplot{Plots.GadflyPackage() p=144 n=144}"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "corrplot(M[1:500,:], C, size=(1200,1200), w=0)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "3x4 Array{Symbol,2}:\n",
- " :fixed_acidity :residual_sugar :total_sulfur_dioxide :sulphates\n",
- " :volatile_acidity :chlorides :density :alcohol \n",
- " :citric_acid :free_sulfur_dioxide :pH :quality "
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "reshape(nms,3,4)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Initializing backend: gadfly"
- ]
- }
- ],
- "source": [
- "# notes: grouping by string labels, dataframe column names for data, separate opacities\n",
- "quality = ASCIIString[\n",
- " if q > 7\n",
- " \"High Quality\"\n",
- " elseif q < 5\n",
- " \"Low Quality\"\n",
- " else\n",
- " \" Tastes like wine...\"\n",
- " end for q in df[:quality]]\n",
- "scatter(df, :citric_acid, :alcohol, group=quality, m=3, w=0, smooth=0.999, opacity=[0.05 1 1])\n",
- "xlims!(0,1,ylim=(9,13))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "titles = sort(unique(quality))'\n",
- "subplot(df, :citric_acid, :alcohol, group=quality, m=3, l=(:scatter,0), \n",
- "smooth=true, opacity=[0.05 1 1], leg=false, title=titles,\n",
- " n=3, nr=1, link=true, size=(1000,400))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false,
- "scrolled": false
- },
- "outputs": [],
- "source": [
- "subplot(df, :citric_acid, :alcohol, group=:quality, l=:hexbin, n=7, nr=1, link=true,\n",
- "title=map(i->\"Quality: $i\", (3:9)'), leg=false, size=(1000,300), smooth=true)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=1}"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "scatter(df, :density, :quality, smooth=true, m=(1,0.01), xlim=(0.99,1))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/meetup/winequality-white.csv b/examples/meetup/winequality-white.csv
deleted file mode 100755
index 3c4d5547..00000000
--- a/examples/meetup/winequality-white.csv
+++ /dev/null
@@ -1,4899 +0,0 @@
-"fixed acidity";"volatile acidity";"citric acid";"residual sugar";"chlorides";"free sulfur dioxide";"total sulfur dioxide";"density";"pH";"sulphates";"alcohol";"quality"
-7;0.27;0.36;20.7;0.045;45;170;1.001;3;0.45;8.8;6
-6.3;0.3;0.34;1.6;0.049;14;132;0.994;3.3;0.49;9.5;6
-8.1;0.28;0.4;6.9;0.05;30;97;0.9951;3.26;0.44;10.1;6
-7.2;0.23;0.32;8.5;0.058;47;186;0.9956;3.19;0.4;9.9;6
-7.2;0.23;0.32;8.5;0.058;47;186;0.9956;3.19;0.4;9.9;6
-8.1;0.28;0.4;6.9;0.05;30;97;0.9951;3.26;0.44;10.1;6
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diff --git a/examples/palettes.ipynb b/examples/palettes.ipynb
deleted file mode 100644
index 892ac26d..00000000
--- a/examples/palettes.ipynb
+++ /dev/null
@@ -1,18522 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Colors.ji for module Colors.\n",
- "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "old_pick_colors (generic function with 1 method)"
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using Plots\n",
- "function old_pick_colors(grad,n)\n",
- " grad=colorscheme(grad)\n",
- " RGB[getColorZ(grad,z) for z in Plots.getpctrange(n)]\n",
- "end"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "19-element Array{ColorTypes.RGB{FixedPointNumbers.UfixedBase{UInt8,8}},1}:\n",
- " RGB{U8}(1.0,0.608,1.0) \n",
- " RGB{U8}(0.0,1.0,1.0) \n",
- " RGB{U8}(0.914,0.514,0.0) \n",
- " RGB{U8}(0.0,0.522,1.0) \n",
- " RGB{U8}(0.0,0.569,0.0) \n",
- " RGB{U8}(0.914,0.0,0.412) \n",
- " RGB{U8}(0.0,0.518,0.765) \n",
- " RGB{U8}(0.976,1.0,0.055) \n",
- " RGB{U8}(0.596,0.0,0.0) \n",
- " RGB{U8}(0.953,0.988,1.0) \n",
- " RGB{U8}(0.0,0.063,0.706) \n",
- " RGB{U8}(0.306,0.188,0.0) \n",
- " RGB{U8}(0.0,0.271,0.82) \n",
- " RGB{U8}(0.718,0.576,0.584)\n",
- " RGB{U8}(0.0,0.231,0.125) \n",
- " RGB{U8}(0.0,0.867,1.0) \n",
- " RGB{U8}(0.596,0.714,0.651)\n",
- " RGB{U8}(0.38,0.0,0.0) \n",
- " RGB{U8}(0.0,0.11,0.0) "
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# without specifying the background color, you get colors that are hard to see\n",
- "cols = distinguishable_colors(20)[2:end]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "19-element Array{ColorTypes.RGB{FixedPointNumbers.UfixedBase{UInt8,8}},1}:\n",
- " RGB{U8}(1.0,1.0,0.384) \n",
- " RGB{U8}(1.0,0.624,1.0) \n",
- " RGB{U8}(0.0,0.839,1.0) \n",
- " RGB{U8}(0.843,0.267,0.0) \n",
- " RGB{U8}(0.0,0.502,0.161) \n",
- " RGB{U8}(0.0,0.373,0.835) \n",
- " RGB{U8}(0.576,0.0,0.408) \n",
- " RGB{U8}(1.0,0.796,0.71) \n",
- " RGB{U8}(0.655,0.525,0.0) \n",
- " RGB{U8}(0.0,1.0,0.773) \n",
- " RGB{U8}(0.0,0.494,0.525) \n",
- " RGB{U8}(0.325,0.259,0.0) \n",
- " RGB{U8}(0.549,0.529,0.576)\n",
- " RGB{U8}(0.408,0.0,0.0) \n",
- " RGB{U8}(0.0,0.0,0.353) \n",
- " RGB{U8}(1.0,0.173,0.435) \n",
- " RGB{U8}(0.969,1.0,0.965) \n",
- " RGB{U8}(0.0,0.239,0.145) \n",
- " RGB{U8}(0.569,0.671,1.0) "
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# without specifying the background color, you get colors that are hard to see\n",
- "cols = distinguishable_colors(20)[2:end]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "19-element Array{ColorTypes.RGB{FixedPointNumbers.UfixedBase{UInt8,8}},1}:\n",
- " RGB{U8}(0.38,0.0,0.027) \n",
- " RGB{U8}(0.0,0.169,0.173) \n",
- " RGB{U8}(0.569,0.231,0.0) \n",
- " RGB{U8}(0.0,0.388,1.0) \n",
- " RGB{U8}(0.0,0.569,0.0) \n",
- " RGB{U8}(1.0,0.0,0.553) \n",
- " RGB{U8}(0.0,0.675,0.925) \n",
- " RGB{U8}(0.098,0.055,0.0) \n",
- " RGB{U8}(1.0,0.478,0.0) \n",
- " RGB{U8}(0.0,0.0,0.169) \n",
- " RGB{U8}(0.808,0.639,1.0) \n",
- " RGB{U8}(0.922,0.745,0.0) \n",
- " RGB{U8}(0.0,0.816,1.0) \n",
- " RGB{U8}(0.42,0.298,0.302)\n",
- " RGB{U8}(0.0,1.0,0.816) \n",
- " RGB{U8}(0.0,0.294,0.78) \n",
- " RGB{U8}(0.18,0.286,0.235)\n",
- " RGB{U8}(1.0,0.627,0.788) \n",
- " RGB{U8}(0.722,1.0,0.294) "
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# before the RGB conversion\n",
- "cols = distinguishable_colors(20,colorant\"white\")[2:end]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "19-element Array{ColorTypes.RGB{FixedPointNumbers.UfixedBase{UInt8,8}},1}:\n",
- " RGB{U8}(0.0,0.0,0.0) \n",
- " RGB{U8}(0.757,0.161,0.886)\n",
- " RGB{U8}(0.82,0.29,0.0) \n",
- " RGB{U8}(0.031,0.545,0.0) \n",
- " RGB{U8}(0.0,0.518,0.765) \n",
- " RGB{U8}(0.824,0.671,0.0) \n",
- " RGB{U8}(0.529,0.0,0.212) \n",
- " RGB{U8}(1.0,0.561,0.631) \n",
- " RGB{U8}(0.224,1.0,0.431) \n",
- " RGB{U8}(0.0,0.0,0.553) \n",
- " RGB{U8}(0.408,0.322,0.0) \n",
- " RGB{U8}(0.0,0.808,0.827) \n",
- " RGB{U8}(0.0,0.314,0.259) \n",
- " RGB{U8}(0.49,0.455,0.494) \n",
- " RGB{U8}(0.808,0.714,1.0) \n",
- " RGB{U8}(0.584,0.627,0.529)\n",
- " RGB{U8}(1.0,0.675,0.475) \n",
- " RGB{U8}(1.0,1.0,0.627) \n",
- " RGB{U8}(0.369,0.133,0.0) "
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# after the RGB conversion\n",
- "cols = distinguishable_colors(20,colorant\"white\")[2:end]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "100-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0,0.0,0.9) \n",
- " RGB{Float64}(0.0162408,0.0,0.879877)\n",
- " RGB{Float64}(0.0324817,0.0,0.859754)\n",
- " RGB{Float64}(0.0487225,0.0,0.839632)\n",
- " RGB{Float64}(0.0649634,0.0,0.819509)\n",
- " RGB{Float64}(0.0812042,0.0,0.799386)\n",
- " RGB{Float64}(0.097445,0.0,0.779263) \n",
- " RGB{Float64}(0.113686,0.0,0.75914) \n",
- " RGB{Float64}(0.129927,0.0,0.739018) \n",
- " RGB{Float64}(0.146168,0.0,0.718895) \n",
- " RGB{Float64}(0.162408,0.0,0.698772) \n",
- " RGB{Float64}(0.178649,0.0,0.678649) \n",
- " RGB{Float64}(0.19489,0.0,0.658526) \n",
- " ⋮ \n",
- " RGB{Float64}(0.9,0.243137,0.0) \n",
- " RGB{Float64}(0.9,0.221034,0.0) \n",
- " RGB{Float64}(0.9,0.19893,0.0) \n",
- " RGB{Float64}(0.9,0.176827,0.0) \n",
- " RGB{Float64}(0.9,0.154724,0.0) \n",
- " RGB{Float64}(0.9,0.13262,0.0) \n",
- " RGB{Float64}(0.9,0.110517,0.0) \n",
- " RGB{Float64}(0.9,0.0884135,0.0) \n",
- " RGB{Float64}(0.9,0.0663102,0.0) \n",
- " RGB{Float64}(0.9,0.0442068,0.0) \n",
- " RGB{Float64}(0.9,0.0221034,0.0) \n",
- " RGB{Float64}(0.9,0.0,0.0) "
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# this is the default gradient used as the base for color picking now\n",
- "rainbow = colorscheme(:darkrainbow)\n",
- "RGB[getColorZ(rainbow,z) for z in linspace(0,1,100)]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "100-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{U8}(0.0,0.0,0.545) \n",
- " RGB{Float64}(0.0327986,0.0102198,0.565775)\n",
- " RGB{Float64}(0.0655971,0.0204397,0.586453)\n",
- " RGB{Float64}(0.0983957,0.0306595,0.60713) \n",
- " RGB{Float64}(0.131194,0.0408794,0.627807) \n",
- " RGB{Float64}(0.163993,0.0510992,0.648485) \n",
- " RGB{Float64}(0.196791,0.0613191,0.669162) \n",
- " RGB{Float64}(0.22959,0.0715389,0.68984) \n",
- " RGB{Float64}(0.262389,0.0817588,0.710517) \n",
- " RGB{Float64}(0.295187,0.0919786,0.731194) \n",
- " RGB{Float64}(0.327986,0.102198,0.751872) \n",
- " RGB{Float64}(0.360784,0.112418,0.772549) \n",
- " RGB{Float64}(0.393583,0.122638,0.793226) \n",
- " ⋮ \n",
- " RGB{Float64}(0.933333,0.431373,0.0) \n",
- " RGB{Float64}(0.921212,0.392157,0.0) \n",
- " RGB{Float64}(0.909091,0.352941,0.0) \n",
- " RGB{Float64}(0.89697,0.313725,0.0) \n",
- " RGB{Float64}(0.884848,0.27451,0.0) \n",
- " RGB{Float64}(0.872727,0.235294,0.0) \n",
- " RGB{Float64}(0.860606,0.196078,0.0) \n",
- " RGB{Float64}(0.848485,0.156863,0.0) \n",
- " RGB{Float64}(0.836364,0.117647,0.0) \n",
- " RGB{Float64}(0.824242,0.0784314,0.0) \n",
- " RGB{Float64}(0.812121,0.0392157,0.0) \n",
- " RGB{Float64}(0.8,0.0,0.0) "
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# try out a new gradient\n",
- "new_colorgradient = colorscheme([colorant\"darkblue\", colorant\"blueviolet\", colorant\"darkcyan\",colorant\"green\",\n",
- " Plots.darken(colorant\"yellow\",0.3), colorant\"orange\", Plots.darken(colorant\"red\",0.2)])\n",
- " #[0, 0.15, 0.3, 0.45, 0.7, 1.0]) # add z-values for each color to make gradient non-linear\n",
- "RGB[getColorZ(new_colorgradient,z) for z in linspace(0,1,100)]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "new_pick_colors (generic function with 1 method)"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# a different method to choose from the gradient\n",
- "function new_get_zvalues(n::Int)\n",
- " offsets = Plots.getpctrange(ceil(Int,n/4)+1)/4\n",
- " offsets = vcat(offsets[1], offsets[3:end])\n",
- " zvalues = Float64[]\n",
- " for offset in offsets\n",
- " append!(zvalues, offset + [0.0, 0.5, 0.25, 0.75])\n",
- " end\n",
- " vcat(zvalues[1], 1.0, zvalues[2:n-1])\n",
- "end\n",
- "\n",
- "# and a method to display the colors we will choose\n",
- "function new_pick_colors(grad,n)\n",
- " grad=colorscheme(grad)\n",
- " RGB[getColorZ(grad,z) for z in new_get_zvalues(n)]\n",
- "end"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0,0.0,0.9) \n",
- " RGB{Float64}(0.9,0.0,0.0) \n",
- " RGB{Float64}(0.0,0.401961,0.0) \n",
- " RGB{Float64}(0.401961,0.0,0.401961) \n",
- " RGB{Float64}(0.9,0.547059,0.0) \n",
- " RGB{Float64}(0.20098,0.0,0.65098) \n",
- " RGB{Float64}(0.20098,0.20098,0.20098) \n",
- " RGB{Float64}(0.45,0.47451,0.0) \n",
- " RGB{Float64}(0.9,0.273529,0.0) \n",
- " RGB{Float64}(0.10049,0.0,0.77549) \n",
- " RGB{Float64}(0.301471,0.0,0.526471) \n",
- " RGB{Float64}(0.301471,0.10049,0.301471)\n",
- " RGB{Float64}(0.10049,0.301471,0.10049) \n",
- " RGB{Float64}(0.225,0.438235,0.0) \n",
- " RGB{Float64}(0.675,0.510784,0.0) \n",
- " RGB{Float64}(0.9,0.410294,0.0) \n",
- " RGB{Float64}(0.9,0.136765,0.0) \n",
- " RGB{Float64}(0.0502451,0.0,0.837745) \n",
- " RGB{Float64}(0.150735,0.0,0.713235) \n",
- " RGB{Float64}(0.251225,0.0,0.588725) "
- ]
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# old gradient with old color picker\n",
- "# better (IMO) than the distinguishable_colors... first 5 colors are good, but then it gets worse\n",
- "# NOTE: this is the current default palette\n",
- "oldgrad_oldcolors = old_pick_colors(:darkrainbow,20)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 30,
- "metadata": {
- "collapsed": false,
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{U8}(0.0,0.0,0.545) \n",
- " RGB{Float64}(0.8,0.0,0.0) \n",
- " RGB{Float64}(0.0,0.501961,0.0) \n",
- " RGB{Float64}(0.270588,0.356863,0.715686) \n",
- " RGB{Float64}(0.85,0.673529,0.0) \n",
- " RGB{Float64}(0.405882,0.126471,0.80098) \n",
- " RGB{Float64}(0.0,0.534314,0.408824) \n",
- " RGB{Float64}(0.525,0.65049,0.0) \n",
- " RGB{Float64}(0.95,0.485294,0.0) \n",
- " RGB{Float64}(0.202941,0.0632353,0.673039)\n",
- " RGB{Float64}(0.473529,0.215686,0.843627) \n",
- " RGB{Float64}(0.0676471,0.498039,0.587745)\n",
- " RGB{Float64}(0.0,0.518137,0.204412) \n",
- " RGB{Float64}(0.2625,0.576225,0.0) \n",
- " RGB{Float64}(0.7375,0.693382,0.0) \n",
- " RGB{Float64}(0.9625,0.653676,0.0) \n",
- " RGB{Float64}(0.875,0.242647,0.0) \n",
- " RGB{Float64}(0.101471,0.0316176,0.609069)\n",
- " RGB{Float64}(0.304412,0.0948529,0.73701) \n",
- " RGB{Float64}(0.507353,0.158088,0.864951) "
- ]
- },
- "execution_count": 30,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# new gradient with old color picker... darker, with less blue\n",
- "newgrad_oldcolors = old_pick_colors(new_colorgradient, 20)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 31,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0,0.0,0.9) \n",
- " RGB{Float64}(0.9,0.0,0.0) \n",
- " RGB{Float64}(0.0,0.401961,0.0) \n",
- " RGB{Float64}(0.401961,0.0,0.401961) \n",
- " RGB{Float64}(0.9,0.547059,0.0) \n",
- " RGB{Float64}(0.20098,0.0,0.65098) \n",
- " RGB{Float64}(0.45,0.47451,0.0) \n",
- " RGB{Float64}(0.20098,0.20098,0.20098) \n",
- " RGB{Float64}(0.9,0.273529,0.0) \n",
- " RGB{Float64}(0.10049,0.0,0.77549) \n",
- " RGB{Float64}(0.225,0.438235,0.0) \n",
- " RGB{Float64}(0.301471,0.10049,0.301471) \n",
- " RGB{Float64}(0.9,0.410294,0.0) \n",
- " RGB{Float64}(0.301471,0.0,0.526471) \n",
- " RGB{Float64}(0.675,0.510784,0.0) \n",
- " RGB{Float64}(0.10049,0.301471,0.10049) \n",
- " RGB{Float64}(0.9,0.136765,0.0) \n",
- " RGB{Float64}(0.0502451,0.0,0.837745) \n",
- " RGB{Float64}(0.1125,0.420098,0.0) \n",
- " RGB{Float64}(0.351716,0.0502451,0.351716)"
- ]
- },
- "execution_count": 31,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# old gradient with new color picker... colors are the same but ordering is different... better randomization\n",
- "oldgrad_newcolors = new_pick_colors(rainbow, 20)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 32,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{U8}(0.0,0.0,0.545) \n",
- " RGB{Float64}(0.8,0.0,0.0) \n",
- " RGB{Float64}(0.0,0.501961,0.0) \n",
- " RGB{Float64}(0.270588,0.356863,0.715686) \n",
- " RGB{Float64}(0.85,0.673529,0.0) \n",
- " RGB{Float64}(0.405882,0.126471,0.80098) \n",
- " RGB{Float64}(0.525,0.65049,0.0) \n",
- " RGB{Float64}(0.0,0.534314,0.408824) \n",
- " RGB{Float64}(0.95,0.485294,0.0) \n",
- " RGB{Float64}(0.202941,0.0632353,0.673039)\n",
- " RGB{Float64}(0.2625,0.576225,0.0) \n",
- " RGB{Float64}(0.0676471,0.498039,0.587745)\n",
- " RGB{Float64}(0.9625,0.653676,0.0) \n",
- " RGB{Float64}(0.473529,0.215686,0.843627) \n",
- " RGB{Float64}(0.7375,0.693382,0.0) \n",
- " RGB{Float64}(0.0,0.518137,0.204412) \n",
- " RGB{Float64}(0.875,0.242647,0.0) \n",
- " RGB{Float64}(0.101471,0.0316176,0.609069)\n",
- " RGB{Float64}(0.13125,0.539093,0.0) \n",
- " RGB{Float64}(0.169118,0.427451,0.651716) "
- ]
- },
- "execution_count": 32,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# new gradient with new color picker\n",
- "newgrad_newcolors = new_pick_colors(new_colorgradient, 20)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 33,
- "metadata": {
- "collapsed": false
- },
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",
- "image/svg+xml": [],
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=5}"
- ]
- },
- "execution_count": 33,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# plot a few colors (it's important that these look ok)\n",
- "gadfly()\n",
- "default(size=(600,400))\n",
- "plot(Plots.fakedata(50,5)/3 .+ reverse(1:5)', l=(3, newgrad_newcolors'))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 34,
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",
- "image/svg+xml": [],
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=20}"
- ]
- },
- "execution_count": 34,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# plot many colors (no hue should dominate your attention)\n",
- "plot(Plots.fakedata(50,20)/3 .+ reverse(1:20)', l=(3, newgrad_newcolors'))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 35,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "1000"
- ]
- },
- "execution_count": 35,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# notice that we have unlimited unique colors this way\n",
- "colors = new_pick_colors(new_colorgradient, 1000)\n",
- "length(unique(colors))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 36,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n"
- ],
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- "\n",
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- "Plot{Plots.GadflyPackage() n=20}"
- ]
- },
- "execution_count": 36,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# here's how we might adjust for a dark background\n",
- "lightcolors = map(c->Plots.lighten(c,0.3), newgrad_newcolors')\n",
- "plot(Plots.fakedata(50,20)/3 .+ reverse(1:20)', l=(3, lightcolors), bg=:black)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 52,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "100-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{U8}(0.282,0.239,0.545) \n",
- " RGB{Float64}(0.315231,0.252882,0.564706) \n",
- " RGB{Float64}(0.348109,0.266548,0.584314) \n",
- " RGB{Float64}(0.380986,0.280214,0.603922) \n",
- " RGB{Float64}(0.413864,0.29388,0.623529) \n",
- " RGB{Float64}(0.446742,0.307546,0.643137) \n",
- " RGB{Float64}(0.47962,0.321212,0.662745) \n",
- " RGB{Float64}(0.512498,0.334878,0.682353) \n",
- " RGB{Float64}(0.545375,0.348544,0.701961) \n",
- " RGB{Float64}(0.578253,0.36221,0.721569) \n",
- " RGB{Float64}(0.611131,0.375876,0.741176) \n",
- " RGB{Float64}(0.644009,0.389542,0.760784) \n",
- " RGB{Float64}(0.676887,0.403209,0.780392) \n",
- " ⋮ \n",
- " RGB{Float64}(0.503704,0.491939,0.676253) \n",
- " RGB{Float64}(0.528857,0.454704,0.662191) \n",
- " RGB{Float64}(0.554011,0.417469,0.648128) \n",
- " RGB{Float64}(0.579164,0.380234,0.634066) \n",
- " RGB{Float64}(0.604318,0.342999,0.620004) \n",
- " RGB{Float64}(0.629471,0.305764,0.605942) \n",
- " RGB{Float64}(0.654625,0.268528,0.59188) \n",
- " RGB{Float64}(0.679778,0.231293,0.577817) \n",
- " RGB{Float64}(0.704932,0.194058,0.563755) \n",
- " RGB{Float64}(0.730085,0.156823,0.549693) \n",
- " RGB{Float64}(0.755239,0.119588,0.535631) \n",
- " RGB{Float64}(0.780392,0.0823529,0.521569)"
- ]
- },
- "execution_count": 52,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# and could consider other palettes for backgrounds with a certain hue, for example orange background:\n",
- "orangebg_colorgradient = colorscheme([colorant\"darkslateblue\", colorant\"violet\", \n",
- " colorant\"lightgreen\", colorant\"darkcyan\",colorant\"mediumturquoise\", colorant\"mediumvioletred\"])\n",
- "RGB[getColorZ(orangebg_colorgradient,z) for z in linspace(0,1,100)]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 53,
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",
- "image/svg+xml": [],
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=10}"
- ]
- },
- "execution_count": 53,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "plot(Plots.fakedata(50,10)/3 .+ reverse(1:10)', l=(3, new_pick_colors(orangebg_colorgradient,20)'), bg=:orange)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 54,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n"
- ],
- "text/html": [
- "\n",
- "\n"
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",
- "image/svg+xml": [],
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=10}"
- ]
- },
- "execution_count": 54,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# or just use distinguishable colors when the background isn't a shade of gray\n",
- "cols = distinguishable_colors(20,colorant\"orange\")[2:end]\n",
- "plot(Plots.fakedata(50,10)/3 .+ reverse(1:10)', l=(3, new_pick_colors(cols,20)'), bg=:orange)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.LCHab{Float32},1}:\n",
- " LCHab{Float32}(70.0,60.0,240.0) \n",
- " LCHab{Float32}(80.0,70.0,100.435)\n",
- " LCHab{Float32}(65.0,70.0,0.0) \n",
- " LCHab{Float32}(80.0,70.0,172.174)\n",
- " LCHab{Float32}(80.0,70.0,315.652)\n",
- " LCHab{Float32}(65.0,0.0,0.0) \n",
- " LCHab{Float32}(80.0,70.0,28.6957)\n",
- " LCHab{Float32}(65.0,70.0,143.478)\n",
- " LCHab{Float32}(65.0,70.0,57.3913)\n",
- " LCHab{Float32}(65.0,70.0,186.522)\n",
- " LCHab{Float32}(80.0,70.0,286.957)\n",
- " LCHab{Float32}(65.0,50.0,330.0) \n",
- " LCHab{Float32}(80.0,50.0,200.87) \n",
- " LCHab{Float32}(65.0,60.0,301.304)\n",
- " LCHab{Float32}(65.0,70.0,114.783)\n",
- " LCHab{Float32}(80.0,50.0,129.13) \n",
- " LCHab{Float32}(65.0,50.0,28.6957)\n",
- " LCHab{Float32}(65.0,70.0,172.174)\n",
- " LCHab{Float32}(80.0,50.0,57.3913)\n",
- " LCHab{Float32}(80.0,0.0,0.0) "
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# playing around with distinguishable_colors\n",
- "using Colors\n",
- "\n",
- "# this is what gadfly does:\n",
- "distinguishable_colors(20, [LCHab(70, 60, 240)],\n",
- " transform=c -> deuteranopic(c, 0.5),\n",
- " lchoices=Float64[65, 70, 75, 80],\n",
- " cchoices=Float64[0, 50, 60, 70],\n",
- " hchoices=linspace(0, 330, 24))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 38,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "19-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float32}(0.36054,0.586185,0.78741) \n",
- " RGB{Float32}(0.882227,0.429164,0.424109) \n",
- " RGB{Float64}(0.454946,0.614134,0.270629) \n",
- " RGB{Float64}(0.734684,0.469738,0.781182) \n",
- " RGB{Float64}(0.752053,0.519449,0.23159) \n",
- " RGB{Float64}(0.0,0.652812,0.66165) \n",
- " RGB{Float64}(0.0835171,0.645183,0.448756)\n",
- " RGB{Float64}(0.0,0.636017,0.838055) \n",
- " RGB{Float64}(0.876377,0.414925,0.574089) \n",
- " RGB{Float64}(0.666258,0.556796,0.203266) \n",
- " RGB{Float64}(0.820953,0.47993,0.292192) \n",
- " RGB{Float64}(0.608867,0.511555,0.853633) \n",
- " RGB{Float64}(0.567174,0.588777,0.217339) \n",
- " RGB{Float64}(0.0,0.65181,0.555117) \n",
- " RGB{Float64}(0.822141,0.434907,0.689089) \n",
- " RGB{Float64}(0.320218,0.632785,0.351159) \n",
- " RGB{Float64}(0.43774,0.552775,0.898806) \n",
- " RGB{Float64}(0.0,0.647822,0.759042) \n",
- " RGB{Float64}(0.0,0.616438,0.890754) "
- ]
- },
- "execution_count": 38,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "bgcolor = colorant\"red\"\n",
- "color_bases = [colorant\"steelblue\", colorant\"indianred\"]\n",
- "lightness = 60\n",
- "function adjust_lightness(c, l)\n",
- " lch = LCHab(c)\n",
- " RGB(LCHab(l, lch.c, lch.h))\n",
- "end\n",
- "\n",
- "seed_colors = vcat(bgcolor, map(c -> adjust_lightness(c,lightness), color_bases))\n",
- "distinguishable_colors(20, seed_colors,\n",
- "# transform=c -> deuteranopic(c, 0.5),\n",
- " lchoices=Float64[lightness],\n",
- " cchoices=Float64[50],\n",
- " hchoices=linspace(0, 340, 20))[2:end]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 107,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{FixedPointNumbers.UfixedBase{UInt8,8}},1}:\n",
- " RGB{U8}(1.0,0.541,0.788) \n",
- " RGB{U8}(0.0,0.847,0.773) \n",
- " RGB{U8}(0.765,0.596,0.0) \n",
- " RGB{U8}(0.796,0.706,1.0) \n",
- " RGB{U8}(0.388,0.875,0.459)\n",
- " RGB{U8}(0.0,0.675,1.0) \n",
- " RGB{U8}(0.62,0.62,0.62) \n",
- " RGB{U8}(1.0,0.404,0.396) \n",
- " RGB{U8}(0.875,0.475,0.831)\n",
- " RGB{U8}(1.0,0.659,0.345) \n",
- " RGB{U8}(0.0,0.894,1.0) \n",
- " RGB{U8}(0.224,0.698,0.478)\n",
- " RGB{U8}(0.188,0.8,1.0) \n",
- " RGB{U8}(0.451,0.6,1.0) \n",
- " RGB{U8}(0.706,0.827,0.275)\n",
- " RGB{U8}(0.4,0.69,0.196) \n",
- " RGB{U8}(0.933,0.467,0.627)\n",
- " RGB{U8}(0.918,0.694,1.0) \n",
- " RGB{U8}(0.0,0.898,0.698) \n",
- " RGB{U8}(0.0,0.733,0.788) "
- ]
- },
- "execution_count": 107,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "distinguishable_colors(21, colorant\"black\", transform=c -> deuteranopic(c, 0.5),\n",
- " lchoices=Float64[65, 70, 75, 80],\n",
- " cchoices=Float64[0, 50, 60, 70],\n",
- " hchoices=linspace(0, 330, 24))[2:end]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 108,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{FixedPointNumbers.UfixedBase{UInt8,8}},1}:\n",
- " RGB{U8}(0.0,0.706,0.69) \n",
- " RGB{U8}(0.0,0.616,1.0) \n",
- " RGB{U8}(0.451,0.624,0.0) \n",
- " RGB{U8}(1.0,0.0,0.306) \n",
- " RGB{U8}(1.0,0.298,0.0) \n",
- " RGB{U8}(0.871,0.459,0.0) \n",
- " RGB{U8}(0.22,0.51,1.0) \n",
- " RGB{U8}(0.0,0.69,0.271) \n",
- " RGB{U8}(0.0,0.706,0.824) \n",
- " RGB{U8}(0.937,0.243,0.945)\n",
- " RGB{U8}(0.0,0.647,1.0) \n",
- " RGB{U8}(1.0,0.18,0.176) \n",
- " RGB{U8}(0.0,0.667,0.0) \n",
- " RGB{U8}(0.596,0.439,1.0) \n",
- " RGB{U8}(0.0,0.702,1.0) \n",
- " RGB{U8}(0.584,0.592,0.0) \n",
- " RGB{U8}(0.0,0.569,1.0) \n",
- " RGB{U8}(0.961,0.388,0.0) \n",
- " RGB{U8}(0.0,0.702,0.553) \n",
- " RGB{U8}(1.0,0.0,0.565) "
- ]
- },
- "execution_count": 108,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "dcols = reverse(distinguishable_colors(21, colorant\"white\", \n",
- " #transform=c -> deuteranopic(c, 0.5),\n",
- " lchoices=Float64[60],\n",
- " cchoices=Float64[100],\n",
- " hchoices=linspace(100, 430, 30)\n",
- ")[2:end])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 53,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "100-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0,0.447,0.741) \n",
- " RGB{Float64}(0.0299394,0.431061,0.729788)\n",
- " RGB{Float64}(0.0598788,0.415121,0.718576)\n",
- " RGB{Float64}(0.0898182,0.399182,0.707364)\n",
- " RGB{Float64}(0.119758,0.383242,0.696152) \n",
- " RGB{Float64}(0.149697,0.367303,0.684939) \n",
- " RGB{Float64}(0.179636,0.351364,0.673727) \n",
- " RGB{Float64}(0.209576,0.335424,0.662515) \n",
- " RGB{Float64}(0.239515,0.319485,0.651303) \n",
- " RGB{Float64}(0.269455,0.303545,0.640091) \n",
- " RGB{Float64}(0.299394,0.287606,0.628879) \n",
- " RGB{Float64}(0.329333,0.271667,0.617667) \n",
- " RGB{Float64}(0.359273,0.255727,0.606455) \n",
- " ⋮ \n",
- " RGB{Float64}(0.706667,0.160333,0.155333) \n",
- " RGB{Float64}(0.719697,0.175303,0.150121) \n",
- " RGB{Float64}(0.732727,0.190273,0.144909) \n",
- " RGB{Float64}(0.745758,0.205242,0.139697) \n",
- " RGB{Float64}(0.758788,0.220212,0.134485) \n",
- " RGB{Float64}(0.771818,0.235182,0.129273) \n",
- " RGB{Float64}(0.784848,0.250152,0.124061) \n",
- " RGB{Float64}(0.797879,0.265121,0.118848) \n",
- " RGB{Float64}(0.810909,0.280091,0.113636) \n",
- " RGB{Float64}(0.823939,0.295061,0.108424) \n",
- " RGB{Float64}(0.83697,0.31003,0.103212) \n",
- " RGB{Float64}(0.85,0.325,0.098) "
- ]
- },
- "execution_count": 53,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# try out a new gradient\n",
- "using Plots\n",
- "mlcols = colorscheme([\n",
- " RGB( 0, 0.4470, 0.7410),\n",
- " RGB(0.4940, 0.1840, 0.5560),\n",
- " RGB(0.9290, 0.6940, 0.1250),\n",
- " RGB(0.4660, 0.6740, 0.1880),\n",
- " RGB(0.3010, 0.7450, 0.9330),\n",
- " RGB(0.6350, 0.0780, 0.1840),\n",
- " RGB(0.8500, 0.3250, 0.0980),\n",
- " ])\n",
- " #[0, 0.15, 0.3, 0.45, 0.7, 1.0]) # add z-values for each color to make gradient non-linear\n",
- "RGB[getColorZ(mlcols,z) for z in linspace(0,1,100)]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 54,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0,0.447,0.741) \n",
- " RGB{Float64}(0.85,0.325,0.098) \n",
- " RGB{Float64}(0.466,0.674,0.188) \n",
- " RGB{Float64}(0.7115,0.439,0.3405) \n",
- " RGB{Float64}(0.468,0.4115,0.5585) \n",
- " RGB{Float64}(0.3705,0.24975,0.60225) \n",
- " RGB{Float64}(0.34225,0.72725,0.74675) \n",
- " RGB{Float64}(0.81325,0.689,0.14075) \n",
- " RGB{Float64}(0.68875,0.13975,0.1625) \n",
- " RGB{Float64}(0.18525,0.348375,0.671625) \n",
- " RGB{Float64}(0.404125,0.700625,0.467375)\n",
- " RGB{Float64}(0.874625,0.63025,0.178875) \n",
- " RGB{Float64}(0.59325,0.161375,0.277625) \n",
- " RGB{Float64}(0.548375,0.24775,0.502125) \n",
- " RGB{Float64}(0.34275,0.661625,0.839375) \n",
- " RGB{Float64}(0.639625,0.6815,0.164375) \n",
- " RGB{Float64}(0.769375,0.232375,0.13025) \n",
- " RGB{Float64}(0.092625,0.397687,0.706312)\n",
- " RGB{Float64}(0.435063,0.687313,0.327688)\n",
- " RGB{Float64}(0.793063,0.534625,0.259687)"
- ]
- },
- "execution_count": 54,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "RGB[getColorZ(mlcols,z) for z in Plots.get_zvalues(20)]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 109,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{U8}(0.0,0.706,0.69) \n",
- " RGB{Float64}(1.0,0.0,0.564706) \n",
- " RGB{Float64}(0.468627,0.445098,0.972549)\n",
- " RGB{Float64}(0.902941,0.418627,0.0) \n",
- " RGB{Float64}(0.146078,0.67451,0.75) \n",
- " RGB{Float64}(0.656863,0.389706,0.114706)\n",
- " RGB{Float64}(0.125,0.605882,0.0220588) \n",
- " RGB{Float64}(0.0,0.692157,0.339706) \n",
- " RGB{Float64}(0.60049,0.455882,0.375) \n",
- " RGB{Float64}(0.0845588,0.617157,0.8125) \n",
- " RGB{Float64}(0.6875,0.326225,0.433824) \n",
- " RGB{Float64}(0.260294,0.506618,0.9375) \n",
- " RGB{Float64}(0.328676,0.581863,0.4375) \n",
- " RGB{Float64}(1.0,0.167647,0.133824) \n",
- " RGB{Float64}(0.558824,0.455637,1.0) \n",
- " RGB{Float64}(0.292892,0.561275,0.86152) \n",
- " RGB{Float64}(0.180147,0.643137,0.449265)\n",
- " RGB{Float64}(0.0,0.652328,0.874142) \n",
- " RGB{Float64}(0.09375,0.603309,0.922794) \n",
- " RGB{Float64}(0.646814,0.476348,0.34375) "
- ]
- },
- "execution_count": 109,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "RGB[getColorZ(colorscheme(dcols),z) for z in Plots.get_zvalues(20)]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 102,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "ename": "LoadError",
- "evalue": "LoadError: UndefVarError: new_pick_colors not defined\nwhile loading In[102], in expression starting on line 1",
- "output_type": "error",
- "traceback": [
- "LoadError: UndefVarError: new_pick_colors not defined\nwhile loading In[102], in expression starting on line 1",
- ""
- ]
- }
- ],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "generate_palette_and_show (generic function with 2 methods)"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using Plots\n",
- "function show_gradient(grad)\n",
- " display(RGB[getColorZ(grad,z) for z in linspace(0,1,1000)])\n",
- "end\n",
- "\n",
- "function show_palette(grad)\n",
- " display(RGB[getColorZ(grad,z) for z in Plots.get_zvalues(20)])\n",
- "end\n",
- "\n",
- "function generate_palette_and_show(bgcolor; kw...)\n",
- " grad = Plots.generate_colorgradient(bgcolor; kw...)\n",
- " show_gradient(grad)\n",
- " show_palette(grad)\n",
- "end"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "1000-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0,0.605603,0.97868) \n",
- " RGB{Float64}(0.0,0.605939,0.978333) \n",
- " RGB{Float64}(0.0,0.606275,0.977986) \n",
- " RGB{Float64}(0.0,0.606612,0.977639) \n",
- " RGB{Float64}(0.0,0.606948,0.977292) \n",
- " RGB{Float64}(0.0,0.607284,0.976945) \n",
- " RGB{Float64}(0.0,0.60762,0.976598) \n",
- " RGB{Float64}(0.0,0.607956,0.976251) \n",
- " RGB{Float64}(0.0,0.608293,0.975905) \n",
- " RGB{Float64}(0.0,0.608629,0.975558) \n",
- " RGB{Float64}(0.0,0.608965,0.975211) \n",
- " RGB{Float64}(0.0,0.609301,0.974864) \n",
- " RGB{Float64}(0.0,0.609637,0.974517) \n",
- " ⋮ \n",
- " RGB{Float64}(0.879017,0.442176,0.266522)\n",
- " RGB{Float64}(0.879913,0.441583,0.267577)\n",
- " RGB{Float64}(0.880809,0.440989,0.268631)\n",
- " RGB{Float64}(0.881705,0.440396,0.269686)\n",
- " RGB{Float64}(0.882601,0.439803,0.270741)\n",
- " RGB{Float64}(0.883497,0.439209,0.271795)\n",
- " RGB{Float64}(0.884393,0.438616,0.27285) \n",
- " RGB{Float64}(0.885289,0.438023,0.273904)\n",
- " RGB{Float64}(0.886185,0.437429,0.274959)\n",
- " RGB{Float64}(0.887081,0.436836,0.276014)\n",
- " RGB{Float64}(0.887977,0.436243,0.277068)\n",
- " RGB{Float64}(0.888874,0.435649,0.278123)"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0,0.605603,0.97868) \n",
- " RGB{Float64}(0.888874,0.435649,0.278123) \n",
- " RGB{Float64}(0.0,0.656888,0.424607) \n",
- " RGB{Float64}(0.76444,0.444112,0.824298) \n",
- " RGB{Float64}(0.675544,0.555662,0.0942344)\n",
- " RGB{Float64}(0.0,0.660879,0.798179) \n",
- " RGB{Float64}(0.930768,0.367477,0.57577) \n",
- " RGB{Float64}(0.423147,0.622495,0.198771) \n",
- " RGB{Float64}(0.776982,0.509743,0.146425) \n",
- " RGB{Float64}(0.0,0.626593,0.957018) \n",
- " RGB{Float64}(0.609671,0.499185,0.911781) \n",
- " RGB{Float64}(0.380002,0.551053,0.966506) \n",
- " RGB{Float64}(0.558465,0.593485,0.117481) \n",
- " RGB{Float64}(0.0,0.664268,0.552951) \n",
- " RGB{Float64}(0.0,0.665759,0.680997) \n",
- " RGB{Float64}(0.942182,0.375164,0.451817) \n",
- " RGB{Float64}(0.832928,0.472696,0.212274) \n",
- " RGB{Float64}(0.0,0.616098,0.967849) \n",
- " RGB{Float64}(0.304835,0.578037,0.668194) \n",
- " RGB{Float64}(0.572221,0.497582,0.895402) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Plots._bgratio[1] = 0.5\n",
- "# Plots._lch_c_const[1] = 60\n",
- "generate_palette_and_show(colorant\"white\") #; color_bases=[colorant\"steelblue\",colorant\"orangered\",colorant\"darkolivegreen\"]);"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
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- "1000-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0,0.605603,0.97868) \n",
- " RGB{Float64}(0.00894438,0.605409,0.964887)\n",
- " RGB{Float64}(0.0178888,0.605215,0.951094) \n",
- " RGB{Float64}(0.0268332,0.605021,0.937301) \n",
- " RGB{Float64}(0.0357775,0.604827,0.923508) \n",
- " RGB{Float64}(0.0447219,0.604633,0.909715) \n",
- " RGB{Float64}(0.0536663,0.604439,0.895922) \n",
- " RGB{Float64}(0.0626107,0.604245,0.882129) \n",
- " RGB{Float64}(0.0715551,0.60405,0.868336) \n",
- " RGB{Float64}(0.0804995,0.603856,0.854543) \n",
- " RGB{Float64}(0.0894438,0.603662,0.84075) \n",
- " RGB{Float64}(0.0983882,0.603468,0.826957) \n",
- " RGB{Float64}(0.107333,0.603274,0.813164) \n",
- " ⋮ \n",
- " RGB{Float64}(0.879017,0.442176,0.266522) \n",
- " RGB{Float64}(0.879913,0.441583,0.267577) \n",
- " RGB{Float64}(0.880809,0.440989,0.268631) \n",
- " RGB{Float64}(0.881705,0.440396,0.269686) \n",
- " RGB{Float64}(0.882601,0.439803,0.270741) \n",
- " RGB{Float64}(0.883497,0.439209,0.271795) \n",
- " RGB{Float64}(0.884393,0.438616,0.27285) \n",
- " RGB{Float64}(0.885289,0.438023,0.273904) \n",
- " RGB{Float64}(0.886185,0.437429,0.274959) \n",
- " RGB{Float64}(0.887081,0.436836,0.276014) \n",
- " RGB{Float64}(0.887977,0.436243,0.277068) \n",
- " RGB{Float64}(0.888874,0.435649,0.278123) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0,0.605603,0.97868) \n",
- " RGB{Float64}(0.888874,0.435649,0.278123) \n",
- " RGB{Float64}(0.242224,0.643275,0.304449) \n",
- " RGB{Float64}(0.76444,0.444112,0.824298) \n",
- " RGB{Float64}(0.0,0.665759,0.680997) \n",
- " RGB{Float64}(0.675544,0.555662,0.0942344)\n",
- " RGB{Float64}(0.930768,0.367477,0.57577) \n",
- " RGB{Float64}(0.0,0.64837,0.893424) \n",
- " RGB{Float64}(0.776982,0.509743,0.146425) \n",
- " RGB{Float64}(0.558465,0.593485,0.117481) \n",
- " RGB{Float64}(0.609671,0.499185,0.911781) \n",
- " RGB{Float64}(0.380002,0.551053,0.966506) \n",
- " RGB{Float64}(0.0,0.664268,0.552951) \n",
- " RGB{Float64}(0.942182,0.375164,0.451817) \n",
- " RGB{Float64}(0.868402,0.395989,0.713515) \n",
- " RGB{Float64}(0.423147,0.622495,0.198771) \n",
- " RGB{Float64}(0.832928,0.472696,0.212274) \n",
- " RGB{Float64}(0.279232,0.599544,0.548081) \n",
- " RGB{Float64}(0.425948,0.57123,0.608115) \n",
- " RGB{Float64}(0.572221,0.497582,0.895402) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "generate_palette_and_show(colorant\"orange\");"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 27,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
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- "1000-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0822481,0.817349,1.0) \n",
- " RGB{Float64}(0.0969469,0.81575,0.989654)\n",
- " RGB{Float64}(0.111646,0.81415,0.979309) \n",
- " RGB{Float64}(0.126344,0.812551,0.968963)\n",
- " RGB{Float64}(0.141043,0.810951,0.958617)\n",
- " RGB{Float64}(0.155742,0.809352,0.948271)\n",
- " RGB{Float64}(0.170441,0.807753,0.937926)\n",
- " RGB{Float64}(0.185139,0.806153,0.92758) \n",
- " RGB{Float64}(0.199838,0.804554,0.917234)\n",
- " RGB{Float64}(0.214537,0.802954,0.906888)\n",
- " RGB{Float64}(0.229235,0.801355,0.896543)\n",
- " RGB{Float64}(0.243934,0.799755,0.886197)\n",
- " RGB{Float64}(0.258633,0.798156,0.875851)\n",
- " ⋮ \n",
- " RGB{Float64}(0.938766,0.660537,0.51998) \n",
- " RGB{Float64}(0.944332,0.659269,0.515764)\n",
- " RGB{Float64}(0.949899,0.658001,0.511549)\n",
- " RGB{Float64}(0.955466,0.656733,0.507334)\n",
- " RGB{Float64}(0.961033,0.655465,0.503118)\n",
- " RGB{Float64}(0.966599,0.654197,0.498903)\n",
- " RGB{Float64}(0.972166,0.652928,0.494688)\n",
- " RGB{Float64}(0.977733,0.65166,0.490472) \n",
- " RGB{Float64}(0.9833,0.650392,0.486257) \n",
- " RGB{Float64}(0.988866,0.649124,0.482042)\n",
- " RGB{Float64}(0.994433,0.647856,0.477826)\n",
- " RGB{Float64}(1.0,0.646588,0.473611) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
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- "20-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0822481,0.817349,1.0) \n",
- " RGB{Float64}(1.0,0.646588,0.473611) \n",
- " RGB{Float64}(0.637733,0.838185,0.403156)\n",
- " RGB{Float64}(0.992317,0.655717,1.0) \n",
- " RGB{Float64}(0.0,0.887076,0.762763) \n",
- " RGB{Float64}(0.620635,0.759552,1.0) \n",
- " RGB{Float64}(0.907209,0.764704,0.319957)\n",
- " RGB{Float64}(1.0,0.594186,0.654854) \n",
- " RGB{Float64}(0.30485,0.804949,1.0) \n",
- " RGB{Float64}(1.0,0.717484,0.354039) \n",
- " RGB{Float64}(0.833172,0.707732,1.0) \n",
- " RGB{Float64}(1.0,0.623719,0.532607) \n",
- " RGB{Float64}(0.0,0.888271,0.898233) \n",
- " RGB{Float64}(0.780553,0.805537,0.337407)\n",
- " RGB{Float64}(0.217769,0.878484,0.627627)\n",
- " RGB{Float64}(0.0,0.881615,1.0) \n",
- " RGB{Float64}(0.652425,0.725769,0.736806)\n",
- " RGB{Float64}(0.541124,0.767416,0.677019)\n",
- " RGB{Float64}(0.735453,0.772958,0.701578)\n",
- " RGB{Float64}(0.996158,0.639718,0.766304)"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "generate_palette_and_show(colorant\"black\");"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "1000-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0822481,0.817349,1.0) \n",
- " RGB{Float64}(0.0969469,0.81575,0.989654)\n",
- " RGB{Float64}(0.111646,0.81415,0.979309) \n",
- " RGB{Float64}(0.126344,0.812551,0.968963)\n",
- " RGB{Float64}(0.141043,0.810951,0.958617)\n",
- " RGB{Float64}(0.155742,0.809352,0.948271)\n",
- " RGB{Float64}(0.170441,0.807753,0.937926)\n",
- " RGB{Float64}(0.185139,0.806153,0.92758) \n",
- " RGB{Float64}(0.199838,0.804554,0.917234)\n",
- " RGB{Float64}(0.214537,0.802954,0.906888)\n",
- " RGB{Float64}(0.229235,0.801355,0.896543)\n",
- " RGB{Float64}(0.243934,0.799755,0.886197)\n",
- " RGB{Float64}(0.258633,0.798156,0.875851)\n",
- " ⋮ \n",
- " RGB{Float64}(0.938766,0.660537,0.51998) \n",
- " RGB{Float64}(0.944332,0.659269,0.515764)\n",
- " RGB{Float64}(0.949899,0.658001,0.511549)\n",
- " RGB{Float64}(0.955466,0.656733,0.507334)\n",
- " RGB{Float64}(0.961033,0.655465,0.503118)\n",
- " RGB{Float64}(0.966599,0.654197,0.498903)\n",
- " RGB{Float64}(0.972166,0.652928,0.494688)\n",
- " RGB{Float64}(0.977733,0.65166,0.490472) \n",
- " RGB{Float64}(0.9833,0.650392,0.486257) \n",
- " RGB{Float64}(0.988866,0.649124,0.482042)\n",
- " RGB{Float64}(0.994433,0.647856,0.477826)\n",
- " RGB{Float64}(1.0,0.646588,0.473611) "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "20-element Array{ColorTypes.RGB{T<:Union{AbstractFloat,FixedPointNumbers.FixedPoint}},1}:\n",
- " RGB{Float64}(0.0822481,0.817349,1.0) \n",
- " RGB{Float64}(1.0,0.646588,0.473611) \n",
- " RGB{Float64}(0.637733,0.838185,0.403156)\n",
- " RGB{Float64}(0.992317,0.655717,1.0) \n",
- " RGB{Float64}(0.0,0.887076,0.762763) \n",
- " RGB{Float64}(0.620635,0.759552,1.0) \n",
- " RGB{Float64}(0.907209,0.764704,0.319957)\n",
- " RGB{Float64}(1.0,0.594186,0.654854) \n",
- " RGB{Float64}(0.30485,0.804949,1.0) \n",
- " RGB{Float64}(1.0,0.717484,0.354039) \n",
- " RGB{Float64}(0.833172,0.707732,1.0) \n",
- " RGB{Float64}(1.0,0.623719,0.532607) \n",
- " RGB{Float64}(0.0,0.888271,0.898233) \n",
- " RGB{Float64}(0.780553,0.805537,0.337407)\n",
- " RGB{Float64}(0.217769,0.878484,0.627627)\n",
- " RGB{Float64}(0.0,0.881615,1.0) \n",
- " RGB{Float64}(0.652425,0.725769,0.736806)\n",
- " RGB{Float64}(0.541124,0.767416,0.677019)\n",
- " RGB{Float64}(0.735453,0.772958,0.701578)\n",
- " RGB{Float64}(0.996158,0.639718,0.766304)"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "generate_palette_and_show(colorant\"black\", 17; color_bases=[colorant\"steelblue\",colorant\"orangered\"]);"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using Plots; default(size=(600,200))\n",
- "data = Plots.fakedata(50,10);\n",
- "# Plots._lightness_darkbg[1] = 80\n",
- "# Plots._lightness_lightbg[1] = 60;"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 29,
- "metadata": {
- "collapsed": false
- },
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",
- "image/svg+xml": [],
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=10}"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "bgcolor = colorant\"yellow\"\n",
- "plot(Plots.fakedata(50,10), w=3, bg=bgcolor, palette = Plots.generate_colorgradient(bgcolor, color_bases=[colorant\"blue\"]))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/svg+xml": [
- "\n",
- "\n",
- ""
- ],
- "text/plain": [
- "6-element Array{ColorTypes.RGB{Float32},1}:\n",
- " RGB{Float32}(0.0,1.0,0.743443) \n",
- " RGB{Float32}(0.0,1.0,1.0) \n",
- " RGB{Float32}(1.0,0.654721,0.684643)\n",
- " RGB{Float32}(0.779454,1.0,0.252288)\n",
- " RGB{Float32}(1.0,0.729769,1.0) \n",
- " RGB{Float32}(1.0,0.901976,0.159582)"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "map(c -> Plots.adjust_lch(c,100,100), RGB[colorant\"white\", colorant\"steelblue\",colorant\"indianred\",colorant\"darkolivegreen\",colorant\"darkmagenta\",colorant\"orange\"])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/playground.ipynb b/examples/playground.ipynb
deleted file mode 100644
index 9420690a..00000000
--- a/examples/playground.ipynb
+++ /dev/null
@@ -1,1057 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Switched to backend: gadfly"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=1}"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "using Plots; gadfly(); default(size=(400,300),leg=false)\n",
- "n = 10\n",
- "#cs = distinguishable_colors(n)\n",
- "cs = [colorant\"red\",colorant\"blue\",colorant\"yellow\",colorant\"blue\"]\n",
- "#cs = vec(repmat(cs2,round(Int,n/length(cs2)),1))\n",
- "plot(rand(n), c=Any[cs], w=5)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using Gadfly\n",
- "xs = linspace(0,8π,100); ys = map(sin,xs); cs = rand(length(xs))\n",
- "#plot(x=xs, y=ys, color=cs, Geom.path)\n",
- "plot(x=vcat(xs,xs[2:end]), y=vcat(ys,ys[2:end]), color=vcat(cs,cs[1:end-1]), Geom.line)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Default backend: immerse\n",
- "[Plots.jl] Switched to backend: qwt\n"
- ]
- }
- ],
- "source": [
- "using Plots; qwt()\n",
- "default(:size, (500,300));"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "collapsed": false,
- "scrolled": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "run_push_test (generic function with 1 method)"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# a couple things are happening here... we're pushing new \n",
- "# data to our series, and redrawing with gui()\n",
- "function add_to_plot(plt, rng)\n",
- " for x in rng\n",
- " push!(plt, x, [randn(), sin(x)])\n",
- " end\n",
- " gui()\n",
- "end\n",
- "\n",
- "function run_push_test(batchsize, numbatch)\n",
- " fullrng = linspace(0.2, 2π, numbatch+1)\n",
- " println(\"Testing batchsize=$batchsize numbatch=$numbatch points\")\n",
- " plt = plot([0,0.1], Any[randn(2),sin], t=[:sticks,:path], w=2)\n",
- " \n",
- " allms = Float64[]\n",
- " for i in 1:numbatch\n",
- " rng = linspace(fullrng[i], fullrng[i+1], batchsize)\n",
- " t = @elapsed add_to_plot(plt, rng)\n",
- " millis = 1000*t\n",
- " push!(allms, millis)\n",
- " # @printf \"Millis per update: %1.3f\\n\" millis\n",
- " end\n",
- " allms\n",
- "end"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Testing batchsize=500 numbatch=500 points\n"
- ]
- }
- ],
- "source": [
- "batchsize, numbatch = 500, 500\n",
- "ms = run_push_test(batchsize, numbatch);"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.QwtPackage() n=1}"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "plot((1:numbatch)*batchsize, ms, xlab=\"Number of Points\", ylab=\"Millis per update\", leg=false)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Example: add to a plot different ways"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "plt = plot(rand(10,2))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# append 3 points to the second series\n",
- "append!(plt, 2,rand(3))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# pushing a vector will add one to each series\n",
- "for i in 1:100\n",
- " push!(plt, rand(2))\n",
- "end\n",
- "plt"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Example: line styles "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Switched to backend: pyplot"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.PyPlotPackage() n=15}"
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- "[Plots.jl] Initializing backend: pyplot\n"
- ]
- }
- ],
- "source": [
- "using Plots; pyplot()\n",
- "plot(cumsum(randn(100,5),1), w=8, style=:auto)\n",
- "plot!(rand(1,10)*10, style=:auto, t=[:hline,:vline])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using Plots\n",
- "plot(rand(10))\n",
- "png(\"tmp\") # saves as \"tmp.png\"\n",
- "png(\"tmp.png\") # saves as \"tmp.png\"\n",
- "savefig(\"tmp\") # error... can't extract extension\n",
- "savefig(\"tmp.png\") # saves as \"tmp.png\""
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Switched to backend: gadfly"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=1}"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "# create a \"support graph\" for which args are supported by each backend\n",
- "using Plots; gadfly()\n",
- "\n",
- "function supportGraph(allvals, func)\n",
- " vals = reverse(allvals)\n",
- " x = ASCIIString[]\n",
- " y = ASCIIString[]\n",
- " for b in backends()\n",
- " supported = func(Plots.backendInstance(b))\n",
- " for val in vals\n",
- " if val in supported\n",
- " push!(x, string(b))\n",
- " push!(y, string(val))\n",
- " end\n",
- " end \n",
- " end\n",
- " scatter(x,y, m=:rect, ms=10, size=(300,100+18*length(vals)), leg=false)\n",
- "end\n",
- "\n",
- "supportGraph(Plots._allArgs, supportedArgs)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "1\n",
- "2\n",
- "FIZZ\n",
- "4\n",
- "BUZZ\n",
- "FIZZ\n",
- "7\n",
- "8\n",
- "FIZZ\n",
- "BUZZ\n",
- "11\n",
- "FIZZ\n",
- "13\n",
- "14\n",
- "FIZZBUZZ\n",
- "16\n",
- "17\n",
- "FIZZ\n",
- "19\n",
- "BUZZ\n",
- "FIZZ\n",
- "22\n",
- "23\n",
- "FIZZ\n",
- "BUZZ\n",
- "26\n",
- "FIZZ\n",
- "28\n",
- "29\n",
- "FIZZBUZZ\n",
- "31\n",
- "32\n",
- "FIZZ\n",
- "34\n",
- "BUZZ\n",
- "FIZZ\n",
- "37\n",
- "38\n",
- "FIZZ\n",
- "BUZZ\n",
- "41\n",
- "FIZZ\n",
- "43\n",
- "44\n",
- "FIZZBUZZ\n",
- "46\n",
- "47\n",
- "FIZZ\n",
- "49\n",
- "BUZZ\n",
- "FIZZ\n",
- "52\n",
- "53\n",
- "FIZZ\n",
- "BUZZ\n",
- "56\n",
- "FIZZ\n",
- "58\n",
- "59\n",
- "FIZZBUZZ\n",
- "61\n",
- "62\n",
- "FIZZ\n",
- "64\n",
- "BUZZ\n",
- "FIZZ\n",
- "67\n",
- "68\n",
- "FIZZ\n",
- "BUZZ\n",
- "71\n",
- "FIZZ\n",
- "73\n",
- "74\n",
- "FIZZBUZZ\n",
- "76\n",
- "77\n",
- "FIZZ\n",
- "79\n",
- "BUZZ\n",
- "FIZZ\n",
- "82\n",
- "83\n",
- "FIZZ\n",
- "BUZZ\n",
- "86\n",
- "FIZZ\n",
- "88\n",
- "89\n",
- "FIZZBUZZ\n",
- "91\n",
- "92\n",
- "FIZZ\n",
- "94\n",
- "BUZZ\n",
- "FIZZ\n",
- "97\n",
- "98\n",
- "FIZZ\n",
- "BUZZ\n"
- ]
- }
- ],
- "source": [
- "map(i->println(join([\"FIZZ\",\"BUZZ\",i][i%[3,5,1].==0][1:max(1,end-1)])),1:100);"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Initializing backend: pyplot"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.PyPlotPackage() n=1}"
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "using Plots; pyplot(); default(size=(500,300))\n",
- "p = heatmap(randn(10000),randn(10000), nbins=20, c=:heat)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.PyPlotPackage() n=2}"
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using Plots; pyplot(); default(size=(500,300))\n",
- "x, y = randn(100), randn(100)\n",
- "plot([x x], [y y], l=([:hexbin :scatter], [:heat RGBA(0,0,1,0.3)]), nbins=10)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "image/svg+xml": [],
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=1}"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "scatter(rand(100), z=1:100, c=:heat)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/plotupdates.ipynb b/examples/plotupdates.ipynb
deleted file mode 100644
index 87a3e575..00000000
--- a/examples/plotupdates.ipynb
+++ /dev/null
@@ -1,223 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using Plots\n",
- "default(size=(500,300))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {
- "collapsed": false,
- "scrolled": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=1}"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "p = scatter(rand(10),m=:+)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=1}"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "for i in 1:10\n",
- " push!(p, 1, rand())\n",
- "end\n",
- "p"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Switched to backend: immerse\n"
- ]
- }
- ],
- "source": [
- "using Plots; immerse()\n",
- "default(:size, (500,300));"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {
- "collapsed": false,
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- ".425Testing 609 points\n",
- "Average millis per update: 19"
- ]
- }
- ],
- "source": [
- "# a couple things are happening here... we're pushing new \n",
- "# data to our series, and redrawing with gui()\n",
- "function add_to_plot(plt, rng)\n",
- " for x in rng\n",
- " push!(plt, x, [randn(), sin(x)])\n",
- " # same as:\n",
- " #push!(plt, 1, x, randn())\n",
- " #push!(plt, 2, x, sin(x))\n",
- " gui(); sleep(0.005)\n",
- " end\n",
- "end\n",
- "\n",
- "rng = 0.2:0.01:2π\n",
- "println(\"Testing $(n=length(rng)) points\")\n",
- "\n",
- "plt = plot([0,0.1], Any[randn(2),sin], t=[:sticks,:path], w=5)\n",
- "t = @elapsed add_to_plot(plt, rng)\n",
- "\n",
- "@printf \"Average millis per update: %1.3f\" 1000*t/n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 33,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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kxMvJab0FvJicRUVV0yY7u4yT4m5yVknhJqfRSLuVUmNy8rwFak7Oqltg3z5Lx4607eTs3h20WsvevVq7W6Dm5OSkWCcnn1uAm5wMc39yFhSo7k1OWyl45CRAvvH+vIXFhcUIoaKCovfnLazZ4LUpr1JmCiFkNptfm/qq2w4piiZJrY9aPSBotUat1ii0FqFBebmWohihtQgNiopUQqvAi7IyFB+PmBrf6ocfopdfDoYCLMsWF6uDIckrfH1zz2qbdXDPAYPecGjvwaxH29RskJqe+ufJP2mK/vPEH2npaW47lMtlYvgHT8TcMvxJTIwOoXVCYQmVRa/jx6FzZ5DW+FYnToRNm8AQ+LdngiBSU/HNw+Orce/Tvy9ZRr796nyyjOzbvy93cOaEGdYGL44fefLoibkz3zp17NTI8SPddsgwrFYrbqnnhclEcR4JEbdotUbOyyHiFs7pgT/WCHc70tKgc2fYvDngCiAEOGeFxG6Hqhjnzh8xzp0/Ypw7f0Ilzv2RR2DlSmjf3sGp7dth+fKAb2hCtTvO3e/IZNLY2AihtQgNIiMVkZFhQmsRGsTGRkpr/oAXcURI5NwuLwelEh591PHZZ5+F27fhxo1Aa0Hg/GqFoXGXxMQ8WMadorwsuBEerggPF19FeRETE4HzfhOsiI+PEloF9xw9Ck8+6cDhziGTwbhxAU8CTBCAcw1V7KY7TTM4V67yC2VlZbt3716wYMGzzz6blJQ0Y8YM99c4QqczcYF9Im4hSR1Nixk0ecHFd2LO0aNu0gxMngxr1gAdyDUphBAXOokn2Bl3iwVx4bG1CYPBcPLkyU8++WTkyJFNmjRp2rTp8uXLKYqaOnXq4cOHN2/eXOhVImqKYsQc5TwxGs1cEk0Rt3AbDjDn8GE3xr1xY3j44YCXZ+Li3/EEuwVVlkUMYwn1neImk+ncuXPnz58/efLkiRMnKisrO3fu/OSTT7Zr165du3YZGRm2jefMmWOxWFasWOGpFC78Q/Q28IGiGLlcTC/DC7OZxnzlubQUWrSAsjJwnRR13TrYsAF27AigJjiPFXbGPURhWfb69etWa3737t1HH3203T0efvhhF6t5BQUFWVlZN2/eTE5ODqbOIiIhyubNsHYtbNvmppnJBPXqwYULUK9eUNTCDOyMu9lMq1T6kNhGUVxcfPz48RMnTpw/f/7q1auZmZlWa962bdvoaA+W0adMmZKenv7+++97pIBabSAIEHOH8aGoSJ2YGB3qvwiDQ25uOea5w2bMgCZN4LXXeLVMT4d33gmIGgih/HwS29xh2Bl3nOPcVSoVZ8o5KIrq1KkTZ83bt2+fnp7udc937tzp1KnTnTt3YmJi+F8lxrnzR4xz5w/+ce6tW8O6ddC2rfuWV67A4MFw+7YbB453YB7njp1xxwqKos6cOWO15rm5uW3btm3Xrl2XLl2efPJJO9e5j4wYMeLxxx9/4403/NiniEjto6QEWreGkhK+9rp9e1iyBHr1CrBa+IGdcUeC1lBFCF27do0z5SdPnvzrr7+aNGlitebNmzeXywP16nf58uV+/frl5OSEh/NNFyPWUOWPWEOVPzjXBQWAjRvh559hyxa+7b/+Go4fD1SSd5zHCjvjLqBbZvz48YcPH1ar1e3bt+/YsWOHDh06dOjg39dz1/Tp0+fFF1+cNGkSz/aiW4Y/oluGP5i7ZV55BR56CGbP5tu+shIaNYJbtyDJ375x0S3jGRTFqNX6lBQBcq39/vvvDRo0ePjhh4V6Fz506NDLL798/fp1ngpUVhoIgqhT58Ha0OsdJSWV8fFR4oIqH/LzyXr1EoXWwiktW8LPP8Mjj3hwybhx0K4dzJrlZ00QQoWFqrp1cVwgBAyN+wNOly5d/u///m/kSPfpM0VEHkCKiyErC0pLwSMH27FjMGMGXHFQBrQ2g5271mJhuWI0Dybz5s1bvHgxzyeuuEOVP0YjJe5Q5QnOOS2OHoWuXT2z7ADw1FNA03D2rJ+VQQj0enzHCjvjTtMWkqzluWVc0L9/f6lUunv3bj6Nxdwy/CFJrZhbhifFxfjmS3GWw90t48fDypV+VgYAcYUM8QQ74y6TSWJiHtzqQgRBvPHGG//5z3/4NA4PV0REKAKtUu0gJiaCK4Is4pb4eHy3xR0+DD16eHPh+PGwcSPo/PzeSIhZIT1AJpM+4FsuR4wYUV5efvz4cbctIyNF486X2NhImQzTkDXcSEz0YCddMCkshIoKaN3am2tTU6FbN9i0yZ/6EATWsWrYGXeGsXDF4B9YpFLpnDlzFi1a5LalwUA9yOsTHlFZaWAY0S3DC5LUCq2CY44ehaee8tjhbmXSJD97ZhACnPOTY2jcWa32QfcjT5gw4fLlyxcuXHDdzGQSjTtftFqjxSIuqPJCpcL07cprhzvHM89Afj5cu+Y3fQAQzjVUsTPucrk0JKp8BZSwsLDZs2d/9NFHrptFR4dHRz+46xMekZgYg+1OQtxISxNglwkffDTuUimMHQurV/tNHwAiNbWOH7vzL2KcO6ZotdrGjRufPHmyefPmQusiIiI8BQXQrh0UFXnvlgGAnBzo3Bny8iBgaUQwArs3d4piyssxdfkFk5iYmOnTpy9dutRFG63WKLqweFJWpqFpcU8ALwoLVUKr4AAfHe4cjRpBq1awfbt/VEIIFRXhOFYc2Bl3lkUmUyDrHoYOr7766q+//pqXl+esAU1bRIPFE7OZZlnxRyov8KxzeeQIdOvmh378u6xqNOJrrLBzywibFRI3Zs+eLZPJli9f7vCsmBWSP2JWSP7gmemwWTPYtg1atvS1H4qC+vXhzz+hQQM/aIXnWHFgZ9xFbFEqlW3atLl161aS3zPaiYiEDnl50KGDrw53K7NnQ2IivPeeH7rCGexe+kwmWqmsEFoLXMjMzHzuuee+/PJLh2crKnQ4h9lihVJJms34/oLGitu3S4RWwZ5jx6BbN/9YdgCYPBlWrwbfUw0hhLKzS/2hUUDAzrgTBEgk4m/n+8ybN++LL77QOdo3TRCEOFY8EZ1X/JFKsZtUPgZB2pGVBSkpcOCAH7rC+QYU3TIhwNChQ7t06fIan3rAIiK1kaZNYccOaNHCbx1+9x0cPAgbNvitQwzBzrizLGIYi1hUwZY//vhjxIgRt2/ftivyxzAsAIiLz3ygKEYul4oLqnwwm2msSlbl5sITT0BhoSu3THl5uUfrUjodNGwI169DcrJPuuE2VrZgZxcoiiktxTeLpiA88cQTzZs3//HHH+2OazQGjQbf3c9YUVpaKea+50l+Pl6LXkePQvfuriw7QmjmzJke9RkdDYMGwbp1PimGECooEOPceSOVEpGRYqZDe958883ly5fblZtQKGTiTxyeRESEiW53nkRHhwmtQjWOHYOnnnLV4MKFC5s2bSot9Wxtc/x4+OEHX/QCAIiKwmusbMFuusvlMpyzaApF3759IyMjt27dansw5HLLWCzQowfEx0NWFgwYANOmwQcfwJo1cOgQ3LwJRmMARScmRmMbj4wbaWlxQqtQDberqdx9YXd3uKVrVzCZfCrPRBBEaiqmeXgAQ5+7xcKaTDTOz0Oh2Lp164IFCy5evGh1HHOxfdi6/GqycCEcPAg//QT5+VBQAEol5OWBUln1R0kJxMdD3bpQvz7UqweZmZCZCfXrV/0R5tuM0OvN4eFysV4HHzQaIz5V1/PzoUMHNw73Vq1aDRo06OzZswc8jIBZsgRycuCbb7zUDSHQajEaKzuwM+4mE11ers3MxLSguIAghNq0abN06dJ+/fpxR7gg91D5obN/P4wfDxcuQGqq0zYqFRQWQlERZGdX+yMvDxgGMjKgcWNIT6/2R5MmEMfjRVOpJJOT64TQg1BAbt8uadrU+ZcUXNasgb17Yf16pw1u3brVq1evW7du1a1b98aNGykpKfw7Ly+Hhx6Cu3chxqvyJAihnJyyxo09kBhMsPPYymTS2FhMn4TCQhDEm2++uWjRIqtxj4xUAIRG+EdREYwdCz/84MqyA0B8PMTHQ6tWDk7Z2f3z56v+uHsXWNax3W/WDOrcS8gaGxsplYpuGV5glXPbrU9m+/btAwYMiIiI6Nu37/bt2ydPnsy/86Qk6NEDNm6ESZO8047A+dUKuzd3ERfQNN28efN169Y9+eSTQuviAQjBwIHQrBl88on/OzeboaAACgogN9fe1UOSkJYGDRpA3bqQmQnTp4OYPjnkaNIEdu2Chx922qBr167vvPNOv379Nm3atGrVqt9//92j/nfuhCVLgEdRy9ADO+NO04xWa8L5eSgsX3zxxd69e3fs2AEAOp0JAPBfU/34Y1i/Hk6dAkVww6BMJlAqoaAA8vLg0iXqp58UX38NQ4YEVYdQpLhYjcmaal5eVYS7M4qLi1u0aFFSUqJQKAwGQ926de/cuZOQ4IFT12KBBg3gwAFXzw9nIIRKSzXYrqn6ur5k0Bu+WPr5a1Ne/WLp5wa945jroweOvvfGv2ZNnDlzwgy3HVosCM+Mo5gwefLk8+fPX7x4EQAoisE/dvvkSViyBLZsCbZlB4DwcGjaFLp1gzFj4LXXtPv2Me++C9OmASXOL5fodGahVaji4EHo2dNVg127dj399NMKhQIAIiMje/Towb338EcqhcmT4bvvvNRQr8dlrGriq3Hft2tfQlLChyv+m5CUsH/3vpoNLp+/dHT/kckzpny68rPPV3/htkOFQpacjGnxdRwIDw+fMWPGsmXLACAmJiImBuv1CZKEkSPhq6+gXj2BNUlKqtO6tfSPP0ClgiefhLt3BdYHZzIy4oVWoQq3Dvdt27Y999xz1n8OHTr0119/9VTKpEnw009g9txKEwSRno7FTxzHIN94f97C4sJihFBRQdH78xbWbLD8P8svnbvooxQRWyorKxMTE//55x+hFXEDy6IBA9DLLwutR3VYFq1YgdLT0d69Qqsi4o569ZCLaa7T6WJjY9VqtfWIRqOxO8KTvn3Rhg3e6Ygvvr65q1XqhMQEAEhMSlSr1DUbFBcW3bp+a8701xe/tyj/brWiQhYLazRSNG0BAJpmjEbKYmHNZrqgoMJopBBCAGA0UlxhJpZFRiPFeSEYxmI0UgxjAQCKYoxGiiuyYzLRRiPFPbGMRooLA68uxcJJAQCzma4uhfKHFMa1FO5Cd1LY6lLuDwInJTw8cvLkyUuXList1VRU6F1LMZvvS+EGgZPCqedCCqce91m4JDYupdAAwDCsrZRPP7Xk58PHH1dJ4RZ3eEi5P9RWKbZDbSfF7rPYSWHZKilFRWqj0Ww0UhaLZfZsWLfOMnEi+ve/Ecs6luJwctpI8WJyupXiYnL65RZwMzmtt0B2dilvKa6+ULe3gLPJyd0C168zAKhpU6dSdu/+vX379lFRMVYp0dHRXbt23bJlmyMprqbNxImwciXfW8A6OQ0Gc15eubPJKTgB39NhsVhS01MXfbq401Odf17zi+0ps5khSa3BYAYAvd5MklqKYhACg4EiSS03giSpVan0AMAwFpLUciVDjUaaJLVcgSut1kiSWm7+qVQ6ktQCAMsiktRWVhoBgKIYktRyrjGDoUoKAFRWGm2k6KpLMQKAycRJoQBApzORpJb7zlQqfXUpBodSuC9bozGSpNZiQQBQUVFNikbjSoparSdJLfcEtkqh6Sopr7322oYNv9y5k01RtlJYWykWC2v9LGazR1Is1s9iNFLWz6LVmkhSy81yayr5e1JMdlJOn6Y/+ECybh0THg6VlQZbKWq13iqFWxOuLuX+Z1Gp9LZSuBHjpNhOG+6zuJZisVg4Kdzd26aNYedO9bFjMGgQ3L1r4COFmzYajaHm5Kz5WTgp1SenniQ5Kfcnp8NbwPpZbKToXN4CpupS+EzO+7cANzlJUse9KHCm1vktwFilIAQIsXZSuM/i6Bawm5zub7Q9e6jHH6dcTM4tW7b26NHXTsrQoUM3btzk+hawnTbcLTB4MLp8GS5f1vO5BayTU6XSMwzLMPbThpMiPKKh9GoAACAASURBVD6++bt1y7w/732z2YwQMpvNr099zUdxIlZefvnlN998U2gtHKPRoKZN0apVQuvhDppGc+eiBg3QmTNCqyJSgzFj0PffOz1L03RSUpJSqbQ7rlKpYmNjtVqtp+Jeew39+9+eXoQ1vr65Z7XNOrjngEFvOLT3YNajbWo2eOSxNqePnaYo6vSx0xmZGTweNiAWMubD66+/vnLlSrXagStMcGbOhE6dYMIEofWwgWVRzaBfmQwWL4ZPP4WBA+F///OzRIqiNm/e/Oyzz965c8fPXQcY1vcaRf7g8GFXq6mnTp2qX79+3bp17Y7HxcV16NBh3z4HwR2umToVVq0Ci4cOFZyNla/GvU//vmQZ+far88kysm//vtxB25DHPv37Xrvy97wZc8+c/HPkhJfcdmg204WF+GbRxIemTZt2797z448/E1oRe378Ef78E776Smg9qlNYWMG5sGry3HNw7Bh89hmMHeuf5GV///3366+/npmZ+dlnn1kslpUrV/qh0yCSnV0mtApw+zZIpdCkidMGdnEytgwdOnTz5s2eSnz4YcjMhP37PbgEIXT3rvBj5RShfzrYYzbTJSUeL3Y/mPz554WkpCQvfoEGjuvXUVISunJFaD1qUFysNptpFw20WvTii+jRR9GdO16KKCsrW7x4ccuWLRs3brx48WLOY3Djxo3k5GSTyeRlp0LALRIKy//+h8aOddWgQYMGV69edXiqrKwsLi7OYDB4KvT779GwYR60Z1lWqSQ9lRI0sDPuIh4xaNCgTz/9VGgtqjAYUFYWwkYdb/j2W5SWhnbv9uAShmG2b9/+wgsvxMfHT5069fjx4xaLxbZBt27dNtS+OLsAM2qUqzWbS5cuNWvWzMXlPXv23LJli6dCtVqUmIhKSjy9DlOwM+4MYzEYzEJrERqYzfSJE6cyMzO5JWvBmTEDDR6MWFZoPRxhMJjtbK4zzp5FDRuiuXMRw7hpmZ2dPXfu3MzMzMcee+zbb79VqVQOm61bt653796eKiwgWq1RaBVQejrKznZ6duHCha+//rqLy7/88svRo0d7IXfyZLR0Kd/GLIt0OuHHyhnYGXejkcrPx/eXDlaQpJYktd27d1+9erXQuqDffkMNG6KKCqH1cEJ+frnJRPFsXFaG+vRBPXqg4mIHZw0Gw5o1a3r37p2cnDx37ty//vrLdW8mkyklJQX/TWdW/vnH0ccOIrduoQYNXDV47LHHjh496qJBcXFxXFyc0eix5T19Gj30EN8XFJZl79zB9z0fu9oFUqlErNTBk7AweViYfP78+YsXLxY2wuHuXZg2DX75BeJx2bhuT1RUOP9KHUlJ8Pvv8NRT0KED/PHH/eOXLl2aNm1aZmbm2rVrp06dmp+fv3jx4lYOMxTbEBYW9tJLL61atcpr5YOM4Dm3XcfJ5OTk5Ofnu06MmpqampWVdfDgQU9FP/EEhIXBqVN822NbqQOwLLMnjY+PElqL0CAqKiwqKqxv374xMTGe1hjzIzQNI0bA7NnQsaNQKrgnPj5KJvMgn7tUCgsWwJdfwpAh8NFH5u+++659+/ZDhgxp3Ljx5cuX9+/f/8ILL4Txrg41bdq01atX07TjcB3cSE6u475RIOEqYjtj586dAwYMcJud37s8MwAwfjzwjG8iCCIpCeNEWEL/dLCHphm1Wi+0FqGBXm/m1ic2bdr06KOPsgJ5u+fPR336IH4ObcFQq/U07c6JXh2WZffv3//MMzOl0quNGp3cseMQT6+9Q7p06bJ582avLw8m5eUaYRVIT0e5uU7P9urVa+vWrW47USqVCQkJXixHlZejhARUWem+JbcN2NP+gwZ2b+4Mw3IbrEXcYk1X8vzzz5vNZk8LSPqF/fthzRpYuxYk2E2lami1Rm7XOB9KSkqWLFny8MMPv/nmm4MHt1YqM3v16vzWWz1u3vT+Q06ZMuV/ft8oFRhUKse5u4PDzZsQHg716zs+q1Kpzp0717dvX7f91K1bt3nz5keOHPFUgcRE6N0bfvnFfUsApFYLOVZuEPrpYo8YLcMfs5m2xm6vXLmyR48eQVagsBClpaE9e4Is1hv4RMvQNL1x40ZupXTWrFnnzp2zPbtmDUpJQZs2ea2AISkpKScnx8vrg4iw0TLffIMmTHB6du3atYMHD+bZ1dKlS6dOneqFDnv3og4d3DcTo2VEggFFUfXr1z958mTQJDIM6tEDzZ0bNIEB5J9//pk7d25GRkbv3r03btzoLMri/HnUuDGaNQtRfONuqjFr1qx3333XJ0UfAF58Ea1Z4/TssGHD+MeG5eTkJCcn07SrzWsOsVhQw4bo0iVPr8ML7Iy72UyXlQns8gsVNBqDRnPfDH3yySfPPfdc0KQvWoQ6d0ae3zjCUFpaSVH2uup0um+//bZdu3b169f/97//fevWLbf9lJejfv3QU0+hwkKPdbh69WpaWhrl3ZMhiBQUCBbQyrIoLQ3l5Tk+azQa4+Liyss92EDbrl27gwcPeqHJwoVo9mw3bViWLSzENfgXQ587yyIuXaqIW2jawqVg5Zg6derp06f/+uuvIIg+eRI++QR++QVksiBI8wNmM22b4+nEiRPTpk1r2LDhgQMHFi9enJOTs2DBgmbNmrntJzERdu+GZ5+Fjh3h5EnPdGjdunWjRo12797tqfJBRsA6lzdvQmSk07pdBw8ebNOmTWJiIv8OvY6ZmTgR1q8Hk7vlPy7rMqYI/XSxh2VZmsY78AIbLBaLnR954cKFY8aMCbTc8nJUrx769ddAy/EnNG1hWdaa/qVNmzYrVqwoKiryusPdu1FKClq82LMduatWrerfv7/XQoMDRXkWVuRHvvoKTZzo9OyUKVOWL1/uUYe3bt1KS0tj3O42dsQzz6D16920EXCs3IKdcRfxBS5lUp6zn7X+AM/ieW65cOHCxIkTk5KSRo4cuX//fl+CGq3k5aGOHdHgwYh/WTetVhsfH18zC7kIx4gR6McfHZ9iWTYjI4OP68yO1q1be7cWtXkz6tXLi+twATu3jMlEK5UVQmsRGljLIVlJSkoaN27c8uXLAyf0q6+goAA++SRwEvzPl19++cwzz2Zltbl169b69et79+4t8UfkZr16cPQo1K8PHToAT2dYdHT08OHDMd+tevt2iSByEYLDh6FHD8dnz5w5ExcXx8d1ZofXnplBg+Cvv8BFNn6EUHZ2qRc9BwcC1SxhIChmM02SOnzqr+OMSqUnCIiLq7aht7i4uEWLFteuXUtPT/e7xIsXoW9fOHUKPL/FhEGv10+aNCkvL+/LL1e2bNk0LEweCClr18Ibb8Cnn8KLL7pvfOXKlf79+9+9e9ftHkuhyMkpbdQoJfhyr12D556Df/5xfHbevHkKheL999/3vNtrTz/9dF5eHkEQnl775psQHg4ffOD4LEIoN7e8YcNkFz2Ul5dfuXLF7mCDBg2auMhVDzCwxwDujx2Hd3qgbk39RGoZU6ZMmT9/vt+75YrnYZCjjC937txp06bN1KlTg5A18+JF1KQJmjoV8RHVsWPHHTt2BFqlkOPLL9HkyU7PPvTQQ3Y7D/jTokWL06dPe3HhjRsoM9N9flAX/PbbbzWtLs8CmQO6+7Q8g51bhmURVyNYxC1ccd6ax+fNm/ftt9/6vQLfjBnQqROMH+/fXgPFvn37nnrqqTlz5nz77bcKhYJb+AqcuLZt4cIFKC+HLl0gN9dNY8x3q3LFoIPPkSNOU8rcuHHDYDA89thj3vU8bNgw7zwzDz0EDRvCnj1OG/g4VlcvXZ0+drp1ZtI0PWH4+KKCIl/6tIKdcacoprRUI7QWoYFGY9BoHOx+bty4cZ8+fb7++ms/yvrxRzhzBrvieQ5BCC1ZsmT69Onbtm0bO3Ysd7C0tDLQLw116sDmzTB0KHTs6KZa24svvnj8+PG8vLyA6uM1+fkCLHohBEeOQM+ejs9u27Zt0KBBXvhVOLjCe9493SdNcppHDCFUUOBTTdCstlnxCXHHDx3j/nlk/+FWbVqn1/WPQxU74y6REOHhAXGM1j7kcqlc7jjOfP78+Z9++qnRLyVBAW7cgDlzYONGiI72S38BRK/Xjxw5cs+ePX/++We7du2sx8PC5BKJl6aBPwQBc+fCL7/AhAmwYAE4S8McFRU1YsSIH374IdD6eEdkpCL4Qq9dg7g4cLZO5KJiKh8eeeSRsLCwCxcueHHtCy/A0aNQ5ORlOiLCV2M1asLoX9ZWFeraumnriDHDfezQCnbGXaGQYZ1FEydiYiJiYsIdnnrkkUcee+wxv0RlGI0wfDj861+QleV7Z4ElOzu7c+fODRs23L9/f3JytWWu5OQ6zh6Efqd7d/jzT9i3D557DlROXuymT5/+/fffWyyW4KjkEYKEM7iIkykqKrp582Z3F1mAeTBkyBDvPDNRUfDCC7B2rYNTBEGkp/s6Vq0faR0XH3vy6Ilzf5zNrJdZr4GTlGmeg51xt1hYvd4stBahAZc4zNnZ+fPnL1myxPcc4u++C5mZMHOmj90EHM7J/uabby5evFhWY+OsXm/mnxXSd+rWhUOHICUFunSBEkeBhY888khqauq+ffuCphJ/NBr//ODziGPHoGtXx6d27NjRr18/udynd2TOM+PdtePHg8NfWQj5Z6xeGj9qw9oNv/3y24gxI3zvzQp2m8dp2qJS6cViTHzgnoLOwvu6du3aoEGDX375ZcyYMV6L2LULNmyAixfBW29nMEAIffTRR99999327dudrbmpVLrk5Dr8izH5Tng4rFwJM2bAe+/Bt986aMAtqz7zzDNBU4knpaWaIBcYQgiOHoWPP3Z8dtu2bePGjfNRRPv27S0Wy5UrV9q0aePptU88ARIJnDoFnTvbnUHl5VrXY9WoUaOpU6fW6PAJ23+2fqR1dHR0eER442ZV8ZHWUEjuDy8DIn0JtQkENG3RaAxCaxEaGI1mo9FVFqqdO3e2aNHC692YOTkoORn98Yd3VwcJnU43fPjwHj16lJaWumim0RgESWuhUqGUFOQwhI/brVpQUBB0pdxQUaELssQrV9BDDzk+pdFo6tSpo9X6oSbGnDlz3nvvPe+u/fRTNHas/UGWRSqVHyoL0TT98X+X382+63tXtmDnlpHJJDEx+JYlxIrwcIXrxef+/fuHh4fv2LHDi85DonjejRs32rdv36hRo3379tk52e2IiYmQyQSY7XFx8K9/wRtvODgVHR09bNgwDJdVg1/n0kUQ5J49e5588slofyzle71VFQBGj4YdO8AuupggIC4u0ketBvYYMPTp59s89kiDRg187Moe/z4rfIeimOC/OIQoOp1JpzO5brN+/foOfOoO1AD/4nnbtm1LTU1du3Ytn8YVFTpPy+z5C5pGLVsih5uWzpw506hRI78kuvEjpaU8Ssz5leefRz//7PjUqFGjvvnmG79IYVm2Xr16165d8+7ykSPRV1/Zd4hzfnLsjLvRSOXnk0JrERqQpNZtCUeGYZo1a3bo0CGPet63D2VkoJISH5QLJCzLzp07t1GjRhcuXOB5SX5+uckkWCL1bdvQQw85LvHx2GOP7d27N+gaueKff4qDKc5iQYmJyGGCTrPZ7F/P1axZsz744APvrj1wALVrV+0Iy7J37uB6k2DollEoZMnJYigkL2JiIty6sKRS6RtvvLFo0SL+3RYVwdixsGoVpAiQX8Q9Go1m8ODBZ8+ePXPmzKOPPsrzqqSk4IVC1mTQIKhXDxxuSp08eTJuu1WDHAp59SokJ0NamoNTx48fb968eUZGhr9k+eKZ6dkTKivh4sX7RwiCSE+P849mAQA74y6REAHK7lT7kMulcrn75FPjxo37+++///jjDz59WiwwahSMGwdPP+2zfgHgxo0bHTt2bNGixd69e5OSkvhfGB4ejE1MLli6FN5/Hyor7Y+PHj364MGDRc42yQhBkDcxHTniNMLdx71LNenSpUtJScnt27e9uJYgYPx4sNs6EhERkLE6ceTEK+NfGdZv6PzZ83Jz3KWzcAKOWSFVKn1aGr7PQ3xQqw0EAbGx7pd0li1bdvr0aT7vLIsWwc6dcPQojiWWtm3bNn369GXLlo0aNcrTa4uK1ImJ0QqFkJ9q/HhIS4PFi+2PT548uVmzZnPnzhVCKQfk5pY3aODBg9NHhgyBF1+EETUivBFC9erV279/f4sWLfwo7pVXXmnQoIF3o11QAI88Anl5EBlZpWF+Plm/vqux+usvWL3a/mCPHjBggCtBSxYufnHsyLSMtN1bdx3ce/CLVV96oa3ocw9h+PjcOXQ6XXJy8l9//eW62YkTKCXFaQVLAbFYLJ462e0Q1ufOoVSixESUk2N//I8//mjcuDE+y6rB9LlzDneHqzvnz59/yFmApA8cOHDg8ccf9/ryAQPQunVVf/Pxuf/2GwKw/8+aFPLKxSvTxkxj71Xzoihq/AvjCpX36/NqNJoR/Yd7pyp2bpmwMLmYzJ0n8fFRPKPWoqKiuHdeF21IEkaOhK+/dlrBUigqKysHDx587tw5j5zsdmRkJCgUArv76taFV16B+fPtj3fs2LFOnTqHDx8WQikHNG7sKqjUv1y5Aqmpjld3/O6T4ejevXtubm52drZ3l9vmESMIwnUyd7e4TRy2a8uudk+0965z7Iy7SICYPXv2tm3bcp2ko0UIxo+HgQPh+eeDrJcbrl+/3rFjx5YtW+7Zs8cjJzuevPUWHDvmoLL2pEmTcFtWDQ6HDzuNcN+6dWsgjLtUKh00aNCWLVu8u3zAALh502lFES9wkThs3669xw8fmzZzmnc9Y2fczWa6sNCnLJoPDiqVXqXS82ycmJg4duzYj51s8eaK5znb/y0U27Zt69mz53vvvecwXYxHFBZWUJTwheqjo2HhQnjjDbBb6hozZszevXtLS7Go2ZadXRY0WUePOjbu2dnZZWVldtv0/YUvMTMyGYwZU+VGRwjdvevrWDlLHLb91+1bNm75z/IP68TW8bJr77w5gcNspktKeNcbfrBRq/WVlR6kasjPz4+Li6u5Tf/CBZSUhDyvPBxAOCd748aNL1686JcOi4vVZjPtl658hGFQVhbatMn++Pjx45cuXSqERvbk5ZUHRxDDoPh45DBtxCeffDLZRVkm36AoKjEx0es68jdvovR0RFGIZVml0s0CoWufO8fVS1dnTPy/ebPm3rl1mzuyYe0v08dOqyArvNOQA7s3d4VClpISK7QWoUFsbKRHCZ4yMzOHDBny2Wef2R7UamH4cFi6FKOyqJWVlc8999z58+fPnDnTtm1bv/SZmhorbKiMFakUVqyAt94Cc/Xkp1weMYRB9Fq9eonBEXT5MmRkgMO0EQFyuHPI5fIBAwZ47Zlp3hyaN4fffweCIOrWTfBdn5qJw9auXKvMU44dOmZgjwEDewwwGU1edItdKCTLIppmxFB3PtC0BQD4hLpbuXnzZqdOnXJycmJjq56g48YBQvDjjwHR0AuuX78+ZMiQwYMHf/jhh34sIW0y0QqFTNhQd1uefRZ694bXX692MCsr6/PPP/cxcbnvGAxUcELdP/4YcnLg88/tj5eXlzdr1qy4uDgsLFDZYXfs2LFs2bKjR496d/natbB5M2zbBkYj5TrUvbgYzpyxP9i0KbRsef+fDMN8vvSz518c6uf0Mr689gcCMRSSP/xDIW0ZOnTokiVLuL/XrEEPP4x02OTy2bJlS1pa2vr16/3eMw6hkLZcu4aSk1FZWbWDK1aseOmllwTS6D5BC4UcOBBt3uzg+A8//DB06NCAijaZTHFxcYWFhe6bOsJgQElJSKn0Q/qBAd37D+o58MCeAz72UxNfjbtep//8o89enTz7848+0+ucZr88c+rMq5Nn8+lQTBzGHz6Jw2py8eLFtLQ0g8Fw/TpKSkJXrgRCNY/xu5PdDgEThzlj2jQ0a1a1IyqVyuGiSJAJTuIwzuFe7si9P2TIkB9//DHQCrz00ktf2WUC84RXXkEffoh14jBffe77du1LSEr4cMV/E5IS9u92XFYmNyf3+KFjjz7OK0JZLpcGP+NoiBIVFeZFVZO2bdtmZWV9//1Pw4fDe+9hUTwvEE52O+Ljo2Qyvzl5/ML778P69XDr1v0jcXFxAwcOXLdunXBKAQAkJ3sbnuEJly5BZiYk1nDvGwyGgwcP9u/fP9AK+BIzA1UB70RiIr6JsHw17lcvXunVr3dkVGTPp3tduXClZgNNpWbDml8mvDxRr+cVtMcwlspKg49aPSAYDJTRSHlx4bx5b7/zTmxmJpoxw+9KeQwXyd6qVas9e/Yk1rzX/URlpYFh8CpYmpICM2bAu+9WOzhlypTvvvsOCboSRpLaIEg5dgyeesrB8QMHDrRv3z4hwQ8Lla555plnzp07V1bmZSzjY49BdDTs3i1ASUKe+Grc1Sp1QmICACQmJapVaruzDMP88M3qF0YPj0+IV5H20esUxajVBpOJAgCjkVKrDTRtYRi2okKvVhtYFgGAWm3gqhQyDKtWGwwGMwCYzbRabeDKh+r1ZrXawDAsAGg0RrXaAAAsi9Rqg05nAgCatqjVBs4I3pPCAIBOZ7JKqayskmKxsGq1gStfZyvFYHAgBSHHUkwmWq02UBRPKUwNKRYA0GqNarWB85up1Qat1oGUigqdVmu0kcJyUrino62Ue0NNA4BWS333XReEHoqImLxgwcJvvvn+wIGD165dUypLud4YxvFn0etNarWBq0TqVorBQNX4LAghUKsNtlJ27drTu3fvV199fd689ywWZP1C7aSwLGsdalsp1mkDAFqtyZkUg8Gs1Rq5xmYzYydFozHek4L4S+E/OV1ImT2bOXECHT58X0rHjp1Ylj18+JizW4Dn5HR2C5hM7m+BsjKd68lpdws4nJxub4H9+y2dOtE1po35t9+2PvvsszxvAbvJyfMW4CanXK7o1avX5s2/3Zs2qMa0qSml2uR86SVq1SrinhT7aSM4gQ0O27Dmlye6PNGoaSMAUFXYG3eWRRTFcPVxLBaWopiICLlcLo2IUHBDCQAUxUilBAAghCiK4Sp5WiyIohguso1hLBTFcDcbRTHcHAJAFMUgJAUAlmVrSgEAmrZwddcACLOZ4eIoOJWqS5ECAMOwVik0zXBmCCGwk8KV6ORU4mok2UqhKIYg7D8Ld6GtFJZVAABFWbg5xEnh9OfU4wbEYrFIJER4uOKeRAv3tudQCvfB5XIpRcGYMVKSRDt3Ws6ebXH7ds6lS5dIskypVBYVFcvlsvr166empiUnp9avX69Bg3rJyWlxcYnNmzdu0KAeTXODUCWF+4I49e59oVVSOPWsn4V7Zlu/F+t3sWLFx6tW/e+3335r3bqtXm8OC5NxjW2Gmhs6qxSpdRDkcgmAnBtqLrSDphmGYRECggDrd8E1lkiI+PhohFiKYjgpdtPmnhTbaWNVVc59LxERcgBpDSn3h5qbQtxQ205OlkVS6f3JaSslIgLNm2eaOzfszz/vT84pU6asWrWydetHAaqmDdezs1ug+ohVTU5ntwD3WcLD5XK501sgKkrBGfGakxMhhVUKQnaT0/EtcG9yVrsFGAadPi35/HMKQG6dnNx38fvvu+fPn29zC1R9R5wUbhDu3QKs7Y1GURaWBYnEdnIi69+2UqyTc+jQoWvW/Dh06EirtXF0o3FSbIe6qvHw4Zbnn5c7mpxYOAB9DYX8YP77U2dNS01PLS4s/t/n3/1r0Xu2Z2dOsP/Z//nqL3wRJ+ILWi0MHAjJyfDTT6BwFL5lMpkKCwsLCwuLiors/p+bm2uxWDIyMtLT0zMyMho3bsz9wf2/QYMGHoUtVlZWjho1iqKon3/+OXCumJAAIejYEWbNgtGjq46QJNm0adM7d+4EwTUhFGfPwuTJcPmy/fETJ07MnDnzom3S9ECi0+nq1q2bk5NTK4faV+O+dcMWg8EwePiQrRu3REZFDR4+2FnLmRNm8LHsFMVoNMakJHyXKfBBqzUCEDEx4XwaV1bCgAHQtCl8/z14Fz6uUqlq2v3s7OzCwkKVShUfH2+19bYPgHr16tWpU22B7tq1a0OGDBkyZIh/I9ldU1amiYuLFLBehwtOn4bhw+HmzapEsgAwatSojh07zpo1SxB9CgtVgU7et3QpFBTAihX2x998882oqKgFCxYEVLot3KaKcePGeXEtQqi4WJ2ejmmiQ1/nep/+fVd9tfLtV+c3adZk8PAh3EGedtwhLIsw8VjhD+cF5kN5OTz9NDz5JHz6KRDe7uOJj4+Pj49v1apVzVMajUapVHJv/QUFBUVFRZcvXy4uLs7Pzy8vL09MTKxbt25GRka9evXi4+NXrlz5n//8Z8KECV7q4RVmM33PZYcdnTrB44/DJ5/AO+9UHZk4ceKcOXOEMu6crzmgHDkCU6Y4OL5jx46ffvop0NJtGTx48NatW70z7gBgNOJrrLDboYoQsliQIIXqQw5u+UgicTNWhYXQpw/06wfLlnlv2b2GZdmSkhLO7iuVyqKiooEDBz7++ONBVoNhWKmUIIL/+fmRnQ0dOsDVq5CeDgCAEGrevPlPP/3UoUOH4CtD05aAeo1pGpKTITsb7HwhN27c6Nu3b25ubjC/JpVK1bBhw4KCgujoaC8uD/RY+QJ2xl3EvyiV0Ls3TJgA2NT5EXHMq6+C0Qjfflv1z2XLll27dm2VXVW3WsGff8L06VDTr/7hhx+WlZWtqOmsCTADBgx46aWXXnrppSDLDTTYvSCLKX/5o1Lp1WpXuwdu34auXWHiRNGyQ2Ghigvpw5Z//xu2boWrV6v+OWHChK1bt6pUAtwLOTmBzTx85IjjNL8BTRbmAq93MyF/pPwNHNgZdxF/8fff0K0bzJ0Lb70ltCoiPIiPh3nz7n9ZiYmJffv2Xb9+vaBKBQSHxl2pVN69e/cph/uaAsyQIUMOHjzIc5dlCIGdcRfL7PEnPj4qLs5xqobLl6FvX/joo5sjMgAAIABJREFUI5g+PchKYUpGRjz+qUb/7//gzh3Yu7fqn9xu1eCr0aiRo6p3foKm4fRp6NbN/viOHTv69esXtOgpW+Li4jp27Lh7925PL/S9zF5Awc64c7sAhNYiNGAY9t7moGr88Qf07QuffAKjRgVfKUyxbvPBGYUCFi2C118HhgEA6Nmzp9FoPFMzY2yACaj/6vx5aNIE4uLsjwvlk+Hw2jODs68PO+NOUUxpqUZoLUIDjcag0djn4Tl8GAYOhFWrYPhwhxc9oJSWVobES8PQoZCYWFXFjSAIQWqr5udXBK5zhz4ZtVp9+vTpfv36BU6ua55//vm9e/cajZ4likEIFRTgu0CInXGXSAhuP7GIW+Ryqd2unH37YORI2LQJAp9TL8QIC5PjU6nDNcuWwb/+BRoNAMD48eN//fVXjSaorzsBrdTh0Ljv2bPnqaeeiooSLB1sUlLSo48+utfqEeMNl8sET7Az7gqFTNyeypOYmAjb7albt8Lo0bB5s9Ny8g8yycl18NyeWpMOHaBXL1i6FAAgNTW1d+/eP//8czAVCNyiF03DH384SAYprE+GwwvPDEEQ2G5PBQzj3C0W1mSivUhT/gDC+fu4dcJNm2D2bNi5Ex57TGi1sESvN4eHy7m0VvijVELbtnDhAtSvD/v3758/f/65c+eCJl2jMXpUm5c/p07BrFlg91EoikpLS7tx40ZKSgAXct1SXFzcqlWrwsJC/rX9EAKtNlBj5TvYzXWatqhUtS0mKUDo9WYunenq1TBnDhw8KFp2p6hUOtzyubsgMxOmTIF//QsAoHfv3pWVlefPnw+a9MAtejn0yRw+fLhly5bCWnYASEtLa9my5YEDBzy5CJWXByP3vXdgZ9xlMmlsLKZPQtyIjFRERoZ99hksWAAHDkCLFkIrhDGxsZGChNl5zdtvw/79cO4cEAQxYcKEYC6rJiZ6sxGfDw6NOw4+GQ7PPTNEQkKgxsp3sHPLiHjE8uXw7bewfz808GvZdBEc+Ppr2LABjhyB4uLili1b5ubmxsSE8HIURUFSEuTnQ2zs/YMIoczMzKNHjzZt2lQ41apQKpWPPPJIUVGRwmFG7FADuzd30S3DnzlzLKtXo2PHRMvuHpVKH0JuGY6pU6G8HLZtg7S0tB49emzYsCE4csvKAuKWOXsWHn64mmUHgHPnzsXGxuJg2QEgMzOzWbNmR44c4dkeIdEt4wkWC8v5kUVc89ZbcPgwsW2bIS1NaFVCAb3exFW2CiGkUliyBN56C2gapkyZEjTPTGVlQOqCHj7s2CczeLDTIhDBx1PPDFc1EE+wM+4KhSw5OYR/ewYBloWXX4YTJ2DvXlS/Pq9KHSJJSSETCmlL//7QsCF88w307du3tLQ0OCWKAhQKefSoA+O+detWTBzuHC+88MJvv/3GMLz2uxEEkZ5eY68tNmBn3CUSAv8cIALCMDB2LNy+Dfv3Q3KyFNtc0rgRHh4ym5jsWLoU3n8f1GrJpEmTvv/++yBIDMQmJrMZzpyBrl2rHbx161ZFRUXwk/u7oGHDhvXr1z9+/DjP9hER+HrnsTPuZjNdXKwWWgtMoWkYPRq0Wti5E6KiQK2uqvIu4paiInVIpB+oSZs2MGgQLFoEkyZN2rBhQxCSF+bmlvu9zzNn4OGHwW49eMeOHc8995zbajNBhr9nBiGUl+f/sfIXeA0rACAEDpNhiZhMMGQIMAxs2gTcNguWZUPOjywUFosldAPDPvgAVq4EvT69S5cuGzduDLQ4/uUb+XPkCPToYX8QnyBIW1544YVff/2VK3PmFpyNFXbGXUz56xCdDp59FpKTYcMGsIZpxcdHxccLlo4jtMjISFAoQtXdl5EBs2fDO+8EaVm1cWP/p7E9csQ+zW9xcfHVq1d71DT5QtOsWbPk5ORTp065bSmm/BXxFY0Gnn0WWreGVasgpDbiiPiNt96C06chJuaZwsLCS5cuCa2OZ5hMcPasvcN99+7dffv25b/XP5h4nQEYK7Az7mKZPTtIEnr2hMcfh08/tS9vrVLpxT0BPCksrKAofFNvuyUiAhYuhLfekowfPyHQhVWzs/1cOu7MGWjVCuwKUOPpk+EYNmzY5s2b3frxxDJ7nkEQIJNhp5VQFBVBt27wwguwfLm9ZQcAiUQSKpmwBEcqlRI1RzCkGDcOGAZSU2euX7/eYAjgQrrfQ7BqRrjr9fqjR4/2xzUzdatWrWJiYviUScHZWGGnWViYPC0N39DRYKJUQs+eMHas0/LWcXGRsbGRwVUqVElPj1MoQi/O3RaJBJYtg48+SujYsdvmzZsDJ6hBgyT/dlgzpcy+ffs6dOgQa7ddFSf4eGYIgqhf389j5UewM+4si3CuXBU07tyBbt1g9mxX5a1p2hKIwIZaiclEs2yoRstY6d4dWreGlJQPArqsajBQfuzNaIRz5+DJJ6sdxNknwzF06NBNmza59cwYjf4cK/+CnXGnKKasDN90DcHh1i3o0wcWLnRT3lqrNWq1+O5+xorycg1Nh2Scux3LlsHOnS3v3tX9/fffARLh30WvP/+ErKxqDneGYXbt2oVV1oGatG3bViaTud4SjBAqKsJ3Uw52xl0qlTzglTquXIFevWDxYhg92k3LsDC5uJuXJ1FR4bVjfeKhh2D4cEhP/yZwu1X9m3O7ZoT7yZMnGzZsWLduXT9KCQR8PDPYVuoAMeUvbvz5JwwZAv/7n1gEVcQpZWXw0EMsQXQvKNgXHo57cqHu3eHtt6Fv3/tHXn/99YSEhHfffVc4pXhx9uzZUaNG3bp1S2hFvAS7dxmGYR9YV8OpUzBsGKxfz9eym0yUySSuT/BCqzXivJnQI5KTYd48iUy2NECx2H6MrzUa4cIF6NKl2sEtW7Zg7nDnaN++PUVRV69eddYAIVCr8c3/gaFxtwQo4yjm7N8Pw4bBzz97UN7aYKAMBjE9Mi8qKw0WS+1ZfH71VZBIWn/00YVAdE6SOn91dfo0tGkDkTYhXVeuXJHL5VlZWf4SETgIgnj++eddPkFRRYXfxsrvYGfc5XLpA7ilfts2GD8eduywf8dxTVRU2AO+PsGf+Phomaz27O5VKGDZsvDr1yf9/fd1v3eeklLHX13VTPO7devWgQMH+qv/QDN06FCXUadEUhK++cmxM+4P4ILq5s3w6quwfz+0a+fZheKCKn+iosJqx4KqlZdekqamRr355hW/9+zHRcKa25fwD4K0pVOnTmq1+vp1x09QgsB6QRW76U5RDM6Vq/zODz/AnDmwYwe0bOnxtVqtUas1BUCpWkhZWS0JhbRCELB0qWLfvifVaj+75vwVCmkywaVL0KnT/SN5eXlKpfJJu6B3jJFIJEOGDHHmmUEIFRXhmysFO+POsugBWSRECObPh4ULYe9eaN3amx5o2lLLDFbgMJtrwyYmO158MT0xMe/ll2/6t1t/bWI6fRqysiDKxsm6ffv2/v37S0Mq+53rgEijEV9jhZ1xVyhkfnT5YQuX6PH0aTh/Hh5+2MtO6tSJrFNHTD/Ai5SU2FBPP+CQBQs0v/7asKjIn33Wq5fgl34OHYJevaodCS2fDMdTTz1VUlJy+/btmqcIgqhbF9/85NgZd4mEqJU3oS35+dC1K6SkwL59kODDfSSTSXDOW4QVCoUs1BOHOWTKlN5hYT/Pnq3xY5/+WsixSymjUqnOnj3b1zbiPRSQSCSDBg1y9vKO86IXdqah1qf8PX8eOnWCl16CH364X3bDO1QqvVotpvzlRWGhqlbmLJLJZJMnF+/aJbngv6jInJxS3zvR6+HKFejc+f6R3bt3d+/ePSIC3xVIZzjzzGCe8tfXd2SD3rDqq5V3bt1p0rzJxFcmRUbZewkunr24e+uuivKK+o3qDx8zPL1uho8SQ5odO2DiRPjqK3jhBaFVEaktzJw5ZtWqJXPmLDx8GKN3tVOnoG1bsN0/G4o+GY4ePXrcvXs3JyenUaNGQuviAb7Ohn279iUkJXy44r8JSQn7d++r2eDi2QsTX5m46PPFrdtmrf76B7cd1uIye599BtOmwfbtfrPs8fFRcXEP3J4A78jIiMf5F7QvNG7c+PHHz928qf/9d/902KhRiu+d2EW4m0ym/fv3Dxo0yPeeg49MJhs4cOCWLVvsjtfyMntXL17p1a93ZFRkz6d7XbngIOR24iuT0utmKBSKTl07qSvc+1sQQrVmm7gVhoFp0+Drr+HEiWqRYT7CsizPMr4iDMPW4jRKU6dOSElZPmcOMP4InvJLHmm7CPdDhw61adMmMTHR954FwZlnBuec274ad7VKnZCYAACJSYlqlavsl8cOHm3ZppXbDs1mprgY3yyaXqDRwIAB8M8/cOoUNG7sz57VagPOqS2worhYRVG1Nmx08ODBJSXfxscb/ZIpMje33Mce9Hq4erXae0zo+mQ4+vTpc+PGjfz8fNuDCKH8fFIoldwSJCfdqWOnLpy5MGz0MNuDFMWQpI7LjqLXm0lSR1GMREIghEhSx0Ulk6SOS2PEMBaS1Ol0JgAwmSiS1HHh8FqtiSR1DGMBAJVKz6XFYFlEkrrKSoNVil5vBgCDoUoKAFRWGpxJ4XYGmUw0Seq4ZPw63X0pajUvKWYzAwDXr5s6d2ZTU9GePYCQVQpLkjouP1pNKdy7ACcFIeBGw5EUylooQKMxkqTOYmEBoKJCx+W74CfFQJI6hJCtFJrmpJgAwGikSFLHLUU6lGKxsCSp02iMAGA235ei13NS7g+1VQr3QKLp+18oJ+XeF8pLCheLbZ021aUASeq4pWarlLAwOTd6tlK434gqld6RFAeTs+a04aTYTs7qn8Xp5OSkOLwF+E9Ok4nipGi11OjRY1q0WPneeygnR8/zFuC+UO7HX0XFfSkSCcFncrqQcugQnZVlIYiqaVNWpuGMu40U/9wCfCYnJ8V2crq4BZxNTpaF/v37b9iwyU5KRITc2eQUHF+Ne1x8XAVZAQBkORkX77g83pH9Rw7tOTjjzZnRdiVyAaRSiURCAIBEQkilEoIgFApZfHyUdae4VGotE0pYGxME1xisFwIQ1Rvf/5trXPNC28YymcPG9upxUqyVS7kGNS/kGhAEnD8PffqEjR7NrF4NCoVtY67nmhc6Vs9Z46io8OjocGcX2kqxDq+tegAglVYbPdtRspXIXXivsQP1bAeBa0wQEhuJ1gsJqVQilRLgahAc9lxTPcLh53J2YXJyHYVC5mQQXHz7rkevqoHt5LT9LmwvlErvx63aSbEdJWtjd7cASKt/L1OmTNm9+789ejCff65wcQvUVM/u3iEIIiEh2vXktLsFajY+flzatStr/VyXL19ISUlp0qQJj8np2S1gNwhuL3R+C1gvdDw5CYIYOnTotm1bbRvLZNL09PjqF95XT3B8zee+dcMWg8EwePiQrRu3REZFDR5uX11l7469Z0+fmTV3dp1YXluTLBbWZKJrQXqZHTtg0iT46isYNsx9Y+/g3llq6zqhf9HrzeHh8lqWXsaOnj17jhr11ty5/c6fhwYNvO9HozH6mDKlc2dYtAi6dav65/z582Uy2QcffOBLn4JjNpvT0tKuXbuWnp7OHUEItFpfxypw+DrX+/TvS5aRb786nywj+/av2p4wc8IMa4Odv+0oKSp559W3Z06YMXPCDLPZTR4Mmrb4MZ20UFgDYwJn2QFArzdzv09F3KJSVblHajFTpkz59dfPpk+Hd97xqZ/SUp+2RGm18Ndf8MQT949s3bo1pB3uHGFhYf369du2bZvNMYR1IiyEGTTNqNV6obXwHppGU6eiFi1QdnbAZen1ZoPBHHAxtQK1Wk/TjNBaBBaz2Zyamvr337kZGejMGe/7KS/X+KLG77+jHj3u//PGjRv16tVjWdaXPjFh06ZNvXv3tv6TZRFJagXUxzVimT1/YjTC2LFQVARbt0JSktDaiDx4vPHGG5GRkWlp72/eDL/9BnGOV8ECy9tvg0IBCxZU/XPJkiX5+flffPGFAKr4G4PBkJGR8c8//yQn4xvebuX/27v74KbKdAHgT76bpC1psHYo0HaLbV33ih8VGHbR0V30cl1GSkvrOPemdtvF3QEBnWFBvbOz+493rvfqDtXF1UG52haQshXaDtRCwRUv4FxGO6g4sgstlNLTkKZJmu+T5Jz7x4shTdLk0JScN6fPb/ijHy953rx98+TkPe8HdUOQmTssYzbDY4+BWg3Hj6cps+OwjHA2m1vywzIAsH79+vfee6+xMahSQXk55OXBAw/A2rXwwgvQ3AydnXDuHDgcSR7EYklpWCZqS5lMnwQZSafTrVy5squri3zL81QPy1C3RVcoxLnd/ow7jOnLL6GqCrZuhS1b0heU3FCVwM3nNHC7fTqdWkqHMcVVUVFRXl5+9OiR3t6nACAQgKtXYWQEGAYGBuDIERgYgIEBYBiYNw9KS6G0FObNg8LCG1+XlIBcDg6HNz9/mjuzTkzA+fM3t5RhGObChQuPCj86kno1NTWtra1NTU3k24kJL7WHMVE3LMNxfCAQzKwZIGRizF/+AjU1aY1LJuqqVBJPWDPC5wuo1UpK5qjdVnv27Pnoo4+6u7sTlGFZGB6+kejDqZ98XVgIxcVcWZk8NukL0dMDb7wBfX03vt21a9enn366d+/elJ8WLVwu1/z58y9fvpyXlwcAXi+r1aa2/99tQ11yzzhvvgmvvQYffwzLloldFYQAfD5fUVHR2bNni299OqTfD9eu3Uj0kXmfJP2prvQjbd8O2dnw+9/f+Hb16tUmk+npp5+eiWdGizVr1tTU1NTX14tdkSSoS+4sG7Tb3XfeOUfsiiTHcfDKK/Dxx3D4MJSViVABh8Mjk8monWZLFbPZkZenl/xRAcSLL744Z86cP4bvad6iq1etCxdO2gTGYoHLl6P/DQ6CVgslJZP+/eEPsGMHPPIIAIDT6Vy4cOHw8HDs6sWM1tLS0tHR0dnZyfP8yIht/vyZOdtkxlHX1zmOZ9kMuPFFJsZcvw5nzoBYuyGRZdBICDIPUuxapEljY+NTTz3V1NS0cOHCafx3snNGpPx8yM+HJUuiS46O3sz158/D4cMQDN78CNvX17ds2TKJZXYAWL169aZNm1wul16vj20relB35U62kqB8bHRoCFavhocfhuZmUIr3/kj+dpI8YGjGcRwvk82iptq6desHH3xw3333mUym6urq3NxbuEHKcZxc4BB7Qg0NDUuXLt2wYUPqD0WbVatWNTY21tXVcRy9yYq6qZD0+/JL+NnPoKkJdu4UM7MjlMDrr79uNptffvnlEydOFBUVPf744y0tLR5P+vYQDQQCXV1dVVXR+5FIQ21tbXt7u9i1SIK65E75MXtdXfDkk/Dmm2md8jgVm82doWsC0m9kZJxlJXjMXgIKhWLlypUtLS1DQ0Mmk+nAgQNFRUX19fV9fX2JP68PDMzA0XEnT54sLy8vLJTmyWtVVVXHjh1zuVw0H7NHXXKXyYDaQ5+bm2HzZujthbVrxa4KAEzeBxElplAoZtGgzGS5ubn19fXd3d3nzp2rrKzctm1bcXHxSy+9dOHChbjlZ2RyrZTWLsWaO3fu0qVLe3p6qE1WQOGYO52CQdi4Ec6ehe5umD9f7NoglJrz58+3trZ++OGHRqOxvr6+oaGhoKBgBh+f5/mSkpKenp577rlnBh+WKu+8885nn322b98+sSsyJeqSO4WLmCYmoK4OVCrYtw+ouvOPi5iEmz2LmITjOO706dOtra379+9fsmSJyWSqqanR6/UeD6vTpbQwp7+//5lnnvn+++9nqqoUMpvNFRUVAwNXjEZK521T95mCZYMWC0XbNQwNwYoVUFYGhw7RldkBwOn0klNmUFJjYxPkWCgUJpfLV6xY8e677zIM89xzz4UH5dva9odCKU1H7uzszNCzsIUrKCi4//77//rXzuRFRUJdclco5PRslhKeGPPWW6Cg7/pYo1FR9RGHZnp9Ft6fmIpWq62tre3u7v7mm28qKyt37nyjuLh4y5Yt/f3903tAaWzgnlR1dfXx4z1i12JK1A3L0KOrC377W9i9G1atErsqCKXXF1980dbWtn///oqKCpPJVFtbazQKXYc5NDT00EMPMQyjoPCCaEZZLJahoaHKykqxKxIfdck9GOS8Xn9OjshL6pubYccO6OyExYvFrUgiPh8LIMvKwov35JxOr1aroXluAz1sNjfZljV2UL66ujrpitPm5uZvv/12165daamsmHgeHA6PwaATuyLxUdfXg8GQwyHmOHIwCL/5DbS0wKlTVGd2APB4WI8H93MXxOHwpDiOPHtYrS7yRXhQfnR0lAzKFxYW1tXVdXd3B4NT3sCQ9iTIyfjxcZfYdZgSdVfu4h6QTSbGqNWwdy91t09j4QHZws2GA7JnSoIDshmGaW9vP3DgwODg4Lp165599tkHH3wwssDY2FhZWdno6KhGQ8uds9uH8gOyqUvuIiI7xjz2GPzpTzTePkWIHt999117e3tLSwu5GdvQ0FBSUgIALS0tnZ2dHR0dYlcQ0ZfcWTYoyuEmHg8sXgzr18P27WmOPH1OpxdAlpOTJXZFMoDFMmEw6FQq3AwouZERW2FhnpCSgUCgt7e3ra2tp6fn0UcfNZlMbW1tVVVVDQ0Nt7mOVOB5fnTUPm+eoLZKP+qSu88XGBtzLlggwhbJly7BokXpDzt9ZLzPaKR+/IgCw8PW/PxcHMIS4uJF81133dqCVYfD0dHR0draeurUqZGRkTtmx/HwPM8PDlpKS+8UuyLxUZfcOY4PBkOz5FCFFAWDHAC9W/FQhWWDKtXs3V7mlvj9gWm/C1oslvz8/JmtD81SaavbjbrkjhBCKHXUXfRRvuUvVWw2t92OW/4KMjJiI5OLUFKDg9fFrkJm4Hme5i1/qRv94HngOPwwIQjP4+cuoTgOjyQUKhTCXiUUzckKh2UQQkiCqBuW4Xme3CdESXEchxekAgWDHF7HCES2kkZC0NxW1CV3vz84OmoXuxaZwW732O3pOxUzo42O2lgWt/wV5MqVMbGrkBl4nr961Sp2LaZE3Zi7XI47YQmlUikAcG6fIBqNCk/qECjFkzpmFa2W3mSFY+4IISRB1A3LhEKc18uKXYvMwLJBHGoQyOtl8f6EQC6XT+wqZAaeB7eb3raiLrkHAqHwjqMoMZfLh69DgaxWJ833vqgyOuoQuwqZgjebJ8Suw5SoG3NXKuW4E5ZAWVlqXE4vUE6OFvf7FSgvj9LTJ+gjo/akDsAxd4QQkiTqrmUCgZDNhkvqBXG7/W43nsQkiM3mDgZxWEYQi4XeoQaq8Dw/NuYUuxZToi65h0IcJiyB/P4A7pcikNvtC4Xwhqog4p5zmVkmJuhtq1SHZTxuz+6337/090uLyhc1bmjS6aNHoJIWiBIKcSwb1Gpxpm1yZKoMbo8shNfLajRKuZy6qxkKuVy+7Gy875Ucz4PH49PrKW2rVPv60cNHjXcYX93xH8Y7jMeOHJ1GgSgKhRwzu0BqtRIzu0BarRozu0CY2QWSyYDazA6pJ/dv+r/+xaqVOr3u5//8i6+/+noaBaKwbPD6dZyJJYjD4aH5UyFVzGYHrgkQiOYl9VThef7atXGxazGlVK/77Da7ca4RAObeMddui7MnTNICUTiOZ1m88SUIDiILFwgEcWKYQH4/vgsKRXNbiflB1etlGcZGrj0nJrwMY/P5AhqNSqNRMYyNZC6GsZELeZYNMoyNTKRxu/0MYyP3XW02N8Pc2BPq+nUHw9gAIBTiGMZGbmT7fIGYKCwAWK3OiCh2EiUQiI3iAwC7PTLKBInCcfGjOJ1ehrGRdbZRUcxmEiUUFYWsRYqNQna3j4ricHhIFL+fJfvwWK0uhrGR3TRHRydFIeesejyRUTwMYyOd0mIhUXgShUyT8Psjo/gYxubxsAAwPk6ihEgUsr9bMBgZhWUYm9PpAwCHg0QJhKNwHM/z8aO4XCSKPyqK2eyIjUK6jdPpjYoyNub8IQqEo5BuY7e7CwuNLBsKdxsShSxrMpsdDEOicAxjs1qdUVHCnTMiSrhzTooCAG63L6pzBgLhzmkPd04SxeeL8xIIR7l9L4HEnVOnU6XeOSOi3HLnJFGiOieJMrlz3owioHPejBLbOXk+aeeME8VsdpSU5Md7CVDxeTrVK3dDnmHcOl4wr8A6ZjXkGW6pgFqtNBj0SqUCALRalUqlUKkUMhnk5mZxHE+2eTIY9OTcS6VSYTDoyToUjUZpMOhVKgUA6PWarCwVeZDcXB25OpPLZQaDnjyCSqWIiKJWqRQqlRIAsrMjo+jIaiCFIn4UnU6j0YSjaEkUmSw2ihwAsrLUSqWCjIZHRSFPXKGQJ4wiD0eRyQBAFm4EEoX8RxLlh+ei4Ti1QiEDgDlzJkUhA82RTa3TqTUaJYmSk0OiTNnUWVkqpVJOouj1Gq1WTX4ejiKXy8ONMPkPqlarleTrcBSZbKo/qEqhCEfJCo+P5+ZqJz8X0gjxo2RnZ8WLcqOp5XKZVkuey43C4ecSEUU2xXO50Tkjo0zdOVUGgzyycyoU4W4DMZ1TGdM5SYvdjpeAPBwlbuf84SUgz8vLFvISSNo5f4hy+zrnzZdAws5JoqgSdE6yAZ+AzqkJd04SRS6XyWTxXwKiS3W2zKH9Bz0eT1Xd2kPtB3V6fVVd1a0WiOLzBcbGnAsWGFOp1SxBLhaMxmyxK5IBhoet+fm51J5lTJWLF8133VUgdi0yAM/zg4OW0tI7xa5IfKkOyzz+yyesFusrL7xstVif+OUT5IebfvV84gIJyGRA3rdRUnK5HJfUC6RQKGS4V4Mw5FIdCUFzssLtBxBCSIKoe9vhOB5XXQoUCIRwp0OBfL4AzWcZU4XcPERC0Lw/OXXJnWWDFgu92zVQxen0UnJfnn5jYxNk1gpKamTEJnYVMgPP82QGFJ2oW9+oUMjwlC+BcHmqcFqtBleoCpSdrREvbDauAAAC40lEQVS7ChlDr6e3rXDMHSGEJAivZRBCSIIwuSOEkARhckcIIQnC5I4QQhKEyR0hhCRIzLl0M36Kk4T1n+0/cujw+Nh40Y+K6kx18+YXRhWI3PLhrf/5c3prR5ekTYH9KiyyrbRa7X+9/d8JCszCfhV++pHPPWMSFy+eg/sP7tnd5na59+xuO9R+cBoFZo/3d743MnzN7/f39fS9+u+vxhZ4vmFj+mtFp6RNgf0qVm/3Jx99uC/259iv+JhGyJTEJeawzIyf4iRhjRua5s0vVKvVyx9ebh/HBYQpwX4Vhef5M5+fWf7IT8WuSGbIlMQl5rDMjJ/iNBucPP7ZPYt/EvdX2zb+TiaTld1dvu5f18XdW3/2SNwU2K+iXPz+HxqNpqikKO5vsV9FyZTEhevXM8npk6e/+r+vNr+0JfZXZEzQOeHsO3KsdVfLpm2b0147WmBT3KrTn59Z/vDyuL/CxsxcYg7LkEOaACDxKU4JCswqfzv2txOfHH/+d5uys6c8nSMnN+df1jx5ZeBKOitGpwRNgf0qktfjPX/u2yU/XZqgDParSJmSuMRM7vfef+/xT/o8bs+J3uP3PrB4GgVmj97u3v/99PPN27fkzslNUMzr8R47fHRB8YK0VYxaCZoC+1Wks2fO/viffpx4Rgf2q0iZkrjE3DjM7XLvfvv9S/+4tKhsUdPGX5PutelXz4dnHcUtMDtFzkgDgNffeUOj0US2FSmg1WpLy0pr/61ubv5cEWpJh7hNgf1qKq/98T/X1Fbd/ZO7wz/BfhUW9bojzZIpiQt3hUQIIQnCFaoIISRBmNwRQkiCMLkjhJAEYXJHCCEJwuSOEEIShMkdIYQkCJM7QghJECZ3hBCSIEzuCCEkQZjcEUJIgjC5I4SQBGFyRwghCcLkjhBCEoTJHSGEJAiTO0IISRAmd4QQkiBM7gghJEGY3BFCSIIwuSOEkARhckcIIQnC5I4QQhKEyR0hhCTo/wGGQDL63XiinAAAAABJRU5ErkJggg==",
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=2}"
- ]
- },
- "execution_count": 33,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "plt = plot(rand(10,2))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 34,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=2}"
- ]
- },
- "execution_count": 34,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# append 3 points to the second series\n",
- "append!(plt, 2,rand(3))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 35,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=2}"
- ]
- },
- "execution_count": 35,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# pushing a vector will add one to each series\n",
- "for i in 1:100\n",
- " push!(plt, rand(2))\n",
- "end\n",
- "plt"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc4",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/recipes.ipynb b/examples/recipes.ipynb
deleted file mode 100644
index 2683b82b..00000000
--- a/examples/recipes.ipynb
+++ /dev/null
@@ -1,415 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Default backend: immerse\n",
- "[Plots.jl] Initializing backend: immerse"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "WARNING: Method definition draw(Compose.Backend, Compose.Context) in module Compose at /home/tom/.julia/v0.4/Compose/src/container.jl:404 overwritten in module Immerse at /home/tom/.julia/v0.4/Immerse/src/compose.jl:33.\n",
- "WARNING: Method definition display(Base.REPL.REPLDisplay{R<:Base.REPL.AbstractREPL}, Base.Multimedia.MIME{:text/html}, Gadfly.Plot) in module Gadfly at /home/tom/.julia/v0.4/Gadfly/src/Gadfly.jl:969 overwritten in module Immerse at /home/tom/.julia/v0.4/Immerse/src/display_gadfly.jl:144.\n"
- ]
- },
- {
- "data": {
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",
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=1}"
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "using Plots\n",
- "pts = [\n",
- " (-2.5, 2.5),\n",
- " (-3.2, 1.5),\n",
- " (-0.5, -3.5),\n",
- " (0.5, -3.5),\n",
- " (3.2, 1.5),\n",
- " (2.5, 2.5),\n",
- " (-2.5, 2.5),\n",
- " (-0.5, -1.5),\n",
- " (0.0, -0.5),\n",
- " (-1.0, 1.5),\n",
- " (3.2, 1.5),\n",
- " (0.5, -3.5),\n",
- " (-0.5, -3.5),\n",
- " (1.5, 0.5), \n",
- " (-0.5, 0.5),\n",
- " (0.0, -0.5),\n",
- " (0.5, 0.5)\n",
- "]\n",
- "\n",
- "scalar = 1 / 2.5\n",
- "pts = [(x*scalar, y*scalar) for (x,y) in pts]\n",
- "\n",
- "x, y = Float64[x for (x,y) in pts], Float64[y for (x,y) in pts]\n",
- "\n",
- "plot(x,-y, xlim=(-2,2), ylim=(-2,2), size=(300,300))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Initializing backend: immerse"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "WARNING: Method definition draw(Compose.Backend, Compose.Context) in module Compose at /home/tom/.julia/v0.4/Compose/src/container.jl:404 overwritten in module Immerse at /home/tom/.julia/v0.4/Immerse/src/compose.jl:33.\n",
- "WARNING: Method definition display(Base.REPL.REPLDisplay{R<:Base.REPL.AbstractREPL}, Base.Multimedia.MIME{:text/html}, Gadfly.Plot) in module Gadfly at /home/tom/.julia/v0.4/Gadfly/src/Gadfly.jl:969 overwritten in module Immerse at /home/tom/.julia/v0.4/Immerse/src/display_gadfly.jl:144.\n"
- ]
- },
- {
- "data": {
- "image/png": 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- "text/plain": [
- "Plot{Plots.ImmersePackage() n=4}"
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
- "source": [
- "using Plots\n",
- "default(size=(800,500))\n",
- "\n",
- "partialcircle(start_θ, end_θ, n = 20, r=1) = [(r*cos(u),r*sin(u)) for u in linspace(start_θ, end_θ, n)]\n",
- "\n",
- "# create coordinates for the shapes\n",
- "musicnote = Shape(vcat(partialcircle(0, 1.8π), (0.8, -6), (1, -6)))\n",
- "lightbulb = Shape(vcat(partialcircle(0.75π, 2.25π), (0.5,1.7), (-0.5,1.7)))\n",
- "pacman = Shape(vcat(partialcircle(0.25π, 1.75π), (0.,0.)))\n",
- "\n",
- "# the Shape type wraps vertices of a polygon\n",
- "# note: the area should be approximately the area of the unit circle if you want the size to look ok\n",
- "scatter(rand(10,4), shape=[:+ musicnote lightbulb pacman], ms=20, bg=:black)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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/1pJ069YNh2tmkOQraEnIZLKXl1cL39xhgZbE2IzbwQoICDbq8ttGr169mhYGBgY2LaTRaF27djV+jVpNs5vm5OTk6OjYtLxPnz7GqIORQtKjRw8MBmNQaGtr6+bm1vTNzX4PHZarq6uVlVXT8mYz+d/aNAwG02zjPmjQ4KaFzf6JO7KWtyRWVlbNBrXDanbTXF1d7ezsDAoxGEzv3r2NUQcjtSTN1tbR0dHJyalp+X/r5+bp6Wlqatq0/CtoSUgkkre3d9PygQMHNS3s2bMnFmuUvpBxO1j7928x6vLbRlBQEIFAMChsNprz5s1jMBhtVa9W4Orq6uzsbFDo4ODg4OBgUDhgwAC1Wm2MOhgpJGKxeOTIkQaFDg4OTfuO1tbWnp6exqiDkTAYjFmzZhkUEgiEnj17GhRisdj+/fu3Vb1agUqlGjy4mb5UfX1l08IhQ4aoVCrjV6rVBAcHN23He/ToQSQSDQrnzJnz32pJPD09bW1tDQodHR2btiTDhw8Xi8XGqIORWhKVSjVokOFeudlNc3Jy6ty5szHqYCRlZWVz5swxKKTT6U27Jng8PigoqK3q1QokEsmoUaOaljc0NNOSDB48GIZhY1TDuB2siopyoy6/bdTW1k6dOtWgsOmuGofDDRs2TC6Xt2HVvlRGRsaaNWsMCh0dHZv2QlatWpWdnW2MOhgpJMXFxYsWLTIobLZZNN6mGQkMwyEhIQZ7ZTs7u6Z95TFjxvB4vDasWitwdnZuupfy9fUxKOncuXPT7e3guFzuuHHjDAqdnJzs7e31S4hEYv/+/TUaTRtW7Ut9+PBh5cqVBoXNHs8sXbq0sLDQGHUwUkuSk5PT7KY1bUnCwsIyMzONUQcjUSgUQ4cONRjGbXbTpkyZ0tDQ0IZVawXu7u4GvywIgnx8DFsSb29vGxsbI9XBuB2sI0d+MuryW12zZ33T0tLWrl3b5J2OBn+8MWPGsNnsph+3srLqCHMGHR0dm46nVFRUTJ482WDGlZOz4aa5urq6uro2PVtAJBI7der0hRX78pBYWlo2nTSGIIiVlZXBoZi9vb2T8z/aDgKBMH/+/IKCgqaLbTYMbYxEIjX746+trZ0yZYp+iYODg4OjYbMYERGRlpbW9OMdYdMwGEyzI9GZmZkG+zMSidS1a1cymaxfuHLlymZ3Zs3mvO19qiWJiIgwKHRwNNyfTZkypba2tunHbWxsSCRSK1by32l20woLC+fNm2fQ6XdydjBoSTw9Pa2trZueLaBQKM2Oev9PvrwlafYbVqvVTk5OBiO2Dg4Ozi7/+B4oFMq0adPKysoMPv6pnLexT33DLBbLoNPv4ODg5GRY4Y7ckmCx2KY9QgiCsrOzV6xYoV9ibm7etWtXg7PIq1evTk9PN1bdjLRcLRsbw5PGHRwOhxs/frxBYXV1dWf3zgbD0k4uhqd5oqI3pqSkGHyWRqONHz9eJpMZo7b/Ey6Xu3jxYoNCBEEqKssXLFigX+ju4ezq9o9zAxs2rsvMzDD4LBaLXbp0KYvF+sKKfXlIuFzuggULmk6nTU1Njdq0Ub/EycnR3cNVv2TmzJksNrPp6OeCBQsEAsEXVuzLKRSKESNGWFhYGJSnpKRERv1j05o2i35+fkFBgUVFhtckjxw5siP0+BEE8fLyanpAmZqaunLlCiqVqiuxt7fHYDD6u2oqlbpy5YqmPzdvb29vb28EQYxX7RaiUChNR6iLi4v79g0wuMzC2dnwrGpkVDMtibm5+ciRIxUKhTFq+z/h8/kLFy40KNRoNMzG+tmz/zFy7e7h4uT8z0Zy08bU1FSDz+JwuIULF3I4nC+s2Je3JCwWa8mSJU2HcTMzMzZGrtcvcXZ1dPf4RyM5f/78quqKptlbvHgxl8v9wop9OZlMNm7cODqdblCekpISFd2kJXH5x18tICDAy8uzoqLC4LPjx4/vCDPfYRju3r17ly5dDMpTUlJWrw7TPzBzcHDAYrH6h6zm5uZLlixu+nMDjGXbtm1Nx26fPH/w6Mk93UscDqfRqLds+XvIv1+/fgiCGEzlIZPJN27caJrp9jJx4sQNGwwvtNm5a2dldZl+m1JYkv3wyR3dS3Nzc7FE1HTSz6lTp3x9fY1X2/+Ju7v7hQsXDE5djBs3TqFU6E8NuXLt9+rav8cRMBhMcWn+8RNHDZa2Zs2auXPnGrXCLUehUG7fvk2j0fQL7e3tEQTRnxoSHh6OIIj+267d+CMuMcZgaQMHDty/f79RK/w/uXDhQtPZ3Gxu44YNf+/PQkJCEAQZOHCgrmT9+nVsbqPBp1xdXS9cuGC0mv7P9u3bp19nrdj4VzduXdG9pFKpCILonyAfOHAggiAGB29UKvX27dsdoVusNXv27PDwcIPCI0cPl5Tl6/8GK2tKr9/8Q/fS1tZWoVRMnDhR/1MYDOa3335rundsL76+vqdPnzYonDFjhkQqNjc315Xcf3S7qCxX9xKLxVZWl+3du9vggxs2bJg0qaPcX55Op9+4ccPgTLCHhweCIP369dOVbN68GYY1+j2nB4/+fP7qscHSRo0atX37dqNWuOUwGMzVq1cN5gxgsViRWKB/OnzEiBEIguhftbBj57a6huq2q2jr+s+dwYIgiEql5ubmGhxlbt26Va1Ru7i4aF9qd29nfjmle8ON21dEEoF+NwWDwfzxxx+rVq1qm2q30KtXrwyGlkaNGoUgiP5ZYg6/MeNjsu7lho3rEQQxaAEjIyN/+eWXVqlSa4XkxIkTe/bs0S+xtbVFEGT3np26kneJr2Vyqe7loEGDEASZNm2a/qdGjRoVHx/fEYaZdL755pu7d+8anKJjcRqePL+ve3nk6GH9Ln6nTp2USvmhQwf1P+Lp6Zmfn6+/n2h33bt3z8zMNDMz0y+MiX1eVVuu+zXNmDEDQZCZM2dqX2Kx2Kra8jfvXuh/xMzMLCMjo+k0/3Zkbm6en59vcNC1/8A+pervTr9296bfxX/87B6by9T/CBaLvX37tsFp5vaFwWDi4uJGjx6tXzhlyhQEQYYMGaIrkcrE8UlvdC937NyOIIjBoOGuXbu+++67VqlVa7UkZ86ciY6O1i/p3LkzgiD654zTst7zBH9PCBk9ejSCIGPHjtX/1OTJk1+/ft0qVWotK1asuHLlin7jhsFgRGL+rTvXdCWnfv5Rv4vv5OSkVqt27Nihv5xu3brl5uYaHPW1r8DAwJSUFIMqJafFlZT/3elfuHAhgiC6QSo8Hs9k1z56es9wWf8Vv/12q72r8G/Mmzevrr5W152CICg0NBRBkO++P6l9GRAQgCCIbvdmb2+vUisTkt7qL+Tkd8ezcz42exuYduTv7y8WiwYMGKArsbS0hGE4MTlW+5JAIMCwpvb/LrXA4XC1DZV84T/O3s+dO5fL47bWxMDWComZmVljI3Plyn8Mutczq9hcpm5qSEl5HoIgut35s5ePEATRP+7p06ePUCRs9irldoTBYJJTks6dP6tf+OzlQw2s0c0Hv3Hriv7ube++PQiCTJgwQfd+Ozu7isryptN1292Zsz8nJL7Tn/uye/cuBEF0h/7r1q1DEER38nXixIkIguzZ8/fZAhKJFJ8Q+8uv//h+OoLly5dXVjH0uxTjxo1DEGT/gb3al9ouvm735ubmpoE1z1890l/I2V9Op6aldKgePwRB/fr1E4lEffv21ZU4OjoiCPLi9RPtSzqdjiBIacVfsxuJRCKLU9/AqtFfyPLly1isxtbq8bdWS2Jtbc3lcb/55hv9Qp6AXces0rXn1XUMGIZ1DUtcYgwMw9bW1rr3h4SEiMWi7t27t0qVWgsOh/uY/UG3I9OKS3ytUit149SPn93TP6d14uQxBEGGDx+ue7+zs3NtXY3B99MRXL78x+uYF/qX/B87fgRBkBEjRmhfbtu2FUEQ3cSs2bNnIwhi0Jn+L9m160h7V+FzCARC0/svQBCEwWDSM5PLGIWWlpbaEjqdDsMakYSvHe+bOHGiRMH7mPfXzLjDRw8iCHzw4AHdEjZGrjc4mNPX7G08WxcGg/nUgMKv584IRDz90b3KmjIYgbVtgbOzs0jKUyhl2gZ92rRpCALHxD7XvXnYsGEqlXLjxubv6fcvNu1fhORTa1m2bJlGo9Y/J3//0Z8IAuumjPCFXJGUq912Dw8PDaxhcf++NKZLly5cHuv6jStQcygUipHulaLvU5sWEBAAwxr9s3FbtmxBEPj0zz9qXyamxEqVvHnz5kEQRCKROPxGBEF0Z0rodHp+0ce8guxP3fixDWZPf2rTrKysBELewyd3dV/vyJEjYQROyUjQvjz53XG5mq/bKySnxcMIrDt9gsVi7z28LRTx9XdvLVlvKyKRSM1ORsHhcHkFH/OLsnW3dLGxsUEQhMtnaUdq5syZI1XyktLitP/6088/IAi8bds23RJ27toOw7D+CI6+Ntg0LBb7qZbkyrU/uHyWh4eHrqSRXaeBNdp7AXp7e4ukXKH4r4tY58//BkHgh0/u6t48YcIEtUZtMA1Zp31bknXr16lUSt2OGYKgV2+eIgg8ffp07Uu5QiqScF1dXSEI6tatGwxrquv+vq2Gr6+vQMQzOCLSoVAobdBd/tSmDRo0CIZh/cmp+/bvRRD42PG/7sCZlZMqUfAmT54MQRCVShWKeTCs0R2UWlhYlJYXpmc13+MnEAhN7znS6j61afb29hKp6Pqty7q6TZkyBUHgt3EvtS9/OXdGrubv2/fX4U12XgaMwE3vwQG0mtDQ0KY3AoEgyM/PT61R5+Rl6k45lpTnc6WVUVGREASFhYVV8JOZ7FoIgmg0Gl/IYYsqdaNsi5cshhH49p0bTRfr7OwcERFhMCBiJN7e3suWLWsad3Nzc76Qw+YydXNfbty+wldU3bx9FYKgoKCgysYckZSnveQkOy+TL6/aueuv/XpwcLBcIS0qzWu6n6bT6REREW1z5byjo2NYWFjTrxGDwXzISVeplbrjrfXr1/FkVSXlBRgMhkwmK5SyMmaqtt08f+EXvqLq6YsH2nc6OzszWXViiaDpdZE4HG7RokVtM/xEo9HWrFnT7E0mL/x+DkGQdev/mq8zaNAgtrBaJOFr/1KMquJqUcqmTZsgCFqxYgVHUlH3f6chyWRySloCjMDBwc3ciXHatGlNp2Mbg3Yuc7N30wlbHYYgyO9//KZ9aWZmJlNIOMJa7anEO/dv1kpT7z+8DUFQv379OMJamUKiO+1x8dJ5BEFWr1nddLGBgYGLFi1qm7PIAwcONBh81woKCoIROCUtQTf3paa+giOp0E4eiIqKqhKlVNaUQhBkbm4uEvM5ohrdgdnatREIgly63MzEMjc3tzVr1rTNGE2PHj2a/RptbGzEEgGTVaf71T9+do+vqLrw+zkIgoYNG1bOTJcrZSYmJhgMpqS8gCerioz8a78+bNgwlVr5MTej6UGLqanp6tWr2+bKO2dn5/Dw8KbTZHE4XGFJrkIp091GbvuO7Tx5VU5+FgRBlpaWYqmgojFb+6/Xb14WKKpv37mufaebmxuL08AXcptem0IkEpctW9bsDTBbnZmZWXh4uP44jM7NP6/BCLx06RLtyzFjxrBFVQIRVxunBlZNJT9Fe/uejRs3cKVVZRV/3VaDRqN9zM3UwJpmG8M5c+YMHTrUWNujB4fDzZkzp9mzg1HRkQiC/HrujPalnZ2dRCbkCRu0ty9+8fpRrTT18tWLEAQNHjyYLayWK2RtcJRiLAEB/4Fbk40YMeLhw4dN/1q/XfwVQZDXb59rj00vXblQKnxez6zG4/EHDx7I4V5XqhRYLHZN+JpSVpxYytcOmY0ePVqtUckVUoMGgkwm79mz5/fff2/LC639/PxevXo1ZswYg/JVYasQBKmsKdd2JlavXl3CeSuS8JycnKZNm1bU8K6OU9K9e/fg4GAmr4LRmKntkXh5efGFXARBQkND9ZeGwWAWLFjw+PHjpndtbol/FxJLS8uHDx+uW7fOoN3v06cPDGskUpG2CQgKCqpm5ddxi0aMGFyS2u4AACAASURBVOHu7s7m1+Q3vFi0aJGVlZVIwi/hvd68eTMEQebm5sWl+QiCRG+KMljRoEGDnjx50uwDdoyESCSeP39+z549BmcOLC0ttUeT06dPgyDIxMREJpcUs2O2bN0MQZBYKszhXTv1849YLJZRVVoqennv4W0IgnA43LMXjxEEufnnNYMV+fn5PXr0SHuo2maio6MvXbpkcFNK7f5Mf+yMUVVcKnhx78EtCIJSMhJyeNfSst5DEPTnvZulgheV1aXat+3dtxtBkMKSXIMY2NraXrp0qY1P/k+aNOnRo0d+fn4G5TdvX0UQ5NnLx9pK3rl/s1T0srK6FIvF/vjT9zm8a1KZGIKgzVs2FbPfSOVi7X5u2rSpGljTtMdPoVD27Nlz/vz5NjhVoOPv7//q1aumV/9ERm1EEKSkLF/bmYiOjirlxYgkfGtr6wULFuQ3vGTxqz08PIYNG1bHLa5i5YWEhEAQ1KNHD7FUCCOwQW8bi8WuWLHizp07uqGD/8m/a0ns7OweP368YMECg1MyAwYMgBFYIOJq+0PDhg2raMxi8hghISH+/v51nNLChtgZM2bY29uLJPxSTqx21n+nTp0qa8oRBAlbHWawojFjxrx69appPIyHRCJdvHhxz549BhPbHR0dZXKJWqPS7hosLS0lMmEpOy5ibQQWi1Wpldm8a4ePHMLhcHUNVaXC55ev/g5BEB6Pf/32OYIgFy+dN1iRv7//48ePm16AbzwYDGbXrl2XLl0ymKlCIBAqqkoRBNm85a/ffgOrpoT/1ybkFGTm8K7Fxr+CIOj5q8elwhcFJf+lOyAa+q/MwRo8eHAjq/Hkd8f1b85ua2srlgoEsvrzF36BIGjFihV5zKdV7OwpU6Zcuf57CusHgZhjZ2dXXlmcwvqhrqEKgqDu3bvzBCyxgn3w0D8u1Bo+fHh+Qd7ly5ebHZE0qi5dupSUlNy8fUP/hiV4PL6kvECoqE9KjSeTyX379q1hF+SxHh48tD88PDy38UFpQ8qoUaPuPriVzjonkQktLCysra0rqkpFyvqXMU/1l9+tW7e3sW/ev3//r29j869DYmpq+ubNm/dJCQbPcPjz3g2hsr6uocrBwYFCocjkkjT2mZcxTwcMGFDZmJ3DubVt29bNmzcVsl4xGrNCQ0MJBMKb2JdCRX11LUO/+2tvb3/l6h8MBqPprQSMDYfD/fLLLyWlxQa3qNm8JVqi4PJFbO2YUQkjP4X9Yx2zytTUVK6UJTQeefT07vDhw+t5pbms+9qzBd//cFIgbZArpPrHslQq9fCRg2w2q9mbHRtbREREYyMzLCxMv1c0fPhwpUomkLAWLFwAQdDN21czOOdEEp6jo2NVbdk75t7qOoaDg4NIws/gnNOeLZg/f75AwlKq5fpDOTgcbtWqVY2NzKb3rmsDI0aMYLNZR44e0r/NhLOzs0wuEUgbfvjpOwiCNmxYn8t6UMctHjly5IPHfyY2HtOekKttqExh/aA9W9C3b1++kC1RcLdu26y//HHjxpWUFv/6669tP7nT29ubwWBcvXZZ/6YSRCKxqqZMqKiPjXtNIBAGDx5c0fihkPVy67YtmzdvzmHfrmj8MHDgwOevHqexz8rkEhMTE3t7+9r6SpGy/u6Df/zwe/XqlZAY9/bt2399gv9ftySWlpaJiYmx794aHEc9f/lIpKyvrC6zsbExNzeXyITp7HP3Ht4eOXJkGTM1t/H+2rVr9x/Ym8d6XM0qCAwMJJFISSnxQkVdKaNQf8jYycnp1u0bJSUlbX+xJIFAuHTpUkFhvv5vBIKg/Qf2SpQcvpCtPbVTU1+Rwv6RUVVia2srlHCTWd9fv/nHpEmTqjm5ecyn2rOt5347y5fWSaRC/QNpOp1+4ttjjazGT82HMapNmzY1MOuXLv3HnTUmTpyoUEkFYvaMGdMhCHry/H4656y209/IqXvH3Fdcltu5c2ehhJvJ/U3bWVy5cgWJ1HaHK61m4cLmx9c7IG9v79r6KqGYv37Det1vY/36dbX83GpOzpGjh/z9/eu5ZXHMg5nZqXHvY9427K5hF+7evbuak/eedfLug1uenp4cXmM+/25tQ6XuiKFbt27x798iCLJ9x9b22jQLC4uUtPcqterUzz/pepAhISE8UUMpN/ZVzDMKhSKVi5/UruELuad/PvWBeymP+ezAgQNCMfdF3caK6hIzM7Oikrwi3jOhmKvbT9va2l6/eRWG4Tv3b33JabkvCQkej//jykUYhu8/vKNfMYGIk8+7p51Fl1uQ9bp+C1/E2rt3b2HD23TO2YuXzrM49c9q10plIjqdfu/B7XLue46wRtcG0Wi0Y8ePyhWy7Nyspg8AaTMbN66HYU1Sarzu8XzannGB4C5PwO7evfvFS+fT2D9XsDN3797dyKt8VRedlZMalxiTxPq2ipUXHBy8Y+e2en5xJS99566/LgLC4XDr168XCLkNzNpu3bq116ZNnDhBJpdWVJfq9yAfPL5Tyn/FFzdOnTpl1apVecwnuew7331/Qq6Q3q2ap1DKTn53PJd9L6/x8erVqydPnswTNZbwX+pP6xk3blxFValcIZs0aWJzq20Lfn5+DY21AhF3/Yb1um7Qjp3bq3gZ9fyiXbt3BAYGVrPy37NOJrx/m/Ex+VX9Zia3Ys+ePRXszFT2qUtXLvj4+HD4zALB3TK9/XSPHj3ep8TBMLxx4/pPr9y4rKys0jNT5ArZ8RNHdaOTw4cP5whrStix9x/+SaPRZHLJs9q1LG7DhYvn0jm/FDbE7Nu3jy9ivarfXFD80dLSspRRmM+7JxRzdftpFxeXew/+hGH48tXfv+S+Sl/SkhCJxDt3b8IwfP3mVV3FnJ2dhWJuEe9JUUmeubl5eWXRi7pIoYR74MCBfOazD9zfz5w9zRdyn9aGa/uOL2OelnJjeaIG3VVEpqamp37+SaVSpqYnNR0xbDPbd2xFECQhKVbXgyQSiVW15YWChxxeo6en55/3biSxvq3m5O3Zs6eGXfSmYWdC8tuMD8nxzEP1nLIePXocPnKwmpNTy8/ZGPnX7Fs8Hr9+w3qhiFdXX932h6A6CxcuUKlVOflZ+s8Ei41/XSJ4IRBzBg0atGlTdE7jnQL20/0H9qrUyntVC/lCzqmff8xm38xveLFkyZKJEyfyxY1kyn+wg/Xf4urqWsYoRhAkOy9TO1uFSCQyqkqSWd9xRDVhq1dKZeI/K2dzhLViifBpbXgJ871ILHzPOpnTeG///v3llcXprF/ruIXaW0bRaLTjJ46oVAoYgXUzD9oLnU6PjYtBEKSeWa3t10MQ9Pjp/Q/sq1W8zF/O/fwxN+1VXXQZ+71QJExifZfDvSEUCnLZd5JZ3925d/P1m+dF7BcFrBcnTh6DIAiHw4VHrBGKeQiCXLp8sX3vNYfFYk//fApBELFUEBW1UXuOcPeencWs2Dz2/fcpcZf+uJDO/uUj+5pQKMhl3YtnHhKJhJWcrKe1EaWMghPfHq3l5WayL8bG/3VB9YQJE2rqGQiCJKUmtPsdDVaFrdLAGrVG9dPp77VH9uPGjWPyGSmsn2rqK3bs2JHPfBbHPCgSCxmNWQ+rl0qkIoGYdbtypkwuWbp0CU9Un9h4vJ5ZrR1t7NOnT8aHZARBauoq2/2p5KGhoRKpCEGQ+4/+1E4Wdnd3F4q58cxDfBF75cqVteyih9XLRBK+TC6+xhgvkQnFEsGjmuU17IJVq1bxRez4xsNCMVd7VsDFxeX+oz8RBJFIRW0zEeQzPDw8qmsrEATJ/JgSEBAAQRCFQqlrqHrfeIInql+6dIlMLrldOZMvZkmkoofVyxnMTJFYGM88lMd8unPnzpo6RirrFJNXrr0I1MzM7MdT36k1Kg2saTrw1MbMzc3fJ8chCFJTX6G7muTNu5eZ7N9reDnffX+8uCzvWe3aCk6GSCSMbzycy74rFAo+cq6nc85evvp7QlJsHvtBEevt3n17IAgiEAiRkRvEUgGCIGfO/twGF5F8Bh6Pv3jpNwRBhGJexNpwbbN27PiRQtbLQvbzmLfPb9+5nsz6IZd9RygU5HBuvGedFIqE5eykV3XR2XkZZ8+druJlZrEuP33+ULvA6dOn1TOrEQSJjYtp97shbti4AYY1KpXixMm/OsczZsyo4xalsX5hVJXs27cvt/HBe9ZJkVhYwkx6UrtGLBFyRfV/Vs6WysSrwlZyRDVJrG8ra8q0A9NBQUHZeZkIgpRXlLT7U8nHjBkjk0tgBL5994Z2Zo6Pj49AzEloPMITsNasWVPR+PFJzWqxRCgQs68xJihVCpGYf796UQOXsWzZMoGYE8889J/sYE2f3lHu1thCVlZWGVmpSo1MJOPeunPN0dFx7NixjXzGk5owgZgllohi6rdlsM8hCHKnam5+41O+uPFGxeQqVq5AwMtm30pu/DE1/T0Wi12wYAGbWy9SMFVq5bx5HeJLIBKJN29f12hUQlljclp89+7dO3fuLBRzH9eENQhKeHxeBvtcTP02BEHeNOxIY/+s0agfVC/JZT7i8XkVvJSXdVEsTj2dTg8NDS0uyxPKmDCsOXT44JdfDtMqIdm+YxuMwAJZQ0V1yahRo8hkcm1DZUz9tlLOOx6fV8B8dbdqvlKlyOJefFEXiSBIHHN/KvsUj89jCSse16wUiDm+vr4+Pj7vEmKEUpZao3z05L7BxIX2MnnyZIVSLlIwufzG5SuWY7HYmNgXaaxfs9iXBEJePbfsOmMiW1BdyIy5UTEFRuAP7KvP6zZIZRKBmP20NqKOWzRz5kxbW9s/rlwUSXkKtSSvIPvfzZZrdT179mRxGqQqrljKP3Bwn4mJydFjhwtZL98x9/OFHLVGfatieik7nsmruMYY38AtL2Mn3KyYqlarBEJuHHN/IevF8RNHTUxMDhzcJ5bypSoum8s0GC9uL7a2tjl5H5RqiVjGu3L9d1tb2+nTp9dxi5/WhgvEbKlM8qIu8gP7MoIgNyumFjBfc4S11xkT6zilAiHvA/tyGuuX2LhXWCx22fJlXH6jSMFUKOXNTqJve2Qy+cGju2qNUihlxSW+8fX19fb2Fog5j2tWsoQMHp+Xyj79jrkPQZCXdVGZ3N9UauW9qgUFDS95fF4p593r+q11zCrtne7LK4sFsgYYgXVnWL/El7ckGAzm4KEDMAILZczisvyhQ4fSaDQWp/5lXTSDm8Tj8/KYjx9UL1Fr1Gnsn2PqtyMIElO/PYN9jsfnNQhKHtesEoq57u7u/v7+SalxQlmjRqO69eeNtpwt9xlz585RqZUiBZPNa1i4aCEWi01OjU9u/CmbfVMg4FWz8m5UTOaLG/OYT/+snIMgSAb7t5j6bWKJiC9mPakJY/IZ48ePd3BwuPnnVbGMq9TIMj+kferS3TbWr18/noAtUXKEYt6OndvJZPLpMz/lsx4nMI/whVyFUnajYnI5O7WGXXiNMZ4jrC9ixfxZOQuGNTwB+23D7hL2OzLFKHOjjXvEMGZMm86fbSE7O7tPPfOcw+EMGhD67t07vrzKbzC1oCi3V++eRfkVtqTeycLDeDzOkuBZLnmt0AgVGpEazyuXP4MgyN6ia4MqvVhyx9tkzvlff0/PTD78/TYmNlGjwI0dM+7qVcPJxVpUKtXX17d1T/+YmZl5e3s3eyCoVCpnz5x76vQpuVJC69KQ8D526/bNN2/c7kqemiTYD2NlNLgLU57NlZfL1FyZhlstSZKoGy0IXaVIfarwuC950elTZ69cu3TnwTWlZa5Gjaxfv37b1u3NPpaEQCD4+fm18MbTLQwJmUz28/P7VFN18MChZcuWIWqsmJ559db5+w/vnPrhjB9lcYboR6GmwobiLdfwKiXvZBquTMMRKetqpak02B2DV70X7HMnj3/88EnY6pUpaYlWvjypUvD7pYuTJ05r9rndGAzGy8urdc9s4XA4Hx+fT10Rdv/+/eHDRqhkWCaUuOvw2uzczGuXb3lSppVLX9Yo4m3N3fBYCkP5VEPgw4hKpuaWS59Zk7zweFya6IQVoWtDlcDV1aW4pCBgtDVPUZaWmhYcOOBTz211cXFp9au3PDw8PnXLtA8fPvQLCG6s59Yr0metGFzGKC4uKrXC+ss1/ALZVRwWZ0HqwlA91hD5EARpiHyG6oklsQsOhy+QX5NpeFbY7oUFxWWM4lkrBtcr0lgNvH4BwVlZWc2uy9raWv+GAq3CwcGh2au0IAhiMpn9gwampKRy5eW9R1gVlxa4u3euq+BYEb1TRcfxeJwV0bNM+lyq5mgQpYbAZyie4LEkW4vOtYrEMukzT8r0y5dufMzJ2HNkfQOUoJJjRwwfee9e83dEpNFoPj4+rTsry9zc3MvLq9mWRC6XT5084+LvF2RKgaUPJzk1ITxi9aMHj93JExMF+yCckgZ3qZOmCZW1Mg1XpuZWiuNkGq41xUsEV2aIfvQjLzr1w5m7D25fu31BapYFq7ErVqzYv+9A0xVBEEQkEv38/Fp4qNPCloRCofj5+TU7HRZBkO3bdqyNiNCoEKVlzu37V67duHzqx7O+5IVpopMSuNaC4ClRN1ZL3ss0XJmGy1MwmPKPNNgDxsqSBPu7kqfevnVn89boxKR3dA+mXCk5feb07JlzlUpl03VhsVhvb+/WvaIcj8f7+vrqz//Td+3a9TGjx6rl2EZM4qFvt2Rkpfx27g8fk9nFknv1yjQ7i64QhCmXP9MQ+EpYJNcIGJKXlsSueDwuRXi4E6lnaWFV9+7+hcV53YbQePLK+Li4gSFDmn38LgRBbm5uTR+0/IU8PT0/dfVDampqYN/+PI64QZWyaO3Y0vLCjLQsO0I/obq2WH6bSCCbEVwr1Y8RkgCCIA2ex1A9siR1hSBMgfySBlHQYHelwvBJu63CuDMl6+qq6+pq0N/XtsRisbu7e1RU1IoVK7p27UokEjkcju4hXyqV6vrVG738g7y7+mVKfgwNnuDbOdCK4FMgvslRFTqY9KmQvIUhNUdRZEKwqZbGmRFdaAS7FN4JX9pcOxP/IcNCGshPhUiFMzR65PAxCQkJuvViMBgfH5/x48evXLly/vz5JiYm8fHxzf72/jWFQkGj0datW7d27Vp/f38qlSoQCCQSie4Nz5+9wCLE0UNmpotP+vj4Duk7uRPNs0aaWCl/7WUxukz8AoZUXGUpBoPjKksUsNDHcnw8d48DpZ+f1aSAvr3UnXKrlK+8yHNWLF1z4cJF/VW7uLiMGjVqyZIlK1ascHJySkxMFAqFLalzC0OiVqvVavXy5cujoqKCg4MtLCwkEgmfz9e9ISsrKyc7f/GMjbny38ztsZOGLbOg2cvU7HzJNQ/zodWSBKGmGkFgoaoahtQcZUk3q+kp/G9xGEKgTYSnl5e5h7BAdsWDNPXXU39sWBep33G0trYODQ2dP39+eHh4t27dMjMz6+vrW7JpLYQgiEgkmjlz5qZNm0aPHm1jY6NSqdhstq4OVVVVTx4/W/nNljrkrZSSP3f8ehOiKR6hfRSfMye6yTScenkaBW/OU5ZDEMyUf/Sgjy0Q/slRFAaZb7WzdfYKsMyRn7XHD8iMZ0wcP0Uq/fte9jQarX///rNnz163bl1ISAiDwSgsLGzFTYMgiM/nh4aGRkVFzZo1S3ulBYvF0mg0un+9euX6nCnLMTR+uebuzDFrzKm2dMTtg/hXCEHIeLMqSRwJR+Moish4epUk3pkawpEXF4nu96VFW1AdgkP9C9TnTbC2yvpOA0NCa2r+DhKRSOzTp8/UqVPXrl07evRoiUSSmprauo8pFIlEXl5eUVFRy5Yt69KlCx6PZ7PZul+0Uqm8euV6cN9QN7fOH6WnRwyc5uHcyxLnnS+6xlOV21J6VEpiIQjmKIqoBJtK6TtLYlcilpbG/6EbdVEnE+8hw0NqiQ+kCNMOHjp08Aj9R+1isVhfX98JEyaEhYXNnj2bRCLFx8c3fRb7l5DL5ebm5hs2bIiIiPDz86NSqTweT5ccBEEePXxMo1gM7T8xTXyyu3/vkF7jbKlelZLYasW7ruYjysQvIQhuVOQSsVSWMhdG1B7mQxO4e1ypgzwtRvcLClBYZdap47qSZi6Yu+TG9X/c0cbNzW306NFLly5dtmyZvb19fHy8WCxuSZ1b3pIgCLJy5crIyMjAwEBzc3ORSKT/4NHU1LSyEsb8qes+Ss/aOJlMCF1kbeosVNYWSm96WYxiiN9INY1KRCJRN6oRKU9Z3t16ZhLvCBln1tdmla+vD60zq1B+3ZM88+ThU9u37dSPXKdOnYYOHbpgwYLw8HBvb+/09HQmk9lcHf8lGIbFYvGcOXM2bdo0fPhwGxsbhULB5XJ1dSgvL3/1MmblN1srNU9VdMac8etNSGYYhJQtOW9D8hKpa5nyLBLelK+sQCB1ozzXy3RirvCKQFUVbLHF0cG1S29atuxXZ0Jo3Ivs6VNn6R+C0un0AQMGzJkzZ926dYGBgWVlZcXFxa24aRAE8Xi8kSNHRkVFTZ8+3cHBAUEQFoule3A4h8O5fu3mghlrVOTaaujp7LERdIo1FXH+ID6Lx5DxWFKVJIGMN+Uoigk4So00yZU6qEH2oUz8vB9tswXN/viJ42q1pnUrDEFQx7o7cBtzdHSMWBuxatVKU7opo7Lk/fvkuNjE5OTk/Px8GIaPHT+ycNmsZNF+Kt6um8kSIaYkjXPKjtKrQZaFxeBhRK39vzXJh69imOCsRtp9V8B5XCz/04My0UoVMnTwiNLSUmtr68DAwKDgwMFDQ3r36Es1ob+Le3vi+LdPnz5t+kj5VmRqarps2bING9c5ObrUM6uSU5LfvXmfmpqamZmpUCjmz5//08/fpYmPKzUiX9JiGpX+mhltRfISqKo0iFK3aXSCA4LAcpg/xu5MLf9jofKKNdHbj7xs6uQZb9++pdFoAQEBwcHBg4b279unn5VFp4LCvBPHv7169apRH0lLJBJnzpwZvSmyu39PnoCdkZn27u37pPdJaWlpQqEwKCjo6fNHhYorDYpMb9JcN4ugp/VhOAyJiKMJlJW6PxwEYaxJXo3y3NBOh5QyOF9xAYPBBdG3bYnecfbsL0QisWfPnoGBgYNC+wcFBTnZuzU01H3//Y+//vorj8cz3qZhMJgRI0ZER0cOGzZCJpd8yMl49yYxOSklJSWFyWS6uLi8ffdKQs0plN3oSp7iazXlDXOLUFVjRfJslOfqZ1Kb0t6Wy6wxvXKlF3lKRrDpzrs3noevXgtBkI+PT2Bg4KAhIf1Dgrq4eUml0nPnzv3ww4+VlZXG2zQIgnr27BkVHTlzxkwIA+UVfkyMS05MSEpOTmYwGDQa7cHju5270TMk3zqTB3Uzm5cj+p0hftP052ZH6dUg++BGG9KDviRHcKVaHtebuqEqXzph7GSxWOzm5hYUFBQyIHjA4GA/7x4YCHPr9q0Tx09+6rRWa3FxcVm3bu3y5cupVGp5ZXFiQlJcbGJKSkpBQQEEQT+e+n763HHJov1mBNduJos5yMdM7rmmm2ZD9uMqSugEx2G2R/O590tkd70ps2jSHqGDR1RWVnbq1CkwMDC4f9DgoSE9/ftQyNQ3b18fP3by5cuXRn24tbm5+YoVK9ZvWGtv51hbX5mUnBwf+z4lJSUrK0upVC5fsfz4t4dShIdhRO1DWkSm4N80butE7sZRFCMQrNs0M4KLCpGqYdkY+zOV/NQi+TVbUk9v0vzxYye9f//e1NQ0ICAguH/w4ND+AX36WZhZZ+d8OHH825s3b7bu8acBEok0d+7cqOiNvj7dOLzGjMy02JjEpKSk9PR0sVg8ePDg+w/v5Ml/YysLvInfOJn3eNoQRsaaYTB4kapW94fDYYhmBBe2omi47TGJRJKvvEjEUvvSNq1ds/GPP/4gkUi9evUKDAwcHNo/KCjI3taltq76u29/OH/+vFGfJY/BYMaOHRsVvXHI4KESqSjrY/q7N4lJScmpqaksFqtLly5v3r3iEpNKZQ88KdN8LCe8bIiUalgWhM4sRUHTlqSv1RozxCtXdkGkqgs23fXH+VvRUZu1vXxdS+Lu6ikSi86e/eWnH3/SP84xhr59+0ZFR06bOk2tUecVfkyITUpMTEpOTq6qqjIzM3v24lEnDyhT8qMrZai/2dwMwZlqyXs7So8G2Yemm+ZBH+1DnZ0rvDzQKVKtav09snE7WFFRO0+c6EBPlm0WjUZbvHhx9OaNzo5uKo2UL2FRiZYFRTnv3ib26tGnd1//JOEBvrKyC31knSxdqmY1uxAP+mim/KNY1djdZKWLyYAff/rRv5dnn979zEzNlbDIwsRJrVb9eff2sSMnjN3W68Pj8VOnTt22Y1MP/z4aRMUV1dBJncqrit8nJJPwtFmzZ6ZwT9bIkhxNApUaIUtR0OxCnEyC5BoBW1HgYTKhl+Xin38+Y21nGhgY6GDrLFFzLKlOGAgbGx9z5ODxV69e/Yu2/l+HJDQ0dOv26OFDR0EQxJPWkHEWTFZ9ampKbSUrIiI8h3ujSHbbkuRBw9tVSRKaXYLuX+3JfQItNj28/4jLbxwwuH/Xzt4iRaMFzRGPJeYWfDx66MTNmzdb9wzB5/n5+W3aEjln9jwCnsiX1eEQskQqychI/ZBeEB4ezlRmZkl/ouAsHSh9S0RPml0CGWfhQg0pFT2n4+2D6DsLc8sTk+IHDw3x8+4hVfLMaNZEHLWeWXPy+Pfnzp1r4bnGVuHg4LBu/dpVYStNaeZSFVehUGBgQtbH9MS41Llz5hHNFamSQzCi7kIbWSx6DCPNfOdYDMGTPr5c/BKDwfWjblMJKFevXek/sF/vngEIVkUikUwIliKx4MyZsz/+8FNtbW2bbZr2qCYyer2DnbNSIxGI2SZEi7zCj+/eJPYPGuDj75Es2i9S13WhjaqRJsk03GYX0pU+tk6WLtNwe5qE25MCfvrpp54BPn369KNRaWpIZk5xUKmVN25eO3bk7g2ezQAAIABJREFUZG5ubrNLMAYCgTBz5swt26O7+fTQIEquqJZO6lRWUZiYkGxKtZo8ZWIy71i9PMOZGiJRN3IVJc0uxIU6QKxmchUlnpTp3S3nnDp12t7ZKrBfoJ2to1TNsTRxhiDo9ZsXhw8ef/v2bbNL+Lx/15JgMJjhw4dv2R4dOmg4AsE8aY0J3qq+oSY5JZndIFy9OiyL83up7KE1yZuMs6iRJjW7EGuSDxlnWiNNcaIEBVpE3rx5W64WhQwIdnfxFCkaLelOOAwhOzfz0IFjd+7cUavV/2Lr/p2ePXtu2hI1Y9pMPJ7Ak9YQMDSRSJiemZKbVRIREVEtTfwoPUvFd7Kj9CgVPW92CSZ4awdK3zLRS3Oia7Dpjsy0nMwP6YNDQ3y9u0uUXHOqDQFnUl1bceLYdxcuXGjhucZW4eLismHjuuXLl1NN6BIlW6XSIGpMRlZ6UkL6ooWLEBNemuQIBGHcacOLRY9gpJnvHIchdaWPLRM/x2HIs7teVypa/+9i3A7Wb7/dWrp0plFX0VqwWOykSZO279rUxaNzteotX1VOwzlQ1V06mXiZmNAS2YcbZB8+vwQchhRis9mW1KOOWyyESkVQGQ5LsoZ6W5N8fv3l3Hff/lBXV9c229JUSEjIth2bBg8eXCWL5WoKyTgLE1VnK6KnjblzBvfXT+2k9WB6WSz2NJ3E5JbzNCViXKkallthezhTg+/cvXPs8Be19V8YEi8vr01bImfNmlUrTeMgH7EQnga7m+M87S26lEleZHB+QSCU4xJ32rC+VuEcQQNHUSTBl8s0bEu8twslNCkp6fCBf9nWtwpbW9uItWvWhK/mq8pYUJoKlppiutBhDwdLL46qMIF1SAVLP78EG7LvQOudcrm8UVIowZeLNDXmBDdH/JCaqvqD+47dvXu3Ldt6fVQqdfGSxZu3ROIoigYkQaJupGPd6BoPe3MfFUbwrnGPWN38LDEdGt52UKc9RMS8jl8gwZUJYQYV38kWE4LIyUePfHvxwsW2bOv14XC4qVOnbt+1ydnVoVYdy1cx6Dhnqtq9E9WbTCYnsA82ylF+LAQsZYDNNiuCTx2vWASVCqFSAtbEGuprQejy8+kzP/5wqnXHlf4nQ4YM2bojun///lWyt1x1IQVnTVW7W5E8rcwc0jiny8WvPv9xDITtY7WyC3VUA6+crykWYctgSG2N7eFA6Xvr1q2jh08UFRX967p9YUuiPaqZPn16jTSJrcnGY0k0jYcFvquthXux6OEH7gUEQjl67Eof28dyJYtfzVEWSwkMuYZnifN2oQyJi3t36MBx/ekibczBwWH9hrUrV65gKwvZUIYalptCHqaQh4OlZ6PiYyLrmBppZr6pPjtKzxDrrVKpuFFaJMGXiTW15oQuToQhjLLKg/uO3b9/36gDMp9Bp9OXL18WtXkDTBAxkUSpmm2KdafDHvZm3nKI/Y61R6pufpbY30sgOA622WNv5S4Ry1q9esbtYNnY2LJY7dYW/Dt9+/bdsi161KhRFeJYhvKJSFVHwVlZktwbZNka5HMjX1YkTwiCeMpyCIJcTAa5YMdqpMRjR0/+/vvv+rOg2pG7u/vGyA0LFy2oE2dWah6zFUVELN2K5MlTlss1nxv5ohMcKDhLrrJUDSvsKb1dMGMtiO6nT505der0l7f1rRISa2vrsLCwdevDRZqaKuRpnTQViyFakjyUGqFAVf2ZD5KwdCuSF0dZrNAILYkeboTxTrR+165eP3ni2y9p61sRhUKZP3/+pi2RVDN8peZJpTQWgWAzgisOQ2R/4qSjFhZDsKf05CkrpGoWDW/rRhrrTh0e8ybm2JGTiYmJbVb/z8BisRMnTty6I9rTq2u57EmF7KUCFpsSHKn4TvWyzM9/1o7SS6pmC1U1RCytM2WkO3lscXHpkYMnHjx40F5tvYH+/ftv3ho1bNgwhjiGoXgiVjNN8NYWxM71sg/NnpnTsSZ5w4iar6rAQFgXk8GuuHEyIXz08InLly/LZK2/D/gXPD09I6M3zps3t1acxlA/4ipKSThTS2JXrrJEofnc2VBTgjMJZ8pTlGkQhYNJXxfMODrO6YfvT505c+ZT06VbrlVakk6dOoWHrwmPWM1TMqqQJ/WyTDyWZEn0kGl4ItXnzoaSceYWxC4cRbESFlmRvFyx4xzpff64dPnbk9+VlZV9Ya1aBZVKXbhw4aYtkQSqukrztFIaB0GIObEzBsJwFJ+bL4XDEO0oPXhKhlTNphPsOxPHu9GGvHjx4ujhE6mpqW1W/8/QHtVs3R7t2tmJoXhWIXupgqWmBGcK3hLtzAjGntJbom6Y4n5epQRzsNqEiYnJgAEDDh062Kt373J2UpXmKVPeohvqk3CmncmjOpPHEHEm33773dmzZ+vq6ow6Q+J/RSKRfH199+7bO37c+BpOXhXypFqShEDowcJhiK4moW74cdZmLpf/uHzo0CEGg9Fe5z+ahcfjXVxcNm3atHTpEp64oUL1pEIWo4ZRjswgCMJAGEeTIBfsWFfrni9evti1c1d2dnazlxC2I3t7+6VLl27avAnCqMulz8vlzz7fJ9axIfm44sZ3sQ7JzcvbtnVbbGxsB+nu61hYWEyaNOngoYNWVhal/JgK1ROhqkVzOEwJjp1J47uYDuNy+du3bX/w4AGX2/y4W3uhUqmDBw8+fPhQt27dStmJVfATljy/JR8k48zdKWM6U0ZjIeKxo8fOnz/futdVfDkymezv779v/77Ro0ZXsT9WwU9rpMmoZ4shCMJjyG4mw1wJYy1p9hcuXDx69GhVVVVHa0nc3Ny2bdu2YMF8trCmUv2kQvr280fXWhgI50wNdsaMc7Hu9vjJ4927dufl5Rl1Qur/CoPB2Nvbr1q1KjJyowqWMeTPymUvFJoWzQbrRPZ3w43rbB2clZm5bdv2hIQE/ctlOgIrK6tp06btP7Df1JRWJnzFUD4RqVr0qzEjuEzp8isYImxNtra29vb2Tk5Ojo6ODg4OXbq6Obs6Ojo42XayJ+CJfHGDRMmVIRw1jq/G8/4fe98d32QV9X+zm7Rpm+4m3Yu2jA4KLQVkKCIICsgUmYrIEkFAVIbsIXsPmcqSvVeBMjrp3jtp9t77SfL8/nh4Y0wCVjso7/v7/sGHnD735tzc+5x77jnnnsPXFf+j0EejcEGkNDc0FQ15EGAvEtabTPRxdfGQykUcLpvN5jQ3sRgMJo/HY7FYHA6Hy+W20y7u6elJo9GCgoKoVGpwcHBoeFBoaHBQcJC/b4Crq7tCI1brRTqLFELLTDiZ1FjXAqGPCiQme2DDMJAHHvYior3ciX5kVy+FUsbjc7hcXlMDg8XksNlsNpvN4/GYTGbLd/F/tUhIJFJwcDCVSkUmLjg0KCIylEajBgbQPN29VDqZSifUmWUGlMSCUyjNTK725T8a9r0JXXwIsVjIC2fxIKJ9XAnenq6+Gp1aJBawWCxWM5vexGKxWMjEcbncdtrFCQQClUpFJi4wMDA8IjQ0LDgomEal0nwo/hq9QqWTaE1iI5CZ8HKdRcDSZpvhfwgBdsMGUkkpWJMH1kQhor1JeG+Km7/ZbOYLuVwuh8XkNNTTeVwem81GFuTr0je0Elgs1t/fPzg4ODAwMDg4OCiYFhYeHBoeEuAfGOBLhcxGpVakNoqMQG7CSY0oGUub/WZDCACAgHEPJqXjYQoWouABxRXv407yxWMIAjGPx+c205kMOovN4rDZbC6Xy2KxBAJBO+3iAQEBiCQJCgoKpAZGRYcHBVNptKAAPyoGg5GpBVqjRGeRmHFyCCPn6Qr+UehjUPhgUjoR7Y+FPPEwhYT1IRO9XV08xDIBl8thszjNDBaDzuRyudaJa6dd3MvLC5EhyMSFhQeFhAYHhwT7+vi7Et3kGpHGINZZJBBaYcJJJYYaseEfjL4ogKKSepExIRjIgwB7EzEUMtGPTKTIlVIen8PhcJsam1nNbA6HY5UkLd/F/5UkcXV1DQkJsW4BIaFB4f8jSTzcKSqtTKkV6C0yA0piximUpmaervAfJYkvIc6b0AUDUXBmTyLGy43g6+Hmq9EoBSI+m81uZrCa6WxEhiATZ3sJug3h4uJilSRUKjUsLCQ0IjgoiEYNpHlT/DR6hUon1pokRpTUjFNoLDyWNufNJlUAgDsuKICYhDNRsGZPF5S3K97L0y0AMhkFQh6Hy2YzuQ11dC6Xa524dvJiY7HYgIAAZAug0WghIcGh4UGh4SGB/lQ/nwCjSa/UiTVGsQHIzDiZASVlabKMln8IFXDBeAST+vYLWmjQt32UbfsqWHv3Hl+wYGa7fsW/AhqNDg0N7dWrV0pKSnh4OJUaGBIa7O8XgMPhAQAWi0msbZKZ6tUWjtYk0pllWpNYb5a3xMBjCxyaRMJ4E7HeRIy3G9bfDYT5keJI+FeZk2RyCZfDYzJZfD6/uLi4qKiouLi4TY4CgYGBiYmJ6enpERERQUFBtKBAGi3IhfAqGZVE0yw3NSrMTUguKJ1JojVL//G9sgMGhSdhfYgYLxLGh4j19kBFeBGiPYiv8p1oNCoOl8NmcTkcTnV19cuXLwsLC//x2l1LFomHh0fPnj1TUlK6du1KpVKDgmlBQTQ311dlf1R6odhQq7TQtWax1iTWm6Uak7glJ05boFFYIsbrfybOyx0T7omJ8HGLQP5qMOq5XA6bxWWz2XQ6PScnp7i4uE0CqIlEYkJCQnJycs+ePQMCAoJDgmm0QC/Kq/R9Okgp1FarYIbaxNOZpTqTRGeWGC3/zgSFAmgXjCcJ60PEUEhYX1c0lYKN8SFFYNA4AABkgkQiQTODyePx6XR6YWFhfn4+g8GwZlL4z8Dj8dHR0WlpaYmJiaGhoVRqYFBIkK+3LxqNAQAYTTqxrkFmqtNa+DqzRGMS680yvflfbzkuGA+XVwvSyxUdSMFE+5Ci8FgSAMBiMYslIhaLw+VwmUxmSUlJTk5OfX196++modHosLCw1NTU5OTkiIiIwMCAkNBgP78AHBYHADBbIImWLjXVaizcv0uSf+e7xKNdif+zIN2wAWQQ7ucaR8S9WvZSmZjL5TObmXw+v6ioqLCwsLS0tE18iDQaLSkpqU+fPuHh4UFBQUHBVCqVRsC/SkYl1jTJTU1KMx1ZkFqzRGeWOg0ifgMwKIIr1scF40XC+pAw3u6oCG+XGHeXV2Wp1Bolm81hszhcLreqqgqRJP947a4lkoRCofTs2bNXr15xcXFUKjU4hEaj0lxdX6VZV+j4UkOdEqZrzZL/mTjRPx5j7IBG4YgYinUL8MBEeGIjvF3DkL/qDTqrJGlqakIkSZuYJ0kkUlJSUnJyclJSUkBAQEhIMJUWSPF8VSJWZ1QItFVqwFCbBFb5D/1rSYKxlSRuaBoFG+1DikCjsQAACDIKhHwWk83hcOl0ekFBwcuXL5ubm1vvssfj8bGxsampqYmJicHBwbQgWnAwzcfbF4VCAwAMJo1YW6+wNKjNPJ1JpjWLdGZZC81yVkyNufPu3SJ8V+Dn54ecsAMCAoKCgkLCaCGhwTHRMaHBkTBs4ejyS2WnWmLBiiIP7eo+wQXrqdNryyqLmhksFoPDYrG5Nuhgi7GHhwdiokMQHBIUFhEcGhoa36UHCoUSG2pKZaeF+vJ/6gYVTOrT3fMLD3ywxWIurShkMplMBofZzObxeGw2m8/ns9nsDvY9kUgkGo2GnEEDAgJCQoNDwmihoSE9uiZjsTgVxCuX/8HUPP/Hc6cPITaBMs3PpRsAoKa+gsFg0JuYbCYHsQ0gaNfsDI4gEAgBAQHWiaMFUcPCg4NDgnp0S3IlkQ1mZZXiUr3qdkssWAmUqcGkdBQKzeIw6upqmEx2M53N4XCsE9fBEdMYDMbf3/+viQsMiIwKowUFduua4E3xNVkMjep7lYo/W2LBivcYF+U2DIsmSGSiispSDpvX2MDg8/jWBSkQCFqvJv4r+Pv7IzIkMDCQRqOFhNFCQ4OjY7qE0MJh2MLSZpfJT7fEghVNHh7vMY6Acddq1aUVRSwmu5nBRhQO68R1sCRB7OKvFiSNRgumRkSGhoaGxsV0BwAI9RWlstNvDgoEAKAAKsS1f3fPL8i4QJMJKqssam5mspq5zQwmMmXIvx3se0Ls4sjEBQQEhIYFh4TRQkJCenRNxmCwSiO7TP47W5vzj5LEz6VbAmWqDyEOAFBZU9rc3MxoYrFZf0kSDofTrtkZHEEgEJCl+Er+BwcFh9FCQ4N7dEsmupD0Jnml8s8G1b2WWLASKFNpxFQUCt3Maqyrr2M2s5gMjnXK+Hy+UCjsmEEhQOziyJTZSpLuXRMpnt4mi75edbtKcaklFqyuHhN7hUxSKtr+Wkz7KlhhYREMRlO7fkV7oGvXritX/zRy5Mhm9fNm430kbr2FwKJdQkkDw3Efy8SaHb/uOXXqdKeK5gkKClr+47Lp06cJdVWN0NUWRoQgQMz7EbhRROC/f9/B3bv2tImzrK0Wiaen55w53yz4bq4Fp2SYbrG1uf/qVO3rEh+KHR5ISjx9+vctm35lMpmtZ6mtgMPhJk2atPznJQFUnybDTbomA7L8C0MFGUcLdxkW4fr+g4cPNqzbbJuy8q0DhUKNGDFi6fJFSUlJjdo7Tdp7LYwtQ+CCoUSQPookDS8pLt66eeetW7c6Vchj9+7dV6xaPnLEJ02aR3T93TdHSdsBhyaGu34QQRjJ54o3b9h27ty5jkwU8o8ICQn54celU6dO4WlLmk13/pUkQaOwQaS0MOwINOS+d9eBgwcPtYmzrK0kCYVC+W7Rwnnz5+iAsAm62pIwA1v4usRH4kb7EeNPnjy1edPW9k4K9a/g4uIybdrUxUu/pfi60Y23mrWZLYlStYKCjwjFDw1163/r1s11azZ1ZKKQfwQiSVb98lNsXGyT7k6j5u6/Moe/kxaszhyD5RR9+/Zd/vPSQYMGMTQZjbrbaBTOmxDjhYu2AGO5/NybvU5+Lt2jyB9J9Y1SqE5upAcQk8OxI1GQ2/atu44e/a0jUw05RUxMzA/Lv58wcSJH+7LJcFNvlnsTYrxwMS44jzLZ72/e1dxxtK4eE5RGngyqlxjrPHFh4biR3vguR460QfqJ1i8Sm3QGTQzTLYmh3psQTcHFeBKCqhSX5EbGG9oS0OQelKlGs1YK1UkMtXi0WwRhRLBr+uXLl7ds2lZZWdkaxloPV1fXGTNmLPtxMZYEMUy3uNp8D3yoNy7GixBF1zzh6Qrf0BaNwnXznIgDrlKoTmKoM8H6SOLwMNKQnJycjeu2ZmZmdtQgnONVOoOVy0LCaHTjHYbmEQnr50PoQsFFS6G6BtXdNzePIn/kjY+VGuvEhlqtSRjmOjgM/zG7mbth3dtMP2HFgAEDflq5LD09naHNaNTdwaII3oQYCi7aBLQV8vNvNhgEEpPDXQdLDQ0SqF5hZFBJvcOwH5u1hK1bdhw/dvyt31GIj4//4cclY8eOZWlymgw3jRa1Nz7GC98FjyGVyX9/s+nRAx/a1WOc3MCWQfUSQ503IToMN8ITG9Em6SdaL0kCAwMXLV749eyvpcZaOnRLDtG98TEUXLQ7gVopP6/8p1uEPTyn6E1K5HVzwXhEEEYGkVIvXDi/ZfP2t34lGUln8P2y7wBewzDd4ukKPfHhXrgYL5fIRtX9N9/iwqDw3TwnYYALMjQLDEUSPw5z/eBpZuamDW8z/QQCHA43bty4n1YuC6B6M6A7DE2mGy7AGx/jhY8RGcqb1BlvbI2KcR/hiQ3v6v/xuxeDNWfOooMHd7brV7QJsFjsZ5+NWbH6h+ioLjJTvUjdhDcE0rzijQajF8W3UfqsQLULABiHdn2dZ5eE9dGaxAHExD6U5RYzygKblFqBxFDn6k7wwsXigceJE8e3bt7xVuwigwYNWvHLsv7pg+SmJrGuDmg9/cmxsAnl7eXHV9blKNbpzQoixktnljhtjgzNHUfr67maTPRTqeUGk0aorsF7QD6EWHds0PVbVzas2VpS8g95wl6H1iySbt26Lf95ybjPJqjNXLGhRi9H+7nFkvAeRBdXHaTIkq+VGxkI/06bEzFeerMMh3ZLc/+J5tlNIhWisSi+shomyXxIURRsZN7L7LWrN2dkZHS8XYRKpS5esnD27NlmjEYK1Sjlam9CF4orFYZReDw2T7aNrc17w9AIaLIJNsDAkkSeG+M1RCoTEwh4rqxaj+P4kEO9sF0YTPr6NVsvnO/QBKoIyGTy17NnLf1hkZs7UWqqlcr5biAikBJlNBo93CnFkpO16isEjDtk0b0u0SgOTTKYFV3cRid5z1AoZXg8nidrUIMmL88AL2wXtVK3beuuI4c7NIEqAhwON37C+BWrl4WHRkhNtWJVMwGi0ShxBoPBi+JbL31UpNqHAmgsimCwqJz2gMwpjdQ7jbLUaDShULBMw5UYat093bywXbAW8uEjh3ds292RCVQRIAk5V/7yQ1pqPxnUINE1oHSUAHKcGYK9vfy48opc5UaDRU3EUF6XQxUZmic+LN1zlSveU6NV6SClUFPr4mH2IcS6YaiXrvy5af2v/9ku0hpJkpCQsGL1sk9GjFGZOWJDjVGB83OLJWBdya4eKr04S75WCbHeKEm8dWapC8Y9zX1FoEesRCpEYWGhqgYmyX2I0Z7YyBc5met/2fr48eP/xl5rEBIS8v3S77766isjUEihGo3S4EWI8SD5owAGi0XlyLbwdEVvkiQYDyTfXgp5YaTXAKlMhCfgOdIqI4Hn6xZOwcY0NNatX7Pl0qUOTaCKwNPTc/Y3Xy/+fiHRDScz16q0EjcQ4UcON0Imdzf3AvGRBs1tF4yn0aJ+XaJRDApvtKjiXCemh36p07W9z719axEWFOS2a/+th7u7+4IF8y9eOT992pd+voFanaa8qP7+xYLfDpzdtXP3J6NGcM0vSlT7qcSUnl6z6epHaBTGLuYdg8LDwBzuNjjMdTBT85Sjz6Pi035ZuW7t6s2cBjXG6OlN8fPzDuzdq8+3C79NTune2MDomIyjOBxu8uTPz1/8fcniZeGhURAE1VfTM66VnDx0aeP6LckpiRgPWY5ynRsuoI/P9zxdgdGiQaNwtnG4yNAo+Mhkr1l8fVGT9r4X6H7jyt2vZsxpqhaZlG5e7n6+PgHd4hO++eabocMH83mihoaGf8vnf1gkKBTqww8/PH7q8OaNW3t0TwQANNNZT++UXzh5d8O6LTg8Ljqe9kKxygJDvb3n681ylYmLjMXaAxqFBQBg0cT+/j/LjYw67RUXM41eJ/zk49GlLxt0YhcPVz9fH//I8C5TpkyZPHW8RqWtqqrumICexMTE3Xu3HzlytF/6ezgsns8T5D6uvnT68dZNuyorq4YMHZglWy8x1id4TiXjAkWGKruhAQAwKLwZQO/5rTBZjDXqSzCEQut8hg4ZnvkwT8XDkvDefj4BtMCwMaPHfDNvFg6Lq6io7BhHdkhIyNp1q8+cOzNi+Eg3krtMJit4UXvj7It9u45evnxl3ITPipWH6NqHMe4jw9wGsrU5TodmgaGe3rPdsAH16ltKI9sXlzj2swkXzlyTsCwEFMXXxz/AN+jDIR8u/G5BQKBfVWVNx0S9eHp6Llq08OLl81MmT/Px8tdo1GWF9fcuFhzed3rf3v1jPvuUacwoVR8NIvVJ8prZpHmERmGdSpIo8rBgUjpD84RvKKAR+ixdsnzrxl38Jh3G6OHj5e/rHZDep9+3Cxd06xHbWE9vp1ufdiAQCFOnTrlw6cx33y4ODY4wQsa6SsbDK0UnDl7ctHFrer80E4mTq9rkgQ9N813E0eWZLHo0CuMoSXwIcQmUqVzdS4buoQ8q6dwfl+bOXsiokVjUZC8PXz+fwITuSXPmzBk8pD+XzW9q+tfOvv8mSYYPH37y96Mb1m+Oj+sOA5jewMy8XX7+xO0NazdTKB5BkV4vFCtRAN3b51s1xNOYBA6SBAcD2AVD7uf7o8RYX6+95moOqy5ljP5kXHkh3SAjebj6+vr4R0fETZs2beLkz1QKdXV1TcdIkpSUlP0Hdx04cKhPajoWg+NyeLmPq/88+XDLhh30Jvp7g/pkydYoIGYiZYYLxlNiqHvN62Ya4LfKaFbVai4ByMWkdPvwg2FZT4rUfJwbwdvPNyCYGj527Niv58xEozAV5RUdExoYERGxYdO6338/Peyj4a4kslQiefm85srpZ7u3Hbp1685nY0cVKPYwdc9i3UcHuaZxtPnOhSRs7O2zgIjxqlPfuLS72mJp+1N0+1qwBgz44OnTNxvo3hpCQ0O//fbbadOmcbjN2Tm52S9y8/LyrPUp4+PjHz15wEHdFxgL4wkzwnxSskRb2Nrc7p6TS2Wn3HHBSoiF/EsjpUIWjdhQ8773LheMZ7X6nMBYkkb+6djhMz/+8DNi+SCTyb169erTp897g9ITu/esq6vfsWNH+2VEpFAoX3/99bx583R6TUHhS6TAYmVlJXLC8PHxeZBxh0ST1+jPxhAmxvoMqZBeqlD93oMypUJ+3hXrozGJXDCekEXjgqH4u/RoUN3r7bEshJxaLbtON9xJIi0oz2NbK31ai229NzC9Z3JvnVa/a9eu06dPt/w2079aJAQCYfLkyYsWLfLwdC8ueZn5OCs/P7+wsBBhBo/H/3HmZJ/B3Qq1O0IJQ+I9x/A05dnytaGuA5QQWwmxiBiK2iRwxwWrIHYCZVqJ7GQseVyi15Q60eNa49kol9EoSej7g4Yil3owGAxSbKv/gL69e/V2J3sePHjw0KFDrc+I6BSIrF+8eHGPHt1LK4qeZWbnZOfk5+db9YOVq37+bsncXOUGb1xcnOvnFmB4IJ7vgQ8hY6nNmme2a7IHZUql/IKfS/eB/r8wJaVVhuNeuNgIzJgPPxhmrdQUGRmZmpqa3q9PenpaaHDEmTNndu/e3X4ZEXv16rV48eKhQ4fW1Fc8f5qdnZWTn59vvTw9cp98AAAgAElEQVQ1evSok6ePFWp2oQEmjjCd4hZ4jz/XDEOhrgNqlFdthxbrPqpZ8wyDwn0UcECm5lUbTlqAqafbopnTZl2+fAXpLSAgACnb139AelxM9wcPHuzYsaP9MiJGREQsXLjwiy++aGY15WTnZmfl5ubmWn/JxMTEBxl36ZZrUqg6jjAj1DvxqWAtX1/SzXNimex326GFuPbTmIRyI2OIzz4syqVKfUYCVaW5r9i9/eDaNeuR3jw8PHr37p3WJ+29gemJ3XuWl1fs2NGOhU19fHxmz549d+5clVqR/zL/+dNXpVoR/SAgIODRk/vAh9Wgv9KF8HmMz+BSyR/V6j8TKdNLZafJOJoSYrli/fRmuTsuyAMfylA/SfdYEeiWUCW/2mx40NN1cV5m1ecTpyKXOl1cXJKTk5GyfclJvRVy5c6dO/9VYdN/JUmQ/L3fffcdyZVYWJz/7MlfpVoRZi5ePt8jLbhYuzecMCyOMoqlys9TbIkkDxXpK3RmKQ7tqjPJ3HD+GpMImcqu5MndvcbXiB/WGS50cZmo53oNeX8YIiswGEy3bt3S0tL6D0jvldKbRHTbv3//kSNH2inhC5K/d/HixV26xJSUFz57kp2bm4uUagUAoFCoDZvWzZozNVe1wR+fGOc2yWBWZEgWehNiCGgyW5tnuyYTKNPK5WdoxN79/H5kiAuqjCf9cUk0+KMPBg+1hk9ER0enpqb27d+nT1pqEC3s9OnTe/bsYTAY7TE0AEB6evrixYsHvz+4qrr0WWZ2Tk5uXl6eNb7+888nHTyy76XqVzzaLY4wjUzyusufi0Khg0hpdcqbtkOL9xjbqH5IQJM/CtwrVjDDaHF6XdsXvvy/GIMVEBCQnp4eFBRUWFhYVFTkqAr07dv35u1rjdAVIhwQROhXX9foH4l/oViZ5LoAgzcVyA7091vxXLg+1n2U1NigMQmHBux+LPyRiPFOp/xYVFIQHkNthC6HYoc/uftyxrSvHA2nSElaHx+fnJyc0tLSNrSsenh4pKWlxcfHV1RU2O7Ntl/9OPOBxrXcCCujXUcVF5YmJMc/kMwNI3wY6vbeI9GSnl6zq5WXyViqJz6sVnlzFO30S+k+OUT/yH9/dnZ2Us8edfoLnqh4GZ3w0YcjHO/WISVpIyMji4uL8/PzW6JmtXCRuLi4pKSk9OzZk8Fg5OXlOZ7d3dzcbt25FhzvIoKLYgjjSour+qb3eyBYSMT49PVZfo3zRbjrIL1FKdRX9PT6Ole8c4D3Or6uvEF37QOvPZWljYlJPRq0tzAorDfUZ9CAIfX19vXUEC05ISGhtrY2Ozu7DXPYYDCY7t27p6enKxQK273ZCjQave/AntEThjZBV8Oxo7gMaVxstyLVHjnEGOy35aloJQpgaKReFfLz/f1WPBduSKTMwEHeBertqeQf5SxCWHgwz5ivQTGiCRPGjp7w6NEju/4RLblXr148Hi8nJ6dt3U/R0dF9+/bF4XC2e7Mt5sz5ZuPWNVW604Go/midDxpgZcScOu3VAV4bGvU32dq8FK/ZOeIdaT7fFUmPUom9okmjMyU/xbh+StGmW4DJQpTw4KfxxGkrlq/Zv/+A42+LaMlmszkrK8t6gmoTUKnU9PT0wMDAgoIC695si0GDBl25frHecMEVDgvE92Y0MSmhplzl+hS3JSactFh2DJEkXT0n8HSFZothkN+mR8IfPHGhyeRvK6vLg8K96aZr4bhPb158NOeb+Y5aFKIle3p6Zmdnl5eXt6FdxNPTMz09vUuXLmVlZda92RZRUVFPnj6U4vPNsCGKNLKkuLxrQlSGdH6Uy6cBpMSnkp9Tfb4rlv7m6xLngvFqUmWMDjqTLd6qMQuG+u/Jyn6RkNS1Tv+nDzqZW2P8eNinKpW9wxTRksPCwgoLCwsKClpiYW2hJCESib169UpKSmpqarLdm23Hfu/BLa8ISAZXxriMLy4o69u3733BfA9cWC+vBdc4U2LcRyiMzUqI09VzfIHk4GDfX5nqFwz9/Q999pcWVif1TGjQXccBN6RQt6OqgWjJ3bp1q66uzsnJaUMLKxaLTUhISEtLk0gkubm5jl+NxWKPnTjywcdpDNPtSNwYRj0/sUdyrnyLxiR833/zA/4iEtbXCx9do7yKrMwUylyzEVus2dvXfY2Ibo6MDucYsnQoXiTus5Efj3IsCIFoyT179uRyudnZ2W2bHTc2NrZv374wDCNl1B1fh8XfL1qxelm1/ncqerBZ6UYiuvFxj+iaewN9NlepzwgNFQmU6fniPem+S/PEe8LcBobihzyTrYh3nURUJnSJiX3rgZv/GsOGffq2WfjX+PTTT1QaOUudq1RLjx47HBkZKZUL73AWlAouwjCcK9p1n7sYhi3nGaMrxJfrRc/P0kco1CKZUnCNNaNJkrPshyWjR49mcxnN0iKphnk/4w6JRHrbY3qFHj168EUcrqZYrGDdz7gTExNTUvYyW7j9Of9Xi8VSKb5+qXmiwaS9z/0+W7RdpuGco3/SKMzVG3QPeT+UiM5evHK+d+/eRSX5XGmNQFNd11BFo9Faz1WbLBI/P7+yiiKhpo4jraqoKunXr9/xk0crxFfucb7T6tTNotKz9JFCZVO+eP8t9hyT2XiVObVMfAGG4Wz+nmeCDbUNlVFRUTduXZUqeRxNoVgq6NWrV+u5ahMQCIRrNy7LtJxm6Uu+kDNhwoS5c+c0S4quMKeIFWydXn2O/kmN6GGV6PZZ+kjIbHjMX/FCuBmG4QrBjZvs2XKVJCYmZt/+PUq1lKnOUWnlEydOeNtj+gvr1q9R66QMRbZCJV22bGn//v1lKv6l5kl0USEMw7fYswtER7nyqrP0ERx5ZaHo2E32LBiGGeKiy82TZCr+e++9t3TpEoVKypBnq3TS9RvXvu0B/YUJE8artHKmOkepke4/sDcmJkauFN9izy4XXIdh+IVwyyPeTyaz8Sx9ZKXoVo0o4xx9pFavkig4V5lTmyVF8+bNnTBhAk/Abpa+lGk4129eIRAIb3tMr5CSkiKWCjiaQomSe/P2taioqJr6iueCjdmC3RaLpVz85xXmFJPZeJs9N1+8T6RqOksfyRCV6PSae9xF5eJLJ38/1rdv3/LKYo60SqipLa8s9vf3bz1XbSJJqFRqbX2lQFPNldUUl75MTU29cPFMqfjcQ+5Sg0HXKMw7R/9EpuFki7bf4y4ymnSXmidViq9ZLJYX/F+zhdtKKwpjYmLuPbwtVrC5mmKBmJuQkNB6rtoEJBLp3sPbUg2rWVrI5jWPGTNmyZLFTZLca6zpUiVfqZGcpY+oFz2vEF8+zxhlsZgfcL/PFe2CYbhU8OcdznypXBgVFXXkt0NKtZSlzlVp5KNGdZb9HYVC7di5TakVM+Q5coVk4XcLhwwZIlayLzVPYknKYRi+ypxWLDrNlJacpY8QKhvzRfvvcObDMNwkzr/M/FyuFuFwuLc9iP8D+Hr2LLPFbLGYs3KeIS/GgUN7qiW38viHK6tLJTLhbfacGsFjGIavs2bW8B+ZzaYbrFn1whd3793lS5secL9XqCT+/v4uLi4///yTRquCYbioLN/b2/ttjwwMGDBAo1NaLOaGprqhQ4cCAKZPn8aRVz7mrhSIuGUVJdnCbQXC4zAMPxNsKJaeQP5TJj3z7NlTiVxwn7tYquKlp6ejUKgpU6YIRFyLxcwXsuPi4t72yEBERASLQ4dhi0QqnDVrFhqNTkxMlKtF97jfSeT8R48yKiRXHvNXwDBcJjmH/KdEdPaZYF1NXSWXz3rCXceUFi74dh4AYNCgQTV1lRaLWWfQDBv20dseGfDw8MjOewbDsE6vWbtuDYlEolAoUoXwIW8ZR1J7795durDwKnMqBBnr+VmXmyfBMNwgzL7GmqHWKAuK8gp4pyokl34/ewIAEBcX9zjzocVitljMi5csetsjAxgM5sTpozAMm8ymU6dP+Pv7o9Ho8qrCHNGOWsGTBxn3NTrFecYosYIjUwrO0kdIFDyJkneeMUqllT3IuF8ryMwWba+oLkKj0f7+/idPHTeZTTAMn/rjGAbTvqGlLcF3ixciP/WTzIz4+HgAwKnfj1VIrrzknSwszleq5ddZM+sFWTAMX2ZOruO/gEzQVea0JmHB3bt3uJK6h7xlMoWIQqGQSKQ1a3/R6jUwDOfkP/fw8HjbIwNDh36oM2gsFnNNXeXgwYMBAPPmz2HKijN5a3kCdnVtxTPBhhLhGRiGH/NXlkrOwDD8hL+qQnL58eNHUgX/Hvc7uVqUnJyMRqO//PJLsUQAwxY2lxEZGfm2RwZiY2N5AhYMW4Ri3tSpU1EoVFpamkzFv89dLFUInj7NLJOceybYAMNwifTkM8E6GIYLhSeyhdsqKksEIu5j7kqOrHzmzBkAgKFDh9Y31losZo1OOXDgwLc9MuDl5VVUmgfDsEanXrlyhYuLi5+fn0IlecBdwpM23r13t0GYfYP1ldlsquY/usaaAcNwrfDJbfYciUxUUV2axz9cLbl56Mg+AECPHj1eZD+1WMxmi3n2N1+/7ZEBHA53/s8zMAybzNBvxw/7+PhgMJjahsoXws2NouwHGfelSv55xii5WiSUNZ+lj1Br5UI54zxjlM6gyXh8v0b4IE+4h0jqLKeXf4E5c96+HG851q5bDcMwh8ccN24cQomLi1NqJPnCg0w2vWvXrlq96jprpkIlrW+sfshdShcU5+RklwuvlkhO7dy1fc3a1UxxebX05h9nTyDNqVTquQtnLBZLE6M2NDT07Y0MjB071ggZVGrF4sWLEVWdTCaLpLyX4gMSuSAlJYUvZN9iz5Eqebl52QWSQ+Wiq1lZWc2ikif81Vl5maNGjRLLOcXSExU1xWg0GgDg5ua2efMmI2RQqmR9+vRpDW+tXCTJyckSmdBkgnbt3mHdfvKLskqlvwtlzC++mHw/4+YL4eZGYe6LFy8qBXdyRDsKCvMUaskN1pcKpbR79+5imSBfvE+mEHl5eQEAMBjMvHlz5UqpyQRNmz61Nby1EoGBgdV15TAMX7l2ybp+Dh7eWyu91yR4uWPntjVrVpdL/iwRnsvOyWKLqu9w5jPZjVK56BZ7tlwtSkpKaqTXvRQcRfYzpPknn3zSzGqCYXjHrl9RqLeWZ5hIJN69fwOG4ZeFuSkpKQhxxozpHHlFOf/aoycPxowZ0yjMey7cVFSaD5mM5xmjjJChsCTvhXBLozD3s88+e5Bxt5x/nSMr//LLV8m7e/bsmV+QA8PwvYe3iETi2xoaCoX6dftmGIaZbPqnn7464iclJcnVopeCI02M+sTERIVafJM9W6YQN7Ma73AWsERVOTnZJcIL5ZLza9et2bZ9K11YWCu9e/jofqR5SEjI5asXYRiubaikUqlva2gAgClTvzCZIIVSNn/+PCwWCwBANP588X6JTNCjRw+5UnKDNUuhFucX5OaKdlYKbr948aJJmPdcuOnh4zuffz5JKGOWSE8XFOcgy8/Dw2Pnru2QCZLIRD179mwNb62UJGlpaQqV1AgZtm7dQiaTAQCIxl8iPSmWc8aMGfM853Emf02zqDgrK6tceO2l+EBuXo5Uyb/FniMQc3r27CmRC/LF+8UyPtIch8MtWvSdSq0wQgbrnvJWEBIS0kivsVgs5/88a3U7nP7jeI30ZrO4dN36Ndt3/loq/b1ceCUnJ5suKH7AXdLQVKNQSa+zZmp0ym7dujHZ9HzhQaVGgpwWAABjx47lcJkwDK9b/8vbGhcAwM3N7cmzhzAMZ+c+txoL5y+Yy5QVVfLv3rx9ffLkyXXCZ9nCHS+LcvUG7QXGGINRX1FdkslfwxAWf/zxx8+zMkv5l3D4t38q+9c4duzPt81Ci4DBYA4dPqjVaX/5ZbWtaH6alcFW54kk/JiYmGHDhjUJC0qFf+7es/PWvasvhJtFctaAAQNUGvlzwcaXxdkAgN+OHWmWFCu1EltJ0adPn+LSAi6P071797cwNgDmz58PQcbjJ3/z9fW1Erfv3MpTV0gV/I8++iggIECllb0Qbs3Kffrzzz+VSS7U8DMnTZrE5TOf8FepNQo0Gj1n7hy+tEmspn/11ZfWTiIjI2/duaHVaT/5ZOR/Zq81i+SDDz5QqZQZj+/HxsZaiRMmTJCq2Vxp3Q8/LAMAiKX8J/zVYqlg9OjRDfzcEumpLVs333t4K0+0V6LgRkVFDRgwQKoQctUlR377K4LHy8vrwMF9EGREOul4xMTEMJrpldVlAwYMsBLj4+NVWlmztODCn2dRKNSTZw+yhL8q1JJ+/frJVaIn/NXPsjLWrV9bIbxRL3gxbty4sLAwvpDDVOdY9zMAAIFAWL58uVqtOv37qbdiGKdQKDm5WXwBd/LkyVauyGSyWMqny1+UlBW6ublt2ryhTHKWKS4bPXq0RCa8y/lWphCPGjWKJa4olZzZvHWjq6trcWkBQ54llvHd3V9Vj0GhUJ9//jlPwMnJy0bU5Q4GFos9dfqkRqP+6acfrR49FApVUJzNUufwRZzw8PDPPvusXphVLri+YeP6zOcPM/m/yFWi/v37K9XSLOHWzBcPUSjUufN/NEuLVFpZ165drZ0PGDCgoqqUyWR06dKl44cGAFiyZAkEGQ8e2m/72x46so+nLpUphAMHDoyIiJAqebnCPQ8e3dm0aWOJ9HQ9P3vMmDEiCf8Jf7VULgIALF26hCetl6hZkyZNsnbSpUuXh4/uqdSqIUOG/Gf2WiNJRo4codVpb9+9ERUVZSXOnDlDrGbwpU3z5s9DoVAqjfwJfzVPwJo4cWINP7NMcn7lyhUvsp9kCbeptDIqlTp06FCpgs9Tl+3cvc3aia+v77ETRyHIOH/+/P/MXmvQrVs3Lo9dWl6Unp5uJSYnJys1Eqak+PiJ3wAA+YUvngs3qTTyAQMGCGWs54KNdx5c37lre5nwYpPw5fDhw2NiYkQSPkud+zz7r0wTRCJx9epVWq3myNFDb8Vs7OvrW1j0ksNl2uqvXl5eUoWoWZGdX5hNJBL37NtVLDnOldZ99NFHGq3qLmchV8CcPHkyXVxQLr64atVKd3f36rpyIvEdtGDFx/d42yz8M1xcXC5dunTu3Lng4GBb+iefjLRYzEq1LDU1FQCwdu0vVbLrSo00LCxs/8G9hZIjeqOORCJduHi2VHJWq1NjsVgMBnPn7g3IrC8qzbM1D6DR6BkzZlRXV7/33nsdOTQUCrVu3bpnz54lJSXZ0iMjIyHIYDBqp02bCgD49NNPG4Q5LHHlyJEjp0+fXiW43yws69u37/dLvq8WZAhlzcipZcPGdUaTTioXWfczBB988EFpaenMmf+x6OR/XiQTJ04sLy8fMWKELZFEIvFFbKNJt3ffbgBAcHCwQi2qFN5es2Z1QkICR1xXIby+YMGCgQMH8mVNdcLMyZMnAwDGjRurM6jNZlO3bt1se+vWrVtGRsaOHTsQu12HoXfv3lVVVd98842d2Hqe/dho1mU+e4TH41EolFwpLZOevX33OgaDgUzGfPG+M+dP+fv7qzTyKvnlnbu2AwASEhJkCrHFYv78889tuwoMDDx58uStW7dcXV07cmhBQUEvX77csGGD3ffu3L0NMusZzEY/Pz8AQFZeZrnsHJvLwGAw1XVleeK9NfVlaDSayWkql53Lzn8KAPD19aU3N0Bm/a492227cnV1Xb9+fUFBgd0b3d4gkUg3b948deqUnZFp0qRJFotZphAnJiYCALbv/LVKfkWlkQcEBPx+5kS+eD9kMmIwmFt3rpVJzypUUhQKhcPhHmc+NJp1L3Ke2HaFwWBmz55dXV2NCKUOAwqF2rZt26NHj+xOifHx8WazSWdQT5gwHhlpnfApX9o4ePDgefPmVQhvcMS1SUlJq1avrBTelquEYWFhAIDde3YaTTqBmGMXn/rxxx+Xl5fbLdSW4z9LkhkzZpSWltrpdu7u7hK50GjSbdq8AQAQGxsrkrOqBQ+XLF2Snp7eLCyrEtydOXPmxx9/zBZXNQhzRo0aBQCYOnWK3qiBTMbo6Gjb3pKSkp49e7Z+/foONhv379+/urp65syZthIMhUIVFOdAZv3d+7eQbUujU5VKzv556RyRSDQYdQWSw4eO7A8JCVFqpNWy6+vWrwUA9O7dW6GSWixmu9CroKCgs2fPXr582cXFpSOHFh4eXlxcvGrVKjtz9ZHfDkBmfX1jDYVCAQAUl+eXy8420mtQKBSDVZ8v3ldUlofD4QRibrnsbMaTuwAAKpXaGeIK/hfC19d3x44dVgeKFS4uLhx+MwQZBg0ahFCeZWXwtCWXr14AACxbtqxOdk+llgMAunXrJlMJBDIGosTg8finLx7DMDxj5gy7Pkkk0qJFiz755JN2HxUACCdr1qwZOdKJbelR5n0YhucvmId83PrrZp62pJFRi0KhhgwZ0ijIlyi4YWFhZDJZqZJxFOVW5enAoX0wDB84uNeuQzQaPXXq1EWLFnWY+Jg3b96sWbMQJ4UttmzdCMPw72dOIpyMHz+eI6tQaeReXl4+Pj4qrayW/2z06NEAgLLKQr629NCRV1arWV/PgmG4oDjXcQjvv//++vXrO8zrNHLkyOXLlzvqPWPHfgbDcGFxLsJJdHS0VMkTyZnIwVQg5tQr7q1btxYAcPL0MZ6mpKg0D2mYmpqqNzrRjAEAcXFx27Zta5PLCi1BYmLili1bHJ1csbGxJhPEF3GCgoIAABgMRqNVMWXFyKH/4eM7Dcr7jzLvAgDmzp3LlBVpdCpEINJoNL6QbXLQjAEAVCp169atiE7TAaBSqfv27XP8Ond3d4lMaIT0/fv3RygFxTk8Tcmp308AANas+aVecU8k4QEA0tLSJEqOVMmLiYkBABCJxJeFOTAMI7qLLVxdXX/88Uenr3Z7gEgkrl+//oMPPrCjo1Col0U5MAzPnv0qEOfAwb18bWl5VREA4NNPP63jP1dqpH5+fhQKRaWRc2TlEydORBqe/uMEDMO/btts1ycajZ4yZcrcuXPbf1ivhrBo0aKpU6c6nqD2HtgNw/DBw6+8tNOnT+fIyxQqKZlMDgkJkSh4Dfw8JJi1rrGSpy3ZtmMr8uS8eXNhGH6e5SSn6MiRI9esWYPH49tzTH9h1KhRP/74o+Mtq6lTp8Iw/Dz7CcJJQkKCUM6UqQSI9qxUy+pk95YvXw4A+PPyOZ62xKrlDxo0CIIMApG9ZgwASE5O3rFjh62TpF2Rmpq6adOmgIAAO3pCQoLZYubwmIGBgQAAAoGgM2iZkuIZM2YAALLyMhtUD67fugQAWLZsKVNeKFc6T6/9bmDzZvuduFMBj8enpqY6NU789PNyi8Xy1VdfIR9RKJRCJdUZ1Ei80RdffCFU1Tc1v6p+kPvyhcGk+frrV1LGy8urgV4rFHOd2gYiIiI64GCNQqFSUlKcXmAcMmQIDMMHD+23UrLznxogzbx5cwEAXbt25UubjJAecXDs3bfbaNYcO3EEeRKLxd5/eAeCjMgeYAcfHx/Hfe4f8R8WSZcuXRxfLQBASEiI3qB9kf3U6p3ZuWu70aw9eeo3AAAKhTIY9RxJbVpaGgBgypQpBkhTVvVXtZmtv26GYXjMmNGOPbu4uPTq1asD7FhUKtXpb0sgEFhcOovDsA78888/N5g05VWv8lqVVxWKNPVz5swBAHTv3l1nUOsNWqsCOmnSRIvFvGnzeseeUShUampqB9xQ8/DwsLOkWvHw8R2tXmN1rMfFxRkhPbKZAQCOnzwqNTSeOP0bAMDNzU2hlBogndV3lpycrNWpkZOoIxITEzsgMJxAIKSmpjo9XWzctM5iMX/++St3GAaD0ek1OoMaiReZPXu2SF1fWfNqEssqiwyQBrGqAgD8/f2ZbDqbx3BqG4iOju6AeCw0Gt2rVy+nDIwa9SkMw9u2b7VSSipeGiDNtGnTAAC9e/fmSuqMkAF5a44dP2I0a3fvfZVpHY/HP3vxxGDUOQ1O9ff3t3X6txD/QZJ07drVx8fHkR4dHQ1BxgcZd61v0NFjh4xm7b79ewAAeDzeCBl4kkZEI5kz5xuDSZNb8NzafN+BvTAMI+qXHUgkUkpKSgccRIOCgpzeGyCRSAIRp5FeZ7169dVXXxlNmryCVzkXGhjVQlX91KlTAXI2M2hUarmV4ZkzZ1oslhUrf3LsGY1Gp6amdoD6SKFQevRwbq3Mys1UaRTWbahnz556o0YqFyGH0j8vn5UaGhHnBoVCUaplkMkQHh7e3gy3F96VGCw7BAQEqDWq1b+sslKioqJgGC4ue1Uld/DgwSYz9CL3lV7/6aefwjD8x9mT1udDQ0MFQt7mLRs7kOsWAYvF1jVUX795xaoroNFojValVMsQdZBCoZhMkFz5KgNeeHi42Wyuqf+rUhWJRCoqefkw415bsdSGi+TKtYtVNeW2G2pBSY4FtlgDM3kClskMIQouHo8XSfhGyGAbK3P23O/NLHoH27pbgp9X/CSRimz9DgcO7YVh2OpPuffwhtkCWe2jz7MewzBsa1D5/vvFer0O8dF0KgwdOhSCjLa70fTp02EYRlycAIBVq1aZLabVv6xGPm7f+SsMw8iRFMGQIUMgyPjRR2//1qcdQkND9XrdkiXfWyk9evSAYTgrJxP5OGLECLMZevDoFvJx0qRJtlYTAEBUVJRYKlq1ekUHct0iEAgEBrPp/IUz1q0Xj8cbjXqJTIi8UDQazWSG+KJXpY7j4uIssKWoLM/ag7u7e2V12fWbV9qKpTaUJPce3C4uLbA9IVfVlpjN5oiICOSjXCkxmSBERyGRSAqVVKtTW91MaDT66vVL9Y01nfDy/8ZN64Uivq0cOP3HcRiGERcnAOB59mOTGbIaLAuLc2EYtg37W7lqhUajfruXLZxizJjRBoPeNmh17ty5MAwjLk4AwJatm80W05IlS5CPh48cgGF4woROlLbm/wROnDhx+MghW8rkyZNhGB4//pWtvnV4/t0AACAASURBVEuXLjAMn7/4B/IRCQ1pZNTYNunRowdfwO9s2vG333777PlTWwUiPj4ehuFft22xUvQGbX3TX0WOb965ZjKbbI1hPj4+dXW1w4YN6xieW4j33nuPwaDbvvZYLFan1z559tBKKS7Pt1jMVqm3cuXPMAz37t3b+gAOh7t3/95PPzk5n71FBAYG8vg8Wz4BAGWVhUIx1zqWI78dhGHYeiNv+PDhMAzPnj3btsn2HdsuXrzYMTy3EDgcrrKqcuq0v93WPHb8sMlsCgkJQT5++eWXMAzPmjUL+RgcHGwym46fPGrbZMqUKVXVVZ1tP7t48eKOnX+LD5s1axYMw9bAweTkZBiGfzt+GPmIw+EEIk551d9qeKekpPD4vA5z47YQy5cvf/Dwge0PnpKSAsPw6l9WIh+xWKzZbCqtLLA+8CjzvsGos20SGBhIpzd1hiwGthg6dGh9fZ2tt4tIJJpM0O27162U2oYKg1FvVS43b9kIw7Ct/Z5AIGQ+ffLdd991GNstQVhYGF/At0vNVd9UxebSrUfus+dPwTBszb8zduxYGIanTJli2+TQ4YOnTp3qGJ5bCBcXl4aG+nHjxtoSz1/8wwgZrFnWFixYYHsojY6OtljMe/bu6mhe2wodHD/bJujfv/+pU6fsTLiHjx5kc+nWA4qbmxsMwxs3brA+MGfONxaLxdPT07ZVamrquXPnOoDnFiIwMDAzMxNxu1jx5ZdfGox6JLIYAYvb9OT5A+tHRG7ahefTaLQnT560iaWnTRYJDod7/Pix9XyJANm9kFQ9CG7cviyR/ZW42dPTU6tTL1y40LYVkUh8+PBhp7L0nDhxwhoLiMDFxcUIGZcuXWKl/PTTjzAM23pO6xorz1343bYVCoX67bffOpWlZ+nSpYhb0xa1DRUXL//14nz00UcwDNsq9Bcuna1rrLRrNWfOnGXL3s6VT6cYOnTosWPH7CTJmXOnbDn38/ODYXjFip+tlCVLvodMkF3A38CBAzvVfhYaGvrw4UM7JhcsWKDTa5DIYgRiKf/2vavWjwMHDrQ9AyAIDw9//Phxm2jGbSJJCATC48eP7dTZfv36wTCMhBYgePz0HpvHsH708/MzGPXWMwACMpmcmZmJBAN1Epw5c8bueoS7u7vFYrYNelu/YR0Mw9Z4TTQazeLQjx77m8UBhUKdOnWqg+9svRmrV6+2hvRY0cxuPHn6mPXjmDFjYBi2NXHdvnu9pOJlB7HY5njnXIRoNHrLli2OXuTi0oLvFv3tLKLWqGwXJZFIlEjFjnGgI0aMcCS+Lfzwww+OQYjHTxw9+/dtOL8o6/Qfx20pBUW5jltXfHy8NeysNWiTRTJt2jTHJDpz5syprC6zpezdv7uqttSWcvjogYuX7JVgb2/vX375pfVctQn69euHhAbbIi0tTalU2AatT5061WSCbKPEvvrqy7qGGruGGAxm48aNncTSExgYuHLlSjuim5sbZIJs7510794dhmHbY3dycrLJZHJzc7Nr+/PPP3eS/QyHw23cuNHxalJtXdXXX/+1DaNQKCNknD59upVCJpOVSoVjbrnx48dbw+TfOlatWuWYPPnCxbO//X0brqgpPnDob3FRFZUl8+bNs2vYo0cPJOKnlWgTSTJr1izb1BgIliz5vrD4b7UsT57+rbAkx5byx9mTp34//vd2wNfX98cff2w9V22CDz74wPFixODBg6Uyia2DYs6cORrt3yoXfbvw27KKYruGOBxuy5YtneTyXWhoqOMO5e3tbTabrfEhAIDU1FQYhm0zcfTr10+v13XYtYM2xqpV9pdEOjlSUlIc0+cQCASRSGQXKlvfWItcRrNiy5bNTt+lwYMHO15263iEhIQ4TZ9TVFxkp5pcuf7n2nVrbCkTJ0688OcFx7a9evWyPbD+N7R+kZDJZKfJTo8fP26btQsAsHTp0oeP/xYNHRsbW1tb69g2IiKiM6SWRqFQThX0BQsW7N+/z5YyZMgQLo9tSyESiQKBwPHmIJlMtj2Lv0V88MEHjvcG+vXr9yLrhS3Fx8cHhmG7s8GLrBeOCgcaje4k55m0tDSnv7xQKLS7esLmsOyiofft2/vtt9869un05+p4vO7VqK6utt3MAAD3M24vX/6DLWXmzBknT550bJuWlmZnWf8PaL0k8fT0tHPEIzh3/pxt1i4AwJo1v1y/ecmWkpiYWFpWChzQpUuXt5tlGgEGg7G15Vvxww8//PrrVlvKp59+2kj/WyVWd3d3kUjk6K+gUCidpKTYkCFDHO8NfPjhhxkZD20pISEhMAzbWTodd8D/j/aC05N9amrqrl32btpHjx/ZvYpBQUF//un8CNUZDAZOeSCRSBkZ9vXnt23fZhe7g8Vinz171vJuOxiv4+Hx48d2QmHy5MmHDh+ye+zWrVtOaxl15qGdPn3aLtFOfHx8Xl6e3WPr169///33W95tRwLJ9uRI//777z/77DO7JxUKhZ0A/eyzz6zBqrbA4XBvMUO9LRuOxEGDBm3caH/xJScnx+7ubVRU1OnTp1vebQfDKQ8UCuX27dt2xAMHD9jF7hAIhCdPngBn6LRDAwA8e/bM7k+zZs3asXOH3WMPHz50tKq+oduOxOt4uHDhgt2t9pSUFMc52r59u9NDbGcYGhqNdmrCWLly5fDhw20pOBxOKpXaPdauaUHa9zyUktIpDsotBwRBjsSUlJSdO3faEdksNofD+RuFzW5ubm55tx2M1w3NUXfksDl2QzOZTFevXnV6baT1Q2v9InHKA4VCycjI0Ov1tkQOh8Nhc+ye3LZtm9O0jZ121gAAfD6/vv5vp0wOx37WAAB79uxxmgiqMwwNhmGnbPj6+l69etXuydraOhiGbYlXr151esEegiC7J98KnA4tMTHRyevmMHENDQ18Pr/l3XYwnPKQmpq6fft2O6KjJDEYDPfv33eaZL/TSpKAgIBr167Z/cmpJNmxY4dTi06nnTUAAJPJZLFYthQOh8Nms+0e27Fjh13w3Ju77UhYLBaTyeRIJxKJd+7csaVAENTQ0Gj32Llz59rvRmT7Klhz5ixu1/47BhwOx1Fz4nK5jkLw9OnTncEa3HK4u7s7njuFQqHjVv3bb7+1U4GOdlok8fHxhw7ZG6s4HI5AILAjZmZmdgbPS8vh5+d3/fp1O6JCoWhoaLAjCoXCxkZ7gdLJkZuba7FY7IguLvb+I4vFkpub21FMtQ3odLpQKLQjNjU1yWQyO+L169dt7510fiCx4XZEgUDgKEkOHz5s50lsK7STJImNjT169Kgd0akkuXfvXusdnR2J4OBgx2tYAoHAUcHicDh2elgnBwqFys/Pd6Q7ShKTyVRQUOD4ZJugffeVZ8/s3U/vIpzKcQiCzGazHbG8vNxgMHQIU22DgoICx+M+iUTSaDR2RJVKVV1d3R48tNMiaWhocLQGSyQSp2kn2+8Faw+gUKisrCxHup25DsG7pYWQSKRHjx450ul0e90RAPDo0SOnqXQ7LZzOhdNZy8rKereUfkf3NADA3d3dUXeUyWSOJ4E2QTtJkpqaGpVKZUdUq9WO3kAYhp1u6p0WEAQVFRXZES0Wi1O71LslSchk8oMHDxzpTiXJ06dP2+l1a993+NSpI+3af3sDieBxaq738PBw6n5GHu6EmSrt8IahYbFYp+ewdhpamy8ShEPH8yUAwNvb26n/6N2aNadDAwA49by8K0PDYrFYLFar1TpuZgAANtuJ812lUmm1WgwG0xkCQd6MN7xuXl5eToPG3pWJe8PQUCiU00sw75YkcTo0MpnsdEv+XzBrGAzGLt8QgndlaHg8Ho1GK5VKrVbr+FenkkQmkzlazdsE7atgjR37H8t2dhK8odoXlUp9nTewT58+HVCdo5UYNGjQ614VCoVil1DKCiqV6li3sZVo80USHx//uvyuUVFRTrUQAAAOh7Or9toJQSAQXsdkQEDAG649dqrcV05hMpns6nbbYvjwj1/3pxEjRnSGQJA34w2/f3h4+OtSSwwcOLDDKmD+ZwwZMuR1Ci6FQrG9Em+LsLCw/1BW681oc0mSlJT0uuicyMjI10kSFxcXpzdLOhXIZPLrsliFhoa+Iatt55ckEAS9oeDv8OGvFTLtgfZVsIYNG9Wu/bc30Gj0xx87l+yRkZFOtRAMBjNr1qzX2Rg6DxobG51ewgIAREdHv26rXrVqVUlJSdty0uaLpKysbMUK56VFIiIinFb6AwDMmzfPMV6ks0GhUIwfP95p1pY35JUYMGDA6zaDToVevXohxZ7tQCKRQkNDnKaRpNFonSTlxJtBoVDsUsVa8TpJgsfjJ0+e7Ohi62xgs9lITW5HREdHv+6otmLFitJSJ0kNWoM2lyQlJSWrVq1y+qfIyEi7a7xWLF68uPMHPopEounTpzu9fBcREfE6tXjYsGGd34IFw3Dfvn2dhjB6e3uHhAR3pMG7fRWsgwftL7K+W7h///7OnTudxnlERUU53c8WLFjA4/Han7XWoq6ubvz48U6HEBsb67TS6sCBA4ODg53aXVuDNl8kSApKp5pxTEyM01B9Go32zTffFBfbJ9PrhGhqanKarzwyMjIsLMwx7x8ejz9w4MC9e21WO7L98Pz58927dzvSIyIiUCiU0616165dz58/d6R3Nty9e3f//v2OFbXRaHR4eLjT13DJkiUMBqMjmGsdSkpKvv76a6eacWxsrNPzzLBhwzw8PNrc7tjmkkSn0wUFBTnVjGNiYpwKyYiIiEmTJtXU2Cf47YTgcDhO061FRkY6XZBEInHXrl1OA5s6G3JychzvtAIAIiMj0WiUtQbX/8fbR3Z29q+//mpHREJ5HHM30Gg0lUrVt2/fjuKuVdi7d6/TgGIej5ednW1HxOPxdXV1CxYs6BDWWovp06c3Nzc7asb37t1TKBSOz9+4cePEiRMdwlprkZCQoNPpHCXgmjVrYBh2dFuvXLmyrKwMvAtwcXHRarWOmvEnn3xiW4zWimHDhul0us7vRENQUlKyevVqO2JwcDAMw2vXrrWjR0RE6HS6pKSkjuKuVTh+/PjNmzcd6XK53HE/JhKJDAZj5syZHcJaazF//vz6+npHzfj58+dO3RQZGRn79+93pHdC9OnTR61W2yXBAgBs27bNMa8vAGDLli3vSpy7u7u70Wh0TKyKFFP/8MMP7ehjx459J5O5L1liXwfjncPy5cshCLIrntC7d28Yhu/evWv38I0bNxQKRSepHvCPGDp0qGMtcQKBYLFYuFyu3cOrVq2CYfh1Bv/WoD0Wib+/v8VicdSM6+vrYRi2C7xF6iLbJbfstEChUHw+3zET4IULF+wKLwIAIiIi9Hq9Y3LLTosHDx5wOBw7zXjRokUwDH///fe2RCKRyGKxnJ4QOifWr1+v1+vtNGOkPJ9jBe5Hjx4JhcLOkDG1JRg9erRtBWsEHh4eMAw7Osu2bNlisVhsi2a2FdpDkoSFhcEw7KgZs9lsi8Vi5y8bN24cDMOdP0oJAQaDkclkjml6bt26ZVd4EQAQFxcHQdBPP/3UgQy2CllZWU1NTXaa8cqVK2EYtit+SiaTBQLBu3JO+xvelVqEb6jsi9RBy8vLsxV2kyZNEgqFdXV1tk8i+/SlS5cc+niFgICAjndg02i017mcCQSCTqcTiUS2NT1iY2MFAoHBYLDV6CMiIgwGwxsCC8hkstNk6C3Bf14knp6eTm+7ICgrKzOZTLaaMQqF0ul0PB7PNmMeiURis9kQBDkWNkGAwWAcD3ntDTwe/4bcd8ePH4dh2K5AYVFRkUgksis3++jRIxiG09PTX9dVx9e0RqFQb8gVN2fOHBiG7TTjw4cPSyQSu1xEW7ZsgWH4ddE/AIDQ0NCOV1De8HumpaXBMGynGX/55ZcikcgurnH8+PEwDDstKYOASqV2/IE7KCjodSW/yGQyBEF2mnFycjKPx9Pr9bazEB8fD0FQRUXF677lzS/1m/GfJYmXl9frXn8AQMP/Y++945q83jfgJyEJKyRA2ISNyN64QJYCgoiooHVVrba1Vq3W1lWV0VqtNbRaFUdFi4pbVPaUPcIMBELYICuMLJIQkpC8f5zfJy9fVIoIYj/ve/3Bp31MznNOnvNc5z73ue/7am4eHR0dbxkjkcjR0dG+vr7xBb0wGEx/fz+fz38XySORyEmCx2cJsrKyk6hzPnr06E3LmEKh9Pf3b968WXoFBoMVFxdP0AOdgE+NSX744QeJRBIR8T+ab3fv3h0aGppw9HT58mWJRPKf9GCpq2vOdRemBFVV1d9//11T8+297evr43A4433aJ0+erKio4PF4Uu4A6zSXy92yZctbG9m2bVtoaOiM9/xfISMjc/r06Xcl7KSmpvJ4vOjoaOmVlStX1tfX9/b2jg+eyM7O5vF4bx6JAnh4ePz444/T7uGHTJJ9+/ZN0HGTIiIigsfjjbeMdXR06HR6TU3NeKfduXPneDzeW8tKQRBkZmZ29uzZOXn3AgMDv/7667eaCKtXr+Zyuf39/eOTVYeGhioqKsabJuvXr+dwOEwm860uVRwOd+7cuXfN+VmFnZ3dqVOn3jx2gSDIwMBAJBKxWKzxlnFOTk5lZeV4sSZLS0sWiyUSid6aLiorK3vy5Mm3lrCfbWhoaJw7d+6tJebhcDiDweBwOOMt4zNnzlRUVIyPZMdgMDQajcvlTpA6BYDBYF999dUkSVKzByQSeebMmXdVGy4oKODxeOfPn5deCQ0NrampodPp0vAssE7zeLxffvnlrY34+vq+NSpoivgQJjl06NC7shCioqJ4PN54y9jU1LSvr6+urm68aXLlyhUej/euECUrK6vTp0/PiShtSEjIeDXx8di0aROXy51gGXO53IqKivFOu+3bt3O5XBqN9lY60tTU/P333+ckjcbFxeX48eNv9SBYWFgIBAIWizU+YJ9IJFZWVo4/enJ0dGSz2SKR6NMv9fLfxrx586hU6lttoJs3b5LJ5MHBQamT5u7du2lpaQwGQ+ro/u2338hkMofDeZNbNTU1nz9/Pp56PjIwGEx5efnhw4ffXGi//vrrhoYGOp0uVbvcv38/kUikUCj+/v7gyvr167u6utrb29/MPZaXl4+KikpJSZkrNWs4HP706dPo6Og3i/4tWLCgu7u7ra1NahkvXbq0ubm5uLj4p59+AlcsLS2ZTCaFQnkzoRIGg+3fv59EIk3bM/fhCAsLS01NfXPXi0ajuVxuTU2N1DJGo9EjIyOJiYnSUBgMBtPX10cmk9+qjxkYGEilUm1sbGa1/5MgODiYRCK9NcaoqamppqampKREyuYdHR3x8fGdnZ3gf8E6XVNT89Z6lfb29tXV1WvXrp29zk8OKysrKpX6VhvowYMHZDKZRqNJLePnz58nJibyeDypB+Xy5cs1NTVcLvfNWnQ6OjopKSkTNuUfE6qqqtXV1QcOHHhzoT106BCFQmEymVLL+NixY8XFxU1NTdJyADt27Ghvb+/q6noz8VNRUfHKlSvx8fFzVV4VgUAkJyf/+eefbx4VeXl5tbe3v379WmoZ+/n5USgUIpH43XffgSuOjo50Or2hoeFNVTs4HH748OGKiopJnGSzjXPnzr148eLN3RQOh+NwOLW1tdKNmYaGBovFSk1NffDgAbiiqqo6ODhIJpNjYmLebDkkJIRKpb4rNfsjYNOmTRUVFW/1IHR1ddXU1Iy3jPv7++Pj46VHT3A4vLq6ura2tra29iN1d2bxXzkiBPD09BQIBE+ePJkQoxMUFNTQ0FBSUnLnzh1whUgkPnz4sKWlBcSzg3U6KSnpzaq4ISEhdDo9MTFxbusyGxoaDgwMlJeXTwgB0dPTYzKZycnJNTU1wPy6dOnSq1evysrKwOEL2E/Hx8cPDw9PcOS4uLi0tLQ0NDRM26UP8IGTRFFRkUQidXV1ubm5jb8Oh8PpdHp8fPzQ0BAwkrZv315VVZWeng6eIwwGKykpycjI6O/vt7CwGP9dfX39wsJCJpM5S+pAUwQMBnv48CGbzZ6gmAtBUF5eXkpKCp1OB8edtra2r1+/vnv3bn19PfjAlStXKioqamtrx7v6IQjCYDB3794dGxubIIP68QGiGyMjIydY5+fPny8sLGxra9u5cycEQTIyMqOjoxcvXhwdHQWfBOt0QUFBVNT/ZI0hEIjw8HCBQDDnkSL+/v4ikejevXsT1tSNGzeSyeTy8nKpiBOZTL53715nZyfwt4F1OiUlpaCgYEKbW7ZsYbPZjx8/ntvALDMzMwaDUVRUNOF0xtzcfGBgID09nUgkgh7evn07IyOjsrJyx44dEAThcLihoaH4+HgGgzGBDF1dXV+/fl1TU/NWpeSp4wOZBIPBUCiUlpaWBQsWjL+ORCLZbHZ8fLzUZ7xnz57y8vJXr15duXIFgiAZGRkSiZSSksJgMCb8LCYmJmVlZQMDA++qzPdxAIfDExISGAzGmx6E8vLypKQkBoMBbJTFixe3trY+ePCgoqICfOD27dulpaUUCmVClomKisrjx4+FQuG7PH8fDZGRkaOjo8eOHZvgQbh69WpeXp7UMpaXl+fz+X/99Zf06Gnv3r1gy/1mlsl/A3/99Rab91PGhg0bxGIxg8EYH/IsLy/P5XKvXr1Ko9GAF2dgYODatWtVVVXbtm2Dw+FVVVWpqamlpaVS1wgEQdra2unp6RKJpKKi4lMIoHN0dBwZGREIBBMmYkNDQ1xcXH19PfDiZGVlxcfH5+TkXLp0CYKgGzduEInElJSUly9fSr+ioKBw8+ZNsVhMo9E+XCbzwyeJpqZmd3e3WCyOiYkZz9F37tzJzMwsLCwEelunT58uKCh49OgRkLP4+uuvm5qaYmNjpa4RCILgcPixY8dGR0cFAsEEi21OgEQiCwoKJBJJdnb2+Ez47777rqKi4uXLlw0NDUgkcu3atbW1tZcuXQIaR4sXLx4cHLxy5QqHwxm/WwgKChoaGpJIJLt27ZqDwbyBa9euSSQSKpU6vnrt0qVL29vbY2Ji6HS6tra2kZFRf38/gUDo7+83MTHR0NAYGhq6fft2W1ubh4eH9FsODg5UKlUikVy//kmoR+zcuVMikQwNDa1evVp6EYvFcrnc6OjowcFBEBjH4XCAyyokJASJRDY0NCQkJJSXlx88eFD6LV1d3ezsbIlEUlBQ8CkcZLi6ugoEArCkjTeVOjo6YmNjGxsbQRBxSUnJ48eP8/Pzz5w5A0HQ/fv3i4qKMjIy4uLipF9Bo9GASXp6ej487P3DmURHR6evr08sFt+8eXP8qdnz589TU1OJROLNmzchCLp48WJOTs6zZ8+A/OKhQ4fq6+vj4uKoVKr0KzIyMseOHRMIBCMjIzNenHkakJOTq6iokEgkGRkZ40n72LFjgOGrq6vhcPjWrVurq6uvXr06NDQEQZC3tzeNRouOjuZyueML0a1bt45Op4vF4gmRoHMFEJZKoVDGR4n5+fk1NzfHxsYODg6qqalZW1t3d3cTCAQmk6mtrY3H4xkMxs2bN7u7u9+qY/3/Y1Zw/vx5EAVy69YtqZc+Nzf3xYsXz58/b2pqwmKxfD4/KiqqsLAwMjLyiy++aGtri4qK6u7ulh60+fv79/f3Dw8P9/f3f/wQ6Xdh8+bNYrGYxWLl5eVJV+tz584VFBTExMQwGAxtbe3W1tbbt28/f/48PT3dycmJTqdfvny5uroauBMgCLK2tq6vr2ez2Z+ICQIAzEc2m93c3Cx9Chs2bCCTyRcvXhwYGFi6dOmTJ0+Sk5OvX7/e19cH9tOxsbE5OTlSd4KWllZ6ejqLxRKLxV9//fXcjeZ/oKmp2dXVNTw8PDQ0JI3LMTMzGxoaIhAITU1N33333Y8//lhSUkIgENhstqamJolESkpKevz4sXQbqqCgEB0dzWazhULhtWvX5m40/wMUClVYWAge3A8//ABWa+AwiI6OLi4uvnv37rJly6hUKoFAoFKpPj4+sbGxJSUlV65cYbPZwNqAw+GHDh1is9kjIyNFRUWfTrBqdHS0UChks9nXrl2TrtZlZWVPnjxJTEysra1VV1cfHh4mEAglJSVHjhzZt29fU1MTgUAYGBiQ1lgKDg4eHBwcHh7u7u6ejcy76eHLL78ETJKZmSmNob58+XJubu4///wzNDSkpqbW29t748aNpKSk+Ph4Nze3gYGBixcvksnkjRs3gs87Ojo2NTWx2Ww+n//prHBLliwZHR1ls9kUCsXW1hZc/OKLL0gk0qVLl4aGhpydnVNSUl68eHHr1q22tjZtbW0GgxETE1NQUCCNA8Hj8bm5uUwmUywWvysq9+MDj8dLVyWpA9ve3r6npycqKqqtrW3Xrl0RERFFRUUEAoHP5ysrK1OpVLDwSSMg0Wj0rVu3QATkW2tNzQnk5OTKy8t5PB6bzd67dy9wUAHPyKVLl8rKyq5evRoUFFRXV0cgEMDR05MnTwoKCq5fv06n02fvfGl2z60MDWc+q3+2cfjw4ZSUlJ6eHicnp4aGBhBAEB8fr6ur29LSIhQKL1++DNwAbDbb1dX13Llz+fn5GAwGhUJVVlai0eiYmJi7d+9SqdSxsbGVK1d+OiLk9+7dO336NJvNRqFQZDIZRD4mJiYCW55MJkdHR+vo6LBYLBAbeOvWreLi4tHRUWNj45SUFBkZmePHjxcVFdHp9NHR0V27dr15kDENzMgkqays3LRpk0gkAiUMTp8+jUQi09LSjIyMJBJJYWFhTEwMOMkFTp0rV640NjYODAzo6OgA59z69evr6+uVlZUZDMbFixc/HSuERqOtWLFibGyMQqHcuHHjwYMHysrKjY2NHA5HXV09Pz8/PDzc09OTw+FAEASsLnl5+YaGBj09vfj4eAiCFi1aVF9f7+7u3tnZWVBQ8O233871mP4PAoEgKCior6+voaFh3759RUVFRkZGQqEwOzvb0NCwrKzMz89vx44dQJ1weHh427Zt/v7+YuXirAAAIABJREFURCLRyMgoNzdXKBQaGhoWFhbu37+fQqHQaLRVq1YJBIK5Htb/Yd++fXl5eZ2dnW5ubhQKZfHixRAExcfH6+npUalUWVnZqKgo4CcYHh728PCIjIzMz89XU1Pj8/kNDQ1YLPb+/ft///13Q0PD2NiYv7//W5Xj5gQ3btz4448/GAwGBoOpq6sDboyEhAQdHZ3BwcHGxsYrV66oqqoODw+zWCxzc/OYmJjCwkKxWGxoaJiWloZAIH7++eecnBwajSYUCjdv3jwjauszwiRFRUU7d+4UCARDQ0MFBQUnTpyQkZFJSUkxNjYWCoXFxcW3bt0yMzNjsVhsNltbWzs6Orquro7BYOjq6oIIyG3btpHJZDk5OTab/euvv969e/fDezUj6OrqCggIGBsbo1Kpd+7cAR4EEomEQCCwWGxeXt5vv/22ZMkSUClwcHDw0qVLYrG4ubkZj8cDJnF3d29oaHBycurp6UlLS/uQ3KaZBZ/PX7lyJYPBqK+vP3LkSG5uLh6PBzsuAwOD0tLS0NDQDRs2AAc/m83evXv30qVLKyoqjIyM0tLSZkmIEJptA+vkybOz2v5sQCwWh4aGAlu4uLg4Pj7+1q1b2dnZIHopLy8vODgYZP0wGAxvb28qlTowMGBsbJyUlBQQENDW1mZubp6YmGhjY7Nx48aysrK5HtD/4OTJkxkZGcrKyi9evAAc19HRoaysjEajKyoqFixYwOVyRSIRk8k0NDREIBANDQ26urqdnZ3q6upkMnnr1q2PHz82MDC4dOlSbGzsDHVpZiZJfHz8L7/8YmJi8uTJk+Dg4Lq6OhMTk5qaGj09vZaWFj6fb2FhwWQywcGNp6cnkUiUk5PT1dVtaGjIyMggEAiJiYkKCgoTDmg+BZDJ5NWrV1tZWSUnJxsYGDQ1Na1Zs+bFixeGhoYMBoNEIgUEBDCZTAiCWCzWunXrcnNzIQgyMjLKysq6efNmUlJSRUVFf38/HA4PCgoSiURzPaD/F0NDQ97e3sbGxlVVVSwWq7q6+tixY/Hx8Xg8XigU5ubmbt68GdAil8vdvHlzXl6eUCjU1dV99uzZsWPHSCQSm82urKw0MTHx8vIC9sonApFItHr1ajgcDsIfExMTb968mZWVBcJxcnJyQkJCwGLGZDL9/f1ramoYDIaRkdHz58+Dg4Obm5sNDAySk5Otra1BRt5cD+h/8MMPP5SVlSkoKCQmJv7++++ZmZlUKhVUoiESiR4eHnQ6XSKRMBgMc3NzUORFT0+vrq7O0NCwvr5+7dq1T548MTExOXPmzNOnT2ekSzPFJHfv3r1w4YKBgcHjx483b95cV1enqanZ1tamo6NDpVJlZGSMjIyYTKZIJBoeHl6wYEF5eTkajVZRUWlvb3/16tXPP//84sULLBZbWFh48uSnVQmyvLx848aNNjY2iYmJ8+fPb21tXblyZWJiorGx8eDgIIVCWb58OWASJpMZHBwMmMTExCQrKysmJubZs2clJSUsFovH44WEhMyeXTINgI2oubl5cXExBEG1tbXbtm178eKFrq7u6OhoUVHRpk2bwC6Ux+Nt2bIlPz9fJBKBDfbevXtnyfM9uwYWhfKJBudPnvXG5/NXr149b948FAr14MEDZ2fnZ8+eycnJqaurc7lcIpE4MjICQRDw9IBTGG1tbTs7uzt37hQUFJSXl3t7e58/f/7NSqTjAYfDZ8Mz+a8Jfd9++y2XyzU1NX369KmsrGxFRcXw8LCBgcHY2FhhYSHwFgAbC8xUPT09GRmZ3Nzcnp6elJQUQCj/GhU49bzCqU+Sf20zKioqKytr8eLFaWlp7e3tWVlZSkpK4DC0uLh4eHgYPDgul1tUVCQSifT19YeHh0tKSjAYzLNnz/T19eFw+Pbt2yUSyYd0YxqAwWCT16fNzc2NiIhYvnx5RUVFbm7ujRs33NzcQCxFdXX10NAQWKpHRkbKysrYbLaysrKqqmpMTMzixYsfPXoEg8FsbW1XrVoFnu+7MEvZoJM329bWtn79ek9Pz+7u7vj4+G+++ebAgQNGRkZwOLyjo6OhoYHNZkMQxGKxqFRqe3s7kJfZv3//nj17nj9/3t3d7eXl9dlnn7W1tU27D9PG5M1yOJyVK1daW1vDYLBHjx4tXrz4n3/+UVZWVlFRGR4eJhKJQHiKxWLR6XSg1KStre3m5nbz5s3c3NyKiorly5dHRkZmZGRMchc4HD4bke+TD00ikezYsQPUInr27JmSklJpaSmHw9HX1xeJREVFRcAs5vP5w8PDgEnweDwajc7Ozm5vb09LS1u0aNGrV6/+Nb16Tpjkl19+KSsrW7BgQUpKSnd3d25uLhKJBBIrxcXFLBYL6PxwudzCwsKxsTF9fX0Oh1NRUSEnJ/fs2TMTE5ORkZEvvvji4zPJvy4rKSkpv//+u7e3d3l5eUFBQWxsrIODAzh9rqioYDKZgEl4PB6RSORyuerq6nJyck+fPnVxcXn06BESiTQzMwsODgZc+i7MyetWW1u7adMmHx+fxsbGhISE06dP79y508jICAaDNTY2trS0ANuRzWaTyeSOjg4EAmFsbHzkyJF3yfJ+OGa35nhRUd6/f2guoKqqunHjxv3799vb26uqqgoEAvDTS8Fms3Nyck6ePNnZ2VlTUyORSPT09AQCQXd3d39/v0gkAuEsQ0NDDAYDgUD4+vqCqriDg4O+vr5lZWUHDhyYcFMlJSVnZ+eVK1fu2rXLzc2Nw+HMxumhnJzc6tWrDx486Orqqq6uDjaR47caIpHoxYsXR44cEQqFVVVV/f39pqamKBSqubmZxWJxuVzwgtHpdKAF4ebmBoPBUlJS2tvbFyxYgEQiAwICJuiIycrK2tnZ+fn5bdu2LTAwEAaDtbS0THF/816TxMfHZ//+/f7+/rq6ujIyMnQ6fYI/JjExcePGjfr6+uXl5S0tLfPmzdPW1iaRSAKBYHBwUGqFAJU3BwcHLBb76tUrMplsZGTk6Ojo7u4+MDAwvkEZGZn58+cvW7Zs8+bNGzduVFBQaG1tnY1zKCcnpz179nz22Wf6+vpycnIsFmt0dHT8B0pKSkBPysvLKRSKvr6+ubl5dXU1mIeDg4MSiUQsFoNq9RYWFtra2tXV1cXFxVgs1t/ff/Xq1W8KdRsaGrq7u69fv37Hjh1aWlqdnZ1gXZxZGBsbf/HFF19++aWZmZmioiKXy51wl7a2Njqd/vXXX5NIJDKZrKamZmRk1NXVxWaz+/r6+Hw+n8+XSCRtbW0CgUBHR8fOzq61tTUzM3NsbCw4OPjEiRNvVqPQ0NBYsmTJ2rVrwX1pNBqdTp/xoampqW3ZsmXv3r22trYqKipvMgmTySwsLDxx4kRra2tNTQ0CgQCCnr29vTQabWxsbHh4WCgUDgwMsFgsWVlZX1/f/v7+5ORkBoOxYsWKrKysY8eOTbgpFot1cXFZtWrVrl27Fi1axGazZ0OnXEFBYc2aNQcPHly8eLGamhrI/hlvMQgEgoSEhOPHj3M4nOrqajqdbmxsjEAgWltbGQzGyMiI9LAJvFOenp5jY2PJycmdnZ1LliwRCATBwcFjY2PjbyonJ2dnZxcQELB9+3Z/f3+xWNzS0jK5mSLF1JkEDof7+fl99913vr6+Ojo6ION4Qk9evny5Y8cODQ2NioqKtra2efPm4XA4MpnM5/Ol+xkulwtSZJydnRUVFTMzMykUyvz58y0sLNzd3SfMBAQCYW5uvnz58i1btmzYsEFOTq61tXXGBRklEsnChQu//fbb0NBQPT09WVlZJpM5ga/y8/OdnZ1dXV0BkxgaGpqZmVVVVYlEIsAkEASBw0GJRGJtba2hoVFeXk4kEnE4nJ+f34oVKygUyvgGgVSoh4fHhg0btm/frq6u3t7ePuOqtRAEmZmZ7dy5c+fOnaampoqKisPDwxPu0tTUJBAItm/fXl1dTSaTNTU1TUxM2trauFxuX1/fyMjI6OgoEBgQCoX6+voWFhbNzc3Z2dlpaWlTnGbvhdnN+PXwWJ6bmzmrt/gQKCsrf/fddwcOHFBWVubxeA0NDVVVVUQisaampra2lsvlhoSEXL9+/cmTJ8PDwwoKClZWVm898tPW1lZSUgLVNZYsWQKHw93d3QUCgZGRkZ2dnb29vYuLi42Nja6uLgwGy8rKCg8Pn5HopUmAQqG2b99+/PhxAwMDoVDY1NRUXV1dXl5eXV1NIpHodLqNjU1eXl5qampPTw8CgXBxcSkpKXlzhsnLy1tbW5eXl0skkvnz5zs6Ojo5OfX29mpra9va2trb2y9YsMDW1tbIyEhGRoZMJkdERDx79uy9XMfvO0lgMNiqVavCwsIcHR3HxsaABVxaWkoikUgkUnd3Nw6Hq6yspFAodXV1EAQ5ODg0Nze/1XOzePHi8vJyoVCooaERFBTk4+NDJBKVlZXt7OxsbW1dXFwcHR1NTU1lZWW7u7vPnj37999/8/n8qXd1GliwYEFYWJi/vz8MBuvp6SGTyWVlZVVVVSQSqbW1FQ6HZ2RkoNFoEHMK4kLeaqY7OTk1NjaCeRsSEvLDDz/8888/YA7b29s7OTk5OjpaWloqKiqy2ey//vrrzz//BMQ6ezA2Nj5+/Pjnn3+ORCLpdHpdXV15eXllZSWJRGpoaBAKhRcuXAgMDExISBgbG9PQ0MDhcBN4HMDCwmJoaAiceK5atSolJWXfvn1IJNLc3NzW1tbR0dHFxcXKykpVVVUoFN65c+fXX3+dRIRgRoDD4Q4cOLB//34MBsPlcikUSmVlZXl5ObAXeTze1q1bo6Kinjx5wuPx0Gj0/PnzpfkH44HH42VlZUFv3d3deTze8uXLRSKRsbGxvb29lEl0dHQkEklqampERERpaemsDk1OTm7nzp1Hjx7F4/Gjo6PNzc1VVVVlZWUkEgmcabq4uGRmZiYkJNBoNCQS6ezsDPxVE6CkpDRv3ryqqiqJRGJlZWVpaeno6Dg4OKirqzueSQwMDGRkZKqqqsLDwxMSEt5rzXtfJoHD4WvWrAkLC7OxsRkbG2tvbyeRSOB1q6mp6e3t1dLSqqioqK6ubmhogMFgTk5O9fX1b9oNMBhs8eLFRCJRJBJpa2sHBAR4eHiQSCRVVVU7Ozs7OztnZ2cHBwewj+3s7Pz1119v3749Yfs043B1dQ0LC/Px8ZFIJD09PbW1tUQiEfB/W1sbCoXKzc2VSCRAdtbMzGx4eLi3t/fNdpydnSkUCpfLRaPRISEhu3fvfvz4saKiorW1NRiao6OjhYWFgoICk8m8cOHChQsXxhfOnQ2YmZmdOHFi48aNCARiaGhoPElSqVSRSHTjxg0PD4+kpCSxWKytrY3BYMYneEphZWVFo9EGBwcRCMQPP/ww48YuNNsG1s2bj3buXD+rt/hwoNHob7755vDhwygUqqOjQywWq6ioaGhoDA4O1tbWmpmZoVCo58+fT+XXt7S09PPzS0xM1NfXnzdvHo/HGxoa4nA4mpqa2traqamp4eHhMxLOOUUgEIiNGzeeOnUKxFHxeDxlZWUNDQ0ej0ehUOTl5efPn//48eO36h9PgLa29rp16woLC+Xk5CwtLWEw2MDAAJPJVFFRwePxtbW1YWFhycnJ09gETHuS+Pj4REZGOjk5dXV1DQ0NYbFYDQ0NGAxGoVCGh4c9PT3j4+On4iNEo9GhoaEdHR1MJtPCwkJJSam/v5/JZMrKyhoYGAwMDPz888937tz5mNHTtra2p06dWr16NY1G6+vrU1RUxOFwaDS6ubm5paUlKCgoOzt7KkE5CARi1apVMjIytbW1NjY2mpqa/f39gP4MDAwkEklUVNTFixenMgFmCng8/ujRo7t27WKz2a9fv5aTk1NRUVFVVe3o6Kivrwfu/TeVFt8KT09Pc3Pz9PR0S0tLAwMDBoNBp9P5fL6enh4Gg7l58+bZs2c/ZooJBoPZv3//999/Dw43IQhSVVVVV1en0WhkMtnKykoikbx8+XIqMXC2trbe3t4JCQnGxsampqYcDmdoaIjL5WppaWlqar58+TIyMpJEIs3+mP4PSCRy69atJ0+e1NDQ6OzsBClmGhoaw8PDFAoFi8UaGho+fvwYxLhMDj09PRDcg0ajLS0tJRJJf38/m81WVVXF4/Gghvi76qFPjukxCQwG8/f3j4iIsLOze/36NYPBAEwikUjq6+v5fL6rq+vTp0/fanxMAAaDCQ0NbWpq4vF4FhYWioqKNBqNyWQqKCjo6+v39PRERkbGxcV9zCBIJyen8PBwf39/4DFFo9E4HE5BQaGpqamzszMwMDAtLU1aPG8SIJHI4OBgoVAIChSrqakNDAyA/Duwhz937lx0dPTkEQgzC0NDw59++unzzz9nMpmvX79GoVA4HA6Hw7W2tpLJ5FWrVpHJ5PHyD5PAx8dnwYIFs7F5nl0Dy99/dUrKi1m9xUxBXl5+165dx44do9Pp1dXV/f39ysrK6urqqqqqKioqPB4PhPtNAnV1dXd398HBQQaDMTg4ODQ0JBaLbWxsbG1tX716FR4ePokC16wCDoevXbs2MjJSTk4OOEKUlJTU1NTU1NSwWKysrGxaWtrk77yCgoKfnx+TyWSz2QMDA4ODg3w+f/78+fb29m1tbSdPngT1YKaHD5wkbm5ukZGRlpaWJBKJQqGgUCh1dXU1NTUMBqOqqpqRkTH5Oy8jI+Pj4wOOP4B7nM1mGxgYgHoq4eHhDx48mHB28NEwf/78sLCwFStWgFrDEokEh8Opq6uDmVlUVPSvpO/q6orFYqVDYzAYampq9vb2QN0ClLf5OGOZAE1NzR9//HHnzp3At8rj8XA4nJqamoqKirq6emNj47+SvoWFxfz58wcGBqSvm4KCgp2dnZmZWUxMzLlz58AB98eHoqLi7t27Dx8+3N/fX1VVNTg4CJ4XDodTUVFhsVjv0mWSQltbe8mSJWADMzAwMDQ0BIPBbGxsbGxs0tLSIiIiGhoaPs5YJkBGRmbDhg3h4eFwOJxEIrW3t2MwGMAkysrKMjIy6enpk78saDTa19eXTqez2WxwdDg6OmphYWFvb9/Q0HDy5Mn8/Pxpd+8DmcTLy+uXX34xMjKqrq6mUqlycnJqamrq6uoYDEZZWTk9PX3ylwWBQPj5+Y2OjrJYrKGhoYGBgeHhYWNjYzs7Oz6fHxYW9vTp07mKCre2tg4LC1u2bBlwqUIQBJ6aioqKmppafn5+f3//5C24u7srKiqCPQyYmRoaGiDA5uzZszdu3Jg8JGv2oKOjc/To0a1bt1KpVBKJxOfzwa4GMEldXd0EyeA3YWNjY2xsbG1t/d8zsP5zgMPhgYGBZ86ckZeXB7bI9NpRVFR0dHScN2/e/fv3z549O76U5RzCzc0tLCzM1taWRCLV1dVN721HIBD29vY2NjYZGRmnT5/+RJKbrKysTp065ePjU19fX11dPT33OxwONzc3t7Gx6ezsPHz48Gwf404RGhoaR44c+eKLL5qamqqqqqbiJHgrANdDEBQREREXFzcb/vD3BRqN/vLLL48ePcpgMMrKyv6V5d8FHA7n7OysoaFx5syZGzduTPsnmkEgkchNmzYBQbcPYRI0Gu3g4DBv3ry5tRonwM3N7bfffjMwMKipqaFSqdNjEllZWXt7e0tLy4yMjJ9//nmu9p8TYGtr+9NPP/n4+NTW1lZXV0/P2wSHw62srOzs7GpqaiIiIj4RJtHX1z969OjGjRubmpoqKyunvbkCTCIWi48fP/7kyZNPIZdQSUnpyy+/PHLkSG9vb1VV1TSiLQ8fPjwbG+nZNbC2bfvqn38+icLK7wUZGZnPPvssLCwMBoORSCTg7Z8iFBQUbG1tLS0tHz9+fPr06ff67seBt7d3ZGSkkZEROLGe+uuBQCAAa5SUlISFhb2pCzQ9zOAksba2Dg8P9/LyqqmpIZPJUz/Ug8FgZmZmtra2fX19YWFhk6d/zgl0dXWPHDki3ai9lw2hp6dnZ2eHQqEiIyPv3r37KZhW46GkpLR3796DBw92d3eTSKT3KrWAw+Hs7OzwePwff/xx6dIlkG/46UBqZgmFQhKJ9F7nlYqKinZ2dubm5nfv3j179uxshLF/IFasWBEREaGjo0MikRobG6ceHoBEIkEET05OTnh4+Ewpwc0gkzg4OERERCxevBgwydTNLDgcbmZmZmdn19HRERYWlpn5yYUg6+vr//TTT+vXr6dQKCQS6b1C0ce79h8+fPhJFXyBIEhZWXn//v379+/v6OggkUjvFQo2SwbW7JZpcHdfPqvtzxJUVVVHRkYyMzPxeHxQUJC7u/vkKfRSaGtrh4aGLlmyBJxx4HC4KX7xowGNRiORyLy8PCQS6efnFxAQICcnN5UvYjCYNWvWeHt7s9nssrIyRUVFWVnZGenSTE0SFAqFxWIrKysHBgY8PT3Xrl07QVPyXZCVlfXz8/P390ej0a9evYLBYHMoy/pWwOFwHA7X1NREJpMXLlwYGho6XjZn8i8uWbJk9erVhoaG4IxjTkTvJ4eGhkZfX19BQYGdnV1oaKhULfhfYWlpGRoaamdnl5+f39vbq66uPqv9nAZUVVV5PF5GRoahoeHq1atdXV2nWJkFj8evX79+0aJFdXV1TU1Nampqcytm+iaUlJTgcHhOTo6CgoK/v/+KFSumSAgqKipr16718vIaHBysrKwEJZpnpEszxSSysrJoNLqsrIzFYnl5ea1du1Yqzj055OTkAgICVqxYAULIZWRkPlBdccYhIyODw+Hq6+upVOrixYtDQ0Olhfj/9Yvu7u5BQUF4PD4jI4PP50+RXT8m1NXVu7u7i4qKHBwc1q9fP3UlWVtb21kSoZpdD5alpW19/SdxhPSvsLKycnV1DQgIcHV1BQm0NBqtp6cHlMt7r6YUFBRALKqurq6GhkZdXV1WVlZGRgZQBZml/k8CPB7v7e3t4eHh6+uroaHR3t7e19cHYh7fdwuCRCK1tbW1tLTU1dUNDQ2bm5tfvXqVl5eXlZU17Rz4D5kkysrKPj4+7u7uXl5e8+bNe/369cDAQFdXV19f3/vGpMPhcHV1dT09PTU1NUNDQzqdnp6enpubm5OTMycnvHJycm5ubj4+PsuWLbO0tOzv76fRaP39/d3d3e/r24fBYKqqqrq6ulpaWgYGBqOjo4WFhcnJyYWFhfX19bORnDw54HC4g4ODj49PQEAA0Djq6OgYGBjo7u6eRrg9FovV1dVVV1fX19dXUFCorKxMTk7OyMioqqr6+IcXMBjM0tJSyiSysrIdHR19fX3d3d3TYxI8Hq+hoaGpqamhoVFfXw+YpKCgYLazWd8KfX19T09PwCSqqqrt7e2Dg4PgpXvfnxowCRgdHo9vamoCTJKZmTntHLQPYRJVVdVly5YBJjE1NW1vbx8YGAA8+b4eXymTaGlpGRoa9vf3AyZ59erVnKh6jGcSKysrwCEge+Z9KymMZxJDQ0M+ny9lEpCy/ZGBRCIXLlzo5uYWEBDg5OQEqmb09vb29PS8b5zAf/KI8BOHnp6eh4fHihUrli5dqqur29HR0dPTA5bnmaJmNBqtp6enra1tYmKCRCLLy8vT09Ozs7PLyspmNSsNh8MtXbrU19cXWB40Gq2zs7O7u7unp2emTohAGXQ8Hq+vr6+iokImkzMyMrKysgoLC2c1CEZRUXHx4sXe3t6+vr62trZsNrujo6O7u7urq2um7FcEAqGjo4PH4/F4PNBnzM7OzsjIyMvLm1Ala2aBQCCcnZ29vLz8/PxcXFxAEaDe3l5QEWpGbgGHw4Hpr6ura2ho2NfXl5+fn5aWlpOTA2qDzRJgMJiVlZWnp6evr6+rq6uiomJrayt43Waw/DoOhwOPzMTEhMfjFRcXp6WlZWdn19XVzaodaWhoKGUSLS0t6YSk0WgzxSRKSkqASYyNjWVkZMrKysBTA3VGZuQWb4W6ujpgElBwv6+v7/Xr111dXT09PTN1QiQvLw+YxMDAAIPB1NTUZGRkZGdnS6uVzhLQaLSrq+uyZct8fHysra0ZDEZnZ2dXV1d3d/dM2a9IJFJHR0dXVxfYW6DkUnp6en5+/qyqDqBQKBcXFy8vL19fX2dnZ5FIJGWSmUr0g8PhWlpaeDxeR0fHwMCgu7tbyiSzakfC4XBra2svL68VK1YsWrRITk5OOrQPKXT3nzSwzp796+jRfbN6i2kAj8d7enoGBgaampqqqqoikUg0Gg3cuTAYTCQS8fl8GAzG4XBgMNjo6KhIJMrOzp7K3trFxQXQHxwORyKRSCRSRkZGXl4egiA+ny8UCnk8nkAgYLFYDAYjMzMzMzOzrKxsBvlRVVV16dKlwDGAxWLl5eUVFBSQSKS8vDwCgZBIJICwRkZGJBKJUCiUSCQFBQU9PT3/2vK8efOAiDICgZCRkZGVlYXBYEBfXSAQjI6Ojo6O8vl8DocD8qTS0tKKioqmYmlNcZIoKCgsXrzY19fX3d0di8UqKSnJycnJysqiUChwNsHlciUSyejo6NjY2NjYmEQiAXmF/9qypqamu7s7DAZDoVAwGExBQUEikSgoKMDhcJFINDIyIhKJuFwun89nMpk1NTVJSUn5+fkzaGkBu8rb29vPzw+U+UahUAoKCggEQjp5RCKRUCgEjwzUvnpr3bIJQKPRy5cvRyKRsrKyEokEPC85OTkwGTgcjlgs5nA4oFRpe3v7y5cv8/LyZtDSAh4dT0/PVatWaWhogKMuDAYDg8HA6YlAIBAIBGKxeGRkBA6HA+HnV69e/etLgUQivby8MBiMvLy8WCyWk5OTkZFBoVDgvInD4UgkkuHh4bGxMZCtlpCQkJOTM7OWloGBgYeHR1BQkKGhIQ6HQyAQ4OBsPJNAEMTlcgGTCIXCrKysf13hYDDYwoUL9fX1kUgkDAYDTIJAIMBpPpiQUiYBrtasrKzy8vIZjIlRU1Nzd3cPCAiws7NTVlaWk5NTVFRH98t0AAAgAElEQVQEExKBQIjFYh6PB4PBeDyeRCIBe8Xc3NypxOCbm5vb29sD6YIJTDI6OgrIBNR/Z7FY+fn56enpxcXFU7G0psgkaDR6yZIlfn5+IMcWjUYDJgFkAv0vk4CftKKioqmp6V9b1tbWXrp0KQRBgEnAy6uoqAgmw8jICFgCQAnWqqqqpKSkgoKCGbS0kEiki4vL8uXLly9frqKigsViJzDJyMjI2NgYYBKxWDw2NtbW1kYkEv+1ZQwGs2zZMgQCMQmTgJK5dDq9paUlISEhNzd3Bi0tkDfg7e29cuVKkJMrIyMDXjfp5BEKhWNjY3w+Hw6H8/l8BoORk5Pzry8FCoXy9vZ2cnL672UR/ifqYE0AFouFw+FYLBaLxd67d09JSSktLW3qVr+Dg4Orq+uPP/6YmJjI5XIFAgH4O6t9niIUFRVRKJSioqK8vHxUVNSSJUtSU1OnriBrbGzs4+MTGxt7/vx5Pp8/MjIC/n5gr2ZkksjJycnLy4O/u3fv3rt3b2Zm5lQ4EUBdXR1UQ9izZw+PxwM2x6eQjAZBENgAgL/e3t6XLl0iEolT17hUVFT09fUVi8UbNmyg0+lAjXFCjem5AnjRwN958+Y9ePCgs7NzKpwIgEAgPDw8DA0NP/vss8bGRhaLJRaLwd/Z7vlUIB2aqqrqw4cPQRWDqbtknJ2dFy5cuG/fvqysLOmE/EQSFKQTUl5e/vLly3Z2dqmpqVPfcpiZmS1btuzy5cvR0dFSGvnw5W1GmERKI3JycgcPHtyxY0dmZubUC9VqaWn5+fmVlJQcPHgQbDg/HSYB5A/+BgQEEAiEoqKiqecqKSkp+fr68ni8jRs3Apk48LrNap+niPFMYmVlFRcX19TUlJeXN0WnFBKJPHTo0H+v0CiQxZjVW8wSLCwskpKSGAxGfn4+eEhYLHaSySQvLw98DBAE6erq+vr6XrhwITIy8uMHuPwr1NTUnj59qqOjk5GRAcwjDAYzyQkU2LWA56isrOzn51dQUPDFF1/MlBLCDE4SWVnZK1euBAQEpKamAnfx+OfyVkgfq6ys7PLly1ksVnBw8FSKCn58/PDDDz/99FNWVhZITUUgECgUapKnIB0aCHXX0dFZtWrVm2o5nwJWrVr1zz//lJeXg4Qy4N+aZFejpKQEfFQQBNnY2Li4uGzfvv3Fi0+x5J6dnV1CQkJvb29RURGw/CZnEgUFBYFAAExMfX395cuX//rrr+fPn/8EmURLSwuoGmdlZQHzaPKhAT8c4BxVVdUVK1akpKR88803M1XTfAaZRF5e/ubNmx4eHqmpqWA3Mv65vBVSFpWXl/fx8enr61u7du2sRhRMDzAY7MSJEwcPHszIyOjq6oL+97m8FdLHKiMj4+bmpqqqGhgYOJXypB8foaGh169fLykpAd0D/q1JmASDwQwPD0skklk6IpzdHDcUCvWJbLneCxs2bIiPjwfaMggEwtLS0svLa2xsbBJnDwwG27x5s5KS0sjISF9fX1NT09q1a/39/RMTE+ckHPVdWLBgQW5uLpvNzs7OHhsbMzU1XbJkiZaW1iR1esRi8erVq3V0dEQiEY1Go1Kpzs7O33zzTWpq6oxIIszUJNHT08vKytLT00tKSuJyuXg8Hsg4TF6pa/HixXZ2dhKJZGhoiEqlamhonDhxorS09BMpXQaARqMfPHgQHBz88uXL/v5+HA7n6Oi4bNmympqaSRjf1NTUx8cHBoPR6XSg4nfq1CkajfZJ2VgyMjKnT5+OjIxMS0trbW1Fo9G2trYrVqwA8mHv+hYWi92wYQMCgWCz2V1dXb29vQcPHsThcK9evfqkDJHPP//84cOHQMcDiUSCMw4+nz9JxS84HL5lyxZFRUUej9fX19fc3Lxx40ZPT8+kpKRPxBEO4Obm9urVq76+PqC4Mm/ePFdXVxwON8n5slgsXrdunZaWllAopNFoDQ0Nrq6uO3fuTE5OnhFHyEwxibGxcU5ODg6HS0lJ4fF4+vr6QKFo8kpd7u7uoDD9wMAAlUrF4/HHjx8vKCj4pOprYLHY+Pj4ZcuWJSQkDA0NqaurOzk5AWGfSfy+5ubmXl5eEATR6XSwUoSHh3d0dHwipcsAEAhEVFTUkSNHkpOTOzo6lJSU7O3t/fz8GhsbJ7EdVVVVQ0JCEAjEnTt3ZsPzPbsG1tWr916+fDyrt5hZIBCIixcv/vjjj8nJyTwez9HR0dvbG4FAoNHozMxMiUSir6/P5XLFYjEcDgdUbmRkxGazx8bGxGKxk5OTurr6vHnzxsbGiESiqanp4cOHs7OzP5HygN9+++3t27cLCgra29ttbW2XLVsmKytrbGwMuFtZWVlRURGEwoCh6ejoCIVCkUjEYDCWLVsGg8FcXFzgcDhYLSIiIigUyls1nt4LMzJJfHx8MjIyOjo6KioqzM3NPTw8lJWVraysMjIygIaujo4O2F+C0UkHS6PRgJo1yPlqbGyk0Wg//fTT2NgYUOmac5ibm+fn58vJyWVmZurr6y9atGj+/Pl4PJ5EInV2dgKZVWDpgqFJrwwODlpbW8vLyy9evFhRUbG3t7e+vn737t2WlpZpaWlzVZ5+PNTU1JKSkhYtWpSYmIjBYJycnBYtWgSkioBZbGJiMn5o0is8Hk9NTU1HR8fW1haHww0PDxOJxMDAwJCQkISEhNlQmX1foFCoa9eu7dmzJzExUSAQODg4eHl5AWcwEAIyNjYGrhHp0MAVkUgEh8Pt7Oy0tbWNjIyEQmFpaamVldX333+fnp4+23qRU8ShQ4euXr2ak5PT09NjZ2e3bNkyJBJpYGCQlJQkFApxOJysrCwIhQFDAzqGQNnay8tLRkYGBHRWVlYqKiqGhYVVV1d/uF7kjDBJYGBgSkoKlUqtrq4GW2slJSUrK6vU1NTh4WE5OTlNTU3gEQGjU1VVlZOTA0azp6cnBEFLlixBIpEUCoXBYJw4cYLL5U4lyOkjwNbWFhzI5OTkGBkZLVmyxNjY2NDQsKysrKenBw6HGxoajp+TQJicxWINDAyAQnqurq4KCgpdXV2NjY179+41MjLKyMj4FE7ktbS0UlNTra2tk5KScDjcwoULnZ2dsVjs69evQRjuu5iEw+FoaWlpaGhcvHhxNgYyu7VVOjqmWb94TqCtrV1QUODr60smk11dXb28vJ4/fz5//vzR0VEikSgWi3V1dVetWgV8Bi4uLqByho6ODvATkMlkDofz5Zdf7tmzRywWb926VSKRgJiSbdu2ze3Q5OXl7927d/z48crKSjMzs5CQkLKyskWLFhGJxMrKyuHhYQwGs27dOhgMBkGQqamphoYGBEGKiopr1qyRlZXt7e2lUCixsbErV67s7OzcsmWLuro6iUQCcm8fWOvrAycJDAY7efLkgwcPyGQyFovdsmVLX1/funXrLl261NLS0tnZiUQig4KClJSUIAhSUVGxsLCAIEgikaxbt05FRWVkZAQoQzs6OhYWFq5evdra2rqqqmr//v3x8fFzXsYmNDS0qKiIRqMJBIItW7agUKjvv/9+w4YNIpEIOKK8vb319PQgCJKRkVm4cCEYmo+PD5AaLC0thcPh8+bNe/TokZubm5eXF4VCcXNzKy0t1dfXn9uhubi4kEgkLBbb09OzZs0aY2PjP/74w8HBQUlJCSxIQN4YfHjJkiXgP6QXiUSikpKSg4NDVFSUoaHhunXrenp6FBUVa2pqFixYMFeDAtDT0yspKVm6dCmFQvH09Fy6dOmjR4/MzMxAt8E+DajwQhC0cOFC8Abp6el5e3tDEFRTUyMQCDZt2nTw4EEkErllyxahUNjX11dYWLhhw4a5HRoajX727NmBAweqqqosLS2Dg4OLioqcnZ3r6+srKyuB2um6devAh83NzUG1JCUlpaCgICQS2dnZ2dTUdPny5TVr1vT19W3ZsgUkIMfFxYHCzh/Stw9kEjgcfvr06Vu3btXU1Kirq2/ZsgWo9d2+fbuhoaGnpweFQgUHB4OQarCRhiAIBoOtW7cOg8FwOJzKysqysrKFCxeWlZWFhISYmZlVVVUdPXr0/v37CgoKH9K3D8fWrVtzc3O7urokEsnWrVvFYvG33367c+dODodTW1sLg8GWL1+uo6MDQRACgXBxcYEgSCQSrVy5Eo/Hi8ViIpEoFArNzMzi4+O9vLzc3Nzq6up8fX0LCwvBt+YQrq6u1dXVsrKyAwMD69ev19XV/fXXXxcsWKCoqAhiVZ2dna2trcGHpUzi7OxsY2MDQRCRSMRgMLNkJs6ugRUZeXRW259BLF26tKamxsnJCXiw9+7da2BgcObMGXd3dxUVFSqVqqWltWrVKnDeB3KjTE1NIQgaGRmxtLT09vYGszAqKiozMzMwMBC4T8zMzOBw+O3bt2/cuDFT9fTeFyYmJhUVFRs3bkSj0Vgs9uzZszo6OocOHUIgEGvXrq2srESj0atXr8ZgMGB0xsbGgDtGRka0tLQCAwORSCSRSDxy5EhbW9uOHTv09fVjYmLweDwSiTxy5EhWVpaamtq0u/chk0RZWTklJSUyMhKBQBgYGMTFxRkZGW3durWuri4iIqK0tBSBQAQEBODxeDA0MzMzExMTMDTpqKuqqry9vVVVVY8cOaKrqxsREaGgoIDFYoOCgqqrq83NzafdvQ8BAoH4888/Hz58iEAgzMzM8vLyHBwcfH19k5OTCQRCWVmZSCTy8PCwtbUFQzMyMrKxsQHlKLlc7sqVK3V1dVtbW+Fw+KpVqwgEgpGR0a5du7hcrra2tqWlZU1NjY+Pz5wMDYKg3bt3FxYWqqiomJiYtLa2+vv7Ozo6xsbGHj58uLGxkclkWltbe3p6AlcBBoNxcXEBxR7ZbLanp6eNjQ2LxaJSqceOHbtz546Tk5Ofn19zc7OpqamysnJBQcGePXvmamjg6Nba2lpbW5vH43311VdGRkYEAiEgIACJRLa0tOjq6gYGBgI3G8g5NzY2hiBoZGTE1tbWw8NDJBKVlZURCISUlBQ/Pz97e/ucnBwzMzMEAvHgwYOLFy8iEIg5GZq5uXlVVRV4axQVFX/++WcdHZ0jR45gsVgfHx9QNXT16tVoNBocypiYmACzks/n4/H4lStXIhCI0tLS8PBwCoWydetWQ0PDu3fvGhgYIBCI8PDw1NRUZWXlaXfvQ5gEh8NlZmYeP34ciUTq6endunVLX19/x44dLS0tx44dKy0tRSKRq1at0tbWBkObN28eeGp8Pl9JSQmMuqKiIjg4GIVCHTp0SEdH5+zZsyDfecOGDRUVFYB5Pj5QKNT169djY2PBXiszM9Pa2jowMDAjIyMqKqqsrEwsFnt7e1tZWQEmMTU1tbKyAsYun88PDAzU1tZubGzEYrHe3t5AImnPnj2jo6OampoODg41NTXu7u5zMjQIgg4ePAiEw01NTRsaGry9vRcuXBgXF3fq1Kn6+noOh2Nvb7906VLAJKqqqs7OzsBEZrPZy5YtMzc3BxEUs1RodHZhaWk7112YEkAGweDg4K+//mpgYCC9jkAg2tvbHz9+HBsby2QyT5061d3dTSAQHj58KBAIKBQKIMHk5OSKigrAiR0dHZ999pm0BSQSGRISkpeXJxaLKysrgbPhY2LVqlVsNpvH4/39999SfwAASFy/cuVKb29vZGSkQCC4cOHClStXeDwenU6Pior6559/Wlpa7t+/39zcfOHChcrKyvPnz49vwcPD48mTJwKBoLu7G2x6poFpTxI7O7v29naRSPTixYvly5eP3/6GhYXV1tb++eefDQ0NL1++rK2tjYuLIxAIfX19o6Oj169fJxAIQqHwxIkT/f39165dy8jIyMnJGd+4lZXVlStXOBwOl8v9+G4DLS2toqIiiURSVFS0cePG8aZ5QEBAT09PVFRUcXFxfX39kydPMjMzCQQCcHvEx8cTCIS2trbw8HAWi3Xv3r24uLje3t7x9fp1dXXDw8NpNNrY2NiHuw3eF/Ly8nfv3pVIJI2Njfv27RtfI9vQ0JDFYkVHRyclJQ0ODkZFRZWXlxMIhNzcXIFAkJeXRyAQysvL//jjj8HBwaSkpCtXrrBYLCMjI2kLWCx27969QLbl3r17IDX9owE4U8fGxmg0WmRkpK6urvSfZGVle3p67t+/f+/ePRaLFRYW1t7eTiAQnj17JhAIamtrCQRCRkbG06dP6+rqSkpKoqKiuru7AwMDpS2gUKjPPvsMzIri4uIpFuCeQYSEhHA4HA6Hc/XqVak/ACA7OzszM/PatWs0Gu3kyZNCoZBAIFy7do3P59NoNAKBEBcXV1dX9/z5cyqV+ueffwKFPunXgfvkxYsXIpGoo6MDiLFMA9NmEmdn5+7ubqFQ+PTpU09Pz/FvxG+//VZVVXXhwoWmpqaHDx82NzfHxsZGRUUNDQ2NjIxcuXLlzz//FAqFERERvb290dHRr169SkpKGt+4vb3933//zePx2Gx2UFDQ9Ho4beDx+IqKCrFYnJeXFxISMt6MWL9+fWdnZ1RUFJFIBDUjUlJSCARCfX29QCB49OgRgUDo6uo6deoUi8WKjY19/PhxR0fH+Bb09fVPnz49MDAgEol+/PHHj8wkaDT6yZMnEokERD6AMwoAc3NzJpN56dKl1NRUGo32119/lZaWEgiEwsJCgUCQnZ1NIBCqqqp+//13Op3+4sWLa9euzZQwyUfFzZuP5roL/wIQPpyXl/fZZ5+96WHavXt3Y2PjrVu3mEzm1q1bly5d2tTURCAQKioqIiIi2Gz21atX4+Pjs7KyVFRU6uvrS0pKHj16NGEWAsyfP//ChQuNjY3Lli37OEOTkZEBEqoTljGAhQsXDg4OXrt2raur648//gCbTgKBkJmZ+fTp05qamidPnly7dm1gYACBQLx8+ZJKpd64cYPFYo1fNgC0tLROnjzZ2Nj49ddfT6Of05skn3/+eVNTU0RExJv9UVNTYzAYMTEx9fX1mZmZKBSqo6MjJiYmLi6utbX19u3bOTk5BAKBwWBoaWlFRkb29vZeu3atr68PHNCMBxqN3r17d3V1NYFA+GhuAzc3t4aGhujo6AnLGARBcDi8oaHh+fPnBQUFLS0tGhoaL168SExMvHTpEofD+emnn0gkEqBIf3//devWAWasq6v78ccfJzSFQCDWrVuXlZX14sWLD3EbvBeMjY1LS0sfPXoEolUm4P79+wUFBS9evGAwGPb29kePHi0uLiYQCD09PaWl1T09PQQCobi4+Pjx43Z2dgwG4+XLl/n5+Q8fPnyzKQ8Pj4cPHxKJxI/mNgDhw9nZ2ROWMYBDhw7V1dXFxsayWKzQ0FA/Pz+wPauurj5x4gSHw7l8+XJCQsLLly/V1dWbm5sLCgri4+OpVOqbCjnA9G9oaAAllz4CEAjE77//TiKRvvnmm/HLGICnpyeNRrt27Vpvb+8vv/yioaHBYrEIBEJOTk5sbGxzc/P9+/dv3rz5+vVrFAqVnp5eX18fExPDZDLflDYC/uOmpqbPP/98Gv2cHpN8+eWXjY2Np06d0tLSmvBP2traLBbr77//plKpiYmJCASiv7//+vXrjx8/JpPJjx49ysrKIhAIPB4Pg8EQCITu7m7AmYsWLZrQFAaD2bt3L5lM/uWXXz6afpq3t3djY+PFixffdMNLfQfFxcUUCkVVVTUjIyM+Pj46Onp4eDg8PLyiooJAIDQ1NXl4eGzZsoXJZN66dYtKpb7pG0ahUBs2bMjNzX306NGb02OWMH/+/IqKinv37rm6ur75rwkJCcDSHRoasrS0/PnnnwsLCwkEQn9/f2lpdUdHB4FAIBKJ3333nYuLC5PJjI+P/9RE7aaEbdu+musuTAYdHZ1du3a9i4KVlJQGBwcTExOZTCZ44YODg2tray9cuDA8PKytrR0bG/vq1au4uDgSiQRBkLKycm1tLZFIpFAoBw4ceGubKBQqJCRk+fLls60sBqKRQCTpW0EkEl+9egUcchAEGRgYDAwMEAiE1tbWFStW7N+/v6qqCmzOQEnA+Pj4pqamkpKSu3fvvqtNNze3TZs2vW+0wftOEhQKFRQUNMlvGB0dXVZWVl9fn56eDoxmNpt9+fLlsrKy48ePu7m5gaW6q6sLyN6dPn2aRqNlZGRQKJR3tWlhYfH5559/yEnoVACHw93c3NauXfuu7dTOnTsbGxvz8/Obm5vB+lRUVPT48eP09PT4+HgVFRUOh3Pp0qWqqqotW7ZAELR27Vo2m52QkECn03E43Fvb1NHR2bx58xTFDT8EVlZWGzdufJesm5OT08DAQEpKCoPBAD6MqKio3Nzce/futbW1bd/+dVtbW1xcXE5Ozp9//glBkK2tLYPBSElJGRwcfNc8x2KxmzZtmrq44bRhZGS0c+fON219AFVVVQaDkZiYyGazQXzSpk2bqqurgVmsqqr69OnTjIwMsNpBEKSurt7U1JSfn9/Y2Lhr1663tikrK7t27Vo3N7fZZhI1NbWvvvrK0dHxrf8Kh8MpFEpmZmZfX9+ZM2cgCLKwsADvV3d3t7u7+9GjR8vLy8FIIQiS2lhEIvHatWvvanP58uVBQUHv61R4XyYBv+EE5/d4xMbGlpSUNDU1PX/+HCzAwM1fVVV14MABX1/ftrY2sGwDN+r58+e7u7uzs7Orqqre1aaTk9PWrVunKG44bYDfMCQk5F1xKfv27aNQKEQikUwmg/1VdXV1XFxcdnb23bt3NTQ0hoeHL1y4UFtbu3btWgiCtm7dymQyQe7hu6RaTUxM9uzZY2hoOGvD+j84ODh8880379IeBb6DpKQkOp0ODm2uX7+elZX14MGDxsbG7du/ptFot2/fLiws/PnnnyEIWrp0KUiEmu1u/38Ok7s0T5w4ASTSvv/+e3Dliy++qKysfPnyZUFBAQRBPj4+7e3tMTEx0pR+HR2djo6Ourq6gYEBcNA7vVt/OCZvf8WKFYODg21tbXfu3AEE7eDg0NHRcfPmTTqdjkQitbS0wAs2MjICNiXy8vJ5eXlUKpXNZk8uojm3QzMwMGCxWA0NDeXl5SBEXUZGRiQSXbhwARwnweHwnp6e2NjYpqYmEDoAg8GuXr3a0dFBo9FCQ0OnfesPx+Tty8rKdnd319XV9fb2SlmMQqHcuXOnsbFxzZo1EASlpKSkpKSAzRn4wFdffQWCDH777bdp33pGMPktMjMzQbFQDw8PcOXOnTtpaWklJSWAB0FQXWpq6r1798AH3N3dWSxWY2Njdnb2tO87I5j8FmfPnm1raxsaGtq9eze4sm/fPiKRmJycnJaWBkHQ6tWr/x/2zjOsie1p4Gd300PooXcEKypVwd5712u53mvX67X3iqCCWFHArth7RVGxF1SaoAIqSAmhBUgglEB6su+HxcifEhASiPd5f48fZLNs5rCzs3PmzJlJT0+/cOFCamoqdoKNjQ2Lxfr69Wt+fr5y09+2Ojlp0iQ2m52dnX3ixAnszN69e2dkZJw/f76goACGYex5DAoKkkqlWAyYSqXGxcWlpqaWl5crfxm37dAcHR0rKiq+f//+7t07RU12oVComGDjcLiSkpLQ0FAmk4m5+BAEnT9/HutjOGrUqGZ/dctRfn0KhcJms79+/ZqTk6OYFWDvsqysrGHDhgEAIiMjw8PDExISFC7+qlWriouLmUzmtm3bmv3VKkH5V0RFRWHahW36AQCEhYU9ePAgPj5+06ZNAIDAwMCoqKgXL16cPHkSO2HIkCFtldfYIiZPntHWIjQTbO+3RCLx9vZWHFy3bl1MTExycvLcuXMBAAiCsNnsq1ev1iziYmNjU1BQIJVKfXx82kDuJgDD8Ldv37CEA0VcdPDgwampqZGRkUeOHMGOvHjx4uHDhxwOR5GUpqWlFRcXJ5VKw8PDVSiPapXkypUrEokkKSlJseyF3cq7d+8qNkvv3r07Ojo6OTkZc0oAABAEXbx4USKRMJlMjX3SVq9eLZVKORwOljiMUVhYeO3atbKyMuw1PGXKlNTU1Pfv3+/YsUNxzqpVqyQSiVAobP3EnSbSt29fFEX5fD5m3DEeP358//59Lpfr6Og4efIMBwcHbFnw6dOninOGDh2KNTapd81RE8DSoiUSyZo1axQHfXx8oqKiUlJSsPQ+AoFQWlp67dq1mvVcHBwc2Gy2VCqt+YsaBQ6HYzAYEonk0qVLikDauHHjvnz5EhUVtXfvXuxITExMWFhYeXm5IuSgo6OTmJgolUrrXd5tNqq1JFhOmGKeBgCwsrLC1jSwQhsAgJCQkLdv36akpAwdOhQ7giDIzZs3JRJJamqquoOLzcbb21sqlRYUFNTMXywrK7t69SqHw8FeCrNnz/7y5UtMTMyGDRsU52zZsgUrTK/uWH6zGTFiBNa0RzFPAwBgC+4VFRVWVlaTJ8/o1q0bh8N5+PBhWFhYG4qqAjQ/B6shDh8+jKJozUxMAMDevXvj4+MrKioU0an9+/dHR0crJmcYVlZW+fn5fD7f2Ni4VYVuGrNnz0ZR9NatWzVXnadNm5aUlFRUVOTm5oYdmT59ekpKSnZ2ds31FwqFgrXAq3flu3moUElcXFzkcnlSUlLNCHz79u0LCgqSkpIWLFiAHXFwcOByuR8/fqy5/gJB0Llz51AUXbp0qarkUSH6+voVFRXFxcXYBk8FQqEwOjpasdpCIBDKysri4uIUkzOMlStXoih6/vz51pO4yUAQhGXo19rVmJCQEBsbm5CQAH4oSXx8fGxsbK3mHkOGDBGJRNhW89YUu4lgSrVq1aqaB48dOxYXF1deXq7YfHD06NHo6OhaNc0dHBw4HA6Px9PX1289iZvMv//+iylVzb/83LlzP336xOVysXooAIB58+YlJyezWCzFEfDDx8JqB6pKHhVaEi8vL6zKSc2FCCzMn5KSMmNGtSfn4uLC4XASExMVRwAACIJgydfz5s1TlTwqxNjYmM/ns1ismoVasDB/dHR0YGAgdgQrgFbNTS0AACAASURBVI7tMqn56z4+PiiKHjt2rFWFbhoIgmBlRWu9nr59+xYbG/v27VvwQ0mwI9hK1G9Mv36D21qE5mBpaSkUCg8fPlzr+Pnz5wsLC+/cuaM44uzszGazeTxeLY8e680eHBzcGuL+CgQCASvNVXNbGQDg33//ZbFYNaswYw9Yfn5+rdeeoaEhFiNRlUgqVJInT55kZWXVitN4enqyWCws2UVxEFtoW79+fc0z8Xj8o0ePioqK2rxoTV38/f15PF6ttxGJRBKLxXl5eTXznTEtvXv3bq0rBAQESKXSmtEvDWHixIkymazmKwqDwWDk5+cvX74c/FCSpUuX5uXlZWVl1Tpz2rRpMplMUX5Jc3BwcJBIJIpYjoJbt24VFhbWTGfs1atXfn6+SCSqpXuurq48Hg9Lb9IoyGRyYWFhRERErYz+tWvXYmXzFEew1MD8/Pxarz2sgcSzZ89UJZIKLQmWAFcry2fQoEF5eXk8Hq9meTwGg8FisWrNyohE4suXL3NzczUws+fQoUOlpaVYCSgFWJi/qKioZrIdpqUXL16sdYXg4GCRSFRzu72GMHPmTKlUOn78+FrHCwoKcnNzMX8XU5INGzZg6RZtIOX/c+bMmdDQ0LoT4ocPH8rl8lpbbdPT0+Vyed20JFdXVzabrWlauHz58nfv3tXND/P29pbL5b6+vjUPXrt2TS6X16w6gWFiYpKenj5ixAi1ivqr9OnTJzs7u279zNGjR8vl8lp7p9esWSOXy/ft21frZCKRiJXDUa+sv4iJiUlRUVHdqKG5ublcLs/Pz6+pqwMGDJDL5dh0rRYhISE3bmhWUBmHw3379q3euT6Xy5VIJFjNWww6nS6RSOrtVD137tyUlBRNW969fv163XkaAODNmzdyubzmhmIIgnJzc+Vyed3dBl5eXkVFRZq2vIsVwKs1TwMA7NmzRy6X19q1Gh4eXtdyAgAsLS2ZTGbN1RxNAKupVvcP/scff8jl8lpP0LZt2+Ryed2EEAqFEhkZ2dBup7bCysqKzWYrlikUODg4yOXyjIyMmgcxyxkREVHrZAiCTp8+fe7cObWK+qsQCISMjIy68zQAAJ/PFwqFNfdKW1paymQyFovVigKqgbVrvRs/ScNwdnY+fvx4vcsNcXFxJSUltYz4hg0bUBRV1IetSffu3es1r22Fnp5eWFhYveGZw4cPy+XyWu4gVmx6yZIldc83MjK6efOmSra2qkRJIAi6ceNGvWXGZs2ahaKoIt0Kw8jISCqVXrhwoe75BALhxo0bGrW8GxgY6OnpWfd4165dURStmW4FAIAgKC8vr6HJ2f79++vV1bZi0aJFs2fPrnscgiCpVPr48WPsR4WSPHr0SCaT1ZvdMmvWrOYVClETXl5etZZXFHz58qWWWwwA2L59O4qitYrVYXh6eh48eFAtUjYL7PGvd4fauXPnpFJpTbcYADBu3DgURefMmVP3fAsLi5s3b6pkeVcllgSG4Zs3b9b7+GNLoop0KwwrKyu5XH706NG651MolLCwMI1a3g0JCXF2dq573NPTE0XRjRv/p1IrDocrLi6Oj4+vez4EQceOHWtob2mbsGLFismTJ9c9TiKRUBRVrDsplCQyMlJJj8Lfg98xB2vmzJkNJSdiTR5qHTQzM5PJZGPGjKn3V3r27Kk5izLjx49vaIftjRs36jbMgmG4qKiooWx9S0tLlUw9VaIkXl5eWGH9uqxevbqsrKzuy+DFixd1J2cYFAoF25ysCdjZ2TWUwY0Fq+oOPCAgoKEWsxAEYRUcNAEqlVqvTQQA6OjooCiqKPGqUJIpU6agKIo1YKnLH3/80WqVeBpl5syZDfkNeXl5dTd12tvbYzW16/2V/v37Y6XDNYEJEyY0tIz+8OHDups68Xh8aWnp2rVr6/0Ve3t7ldT0Uokl6du3b0PloL29vYuKiuq+HWJiYm7dulXvr2hra2uOJXFwcKhboAtj1KhRMpmsbp2RkJCQhnpEwjD8119/qVjE5qKrqztu3Lh6PzIzM0NRVPGCVigJlotcNwT7O0Gna1AYoCngcDglDW0KCgrqDSS8fftWSbdBzUnoUSLJ48eP641UBQcHK8kkU8nQVKIkSiTx8/M7e/Zs3eN///23kiTH3+KuTZo0qVbGN4aTkxPWGqJelCt5a6JkaHZ2djweT3GCQknIZHJFRUVDzrTya7YmBAJByXpleXl5vfXK4+PjlRQK0ZChAaWSREZG1msMQ0NDlWSS/RaWJCgoKCQkpO7xxYsX19zZ2vQLtjJKJGnIGPbo0aOwsLCh31Ku5K2JkqF16dKFy+UqLJ5CSXR0dAQCgbpX3tW7j5TDKWr8JE1CKpWKxeKGPuVwOFglwFqcOXOmoSqOAACs6ZgmoEQSMpl85cqVusfPnDnTULRA+QWbjkqURIkkBgYGoaGhdY/funVLiXX4Le6agYFBvb5jcnJyWlpaQwm2ypW8NVE+tJs3bypOUCiJQCC4ceOG5j9uYrEY6wpfFwKBwGAwsOrEtTh79qzmDw0olQSPx9cbzgkNDVWyWPZbWBI9Pb16H7dr164pCYT8FnetIUsSGxvLZrMbCsQqUfJWRvnQrly5orB4CiUpLy8PCwtT8ripBPU6WCEhZ9R6/dYE63xU70e3b99u5a5nKic2Nra0tLTu8c+fP6s7E1DdSlJeXl7vnkc+nx8ZGanWr1Y32tra165dq/ejS5cuaVTyx69iYGBQc5NdTSW5dOmSus2iWtHT02uoHcLVq1c1Z4mzebx9+7aqqqru8aioKC6Xq9avVrclYbFY9QaMS0tLY2Ji1PrV6oZCody8ebPej1qzAY46aFtLoqGV0DQQAwMDRQnpWlRUVERFRbWyPKqloWwkAIAi0fg35cmTJyiK1vtRRESEZhZPaiIJCQkcDqfejy5fvqzudhxqhc/n12q/reDNmzdKFkA1H11d3XqjxQAALpdbb07xb4QSS6JkHe23ACu7Xy9KRv1bEBUVVVFRUe9HFy9e/K2naiUlJQ25v0+ePNGQCNz/A2otuCj/8bejpvz/4aHV+hGHw/2WPT5/8B/Wyf8f2u8IDMM1y2L9l4YGlA7nPzy0uj/+XvyHhwZsbDRl24vK0ZwNFCqnf//+DbWtVQetqST6+vqjR49uta9rZTRne6DKWblydVuLoC7+w3dt5MiRrbmY25qWxNTUtKH9nv8B/sM62cqWRL1LhN7eu9V6/TZk2LBhDe3m/d1xdXVVYf+KRmlNJenevXtrDq01MTAw0MBS5qpiw4aNjZ/0ezJx4sRaFcP/M7i6utZbdUlNtKYlaWUj2ZqYm5uPHDmyraVQFxs3bmrNr1Ovg5WSkqzW67chbi7urWk7WhMPN08X59azHa2pJC7OLh5u9RTa+A/QrVs3N1f3tpZCLejr6xsb03/rxHYluLq41Vuy4T+Ah5uni3Pr1aJsVUvi4vpftSQuLi5uLv9NS2JhYUGnG9RtZPL/aBZaWloyqWznDr+2FkQtMNJznz561dZSqIXbN+4VsUraWgq1sH79ehRF/5OxkMGDB9etoP3fwMDAoG4F7f8MBXmcu7cetLUUauHxgxfMzPpr+f7ubPfZIZfJf+udgw2BdRTo3bt3q32jeiNYv2Oz506dOnXu3Fn5Od27dwcQ5OnRSPVhGIY1atVGT09v8OBG7giNRrO0MXV2aXxKPW7cuFp9XpuHSpQEQZBazXDqxdXVzdBYr9E2OH379q3V66NtmTBhQqPJ+J4efeVytNFli3bt2tXbjKWtGDJkSM0eYfXi5uaGyoGbWyOzal1d3VqNydsWZ2dnJQVRMVxdXeVy1NOjr/LTmqjerQadTm+0iwOdTjcyNXB1bTyC1RT1bgoqsSR4PL5ut+C6OLt0t7A2aagxhoKBAwdq1Ba8iRMnNtSnRIFnjz4oAI2uz3Ts2LFLly6qE62lDB8+vFGn0M3VHZWD1lzbVa+D9fffC9V6fXXw7du3oKCgHj16KDnHzdWNEV/VXakXgsfjL126VG9JmLaitLR0ypQp9bbDVODs7Jz7vYxIJCkvcbtly5ZOnTpJJJKWS6USJZHJZJaWlv7+/krO0dbWNjYxZCRylT9gEyZMmD9/PpvNbrlUqqK4uPjWrVvKuzq4urpkxQuUeyHdu3cPDQ1NSkpStYDNJzEx8dGjRyYmJkrO8fTom5Ug8nRXNp8xMTF59OhRvdU724rExMTQ0FDl7qybmzsjnq/cCyESiTdu3FB3EalfgsPhzJ07V3kTGFdXV0YS15Cur9yB3rlzp7W1tUwma7lUKrEkEomkffv23t7K2hoaGxtTKOTslFLlzfimTZs2ffp0jbpxlZWVly9fVt7IwdmlGyO+ys21dkPomri7ux8+fLihhqdtQnJyckREhKGhoZJzqi1JY5GR34YRI+pvD6ThTJ8+vaqSr2Q2fPXSzafBZeXcqoZ221EolOdPXn1NTtG0MkudOnWSSmXLl61o6IRVq1Z9uFeSEstuaLcdBEHBhw5X8qqUVHj/JVSlJFQqlVtSdvrk2YZmw/37989MKo6+UbptW/3dFQEA8+bNl0pl7u4al4LwITbh3ZuYhmbMurq6/Erhw32lD+41WKqnT58+FeWVCxdo3Jzn+LGTTEaura1tQyfkZReG7eTmZTdYp9vW1pbJyD1+7KR6BGw+CxcsrCiv7Nu3wQDV/bsRjw6UVvGEDT1NNBrt7evohA+f1CZjM3F1dZVKZQsaVqetW71jbpZmfOYMGDCg3hNgGD51PLSUW66lpaUSkVRlSXR1dXkVlYeDjzVkvUeOHJn6gRMXxl27pv7uigCApUuWSaUyjYrxAAAgCEpO/Pri6ZuG8pBMTU3LufwnQWXXr95u6CKDBg2qquRr4E7DC+cvpX/PUrL5rJhdGraTm5HKbEWh/p86IAiSncWSyeTz5s2v94TMtJwLyzjfotn1Npik0+lJn76hKDp9+nQ1S9ocHtx7jKLo4ZD6zcet62GPD5ZGXSvb7ruj7qckEunB/QgURffvO6h+SX8ZX5/tKIo+efSi3sL669aui7vLDQ/gPnlYuxktxr69gSiKvnlZT9n3NmfMmDEoiqanZtXr0w8aNCj9Myd0QVFhfnG9vz516lSJWFqYX6ySVV3VYmNjI5XKykt59YaNDQwMKisEgWNYlRWCejPMXFxcuMXlUqnMxsZG7bL+Ing8vjC/WCKWKrpW14KVyz6zkJ32kVPvdM7c3DwtJRNF0YYa2bYtr56/RVF0397Aej+NCH8evpsbe5e7YcOGup+SyeTHD5+jKLpj+041i9kc9u7ej6Log/sR9YaNfX22R18viwgsvXPzft1PIQjavzcQRdGI8Gfql/SXmTp1KoqiyZ9T6s2CGDNmTEoM+/xSdlZGXr2/PnfuPKlUlsss0MAKgu3bt5fL5MXs0np3jVhYWJRyKg+OYwn4ov9IhtmsWRo3XW4iy5cvL2RUFbN4i/+p3QKZSqUKBeKD41nR18rr5rmbmpp+/5aZGV9VkMfWwJcZAKB3794VpYLc1IoTR0Prrscz0nIvLOXc38V9GlE7z51MJj95+JLxiSeoEqmwRIUKlYROp/MrhZkJFW9eRtWdFt++cT/iYOnp+fV4IRAEHdh3KD+9oozDHz58uKrkUSEwDDPScxgJ/KyMPGtr61qfrlu3Li6s9MAYVmWFoG6QfNbfs7lFlaz0qi2bt7aWvL/GnVv3cpIEJexyLy+vWh8NGjQo/VPxgdGs9Pq8EE9PzxJ2eXai4O7t8NYS9tfYsnkrK72qpJA3e9acWh8ZGBhU8YSBY1hxd0vreiGWlpaM9FxGPJ+Zmddo3kybMHTo0PJifl5a+cEDwXVna6w8TugCdkRg6Z2btW8NlUp9/fxdZkIFv1LYaEJk01GhJTE3N+dXiRifeU8jXtWdrT1+8CJ8N/f8knq8EBiGjx4+mZtaXsEVNJqm1ibgcDhWblFmfFVaCsPMzKzWp9t9d0RfL8O8kLomdNHCxcUFlQWZVatWaWhduiePXmR/FhYXlbm51V7iHDt2bEoM58BoVtbXkl69erWOPOp9bvv2/f2S3DFOnjyJo4pfHhZtWeO//3+naM7OzqzMCrkUFKXLvHr8T/DfycnpU0Jy9ivdqkpBwF5/laQoqZx3796lpHxLfijr7TTh4f0nNado2trapuZGxTmSwnSJs8v/5I4YGhrGvI/XFXXLS5LcvHkrNzdXVfKoUEk4HM7Zs2eLMqSEkvYJcZ9rmQ83N9eiNEl5oYxCodRM+sHj8dev3h7d/++Pt6R5rFzNbA0kl8v9dvmKpYJvYeS46I+1Mnt69exXnAkACvK/V9ayLDu3++3ZGfQ0UEgxkIccDm5dqZuK7w5vqpH02X5J+N3HU6ZMqfmRh4cHl4EAAEoYOHd3j5ofTZ48+eG9p8/2S6jGUt8dGuo7BocEUQzkzw+Jdu8I2rf3QM2PXF1d89N4KAo4GaBXz/41P+revXt87OeU+xSRhO+3y1cul7eq0E3j6dOnOXk5n+7IRvadefPanZrzSSMjI5oWtaxQWpgucXf/H4U0MjKKiUoglnYsTJOeP3+hqEgFHZoxVGhJ8vPzb1y/kZck0RF0jX0fX2vS4uLavTBNUpIrNTGl18wwI5FID+49HuQ+5ctD+fe01Ddv3qhKHhUilUp37fHjVwmYL3Q+JSQ5OTnV/NSrR192hlwuA6xMXq0Ms/17A7etD3gRJCRoS0+cON66UjcV/93bCbrCt8dlTx69qLU27ebmXsrEAwBKsmrnuY8fN56AV5aX1mzU62AdOPC7FjIQCoWHjwbb9QL3vIWTRsw5ffKsYhLp7uZekgUDANiZku4uXRW/0rNnzzcv38VfgvMSZead8adPn2ob0ZuAX4Bv55Ho0/1CE5zLy2eRisweZ2dnFoOHygGPIyPgCQoHxcLCIvpdPPezccwlsdNIgn9APauHzUa1SrLvwJ4uQ0kJt8QFMfqxUQn29vbYcV1dXSNjQ26+FADASq9SPGAUCuVh+JNOpv0j/EUdhqH+u31VKIxquXjpoo65nJsjjzoNnj953afPz1RNV1fXogwJAIDL/OmFwDB89PDx2dOX3d0isPGAT4eebqjdWJuTlJSU/DVRxxQJ3y48Fhy6cMEixUeeHn2LGQAAUMwANbNTF8xfeDzkzH1fgbYx/PVbkkalt9eEx+OdOn3KxgO+u5k/bfz8Y0dO/LQk7h7cLBwAoChDUvNl1rt37+dPXkedBiXZckNb+OKli20jehPwC/DpMEwe4S9qb9z3xdPXipiHq6srK70KoKA0T2pgqKfYSWdvb58Ql1iSYBR/Q9xlGHHv/gAVCqNaSxKwx89pBCHmkrjks3HM+3hFzN7U1JREIlewZagc5GfwFLvttLW1nz99bUpwfbRL0HEE6hfgq0JhVMuZM6FmnfB5SbKYM9Cr5289PX8W9HJ27VZtSRiw+48dMzAMnzwWOmnEnLCtQvve4MjRYD6f3zaiN0ZkZCSLkwMj0NN9kjs3widOnKz4yNO9LydTDgDgMpCakZG5c+afOXUZgtSy4qleB+vbNw3ar/SrBIcEOXiREAII3y7s2338/buPsL5FPXv05jJgAACvWAYDnIWFBQBg6NChj8KfvTgk/R4pdBqDHD0aorEqCAB48OCBGCo370x4eUQEs9u9j4zFslvcXN2woQEAWOl8zAtxdHSMeR+f/Ur74x1xxwGk2LiY79+/q1AY1SoJk8l8/ORx5yGkhDvC5DuEqLdxXbt2BQA4OzvnZ/BQOQAAlDLx7m4eAAADA4N3b2INUeenB4RG9jiSvvjGjRsqFEa1SCSSQ8EHnMZAjDjRi4PS8LCIiRMmAgD09fUNDPVK86QAgOJM1MujLwAAh8Ndvnh9eJ9p97z5chnoPJgUeHBfGw9AKX4Bvt3Gw9xcadhWwQ7vvZs2bsaOu7q4YBafnSFR7LbbuGGT37b9YVsFJbnSruMgTX6ZAQD2H9jTcQBRLgd3N/MH9Zhy5dINLNjj6dEH8x3LWFI9fR2skuqokaPC70a8PCRlxImcRkOBh/aLRKK2lV8Jt27dIuqKjdrhnwWKtASd3r2JwUbh5ubOZeIAACgKWBk8LODatWvX6HdxKQ+ICXeEnYeSnj9/npWVpUJhVGtJvn//Hh0d1Wkg6eMdcdYL7eh3HxwdHQEALi4urPTqveHcLBjbbUen09+9icEXO7w8LDLvRJAiFffv15OepSHw+fzDR4K7joUzokWvgqQP7z/FisyZmZnhcQQeRwYAKGFAnj36AADwePyNq7f7u00I3y5ECMChF+lQkCYm4CrYvnNrt4mAlSIO8+afPHJu9arqjQiu7t2L0iUAgMJ0iWIWum9vYIBv4O2NlWrq+qxeB2v37hC1Xl+tcLncS5cuOo0gSIToo11CG50ez5++odFobq7umMUHABRkCFxdXf/4449rl25HBAhzEkVUPdixN+lQsEarIIqiAXt2Oo0FAAXvzwqLPxrFvE+wsrLy7NGnhFGdS1GWhXdzc3d2dn73JibxJj7xoRCCgNNYWOUvM5Urid8u366jcQgOSnkpij4DXj6L9PLycnNz42ZVa3txptzTo4+5uXn0+w+iLPNXRwWoHHQZA+0L3K2S7eLq4+ixIzauRG0jJO+L+MFOQejJC/Pmze/evTsroxJFAQCAnSlxdulOJpMf3Hvc1WrQfV+BqArtMpxw9+5dFovV1uIr4/nz5yXlBbZuxPIiWdgWwZJ5G44ePm5oaKirr1PGkgIASguk2jo0Op2+f+/BpfM33N3CLy+S2boQy6rYz55pYjaxgqKiorthd51GECVC9JG/yMliYHhYBJlMdnFxZmdIQLUXUuns7DxnztxL568/9BfmJotpdMTWjXjk6OG2Fl8ZMpls74EApzEAlYNXxwSCTLOY9/Hm5uZeHn2LM1HsHG4W4ubm5uXl9fJZZFQoSH4sRHBQtzG4Hf7bVCuMyi2Jr9/WbuMRCAZJj4Sfb+DfvYlxcXFxd/PAVprADy/E0tIy+n18ySfjd2dEAAVOY8HuvX4oiqpWGNUSFHzQoReJqg/nJIkjAoRXL96eOnWqq6srK706LlCUKXF1daPRaC+fRnYw6f/IXyQRok4jCFeuXNGowhN1CQ8Pl8AVlk4Ebp70zuaq9Su37d8baGlpCaEIr1gGACjJkZhZGOvo6Bw/emr6+Hl3NvMr2Ooy++p1sOh0lSUwtgmBh/Z3HkrAkyCZFH12UKAj6fDiyRszC2NubrW3W55N2LB+44kjZx/tEhamSQAAnYbib968XlKi6eXCL1+5bGADG1jhAAAf74jy3tHeR8b16uXFZlQPrThLPmXS1BdPI+MuQKmvRQAAOw9SISfn3bt3qpVE5UqSlJT0LfWrQ28iACAzRvT2hPzh/SczZ8ziZlX7jmyGxM3DJfJVNOejftQFIUCBjjFi6UQ4cyZUtZKoHB6Pd/bcGaeR1etK97fz9+0K2r59B5dZHd8uK5TRtLVePH1jRXN7FiiSSVAED3UZjt934DfoCrp7385Oo+QAgKpS+X1fwZghM+7evleQWe07AhQUZFTduRU2bdy8cF9hVakcANB5NLpn/2+Qh7DvwO4uw3EIHpJJ0GeBIkstt5fPInV0tcsKqh+3Uibi4+N7YHdI+HYBNn9zGok7f+Gcxq7qKjh79ox5Z7yuKQJQEHVByE7Qe/s6xr2HK+eHJSlhQjNnzHp4/8m7k/LMGBEAoJ0XMTX9m8pXdVVuSeLi4nILmPYeJADA9zei2PPg+ZM3f0yZVsyoToljMyReXp7vI2Pz32t/vCMCAOhb4gztkEuXL6lWEpXD5XKvX7/eeRgeAFCYJokIEB4PObNp4+by7OpUJG6e1MSM/uLJG115p2cHBTIpiidBnYcSDhzc26aCNw6KovsDAzqPRgEAPI7snrdgxqQFly9dLcwUYCfIZaAwq/LB/YgR/f645yPgl6sxwVG9Dtby5bU3zvxeZGZmvnr1qvMQEgBALgPPgviAbVOcI5ZJq2cnHIasY7vuYd5VmE3EESGnEcQ9+1SZWKAmRCJRUHBgt3HVL+b4O4Kv9wn6BvoludXBuaIMib29/asQ8fe31XrpNA71371d5ZKoQ0n8Any6joUABAAAjDjh0/0iR4f2RZnVQysrlJEIlKxXWjFXqqdrXcfijx8/VllZqXJJVM6BwH2dBpGIVBgAUMyU3tlS2cHWuUSx0oKCwgwRiefweD9fJkEBAB36kz59TkhO/g26gt64cYNmjBq3wwMABOXyMO8qM+3O3KyfuRHcLMRMp3PYtirMJhrZ47VN0WvXrrWZxE3my5cvCR/jOw4gAQBkUvTJAT6hvF1RpkgR5ihhgI52zne3VnKYEgAAkQp1GkTaf0DTX2YAgKqqqmPHjnYdUx3UibnKZ7ygUkjU0h++IztD4tDO8dkBUWasEDvSdRzkt8tX5ZKow5L4B/g6/SiRkfZO+DJYbG9vz/5hSbi5Ul09vZQHpPjb1Uay2zgkKDhQKBSqXBKVs3d/gNNwEp4EAQCKMiR3vas62HfjZFbHcuRSwGGKII7Ns0NVcikAAHQeTHrzJjIjI6MNZW4i5y+cN2qHM7DEAQAqubK7W6qsDLoo4o4AAG4WbEzpeM+HL+TJAQBmHQnKi682G/WWwaRSqRpVyrwmFhYWCxYsQFE0Ozs75wd10x3c3Nwe3Xtx+d8q+Y8gonE7vGKJkKIDIwQIW7QGAHQbReKbRI+dMKru1xkZGVlbW1tZWVlZWVlaWr5+/To8PFxNYWRdXd05c+YYGhpig8rOzs7Ozq57I3R1dbOz8q6trKoskdUdGoCAsf3PH806ErwWi+wcrOouounq6lpZWVlbW2MD/P79+6VLl5qeOPJLSoLH46dPn961a9ecnBwmk4kNsG7IGoKgb8lp327oMz9Wi2Fkhy/OltR7E8na8MyjNIf2dnU3NJHJZBsbG8WNKy8vDw0NVV+EQd+1LQAAIABJREFUfMSIEYMHD87Pz1coZGFhYd3TLl+8ZiEdGn+72ohT9WAYgbDod/XQMiUABQAACALTgsgz5k54/fp1rYsQCARLS0tsXDY2NjgcLjQ0lMlkqmlozs7OM2bM4HK5CoVksVh1dWnlylVzx215dkCM/YgjQLqmSHF29ava0BpXViCTiqufmsGr8Ocf7g4MPFDrIgiCmJqaKm6cvr7+1atXP378qKahWVtbz58/XyqVKhQyNzdXLBbXOq1v377XL9y/uoxf/dD/7/OlZYCgKFrFrZ5Mu04kFRCfT//zj7pfZ2JiYvUDc3Pz58+fR0REqGlo+vr6c+fO1dXVVSgkk8msm11qZGSUkZZ1aQlP8CMYUPP5gmBAt8GzGdU/WncnOs0o69C5XV3rp6enh1kSGxsbKyurpKSkq1evNn0v9i9ZEiKR+Oeff3bs2DH7Bzk5OWVlZbVOg2E4My079iQ5/5v459B+PF+1RqplgEw7RLWxsywtLa0rm8JCWllZFRcXnz17tu7XqQQIgkaPHj1gwIDc3FzFjat3t+bd2+E0Tq/EB9WWhGaIyKQov6yemwgj4M8j1FETBn/48KHWRYhEImZJsAFCEHT69GkVbjOvRY8ePSZPnlxSUoLdMiaTWVBQUHeb7dYt3hP7rHx1uNr+40kQjY4olp7oNnhunlQRKBm+iegywEwkVn2yo3odrNDQG/Pm1WMjNAQymbxq1erNm7ZQtchlxVUkKr6Kx8/LLcjOZjKY6QxmBmYxz4VeYr2ySH0jUH41CAYzj2otW7OgsLDQ2traxsa2nW17G2s7S0sLU3N6FU+srUvGEZC3b6KWr1zy+fNntQ4NhuGZM2fuCdhvYkavLBcCCJXLZPn5Rbk5OZlZ6emZqdhTt2zpCgfqyKhzjc+3hm8k3ngW8uzZUysrK2sra3vb9na27aytrUwtjKViGYFIIFPx6amZK1Yv+1Vz3wwlGTRoUFDg4c5dO4j4EoFATCAhBXns7OycLGZGZlZadk52dna2p6fnoumb7vs0/sx4TCOxiZEBe/ww2+dg397O2sHK2srMwgSPx8tlgKZLKmZzN2/deObMGXUnaXXq1OlQYMiQYQNlUnk5t4pKIxYVFOfm5jOZjMystMysjJycHBqNduHM1fMLeViMSgn2PUgdJ5VOnjoes322NvbtbNtbW9tYWJrSdLT4PLEenSrgi/bt27t33x51z4VMTEz8/XbPnv0XjMAlhTwtHRK3pCwvl8VkMtIZqczsrJycnJKSkpfP39xcV1lW0MjfWccY+eOA1qAh/fX19a2srGysbR3sOtjY2FlYmukb6FaWC/WNaahcfv78xS1bNxUUFKh1aFQqdf3aDevWrydTiKWcKgqNwCuvxCxJJjM9i5mRnZ3NZDJvXrv7/a5+RkwjjxuCh/4+QZuz4M/y8nIrKys7W3t7G0dbWztLSwtjU8Mqnkhbj4rDw8+fvlq5epm625UgCDJnzpxdfrvpxga8MiGCAIlUmp9bkJOTw2Cmp2d+xyzJhnWbTaX9Y682bknG+BJDb+x99/6dtbW1tZW1va2jrQ1mSYzEQhmZTCBS8N++fF++csmLFy9+SdRmWJLhw4cHHQxx7NBOUCURi8Q4AlKQV5SdnZPFzMzM+o5ZksGDB08btiIioHFL4jWLlCGICA45hFmSdnbt7W0drKytzc2NERwOlQMtHVJRQfGGTWsvXryo7tIb3bp1Czp4uN+A3lKxrKJMQKURCvI5ubl5zGxGRtZ3JjMrOzvb2Nj4yMHTl/6tlDdm1Tr0JZsPyp81909sPmZn087OxgGzJFraVMyS8CsFu3bvCgw8IBA08q5sIRYWFrt37Z3x5zQAQdwinpYOsaS4LC+XlcVkZDBSmdlZ2dnZPB7v2ZOXV5bzFOGDhtC3xI33Ixka6anDtqvXwdq9O2TjxmVq/YqWY2xsvMtvz+RJU+JvitPfi6h6iDYd0TZCKIYysoGUZgjpGpFF5cjlVaVA6eusfR/y0JW0YhavnCPhF0MCLoHHlvM4sgqOjKQF95iJQ3R4K1YvCQ9vvYqIFApl3doNq1et+fZcnPxQQqBAOsYIjY5QDVCSgZhGh3WNiRQK+cyCElGVsqdd3wI3M9iglF1ZxhZVcoCghFBVDCo4Mh5HJpehrpPxFs6wt8/mU6dONmMvRvOUBIbh2bNn7/bfV5gCxV+XAgC06QiNjmgZArKhmGoIdIwIhsa0a+u5P2Ny9YEjQvNOG4glIm6hsJIjF3AJ/GKogi2r4MiEPNRpOKHzcMLRY0f8d+1ozQXEIUOGhBw6RpAaxFyUVXFl2kaINh3RMoLJ+hKKgVzHCGdopv3mZGXy00Z2qv6xR49mIistEvI4ckEJwi/GYXetkiuz9yC6TyM8fBS+ftOa/Pz81hkXAMDJySnk0LEO7brGXJAWpUu0jREaHaEZwiR9CdVQpm2E0zehZryVvThWrvw6AxdpO/bHcQv55WwpvxgWcgnY0CqKZMYO+J5/475nJi9bubg1Gy+amZnt3rV/7OhxH66LM2NFWvoIjY5o039YEjqsZ0yuLIKvr68d3qhFlyGU/ou0ilkV5WwJvwQRcPGVbHkFR1bBllH14B5/4aQE7rKVi58+fdo64wIAaGlpbdq4ZemS5V+fiJMjxCQaVG0kDVCSvphGh/RMyEQC8cyCEolQmZU0ssdP36dfUsQrZ4sri4GghFDJAZiRBAC4TcWZdEQ3bV1/9uzZZvgfzbMkCIIsWLDQb0dA3md5wk0pjADsrlENAdlArEUHukZEPSOtyytKSnKVGTciFZp7ypDPF5QViXgcubCEUFUC8Tiy8iKZmI86jSJ0Gow/FHRwz96A1txgPmrUqOCDR+U87diLUmGlHDOSNDpMMhBTDVBtI7yhKe15MC81shGXaMYhfZKutKxIwCtGBSU4fjGCGcmqUplDL6LrZMKdu7c3bVmnwqpmjeLi4nI46LiNefuYC1JOlhQzkjQjhKQvohjIdYzxBibUr08kkWcbyWIculzHtgdsSDcQilV/XzSrU14b0rlz5+CDRzq17x57Qa7IFVCAI0BSCarcwcIRIMXihQKKLuwxHWfjgfPZvvXEiRNtUnrU1NR0l9/u8eMmfrgu/vpUVGuyAuMAQIHyGQyCh+TS2hF9HBFyHofvNoZ04sQxv1072yQbl0qlrl+/YeWyVV+eiD7ekYgF/ysiBHD4em5KTWAEQBCkiBVX/x4EOg0muU/DPXkWsWHTWvWFu5WAIMjcOXP9/XbnJco/XJHXnYfVq29NOcfGhdhzFszITVm+asmnT23T5G7EiBFBgUcgvk70OTknq/ZD0eyh0W3wPWfDkFbFitVLHj16pEqJm0z37t2DDx6xs+oYewFlJtQOezR7aFoGiPsM2LIbssV7Y+iZ0DbZ7mphYbEnYP/woSM/XJd+ey5E/9cFaoolwREgmaS2JcGTINdJhC7DCEGHD+3Zs7tNskpoNNrWzd7//PNv4gPh53uSWm4iBAEYBykPGMMIABCQS2sf7DyE5D4Vfy/87qYtG9QdSa0XHA63aNGiHb7+zA/SD1el2O6Q/zmhUZ1swJDaeZB6/A2lpictX7Xky5cvqhW7iYwbN+7QgRBRCSXmnLyuB9z0x239I2uZXPVvZ/U6WJ06df29SmH17NnzSNBJQ5pV1FkpK6V2FsUvQaBAbpPJHQYi+w7sORQU2OZlsRwdHfftPtTD1evDVXnae6FyZ1E5MAK6jiS7TibcvXt7s3dLrUbLlcTAwGDndv8Z02cm3pd+uieo5S39Ko69SW7TkOSUhOWr/k1NTW3JpVoOgUBYumT5Nm+ftEhp3FWhqKpFQzOyw3vORsT44mUrF//q+ovKgSBoypQpgfuCS7MIsRcl5UUt8hi0jRDPWQR9O8nKNUtv3rzZ5pvkBw4ceDjoOAU2ijorLUhtkSUhUqEe00kOfXF79+05eEjt6y+N0qFDh727Aj1ce324Kkt716JsbgQHOY8jdxuLu3L1srfP5hZuvm65JTE0NNzpGzB9+oyEW+KkR4JGF86U49ib5D4djk2IWrdxZVpaWouu1WIoFMrKFavXrl7//ZU0/pZIzG/RA2LWkeA1B1dSmfvv8gUxMTGqErJ5wDD8119/7dtzkPMden9OrEiJ/iV+SwdLw3Ow6gWCoCmTpwTuDy7NwsdelDbD7kMw6DKE7DIFCX9wb8u2DRpVf2jAgAGHg05QkebbfTt3oucs/Nfvn5euXJSSktJykVSlJO3bt98bcLBHC+w+3RbvORuRkbhLV/zz/PnzloukKgwMDPy2726J3afRkV6zCfT26LoNq1oh/6PptNzuEyiQ22Ri+wG4/YF7NWEmo6Da7u8O5KTBUefFzai1o5jJXL16xdt3U3Fx/Z2824TBgweHHDqGExlEn5PVjUE2BcfeJPfpSFzC+3WbVqmkdrGqLEnHjh2DDx7t0t4l5oKU8aE5ic+m7fFec/FVMvaylf+8fFl/a/k2wczMzH/HnjGjx328KfvyTID+uhnQNkJ6/o3XsxWvXrdcE2YyCqhU6orlq9at2fD9lSzuukD5UnVd1ORgqbchtp6eXmJiglq/Qh18/fb1VOgJY2vq3xu9YBzgZMib/kozbY8fvAYPGef+NXva4aPBPB5PnZL+Mkwm8+SpY0J52bzNg3RMYHYGKhU1VRF1TJC+/yC2/UQr1y3etGU9h8NRiUiqUpKSkpJr1y+nMb79vXKQjQupJAvGtuA2BRIN7vEnruff+ANHds6dNys9Pb3l8qgQgUDw8FH4sxdPxv7V02OsEa8AafrbGsFBzmNJA5cRbz86N/mPCbGxsZpjEwEAEonk7bvIq9cv9xzcfvSi9sJyuCSnyQ8bBNr3IQ5bT0jOeTVpyrgHD8I1qvsniqKJiYknT58wt9f9c30PCILYmfKmv9LMOxOGrEFEtMzpM6ecOn1CcxxHDAaDcfLUcZQgmL91kJYh4GSARtdiFOiZ4/otQczdq5asXOC7Y5uqqgaqypIUFxdfvHSemZc+a+1giy54bhYkrGzq0Mg6sNcsvOtUxH/flgUL52ZmZrZcHhXC4/Hu3b8b+e7VpPl9nEfol+fClSVN1UgcAeo+njBwKelq2ImpM6a0VXZBQ2CW5NbtG72GdRo2115QCnNzm2pJIAg8Sz+ENsPfbAz1Oli/o3eFIRaLs3OYXp69uvayLM1FS1lNulUEMtRrFtWqC3nHTp8HDx5o1JtMgVwuZzAY9vbtBox2FpZDWH3URoEg4D5Fy2mI9tFjR86cOaPCN5lqlSQ7O5tCpUz8czgMQ9mfRE1cCe04gOw2ifrk6eO9e3drbGnHwsJCgbBq2sxJWvpw9kdpE99nlk7Enn+RMrPSvH225OXlqVvI5lFeXs7mFI0dO9rcQYv1VSaoaJKl0zPH9ZpDlsK8TVs2aGwvQpFIlJOb3bdPv44eplwmWl7YJEtCpMK951BMHYnbfLc+efJE3UI2D7lcnpXF6NChQ5/hTnwuUL6bRAEEg57TqJ3604KDgy5cvKDCFiUqtyTaOrQJ04egcijnc1OD/U5DKa7jqffv3w88eEBj6+qxWCypTDxt5gSyDpydIJY17Q5YOxM9/6R8TUn22e7dJslkTaG0tLSEWzxh4nhjG3JeslTUNM/YwAr38FOQTK76bjnqXSIcMWJcRMQ9tX6FOjAxMQncHzR2zNjYa4LkCNGv5vQYt8N7zsZBVN6GzWtu3rypJiGbh5aW1jZvn38W/fvlieBTmLTpMR4MmiHi8SfO2gW/fafP4cMhKjGOqlISBEHmz5u/c/su9nco9rJUUSO7iRCpsOskYpdhxGPHj/r579A0N2vUqFGHAg8jIp3oc7Im+sQKYBzoNIjUYzrh5esXq9Ysz87OVpOQzaNbt27BB492dOz6/oyEEffLa7t2HqRec/Gp6V+WrfxH09wsU1PTwP1BI4aNjL0q/vZC+KsG3MQR33MWgpLKV6xe+vDhQ/XI2Ey0tbW3btm2+J9/vzwRJtwWK9+GXBcaHfGYjpg5Qd4+m0+HnlZJzr6qLAkOh1u6dJmP9/bsj5K4y1JFhbkmQqLBzuPxXYaRjp84utNvh6YtYkyZMmXPrgNoFS36nLSJPrECBAc5jSB6TCWHP7i/eu2Keqv0tSHOzs4hQcdszTtEnZXlfP61tV3FEiEer29iMq7Wp3x+VknJayW/Prp/dfHLB6//5zn9/xys/4FMJm/auHnl8tVfnjbH/6iJnQep1xz8d8bXZSv+UXfVq6ag8D+KvkMfrkpL85vvG5k44HvMQiBKxcYt61ruQapESUaMGBF88Agi0Y05Jyv43vzoWrUH6Yzf7ucTEhKsCa0JnZycQoKOdXLsGntJ2pLdCSQt2GUiofNQ4vETx3b6bdcEu29iYhJ4IGjMqLFx1wVJEb/sfyiAcaDTIGKPGaSIxw9Xr12hCdNrGo3mvXXbP4v+/fpU9PGOWFjZIkvSey7hW1piK1edaAgEQebPn++3PSA/GY27Im1eTjGGaXt8z1mIjFC2YvXSlu/6VIklGT16dFDgYSDQjjknK0xvviXRM8N5zMAZtUdV6EG2kO7du4ccPNa+XZf3Z5szk1FAosHO43FdhpIPBQcG7N7V5rsuAADW1tYHDwQP7D847qr46wtBMyyJwsHS0XHp06d2KJTFuvHx49RGLzK6/6hWdbD69Rv85o0GJQsrAYbhBfMX7PD1Z6fBLfQ/fl4TBzoPIntMJ7x8/Xzl6mU5OTktv2bz6Nev3+Gg41qISfQ5aUv8j5pURw7SkpetWtySyEELlaRLly6Hg493bt8t5qKkhbsjFZg44j1nIfK2jhwYGxsH+O+dPGnKhxvCZkRS64VGRzxm4My6QN6+m06fbjO7Xz2TWbH661PRx7vilsxkFJBosMsEzIM8umPn9rZaoMH8j52+Aew0EHdZWspSgSX5GTl4eH/1mraMHIwcOTL44BFYqBN9/pcjqfUDAcdepJ5/4b9+T1y6/J+W7PZvoSXp2rVryKHjHR2dmhdJrRfT9njP2bgqedHSFf/U7abQarQwkloveuY49+k4I0f5Nt8tp06faqt9M9ra2t5bfRYtXPz1qSjhtuhXI6kKmuhgGegaODk6vfnwBsv/gWF4YI8B0Z9jqgRVoPUdrN8FNze3w0HHrc0cFNtGcARI2whRVJwjaSFvTvGUp1TZuRMtu+Eqi6vr5vE4MqziCEUH9phObNcLH7Db/1DQwVZuU2VtbX1g76FBg4Z+uCb+8lSAygGMAzQDhEZHtI0QGh2m0eH3F6qUZ70YWuOcRhCriiGs2iFWqRKVAxwBch5Hch5HvHDx/Dbfra3c4lpXV3fbVt8FCxYmPRQl3BFKhCgEAaoegtWu1KYjVEM09aVY+TSUQIb6ztOqLJFXsOU8jozHkfE4cpkUhSDQcSC5xwz8u6jI1euWt3IHLjwev2TJUh/v7cx4adxlSSVXBgCg6MA/7hqiRQcF32TpUY3oUt+5WhKRXKGTFUXVfWasuxN7zsKxy7KXrvgnKiqqNYZUg0mTJh3cHyIsJkeflxQzpQAAIhXCbpm2EUI1BMIyKOFeI8WQXMZSyXpoVQlUwZbx2LIKjgyzrYbWuJ6z8BQj4aq1y27fvt3KeZCenp4hQcdN9W2iz0uzP/2wJMaIogougYS8CW0kdujgRTLthFRX4GTLeBwZ1ntRSx/xmIG39cDv2Ol7+EhI3W48asXe3j5wX3CfXv3irkq+vRCgKEBwkJYhXF270gimGcKRZyqV7wM1bofvNIhQWQJht6yCLaviylAU4EmQ60RS11HE06dPbd/po6YeMg2hr6+/w9d/1qxZn+6JPt0TSkUoBIPqOrFG1ZYk+bEI09WGINHg3rOoPI6cx5Fjd41XIpNLqzeVu0/Dv3z1fM36lerrRlUvRCJx5YpVmzdtzYgSx10VY21wKLrVd02bjlDpIC9J1ohDCYH+C2iiKlklp7q+dAW72pLYuhF7/o3LLcxYuuKful101AoEQdOnTd+/92B5Hj7mghRrg0PSgml0hEZHdIwRqgHKY4PER43sDnGbSCXpoH2mmYglQtCECJZn9545rJx8NgsAYGVqaaBr+CmlOt+/tR2stWu99+/fqdavaCGWlpYH9gZPnjq+NF+SFl9C1JVq03EGJlp4IsLKLcxiMhjMjP79+5d9NY4630gglKoHzzllcP7COV1tfRtrOytrCx1dbW5RZSlbUMkB2jRtRy8tdmHJ6nXLr1+/1gp2X1tb22frjmXLl4gF0JfIYhxZqm2E6JtQKDRiIYudm5PHYKZb21pZ0LqFb2/kPQ3B4M8jWu/invGrRHY27SwtLelGeuWl/LIiIY+DwnJi5356Eqlop9/2Q0EHf9XuN0NJ8Hj8P4v+3bnDj0yifI0sk6FCLSNIz4iko08pKS7Lzc3NzMrA4aGhA0dfWNR4P5nhG0ilUEpaarqtjb2lpaWZhYmgUlxSWFXOlkir8F1600na4MSxU96+m+u2GFMHE8ZPOHTgiLmVSUZsVWlpGY0O6xqRDEy0eBWVzKyc7JwsTknRwoULzy0qbrSGiMdUspln6ePHj+1tHWxsbM0tTGVSeUlhVQVHKuAiDi4GBlb48LsRK9cuycrKUn4pleDh4XEk6KRbz245SYJ8RqkWHegaEwxMtIRCESuvgJnNZDDT586d+yJIXLfYby3sPEhDVhFDQ0PtbBxsrG3MLExJJGJJYWVZkbiSA8zt9Ky6khNik5asWBgbG9sKQ7O1tT247/DYiSNLciQZn0pIejJtOs7AhIrgYVZeYVYWIzMrfdiwYYWx+rHXGrEk2kbInJOGJ0+epBsYW1vZWttYauvQSgp5pUWCymKgq6vj0FOLlVu4cs3SO3fvtMLQ9PT0dvj4//PvQiEPfH1bjNeSatNx+iYUshaBlVeYm5ubxcx0aN/OAOoUsbuxLkA46O8TtGevH0rEcnvbdpaWlgaGuuVcfilbWMlGEYjUua+uQMjf5uN97PiRX91J0wxLQiAQVixfuc3bF48jfo0slUMiGh3SNSbp6FGKOaU5ObkMZgaZQujrOfTS4spGN5mN8SHlVyYyGTl2Ng6WVhYmZkaCSnFJQVUFRyatwnXpa0igoIdDjm7321Ze3kijgpYDQdAff0wN3BdsbGqYFlVZwavQogM9I7K+sVZ5WUVOdh4zm1FWwZ09a/bZBVxsCqcEr7/Jek7sV69e2dm0s7WxM7M0kYhkJYWVFRypqAzn4Gqgb4G/dT1szfrlrVOWuVevXkeCT3R17pyTKGLn8igGMl1jgr4JRSAQsfIKs7OZWdmZ8xfOfeBf1WgylmNvUu+FsCHdAAvnN+pgGegadHHoEhkfiaJoP/e+H7995FVVB8tb28HS5BwsGo22fv366dNnVJTyc3NyMhjfs7IZdbt+6unpMRm511ZUKVQQRn5WK4YRIJcDxbJU/8XE8LjDvtt9sB/xeLy5ubmifam9jaOdbTsTM8M8Vu6WLVuio6PVNDQcDjd//vxly5bJJVBeLiszKy0zK71u108IglK/ZiRf0c3+oYI1h1brx64jyCKL2NHjhit+F+uni3Xdsrd1tLNpZ25pKhBVBgQE3Lp1q+nS/qqSjBkzxtvbW1tLNz+nkJGdmZn1vd6un1cv3TAVD0m4I2h0aKYdCL2XiG3bWSrWy+h0uqKfbjs7R3tbRwtLczwJOn78+NGjR9VXC8DV1dXf39/Otl0RqziLmZnJTM/KYmB3LS8vT+G5rl69Zvbozc8CfxqO2jr54/8kGvzXMZpjB3vFopK2trb1D2ys7drZOlpZWevRaTdv3ggICFBf5MDKymrHjh39+vVns7jM7Kx0RiqTmaVoRq5I4+jfv/+Vs2HXlvMVE5CGhgYgMC2I8tf8iYo6Q2QyWdFM19raxtG+o421rZGZfmTkm23btqkvtV9HR2fTpk1//DG1lMPLycnOyEpj1rAkilepsbFx+nfGpX95imhxg0MDYPAq4qWIPfv278V+xOPxis7ctra29jaOtjb2xmaGWczMLVu2xMfHq2loeDx+8eLFixcvlgjRvNz8TGZ6JiMNG1dOTo6iUAuCIIy0nKjjREVxZiWPm8sEMpv8YuqMydUfwXBtS2LdzsLatKKyzM/P7/79+02X9lctyaRJkzZv3kwmauXnFjKY6ZlZaYqG1oWFhQpLEh72iFzgmfiwcUti1Y3YbWZ5+072ivmzkZERZv+trKzsbR0wS4IQ0JCQkFOnTqlwB2Utevbs6e/vb2luVcgqZjAzGcw0JpOJtdbNz89XWDDvrT4Tei1/daRxS0LVh6cHadnaWyla3evq6ioaPNta29nbtreyttLWo1y7dnXPnj3qS/G0t7ffsWOHp6dXEYubnZ2VlpGSncNUWBLFAtGoUaOOHbh0c+3PyUxDQ8OaCFvYGWIGtik5WJ7de2azsmUymaWJZfzXnye3toNlY2PHZDLU+hXNRldXVyAQiESNuLe1mnKbOOK7j6Y8Dqw2muadCR0HkF4crcAmN3rmuHF+BAsr00bz/uh0enFxsZriWFpaWnK5vNHCOSNHjjx+8PLNNdWi0gyRYSu1b22tDtIQKNDYLXr3/UuxmD+OAM06SevRy7XRkoA6OjpCobDRP6yCX1ISPB6vpaXVaCTJ0tLya1LqhX8qsNLnOCI0ZpPu0+DyKm610Zy4Xe/FsQrFnvnxfsSN/v80mrBPJpNxOJz6bIeRkRGbzVZ+Dh6Pz8liPd8H2JkSAACAQL+5WjmJkqz46j/4kKXaKa+FeV+qX3V95pNepYZu2LhO+WUJBAKFQlGfg2VoaFhaWtpoytfzJ6+lqd2+PqvWyc6DSRRd5MOt6uVCt4kUQaX869NqG9ppEJnY5cvAIX2UXxNBED09PfVV6dTV1eXz+Y0Gbnfv2juw8/y3p6qFN+9M6DSI9Cy4erOqjSvRxgX/+nQlNluj2+GHboCsbM0avayRkRHq/+sRAAAgAElEQVSHw1GTJaHRaFKptFFrNmnSpL0+J8M2V2ugjjEyaIn2nW3VDylVDx66QufB7jKs9iOBAv19XLurc6dGXV49Pb2qqqqmR8R/yZIQiUQymdyowjs4OMRFf7qwiIfVCySQobFbdMMDyhW5PpP99J4cqlDsNJy8j/Tv2r8aTdykUCgwDKspTRCCIENDw0brFJJIpLycwvBtYm6eFAAAQWDgYtr3SJHCdAxfpZ34SKDI2R2whBgWFbJjp6/yyzbxD9tsDA0NuVxuoylf0e/iS97bf39brbrdRpFgGPkUXm1JekyjlhfIUt9UP4xdR5LHrrIQiKpA0xwsA12DLg6dJRLJ14yv5ZU/95vXdbDg5gyxyWisdwUAKCsra9QJIJFIK5evTrxX/fBYdSeO2koy7/bzBON2uPb9cENWExAcBAAozZcWpsrnzJnb6LerzyYCACorK5tSltB7046kH5ua9cxxE/zJph1xWgbVpdGM7PDG7aFxO0hkHRgAIBWjyRGSTeu3NnrZ8vLypntX4BeVRCKRNGWdbv3aTd+eizHviqQFj/EhmnWBje3x2KdEKmzeBTfej2xog8OOJN0D2zbvaPSyAoFArZvvGvWuAADTp0/nFSKYdwUjYOBSQpfhBLr9z4J2xl1kIzaS7dwJ2I+J9yULF/xDo9GUX1YsFqs18aW4uLhR78rJycmlu1vq62qr5zye2G8RRc/upy7p2Yv7LaC4TCBiP35/I+zm1L1r167KLyuTydRaA72srKxRJ0BLS2vRosVJ96vfVbbuxBEbSSadf/5BjOyRzkMJg5YTYQQAADgMSQULnjFjRqPfzmaz1WdJeDxeU/aIbdu8M/le9VzdwAo33o9s0QVH0qp+uRjZ4826wKO3EbEjYj767bl4/dpNjV62tLT0l/INfsmSiESipij8pvVbvz6WYN4VWRseu4Nk3AE2sq+2G1R92LQjbsIusp559ZHk+9C2zY0vU/L5fPVtwkBRtClVoGfPnsNOk2PeFYKDhqwhdhhIMGqHV5xg1hWM3EKydq5+3BLvyVYsW0kmk5Vftol/2GZTXFzcqHfVo0cPexvHtPfVquv+B6H3HKqe3U9d0rcXDVxC6TqqemjfXgilP6qBCYX5qalbav1jsa7WvH5JWYlEIpHKpArvanT/UVilBsV/MNTrYIWEnFHr9dXN/PkLCr/Lsey5zoNIA5bBg4b0l0jFNHr1+0zPVrpk6ZJPzKdjfElEKgQA+HRbtmXjNhwO15ZyNwEvLy9ba4e0dwIAgFlHwgQ/ysKls9+9iTH+8YAZO+BDT505dMJ/yl6qnhkOAJD0UDRx0iRLS0vVSqJyJTE0NPz7778/hYkAADRDZOJucujVgwcDDxq1q75rxu3wnz9+nTP/z3HbKVbdiQAAxgeRDsV46NChqpVE5cAw7LPV7/MdOQCAQIbG+FCYvOg5c+fo21W/uUk0mELDefby6DkP7TKMBACoYMuYCeKlS5a1pdxNY9uWHYn3JTIJCkGg30KykTtnwID+Zo4/DbqZI6lfv746XfP7LiBCEJBJ0cRwqe9WvzaUuYks+Xdp9kcxljPXZSjRc568V5+eZC0cNnsBAOjZSebNn8coez/Gh0IgY5ZE7rN1Jwyr10S3nMGDBxvomGbGCQEAVt2J43dS5iz4MyEuWWFJjByQQwcPnb4aOHE3GbOcn++JZs6cSafTVSuJyi2JmZnZ5MmTEx+IAAC6prjJe6lBJ/1PnTht3K7avBu3I0S9/bBg8d/j/chmHQkAgLR3AmtL+169eqlWEpWDw+G2bvL5dFsGACBQoDG+pE/MJ//+u1j/hxdCM0RkqHTg4H79l8KdB5MAANw8aUGKbP78BW0pd9Pw9fZLvCdH5QBGwKDlZLJD7tChQ0wcfvqOFh20evX2Mu/N7TOfDCAgFaEKp00kKsrI2FXrX2FhWM3rwzDMF/JTGD871T54/bDmv59nqnmkvzE4HG7jui2Jd+UAAOdxpK6Tpb37eSYkJCR+SvppO9ohcXFxs+b8ef/FxbHbyRQduChDwi/GT/2j8ZoZbcvWTduTw+WoHNi4Eoeuw0+aOvbu3TtRcZF0+x8W30Yc+yE68OD+tZuXj9tBptvhhZXyby+Eq1asaVvJG2XZ0uUZUSJ+uRwLy+3a7+0fsPNDfJyuTbUXYmSPxMa9D38QPnbCyEEr8e28iACArw+grZu2t6ngjTNq1ChITM1NEpNo8LgdlMiP9yZPHR8dHW3qUO2FGNvjvyZ///r1q2dvd8cRVT2mkQEASfdka1avI5FIbSp7I9jb2w8ZMiT5iRDGgUErSJVa33r2couNjcURIaoeDAAg68BECvLhw4e+A7yqaKmDVpJgHPjyRDhw0EB7e/u2Fl8ZBAJhzap1WCDcdSLRcSTfs7f7ly9fkpNSFFFV03ak6OjoKdMmvEkIG7uDTNaG876IUQFlzJj/Y++8w6K4ugZ+Z2b70jsoKNKrCgKrVAEVFEuM0ZjXqIkpaqxJ3kSjibHG2JJYY6KJ6YkxscVe6NJ7B0E6CCy7Ozvbd2a+P1ZpIiwyLJjv/T375IkzZ2bPZc+cObedM3tYde+frZu3F1wGgASOU5iRG+hzXph5+Z/LqRlJFo+jEOOxqozM9D2f7dq9f+uLn3HNxtCkIqIiWbF2zfrh1bxf3t3w35I4hRwjzO3p83ay/7tl3aEvDqRlpBjZd3gSOCU94cLFCy8unDP9v/SxvkySBPmXiI8/GumeZMGCBfJ2enOFimMIz93Bvnz352Wv/SctLc3isUFaONDzcwuys7P9J/u6zZFNnMcEAORdID58/6MRPnzg7u4e4M8rui2jMaAZ/2XzQX5oRGBycrKhOYvBgQAA+uaIQqnIzs6eEuwHLKsj17HhgVS0iQmbFR0c1SbkiyX9z2YMbYC1dm3/k2UjlhdffFEuoDdXqKYsZY0KFEwKmFBaWgoASE6L10QhDA5kZM4uLi4mSXLje+u+/uHAi59zjayRgovkx1u2Q9DITYHh7u7O400uviN3DmKGrIKjZkVqVgpnZmYYd/gOR3pWVhYA4Icfvn/9rSUxW5k2boz8y6oVK94wMjKiUBlqjYTL5a5buyHvEm7tQp+/m7Phg9VHjh4GAGRlZVk/HgsxslelZaQAABISEkLCpgQsIz0imaWJMjcXD19fXwqVoZxPPtpR9A+kZ4q8sJv9w59HV7y5HMfx6upqmEZyTWAAgIUjLSU9EQBQXV3NC5xk7N0a/AarrVbdVkUsWbJkuNXvi/ff/aD4lpIkQNQHrBpx6ozocAzDSJIsyCu2GEcHAFg60AvyikmSxDBsRnR4tSgl+kMWSYCim6r/vrdpuNXvi1dffbW9BrTVqIPfYFn48XmBkzR79VNSEzVzu1xjmMaEHjx4gOP4ijeXf/PjwXm72PpmSOFlaPsnu4dZ+z7x8fHxdPcqjZd5RDKnrIAjpoclJCQAANIzUo3GPhoLsXZiaTzJ0WNH1r779tztHGsXeu4F9do16/T09ChUhlpPYmho+Oabb+ZdVNm4MWI+Zq54+9UffvgeAJCVlWXl+Gj+3WisKiMzHQAQGxs7Y2ZEyCrYOYhZfEfu7xfg4eFBoTLUAkHQtq07Cy4BfXNk3m721z8c2PDuWpIkS0tLDc1YTC4MADB3gJPT4gEAVVVVvMBJNlOEU5aymitUMj79pZdeGu4W9MX7Gz8svqmGIDDtPcYDQdqsOTOkUimO4+Ulleb2jzxJfm4BAEAoFEZMD0HpJVPXMrR/X/8Td+VK/NX65hFQdszc3HK4VXhGIAgqLqi4sLM94yI/Mz3PxMSk49Ts2bNLUlsPxjT+saktO71bWrzVq95pf4j9uKa1tqx9JM83nfnu58SfBDeO8BvrWtzc3DqOjx49WtgmORjTeHRRs1QiR5DOwD4sLIzfIvp7Gz/nJn/zpo8oVIZaI1mzZm1hAv/cVr6gTRwzK6brKQEf/Xpp88GYxod1IldX147j9vb21ZX1safa734r+PvsAHYt6ZgpU6Y01wi/X9nSUo9uWL+x66mEu6nnt/MPxjTmx7UuXry447iRkVFqcmbuTf6fW/lV9+tG7HyTmZmZSIB991ZLZW77me9+7mp4B/YdTPxJeDCmMeEH4cH9X3QcRxDkzHc/Vea2f/dWi0iAUT7fRBUwDFdV1J7bys+72Z6ekt21c7Jo0aKC+NaDMY1/b+MnxXXLJbFu7fqWBvT7lS3NtaKgoCCda60tf/5+PvaU4O4pfk1Vw7hx4zqOOzs7t9SLDsY0fr20WdjeraMfGRHZ3oqe28ovjOevW0flIBa1nuTDDzbl3ub/tY3PbxGFhYV1HIdhWCKWHVvcfDCmsb0Vs7Oz6zjl5ubWUPvwxlF+wg+CH8/8SqEy1BIZGVl/X/DjmlZ+M/bO6jVdT2Wm5Z/d3HYwprE4pXXu3M6KMcbGxplpuRmX+Oe380sKK0bs8IGNjY1IIPnurZbaEtGxwye76vn18W/ivhUdjGlM+V20fXvnilsajfbrT2dZzH7Wlo1ETp8+O9wqPCPh4eFN1aL8O/zY24lcLrfrKRsbG1QgPRjTGPut6MSxkz0ufGHeC+0t4twrkoTYocrCMEisra1FAknGBWFVRe2YMWN6nG1rEZ5c9vDs5rbMtJ5FOXx9fVua2lN/R1ua+AwGgyp9KDQSGo1WX9Oc9ifa2izw9/fvcTbu9r3z2/nHFjdLxLIeoYaVlVVJYUXGRYGQj43Y+aYrl27kXcXamtFXX13a49Tne/cl/Sw8GNPYUi9ydnbueorJZP5z8XpxcntduXDOnDk61HcA7Ni+syRZVFsqOHTgyx6+e+HChYWJrQdjGgviWxYt6jbzDkHQwf1fNFSKylJEO7aP0Hx7c+bMqSsXFiXxb12/y+Fwup5ydHRsbUQPxjQm/iQ8sO9gjwtffXVpWzOaexW7fmWEFsMYN24cKpBmXhaUFN63trbuegqCILFIcmxx8/nt/IS7qT0u9Pf3b20WpP2JNtQ+pHC+iUJPwmAwWpr4qb+jrc2CSZMm9TibnpL750dtXy9tFvB7Viy1s7OrqqjJuSpEhVLKl6tSRdyd5LyrEkEbtvjlxT1OHT1yIu606GBMo7ANGz16dNdTXC737q2E/Dv8hkrhtGnTdKjvAPhsz77ieLS2rP2Lg1/18CSvv/56zq3WgzGNRfdausaOAAAEQUZsyNgX77//8XCr8Izcvh6vlOM3rt3u4RM1tLeJvln+MOdW6+uv9zIoPWfOHJEAIwiy3/1Nw8Ke3Z8r5XhZyf1Ro0Y9eTbudvL5He2xp0THn4gdAQBeXl5NDS1qJb5s2TKq9KHQSF588UVcTbQ085/0ieBxFHL2o7bM1F4K+1hYWOTnFivl+NHDJ6jSh0IcHR1xnMBQ2cuLXn7y7MKFCwsSWo693CzBesaOAAAmk3n+r0tKmTo1qef245EAi8XitwoVMtXOHb0sV3dyctJEIU/Gjhp27tilkKn4raKRucgsJTFTKVNf+Psyk8nscQqGYQyVHlvcXBDf8vLLvf2sLy3EUBmBE702fNg5/OUxpRwvyCuxtOxl6Cj9Xs6fW/iJPwn3fb7/ybO+vr4Pm/i4mqBwvolCT/LqklfVSry5sbVXH370yIm408Lz2/kJd3vpRdvY2JQUVSjl+OefHaBKHwrx9PQkCBIVSHoEGRqWL1+ee7v15NKHgrZeqt2z2exrV24q5fjdm4lDr+mA0dPTEwkwhUz10eYtT54dP358fWX7wZhGwROx4+CxNrcO9QuNDo6aMmGyPrefLdv/35k4cSJJkt+dOtN1qqIrt6/HX9zd3lgt8PLy6lXAz89PwEfP/XF+KNV8FgwNDTFUEn83+WmrH3bt2p38qzDvTuvSpT2HSTTY2NiUFt2vrKgZafNNEAQVF5RVV9bb29v3KjB//vyi5Nb474RHvjrWqwCHw7l9M04mlZuZmQ2lps/Cme9+EqOS0NDQXs/a29vzH4rPbeWnJmX3KgBB0JeHDpMkOWXKlKFU81lYs2atWo0vX/5ar2chCBIJsDOrW8QiydN6mcuWLVer8TVrRtxOySlTppAk+dUXR5+m+b3EzL8+4bc1oU8bNw0JCRGj0h/P/DKUaj4LZmZmMqn8zs34HgP8HXz5xeGEM6LCpNYFCxb0KjB27NjqyvrigrKRNngAw/D98gdVFTVdp/+6smTJkrzY1uRfhJ/t2durgJ6eXtzdJAyVULtclRLO/vaXgI/6+fn1etbDw6OpRnhhZ/vTQigEQU598x1Jkj4+PkOp5rPwwX8/VKnUS5a82utZBEGkEvkP77S0Puwr0Y89h3PO17fHZ2OX6e9e8fXw0efqIwjiYDsu1C/k2dswIEJDI3X0TZRy5syZY0eO9xFA7Nq1O+O8SCZV0On0p8lMnDixob7haY/ocLF+/fpbN28/zSeCR1FISx+xIwDAysoqP79g5syZlKhElZGEhoaWlpT1MSyviUL6iB0BACwW69LFy1u29NIBGkYsLS0bGxp5PN7TBCAIQoVYxt/ip8WOGpl9e/cPKMm+DoBhuLio+MlJz67cS8zM/Bvre/htyZIlxUXFT+sRDRfnzp3bt3d/HwHEl18czvhb3EfsCAAICAhoqG+wsrIaGh2fkc2bN1++9E8fWZE0UUgfsSMAYPTo0SXFpVOnTqVEJao8SVRUVEFBYY9Jz65oopA+YkcAAIfDuX7txrvvvkuJSlRha2vbUN/QR2xEo9FkUkXG3+jTYkcAAARBh7888tNPPw2Njs8InU6vKK94aUFfA6J5WcWZf2N9D7/5GBqSMTE9Pn88/ouZGpmG+Yd1PK0wDEdOjuCyO9+ndDo9KmjGoFujHc/jGqzRo0dv2tTPpqR58+ZhQkVeVnHfYk5OTuvXj6CtyDQabd++fX0vnxozZgwqkMqkir7XRhgZGe3aRU3+IaqM5NNPP+175EkzFoIKZH1v8KHRaHv37h1R802rVq3qd1NSUlwaJlT2u1Vww4YNjo6O1Kk2WKKjo2fNmtW3zKEDX0hF+JeHvupbbNasWdHR0dSpNlgcHR03btzYt8wrr7yCCZX3Evqpkuvu7r569WrqVBssLBZr7969fbsINzc3VCBDhVjfA1Smpqbbt1OT1IAqT7Jz505jY+M+BDRjIahA+rTBcg10Ov3zzz/voxOue9atW9fvdHNORiEmVMyfP79vsQ8++GBEDR/MmzcvMrKfCPubr09JRfiunX3tzO07wAIATJ7AG2Vho/l/O2vbiW4Tu17uNMZponu3I0PIggX9ZyIeaRgaGvYrY2trS5LkN1+fouRuOkNPT0+beT0BH83JKOxXjMPhUOI7KDESBEG02fKdGJsq6747slcgCDIwMBi8VlShjRXt33eAJMmue0IHczedoY0yixcvJklSm7Tmz13TXFxcSJI8dOCLfiVHVNMMDAz6ndeDYVgqkffYHdkrXC6XkqFHSjwJnU7vdd1tD7LS8kWCfmJHAAAMw/0WUdAl2ljRiePfkCT55P6nZ7ubztBGmRUrVpAkOW/evD5k+g2wTI1MQ/1CNT99qF+IPrfzvWNnbRvqF8Kgdw5hDG3GsHPnRu5W1aehTZ3zurq61pb2lLRkSu6mM7QszpCbnVdcVtSvmDbVeLSBEiPBcVyb1iWnxrNYzH5rtpAkiaK9rPEcLrSxovSMNEws6bdSpJZ30xnaKJORkdHx38HfTWdoo0x5eTkqwtIyeu6ze7a76Qxtng6CIApyi+6lJfQrKZFIqFCKGk+iUqm0qeZ+Ly0Rw8T9FikiCGJIi2sNFG2sKDUt+aWXFmhTHH1E2SS1nqQP+EK+UqWwNrfCcVwilYglj9479qPtx9jYpeSmKlWdNXmGdp3ysmVvDen9h5HMrLScnJzh1mJISMlIzMzqv99JFbo0kqzszJSMkbj/ZfDk5OTk5Gb3W6XreaSqqkrQLqisrBxuRaiHJMmc3Kx/sSfJys7U2dfp0pNkZqX/iz1JZlb6cGsxJJSUlPD57Q0NDYO8T3l1hdMYJwdbh4qaCs0RpzGOmuhKoexWh3doA6yQkOdykbs2JCYmFhb2P4/2PJKRkTHIGH9A6NJIdNw0XVJZWXnz5s3h1mJIIAjiQXXjvzJ2BADcvn27oqJiuLUYEv7nSZ5HioqK4uPjh1uLIUGlUtXUNA3+Pk8We3axd9Hj6E2bEqkp9kxDdFJNyN19JCaCooQRtb6PWmxsbHRZbUqXRgJB0IjN/jd4/sU2GRGhq405Oudf/KvZ2trqMgWDLj0JgiC95hH8d/Avtsl+PQkbQcYbGPT4jOm+WxaG4Qmu47XJdzWyEpD8j//xP/7H//gf/+N/jExiwmaRJJlXlj/85Qg/+eSpuTSed0Zgwkaq8PT01OUeOl0aCZPJHOHlnAfDv9gmv/12ZCXdoZB/8a/m4+Ojy3QnuvQk+vr6fWQKfN75F9ukjj3J0K7BGjOmn/ynzy9vvfWWjY3NcGsxJERGRgYHB+vs63RpJDweb0SlSqIQIyOjDRs2DLcWQ0V09AitfTZ41q9fb2pqOtxaDAlRUVGTJ0/W2dfp0pMEBQWN2Hp8g8TGxmblypXDrcVQMXPmv+hX6yNj+PNObW3VwoULh1uLIeHq1b/37ftMZ1+nSyPZunVLQvy/cyV4dHR0a2vzSKs6QgnW1tYkSf5b+zMtLU39plp9TomLu/7JJ7orR6tLT7J37+7r1y/o7Ot0yYIFC+rrqodbiyHBwcEBx3ETE5PhVoQi/q0Blp2dHUmSp0+PxKrAgwSCILGYX1Sou226ujSStNS7crlkROVWpopDh/ZpmWj0uUP7RKPPHZpEo199eXC4FaEeGo0ml0sy0uN09o269CQF+akYJhhp9Vgp4dtvj2uZaPS5Q5tEo9QytPZx+PD3Q3r/4SIwMFClfBgerquajjrExcUFgXEnJ88+qoxRi86MhEajeY/3I3Dx+PHjdfONumT69DBc9TAoKGi4FaGeiIgQQLRMm9Z7oevnmqCgILXq4b+yad7e3gQu9vKepLP+jM48CYvFcnbxhiGVq6urbr5Rl0SEB6uU/05PMmNGKCBahuLFbWNhE+YfFh0SFewbZGrUOeM/tAFWa+vDIb3/cBEdFUEjrlhb2/Zd/O55JCwsjFTlSCX3dbbOUWdG4uvrq5Q3w0Q6VcVlRw5cLtfZyRMhLsTM+hdmnps+bSpQ/hkZ+W/71QAAs2ZG0IiLDo5uI6qgCiVMnToVJjIUsoZJkybp5ht15kkmT54sk1SS6uywsDDdfKPOMDU1HTVqLJ38Jzo6fLh1oZ6wsDCg/DMqqq+mGbgYzEyZ2eMzcWc/5QUtTC3S8tNuJt2qqq/y6VKLcGgDrE2b1g7p/all7NixWkpOnRoMEQUKaamWUYihoWHf1UOHmrFjx2q5OidqRhiHWcZlloWFabXOnU6njx49ejC6DdJIbGxsmEymNpLBwcFMWikTKY2O1nbAQHuTGAoMDAy0XP4cEBAgk1QCdU5gUKCWNx/epsEwrGWuHVNTU0vLUUB119zcWsv+jJ2d3fDO3Wj/tw0ODgbqXLnkfkBAgDbyJiYmw1slU/umRUeFMmmlLHppSIhWnoTBYAxymd0gPcmoUaO0HGwLDQ3mMMs4jLLoqDBt5CEIGt7HzdjY2MjISBvJyZMny6VlQJ0fFqrtPqfhbRqNRtMyteHo0aP19fSB6u6YMU599GcgCIIZcI8PRH/09jQ1Mg3zD+t4mcIwHDk5gsvm5pbkyuQyEpAEQXRN5j60buj5SjTq7u7+888/W1pa9i1mbm5uYWED8Co9dllkZFi/t33llVe+/fZboVBIjZbPBAzD165d8/Dw6FcyODgY4EU0qDi6zzC/Q/jKlSuDLNs3SCMRCoUXL16MiIjoV3LWrKlMpBjghf7+U/p9ATs5OV25cmV4FxGiKPrll1++9tpr/QbH4eGhHGYpIBo5bFa//s7U1PTUqVN+fn6UKTpwCIJ47bXXtm3b1u82/qCgILm0BAClQlrU7+ZWJpO5bdu21157bXjTvvv6+n733Xf9hoN2dnZcPQ4g6rms0vDwfoJ+CIKWL1/+1VdfDW+VTDabffXqVWdn577FIAgK4AUBdREDLpk1s/+hx/Dw8MuXLw+ytt0gPQmKoleuXAkJ6X/+aGZ0OB0qBnhhYGD/82ju7u7Xrl3TZermJxEKhSdPnvzPf/7Tr2RkZJgeqxQQ1WbmVhYWFn0LW1pa/vjjj56enhSp+Syo1epVq1Zt3ryZwWD0LRkSEqJSFACglEvKn3l+hi/kK5RyG3NrzT9HW47iC9slMgkAICZs1syQaC9nr5yS3Ge7+YA5ffqsjr6JIq5euSiRiNaseaePF/D8+fNF7SkkGkNKNpWVZvdxNxcXl3v3YtVq1UjImLJ9+za1WnXw4Od9BA329vZSSSuJxpDiRQq5pA+TNTc3/+23HwiCWLx48SAVG7yRzJ49myTJ83//bm1t/TQZGIYlmIAULyXRGLGoto9fhMVi7d69Q6VSHDq0f5CKDR5HR0eFQp6dda9vL5aVmUBKPyXRGFQQt3Tp0qeJQRD0xhsrxOL2+PjbQ6DswOByuY2NtfX1lX1vdz9y+Atc+iOJxuCyH44e/bIPyWnTptXXVTY11Y2EvTWxsTfF4vY333yzj+B4yZIlaHs8icaQ0m052Ul93M3T0zMrM1mhkDs5OQ2BsgPjwIHPVSrFnj07+1im6eHhIUbrSTSGFL8qkQj7cKdWVlZ/nfuVkqXHg/ckixYtIgji999/Mjc3f5oMnU6XyzFS/DKJxkiwlnHjnpobgsPhHDiwV61W7dy5fZCKDR4PDw+1WpmSEtf3urGS4kxSsplEY0TtKS+++OLTxGAYXr16tUQiun7t8hAoOzAMDAzaWpurq8v6nrE98/1JQvYticaoJb/t3bv7aWKGroYxWTE9Pj57fToETI1MQ/1CNc91qF+IPlev4xSNRnMe6zxloq5Sk0UCkoAAACAASURBVDx3xZ7t7OwUCqlS0VhWmvO0jJQnThwmZGdINIZE5ysUkl4HG9ls9r7Pd0sl7bhadPjwoSHWWitYLFZ9faVa2dzaWjd37pxeZZYtWyYWxJJoDInGiARlvYb5MAyvWvUWJm7D1S2pqXGDV4wSI7l96x9c3SbB+Bs3rkMQ5EkBLy8vsahG0zQpen3Nmnd6vc+MGTOamx+olU1tbQ16enq9yuiYXbu242qxTMo/evRQr6EDg8FQyCWkeBGJxpDyr3/9tfelvt7e3nm5qQpZo1qt6HcEQjfMmzePIHCppOny5T+fNj1UXpZDSj4k0RhS8kFFee9dQxsbm0uXzkolTQSB63KLUB84OTmpVQqFrDE/P83bu/eRlZ9/Pk3KT5JoDCleqFBIep3p5nK5Rw4flEn5uFq8e/eOIdZaK7hcbmtrvVrZ9LC5OioqqleZVatWSUU3NI8bKqrudVsJgiDr16+RYHxc3RZ799rgFaPEk9y7dxdXt2LittWr3+41LuTxeCJhuaZpYmHs8uXLe73PnDmzW1vq1MrmpsYHusy22gdffnkAV6NSSfv+fXt6DY719PSUCimJzifRGEL2/cmvj/R6Hx8fn9KSbKWiUamUDu/8YAevvLKYIFQy6cO//vrlaXNQdbVlpGQDicaQ0q35+SlPu1W/ARYAYPIEno2FtaWpxSSPnkECDaFFB/f+UPwPAAD44IP3MVE6IdmBiRvPnv3lya5MVWUhKXlP84AJ27OfTFy5dOlSPr8RE5wnpXtaHtZwOBxd6d4PISEhmLiOlHyACovT0xKe3NJ/9uyPpOy4pmlK7O+tW7f0EJg8eXJ5eT4qSCMlmyQSvqOjo65074fRo0djGJ+UbMVEqXV19yMje671Xr9+nVR0RdM0Unbw+rXzPQTs7e1j717D0EpSskUsqpozp/cYVPcwGIy6ugpSdkCGXhAImpctW9pjUCQ4OFjYXvyoadg7zc3VPe5gamp69o+fpZI2QroXE8bu2jX8/ekObty4qMJ+Uoq/lmD8Xbu29wgyjIyMFHKMROeRaAyJzlMosB5LSZhM5s6d2yUYXyn+WoX9ePPmJd2q3xc7dmzDhHGEZAeGNZ394+cnl9M1NlaR2JrHnqQoNLTbLCEEQcuWLRW0N8nQC6TsQF1dRb+TIDojKioKE9eQkq0YWhkXe93e3r6HwJUrf5GyLzRNk6H/bNzYMwVuREREXW0FJkolJVskGH/kVAh1cHCQSPikZBMqSKuoKHgyUepHH21WYOcfe5Jjf57tmRnczc0tLTUeFZaQkg8wce2Tvmi4YLPZD5urSekeTHCez29ctqznUPeMGTOE7TmPmiZ570FVUQ8Bc3Pzs2d/wcSNhGQHJkrbvPkDXeneP/HxN9SS00rxd1KpcOfO7T0eFktLS7lMRKKzSTSGFL+oUEie9l7WJsAyNTIN9QuZMmGyod6jBZEeju4MOuPRCNYEXY1gRUfP1dE3UQeNRqu8X0hKd5PiBTLRT6iodePGDR1dGRMTE4Wiw+PHqKW/HNjfWZ/BxcUlNSUOQytJyQckOg9DK0dIf7qDCxf+UIh/IdG5aslJmVRw6OC+rr2rh801JLb60QMm3XXvXudEkpmZ2dmzv2DiJkKyg0RjMOGdPRT1p6kyks2bP8BEaSQaQ0p3SLDGv8790nUNwfVr50nZwcdRyOso2tYRpjCZzF27tkswvho7SaLzVNh3d+5coUQlqoiMjMTEdSQ6n5SsR4VFGRmJ7u7uHWc//nirEvvrUdPQ2TJpe8frCoKgZcuWCYXNMvQCKV5ESrfV19/Xck+AbrC1tZVgfBJbQYqXi4Vx9d2D45kzZwrbsx43LUbIz4iJiek4GxkZWV93XyyMJ8XLSWzFiHpPAwAYDEZ93X1S+ikpXiRHL4jRtrfffrvD6mxsbGRSwSOPj8YoJec+/fSTjmvd3d0z0hNRYREpWU+i80fUe1rDrVuXVdj3Gk/yZHAsFLaQ2IrHUciBWzcvdpwyNzc/d+4XCdZISneQaIxYmLRlyyZKVKLKk+zatR0TxpJoDCHZgYmbzp79petyuqTEm6R0z2NPsqrlYU3HKRaLdejgPplUoJacJNG5SuznS5f+pEQlqpgzZ45YVEWi80jJBxh6P7X7jOHnn+9RS359/LjNVcjFHb0CGIY3btwgFvPl6B+keAEp3VlZWTS8C8t64OrqimFtpPg/JLZaKs4rLcny8emMiubPny9qT+3wJCJBt/5MUFBQR1v0HfQjr0X2+Hht7rmkZMqEyf5enctYba1tIydHRAXN8Pfy47B0NaTy3K3B0hAUFCTBmkjxAhKNIbE1mKggLzdVs2pn9uzZwvaMjt+JlGwpLEgDADCZzD27d0glfM2jRaIxKuzU3TtXh7spPbGyshKL20jsbRKNIcVLJaJbD5urNYNwtra2Ugm/w+OT4sUymZhGo0EQtHLl22IxX655SaMxpGRLU9MDqhJlUWUkNBqtsrKIlO7U9FGU2M9i9FFwDEEQiraR2OsdPxwmbtR4lmnTpjXUV4qFcaR4mSb2kmD8EVhM/tKlP5XYz5oQCpcckUrbT5w4opkxTLl3m5Tu6mga2p6oWRjn4eGRnZWMoUUktk4zo42Ja6dPnz7cTenJ1q2bxcKkx2H9DgnW+M/lvzTB8YH9e3HpLx1NU0t/OXRoHwDAwsLiry4vaRKNwURJn3zSc8B12Jk2bRomrtXMuZDYOgwtzM5K1uw1WbRokag9qdOTSHempd4FAHC53BPHj0il7bjkiOZhVIh/vnzp3HA3pSd2dnaPImM0hhQvEwtuNtRXaqzL2dkZEzd1Nk28XCzmQxCkeUmjolY5+jMpflHzc9dUl1I1MkeVJ2EymfX190npNs1qVLn4gljMX7nybQiCEASRSVFS/EpHf0YqeeQuoqKiHjZXS0S3NAs9SextTNxmZWVFiUoUcufOFRX2nSaEUktOSiX8Pbt3aLrZ+XkppHRrZ3+mPV0zkO/l5ZWXm4qJCkhsLYnGkOIFEqxxBCbKOnhgr0R0U/O7ENJDEqz1m2+OGRoaAgBOHD+MP1rY060/Y2Zm9tuvZyRYM4czACOEYXiC63h9bv+pVXpZrUIhIpGgpqZqSL9iKKitrfX1nTRunBsNFABSyIBiLcz1X39zv4mxkbu7+xQ/KUQUPpYVGVusvJeSeuvWxchwOzbYBxNZAJAAMpFB62NmL2hvbx/OljwBhmEEQfKmLGbAiQDI6FAal81/cdH2SZN8WCz9sBBLJtyx2FYpw0Mr7jec+varZa/O4sJf0cibAKgAoImJTStWbCwsLOzrm7SGKiMhCKKoqGz+wk8Z4BYASoQsZCBFwWFvv/jiouZm/ksLZtGJ3zqE1aRDcwtt9erXd2zfZMz+lUH+DoAMAIDhK788/Of58xef/j3DQ3Jy2sp3DjCge4CUQGQlHSR5es9886338wtKN258l4afAeDR3mAG00KhcpjoM/77774ZZZ7EJE4Akg8AUEJzk1KwTz/dOZzN6I20tIy3Vn5ooNcKiCZANNDBnXEO499Z81lLS+uSJS9ZmiQDolkjCUOIoVmUXK68dvWCu3MLizwAiGoAAKBNbBUFL1z4HxzHh7EhT1JVVRUSOtXOzhYBJYAUMECslZXJijf3c9gsX98JfhOEEFHySJRETW1WpqVl3L1zebK/IRt8DhH5AAAAW8ih1bNmzR/kDjvKEYlEbDbHx28uA7oHgIwBp+lzsZde3uHl6aFvYBIWbMSAUh/LSlXQzOLiyp9/OrnwpVA95AsamQAADgADIzb9Z8nKiooKilSixpPgOF5R8SBm3iYmdAsABQ1kM5DSiOnrYmLmCEXSmJggJugskiNXuzQ2E//979qtWzYYsX6gk3898iTqNXv2fn/9+o3B60Mt9+6lv7lyPwMkACCFyXI6lOrHW/jGG+vz80vXr9+AqE8DoNZIMhjWYsmosLDAb785amMayyC/BqQAAKAAL928Xb9v/4hYW9yVpKR7q9d8ymXVALIFIh7QwR0v79A163bX1jW++carJnq3AdmmkUQQhr7RVBihX71y3sutmUXu27G3CMdJbb4lJmyWo53jg4bqNkFbv8L/wspllGBlZVVRUagHbQFEw6NDkImMWM42mAqkWwCe3yGJkZ/DiCkH/h6okzsOSsmNR46nbNq8VcdqawOdTi8vyx9r9RdQP/aAEEsJLURYL8CqHyBVF98BVsLMMET9G4L/A8CjV5cafiEx3To8fKbuNdeGixfPRkeousRSEEGLVsFL1PJ0LtxlDxo9imCsVEkvM8FvgJQ+OohMaBK9Pm6cu1wu17Ha2vDRRx9+9OFcLrSn8xDNT0q8AUglh+ySAQhxBpyDUjSJA5/ucCgANpeCAx6evtXV1brUWUumTZt2/u/TXHIDAMpHh+BxEuJtNtcZli4G5OOfA2ISnN9kkvtc5CTAKx9fTZdAX7244M0bN0bcywwAYGdnV1ycwwX/BUTLo0OQmZR8naMfDKTvA7ysQ1ICfQVBbA58Cqg7C1VJyM2f7bu8e/deMPJgsViVlUU2xmeAOufRIYitAIvpnDmw8iRQda5blxLrEVYAnfgFVl8D4FEGDRX88o1Y1uzZC3SvuTbcvv1PKK+FRvz9+ACCI7Nw2iu4PJ4NdRZJI+lzCfpyXH6eQZ7tNFRaQG3LS45OXiqVStd6a8Hu3ds3rAnhQF0KNNGmSInXCbxdD+qyrArxApw9MjSWDZ8B5OORAthGQn7m7OLV2NioU6W1Y+7cub/8dIgL3usIEwHiIsHfYrHtENnizoOQHsn9RSou4iLfaDppTLOrSiX1uV2GNsB6//2PDxwYcT1mLdmwYf2ObUv0ke4rgpHxgCgFpKLLES9AVHQ+WgAAxLtZ9NY4BzeZTKYjXQdISEjI1Su/c8G6bmrDtgCoOkYLAAAAHgdIkWb84xGQmQQ66OU16cGDB1QpQ62R2NjYlJUV6EGbAdHl+YeMAGwB8PIuR8wAZACIrv1dOga+XLho5bVrFGxoGgrodHp5ecEYiz8hPK3zKMQEsCvA87oIIoA2Aaizul4rxj/cf+j6zp1P3Zw87Fy6dG7GVDmD/L3LMQjQJgF1Rjc5mh9QZwLQ2ddUQgtvxevFxMzXkaIDZ8uWzR++H6OPdC+gTvMF6rxOjw968S0k4l/bssjZxUupVIIRyYwZM879+Y0e2ABAl0gCtgcAA0Rr5xHECRBtmvGPxzLWEnKvi6t3Q0MDoAhqPcnYsWMLC7O44P1uDYFMAWzUJbgHALYCgAGI2i4yTAk4HDP7P3FxcVQpQy0sFquqssTa6DTAu2zLhVgAdu46dgAAAyBu3X0LEOMff7rz90OHvtCRrgPnzp2rwf5NdLLrNiYY0Cb2cIk9PMkQBVhDm2jUzW348z89M4cPH6mpByQS1u0ontctugIA4AXdwhTAkBArly57c8RGVwCAhISEi5duyMmXux0l6rpFVwAAoqpbdAUAhr+5Z89+CqMrQLWRNDY2fvTRNgxf3a3zQAq7RVcAALKte3QFlNCLsXHpIza6AgCoVKolS1ZIiTcA1GXXN6no4QEBwJ9wJbzWdpPPPvtcB0o+M2+++Y6SjAJw11XqZM/oCgCgzugaXQF4tBLMXLFilQ40fGY+/3z/wzYDEume9ESd1S26Ak/4FoglJd78z5LXR2x0BQC4cePGnTupSqj7KBTxoFtQAgDAK7pFVwDC8NVbtm6nMLoCVHuS6urqXbs+l+Arux0l+d2iKwAA0dwtugJAQb58+fLtERtdAQDkcvnSZW9KiLcB6LLwiJR3j64AAMoevoWkhdY10r788itdaPmsLF/+thKaB+CuyRqIni4RPOFJhoahDbB27qRme8iwQBDE8uUrZeRSAA0gb6ESmh8Xl3Hr1q2hU4wS1q59T0mGALjn/uq+oAXwhaYHDlA89U65kRw7dry2HidpA6noCY9Sgqi33hrplZ2Sk5MvX76pIBcN4BqIJSVWLFv2tlqt7l94+Hj48OHWj3dg+FsDGlYXq9/45JNdDx+O6JqnarX6tddWSYnXukXG/aEgF/7zz63k5OT+RYeVlavWK8EMAA+gXhZJC66tJ44cOUqtJpR7kgMHDj1s0wM03gCuge0VZOiate9Sqwnl3L59+25sqhIayLgvxJURy5Yte3t4yyT0S11d3f79X4pVT8233BuQlqXkBsoAAqw1y9/p+Gh5SXX187fCvSu5ubkJiekyfKG2F8AWgP7C1o+fg1nR9vb2o0e/QVWvaf0+Y2Dq5du2fUZ5f5pyIyEI4pNP9kjxVwGk7T5HVLn0++9/bm5u7l90uPl0+x6IMVP795mCfCE7pzQl5amJ9UYOp09/J5VbkDRtq1iQyBS50ubUqdNDqhUlpKSkZOeUyAmt32fwKIgx69Pte/qXHG6am5tPn/4RVS7T9gKIJcWXbtv2GeXvaco9iVqt/vTTvZh6ebeRnj5BlcuPHz/F5/P7Fx1uPv54F6C/0H2kpy9kxEvJyZk5OTn9iw43hw8fJSAPQOs9VfiTkEhoR5oGDo3jZ+bX4+Og76DNfUZZjpoZ0i0v5gCitjXL3zl65pj28gCAI0e+W7v29QFdMuzQ6fRJkyaFhobEzAr38QlQq9pY9EI6fqbneH6v0HzFiigG26O5uf72rbibt+ISEhJGzmsbhmF3d/fQ0NBZM6dOCQxGYBUNFLOgn7qP3j/t4jES/CWY5oFh0oSExCtX7yQmJt6/f3/wWlFlJPb29iEhIdHRU0NDQwwNDQllEZf+V8/x/F6B9OVguZpwIwE7JTXp6tXY+PiE/Pz8kdNRs7CwCA4Onj596rTIMJtRdgppiQHrJlCn9X8lgFTIMpnKm86wzMvNuHotNjY2PiMjQ6FQ9H+pTtDX158yZUp4eMjM6AhnZ0+ZtFKflQqrtaq/QdBmieVT2ByH8vLCa9fv3r2bkJycLBaLh1pnLWEwGH5+fmFhobNmTp0w0V+lbGHT8+n4Ga0mJmgBqHw6k+PW2FB763bczZuxiYmJLS0t/V+oE2AY9vLyCg0NmTUrfDIvCILkNKiYBc4AUos/PuIgUb0IMzxEIlF8fMK1a7EJCQmUrDqgypM4OjoGBwfPjJ4aGhqqp8ch1EVc5Nyj/ap9AxnJyaVq4I4T9JR7SVevxcbFxRcVFY0cT2JlZRUSEjJ9WlhkZKiVta1SWqTPut7L9FkvICpkuVzlRWOYZ2elXrkaGx+fkJGRMXJW8RsYGAQFBUWEh0ZFTXV0dJdJ7xuwEiG1VhtfCNpcPdPVMpkKAOBq6PpL8C89BG413tqU3c/4qJG+kYeTu1Qm7VqLcGgDrNOnz65YofXwz/BhYmISERERHh4SGRliZ+colxbrMQthsgQQVd3XV2kNbAUQd6nChUQmqHFaamry9evxiYlJ2dnZJDnk875dYbFYQUFBM2ZMi44Kc3B0lUurOcwyBlwK8DJAPtPGb8gEIO4ypYuScGWyR+XnZZ2/cCMpKSk9Pf3ZBree2UjodHpAQEBQUNDM6NCJPn64qpUOl3IYZQAv7tzzMiAgNoBdVKS3ROHC4oytvF96/Ubc9eu3kpOTdbyiDoIgHx+foKCg6OhQHi+QhqhhsphNLwN4bs91ctrekQlgBwJyE8ucmRyPxoaaW7cT7txJuHv3ru5722PGjAkNDZ0+PWT6tGn6BgZKaa4+pxwiSgBe1bHFbCDAABkHEHeJ3BlhjhejaGJi0o2b8Tdv3tT9lklTU9Pw8PCI8JCIyBA7Owe5tOSxJ6nsuXZTS57wJNeuxSclDYMnYbPZgYGBUVHTomY88iRcZhkdygdEGSCf6emATADiLlW6qLp7krS0tGd7bT+zJ2EwGP7+/kFBQS/Mm+E93lcha2DApexBeRIOgJ2VpLf0sSe5dj3uxo1h8yTBwUFRUY88CYTncphlAC9+Vk/CAvA4AnLDFJ4sjntt7f07txPu3E24c+eO7nMS2dvbT5s2bcb00ODgIH19A1yZx2UWArwYEPUD9SQdi9z7DrBMjUy9nL3iM+I1Tx8Mw+EBU1NyU9W42t/LL7Mwy8vFKz2/cxfwwAIshVJBkmRDc2NieiImwTrvAkH+/oFKpSInJ0Nf38Dd3bu9va2iotTaepSdnX1NTVVzc6Ozs6uxsVlRUR6GiX18/Ol0RlpaEpPJnDDBD8PERUV5pqZmjo6uzc0NNTUPxoyxt7Iadf9+KZ/f5uExXk9PPzc3Q6FQBAQEqVTK7Ox0PT19D4/xAkFbeXmplZXNmDHjamsfNDU1ODm5mpiYFRfni8XoxIl+DAYzPT2ZTqdPnOgvkYgLC/NMTEydnNwePmxsb2+bN29+dFTEpEnudmOc1YoHbEYRRBQDvOQZg6qnAdsCxEOudiMgdzUOFxbk/fb7pTt37ujrG+M4npWVxuFwvbwmCoXtZWXFlpbWY8c61NfXNDTUOTg4m5lZlJYWikTC8eN9WSx2RkYKDEO+vjyZTJKfn2NkZOLi4t7S0vzgwX1b2zE2NrZVVRWtrQ+9vSdOnjzF1tZyxvQg7/F+uKqJDhXRoGKAFz9jUPU0IDNA81QRbmrSE0IMs7Pu/XMlvqmJn5mZUViYZ25uOW6cU2NjXV1djb29g4WFdVlZsVDY7u09kc3mZmWlEgTh5zdFLpfl5WUZGBi6uXm1tbVUVpbb2Iy2tR1bXV358GGTs7ObsbFpYWGORCLx9fWn0xkKhWTatMiXF812dfUiCZSOlNChIoAXdW6Dp6Zp+gBxJyAPBe4O02zuVxRmZhZfvXb78uWLFhZWVlajKipK2tv5GuPMyUlXKpUBAUGaR0BjnJpHQGOcmkdAY5yaR0BjnGlpSQwGY+JEf80j4OfnP2/efF6A64QJvhwOCyKKmEgxwAsBUUflekyICWAXEvaQKt0YbOfmppobN+MuXrzW2toOAJybm6lQyP39p+C4OisrncvlenpOFAj45eUlGuOsq6tubKzvzTjvwTD8hHE2PXhQaWs7xtt74qhRlkGBPjNmRBobm6sUhRxGCcCLAX6/IwMIFSAAcQSIu0zlQWO4tbU9vH07trSsPjc39+rVy2w2x9vbRyQSlJYWdTdORwsLqyeMk/Tzm6wxTkNDI1dXT41xjhplO3r0GI1xuri4GxmZ1NZW+fr6LFny8pTJEy2txqgV5WxGKYQXAaKMUk8CAdgWIJ4K3I2A3GVyVUlx4c1bqX/88Ruf3+7g4NLUVF9bWz127DhLSxuNcXp6judy9XNy0lUq1bP5ZyMjo5dfXuIz0d3fz8PN3YdQNzCQEpgsBHixVoNV2gNbAMRDRbirSHcINizIz/zj7D+lpfcFArSioqStrdXd3Vtf30BjnAEBgWq1KisrncvV8/ScoDFOKyvrMWMeGaejo4upqXlJSQGKiiZMmMRksjIy7iEI4uMTIJViBQW5xsYmbm5eZmbGzs7jXl40y8PTl1AL6HAxHS4B6sLO5CaUABkAxF0NPFSEB0yzKizITEsvys8vPXv2N4Gg3c9vMkmSmZmpXY3TwsLK3t6xoaG2vr5WY5ylpUUikcDb24fN5mRmppIk6ec3WSaT5udnGxoau7p6tLY+rKqq0Bjngwf3TU2NFy5cNH3aFHcPTwYdRkAxEykGeBEg6ihtGgsgriTsIVG4MVgOTY3VKam5P/30W0ZG5rhxzmKxqLi4wMzM3MHBpbGxvq7ukXGWlxcLBO0a48zOTlOr1f7+gQqFPDc3U2OcfH7r/ftlj42zsrm5SWOchYW5EgkWHR3j5zfJ2XlUeHiYqak5rixm04sBXgTwqsF4Ei0DLADA5Am82sbahpZGAICdta2pkVleWV6At39pVZkAFYT6hcRnJHRcOIBU95rhKzaL7evlExkUceFGZzJGCIJ4vECxGNW8XXi8wPLykoqKUnd3T0/PCUqlorm50dHR1cnJpaamEsPEPj5+HI5eWloSnc7g8QKbmho1ARaPF5idnVFT88DOzt7Hx08gaOPz2zw8vK2tbYqK8hQKRUBAoFSKZWen6+np8XiBFRVl5eWl1tajeLxAtVrZ1NTg6Ojs7OxWW/tALEYnTpykr2+QkXGPTqfzeIEPHzYXFuaZmJjxeIGlpUUWFsYvv7wwMHCSvr4JJkrVZxcCdSEgaqjfWUDUAVLIQgRKXEBjhgQEhCAIy8TEhMnUr62t1wRYPF7ggweVZWXFFhaWPF5gSgrR0FA3bpyTu7tnY2O9SCQcP97H2NgkOzsNhhEeL7CtrTU/P8fIyIjHCywszHvw4P6oUXYBAVPEYrS9vW3RopeDg4NsRxuPGeuilJWxkHSIKALqCq1mOQcE2QbUKXRYgMCoCkzm8aYZGVk0NWO2trZFRfnm5hY8XmB6+j3NO8zLa0JLS5NQ2O7lNdHMzDwvL0utVvF4gSqVWvMO4/ECS0qKNO8wHi9QJpNo3mHjxjlWVVVIJBJfX56Li7NCgcbMivTwnKhSNCFQMg2UADXVMTEAgBQDdSaMCFmIAJNPdPcIsLYeY2hkplYrhUKJl9eE9vY2zTvMysq6sDBXpVLxeIEYJu7yCJRWVJTa2Izm8QJVKmVzc6Ojo4uzs2tNTZXmEdDT009PT9Y8As3NTWq1fPHiV+bMjrKzs8NxDCaSGXARUFMdEwPNxsMCiBRyGSKpTDLadvL8+cZstr5QKKutrS8tLdIEWEqlMisrncPR4/ECq6rul5eXWFpa8XiBBIFrAiw3N4/GxjqRSDhhgq+RkXFWViqNRu8wTmNjYx4vsKAg98GDSm/v8StWvG5sxPH1ncDhcnDFPQ49D6ipjokBAAAHeBkgBWyaUKkWm5tPeeGFBVUP6iZM8MnOzlAqVTxeYG1ttSbA4vEC09Lu1dXVjBvn6Ok5/uHDxg7jzM3NhCCcxwsUCNrz8rIMDIx4vMDi4sIO45RKMY1xurq6SaU+AQGTZs6coadnjImS9VlFQE11TAwAACQgagEpYiLtClzA5QQH8MJMJa0BWgAAIABJREFUTK0JQp2VlePs7JmVlVZbWz12rMP48T58fmt7O9/Tc4KlpVVhYY5are7VP9vYjOLxAp/mn7OyUqOjZ/7nP6+4OI82Mx8lFRdwGFkQQXlMDAAAgGgBJEpHBBAQEFDwJL9QBpNbWFjV3o4eP36kra3V3d1z1Cjb0tJChULu5zdFoZBrAqwO47SwsA4Pn37r1tXGxnoHBydXV4+GhloUFY0f72tkZJSZ+cg4W1tbCgpyjY1NFy9+xczMyMN9rIenj1rZSIfvIaAYqKmNiQEAAJAoUGfSEBGCiKRKHx/f0NGjx3l5+YjFgj/++GPSJJ4mwOJwODxeYE3Ngw7jTE0F9fW1Dg5OHh7ezc0NIpHA23uiqalZbm4GSZI8XmB7Oz8/P9vQ0JDHCywuLqiqqhg92o7HC7S2tvT29li06AVnJxeVSgThSUykGKipjokBAKQcqPMgWKjHFImlYrsxk01MLJVKta2tnYGB2YMHVcXFBWZmFjxeYGZmal3dI+Nsa2sRCNq9vCZaWFgWFOTgOMHjBYpEIk2AxeMFlpUV379fpvGccrmsubnJycnN0dG5urrS0NBg+fLXPDycx4wZxWTSSdU9Nq0AqKiOifukvLrC08mzsbWJJEn70fbZxdlezp51zfUCVAAAYDO7Lfx9lpXzDDrjtYXLT/7yTb+Sz8UUob6+fkBAwMzo6dOnh2qGvvXZ5QiZB/DizrSHzwBsBxB3idITQjxkMkVCYsL163G3b9+uqtLdwn8Oh6MZH543d8b4CX5yaR2bXsZASgGeN6iHDTIDNG+52kWJu8KIUXJy/I0bCQkJiXl5ec+wVe3ZjARBkAkTJoSEBM+YERIUGAZIKQLyWPQygBcO6rUN6QFkgpJwlSld2By7/PyMi5duxMUl5uTkSCSSZ7/tABk3blxkZGRUVFhwcDCHzSLVRVxWOcCLAV45iNc2AyDuOOQmljmxOa7375fcvBUfG5uYmpra2tra/9UUYWNjExgYOH16aPjUYCurUSpFmcGj+cHyQXQAaABxJhF3VOJEZ7q0t/Pj4hIvXb6RnJysy3SI5ubmPB5v6tTg6dMo9CSagSt3icITonlIZfLExETdexIulztx4sSQkKC5c2ZMmOAvk9ayGZqVBrmAxPq//mnAFgDxlKtccDAewNykpFjdexIajTZ+/HiNJwkOCicJDIHyWLQygBf0TDYxICB9gIxX4q4ylQuLY5uXm3Hh4g3NKhGpVNr/5RTR4UlCgkPYbCaJF3EZmkm0wXQANJ5kvFjmrJkAvXkz/uq1m+np6SiKUql9n2g8yZw5M8JCg01MTFWKMgNuBYTnPpuT1H4ECwAweQKvprEGx3FbK9vMoqyYsFk95P+Je1TNdsABFpPB9PGcaG1p/fe18/0KP3eJRk1NTYOCgiIiwqZNCxs71kEqLtXnlNE1k2vadNpgc4B4CzFXmOZOAnZSUtKNm7EJCQkFBQXDvs6Ry+VOnjw5JCR41swID48JmLiSyyxj0UueyOP1FCB9gIzHZC4q0p3JtspIT71xMy4hISEjI2OQ+woHbySafQnBwcFRM6YGBExWKlsRUKzPKgN4nnbDPwxA85Kr3DC5q76BY0lJwfUbd+PjE0fCimkIgjw8PEJDQ6dPDwsODkZgtUpRYKJfDhH5gNAmNwEEEHc16S6SuHAN3Ovqqm/firtzN36ErJi2t7cPDg6OiAgLDw8xMTaWSQqM9MoQshAQ2i15hu1xyFOIubC5XkKRMC4u4ebNOKpWTA8SCwsLzZLbadPCbO3sJWixIbecBhUBvFgr7w9bkrA3KnGBGZ5qnJaYmKhp2khYMa3ZlxAaGhw1I9zd3VuM3tdjlbLopUCdr1UcCRkAZIJY5oxDHgyGeVpayvUbsYmJiZmZmYNcMT14T6LZlxASEjJjepifP08hf0gHRXrsMm17pBATIN5ylZtE4aKn71BUnHf16p2EhMR79+7psnvWK5p9CSEhITOmTw0KCoIgOaEqMtIrBXi+dnEkDBB3Fekhlrpw9F1rqqtu3Y67cycuKSmprU13o0dPw8HBITg4eMaM8LDQYH19PaW8wIhbDhEFgKjp/2IAAOLANj0ml6uBdgGWqZGpp5OHSqUqul8kwrrFlDFhszqiKzDQNVgAAKVS2dTSFJ+agGK6i1WHBX19/cDAwE8+3uIzwYCJb9Vu788kkvXxunXrb9++XVpaOvQ6PiNMJtPPz2/16pXzX5jBVL/TWSumD2ArNfPo4cNHf/31t9zc3JFW9K0DGIa9vb1femnBpk0fwrJ12q05YMhpR69dT/nyy6/S09NHZp0cDU5OTmFhYSdOHEeUB4E6qf8LAFAinxSVQR9//GlSUtJIq2fXFWtr6+Dg4CNHvjAzSIZVP2pzCUl/tU0csnbthoSEhKampqHW8JkxNDQMCgravv0TLzeYgW/v/wIAAC0IZ7y3evU7sbGxVJXqGwpYLJa/v//69etmRk9h4Wu1WsgP2+Ksr/bt23/27J8FBQUj1pNoxsgXL355w/q1iGItILQwMIitoB27cPH20aPHR9Re3SdxcXGJjIw8fPgrWLG7l3S+vQApkF05+diOHbuSkpKGvefZB6NGjQoJCTl+7LAh+zqk+kObS3D6CmOLV8RiGQDAkm35htMbPQSKhcXna7uNKE2ZMFmNq9MLev7pegRYA16DNSAmTeJlZqb2LzciEYvF+fn5Xt7uTHKztkOO6kyZOMHG2mIkR1cAAIVCkZaW9tNP3zLJb7WKrgAARDNQ/DZhvNt772mzp3cAUGskBEHk5uZ++ulmXPYnrO2KTiULHOcFvD7CoysAQEVFxYIFL8glGVxIq+gKAMAgTzg7HyguLh7J0RUAoKmpCUVRLoeEVb/3Lw0AAABS/c5m8VAUHcnRFQBAJBIVFRW5ujoyyPe1vUadJFeFmJkZj+ToCgAgl8vT09Mn83xY4IS22ySJOkJ+ztPD6aPc3P6FBwK1ngTH8aysrL2fbSOVf2gVXQEASBmT/DYgYP6rrz7jRkidUVZWtvTVV+RYEgfSJroCAJBM8piX52d5eXkjOboCADQ0NAiFQgZdCqn+7l8aAAAAov6t4/d6KHu4O7+fkmIwDEvl0sq6Xubou0ZXYKgzua9aNdIT2vbNkSMHGOBmt6p2/cGBv1u/frWLi8vQaUUJ77673txECNT3tL+ERlwM8HebM2cOtZpQbiQRERGREYF04twArlHnGurVfrx1M7WaUM7YsWO3bPmQi5wawDVEKxP655uTI7q6BQCAyWSePnWMi3wzkOVKKj3aqdOnjrFYA8iQPix8feJLBvhnQGt6uMi3H330wdixY4dMKWrY8tGHhvr1nfWetYBOnAsPnxwREUGtJpR7ktmzZ0/medHw/hfDdKJOMTcRvP/+Rmo1oRxnZ+cNG9Zw4O8GcA3RyIBuHD8+cqsQauByuT/88A0HPt6tPmbfkFLtZ95jwmZFB0e1CfliSf+B5tAGWNeuXRjS+w8pgYGBUTOmMsBf3Y5CrJ7zqj3ShZMCJnTp5NdfDrl+g8DKyurjrZu4yJnuh2EAMbsd6JkJXc2lfXfy66+ofZ9RayR0Ov30qaNc5Iee7+mebWEAgHT9Nwf5ccOGNWPGjKFQGco5cngfE9zouYr/yYT13Y/Q8ItTpkyYPn36EGs3KN57b4ORfgtQZ3c72l/TgDrHyKD5vyP7fRYZGRkcPIlOXOx2tN+mEa1McP3okf1Dq9zgsLOze/fddRz4TPfDSM/U5z0bq+QiZ747fYxOp1OoDLWehMlknvz6Ky7t+557L3q0BWL2eI1ykTNbtnxobW1NoTKU8/WJL5jQpZ5Zvnr+TFCP4k508u9pkcHBwcFDrt8g2Lr1Q312JcCLuh3t93HTmn/irlyJv1rfXK+N8NAGWOfO/Tqk9x86aDTajz98w4G/77YAnDZZxTgG4G7vYDn0rhysBpB+xxEEv+Tr60z5SA+FHD/+BR3cAkSXSquIkwzeD2iBXcVweL6E/ATAXTyFOteAW0PtSA+1RvLuu+vNjEVA3aUyDGwhBZtV0Cvd5GiT5MghgLh3HiFaGODSqVMU10ejkIiIiKlTJ9O6jsxBXAX0phzq/nPAlmrmie6lGJUc+NT3359gMrsH0CMGW1vbjz76gNNtZI6GI/PVjGPd+zOQmnEUR+Z3XdvAhk59uOl9Ozs7nWk7IJhM5vffn+DA33aL+GnBKsbxbk8WAAposwJ6q2vlUxrxV1gYLzIyUmfaDpRvvznCAP90i/gRNzlyEND8uoqp4MVS8iMAW3QeUqeZGrVTO9JDrSfZsmWTgV5dt4gftpaSH6vhF7vJ0abI4P0Ace48QjQywI0TJ0ZuH3v27Nn+fu4I3iXih/TlYJUCeq+bHGynYhwDtMmdR0g5B/7+xx9OdhSWGWk4OjquW/cOC3zf5RhdDS9UMXoM4dPUzBMEMqdHN5tyhjbAWrbsrSG9/9CxceM6KwuscwYNthTjWx40vZCZWUYiHl0EIQhx/+VsnQQcJpDIxy8DtR7y7elTRzkcjs4V75+pU6fOmB7CIP989G9IT0a+1S7/4Or1AqnCtaskJnf9+2IJRu5VgJc7uqQc+PuNG9c4OGhVm0kbKDSS0aNHf/LxZi6t4z1NU4L5GLn/z7/LpMpuTVPgbjdvF7RK1mH4OwAyeCRNXJzC85w9O4YqfSiEwWD8cOZrLnK64z1NIKEScPj3v1phugsAXUYCEM/8goqy6umoehuARz06qM421q/funWEFl8/feooC7rSuS8S8RCTBxJSrduF8m71yOExApEyPtVKTB4EiOejg0QLC/rn9EiNjD/66ANTw+bOaiSwDar+pKwmKj+/AnTzJDSI7vLbuYcScJhAQh8fVHKRU2fOfD0yI+OZM2cGBo6nEY9n0CADDF/dJtlw41ahXO3WVVKqcP3zfClG7leCFzuCYy7t9NYtH9ra2lKlD4WeZNy4ce+9t44Ld7ynGQqwECP3/nWxVCLv5kmkCrdrNwr5svcl+NsA0tMcpBPnpkUGUj4HSglsNvv0qaNc5NvHI3MQgURIocO/nWsANPduIQHikZlV9qDpBTG+BcBWjw6qUyzM0Pfe26B7zbXhzJkTLOhvQD6uToGMR4lDt+INJFIEwDadcohDS4voXtY4lNgHENdeb/UccPr02eFW4VkYO3YshvFJ7DUSjSHFCxTYBZGo5bXXlsEw/Oqrr6KCOBKNefSRrK+rKwcAODk53Uu+g6FlpOQ9zSmp6NpXXx0Y7qb0hMViNTZUkdKtJBpDonNw6UkJ1vbZZzs4HI6np6cYretsGjpfoZDo6emZmJj89NMpCdZMyg5pTuGSE6kpsVSpRKGR3Lp1WYV9/0h/6TYxWnfu3C/W1tZ0Ol0ux0jxoo7WiQTlPB6PzWbv3rUdE7epsZMkOodEY0jJf9ta6/X09KhSiSp2794uEcU+troNGFqSm5vq7e0NACgtySIlmzqahgmvr1q1CoKgZcuWCYUPFeILpPglEo0hxUskGH8Erg6cM2eOWFRBonNJNIYUL5eiKXW1FeHh4QCAM2e+IWTfdjSNkJ388cdTAICpU6fW1VZI0JRHDyk6FxWVz507d7ib0hMXFxcJxifFr5JoDCl+SYFdEAkfvvbaMgiC3n77bUx4s4sn+bCsLAcA4O3tnZuTgqGlpGSj5pREdHfP7h3D3ZSecLnc1pY6UvKBxpOosZOYuG337u1sNtvf318krOhsmniRXI4xGAwrK6tzf/6CiupI6aeaU//H3nnHNXV9Afy+7JCdAGGJqDiRjXvhQLY4wL1atVVb96yz7r2tW2ut/tSqrbVuRXGPOtiKMsKeWS97vt8fwQARSYAM8NPvh08/Jjl577y+m/POPefcc9WSE/Hx14yfzDTMaEmePb2nkRz+ZEk2S8Qlv/9+jMlk2tnZKRQSRDRCf3WwMNfHx8fOzm7TprUScYVGqrckK4qKsptgdeCuXVul8M1Po26BGM549vRe27ZtAQC5ue8RydyqS+PdnzRpEgqF+uabSUJhmUJ8GRHF6n6kEjG3VatWRs9lZWJjR4hFeksyUSSILy7mREREAAAu/3UOke3RX5pGeuLQof0AgJEjR5aXF4n41wiERsXkooIj9X9muRaTCArqbr2TmY9bt/5WSX5D4ChEukYE51+4cMbJqdJ/b9mypUzKQ+DoTxb/6K+/HtZ/ceTIOAG/TCa6i4jGIKIxEnG5r6+vjS6idtatXS0RJiBwFCKZL4YzXjxPaNeuMrgNQZBIxENEkz/99n56l161YLBPnz452e9E/KeIeAoCR4sEaWPGjDaLSuYaJNHR0WI4G4GHIuJvJPCzvLwP/fv313/678sERLrmk8UfI5eL9fUfnp6ejx7egQUfEMlCBI6Swjd37dpqFpXMRbt27STiCkQ0ARGNlMF/8fmlkyZNgqDK3Nnu3dvV0t/1tkMEF3h5VYZGmEzm0aP7JeISrXQnAkdpJIefPb1nu+uohU/P6SUIHKMSn5BK+BvWr9E/lsaOHQvzHlaz+A/Gjx+v+wiHw61Y8ZNUKlBLziDwUESyuLwsn0QifflUNuDpk3iN5AgCR2mlOyXiUt1DWvdRx44dxaLCahb/1N69leXDOueYzy+VCv9CRCMR0YQm6Bnv2LFZCt/+9JD+8PRJvKenp+4jDAYjk4kQ0ZhPDsrPr19VbR4SHBycl/dBAj9DxN8icIxI+NFc1RTmsiSjRo0UwRkIPAQRfyviP83Jfte3b1XCPS31JSJZ9smSTBSLefpfYrt27Z4/uy+GMxDJfASOkgjvb9hgWlcOa+Hj4yMRl+seTzLRXQG/bOTIOP2nx44d1MqOfRqT0VJJuX6NhZOT04ULZyTiEkS6CYGjVOJf79wxaUd2q0EmkyvKCxDJIgQeopYckki4W7dsJBIrC60M5jNC3tPY2FjdR1Qq9eDBvXh8ZYrG1YWwY2Mng78Jo93qPrtV/apmTWRkpBjOQcTfiQRPOTnv+/XrZyBQXp6PiKd/svgPx46tUdxDp9MPHdonFpVqJDu00r2Jb5/pf342p3Xr1mJRBSL+XgZfEwjKJ02aaKBb/N1/ENnWysml9PSuXTUKbLFY7Pz5c0UirkJ0GpEs4vNKaDSada/gi5BIpLKyfESyXC05I5UKVqz4yaB+ds2a1UrxhU8Wf+3LFwkGRxgyJLqivEAG30HE30vE5d7e3tbT3hhPHserxUe00p1iUcnhw/sZDEb1T6OjowW8fz9Z/MkwXGFwW3v37p2dlS4WvkbEM0RwRnWTanO2b98khe8gkkWw8MOjh3f0D2kdrq6uMin/03wmWiblubnVsHRt2rR58OA2LPyISBZJ4ds7d2y2rvp1ERs7QiTMQMTfwfxn2VnpBqXBEATBwopPEbgoAe+FQQSOwWAcPrRPLCrVSndqJEeePom3rvp10bFjR7GoDBF/LxPd4VYUDhkSbSDw/Fk8Il2nuzSl5I+1a3+u/ikWi9U5xyrJGUSyvEl5xjQajccrRiSLlOLTIhF3/vy5BpZkx/YtaumZT5Zk6734q9U/hSBo0qSJAn6ZDL6GiL+XiLn6GazNgSDozeunGsl+rXSHWFR66NA+Op1eXWD06NFC3uPKSxN/X1FuWMfdr18/Ts57keApIv5ODGdHRTWhaopDB/fK4KuIZIVYlHv//s3WrVtX/7R9+/YSccknB2uIXC6yt7ev9TgBvrRqaZzKv/MnA3Sfsuis4K7BegOLQqEG9RhIIpJs42CtWtWE7J0p4PH4woJMjeKFWMTdvHljrUVUf/55FpHt/eTjc2utru3Tp0/mx3QB94VKKRg7dozlFTeJO7evaJSpQkHB+fNn2Gz25wKLFi2UwX9XWnyuocXX0bZt20eP4oWCD2plzt69ZsiBmmWQbFi/WqXMF/DSXr54rI/fVGfAgAECXoru0hQiQ4uvg8VinTp1QgSXaJXJL543lUjPkCHRKpUI5j/Ly8ustaqDxWIp5KLKwLh0a/zdq5/L4PH4NWtWi0U8lfxpRXlBE3meeXp6KpVSKfyAxyv95ptvap2KlJXlVc5narP4AAAIgiZPnszjlUrhB0ql1MBFsxV2dnblZfkq+TOxiLd27epaU0V3bl9BZNs+WXy4Vos/cODA3NyPMP+ZSiX63I+xFU+f3NUok0Vwye+//1qr2j//vFrxaT4j4CbVWqffsWPH588fCnjpKkX+pk1myIGaxZLs3r1VreQI+RmPH9+r1TeKjo4WcCvnMzL478WLF30uw2azz507DQsLtcrUe/dq+T3ahFGjRqmUAgH3RVZmjZicHjc3t6r8jGzP35dr6dJJJBI3blwvFnE1ihdFRdlNpDrQy8tLpZJJhA+4FcXjxo37XKDGfEY8uyD/i+3l6nawAAA9/Lq7OlaWc7k7t/Dv6A8AiAqODO09OLTX4CCvQALeWnnhZleDtWbNSgRBnj972LFjxy/JfPfddyL+bQSOQsQzysryviSGxWIXL14sl0v4vFIqlWoZfetBZGQEgiA5ORnVE2cGdO3aVcjXFU/EKOQifTrjc0aNGsWtKFarVbV6M/Wi8YOkdevWSqVMwC+vnjgzwM7OTqGQ6oonBLxkXYlPrfTq1etDRiqCIKNGjWqkYo2HSCSWlOQqlbLVq1fVYcs4Oem6rIRUeGXBgi92A/L09Ey4fxtBkN27m0QO9PGjO1qt5uTJY3WMtIsXziCy/Qgchcj2Xbr0xWViTCbz5MljWq3myeO7llG2fuzYsQlBkIQEw5hcdebNmysVXtUV1eXmfrE1MR6PX7VqpVIpKy3NawrrZuLi4hAE+fghrXfv3l+SCQ4OFvBSETgKgYcrFdIvOfQQBE2YMEHAL1cp5Y33jBtvSTp27KhWK3nckjFjvjgrZjAYCoUYgYfqSjm7dev2Jcng4ODs7PcIgjSFdTMUCoXLLZbLJUuWLKmjO0ZpCQcRz0TgKLHg1vTp078k1qFDh2dPHyAIsmH9asvoWw8gCHr96rFGoz506BeDmFx1bt68jMh2IHCUVnbkt9+OfknMqIPForP6demne9D069KXQqoq2MXjcJ3adOzua63KqCYyUTaRVq1acTg5EyaMrzup16FDB7GoCIGjENn+ixdO131Md3f3f65c3r3bxkt2iURiamrKypXLcThcHWJVxROS+Zyc9LqPSaVSD/yy9+7du43MgTZ+kPzzzz/Hjx2p4yGtIzXlBSJZjohiFQpp3Q8qDAazaNHCjIz3FAqlDjErsH79+lu3bhhds3ns6AFd8QQsyAoKCqpbOC4ujpOTU8cUwjrExsYmJyf16NGjbrGpU6eKBXcROEosuDNt2rS6hXv06JGcnKSvrrAV7du35+TkjBxpZOPhgIAAWJCtK+U8ceJQ3cKtW7e+efP6hg1GekxbGjKZ/P79uyVLFtXdwopIJCoUUkQUi0iWpacZ6RXOYDCOHj107Vpjq90baUkgCLpz587BA/uMVj5kZ6UikgUGpZy1gsPhVqxYlpaWqi8GshU7d+68+s/fRvv8nT9/CpEd0JVydurUqQ5JCILGjRvH4eQYJOOsz4QJE16/fmXU7s2ZM1sqvKYr7Kk1yqXDqIMFAOjh193F0ZnNcgzyCjT4OgaDCesT2uBr+ZqJiIiow//Vow82ivh3p0yZYsqRw8LCjD7+LUqPHj1MXPTx7Gk8Il2nkR4/cuSAKfL+/v62fVS3adOmjklkdbZu3ayr+UhJeWGKvJubW62BdKtBpVKjo03KCo0aNUrAfYyIxspkIlNa1FAoFBOPbCFQKFRsbKwpqrZr104sKkbgKLGo2JRCbwwGExsbi0JZtgFN3URHR5sStEaj0VIpjIjGCbmP6giZVCcqKsq24fA+ffqY2FghKekZIl2hkvy+Y4dJ4dKuXbvq1rLZig4dOgQEBBiXA+DQof0a6QlEuu75M5MKCTw8PHr27Nk47RoFg8EIDw83RfKbb76BefG1lnLWCp1Oj4y0ZX237veORhtvZ+Xn5wcLOAgcLZXy6hjDpjhYLDqrX5e+Pf160Mg1foxYDLZD6/Y9/Y1MGs1Gs0sRmsi1a5cQ2S6JpNyM7aCaCMuXL5OL/qy+yMLSWG2QhIWFCbhvVJKzmzbZOAxgdthstkIuQqSbHz28ZWtdzA+fV4JIV/B5JbZWxPw8SLiBSLfIZAL9OuWvhg0b1qnE5wTc17p18lbAapZk+PDhQt4zhejSypUrrHNGq9GqVSuppByR7bh5oz4bBDUHIAgSi3mIdGVJCacOMVMcLABAT78eXb2ruunqGjSE9Q7t6t3FjlCVHrFsP9by8lLjQs2QGzfuD+o/TS5TZmVl2VoXM5OQ8GDxosl4O6cHDx5Y54xWGySPHz8mktvLZPiEhJPWOaPVKC0tragodbSPuH7jrK11MT+PHz+Mihj15J6p+1s3I67fSOjZfRyfxysp+drcx4SEh7N+GEEkt3z82Eo3zmqW5OHDh3i7k3I5MyGh6bZrbxg5OTlSqQJNGnT9xnFb62JmEAT59+Wz4L4jE+7X9WjLypHEjDZMahcWyau//HyzZ4M9nv+jUfj5+SEIcvWfC8ZFmxt4PF6lkhcWfm2Oo46PH5K0GnVTWHNgdk6fPoEgSB11x82XH374AUGQH3/80daKmJ+ePXsiCHL27G+2VsT8UCgUjUadlZlia0UsQkH+R5VK3gT7iDaevy+fRxDE39/f1oqYn8WLFyEI8u233zbmIFHBkZH9ItycjHTGsgadOvnYWgWLAEEQLOTVsciiWfP61cM6FlmYHWsOkj17dr5/98a4XDNk/PjxMpnEvLvnNhG8vLwQBOncubNx0eYGBoORSkUTJ060tSIWIT3t1f791ovxWNOS/Prr4Tevv8KQKtAtk4f5tq1itBBdunRBEMSaVfmW/Z+4YMHXlqLWgSDIw0dPrBb6tjLXbyTcvfvQuJyZsOYgSUh4dONmgtVOZ00eP378/PlLlUpla0XwpEwiAAAgAElEQVTMz7t372BYnJ5uZFlrc0StVj9//vJrtSQ3bibcv//IaqezpiW5e/fhV2xJHj1+qtVqba2I+UlMTIRhcXZ2tnFRM2HZraRdXd1evXpu0VPYCjQaEx/fhHormxEIgl6/fg3DsHVOZ81BUlZWplarP3z4YJ3TWROBQAAASEpKsrUi5gdBkI4dvf/666KtFbEICAISEhJsrYVFwGKxT548kUql1jmdNS0Jj8cTiyXWfFRbjYqKCjQa/VVaEq1W27Gj9+XLl2ytyH8Yo+6GUs2ar/jSwFd9df9dWnPkv0trpnzFV/ffpTUPwsOb3P72/9HU+G+Q/IdR/hsk/2GU/wbJfxjFcoPEw9VjYPcBun4NFjqFIV9rHywAgM0bYVsODw8Pa/YdtuYgwWAwtm1maFG+4jF56dJNW6tgKb7iu+bp6WlKL1lzYU1LQiAQTGzd3Bz5isekUUvCprRbEvzI4C+m0891f8vJwal/t2AahWbQndWyRe6nTh2x6PFtyMKFC52dnW2thUWIjo7u16+f1U5nzUHSvXt3m++jYiFoNNqKFV/nmhIAgIuL8S0WminLly+37TYPlmPEiBHW7GBuTUvSt2/fIUOGWO101sTR0XHRolp2sP46cHFh1C2AReEdyW0M/qiEyj7ALDoruGuw3otCoVCDegwkEUlt3Fq/y34vFAkRBKl+NMs6WA8eNImNVy1BWEhYHbsmN2uiBkeFDrLebkrWHCQhA0OiBtt+41VL0K9fv/DQ8K9ycXWLFi26d+/m7u5ua0XMDwRBYYPDbLsjk+WICo0KGRRitdNZ05KEDgr9Wi3JgAEDwgaH2VoLi9C+ffuuXYMcHR0bfASugKtQyl0cKmMrbmxXroAnkUnIJLI93T68T1jfoD40StVelpY1xzNmzLPo8W1Fx44dXVq4xER8hSl/LBbbt3/fmEjrXZo1B8mwyGFde3Ulk8nGRZsb0eHRDBYjMNBw89GvgLCwMP1/vzICAgJYDqwh4V9hLIREInXv3X1YxDCrndGaliQmMqZP/z54PN5qZ7QawyKHObs6e3l52VoR8xMeFo5CoQYPHtyYg3zgfPRs2VYXxGrl1ioz7yMAAAWhxFLx7ad38orzfdp564Ut62AFBVlr10PrMmjgIGG6cODAgbZWxPx07dpVUiJxcnWy2uZoVhskNBqtnVc7Ybbwq2x3HjY4DE6HrRkwsBrRodGSd5LoUFvuTm0hQgaFwOlw6GDrBYytRq9evYQ5Qs+OnnS6ldK7VrMkjo6Oru6u4iJx165drXNGazJg4ABhunDQwEG2VsT86CxJI0OPXAFXqVI4OzixWY4SqUQkEQMAZAp5fkm+RqPJL8kn21VN4C3rYK1bt9Six7cVw6OG867y0Bq0t7e3celmRWR4pPyNnJ/IDw21ktG32iAZOHAgL5Un/1ceFf61xfZbt25Np9LLL5YPjxxua13MDBqNHjBoQP7R/P4D+6PRlu3bZ32GRQ4r/7OcQqZ8fdvGR4VHyf+V81J4gwZZ6VFtNUsSGhrKS+TJX8sjw621XsxadO7cGaPF8P7hDY/62iwJHo/v2bdnwfGCwWGDDUrR68sHzse2Ldu2adHmY+5H3TulFSUtnFqg0egWTi1EEpFe0rIOFofzFfZhw+Px3Xt3FyWKJIkSq3khVmNI2BBpklSdoh4SZqW0hdUGSVRolCZVI04UR4V9bQ5WSEiIMEkoShF19u/8lSVAAwMD5Ty59KNUzpUHBQXZWh1zQiaTfYN8xcliOBFuZNqiCRIVFiVOFGtSNVb7uVnNkkSHRWtSNNIkaXTY1xZVHRwyWJIkgRPhLj26fGUJ0B49esB5sCRDAimhRu67xRVwVSqVWqMWiivbcWfmZbFZjqG9BrdwckvKSNZLWtbB2rfvhEWPbxN69OghyhepRWpFsiIm7Ksqw2IymW3atxGnieHX8IBBAxrp5puI1QZJRHiE6K1I+lHq4OjQokUL65zUOsSEx6hT1Fq5lp/BDw4OtrU65iQsNEyRpAAAyJPkYaFfVRlW3759+Rl8jUyjSlbFfF09nFxcXNjObOkHqeitKDw03DontY4lgSBoUMgg+C0sThe3adfGwcHBCie1GjHhMcoUpUasEeWLevXqZWt1zEnY4DBVsgoAIE2S1hEZKRCmLLrWwuDv9JsZ1WVQKJRULn2X/V7/jkqtepH88vrDG49eP7ZeBMvOrnlMpplMpoeHh4nCgwcNVqWqAADiFHFQ9yAT3XwsFmuTfCIGg/HxMXUP1ODgYMF7AaJGlGVKSFEPN78xW683ZpD4+/ub6AW2atWKTCLLcmWIFhGkCExfAerl5WWTmVznzp1NbDqMRqN79+0tShIBADRpmvAQU59nbm5ujVlQ02DatGlDo9GMywEAAIgaHCVLkQEA5Cny6MGmBgxoNJpNkm4ODvXw3cNCwjTpGgCAKFnUu29vExOgOBzOJvte4/F40wufBwwYIEwRIlpEliezI9iZeC8gCLKhJTFRslOnTig1SlGsQNQIL41nekcbb29vm+zFbvp5cThclx5dRMkiAIA6VW36WnIPDw+btBpp27YthUIxUTg6NFqaIgUAKFIU0SF1WRItojH4Q0BV84Wo4MjwPmEVAm51R+pLWNbBmjJlpEWPby54PN769euvXL5iyux/SNgQSZIEAKAWqeE82GijF3t7+5XLV6alpWk0GrNoWy/UanVYWNjTx0/j4uKMNv2LCo1SJ6t1/5YkGU+AEonEaVOnpaakNqbnXmMGiaOj47v0dzNnzjSaFwsJCREmCnU/E3WK2mjAAIVCxcTEPLj3YNSoUQqFosEaNhiZTJaakrr257VsNrtuycDAQJVApaxQAgDEieLIMON1IT179rz0x6W9e/eWl5ebR936UFJScvfu3cMHDrdv375uSRKJ5BPgI04RAwBMTIC2a9fu8C+H4+PjS0tLzaaxyVRUVOzevfvPC3+aMvuPCosSvxUDAFRclZwr79KlS93ybDZ7zeo1qSmpcrncPOrWB4VCMXLkyIf3Hw4dOtSoLzgkfIg6RQ0AAAiAE+GQECNrL0gk0syZM9PT0o2O9jpojCVp2bJlakrqd9O+M9pjOXRwqDhRrPu3OlkdFWokAYrBYGJjY588ehIZGWmTvdg1Gk1aWtrK5Svt7e3rluzZs6e4QKyG1QAASaLElNxuv379/v7r7w0bNvB4PPOoWx/KysoeP3q8f89+ox58ZXImXQwAECWJuvbq2uBp89WEa9ceXC8oKWjY182Jg0PDfy1WhkqlFuQUaJSarLSsqVOmEgiEWsUYDIZcIn87/O3rqNevo14XnivcvmX7l47p4+Pzv5P/k4lkCIJMmzbNYrobAYVCJdxJ0Kq15QXlK35aUcdUozi3OH1Wuu7SsjZmPb77+EuSbm5uO7bsEJQJEC1y5GCj+vs1cpBs37IdQRCYC+/ftb+OMOSNyzc4uzi6S0udlsov538p9EWj0RYtWFTMKdaoNP8+/dearagNGDN6DIIgConi0plLdfRfWLliZeHlQt2lvRnyRiqQurq61iqJw+EmTJiQkZihUWrKisqMGlzL4evrq5Qr1Qr1ozuPQkNDv3QvIiIiShJLdJf2Oup1yduSqKjajT4EQaGhoY/uPFIr1CqFys/Pz5Lq1wWLxSotLNUoNRmJGRMnTvxSGNLFxUUGy97EvKm0JH8V/rzq5y8dMyAg4OLpiwqJAkGQcWPHWUp1Y6DR6JePX2pUmpLcksULF38pDAlBEK+Ul/pdqu7Scnbm3Lpy60vH9PDw2LtzL1wBIwiya/uuxqjXSEty+JfDiBYRlgt3bt1ZRxjy4e2H2ZuzdZeW/mN6SV7JlySZTOaypcvK8su0au2Duw9s2KNu6tSpCILIRLL/nfxfHQmNrZu2Fp7/ZEmGvZGL5SwWq1ZJAoEw5dspmamZGqWmkFNoekDa7HTr1k2tUqsUqvvX7w8cOPBLliQuLq7oRZHekpSll1mnjaVlb/nmzfssenwzAsNwWHSYTCyDrkGrh60uKyg7uP/g54GZkJAQXgpPq9TqXorfiodEGBaDY7HYSRMnvUt8d+/Pe9253YWvhOdOnzt69Kg1LqM2tFrtsJHDyorLpH9Lp3pN5WRw/rn0T48ehkua27ZtS7Yjyzgy3UtRkiioR5CdnV11GQiCoqOjn9x/kvpvaqxDrCRekvw6+YfZPzRGvUYOksU/LX724JnonijSLjLxSeKzhGfR0dEGPzMMBtO3f1/4TWVBoqJYgUiRz5MCPj4+F85cyM/Kn9llpvIfpZArjBoWpVarG6NeYzh77uyxQ8eEyUL/Ev9bZ299SP7w/Xfffz7DHh45XPpWqvs3okX4b/mft4xq2bLlwX0HuSXcjRM2Yq5jZCJZ1NCoiooKa1xGbSQlJf0460dRkcj5ufPxVceLOcXLli773PUfEjFEnVT1/1+dpI4ON4zt6x5jxZzi46uOOz9zFhWJZs2elZiYaPFr+AJcLjdqaJRUJMVcx2wYv4Fbwj2472DLli0NxEJDQ3lveIimMvUgfSsdFmnYMopIJH7/3fcZyRm3z98OKA0QJgtPHD5x5n9nrHEZtaHRaKKGRwm4AsU/ipldZuZn5V84c8HX19dAzNfXF1JCiqLKuK/ojahP/z4GWSqdJXmW8CzxSWI0KVp0T/Tm+ZtFSxvVQLyRluTHuT8mvU4Sx4tH2I9IeZHy5P6Tzy0JkUjs2qsr/LbSksg4MiKO+HkgtkePHv9c+oeTwZkeMF1xXVFeXD40bqhWq22Meo3h2LFjZ38/K3gt6M7tfv+v+++T3k+aOOnzvOGQiCG6kCoAAFEhvBTe56FHDw+Pg/sPlhaUrhy2EnUdJRPLwqLDhEKhNS6jNl68eLFo0SI4F3ZPdD+9+XRhTuFPS39iMAzbtcdExOiTMwAAZZIyOsIaCxQs62C9e5di0eObl9TU1GWrl9GH0ytOVOTMyYmwi0h8mmjwM9OtH9F/RfJe4tayqpDFwcFh/Zr1JXklG77ZgPofKnduLgQguat86vSpNrieavD5/LixccyRTPgOnDUjy7vI+9qZawY/s9DBofBbWJ9r1kg0gixBnz59dC/t7OzmzZ2Xl5l3bOMx5xfO2TOypUlSymDK8NHDGxn3buQg0Wq1I8ePJAWTlJnKrOlZDg8djqw6UphdOG/uPH06qWvXrrJymYpfpacsSaZPgGIwmLi4uKQXSQlXErrwumTPyIavwIw4xtjJY22SZqrOj3N/5NnxUHhU7vxc5DSycuzKIk7Rzq073dzcdAI0Gq2jT0dxqlj/FXWKuvrai0GDBsXfiE97kxbBiMiZk1N+oJwWQ9u8Y/PLly+tfTE1OXL0SPzzeKI/sXRTacXGiundpnM+ck4dO1W90Cc8NFyUWFXoIEoURYRF6F96eXmdOnaK85Ezvdv0io0VpZtKif7Eey/uHTp8yKpX8hn//vvvpm2baENp5QfKc+bkRDAi0t6kxd+Ir96wYEjYEHVqlcUXp4rbebXTRwJcXV13bt1ZxClaOXYlOA1y5+WicCg+mf/D3EZNZhpPWVnZ2EljmaOY8FU4e0Z2F16X+5fvJ71Iql6BEBoaKk2U6r+iEqgkxZJu3brpXpLJ5Hlz5xVmFx5ZdcThoUPW9CxlppLUnxQTF9PIyUwjLYlKpRo+ajh1MFWWJsueme38wvnYhmN5mXnz5s4jkUg6md69ewtzhBpJ1SNAnCTWtzHDYDC6qfXVM1e9i7yzZmQJrgroI+hx4+L4fH5jdGs802ZMkzvLIQBx5nCgM9CGbzaU5JWsX7NeX6Tv6OjYsnVLyXuJ/ivqFLV+mSQEQYMGDbp3417Ss6QIu4jcubm8EzzqEOqKNStSUmz8lN+9Z3cyJxnniStaUwTvh2eHzc79mLtn257qYciQQSH6xC4AQJosjQipsiSenp4Wii9aY5lY8+LG3ze8td6lx0sBABAGonenk6PJcrx81/5dh48c5nzglG8sl+dV1UA4/eS06JdFaWlpK5esDI8I5yfwBdcEimIFAIDgSnDf6N4zuKfNh6COdT+vmz5sev7KfESLAAhQfCmUCAq+Nf7A4QO79+0+e/KsZ4Yn735VKp09hn2p9NLOPTuXLlo6YdwE4SshfA2WZkoBAGg7tMcOj+8Xfn/+/HnbXVAVkRGRZ4+fzZmfoxapAQB2bezIg8m07rTLf13esG3DuDHjpvhMKTlRFcyndaNx+3LDh4XP+H7GrOmzkDJEckMi/FcIEAAg4LbC7dzjc3MWzLHdBVXRtm3bN8/f5P+cL8uRAQDwTnjaYBp9AP3hw4frt613cHA4vPpw0eoivTzOAddyR0vnFs7jx49f8MMCezt74RUh/xEfUSEAAMexjhw2p19IPxvOp/WQyeT0xHT1n2r+Qz4AAE1C0wfQGdGMjA8Z237Z9u+//6a+Tc2YmFFVYAqB9r+19wny8fLyWr5gecd2Hfn/8AX3BLoHHqMvgzCS0NG3ow3n03ogCLp7/W47Ybuy02UAAAgLMfowaENoXBl3+/7tp0+fLs4rzl2UqyxT6r/i8rPLjPUzSktLVyxa0bdvX8E9gfC2UFGiAAAQWxFb/NwioHvAx48fbXZJ1di1bdfYfmML1hXofi8UX4pduB3GDbPv0L6Dhw9evXSV/ZQteCbQyztNdvo1/dfjvx5fsmDJ+HHjq1sSDAXTamersVPHXr121XYXVMXIkSOP7jyaMz9HI9UAAOw87aiRVFoQ7fSZ05u2bZo7a26cS1zp/6rmXcx+zGyv7FETR82dNXfm9zMV2QrRdZEoSQQQAKGgFmtbHP778IrVTWKT0M6dOz978CxveZ68QA4AwDvjaSE0+kD6rVu31m1Z16lTpx2zdhRvLNbLE1oQ2KvY7m3cJ06YuGj2IgqgiP8RC54LEDUCAGB/y07FpIbHhBvsvmcTHB0d05PS+Qf4uuAizh5Hj6DTB9IfPXi0YceG8vLyV49ffZzyUW9JIAzU6XSnFq1a+Pr6LluwLCgwiO3GlillAAA0Gv15a1ylUikS1VXSHhVcVfmqVqtvPq7MiVvWwQoK6v7q1XOLnsLs2Nvbv0t+JzgsgF9XxoEBBKgBVEoEBd8Kj4EwH779UG1JAXAY4kAZTsFoMYJbAt5NnlpYOQmDMJD7BvctJ7Zs27HN6hdROxgM5uWjl/bv7csvVZU223na0SJplEAKjojL+D5DxasK85C9yG7L3BANInwk5F/j62P+AADnmc5PhU9jx5hh42RzDZITR06Etwsv2l7N1WDjGBEM+gA6ApDSPaXCV1XPXTQJ3elkJ7lULkmWCK8KJRlV8zb7SHtZT5lvV1+b1LbXyvTvp29ctDF3ca4+N42hYJiDmbRwmhqtlt6Qlv5RI9LW+mBriAAp8hSi6yLhS6F+uJK9yI4LHDv7dy4sLLTyJXyJnj173rpyi7OQoyvSBwCgcChGPwYlggLRIPk7efG24uryTgudiJ2ICIyIron4D/j6/yFYe2yr7a3CYsKePHli7Wv4Ai4uLmmJaWU7y6riixCgdaFRIil4dzxQgKzpWdXl2bFsu0g7jAYjvCnk3eLppgoAABQO5b7ZfeWulQcOHrDyJXwJPB7/9sVb0nNSxdWqLDOpPYkaSSX7kvF2+HffvNOIq8I81ECq0zwnCIEE9wT863xlaTW3cr7Lrexbk6dObrxW5rIkf5z5ozerd/H+qoGHd8YzIhm0vjSABoWbCqsHjLEMbPsj7ZUypeiNSHhVqPMaddgPt+d58br06mLDMgMDFs5fuHTq0rxleTonCQCAoWGYYUzaYJoGpRFdFpX/XW3VCwTaHW+nBmoFRyG6JoLfVOU3qP5UxkxGR5+ONlklUysDBgz4+/zfOfNz9JkKFB7F7M+kRFAAGcgSZSV7a1TLOS93JrQhaHla0XUR/xG/29/dVFoVAMDNzW3ePMM9lxITE3///XdT1PBs6UnEE1I+pOpeWtbBOn78j+aykLA6wcHBVy5c4SzgVPc2AAAEN4Kdpx0vocZyCRwbR+5E5j/i64esDsdJjhnkjJCIkKbg4Otxd3dPfpNcsrmkeigYAIBlYOk96eXXavxaIAzkEOHAjedWD4kDAOh96NhYrJefV91OvYmYa5AQicTkV8mYeAzvdo0bhCKgWANZ3HiuVl4jZmMfZi98JVRV1LjFxFbEFmtaBHYP/PDhQ+NVMiOXL14OwgWVHqnhSEFoiN6DLuPIdFNSPYzeDHmBXF9OpwNDwXjs9Bg7dey1a9esobHJrFi2Yvao2QWrCvQFSTooPhQAgG7ReNWb3hQAGb4JoSDXta6/XPxl7fq1VlDYdMLDw8/9eo4zn6NbmaWH6EEkuBH4j2ukjQiuBGJrouCZwNCSTHNM1CRGD29aPS09PT3fvHhTsKZAll1jmGFZWFoXWsXNGuV9KDyKFcLixfM0shqWhBnC1IRovAO9ZbIaB2kY5rIkZDI5LTFN/Zda8EBQ/X00Cc0ayCq/Xm5wgxwiHATPBQYPC1J7kvNPzj6BPrm5uY1XyVxAEHTn+p32kvZlJ8tqvI+BGL0ZkvcSXcRUD7MfU5otlefXMC9YBtZjp0fMyJj79+9bQ2mT2bR+07eh3xasLageAQEQoPpRtQqtbgmhHqofVavW6n3l7te7m+Jgsegs73beD/59oHuso1CoAd36P0t8LpFVPk8HdOv/Ov2NUFQ5mbfs1hM4HDY9vUlkx+oFh8PB4DADpw0UJYiq3yo1rDZ4aAEANBKNjCMDNfMttG40QgSh36B+NllQXQdCoTApJenbrd/CCbBWUaW0Vq6VfpQaSmuBJEOiSy3pIbgRXBa5DAgdUFBgnnWq5hokarX6xu0b8/bOkyfLq5dbIWpE+lFqYBMBANJMqVZa47ah7dAt1rWY+uPUR48eNV4f83L1+tXpy6cTFAQ5p9qIQoA8T27w8AYAyPPkakHNNyHgvNj55N8nfznwi+WVrR+PHj8KiQxp2bGlrvuJHmWpsnqoo/LNslredBznmKZImzbDZgt1v0RmZiaTxew1tpfoYQ2PUC1QVy8zqHxTpJbnyQ0sCaMfA+oDDQgboFQaXrVt4fF4H7M+jls3Dk6Aq5sIrUxbPYqjA9Eg0g+Gv0Fia6LTbKc+A/uUlZUBc2AuS6JUKu/E35mzd47ktaT6jwtRIZIMCfgstS79KNXKaryLoWDc17qPnjT61atXjdfHvFy5dmX2utkoLkpRWM2X0gIZR1Y96KhDliszMC8QCnJd4brv5L5ff/vVCtrWi/sJ92NGx7i0dJGm1hiBihKFstzw56MoUVRP0B/7eEyLaAEAVCr18xVgJSUlycnJAACZXObs4KTVanVNsFo4uQEA5RXn6cRYdJY9g/WBUzU5t2yR+8WL/7Po8S3Hhk0bMrgZ9qMaso4d54hzmukUExcjEAiMS1udGzdunPzfSafZTg0IX6JwKOeFzktXLk1NTTWXPmYcJJmZmdNmTnNe6IwmNmTmwJ7Jvnzz8oULF8yljxkRi8XRI6Idv3XEuzakfYt9jH2Rtmjp8qa4NyiCIGMnjyX2IdK6NGSxN9WfSuxLHDt5bJMKFetZtnJZoabQflhDLAneCe/wrcPw0cPFYrFxaatz8dLFP6//6TSzIbvCo4lol4Uus+bPyszMNJs+5rMkaWlpi5cvdl7ojMLV/xEJAac5TqfOnbpx44a59DEjAoEgJi7GaaYTztGkPsYG2I+0z+BmrFm/xuyKNR6tVjtizAjyILIu+G0hPnA+erZsq1v31sqtVWZeVVmku3OL/JL86sKWdbAmTfrOose3HFqtdsToEaQBJIpv/W4VhIKc5jht273N5qu06mDBkgXF6GL7qHobfYdJDg/fPDRvFMS8g+T8+fPXE647TK33/hXMQUwRSzT9x+lmVMa8pKSkrFq7ynmeM4Spn2tM6kCixdBiRjZ2lZblqKioGD5qOHsmG8usX6trLBPrNNtpxJgRTacWxAC1Wh0TF0OLppE6kur1RQgDOS9wXrNhzevXry2kW+OZOWemkClkDq53F2/HKY63Ht767bffzKiMeS3JwUMHE14lOEyutyWxj7QvxZTOW2SYZmo6vHz5csvOLew5bAhdP0tC8aGQB5FHjBnRFJbI1EppaenYyWOdZjthqJbqX8gVcJUqhbODE5vlKJFKRJLKyQ8Wg3VkORaU1ihvtayD1bevlfZRtwRlZWWTpk1y/MERTa5HOIQ1nJUjylm/cb3lFGs8KpVq1PhRjFgG0cNI2+LqUAOpuCDclBlTzKuM2QfJ9B+na9tq6b0NV4LUAd4Zbz/BPm58XFNL6Rqwa8+u5Lxk+9H18IxRBJTjLMeZs2fm5+cbl7YdDx8+PHzisMNMh3oEViHgMMPh6MmjDx48sKBmjaagoGD6j9PZs9j1Cqzaj7JPLUzduXun5RRrPHK5PG5cnP04+3oFVuk96dr22u9+MPP02+yWZOqMqdgAbL0Cq8SWREYcY+T4kTZp2m46GzdvzIFzWMNr7yNaK2gy2vEHx8nfTbZ585q6uXnz5pkLZxy+r49nDIF6bbz7gfOxbcu2bVq0+ZhbFb5yZbuU88oN7rtlHayDB5u0dagbAoHQqWMnPBVP72bqoxpFQNH701UalembdtkEFAoVGBioVCkZAw0bstUBPYwuloiDgoLMq4zZB0lAQIBEKqEPppv+qGb0Z2gQTWBAoIn7wdmKDh06IABh9GWY7vTTgmgkB5JnG099L5+mCZvNZjAY9E50YitTnX6iB5HhxWDQGU5ODclSWQ0SidTWsy2RRaQGUU38CpqEZvRlaBFthw4dLKpbI0Gj0YEBgRpEwww2OYgFAXooXSKVBAQEmFcZs1uSoKAgsURMG1wPB4sxgKFSqwIDA23Yt90UvLy81Fo1I5iBIpiqJ70bHU/Dd+zQ0ehuQrbF1dWVSqUyfBmEFrVvx/I5pHYkveWXyWQZn1FUVFRdnivgqlQqtUYtFNyyO8sAACAASURBVMP6N1s4u+cXG05i/+uDVQt4PH7+vPmLFywWvRAJLwr1C8hNAgK0njT7ifbJGck/zPmhiXTA0gNBUGxs7I6NO/Awnvc77/Ny1Lqh+FHo4+nFouK5i+c2tSUkAIA+ffrs2bbHnenOO8Wr3qDSFAgtCNSRVKwndvW61UePHW1qMXBPT89dW3b1692P+weXf5dvsOCubrAsLD2OTutO27J9y87dO5talM7R0XHzhs0jR4ysuFzBv843WOxZNygCihHBsB9q/8elP5YuX2qucmlzQSAQ5s2dt2ThEvg5LLggUHHrEdWA0BBzEJM1kpXwOGHeknlmrFUyCygUaurUqWtXrFVlqeAL8Oc1+3VD8aMwJjIK+AVzFs15+PChhZRsMMHBwXu27XGmOAtOC+prSYgtifRxdLWjesFPCy5evNjUSgO9vb1/2fOLT3ufilMVwqdCUB/tcPY4WiyN0o2ydcfWnbt2Np1GNjqcnJw2rtsYNzyO+ze3vpZEv4rQFFAolE8776z8bKP7PVvWwVq1avPatU2xrvZLoNHoqVOmrlm5Rp2pFv4hNFieajoQBmIMZNiPtr9++/q8RfMM/F9b0b9//73b9zqTnHmn6+1/VAEBei86cywzPTP9xwU/vn37tpFamWWQ+Pj4/LL7l87tOvNO8wRPBPWyGtUhdSDRx9HFePFPq39qItXuTk5Om9dvjh0ey7vM417jVl/7WS8IrgTGGAa2LXbF2hXHjh2zydbjBlAolFUrVk2fNp13hyf4W/D5ckgTwVAx9Bg6M4R56OihtevXmqV7SCNBo9FTp05dv2q96qOKf45v0EfDdFB4FCuSxRzKvPjnxZ9W/lRcXGz8O5YnOjp615ZdZCVZcEYgeScx/oVa0VmS8czUD6k/zP1Bt0qrMZjFkvj5+e3buc/L04v/P35jLAnFj8IYxyiVls5eNPvevXuN1MosuLi4bFq7adiQYRXnKgT3DLuBmA6hBYE2kobxxKxet/rY8SZhSahU6srlKystyWWBvoec6ZjuYEUFRyIIkpSRbMp+z//1waoiLi5u89rNJAVJ8LugeufJBqObXjOHMI+dOLZu0zob7pbg7++/f+d+rzZevP/x+E/4DbYaeiAMxBzIZI1iJTxKmLt4blZWlvHvfIFGDhIPD4892/f079efe47LjzfsRtYwKH4U5iRmbkXunEVzHj/+4o7XloZGo61avur7qd/z7/J5f/EaYDU+h9SOxBjHkFPkC5cvtOH0GofDLZi/YPH8xaKXIuEl4eeLqBtyTAccbUSTmF7HxcVt37CdICbwT/MlH8xgSTAUDHMYkzGIcfjY4bUb1tqwVX1QUNCebXvau7Xn/daISVo1dHNR1mjW/Yf35y6cm5OT0+BDNdKStG7des+2PcF9grnnubx4nhksCQQYvRjMscy0rLRZC2a9efOmsQdsKHQ6fdWyVVO/ncq7wqtvaOdLkNqT6OPpEoJk6aqlNpyL4vH4BfMWLF6wGH4B1zvdVI16RbBMx7IOloMDu7y8SRfE6ejdu/e+7ftaMFs0ILVkFAwNQx9Cp/Wnbdu1befunWZpqWc6bdq02b11d3DvYO4fZrIa1UARUKyIyun1kuVLGlb82OBB4uDgsGXjloallozzaXr95OWT+UvnW7nvKIFAmD93/pIFS8QvxdwLXINuqI2H4kdhTmAWwUWzFs6ycoU4BEETJ0zcsn6LOkstvCCsb2rJKAR3Ai2OhmmDWb3eBqnefv367du+z4Xqwvvd/JYEa49lxbHI3cg2SfW2bdt215Zdvbr2amSQuFb0qd4Lly4sWb6kYaneBlsSNpu9ZcOWyiDxdcOOxI2kci5qo1QvkUicN2fe4vmLhfeFgisC/UYj5oLiR2FOZObz8mcvmm3l9oG6IPG6levUmWr+eX6D0006mqWD1fTx9vY+sOeAd3tv7u9cs1uN6uAccbThNKI/ceXalceOH7PCgnknJ6ct67eMGD6ikaklo1SfXq9ZvwaGYePfaRxEInHZ0mVzZ81tZGrJKJXT61Gsv6789dOqn6yQ6jVXask4uun1OGZaZtoP835ITEy01ImqMXDgwH3b97EgFv8Mv+GpJRMgdSQxxjG4CHfWwlnx8fGWO5EeX1/fA7sPdG7bmXuaa5Yg8ZcguBEYo62a6tWnlrjnzRYkrhV9qvfIsSM/r/vZCqleKpW6esVq8waJawWFR7GiWMwY5qU/Ly1ZsaSkpMT4dxoHBoOZOmXqulXrFOkK/ll+9aaaZgYCjF4M1nhW6ofU6XOmW6fsOC4ubuu6rSQ5ifc7zyzppmbpYDXlFKGDg8OKFStmTJ+BxWG5HK5SrNTINEAJtEotkANIAyFSBKvFahVarVyLqBHuXW7dloXckUxoSUDboSEMpCVoAQZosBoUEYWgEDQJDWEgFBHFdGfiSLjkpOSlPy21XBs6IpE4e/bspUuX0ul0uASW8qRqiRqogVauhZQQUAMgA2gNGpEjiBLRKrXCl0KDfR4MILgSyN5kFAEFYSBABFq0FiEgEA5CMAiKiAIYgCVhyY5kEotUWFi4evXqkydPmm736zVIUCjUuHHj1q1d19KjpVQghYthjUSDaBCtVAvUACgApIRQGhSQAkSNaOVayTuJLLeukCGGiqH3pKOwKAgPQQRIjVJDdhBAAwSPoPAogAUYEoZIJ9JcaCJYtG37tl27dlmu6+OAAQO2bN4S1CVIJVNxOVzdwNOINZAW0sq0aBUaqAFKjkI0iEaiURQqRCl1PoEgYD/YXjfwIBykRqshIoSgEWAHUBgUwAM0AY0j4VitWWqV+tjxY2vXrrVciY+Xl9fGjRuHDBmCaJGyj2UauUar1CIyBGiAVqJFaVBAATAqjFat1Ug0aqFa8NRIk156TzqGhkGT0CgMSo1VAzzQorUoEgqgAUSEUDgUmoB2bOsIoaArV64sW7YsLS3NQpfm7Oy8cuXKaVOnYbAYbjZXKVFq5BqgAFq1FkgBpIUQKYLRYBAlopVpEQ1ScauibveL3JlMcCOgSWgIDWkJWoAFGswnS0JGQxgIRUCxPFhYIvb1q9dLli6xnAdJIpHmzZu3eNFiCpUiLBLKBDK1RA1UQKuotCSIFEFr0UAOdJZE8MxIjITgTiB3+mRJ7IAWrUVwCMADgAEoOxSEhtAkNNWJasewy+Xkrlq96vTp06bHIOtlSdBo9KRJk9b8vMathZuEJxGXilUSFVADreyTJVFAKA0KyCotiThVXPdsB8vA0rrRUDgUhKtmSTAAwSEoAgpgAIaEsWPaUZ2oQoFw85bNe/fulUrrt8bIdMLCwjZv2uzr56uUKHl5PN3Aq8WSqBGNVCPPkxtsI2MAhIZYISzdwKu0JHYQgkYA8ZMlIaJxZBzLg6VSqg4dPrR+/XrLLTfx9fXdtGlTeHi4VqMt/1iuUXyyJGqglWrRWjSiQDBKjFat1Yg1Kr5K+MJIPp3Rh4GhYNrNaSdXNXw2y2Y5dmzT0Y5gJ5VL32W9K+VWXr5lHazNm/ctXTrLoqdoMCQSCYfD0el0HA5HJpPt7OzweDydTsdisRQKRfeSRqPhcXgPd4+wQWHvJ76v+4COQx2VfZV37twRiAQSiUSpVAoEAqVSKRaLpVKpQqEQCAQqlUokEuleCoVCC+Uv8Hi8nZ0dhULBYrF0Ol33kkwm66+XRCKRyWQsFstmsSd8MyF9anrdSSiKD4W9kP3HhT+4fK5cLpfJZCKRSKlUCoVChUIhlUpFIpFKpRIIBLqXYrHY9DYw9RokGAym+t3B4XAUCoVIJBIIBBqNhsViqVSq7iWTzhw+bLjgsED4sq4fGJqM9vmfz6kTp0q5pQZ3R7eDukwmk8vlQqFQpVLBMKx7aaK29QKCIIO7w2AwdC91Y5XBYGCxWDKZTCVT+/fvT31LLTlnZB7c5nCbBy8fZGZlKlXK6ndHPzglEonuZvH5fN1LS1waAMDg7lCpVBwOR6VSCQQCkUikUqlYLJZGo5GIJD8/v9ao1iVbjFya02KnHJDz9u1biUxicHdgGFYqlTAM68YqDMMqlcpydUsGd+dLhgWHxXm28QzuFpz5nZEkEXsUWxwovnfvHiyGdZZEf3f0L1UqlVgs1tsZC9XS6e4OhULB4XA0Gs3gZXU7w2axJ347MWVcSt1BIFoXGmMG488//+QKuAZ350uGxfRgf70sie5mfcnsVzcsLAYrLjaubGeZKKmu+QyWifU64XXq11NlvDIDs1/rU8DSlsTA7Nf6FKBT6INCBhEeEUr/MpJabX+y/e37t3NycxRKRR1mv7phscSlAQDqNvt6w0IikoKCgtzl7iW7jFgS55XOHyUfw6PCdf4ulYnrOcTVQKY4R5z0oK5WxoN7hSS+S6wQcO0Z9n4dfG8/uaN731LdTnU0We8KAKCzVqYUnoeHh3dv2d2omCxbJvYST//B9q3AFQqFQqEw5dKcnJxih8caLfGRZkmxWOx307+zhB2v1yBRq9V8Pt/E5QJxw+Ok2UbmiBqxRlgkXL95vc2XwSMIYvoyiId3HmKzjTc9F2eKz5w988cffzRONTOg828qKiqMSm7euLmVeyujYkgu8rTg6eKfFptBucZhuiWJjY0NtA80KibPllc4V8z8caY5tGsUcrlcLpebcmlt2rQZGjHUaIpNmiV1QDtMm26RXSPrZUl0kwpTLg2CoLGjxxrsaV3LAXkqqUC6fPVym68Zr5clef3ktTbb+DxfmCk8fvJ4U9gnXmdJTNm54Zc9v7iR3YyKaTna+NR4fTSR5UKcuNqwjeXza0U6B+tLmz3LFVW+cvV/W7YZmodHa4se3zr4+voiBYaOBa0LzaBFmyxH1r5T+3o1hLU5Pj4+omzDaRmpPQnHrrFNlUaiUYqVHh4eltDBQoPE0dERh8MZ+I5YFpbsRTaQlHAkPj4+ltDBcnh19jLYdxyFQ9G7f9YRtwD4+fhZTy1z0N2/u4JjuACQ0dewI66cI+8W0M1aSpkHPx8/KN/QPujyStXfkeXIOnl3sqJeZsDb21ucY5hmInciY+1rTANUPBUahbZQY1gLWRJ3d3e1TG3gO+IccaT2hp17RdmiZmdJ2nVqZ2hJCCha1896q+YDP99mZkm6+HeRc2rGCCHA6GNoSZS5yu7+xgMoOrgCrkIpd3Fw1r10Y7tyBTyJTPL2XaJ/J/+IvuH+Hf3evquqZ7Wsg7Vy5WaLHt869AjooeLUeE5TfCktFrdwWuAEoarMpVqkVsvULVu2tLqCDcff31+bV2P6gnfGuyxxcVnhYtArXJwt9vOzyA/MQoPE19dXmFUjK4Qmol2Wu7gucTXs8JsHAvzN3FTaotjb2xPtiDVaG0DAcZaj+2J3atcavcIVOYoegYY7wzdxvHy8DOKOrFiWxwIPVlyNbT1kOTIvnya9X8Ln9AjsYWDxqV2o7ovd2XPY1Ys1lBVKPA7v6Ohobf0aQYBfAMir8Q6hBcFliYvLcheDDYLgTNjX19cSOljIkvj5+Ymza/iOaBLaZYWLy1IXvHONDYK0eVp/f39L6GAh3N3dERVSvWwOQkFO853cF7tT/WpYEiVH2T3AVC+kidChcwdZTg3f0WGsg8dCD9YQQ0vi41sPt7jWzZ6923bOyMm48ehmRs4H77ad9cKWdbBevXpm0eNbB39/f2lWlcUntiay57J79+39pvSN48waRlCUJWpeP7CegT2r+45YOtZttdt3s787cOqA6ypXFL7a8MgFgf7GsxsNwEKDJCAgQMup8h0hDOSyzOXM1TNjJo5xW+WGs68K0SmyFT2DelpCBwvh7+8vyKyx4tXhG4d0WXpAYIDDdIfqmwpLs6Xeft42ULGh2Nvbk8ik6iueGAMZUC9ozdrNUE+IGVa1H4uyTEnAE5qXF+Lj51PdkpA6kBxmOAR1CUoVp7Kns6tLCjOFzcuS9OrSS5FTFXfE2mPdVrt98903v//9u8tyFwhb5T9qc7Vm3yRHh4UsSWBAIJJb9WND4VDOy5wPnTk07cdpbqvdsPSqEJ0qR9UzsJlZElFmjQwGewb7bfnbnr17suexSe1qWJLmNSDd3NyABqgEVU83+iC6Nki7YeN2QgSB1r0qRKcoVDg4O2AwppZL1brZM51Kzy8u0Gg0+SX5NGrVwS29F+Euix7fCtjZ2bFd2YrCStuBc8C5/uQ6bvK4f//9N3ZMbAWzghVbzR3OBf5+zWkU+vn56X18FB7lvMx53/F9586dW/Xzqvg38exZVRNrBcdSsRALDZLuAd1VuVW/LofpDi9zX85bOO+fq/+s37HeZaULmlQ5sZbmSL19mpMX4ufrp82t8h2ZUUxZW9nwUcNTUlJGjh/pstgF71I5sVaWKe3s7Ozt67E5tG3x9fUVZFWtH6T6UWljaP1D+69Zs6x/aH9qLLX6xBrOsVQsxBIY+I66UPGoCaOSk5NHjB4hcZewoqssiTZPa6GAsYXo7NNZX6WEIqCcf3LetHPTxUsX5y+a/yjjkdMsJ70lUeWqegQ0J0vSI6BHVc4aAuzZ7ITUhBWrVpw/f37P0T3Oy531tSLSHGnzumv+fv5IXpXvyBrBqrCvGDF6xKtXr8ZMGOO82BnnUDkRVRQq7J3syWTD+oomi4HvSOtGo42m9RvUb+XKxf1D+jtMd6D4UHQfIVqEn82v196Rn2/2LJaK3Zzc0Ch0Cyc3saQq3mlZBys8PMaix7cC3t7eAo5At/WbLjK8dtvaq9euAgBkMllIZAi6L5oRXJnWVXAUFrIdlsDOzs7JzamyPxsE2LPZd17dWfXzKgAAgiATvpmQg+Q4jK/ck1yWLevs07mOozUYCw0SP18/vcW3j7OvYFTEjYnTLdvctn3bxZsXneY7QWgIAKAsU5LIpGbkhXQP7K7OrYzq07rT7KLsBoQN0DUNun379vyf5ruudMXQKidkgixBM/JC/P389b4j0YPoNM8pJjYmOzs7PDwmOzs7JjbGaZ4T0aNyr1ltrrYZ1YV4e3sLsivjjmgy2nmZ8/yf5t+6dQsAIBKJ+of2J0QQaD0q574qjqoZZWQYDAaVRlWUKgAAEBpyXuj8V/xfm7duBgAgCDJ+8vhSUql9XOXvS5Yts9CAtJAl8fb1rrIk4+w5gDPhmwm6GufVa1bffnnbaX5lrYiiQOHg7NDEd1WvTveA7kpOpcfP6MfAD8SHRofqWmFfu37t580/u6501U1EES0i4Ai8vZvNRDTAP0Afd7Rrbecw3SE0MjQ3Nzc8PObdu3dDRgxhz2XjXSsnompO/fqffb7Zc3JGiruL++DeIS2c3ZM/VHUCs6yDFRs7zqLHtwK+vr66IQihIacFThdvXtyxc4f+0/Ly8sGRg1mTWTp3WJYj8/FrNkWOXl5egtxK39FhokOONmfSlEn6dYIqlSp6RLQ2QMsMZwIAFKUKKo3KYBhWCDYeSwwSAoHg0tJF17eG0Z+B6oMKiQyp3kN/5uyZSeVJjt87AgAAAgTZzcl2+Pv566qUSO1JjjMcw4eEFxYW6j89duzYibMnnBc76/Iy2lxtM4qqdg/srjN2WAbWeanz1BlTdVsV6QbJ48ePp0yf4rrCVVc6rc5Vdw9sNl6I3neEsJDLUpdTl04dO3ZM/2lRUVH4kHDH6Y660mlZjqwZ3TVfX1+97+j4nWMyN3nGrBn6T3UTUVQvFKM/AwAgL5A7uTnZ2dmZXQ1LWBI6nU6j0xQlCgAAK5wFAkHU8CilsiqFPXnq5Cx5lv1EewAAokWEucLOnS0yEbUEvn6+OktC7khmTmIODBtYvQPqrt27zl8/z17A1k1EVRxVM5qq6X1HnAPOdbnruG/GvX79GnwaJA8ePJi/dH6LlS10E1FtnhYDVc5IuUWy335ONfhL+CO/+sFRKJRULn2XXdW5SSASPHr16MbDm49ePRKKqmp/LetgXbx4xqLHtwJdA7oi+QgAgD2dnViaOHO24drpd+/excTGsOeyCa4ERYmlvBBL4OfnpxuCzAim0ksZMTTCoHkVj8frP7g/LZZG60rTeSGW+IFZYpB07txZkCtA1AjFh8KaxBocOdigQYBGo4kdEytyEzGHMkGz8kIqfcd8Oc4R57zIefSE0Z/vcbZwycIH6Q+cZjsBCKg5zcoL8fWX5chQBJTLcpc9R/ac/+O87n39IPnjwh/b9213+ckFRUBJs6XN5a4BALoFdFPnqgEEnGY5PXz/cP6i+QYCb9++HTV+lK50Wp4vd27hbAkvxBL4+flpcjUAANZQlriFeMToEQZ9hisqKkIiQxgTGRRfCqJBBLkCS3ghlrAkPj4+ghwBQADVn0oZQekf2p/H41UXUKlUEUMjFB0VzEgmAEDJUTaXLCGNRqMz6YpiBd4V77zIeejIoenp6QYyP8z+Iak0SVcgiOQhXQO62kLThuDj6yPLkVUmnbauvXr1qu59/SA5fuL4oVOHnBY7oXAoaY5Uv/wf5ilv/cYx+Et+WNUVIio4MrxPWIWAK5LYflP5Zk/yy+SMJRmc45z0pPQ6MtDffvutoECQNC6pOKm4b9++1tSwwRw9eDT/cH7mukxeKa9Vqy92HurSpQtcAafPSi/4u2DOnDnW1LDBTJkyJf9mftr3aXA53K9fvy+Jubi4lBaUZm3N4uzhnP/9vDU1bDABAQFlH8oSRyXysnlz58z9khiBQHj9/HXu/3LfzX6Xld7wrbitCR6Pl0vlb4e/LXlWcuLIiTokTxw+UfK85O3wtwqpgkAg1CHZdMhMzXw3913umdy3L97WofP076fzcniJoxNL35cGBQVZU8MGc+7Uudy9uZkbMkvyS1xcXL4k1rdvXzFPnP5Dev6N/GnTLNIKy+zMmjWr4EpB+qx0uALu2vWL7oWHhwe3hJu5LjPvUN7xw8etqWGD6d27d0lySdK4JH4+f8qUKV8Ss7OzS36VzPmVk7EoI+WVNbbBaTxkMlkukb8Z+qb4SfFvJ377khgKhfrnr38Kbhckjky0wzePyUwNZsyYZ2sVGgUKhZKJZZxfOKUFpc7OznULb920tSK9ouhW0ezZs62jXiN5+/xt/pF8uAI2asfjYuOEJcKis0VnfztrdjUsMUgO/XKo+I9iQYHgm2++qVuyc+fOwnJh3uG8jykfza6GJfj2228L7xWWvi09sO9A3ZIsFis/Kz/3UG5z8UL8/f3LPpTl/5n/+N5jLLZG/ySDQYLFYh/FPyq8VliWURYYaJHFreYFh8MppIqc/Tn5WflGq/3279lfllhWGF84depU66jXSD4kf8g7nAdzYaMLzcaMGSMoEBSfLz568KjZ1bCEJTnz65mis0VwCTwyzsgmPEFBQcIKYf7h/OSXyWZXwxL8+OOPRbeKypLLtm/ZXreks7NzSX4J5xeOTCyrVzG4rejVq1dJaknhjcJbV2+h0TW6hBgMEhwO9+zBs7xzeViU8b7NTY7jx23fQroxtGnTRq1Uw1zjLggAAIVCXb18VQkrT584bQXdGgkEQRJYIhVIx48bb4r82p/XKmDF+yQj+wU1AEsMktdPXitgxa7tJq0qGjZsmIQvUSlUBg/1psmBvQeUIuX9O/dNWVfcuXNnQYVAJVM1i7TFpEmTlLAyNyuXxWIZfPT5IGEymZxMjhJWTp482Ur6NQIfHx+VXCWoMKnUD4PBxN+KV4qUh/YfsoJujQSDwSjlSglfMnz4cFPkt2/droAVb5+9NbsmlrAk6W/TFbBi/dr1pgiPHTNWKpDKxLJm0W76t2O/KWHljSs3TPGZAgMDYS6sVqjbtm1rBd0ayYwZM5SwMutdFo1m2DH180HCZrOLcouaZQSruXdyHz58uFajjYkxdXGKnZ1d4qvEtLeW2lbWjLRq1QpBkDWr15goD0HQ2dNnFXKF6f1CTMTsgwSCIJFQ9M+f/5g+2Vq4YCGCIM2izv3lo5cZqRlUKtW4KAAAgJCQELVKPWnSJItqZRb27d4n5AprteC1DhJPT08hV3hgr5FIXlNgwoQJarV68ODBJspTKJT3Ke//ffKvRbUyC507d0YQZNHCRSbKo1Co/7N33gFNXd8Dvy+bDEbYS0FkKipbSRiioiJDFMUB7tmqdVbrljpaZ622aluLtm6rIO4NIWGDE8J0MGTICmQQsn5/xC9iQFl5L5gfn7/Iy7vvnkvOO+++c889J+5KHK+Bp/RZiNItCQaDaRI0XTp3qfOibtuyTSaTWVlZKVcSOHiR+eJ51vPOx/kFBQVJxJKwsDBYpVIK0X9G11TWtJv0u10lcXBwUPpzrY+OiYqKWrWqa25nQ0PDnJyc3v9rhYaGnj51uks2DofDPX78uPfvkbGwsEhJSdHQ0OhSq99/+z0yMhImkZTIy5cvzc3Nu9RkwYIFBw8ehEkeJXL71m06nd6lJp6enndu34FJHiWyf//+RYsWdamJmZlZdnZ27/eFREREHPv9WJeaaGhoJCcnDxjQ21+/HRwcEhIS8Hh8x6e2Ivrv6MmTJ8MkkrJAo9E5OTldrVn03Xff7dzZKWeeann08JGbm5uqpYCfn346omoRekTn3zhb4+DgYGqqWI67t+Hr64vD4To+71OoVKrSA2+VriRDhw41NDTs+LxPQaPRfn5+ypVE6ejp6XUvC3b3NBlhviDkF5Tkax/aF3ByctLX11e6MMrFz8+vG++TBgYGSl+2VrolcXFxoVKpHZ/3KVgs1tfXV7mSKB0TE5PuvSr3/tsNgqAxY8Z87tuvfU7yCV97DFYfCNCnJH10SJ+S9NEhfUrSR4f0KUkfffTRRx999NFHH59HX7/LKzV9/H+jT0n66JA+JemjQ/qUpI8OUSsl6XPH9dEhfUrSR4f0KUkfHdKnJH10CMJKAm/SsLdvX8F6fRXS7hZQ9cDY2Lgb8e/dBkklQaFQXd2C9xWhxjrJ4VR3fNLXiRr/amZmZgppHmEFSUuCxWK/kLP+a0eNdVKNLYlacfLkyd6/VbB7rFixYvz48aqWAha8vLw29JrEegAAIABJREFUbtyoailgQUdH59y5c6qWAi7u3r2rahHg4uzZs20Tq6oHGzZs+EKhqq+asWPHrlz52UJVXzVGRkbR0dGqlgIWIAi6ffu2qqVQHq6uX02V2S6BQqEqqyu/UL/pq+YB48HvfyCXvBFJJfl5/88pWSmIdYck4eHhnEbOV5GMvqvY2NjIZDJbW1tVC6J8sFhsfUP99OnTVS0ILCRlJO09sBex7pC0JEePH33EfIRYd0gyd+7c9zXvv4qSOF1l2LBhUqm0X79+qhZESajrovjw4cMlUsnNBzdVLYjy0dTUFAgFpVWliGU4RFJJ8t7kNYubDQwMEOsRMS7GXJRIJaNHj1a1IMpn3ffrJFLJ9+u/V7UgysfPz08ilVy+dlnVgigfPT29ZnFzQTFyJT6RtCTFFcWCZkHbSixqwPV71yVSiaenp6oFUT7bdmyTSCXfLvtW1YIoibCwGaoWARZ+3v9z7LvYBn4DiURStSxKZtq0aawy1puaN4jV0EVMSWxtbcs55Y/LHn8tNXQ7Dw6Hq+fWX624euyPruXU/ipIeZpyteJq6rNUVQuifI4ePxpTEVPPrUcy6hEZ5s2b97jscVldmb29PTI9ImZJnJyc3tS8YZYxZ8xQtwcckUhs4DfEvIvZf6iDCtBfI8/znl+tuPo46TFiPcLrBvzvP/UMCgkNC43nxOfW534hY+xXSmh4aJY4K42fFjwxGJkeEVOSkIkh6Y3p6cL00GmhyPSIGN7e3iXckns194InBvf+4ipdwtDQ0MHG4Vz5OduBtl2t7NHLgSBoYujEezX3irnFvT/3d1cJDQ/NbM7M5GWGTOxsLdcegpwlCQ3JEGRkijInTp2ITI+IMXr06Lz6vHhO/MTJ6jY0CwsLM1Ozc+XnXIa5aGtrI9MpvBMstfRg2djYaOpoFvGLnoifTJyiVlqIxWLHjhmbyknN4GeETkVoFoKYkkwMn5gpyMxsyPTy9Op8idOvgpDJIZmizNKmUjFarPQKJKolICAgszazSdr0pO5JQECAqsVRJkOGDJFgJSVNJZmiTDV7nhGJRF8v3wxORrogfWI4QkNDzpJMmZjBy0jjpPmP9lcz1+PEsIlZ4qxX/FckLZKaRT1OCJyQXp/eJG16Ufdi3LhxyHQK7wRr/Hi1shpygoODMxozZECWwkkJnBCI5D5kuPHy8irlltaL6nN5uWamZhYWFgh0ioyS6OvrD7Yb/LzxOU/Cy6vPU6dYJQiCJk6amNaQBgBIF6SHhCLkMECG0PDQLFEWACBTlDlp+iRVi6NMQkJDMvgZAIC0hrTgULVyPfr5+eXX53Ml3BeNL+ys7bpRG7QbIGNJzM3N+5n3y+HlcMScEm6Jt7c3Ap0iAwqFCgoKSuWkyoAsvTEdMdcjMkyaNilTmAkAyBJnhYYj5D6Ad4J17NhBWK+vEkKnhaYL0gEA75vf14pqhw9Xn52SE8MmZooyAQBSmTS9Pj0wKBCBTpFRkgkTJmTVZYlkIgBAligLMf8cAgwZMkSKlRY3FQMA0nnp6jQ0AoHg6+2b0ZABAEjnpHvTvNXJ9Rg6NTSdlw4AKGkqEaPFQ4cOVbVESiN0amimOBMAIJaJn9Qj5HpExpIEBQdl1GdIZVIAQKYoc2KY+jgRPDw86sX1Vc1VAIAMQYY6hVJoa2u7u7hnNWQBAFI5qWPHjEXG9QjvBCsjQ922xOvp6Tk6OD5vfC7/mNGUETJJfab5oZND0xrT5H9nCBG6wZBREnlEiPzv1IbUoMAgtdmH3OIIAQCweWxzM3O1SaY6atSoQk5ho7gRAMCT8PLr80eNGqVqoZSDmZlZ/379c3g58o8Zggy1cT2iUKjgoGC5SxUAkNWMkMMAMUuSIfxwu6U2pE6cNFFtXI/BocHpTenyv583PnewcdDX11etSMrC39//Re2LJmkTAKBeVF/CLfHy8kKgX3ifMVu3/gTr9ZEnICDgSd0TuSMEAJDGTVOb4AlHR0cZVvZW8Fb+8UnDE3dndwSCARFQEgKBMNJnpNwRAgCoaq6qE9V5eHjA3S8yTJwysWWCJXc9BgUHqVYkZTFxygeXqpwscZbaRD0GBgW2OEIAABm8DLWJmHZzc+OIORXCCvnHjIYMX29fAoEAd78IWBIKhTLcbbjcEQIAKGkqkWAkQ4YMgbtfZAidEprB+2BJ5K7HCRMmqFYkZSHfvNXyMUuUFTIZifcZeCdY/fsPgPX6SmHJkiWLFy8ePHhwZ1waIVNCnoietHws4hfp6OoMGNDxMHV0dCZMmBAVFYVklrPg4ODVq1cPHz68M/knA4MDn/A/Dq1J2pRTl9MZhwGRSPTx8dm0aVP3Vku7pyROTk5bt2718/PrTKYMHx+f1w2v5Y4QOVnCrMCQjhdAMRiMq6vrd999N2XKlG4I2T2MjY2joqKCg4M7k+DbyMhogMUANpfdcuRJ85OQqR3bDgiC7O3tFyxYsGLFCsRewTU0NDZv3jxjxozO+NggCJoQOKFlWgwASG9IDwgI6Iy05ubm06dP37x5M2JLihAELV++fMGCBfb29p2RMGRqyJPmj7cbm8e26GdhbGzcYUNdXd2goKCoqCgkS7WEhYWtXLnSzc0Ng8F0eHJgSGCW8OPDrFHcWMQp6sw2SRKJ5Ofnt3XrVmdn524I2T1L4uHhsXnzZh8fn86oyujRo9n1bLkjRE4WPyswuGNLgsViPTw8Vq1aFRKCnJ+yX79+UVFREyZM0NHR6fBkS0tLXT3dAt7HvGVPRJ21JIMGDVq8ePHSpUt7JG5XIJPJW7duDQ8P70w9FTQa7T/aP4PTypI0pgeFIPEWCu8Ea8OG5bBeXylcuHDh2xXfPnv+rLah9s7jOxs3bvTy8tLQ0Gh7Jg6HGzVyVDonveWIDMjSOGmfu2csLS0jIyP/jP4z93Xu++r3cdfj8vPzi4uL4RpJG27evOnl45WcnFzfUM/MYO7as2v8+PGfS44XGh6azk9vfSRTlPm5gB5DQ8PQ0NBDhw+lv0iv49TFx8dTdakpKd1x0XdPSZ48eQKhoYcPH9bV1z1hP/n1t1/DwsI+93xScIQAANK4aaFT2h8ahULx9/eP+jEqITWhvrE+PT09ICjg2rVr3RCye5SXlz99+vRqzNXKqsr8t/l///P37Nmzra2t2z05MDAwoy5DLBO3HMlqyBrhNoJMJrc9GY/H02i09evX33xws5pT/TL75fc/fH/hwgWZTAbXYD5FIBDExcX9dvy3N2/flL0vuxh7cdmyZUOHDm13p4izs7MQEpYJy1qOlAvLBUDQboY2NBo9dOjQb7/99mLMxbL3ZW/evjn2x7Hr16/z+XwYx9MKmUx24cKFdRvWvcx+WcOpufXw1vr162k0Gh6Pb3syiUSiedBaHCEAAIlMklmXGRjY/qN64MCBs2fP/vufv/Pf5FdWVcbExjx79uzdu3dwDaYN165dGxswNi0trb6xPiE1IerHqLFjx2pqarZ7cuiU0HSuoiX5nOvR2Ng4LCzs8NHDWTlZdfV1Dx8+RGPQWVlZ7Z78ZbpnSVJTU7W0teLj4+s4dZkvM3/59ZfQ0NDPReWHTv0YaSAnnZ/+uQVQLS2t8ePH79y9k5nBrG+oT0lJ8Rnpc/Mmcumpi4uL8/Ly4q7Hva9+n/s698/oPyMjIz/nDggODs7gZMjAR1OQzkn38/FrV4EJBIK87Njtx7drG2qfv3i+fOXyCxcuwDWSNnC53Nu3b//191/FJcXFFcXn/zu/dOlSR0fHdr0knp6eVcKqatHHKoRvBG9wJJyDgwPccqrJ4nEP0dPTY6Yx07HpL/gv7In2NpDNIJ1Ble8rGfGMxEeJiYmJr1+/BgCMGzduT/SeLe+2tG7roukyhjOG7koHAGhoaNBoNC9vLx9/H+chztWCajafnSfOK28uX66/fOvqradOnUJ4aFgsNu52HH4Q/nr9dTuSnQ1kM1RnqEgoYqWyEu4mMJnMrKwsmUxmbGycU5gzJ2+ORCZpaUvFUn+x/MVAx0AsFsvfwGh0mu8YX2cnZzEkzuZm50vzC/gFc/XmMi4zVnyzAuGhAQD2HtgbNDvoz+o/B2gMsMXY2hPtcQCX+TRTPrS0tLTm5mYIgsqry7eUbykXlrc0hAD058A/vVy9CgoKIAhycHCg0Wi+/r40Gk1TU/Np7dN8WT6bx/bX9Me/wo8fNb65uRnhoc2YMePgsYMHyg/o4nRt0bZ2BDszilnm88yE+wmJCYksFksgEAAA7jy+87T/U2Yds3XbTUabDnx34L///gMAWFhYeHt7e4308h7pbWpkyq5j50vy2Xx2f0L/kWCkp6tnVVUVwkMbOnTo/YT7f9f+3SxttsPb2WJsrXWsC94UMB4xGI8Zjx49qqmpAQD8uPtHm0ibf6v+bd12puHMV2debdqwCQCgq6vr5+fn5ePlPcrbxtKmoK4gT5yXK8zFoXAL9BaMHzU+PT29fQlgw8DAICk9KR7EvxG+sSfaWwCLD5bkMSPxcSKDwXjz5g0AYNKkSd8f/X5n+c7WbWnaNOcS57G+Y0GLJfHx8hnj4zLEpbSxNLcpN0+SV91cvcZ4zdpv1p49exbhoeFwuFsPbjVbNd9ruGdPsreBbIZRhzU0NLBYrPh78SwWKycnRyaTWVpapj1Lm1cwr/Wj2ghvtNN4p7GesUwmw+Fw7u7udDrdZ6yPyzCXZtAsN5KvBK8W6i288c+NdavXITw0AMAvR3/xneJ7qvbUQOJAG5SNA9kBK8NmPcmKvx/PYrLklgSDwVTVVq18s7JWVNvSEAWhTtmcGmI3pLS0FIIgZ2dnOp3uPdqb7knHEXAtliRYO1iYIwweFywSiRAe2uzZs3f+svNI1REjnJElytKOYGdKMc16npVwLyGR8dGSMNIYj6mPW7sPAABRJlGb52++desWAMDS0tLLy8vLz8vb19tQ3zC7Ljtfms8WsB01HN0l7jQ3WnU10nWU/fz8LsVe+vP9nwQ0wQ5vZ4u31cXrpj1NY9xjMOIZaWlp8qEdOHzAcLLhhcpP5n8LDBekHkvds2sPAIBMJvP5fKlUqnQJ4Z1gnTx5af78qbB2oSwsLCyYqcyzjWcTOYkAABwKZ020tifb26Jt7TXtq2urk5KSTPRNigcWX6262rohDoU7ZXfqyJEjXn5ewxyGVQoqc4W57CZ2Di+nurkaAEBCk3aY7jj/+/kd23aoZGhkMvlR4qNX1Fdnqs8AAFAQykLDYhBpkC3W1oHsIBFJktOS+TV8E1+TgxWK23D2me97cPnBQMeBHk4eXAk3rymPLWSzuezSplIZkEEAWm20uj6rPmximEQiaa/zjumJkkAQ9M+5fwb4DNhXsU/uxTElmNqT7O0J9rZ4W22sduqT1OzM7EmzJi17vUyh7TdG3zSyGlFklKebJ46AY/PYuaJcNpf9SvBKPssM0w1zaXLxGu5VX1/fPfF6yOo1q5dtXLapdJN8cVMXq2tPtrcj2Nnh7ExJps9znyfcT1i2bNnC/IU8Ca91wwD9gMFlg4veFtFoNCM9I3YDO1+cn83NLuAXCKVCAICbptti6mIfT5+8vDyVDM3f3//s5bPby7bLY/7IaLI92d6OaGeLtR1IGVhYXJgYnzh+3PgTghOtVz8BAHYku6Wkpbdu36L70K37Wxc1FuWJ8th8NpvL5kq4AIB+hH7bzbbPCp91584dlQzNxsaGkcT4s+7P1IZUAAAOhbMh2jiQHWwwNvaa9pXVlSwWa4D5ALY5+8b7G60bEtHEv2z+Onr0qM8YnyF2Q8p4ZbnNuXlNeTncnBpRDQCAgqHsNNt57Kdj+/epJsu2lpYWI5nxlPj0cs1lAAAaQltqWDqQHWyxtg4kh+am5qT0JEmjRJuufbTiqELbIxZHYs/EOjg7eDh5cEQcuZFk89hlTWXyS31v9P1rxutZM2Z1+znXE0uCRqMvXb2k66p7sPKgVCaFAGRGMLMj2dkT7O0IdmQ0OfVJasHzgrHhY9cUr1Fou8poVUVCBYFK8HT3RGPROdycPFFeDi/nteC1PMZupu7MgfUDR9JHcrnc7onXQ7Zs2xKxLGJr2Va5odDD6TmQHOwIdnZ4O2Oi8ZPsJ4mPEpcvWz4nb06z9JM3yVCDUIsii9KqUponTY+qx25g50vyc7g5BfwC+Zl0LXokJZI+nC73QSBPyMSQP07/sbVkq9zVTcFQ7En2dng7W6ztQO2B7EJ24uPEyVMm76/d/0rwqnXDoZShkZjIB3cfeI30GtB/gK6ObnOT8t+i4Z1g/fTTka9ilVCOg4PDY+bjY7XHWi/WAgAgAJkTzB3IDrZ428vVl98JFT3zMwxmAAjkCnJzebl8ySdLEjgUbqvp1oTLCd99+x3sA/g8VCqVmcZMxibHVMcofGWAM3AgO9jibDP4GZkNmQrfjtYZ3Q/XL1eYm8PLqRd9Ms+AALTEaAnhFaGHDp4eKgkGg4m5EaMxRONw+eHWL80AAC2MltxEVomqbtXeUmjoSHGkk+l5wrwcXk5LQG4L46njx6LH0txolZWV3Zat5+zcs3PSwknbSrcJJILWxwkogh3JTu6xO115WqGVHlYv0jAyT5iXw815K3ir8G9xpDiuNlw9duTY7i3EKIspU6Yc+evI5pLNCv98DIQZSBxoT7K3xFn+UvZLSxi4HAhAq8xWvW5+zeaxC/mFrddGAQCGOMNd/XZ9t+i7ixcvIjGGzzBs2LD78fcPVR1q2W4sBwJQf43+8tvtzPsz75vfKzScZTBLBInYfHYuL7d1oA8AgIAiRJlFxf4du3H9RtgH8HkMDAySMpLuSe61vaGM8EbyZxuLy1IYOABgPHW8IdaQ3cTO5eVyxJzWX0EAWmG0QpgtnBgwUSwWg+7SQ0uCw+Fu3r8pshIdqzymcMtoY7XlQysVld6vva/Q0FnT2Y3olt+cn83Nluc4aM1E3Yk0CY3uTpf7ZVXFoSOH/ML9osqi5K9YLRDRRDuSnZ2GHZCBc1WKqfCN8cbheuG5wtwcbk5JU4nCv8VF0+Ub3W/8vPyys7NhH8DnmT179u7DuzeVbJJ7NFrAQtiBpIH2RHtzrPmvZb8qCI+BMN+ZflfYXJjLyy3iF8V5xElFX5sH66vD0dHxUeKjI++PtA6P6DY4FG6TyabMm5mL5y9GLMzlc+jp6bHSWQlQQlxNnFIuuMhwkU6Zjr+vv9wNq0KwWOz1O9dR9qgj5UcU7qLu4U/1D8YH09xoZWVlHZ8NM/sP7R8XMW576XaFJ273GEQetM54XcDogLS0tJ5frYdERETs+23fpuJNbR9L3cAAZ7Cr367vl33/77//dnw2zLi7u996cGtf+b5srhKePQQUYbvZ9rtn765Zqeg+QR4TE5Ok9KS45rh7tfd6fjUIQMuNl8vyZIH+gcgvnymgoaFx9/FdjhnnROUJpVwwWDfYF/jS3Gjv3ytOppHn199/pU2m7Xq3S8FN1T2cNJ1W6K8Y5T3q+XPFyTTyzJ03d8eBHZtLNrdeve0St4bfgmOCBW+Qu4XFV7CLsDUvXrwIGhe0wnCFPbmnBUrREHq10eqipKIlC5aofHYFAKiurh7lNWosbuxoHSUkMQ/XCzfnmE8YM6Hns6ueK4lIJAoNDCWVkeYbzO/hpQAANC3aFMqUUV6jesPsCgCwbvW6lFspG0w2YKGOt4J+mQHEAeuM102dOLU3zK4AAGfOnNm5aed2s+062I53OX0Zbaz2drPtu7bs6g2zKwBAWlralJAp35t8b0W06uGlsBB2vcn61Nupa1etVYpsPeTdu3ejvEeFkcPo2vSeX22+wXxSGSl0QmjPZ1c9tyQCgWDCmAmm9abT9ab38FIAgFHUUePw4/zofr1hdgUAWLlsZSGrcI3RGjTU0+oj1kTr5QbLg8cH94bZFQAg+u/o4weObzPbRsFQVC3LJ8A7wdqy5evLg5WSkjJt0rT1xusHaHT/doUAtMxoWWNO48ypM+EInesepaWlo7xHhWuGe2p79uQ6Iboh7lL3MT5jGhoaei6VUpREIBAEjA6waLQI0w3ryXVcNF3m6873H+lfVFTUc6mUgkwmWzxv8ZuUN6uNV6Og7t+wpgTTLaZb5s+a/+jRIyWK10N+O/rb30f+3mq6lYxuZ9tjJyGhSdtMt0X/Fn30V8XQHxXy+PHjuRFzN5tuNiOYdfsiKAi12nh1cWrxormLesN7mpyioiL/kf7zqPNcNNvZ0dl5JutOtuRaBowOUMpmT6VYksbGRn9ffxeJy0TdHqUl89TynK45fZT3qNLS0p5LpRSkUmlEeERDdsNyo+VQDxavzAnmG0w2zAybmZycrETxesjunbuvRF/ZbLKZgII941rngTuTey/6ATrPgwcPFs5Z+IPJD4a4bpbQWmC4QKNUY1LgJJU7vRUoLCwc6zd2oe5CJ02n7l1hDHWMP87fj+6nrD0jylISDoczxmcMDdCCdLuZ4MSB7LDccHnQuKAXL14oRSRlIZFIZkyZwc/lLzNa1j3LqI/T32a2bc2yNddikcs30Um2b91+/cz1zabdtIwEFGGz6eYbZ29s27xN6bL1kLhrcau/Xb3NbJsBzqAbzSEAfWv4rSBXMD1serc3kcDEy5cvg8YFLTdc7kDu5l73cTrjaIA22ns0h8Pp+OxOoCxLInf2j8GNGUMd070rOFIcF+guGOs3tqCgoOOzEUQkEk0KmkQoJSwwXNC9KxjiDLeabf1m3jf37yvGoqmc9WvXJ91I+sHkh547+5VFXwzWZ+n2su4UvSlDeUO9h3srxcEDByNGjIi7E7fr3a5CfmGXGtK0aXO05ngN9yos7FpDxDA3N2emMS/yLzLqGV1qOEBjwFazrdMmTXvw4AFMsvUQIpH4gPGg0qjyZOXJLjXUxmrvMt91YMeBX3/5FSbZeggEQX//8/dg/8G7y3a3lEnoDBgIs8l008t7L+fNmtd7HDwKLP9u+brt6zaWbFTYJtIhEXoR/d73G+09GrFsXl1l1KhRF2MuRpVFveK/6vjsVnhre08jTaO50UpKSmCSrYcMHDgwMSXxNOc0s57Z8dmtGxIHbjLZFDI+JCkpCSbZeoimpmZCcsIL8otL1Ze61JCKpe4y37V70+5jvx+DSbYegkKhLly5YDLcZF/5vtYphzrkq4zB8vFRQriPqoj+Ozr6aPRG440kdMe5wlsYoz3GB+0TMDqg186uAADJycmL5y3+weQHE3wXkkE7kB0W6i0MCQhR7uxKuUpSUlISNDZoru7cYZrDOt9KH6e/wXjDym9X9trZFQCAz+eHjA8Z1DwoSKcLLjoCivC94ff/nf6v186uAAAymWzRvEU1L2qW6C/pvIsOAtBi/cV12XW9YRPJFzhy+MjF6IvrDdd3yUUXSA10kbmEjA/ptbMrAMDDhw+/++a7DcYbuuSiG0YZNld3btDYIOXOrpRrSQoLC4PHBy/QWzCIPKjzrYzxxj+Y/LBk/pJeO7sCADQ0NASMDvBCe/lr+3e+FRFN3Gi8Mfq36F47uwIASKXSWdNniV+J5+t1IR4XAhBM1SzgnWDNmrUI1uvDzfNnz3UJul2Km+uH71dWXlZXVwefVEqhqLAIA2H0cHqdb2KMMxYIBEoP/Va6klRUVDQ0NJhiOy6h0IIuVpeAIRTk9y5/fls4HM7bkrf98f0734SMJusT9J8/6RWxqF9AJBKxc9gmBBMsqrPufSwKa0owZbPZyKeB7Sovnr7Q19AnY7oQZ9YP16+4uFhZy2fwUZBfQEATdHEdl3VqwRRn2tjYWF5e3vGpXUHplqSsrIzP5xvjOq5f1II+Th8DYYoKe0sE5+eoq6sre1fWD9+Fum0UNIVKoL58/hI+qZRCU1NTfl6+GcEMA3Vc1kkOHoWHaYLV090EX0Ykai4sVE0mw54TGBR44vSJLcWfZADvkKe8p4ONB88JnnPh7IXeFjbRgoODwwPGg1/f//qs8VnnW70WvJZhZbsX7b54/qISM+YpV0moVCojhcFCsbqUjaJaVF3UXHR06dGH9x8q3e4rC3nGL7w9/teKLvii+FJ+Oi99z7Q9pW9KX77svcbxx90/Bs8J3lG2o/PZKCQySRI3ab7nfBOqyaMHvShyX4Hw8PCDxw5uKdnSpWwUGdwMF3OXqWOmXjp/qfdslFHA2dn5zsM7ByoOdCkbRYGgAEPA7Ji34/zZ80pM8qJcS2JkZMRKY91qvnW39m7nW1U2V74Rv/l16a+3rt/qJZsH24LH428/vM0z5/1R+UfnW/EkvHRu+v7I/a8KXrFz2B03UBFHjx/1DPH8sezHzgcbiGXi/D/zZVLle8H7YrDax8fH53Lc5R/Lfnwt6HKCWghAq41XNz5rnBQ0qSd582DC0tIyMSXxdOPpZE53YkKn6E9xFbrS3em90EtHJpPjk+Jf6bz6p+qfbjT30PJYRF3kS/Nls3ud+UChUGcunLH0tvz53c8K2TU7Q3+N/tvNts+eNlte9aK3sW79uqXrl24u2dwg7vLCOgVD2WW+6/je43t/2guHbD1k/Pjx/1z8Z3vph5z1XQIDYdabrH/NeB0xLaIXzrHs7OwSkhL+qP0jlZPajeaRBpFWdVYjaSMbGxs7PhtZdHR0ElMTnxCeXHzfnYy1nlqeszRneXl4qSq/+RfAYDBX4q5oDdM6WHFQIYtvZ7DUsNxiumVqyNT4+HgYpOspW7ZviVgWsbV0q0Jxiw75KmOwli5dBev1YcLFxeVK3JVDlYe6MbsCAMiA7HDFYUMnw+h/o2FyPHYbY2Pjh4yHsfzY7s2uAACX31/OIeTcfXyXROpCaNoXUJaSEAiEG/duVFArFKrXdZ5UTuq/9f/ej7/fv38X1uCQ4ejxow6+DvvK93VjdgUAeCt4u+fdnn8u/OPl5aV02XrIgoULVv6wckfpjm7MrgAAjeLG7aXbV2xYsXDRQqXL1kPodPq/F//96d1P3ZhdAQDEMvG+8n32vva/nfhN6bLjklwsAAAgAElEQVT1kP79+z9IePBv/b/dm10BAM5UnamgVly/e51AUM6+emVZEhKJdOfRnVyN3O7NrgAASZyky42XHyY+/Fz5eVUBQVD0v9FGzka/VCjWSOgkrwWv95bvvRR7ydXVVeni9ZBVa1bN/25+VFlUV2dX8AHvBMvVdQSs14cDe3v7W/dv/V71+4vG7u/VF8vEe8v3Dhk15Nffe1FkMZVKfcB4wJAy7tT2qEzbP1X/VOtXX797vd1C611FKUqCwWAux16WWkhPVJ7oSTL3+Lr4OH7cI+YjQ8NuZuiAg+0/bveb5Lf73e6epGDO5+UfrDgYcyPG2dlZibL1kKlTp+46sGt76XZ5ub3uUSuq3VG648d9P4aHhytRth7i5OQUcyPmYMXBPF73162apc173u3xDfWN2hWlRNl6iKGh4SPmozh+XHxdfLcvIgOyE5UnpBbSy7GXMZjOhst8AaVYEjweH3cnrtag9nSVYgWqLvGw/mGCJOEB4wGVSu25VMri8G+Hh44eurd8b/fe0+Tk8nKPVB25cfeGg0M3M3TAwbx589ZtXbe9ZLtCISbVAm8MVmFh3vv3qizl1lUsLCziWfFnG88mcXq6B0Qik6TyUhd4LtAiaCUmJCpFvJ5AJpPvJ9wv1Cw8//58z6+Wycv0NPcM9g2+fOFyDzdw9VxJ5CWfzYebHyg/IAU9dfMWCAq0idrrZ60/f+Z8U5MSqtP0kDXr1ixavWhb6TZ5MeOeUNlcWS4pP7T40PXY66qtjCZn7Nixf5/9O6o0qrSpp8kYuRLuc8HzvRF7Xzx50RtyiNja2j5kPPyj5o+29T27ikgmSuWlrhy1EivDJrFUvzdNW1s7Pik+E5MZU6NY2LQbpPPS/a39fV18Y6/GqtySoNHoy7GXiYOIRyqUUHSLzWebaJksD19+/sz53rAPY+OWjZMXTI4qjRJIexr3VtFcwQGcfYv3Xb18tb6+a8lH4CAwKPDwH4e3lWyrbO6mAhT8VQBHDBa8E6yva3ZFpVIfMR/Fy+Lv1Cg6eNAQ2opoRdOhVTVXtQ3C9dbxNsIbcSVchTqaIpkok5e5YfyGuuq6p1lP4ZX+i2AwmCvXr0gGSP6oaCeq0Yxg5qHlASBQJ1IMqxpCGWJPtudL+ApOVxmQZfAzQuxDBg0YdOtGj8J6eq4ku/ftHhk2sl0Hjx5Wz1XLVQ+n13anQj9CvxHaI5qlzW1XprL52QN1B0YGRKp8p0L4tPAf9/+4o3RHWwcPBUMZShlqS7J9I3ij8BUJTQrQD5ABGUfMUZhxlgnLmtHNO+buuHhOmTsVuoGTk1PMzZhDFYfaOnjwKLwD2WGE9oh2fT8hBiF4FJ4j5ii8hdeL64uai/bN3ffwnop3KsgdPNeF1x/XPVb4Cg2hrUnWdB36O+G7tuo6kjrSAGfQIGlQ+EooFWbyM7cEb1H5TgUcDhd3N67WqPZU5SmFryAAmRPMR2iPEMvEbb0ILpou1kRrnoTHl36SdUIKpOm89BnDZpgZmD2416MkKT23JId/PzzMf9jed+04ePRx+m5abtoY7baP8AEaA1y1XEUyUaNYMZjsOe/5UKOhk0dNVvlOhTnz52zYsWFHyY62P40mRnMYZZgV0eptk+JCthZGa6zeWIlMwhFzFGacb5veonHozbM3nz+jzJ0K3WD48OGXYi/tLd/bNqSHgCIMIg9y13LP5+crfAUBKNQwFANh6sX1EpkEpgkWvBFCPSxvjiRkMvkx63GhTuHZ92flRzTQGrYkW3sNexuUja2ObXFZMQZgHmAf3Kn+ZPqFglDRNtFZWVmuTq71wvq8prxccS6byy4TfkhnYIw33tlv55I5S2KuKuGFrxtAEHTm4hkLL4u95XvludcwEMaaaG1PsrdB2QzSGlTfUP++4n2VQdXxyuMKbbebbOe/5VtbW0MYKLshu1BWmM3LfiN4I1+/J6KJUWZRF49f7EkS7R4qydrv136z4ZtNJZvk1g0CUH+N/g5kBxuUzSDyIJQUxc5l61npbSjdoNBwjuEcyxpLLaqWHlUvuy67QFaQw88p5BfKn20QgFYZr2p40jA5eLKq5lhjx4799/K/20u2FzcVy48Y443tSfa2WFt7gr2uhm5aVpqHi8fs3NkK+2V8qb4TURP5TXzLfpYF9QV5krxcQW4uL7dlljxZb7Jrk6uXh5eq3j5tbW0TkhL+rPuzJYJHB6tjT7K3w9vZYm37a/Z/kfvC2tJ627ttCtFL5gTznWY781/lO9o5vuW8zRfns4VsNo/d8m7gpum2mLrYl+abm5uL9KgAAABoa2szUhhZGln/Vf8nP0JEE+1J9rYatrYoWxsdm9fFr4l44jXZtce1n0y/sBD2lN2ptMw0d2f3GkENu4mdJ8pj89gt7wbmBPMd5jtmh8++ffs20qMCAPzPwUN1obbER+NQuIHEgfZEexuUzSDtQdW11ZxazhvdN9GV0QptfzL7qbqo2t7OXoqSZnOzC6QF2dzst4K38sc2BUPZab7z+M/H9/28r9vi9dCSbIvaNuObGS3x0SgIZUGwcCA7WEPWgzQHycSygoICUn/StneKtm6R4SLj98a6Bro6WjrZnOx8aT6bxy7kF8rvSjSEXme8rphZHBGusp0KE0MnynfEvxO+kx8xxZvake3sMHZ2BDttvHbGkwxXF9fZebMVArPG6o31F/uLpKL+Zv1z63ILpAVsATuXlyuQfJhRzdCfYVNvo8KdCo6Ojg8ZD3+t/vVpwwcXBhVLdSA72OHsbLG25prmz3Ke2dvYr3uzTmFmPJA48AeDH96UvhlsO/gN582w/sNETcovuwLvBOvkyUvz50+FtQulQCKRHjEfleiVPGp4JH8225PsSRhSPDOecY+RmJj4/PlzkUg0efLkdUfW7Szf2brtYPLgcGm4k70TAMDExIRGo/mM9vHy8RrQf8Crhlf54ny2gF0rqt1gvGH+zPk3b95EeGjy5TObkTYnq0/akexscbZ2eDtDkmHGs4yEBwmJ8YmpqamNjY0DBgxIe5Y2N39u69cUCoZyfOBxA6qBUCg0NDR0d3f38vXy9vMeYj/kLedtnigvtzm3iF+01mht9KHon3Z1sxBYT5Rk1ZpV323+bs+7PZYalnYEO0vI0kLTIrcwVz609PT0iooKNBpdVVu15u2aatEntX2ODzge4BPw/PlzMpk8bNgwuhfdx99nuOvwWmFtblOu/Nk2U3dmRVLFjCkzkLeM/v7+566c21O2RwOlYU+0t4as7an2r96+SmQkJtxPYLFY7969AwAw05kPdR6mc9Jbt11ruDZ6U/Tp06cxGMzQoUO9vLy8/b19aD5SlDS7ITtfmp/DzXEnu9tx7HxG+CBvGS0tLRNTE880nqkV19oT7W0gG2uKdZOgiclkxt+LZ7FYubm5Eonk0K+H9EL1LlZ9Emg8xWBK/bX675Z9h0aj7ezs5Lcb3YtOJBHzG/LzZflsPpuKoc7RnuM9wjs/X/G1FW4oFEpCckK+Vn4KN8WB7GABLOxJ9kQ0MYGVILckz549E4vFkZGRC39auLfik22Prlquo+tH013poMWSjPHx8vYa0H8Au5ZdICtg89l8KX+j6caZYTPv3u1C7gClgEKhzl4+a+JpcqbmjD3JXm5JqHhqSkZKwr0EZiLz6dOnXC538ODB95j3FhV9kpJKD6t30OKgvo6+RCIxMjJyc3Pz8vXyGe3jaOv4tuFtnjgvtyn3teD1BuMNR3YfObj/YPck7Ikl+X7D9wvWLthXsc+KaCV/NvfX6v8i74XckqSlpVVWVuLx+KraqqWFS1v7vCEAnbQ+OcJpRFFREYVC8fDwoHvTfUb7uDm5VfIqc4W5ec15ubzceXrzCh4XzJoxC/mMuAEBAdHno/e820PFUq3wVtao/1mShMSEBx8tSWZ25hXsleeNnyTM22S06eDKg5cvX8ZisUOGDJFbEl+6L0/MY/PYckvip+nXr6bfSNpIHg/p0HIrK6vE1MR/OP+UCEvsifYDpQMHaw3GQbjk5OSEhwksFisrK0skEv39z98iX9H199dbt51hMKPkQsn6devxeLyrq2tycjIcRr537XFTCWg0+urNq4H+gVWcKpQUlZSUlPAwISkpKSsrSyHJgqamZmlF6by8ea1XCWcbzM6Jztm2VfG1xtjYmEaj0b3p3iO9bQbaCKVCAorg5+uXmtrNTTfdI2p31JYftpTXl5OwpNT0VMZDBpPJTEtLa5seOu913rGmY62L53jreA8qGjRhzASFM7W0tGg0mifN02e0j5OjE0/M0yfrz50/93R0j8JCu0pYWNjFixeredUkLOn5y+cJDxNYTFZSUlJtrWJpowtXLrx3eX+35uMzyYxgtllvs7mRuYK909DQcHV1pdPp3qO8R3iM4Iv5xtrGh38/vPLblUgM6X8MHTqUwWJIUVIMwLx6+4rxmMFisJhMZtvCsevWrfNa4fVH1ceVXwyEOW172trSuqrqk6xLGAxmyJAhdDrd28/bk+aJwqL0KHrxrPiA0QFIBojo6+snZSSZGpsKm4U1NTUsBivhcUJSUlJbh5Ofn9/hc4d/KPuh9cE9pntWRaxqm3Df1taWRqN5+3rTvGn6evpYHLa8otzT1VPhnwArOBzuxr0bfl5+7xveAzFgsViMRwwWiyWfVLU+U09P71XxKwXX4yKDRcwjzL17FZNNmJqa0ul0ug/de6T3gP4DRECElqJ96D5PnyIadXDg8IHVK1aX15cTMcTk1OTER4lMJjM9Pb3t8lBxRfGemj0lTR+ztPvr+htmGYZPUtyCQKVSPT09aXSat5/30MFDeWKeHklv2vRply9dhn08rYicHXkq+lQ1t5qEIT19+TT+fnwSKykpKamtf/f63et5NnnxtfEtR6yIVsuIy6z7WyucSSQS3d3d6XS6l5/XcPfhPBHPWNt418+7Nm/YDPdwWuPu7v4o4ZFQKsSj8AWvChiPGEwGs2VS1Zpt27c5znc8VXWq5QgehY+2jTY3NlfIdovBYJycnGg0ms8onxGeI2QomYGWwc17NycFIpqWyMTEJDkjmapLlYqlFVUVrAQWI57BYrHa1n8MCgradmLb9vLtrQ8eND84Z+IcuBPuwzvBIpFIyM9qu8q6deusbaxZTBaLxeowPPYB80GqcWpy/cccB0ctjk4aMykrK+sLrUgkkoeHh5e3l52t3fr164uLi5UjekeEhoaGTQlLYiUlJia+fPnyyzP0n/f/bD7N/FzluZYjqw1Xn9129uTJL1W+w2KxLi4unjTP4cOHHzxwMCUlpatCdk9JnJycftj4Q0Z6BpPJzMzMFAqFXzg5PDx8xcEVeyr2tByZZDCp6VbTN4u/+UIrFArl4OBAo9FodNrdO3fPnj3bVSG7h7Gx8f79+wuLCllMVnJy8pc9TDY2Nox0xsLChS2ux2GawwJ5gcOHDf9yLxYWFnQ6nUanvSt7t3PnTmRerDU0NPbv398kbEpkJCYlJX159oPFYqtqq1a8XtGy/KeN1T464Ki+jv6Xa6gbGBh4enrSvehEDeLatWuRKTUDQdCmTZtMzUzllqTDBEhJWUl3KHeyGj7YDQhAfwz8w9fdNy/vS1sOKRTK8OHDaXSa9UDrdevWtX1MwsT06dMDJgSwmCwmk5mTk/NlS3Lk2BFKIOW/qv9ajvxg9MORNUcuXLjwhVY4HM7V1ZVGp7m5uf2056cvW9R26Z4l8fDwWLN2TUpKShIrKTMz88uqNXfu3Fk/zjpQeaDlyHSD6eX/la9dtfYLrVAo1ODBg+l0uifN8+qVq1evXu2qkN2jX79+P/30U15+HjORmZqa+uWYy2HDhl17dO3b19+2HPHQ8qBV0fw8/b7ci5WVFY1Go3vRCwsK274ewASZTD5w4ACngcNMZCYlJVVXV3/hZA0NjcqayoX5C1tiJAxwBj+b/Wyoawj30kTfEmHXWLJkyaRNk36t+pB8wZxgvkF3Q3+jXpc2qRt4eHicvXF2ZfEHVw0Wwp62O21pbgn3djMElIRMJr+rejc/f35L6MAe0z0rZ658+PAhrP0iQ+7r3BNNJwr4H97bFhsuZhxm7NvX/ViW3sO5/87VutW2RD2O1Rurl6E3ffJ01UqlFNasWTNy1ciWqMeBxIHfaHxjY2GjWqmUwsiRI49eOLq+dL38owZaI9o22sTQBO7yrAhYEiqV+qb0zZy8OS27EA71OzQreFZycjfTCvYq3pa//bn255aIz+WGy6/tufb7b7+rViqlcO3OtULbwpaoxyD9IMxjzPzZXahX2D3gzYP19m3XSqz3fuLi4tyobmjow+5LD02P67HXv9zkayE9PZ2CphjjP2TGc6Q4ZudlI7CZHwEl4XK5qRmpThQn+UcdrI4ZyYzBYMDdLzLEXI5xI7vJ/4YA5KHpEROjmu0USifmYowz5mPWLmeMc+ylWBXKo0RiY2PdNd1bKlu7k91j/lOTXy0xMdGEaKKL/VCdcBhlWGpWKtyzK4CIJamtrX3BfuFIdpR/NMQZamG0EI76gI9rV695UDzkf6MhtLu2+7XYa6oVSVnEXIhxwbq0fHTBuMT+h4QlgXeCFRWluHXra+fdu3dv3r6xJ9nLPzpjna9dURMVlEqlN67fcNP88Kh2IbjEXkBCBZFRkpiLMS74DzeYm5bbvQf3vrwW8BURFxPnRvjwq1kRrTh1nN6QCEop3L59e7DOYA20BgCAgCI46jiqagOd0ikqKqqrrRtIHCj/6EpwvXZVTSyJWCy+c+9OiyVxxbtePY/EohgyliT2Qqwr4UMSc3dN95s3bvbCKkbd49rVa864D+8zdiS74tLisrIy1YqkLK5fv+5MdcZCWAAAGU220bZpG8cJB3Bncu8gEORrJPZSrCvRFQCgg9UxJ5n3zpJM3SP2v1i5wwACkLum+7VrSFh8ZJTkWuw1N+0Prkd1coQAAFJTU7UwWoY4QwCAG9lNbRwhAAAul5uWmSZ3PQ7THJbxNAMBRwhitLgeDXGG2hjtbsQv9lpiL8U6YZ0AACgI5a7tHnetC5XXuw0yliQmJsZDy0PuenTGOiPjCEEGBoNhRjLTweoAAFyJrrGX1WdoNTU12XnZjhRHAICLlguDxUAmdxfctQhXw3p9lXAt9poH2QMA4Krp+uDRA7VxhAAAHjx4YKNtQ0aTLYmW/AY+MpmEkFGSsrKyktISO5IdAUUYojOkd9Y87h5SqfTmjZvumu4AAFe8a1wMEg8zxGhxPbriXGMuqM/cEbRyPbprud+6dUttHCEAgNu3bzvqOBJQBDuSXUlZSUlJScdtegwylqSwsJBTx7EiWpHRZFtt23v37iHQKTKIRKJ7D+65abkBADxIHtdi1MSlKif2QqyrhisAwAXrgpglgXeCxWAg4YVDmKdPn8qEMnOCuQvWRZ0cIQAAgUDAYDFctVw9yB6xVxAaGmJKEnsp1o3oNpQyNOtZlsLG46+d2P9inbHOBjgDPbyeesTbthB3Lc5d2x0DYdy03dQmIkROSkqK3PXohHFSJ28BAKChoSHjSYaTppMr0TXmEkIPM8QsScx/Me5kd2dNZ2YyU7VJzJVO7KVYF4yLGcEMLUE/efJE1eIok2vXrnloemAhrAvV5fp1NYmcVk9+O/Hb+bLzDfwGbW1tVcuiZObNm/eo5FFuVa6Xl5eqZVEyTk5OxbXFt0purfhuhaplUTIaGhoN/IZ/y/795/w/qpZF+TzPe36q9NTLAlWWiIGJU2dOnSk708BvIBKJqpZFySxbvuxOyZ3XNa9dXFw6Pvurgkaj5VXlPSx5uGDBAlXLomS0tLQa+A1ny84e+/OYqmVRPoXFhadKT6U9S1O1IEoiLGyGqkWAhXHjxvGaecx0pqoFUT7GxsaNgsbahlql1LfvDIgpCQRB5dXl3CaulZUVMj0iyZ1Hd3jNvLCwMFULonx27t7JF/N37dmlakGUz6RJk3jNvHvx6rPM1IKlpSW3iVtRUwFBCKWzRsySoNHoGk4Nt4lrYmKCTI9Iwkhl8Jp5AQEBqhZE+Rw8fJAv5m/atEnVgiiJkycvqVoEWMDj8Y38xjVr1qhaEFjIeJFx7vK5js9TEkgqyYmTJ3JfqaZEHdwsWrRI2CykUCiqFkT5uLm5yWQyDw8PVQuifMhkcpOwacmSJaoWBBZyCnP+jP4Tse6QtCRnLpzJyu5yKtSvgpWrVnL5XAKBoGpBlI+vr69MJnN0dFS1IEpCLXcRyrl8+bK1tWJ5BPVg46aNU6ZMQaw7JJVk/Pjxu3fvRqw7JDExMVGnyP3WQBCUw2ajUPAGjKqKGzdumJqaqloKWNi5c+eECYqFtuADSUsyefLkzVsQLXqDGFZWVleuXFG1FLCAwWBycnJULUUfncDd3V3VIsCFnZ2dpqamqqWABQKBMGTIEFVLARdqrJN9Q/sacXR01NDQULUUsEChUOzt7VUtBVyosU6q1dDWrt2iahH66O30KUkfHdKnJH10SJ+S9NEhCCsJvF53e3t1WezsAzb6lKSPDulTkj46pE9J+ugQtVISfX1DVYsAF+qXoKEFTU1NJONdEFYSNf7h1HhoAweqQxXkdlHjX01bWxuxLYQAWUuCQqG0tLQQ6w5h1Fgn1diSqBW//faboaF6Th+XLFkyatQoVUsBCx4eHmvXrlW1FLCgpaV18uRJVUsBF2pTvrotf/31l7o+z1avXj1ixAhVSwELI0eO/Oabb1QtBSwYGBgcO6aGSbAAABAEqVX8vrqmacBisfXV1UvVdHN1OoNx+k/13Fx95NChnCz13FwdERHBb2xUy5jiQYMGqdXm6lYQCAReQ8OsWbNULQgsvMzI+P3wYcS6Q9KSRJ84kclUwzyIAIDFixZxamuxWKyqBVE+7u7uMplMffIgHjnyt6pFgIXx48eLGhufsliqFkT5mJiYCBsbubW1OBwOmR4RUxIUClVbXi5sbBw4cCAyPSJJ4t27Yi4XyfwaiLF3924pj7dvzx5VC6J8Jk+eLOZyWffvq1oQ5WNlZSVsbKyrqEAs3gAxS4LFYhtraoSNjWZmZsj0iCRZiYnixka1TDT6+y+/SHm87Vv6NkP0bmIuXJAeP86rrrawsFC1LErm+3Xr+Ddv1mdmhoSEqFoWJePn58fJyRFeubJzxw5Vy6JkDA0NBfX1siNHHt64oWpZlAwEQe9LS2V791aXliIZ0IMM9+LiZEePCurr1S/eIGrbtqarVznZ2aNHj1a1LEomKCioPitLcOPG+u+/V7UsSsbCwkJQWys9fjzu4kVVy6Jk0Gh0fWWlbO/e0oICxDqF993CwmIArNdXCSQSaVxAAMRgoFJSZkybpmpxlMzCiAgNFkszOXlBRAQyPSKmJPMiIsgsFo7JnBcZiUyPiBEWFiZNTwcMBs3bm0qlqlocZTJ8+HB8UxNgMHBNTZ6enqoWR5loa2t7+fgABkOaljZ16lRVi6Nk5kZE4FksCos1X+0syYKICM3kZAKTuRCpoSFG+NSpIDkZSkgYM24cmUxWtTjKZOTIkVBNDWAwtHA4JycnZDqFd4K1ZctPsF5fJQQGBjaz2aChgcBkImY7kMHW1tbEyAi8eAExmaP9/ZG5wZBREjweP3HiRFRiIigooKDRzs7OCHSKGIsiIogsFhAIRE+eTAoNVbU4ymRuRAQxKQkAQGSx5qrX7RYaGip+9gzw+UQWa5F6DW3YsGHaeDzIy4OYzKDgYDwej0CnyFgSMpnsP348xGKB7GxjAwMHBwcEOkWMhRERBCYTNDaKcnICAwNVLY4ymR8RQWGxAAD4pKTZM2ci0ym8E6yMjGRYr68SFkVGasqjr7KzjfT0Bg0apGqJlEbkjBmYpCQgkwEuV5STExwcjECnyCiJv7+/5O1bUFsLACAkJc1B6gZDAAsLC2tbW/D0KQCAzGItUiP/HAaDmRYejmYwAADoxMSpU6YgVoMcARZHRpLlluTpUysrK3WKN5g9cyY+KQkAAGprJa9fjxs3DoFOkbEkgYGBopwc0NAAZDIMizUjPByBTpHBwcHB2NAQvHwJAKAkJamTJcHj8UHBwVBiIgAAy2BETJ+OTGggvH0cO3YI1usjD5VKpXl7g+RkAACQyTBM5kw1WiWcM3MmLjFR/jcFqUc1Mkqy8H+vLwAATELCzGnT1Ka23fTwcCgpCYjFAACQkeE4bJiJiYmqhVIOI0eOlFVWgooKAACoqJBVVPj5+alaKOVgaGg41NkZpKcDAIBEgkpOnjl9uqqFUg4QBEXOmIH9nyXRROpRjYwlWRQZ2WJJcImJ89VoB+iM8HAMiwVkMgAASEnx9PLS1dVVtVDKYdy4cZI3b+Qv2KCkBCcQIBNvAO8zxsdH3cIbQydOFD95AgQC+UcckzkvIkI9Ym+dnJy0sFiQn//hc0qKB42GwA2GgJKQyeQx48dD8ldqAEBpKZbPp9FocPeLDAsiIggtG1qbm2VpaVPVZS/h/IgISsuvBgCFxUIsNBBuwqdOlaWng+Zm+Ue8GsUbeHp64gQC8Pbth88slt+YMQjEGyBgSahUqqeXF0hJ+fC5sJCMQrm4uMDdLzLMnzWr5QUbCATirCy1iTdYFBmp2cqSEJnMuYgsYsA7wZo1axGs10eeRZGRpNbZGQoLSepyg82ZOZOQ3MrH3tQkzcqaPGkS3P0ioCRBQUEfvPr/g8RizVOL55mDg4ORgYHcqy9HQ11ibwkEQnBICNRi8QGAmMzA4GD1yPW1MCJCo3UipZwcAx0d9Yg3mCuPCGyByxVnZyOwKxkBSzIpNLT1CzYAgMBiqUe8gbOzMxmFAq122JHUZZWQTCb7jRkDWt1uaAZjCiLxBvBOsP777yys10cYIyOjIU5OICOj9UENtbjBUChUxPTpmISE1geJTOZi+G8wBJSktVdfDiohYfLkyWqQTG/mtGkfvfpynj2ztLS0tLRUnVDKYdy4ceJXrz549eXU1YmLipAJ6IEVCwsLK5wUxA4AACAASURBVCsredjcB2QyXHJy5Ne/SojBYKZOmYJuNS0GAJCTktTGkpA+tSQYBiNixgw1iDeYM3MmoZWPB4AP8QampqYqkkhpBAcHi3NyAJf78VBVlayiAoGCJfCqxe3b12C9PsJMCw+XpaW1ePXloBmMmdOno9FoVUmlFGg0GlYgACUlnxzNzHQYMgTuGwxuJdHV1R1Bp3/06st5/x6Ul6tBhp75kZG4Tx9m8oCeyBkzVCSR0lgYGUlRsPgIhgbCyszp01EpKUAiaX0Qm5g45+uPNxg1ahRoCZtrISXFzdMT7ngDuC2Jqamp47BhCi/YoLQU3dhIp9Nh7RpuUCjUzGnTFF6wQXOzNDVVDeINPu4maQWFxULA0w/vBGvp0lWwXh9h5DmiFI+WlqI5HC8vL1VIpDTmRUSQ2lZ+EIlASso0mLfJwK0kbb36cshJSQu/8ke1i4sLCY0GbfLm4RMTv/YFUDKZ7Dd6NGirk0lJvqNHf+11dhdERODbDq2wkARBrq6uqpBIacyPiCC3HVpTkzQrK2zyZFi7htuSTJ0ype0LNlCLeAM6nY7l80FpqcJxNYg30NXVdafRFF+wAYCYzAD44w3gnWC5uqpPpc8Pyy6tvfr/g4RgMj04wGKxYWFhKAaj7VcIJNODW0naevXlQAzGuICArzqgZ87Mme3M+AEAbLaepubgwYMRl0hphISEKHr15XC54hcvkEkgAhODBg0y0NUF2dltv9JgsZCJvYUJDQ2NwOBgqL0ifQjEG8BtSRTD5v6HGsQbzIuIaNdIgmfPLCwsvuraYmGTJ0uzskBTk+IXdXXiggK4KwLB6452cBiSk/Mc1i56gqen57w5c0hoNIFI1MDj0RCEw+OJRCIKAAwWSyKTIQAgFIqsqQkBgCMScWlphHbLjBsaSn77ra6yEgAgFAqFAgEAoFks5jc2AgCaJRJuQ4MMAJFU2sDhiKXSvDdv9u7d29zmTUiJWFparlu7VodAkI8IA0FoDIZMoaABgCCIoq0tn1mTtbRQEITCYAgNDcR169q5EBrdfOpUQ0MDAEAsFvO5XACARCpt5HAAABKZrLGhQSqViqRSLpcrEosr6ut3795dU1PTeVG7qiRaWlqbNm0y1dXFoNEUCgWLQkEQRNHSwkCQfEQYFAoAQCST5TGMWlQqds4cIBS2vRQ/KkpoZCQRiWQANNbXAwCkAHA5HKlUKgGAx+WKRSKxTMbn85uFwnqh8NAvv+S37LKEAQwGs2bNmkHW1lgI0tTWxqJQEAAkCgWPwQAANMhkPBYLAMATCHgCAQCgbWiIWbsWvHnT9lKiuXObfHyEPJ4MAF5jo1QikQHA5/FEzc1SAPgCQXNTk0Qma2puFvB4fInkzPnzjx8/hm9oAIDIyEg/b28CCkWmUHAYDAqCNIhEAh4PAYDX0NAgEAAAGByOSCQCAEja2honT4JHj9q50MiRTQsXcuvqAAB8Pl/c3AwAEDQ1CQUCGQBNQqGAz5fKZM1iMbexsUkqfZyY+M8//8A6NF9f38gZM4itLQmBQNTQaG1JUGg0iUKBAMCTSPjERNzJk+1cqH9/8YED9XJL0tQkbGoCAAhFIgGXCxQsSX29SCbLKSzcv3+/WJ6hAx6sra1Xr1qljce3WBL5iNAAoFAospaW3JJQtLUhANAYDP79e+Lmze1cCIcTnTrFqasDrSyJWCrlcjgAALFM1sjhyGQykVTa2NgolkjKamp27drF4XA6L2pXLQmVSt24caOxjg4WgyGTyXJLoqmlhYYgAABFSwv9qSXR1NTEzZ0L2vtv8/fubdLSkorFUplMPqLWloTb2CgRi1ssSV1T0/4DB169etV5UbsKFotdv369rYUFBoXS1NKSWxKypiYOjQYAECkUHAYDAMBraMhzwOoYGqKXLwfl5W0v1bRkSbOHRzOfLwOA29Agk0pl/7ONUgDkI5LIZAKhsInP50kk0adPs2Cu0rtgwQK6hwdebkmwWBQARBIJj8O1tiRYHE6DSAQAUKhU/JEjoE2wAQAAjBsniIjgcTgAADNrayEMT+Sve72/58yKjPzz+HFsdjb06BEQCoFI9OGLlldnsfjj5LehAfD57V/IwADI4xzRaNDiFMHjQctrDYkEdHUlERGJTOaUGTOqq6thGM0n0On02EuXtJua0P/9B4TCjzMMgeBD8IdMBni8Dwf5/Nab7D6BSgXyws8QBEikDwexWNCSnZlAACSSeObM4pqaCaGhubm58AzoI1ZWVjeuXLE2N0efOQO43I/Lf61/QR7vQ+i3SAQ+N+GjUD6OiEj88AuiUIBI/HAQhwN4vGTiRC6VGjZ9+oMHD+AZ0Ee0tbXPnz7tP3Ys6uxZ8P59+3rY+hesrGz/QgQC0Nb++HfLfpmW3fIYDCAQZHS6xNV12YoVJ/74A4bRfAIGg9m7Z8/K1auhuDiQlwf4fCCVAgCAVPrxtmr9C1ZXt/swAxgM0NP78HdrPVT4BW1sZCEhv/7yy7oNG0Qt14SNRQsX/nbkCDozE0pMBE1NHyVv9xesr2/nlVqOoSGQh2G1tiStf0ESCRgYSGfOvH/v3rRZs+rr62EYzSf4+flduXCBUl+PjokBQuHHNbIWPWz9C/J4oLGx/Qvp6n6wh5+zJBoagEyWzJxZWFY2YdKkoqIieAb0EVtb25sxMf319DBnzwI+vwNL0tz8yZaL1mhqfjQaJFI7vyAeD/B4yeTJHCIxNDyc0d5ygXLR1dW9fO6ct5cX+uxZUF390dSLRO08C6RSUFXV/oWIRKCp+eHvdi0JFgvweOnIkWJHx8VLl546fRqG0XwCDof79eDBRUuXQlevgqKijz+QRNL+L/j+vUK840fJ/xcXSIiOFrZ7Ts+Ad4L1009HNmxYDmsXPcfa2vrW1aum9fUaR49+1EKl4+kpWLJkS1TUwcOHZa33fMGJlpbW+VOnvO3sSPv3f/ZJ3HMsLXnr1p2Ni1uxZo2wPUfRl+mekmAwmH27dy+KjCQeOADgm9JRqbzVq5+8fx86fToCc+IW5s6efeTAAeJff7W72qIcCATB4sUVpqYBkyYhMCduYeTIkVfOnSM/fIi9eBHAdCNAkCg8nDtqVNjMmY/a9YHBg62t7a2rV43fvdM4ceKz86ceI6PT+QsWLF+zJhr+J1kLenp6V8+dczYwIB08+NlJRs+xteWvXfvHv/+u27ixG2657lkSPB7/64EDM4ODSfv3A/i8SgYGvLVrE/Pzp82e3SW3XA9ZsnjxwT17CCdOQPB5lQgEwZIlZYaGAZMmFSBYRzkwMPDcqVPEuDh0TEzPLQn+1q1m+fueUoE3Bktf/ysoEV9QUODo5nbm/9g774CmrvaPnwwgEBKGCuJAxcUeAjJUVgJYBWQj4sABMtzr9fVXbe3bVlu3KEMrOBGVamttrRLA0dbBdjFEUBQFQYFMAknu748oIgRC4N6bkN7PX0qSe54k3/ucJ8/znHNKSjg//giQOK2CSOQvW1YfEeHq7b1n/37UoisAQEtLy+zAwK9SUrg7dwJkmmeFvr6c7dtj/vvf5StW9CO6Av0ViUAgWLtp07zly9n//a8Qoc26bGy4e/bsyMhw8fJCM7oCAKSdODHD07MuLIwfGwuQ2KzF0JCza9fVxkbLqVPRjK4AALm5uRZ2do+MjHhff/0pxwYjFApny5bH48db2tujGV0BAMrLy83t7C69esXZtQsYGsI/AJHIj42tDwtz8fJCM7oCADQ2Nrp6e+/IyODu2QOQOShX6OvL2rw5IiZm7aZN/St69s+T8Pn85StWLFqzhrV1q9DXtx9XkI6tLWfnzq+OHJkVEIBmdAUASE5JcfHyejtvHn/ZMkQ8ydixnN27T5eVWdjboxldAQCuXLliZmPzxNycu3kzUNRzqf/tJcLOLJg/PzkhgXT6NP7aNdguOmQIZ926grq6oIgIlCfpzsyYMePSuXOU+/dVjx+XXHbpByQSLybmjYHBrMDA8vJyeK4pO2PGjLmSmWnE52skJMCWgPyYAgmaNw/pzqReoFKp6WlpbmZm5N27u657HwCQiwt3yZIV69ejkMzvCSKR+M22baujojT27gWlpbBd18SEu27dgaNHt33zDaKdSb0TuWjRoT17NFJTcTBWgvT1ORs33nzyJDwyktlTNR953NzcLmVkkG/dUjl9GsD1i59M5q5cWU0izQ4KetGx/zvqTJo06Y+LF0fU1aknJ8OWgCQS2yMj2Q4Oc0JDb3fZTgVFhgwZcjE93W70aI3du3ssBcqOyMurdcGC2FWrTp46Bdc1ZeVDKWP+fI09e8AApiGEMljIBlhkMpmDXNENAYyNjf+4eHF4bS08Sf4pU7irVn2/e/f3P/yAZuJKIkOHDr109qzNsGHwJPnHjOFs3HgpOzt6xQpetx0QZGLgIvmU5N+1C1RXD+RSAACgrc1Zu7acz/cLCamtrR3o1QYGDodbs3r1d9u2qScnS+7TlAlVVX5c3Hsjo9lBQUVFRXAYOCB8fX3PpKXBk+TH4YQBAVw/v4jFi3/77TeYDOw/1tbWf1y8qFtVpZaY2H1hv8zIo8GgJ/T09H7JyLDU1ibv2weamgZ6uXHjOBs2pP/228p+NRh0ZuCehEQiHTl0KJBOJ+/eLXHtiGx8bDAInDevoaFhoFcbGDgcbv3q1V9v2UI+fBgUFAz0cmpqvJgY9BsMeiLA3//E0aMaFy8S+nvvD8oA69ix80uXhiI6BOxoamqeOHrU29GRvGsXqKnp51Xw+Pb589kuLgFhYTe77N4mP3A43Jb//Of/1q9XP3gQDGB+hTw9WxcujFuzBpYUCFwimR8RkZyQoH7hAn4g86tipEC6YG9v/1tmpnZRkdpAEpAGBpwNG3IfPoxYskSOKZAuGBoaXsnMHN/erpGQIGFThj6iqcldseKZqqpPcHBNv+9ZuKFQKGdSUz0sLcm7d0tcn9UniMS2yMgmGxvf4OA88cnQCgCBQPjfV1+tjo7W2LsXPHnS7+uIfH15ISExK1eePgPDJuxweZLIRYsS9+8nnTqFu369/1extuatXv393r3f7dwp95i4A1dX10sZGZq3bw8oAWloyN248fr9+wuWLmX3+56FG3Ev9ajmZlK/eqkHZQ/WixcIrkRFCDabHRQevvLrrznffAO5uPTnEjo6nO3b84YMMba0VJzoCgAAQdB3O3fODg1tiotrnzsX9GPPaDW11tWra7y97aZNg6vABJdITp85Y+vk9Hz6dN6aNYBEkvn1OJwwPJz1n/+ERUVt2bZNcaIrAEBeXp7ZlCn31NU527eDfm2HDU2bxvvhhw179/oGBytOdAUAqKmpsZ8x42RhIXfvXjB5cn8uMWkSb9++08XF9jNmKE50BQBgsVh+ISEb9u7l/fAD1L+dvnV1Odu339PQMLe1VZzoCgAgFAq3bNsWunQpa9MmYXh4fzwJicRbvfr59Om2Tk6wRFcAPk9y/MQJW2fnGi+v1tWrP61w7Ds4XPvcuU3x8bNDQ7/dsUNxoisAwM2bNydbWuYNGcLZvh3o6vbjCtCMGZxvvlnx9dcBYWGKE12Bj73Up5Drpe4XWA9Wj9jY2Pz+888yJ/mtrVvXrNmXmLh1+3YhAss+YUFPT+/Xc+csqFTy/v0yJPkNDDgbNuQ8eBCxZAmrp5XY8oZEIh09fDiARiPv2gX63s9BoXBXrqwkEHyCg192OS9IYehnkp9I5EdGNltb+wQH53c55UORCAwIOH7kiKxJfqGvLzcwMDI6+uKlS8jZNkDs7OyuZGZqFxfLloCcMoW3atV3itFg0BOjR4++kpk5QSTSOHiwx90ZujNmDGfjxl9ycqLi4wfYYIAcFArl9LFjNGtr8q5dMiQgtbV569aVtbb6KkCDQU+IE5Br4+JI+/dL3DpbMioq/GXL3puazg4MVIQGg56IjYnZ9d136keP4mVZgj0oM1imppaIXh9RioqKLOztH2loCPq+AfHQocIvv5wfHb1l2zaFja4AAG/fvnX19v7l4UPu+vV9fQ0Ox//22/0ZGXNCQ+GNruAVSWtr64KlS785dKjtu+9Anw+I5K1enVVb6+jmprDRFQAAgqDd+/eHLFrUvnkz6PMBkVBYWKWhobWjoyJHVwCAi5cuObu7M+fMAc7OfX2NszPL33+ah4ciR1cAgPz8fCsHh6ejR4vmzu3rawwM2v/73+CFCxWqwNSdly9fOri6Xqup4a1Z09fXEAht3377bWLi/CVL4I2u4PUkLBbLPyxs75kz/O+/73uKjrd+/a+PHjm5uytsdAU+JiDnLVsm/PJLMGxYH18lWLDgsa6upb29IkdXAICk5GQXT0/OsmXA1ravr3F3VxXv9Qg3yAZY69dL2tJ38PDu3Ts2k0ns+353jY28d+8q0F2t2j/a2tqe19SoVFb29QUQ1Pb0acWzZ7C7eyREUlFZyXv6VPLmcpJQffas9vVrhf0x3ZmysjIBj9f3n9S4yko+l1sH3yJE5CgtLVVVVe1+tGKPPH2qoqpaCuMiRMSor6/nsdn4vt9udXXtbDaixwbARWtra+3r16p9d5JCIe/p04q+fxR9BnZPAkFQxbNn/IqKvq/AIDx9+rymZoDd+uhQ8fRpa1MT6PPadmJlJbulRY5r4fvOkydPVNTUQN81htiUjWyAdesW4jtfIwqZTHacPr3r8em9QszPnzNIDkoL8/dXkeWtUQoKwgMCYDcDCZGE+vtTCwv7/nzC/ftBc+bAbgYS+MyeDeXlydCgWlRkbm09pF+dWyjj6OgobGwEfV9v1dAgfPvWue8ZL/mhra1tOWWKDCtLIAjk589G+KA0uAj29yfcv9/351MLC0P9/WE3AwlPMldGT6Kan4/EW0OCOX5+hLw8GVbvFhQ4TJtG7tiCX4GZMWNGW00N6PuWY69eIXRyHbIB1okTiJ+/gSg0Gq21okKmxU2k/PzwwXCDjRo1atSoUbKtALp/341OV+tH12evwC4SPB7v4+ODk8Xjg6oqColkYmICryVIMC8gQEOmVdZtba0lJd7e3ohZBBuBfn4aMtYxyQUFgyIy9vb25j98KPFAzJ7QKCiYh8DvGdiZPHkyRV0dyHKsDe7evVmzZhH6XMHvI7B7ElVVVQ9PTyDT8oKyMoMRI8YqTJN1L4T7+5Nk8iQcTmt5OY1GQ8wi2AgNCNBUjEUhyAZYwcHzEL0+0oT6+1Nl3TLk4cPxkycPHz4cGYtgw8/XV5ifL9tK3ZaWtufPXV1d4bUEdpFMnToVam6W7WggCMLn5fkr/FRNpVJtpk4FsvykBgBQi4rmDoagP8TfnyhjgEXIyxsUAdbcgACZEiEAAFBcbG1vr43EZvew4j9nDiE/X7ZtzBoaoKYmBwcHeC2B3ZO4uLi0v3ol266BIhGUl+czeza8lsCOvr7+RBMT8ECGs7EBYqlHeMHhcP5+fvh/Q4D1xReK/mX0Ag6Hmz1rFq4nj+/qKnnBvEDQXlys+AmDMD8/ck8FC2trYGQk8RFycXGAjw+8lsAukjmzZ2v0NJkZGvZ0ZBCpsDAMoYMy4INGo/FLSyVvgaulBdzdJXfj5ufTPD2JSByUAR/jxo0bqqsruRlCVRV4eQGJXaiVlbpaWhMmTEDavIFAIBDoXl6SOw1wOODuLvnIoNbW1sePFT9hEObrS+rJk9jagjFjJD6iUVg4B+4oBHZPEuDj06OTNDIC1tYSH9EoKgpT+C4RLy+vtpISIPEQdF1d4Ooq0ZPg8vJmz5qF68euHChibm6ujsdLXkJOIgFPzw8njqMCsgHWyZODuERoa2tLaG0F3ReDaGtztmypnzuXt2+fxO1tNJHpVYIRDQ2NqdOmSUiEqKq2Ll3asmoV95tv2oOCAL6rPAj37wfA7TtgF0movz+x+88XHE7o68v7/vummBhebKyEjbJKSowtLXX7tTcMaoT5+1MkplQdHHgHDtQFB3O++kpC3N/YKKirm96/rZjQwtfHB5LYEWJkxNm9uzEkhL17Nxg/vuujEATy830VOzJ2dnYWvX0roZt4yBD21q11wcG8/fshSekcSkFBmGInDHR0dEytrSUs9SeReDExzXFxvO++E/j5dZ+tiXl5sOdCYPckgXPmSOgtw+EEgYHcb75pWbWqNSpKQtxfWGjv7KzgvUrh/v4USb9CoWnTePv314eFcbZsATo6XR9+84bA5dr2fXWePPDz9SVITF9NmsTZs6cxNJT94489xf2wg2yAdfPmIG5yD/L3J3W7uyA3t9ZDh/ZnZY0aN87V2/tlUBB70yZApX72pPv3XT08SP3Y6xItvLy8+KWlXbe7NTPjHjp0hcsdM3GiiaVlvpERa+fOrtsBVFeTiUQLCwsYjYFXJOPGjRs+fDjocnqDgQFnx45ic3NTa+uxkyade/2ak5AALD9f1N3W1lZU5AN3fg5GCATCbB8f3J07n/2VQuFt3FgbEeHh4zN6/PjvMjN5+/eLuiVQyfn5oYod9C8IDtbo4haJxLaFC1nbti3+z3+GGRgs+c9/WFu3ti1c2OXMWvX79xcEBaFqq4yEBASQu3l8kbc3b//+7y9eHD1+vIePz+uICO6GDYBC6fwc3N27s2bPVuTU4+zZs9uKi7v2lllYcA4ePPfmzZiJE02trYtNTTk7dgADg8+eU14+bOhQeFOP8HoSMzMzTRUVUPX55qUjR7J/+CF/wgQTS8sxEyf+xmJxDx0C5uafPYfL5T9+rMhFDBKJ5O7pCe7e/eyvFApn48aXwcFuM2eOMjLaf/16a0IC5O7e9bV5ecGKHfTPDwrqOnGrqPCXLWNu2bJo3bphBgYr/vc/7nfftc+d2z2DADvIDrBhw1ZEr48oYf7+Kp3dIoXC3bDhdUCA+8yZX371lUAgyMvLM7a0PF1Swj1wANjbf3omi8WvqnLvJk3FIczfn9o59U0kti1cyNywIXL16pCIiJaWlpqammlubl8dOcL78Uehr2/nH6Cq+fn+sCax4BWJz+zZ4POOEJG3N+/HH787fdrBxeX58+dMJnNxVNTC+PiWtWtbly3rnC6mKHZbsaOjo6ih4bOOEEtLzt695yoqTKys7t69KxAIduzc6eLp+dLbu0vcT7h/P1CBe5W0tbUtbGxAScmnP40cyfr++wJ9ffMpUy5cuLBhw9YLFy6Y2djk6+mxvv/+s7i/pMTUykqRl0kGz5nz2U9qKpW9adOrmTNdvbx27NwpEAju3r1rYmV1/ulTzt69n8X9798L6+qcnJzQt7mPhAcEfJYIEc9k69cvXLFicVQUk8l8/vy5o6vrd6dP83788bO4H4Lw+fmzYa0SwutJ5vj5ETtni8Up8B9/3HbkiLOra01NTUtLS+j8+ZGrVzPXr+8S91MKCxW569HV1ZVfXf3ZxrD29tyDB089eGBsaXn//n2BQPDlV1+5eXu/9vfvEverIJB6hJHhw4ePHT8ePH786U/jxnF27/5LVXWSmdnPP/+8YcPWEydPmllbl4wdy9mxA4wYgag9yAZYJiZwpjrQZOzYscNHjPh0OrelJWfv3pMPH06ysLjbKfDn8XixK1f6z5v3LiqqtVPhiVJYGKKo8xkej581ezbu3r0P/x81irVjxz9aWpMtLC5cuNDxNAiC9u3fb+/sXOnoyNm2reNcBdX8fHh9B7wiiQgI+LQSjUplb9pU5e7u6Oq6Y+fOzlu/Xrx4cZKZ2W0ikbNnz6eGs/x8VxoN9mWScBE0Zw65w+OrqLQuW9a0alXIkiWLo6I6b/2an59vbGl59O5d7oEDYOrUD3+triarqJiamqJudZ+YOXMm/8GDD+cl4HBCX1/uzp2bDhyY5uYmPv1GLJKXL19Od3ffdOAAd+fOT3F/W1tbScnMmTPl+QZ6ZvLkyRQS6VMixN6ee+DA6ZISY0vLzqffsFisxVFRIUuWNK1axY+N7TihRUOBl0mqqqq60WigI1tgZMTZs+e2isokM7OLFy92PE0oFO7YudPBxaXK3Z2zdWuHJ1EvKIhQYE8S7u9P6vAkurqcrVsrHR3tnZ337d/feS/ACxcuTLaw+JtK5eze3XFCC+7evZkILJOEi5DO9UESqTU29l1UVEBEROzKlZ33Arx3794kC4uTDx9yDx78tGlnebm+vr7CLpP08fERFBZ+OC8BhxMEBnK2b1//ww+es2fX19eDjyJ5/vy5g4vL1qNHebt2CRW7waA3hg3Tl7cJ/WRFfDzn2jXIxwcKCmr9/fd3b9707sG1tbUz09NZ1dXQmjWQjw+0fHlTXZ1iNgM6Ojq2VFRAPj6Qr68gNZXT1BSzfHkvpqqoqHy7fTunsVH03XeQjw/k789rboZxmSSMIqFSqbyWFigwEPLxgb75htPQsPfHH3uv1S5auJD9/n17airk6wv5+DSXlHh5ecFlD7y8rKiAVq+GfHygVavYVVXXr1zR09Pr5fl0Or2htpb3++9QcDDk48P79df/bt6MmrUy8eu5c9CBA5CPD7RoETsvr6ykpEss2EUkpqampcXF7Lw8aNEiyMcHOnDgSmYmuib3lU0bN/IuX4Z8fKDgYN7vvze+fu3p6dnL8/X09K5evsyqqoJWrRJ/17UI7MkJC3Q6vfnhQ7EnaU9NZb9/v2jhwl6eTyKR9vzwA6ehAfrf/yAfHygwsJXJhHGZJIyeRF9fn9fSAvn7Qz4+om+/5TQ2frt9u0rPzdE4HG758uXs9+8FHz1JS1mZYu7QhsPhGmtrodhYyMcHWrOGVV3989mzvX8LM2fOfPfmDe/336GgIMjHh/Pnnyvi41EzWCYYly9De/ZAPj7QggUt//xT/vBhl4aWLiJxdHSsqaxk5uSQFLgQr4T8w2BA338PrVrFqqq6evnysL6dJxAaEsJsbGw7fx7y92e+eGFjY4O0nf3gx++/b09PhxYtYuXlPSku7mNWw8nJqbaqinvzJhQWxsrNXbJkCdJ29oPg4OCWv/+GgoO5WVkNtbV0Or0vrxo3blzBM8YxCAAAIABJREFUP/+wHz6Eli0TpqUdTUxE2s5+MHHiRHZdHeTn13b6NKe5ufeZrANtbe0L6emcV6+gjRuhrVsfdum6UAyIRCL7/XsoIkL044/cpqbeZ7IOxHE/t6lJtGsXFBHBaW5G6LCLAVL899/Qtm3Qxo2cV68y09P7GE8sWriQ09zcdvo05OfHqq2dNGkS0nb2g+SEBOHx41BkJKugoOCff8aNG9eXV4njfm5WFhQc3PLXX6GhoUjb2Q8iIyNZN25AISHcrKzX1dV9DJVMTEweFxWx8vOhRYsEZ87s+eEHpO3sB1ZWVqwXL8SehNnYGBoS0pdXDRs27Oqvv7KqqqDVq6Fvv73DUMTuahKJxGMyofBw0bffchsb9+3a1ZdyBJlMTj1yhKSohYveSEhIlbcJ/YFMJvPZ7Lbjx9lNTatWrpQpETVx4sTCe/eaCwrab9/+eqsitqBVPXokOnuW9fZtwoED6urqfX+hrq7uxQsXWqqrocuXr//yC1z2wCiS8ydPQn/8waysvCYtu9MFVVXVH3bsYDc2Cs+cqe/7EdEosmb1av6dOy137z4pLjYzM5PptVFRUaz37/knTvBZLAXsVZoxYwb72TP25csNtbU9ZXd6EgmdTn/76hX7t9/Yz565ubkhaGW/0NHRaWUy+SdOsJualveaJ+6Oqanp4+Lilnv3+HfurFu7Fjkj+01ddbXozBl2Y+OuH36QKboVZ+mYz55Bv/+eefo0XPbA6EmuXrwI/fYbs7r618xMmW4ZEomUsH8/u6FBlJ7+vHMnkMKw9f/+r+2vv5gFBSV5eTIF7jgcbtXKleymprbjx1uZTAVcJvnFF1+wy8vZV6++qanpab/GQRqTSGaQvhl/f38Igh4VFfVva28ikfjVtm2C9vYnine8rqGhISQSve1zdqc7ERER7JYWHpsNV68SXCLB4/EtDQ08NjsqKqp/V5g+ffrr588hCJI1gkGBe7m5IoHghx07+penGT9+fMGdOxAEzZ8/H3bbBsiB3bshCLp44UIve2T0IhIdHZ2fz52DIOjwvn3IGNh/wsPDIQgqvHevf8vlVFRUdnz3nUggyLtxA27TBoqJiQkEQa+fP58xY0b/rrB06VIei8VsbISrVwkuT6KqqspjsTgtLQsWLOjfFWg02ttXryAIGoPWdgB959H9+0KB4Ouvvurf6lQTE5NHhYUQBPkrXqt7WkoKBEHpJ05Qu6zr78QgjUmUipSUlJ3ffdeXOkUv2NnZPXn8WNG2dI+LizufkaHTfYMTWRg9enRuTo6irUN2cnK68/ff47tvlSQLFArleGrqZgXrVaJSqeVlZQPcyIpAIGz78stTp07BZRVc3LtzZ35ExAAvMi88/H7Hug2F4cSJE9u3bRvgPgvOzs7lZWVaWlpwWQULmzZtOpGW1stM1heMjIz++euvadOmwWUVLHh6et7IzTU0NBzIRbS1tTPS01esWAGXVbCgp6dX+uSJfec177KjoqKy49tvU1JS4LIKFnA4XHFhYZBi79gCM2PHSt4QXMGBa3cWdXX1kV32kZI3cL01PB4/wFCmA7hEMm7cOLh+CivazuD6+vqUz3dI6jeK9tbU1NRGjx4t9Wl9EcmoUaMUbfM5uD5tCoWir69YC4bgemsEAqGPzVtSgcuTGBkZ4WHaIUnRbrcRI0ZoaGjAcilFe2tkMtmgy15rkhikMYlkjh07L28TMBQdTCQYUsFEgiEVTCQYUkFZJMjug1Va+hDR62MoAZhIMKSCiQRDKphIMKSCiQQDAwMDAwMDA6NnXF37uVQN498DJhIMqWAiwZAKJhIMqSiVSLCiOIZUMJFgSAUTCYZUMJFgSAVlkSB7WFJ7e1tlZbn052H8i8FEgiEVTCQYUsFEgiEVTCSDA5n2QB9ckEgkxTxFERaU+IvD3tpgBHtrgxQlfnfYWxscLFoULW8TkOLgwYOKtjMNXCxfvtzDwwO14dAUydSpU9evX4/acGiio6Nz5MgReVuBFPn5hcoa9KekpAxw41+FZe3atY6OjqgNh6YncXNzi42NRW04NNHT00tISJC3FYiAx+Pv3s2TtxXwoaxFcQ0NjZYWzvr1G+RtCCLk5z9JT7+I2nBoiuTIkeNlZc9RGw5Nli9fzuXy+3iW8OBi6tSpEAQ5ODjI2xD40dLS4nBalXWqfvKk6qef0Ds5AE1Pcvp0ZmFhGWrDocnateuYTI4CHjU4cNzc3CAIsrCwkLchMGFqailvExBh0aLI2tq2p09fKd+vaktLy/p6bksLr5eD4eAFNZGQyeTmZu6bN1xnZ2d0RkSToqKK2tr2FStWytsQ+ElNTX/9WpSWliFvQ+AnLi6+tra9pOSpvA2BH0dHxzdvuM3NXE1NTXRGRM2TaGtrt7Tw6uu51tbW6IyIJuXlL2tr25YsWSJvQ+AnI+PX169Fhw8flbchGL2Sl/d4+3aovJzp7u4ub1tgJiUl7eRJwfXr3PXrN8rbFphZvnz5rVvsI0dEZ878LG9bYMbe3r6mhvXf/0IVFTXytgVmxJPZ8uVQSwtP+UppT55Ub9kC1dSwpk6dKm9bYObUqQtHj4pu3mQrX35u7dp1DAb3xAnh0aMn5W0LzLi6ulZWsr76CiooKJW3LTCjp6fX0sKLjYWampQlP7dzpxKWcq2trd+8Yfv6QikponPnLsvbHDghk8lNTZyFC6FNm6DKSpTyc6iJpKio/KuvoPBwCM38HDocO3b6+HGhjw9UXc10cnKStzlwEhcXd+MG28cHunGDEx+vWEfnDhAHB4eaGpavL5SWJkxNPSNvc+BER0enpYUXHg5t3Qqhlp9Dx5PgcLinT19u3gwtWAA1N3PhOiRUQTh79lJKisjXF3r9mm1jYyNvc+Bkw4ZN169zfXygf/5hRUYuRmdQZI/KGTZMCdvAo6Lic3NJEARycnAzZ3oOGzZM3hbBRmhoWGkp9P49ePIE4PFa6Jxyj45IbGxs9PVHFhYCFgsUFIjmz1+AwqDoQKFQgoICs7PxAIDcXHJMzGp5WwQn8fEbGAwyAIDB0IiLWydvc+AkJmZ1drYGBIHsbHxgYACVSpW3RbARETG/sFDEYoHiYqCrO3zKlCkoDIqOJ3FyciIStR89Ak1N4NEjUWhoGAqDooOuru6sWTNv3MBBEMjJIUVHK8/vGRwOFxOzKitLHQCQna0ZG4uSJ0E2wFq1CqU4ETU0NDTCw8OvXycAADgckJcHKdNUHRu7TjyZAQCys8kxMWtQGBQdkURHr8zOJkEQAAAwGBrovDV0CAub++iRqKkJAAAYDLy//xylaXW3tbWlUoeVlAAAQEkJoFCG2dnZydsoeKBSqQEB/uKwuLkZPHggCg8Pl7dRsBEbu5bB0AAAQBDIzVWPiVmFwqDoeJKYmNU5ORrif2dnk1GbqlFgwYKF+fkiFgsAABgMwty5czU0NORtFDxMnz4dh9MqLQUAgPx8MHaskZmZGQrjIhtgKR9BQUFPn0KNjR/+y2Cox8WtVY5Wd3Nz8zFjxhUUfPhvTg7O13e2cnS9kMnkuXPDsrM/bKv78CHQ1ByK5gJyROkcFjOZoLhYOG/ePPmaBBcxMatyctTFYTEEgdxcDaXJz82bN+/BA1Fz84f/ZmeTY2LWytUi2Jg6dSqFMuzBgw//ZTAIoaGhylFK09HRmTPHTxwWAwDy88HIkYZK0+oeH79OHBYDABobQXm5KCQkVL4mwUVMzJqcnA9OUigEOTmq0dHxKIyLbIB18GAaotdHn9jY9dnZnxbFPHoEiERt5ViVtnz5ypwcVaHww39ZLFBYiEYpDQWRhISElpV9CoshCGRnK8lUbWNjY2AwuiMsBgAwGOT4eGXY64tCoYSEhDAYn06bYDDwwcFByjFVx8Sszc7+1GlbWAj09UehU0pDGnGORxwWAwDevwdPnqAxVaPgSebNm1dUJGQyP/wXgkBuLgmdqRppnJyc1NR0Hj369BcGA71SGqLo6ur6+MzKyfmUB2EwiAsWLCCRSEgPjWyA9eJFFaLXRxlTU9MJEybeu/fZH3NylGGq1tDQmD9/flYWsfMfGQyN2FjEf1WjIJLOOR4x2dn4gAB/Jeh6iY5eIe4I7KC4GFCpera2tvIzCh5CQ8MePxaKS59ixF0vYWFz5WcUPEyZMkVPb2Rh4ae/QBDIziZFRw/6XTaoVGpgYEBHjkcMg4FGKQ0FTxIXt76LJ7l+nRAePk8JSmkdHYEd5OUBI6Px6JTSEGX+/AUFBR9Kn2Lq68GzZyAwMBDpoZENsL75ZjOi10eZZctib9z4lOMRk52N9/PzHeyltMDAwKdPRW/ffvbHBw+ApuZQpDd4RFok5ubmY8ca5ed/9sfmZlBSIoyIiEB0aKTR0NCYO3duVtZnJ4qi2fWCKLGx6xiMrlsoKUfXS+eOwA6yswlhYaGDfQH53LnhHR2BHRQUAEPDsUiX0pD2JPb29h0dgR00NoKKClFwcDCiQyONtrZ2QMCcnJzP4gGhEOTmqkZFDfr8XEzMmo7SZwfZ2ZqxsYhn+pENsJRpo1E1NbVFiyKvXyd2+TuTCYqKBv1UHRu7rnPpUwwEoZGfQ1ok0dHxubldw2KgFF0vISGh5eWfSp8dMBiEkJCQQV1Ks7a2HjnSsHPpU0x+PhgxYvSgXkBOJpPDwkI7OgI7aGwEZWWDvuslNnZtlxwP+Nj1smxZHKJDI+1JOncEdgbNVWkIIS59dnQEdnD9OnHhQjRKacjh6OioqTn04cOuf797F5iampiYmCA6OrIB1vr1XyJ6fTTx9/d/8QKqq5PwEDoJcOQwMTGZPNm4S+lTTHY2PjAQ2VIaoiIhkUjdS59iCgvBsGEjBnXXS2zsZ308HYi7Xgb1AvKoqPjcXDWRqOvflaDrJTQ0rHNHYGcYDE0UivLIYWNjo68/qntYDADIyiJGREQgWkpD1JNQKJSgoKDOHYEd3LsHxo+faGpqitzoSBMfv16iJ6mvB1VVICAgAH2T4KJLR2AHAgHIzSUuXboc0dGRDbBu3WIgen00iY1dx2BITgmUlAAqddjg3Yt52bKY3FyiQCDhoaYm8PChKDwcwVVpiIokKCioqgrU10t4SNz1snz5YC2lmZmZGRlNuH9f8qMMBnnwTtUaGhrz5s3rni0Wc/06Ye7c8MHb9SIxxyMmPx+MHTve3NwcZZPgIjp6ZZeOwA7evgVPn4qCgoKQGx1RTzJ3bniXjsAOhEJw44ZqVBSy+TnksLOz09bWLyqS/Oigzs+JN0NhMCTHOVlZKpGRS9TU1JAzANkA68SJI4heHzXGjRtnZWV5967kRyEI3LihjnQCHCFUVFQWLIjMyVHp6Qk5OeSoKASjEERFEhW1Oienx6PQcnMJoaEhg3SqXrJk+c2bEkqfYgoKwJgx4wZpg2pAQMCzZyKJOR4AQGMjqKyEUGhQRQITExMjo/ESczwAAKEQ3LqlunTpoDxbRl1dXWLps4PcXM2oKAT7DRD2JKt68STZ2cT58xeoqqoiZwByLFsWd+OG5LAYAHDvHrCwMDcyMkLXKHgICwt79EjUvfQpprYWvH6Nmz17NnIGIBtgBQcP+v14jI2N9+49mJdX8uefuLa2Hp+WnU0IDQ3Pzb0bFhY2WG6z4cOHb9nyZUXFy2fPCC9f9vi0ggIwZMjYhw8r4+PjtbS0YDcDCZFQKJSoqOjCwtKJEy16CosBAG/fguJiUF7+Ytu27aNGjYLdDCRQUVEJDAzMyvpr2bLlDIbkHA8AQCgEV64Qb9++l5CQPFgyIjgcztXVNT3956SkY1ev9nZC8NWr5MTEn86evejq6jpYdqEzMzM7eDDp77/v//47QWK2WExWFnHx4mVZWX8FBgaqqPT4s0ehGDly5LZt28vLXzx4gOuyUKYzd+8CIyOzoqKy6OjlSDQIIuFJtLS04uLiHjx4qqfXdaFMZ2prwdOnhIqKmi1bvjQwMIDdDCRQVVUNDQ3Nzb07d26ExNKnmLY28McfuLy8kn37EoyNjdG0sN/gcDgajXb+/OU9exKuXu3t9/Mff2geP37m1KnzBEKPn8CALEHioh0cO3Z+6dJB2bNJoVDCw+fFxa0fNmzEtWtqN28S372T8hI8HlhaAhqNZW1NyMzMTEo6UNh5HbbCoKKi4u/vHxe33srKisHA5eaq9RJddTBhAvD05E6fjmcwcpKS9mVnZ0M9/eSRERhFIr6vYmPXenrSbt0S3rqlUVoKpJo5ahTw8ODTaKKKioq0tMRTp07xeDxY7IEXKyurFSvWBQcHl5aKbt3SvHsX9DJPi9HVBW5uQi8vPofzPi0t8ejRI++k6lgejBkzJi5u5cKFS5lM1awsjVu3AJcr5SUaGsDFBXh6cqnUtpMnU5OSEp4/f46GrTKiq6sbHb188eJYTU3da9dIN24Q3r+X8hIiETg6AhcXtokJPjMz8/DhfcXFxagYKxvq6uoLFixYvDhu0qRJ2dn4nBy1V6+kv2rCBECnc11cCFlZ2YrvSeh0j7/+EmVlaVRWSn/V6NHA3Z1Pp0MlJSWJiXt++eWX9vZ2WOyBFxsbm7i4NcHBwcXFwuxsyoMHoHuzYxeGDAGurgJvb35Dw+u0tMSTJ080SSyXypvhw4cvXrw0OnqFUKiZnU2+cQPXeXcGiWhrAw8PUUwMpa1NmtORHWQDLFdX+s2bg6wNi06nx8SsmjnTKz+/ncHQLCmRPkN3obMWExP3nD2bzpL6JaPChAkToqPjIiOXvngBsrOp9++DXnJyEiGTwfTpkLc3W1Oz7dSptMOHE2pqagZoFSwi0dPTW7JkWVTUCpGI8uef5L/+wnE4sl1BRQU4OAA6nTN+PC4z88LBg3sedl95Ig80NTXnzYuIi1uvrz/y6lXVW7eIPdXOegKHA1ZWwNOTZ2tLuHYtKylpP4yz2kD4GOuvs7a2vnkTd+OGWl+msS5MmADc3PiurlBxcXFi4l4FmdU+ztBrvL09CwqEWVnq/fAkQ4cCFxfBF1+01dfXJibuSU8/w2azkbFXNiwsLFatWh8cHFJZKcjOpt67B2T9yMWeZOZMDoHAOnLkUGrqT297yX31DVg8yejRo1esWDV//mIOR/XaNc1+exIajTlmDDh37kxy8uHHjx8P0CpY6EfWoAtiT0Kns+3sVMWehMFQiPm9f1mDzvzxh5pIJON02AcGR3YdBYYMGRIVFb1kSbyGhm5WllpODn6AAXonLar8+ef15OSD8tKi+IdmXNw6Q8MxDAY+O1u1tnag15wwAXh68l1ccHl5hUlJey9duiSQmk5BAAKBMGvWrMjIWDrdve8/NHtnxAjg6Snw8BC8fPkyMXH3mTNnOLK6WJiYMmVKbOzqjh+a/Zihu6CpCaZNg2bN4kAQ86efDh079lNDQwNMxsqGkZHR8uXxkZFLa2pw/Yv1u6CqCqZOBTQa09AQOn78WErK4aoq+exyPGzYsKVLly1btgKHo/7xB/nvv3EDDIo+ehKWlRXh559/Tko6UNBTDxfCkMnkiIiIuLgNo0ePzskhZmURX78e6DU7UuN///1PWlryxYsXhT31FSIJkUgMCAiIjV1nbz/l1i1hVpb6wD3JyJGARmuj0URiT3L69Gmu1MQsMgw8a9AFHR3g4SHy9ORzue9TUw/LMTU+8KyBmEEZYG3YsHX37v8hOsQA6fihSafTbt8W3rpF7ktRSSbkqEVLS8uVK9eFhIRWVooYDHJfikoyoa4OnJzAjBnM0aNFJ070s0zTP5EYGhrGx69asGAxk6mSlaV5+zYOXt/VpeCbmLi/qKdlNnCjq6sbFRW9eHEMhTK0j0UlWUGu4Ns7qqqqc+bMiYtbb2lp2feikkx0FHwfPHiQmLjn119/bRtg7NY3OheVbt8WMRgwxPpd+FjwbWWzG9PSko8ePfIedmX0gLW1dXz82uDg4OJiQXY2tS9FJZnQ0AAuLhCdzqFS20+dSk1MTHjx4oWsF+mfJxk7dmxs7MqFC5c0NBBv3dK8eRPA2yDwseDLMjEhZGZmJiTsedBxTCPCwJ416AIOB0xMgIsLZ8YMAoORjWZqHPaswaAMsBS5B0tLSysiYn5MzPohQ4bn5JAYDByiYQ8eD2xtgadnq5kZuHDhYnLyvvxeeiYHhqqq6pw5/nFxm6yszG/eJFy/TpQ1XyorxsbA07PN0RG6ceN2YuLurKwsUZ8dsEwiweFw7u7usbEbvb097t8HWVmqSGffR44Enp5Cd/f20tLypKTdP/+c2draitBYVlZWMTFrwsPDysqg7GyNvDyYA+IuaGsDDw+ITudxOO+Sk/edPHkcub4KQ0PDZctili6NaW5Wzc4m37oFEPsUAQCARAIzZgA6naOj03bsWMpPPyX3Y8LuIzo6OgsWLIqJWUuhDGUw1HNycIh2pxAIwN4e0OmtxsYgI+N8cjKCHVokEikwMCgubqOJyeQbN1SuXycMPPndO2ZmgE5vc3AA16/nJCXtzsnJ6fuELZMnwePxdDo9Lm6Dh4frnTsgK0u1rKy/RveN0aOBl5fA1VX44MHjxMQff/nlEnKhv62tbWzsupCQwMePAYNBys+HOSDugq4uoNMhGq31/fu65OR9p0+fbGlpQWiscePGRUWtWLp02du3RAZD46+/AJ8Pw2URCrCQXUW4ebPiHq2loaGho6NLpWqw2QI2G1l3DwAQiQCbDVgsEQ4HtLW1dHR08HikPnw1NTUdHR1tbc3WVgGbDfMPMomw2YDFAgKBSPzWZFr9JJNIiESijo6Ojg5VKBSx2RAKHSk8HmCzAZcr1Nam6OrqILepMQ6H09HR0dbWxuFwbDZgswHSpRI+H3A4gM0WUigaOjq6mpq9LdwbIFQqVUdHV11dlc0WsdnIBo4AAIFA/NZEJJKqjo4uojvlksnkj55EyOGg5EnY7E+eBLl1lCQSSVdXR1ubwuMJUfMkbDYkEIh0dJD1JCoqKjo6OtraWu3tQjYboNAFIPYkra0CbW1NHR0EPQkejxe/NQAAiyVis5GNrgAAfL74ixNQqWQdHR1Ej3vS0tLS0dFWVSWyWEIUPMkAwXqwxMH+muDgoOJi0a1bZNiD/WHDwKxZQheXtvr62sOHd589e5bZcRo7wkyaNGnZstglS5Y2NhIYDI2cnIF2unSBQgHu7tCMGSwNjdakpIMnT6a9HnhTRt8YPnx4ZOSS5ctXQpDGzZua16/j4V1IIE7s0+mssWNBauqxtLQjpaWlcA7QMxQKJTw8fPHiOCOjCTdvqv75p8qA238/42NPD8faGp+ZeTEpaR9qPT0EAsHd3V2cNvj7b3DtGgn2RikjI+Dt3ersDOXm3kpM3J2bm4taT09nT8JgkAfe6dIFPT0wc6bA1ZVfVVWZlpZ49uxZ1FbPGBsbL1myfMmSpdXVIDubAnuzAYUCvLxErq4cHI6bknLw+PHUOomHZiDAiBEjFi5cHBu7issl3b5Nyc2Vvu5MJlRVgYcHcHFhGxiI0tJSjx1LLi8vh3OAnqFSqeHh4fHxG/T1R966pfrHHwR4Wy7xeGBnB1xcxJ7k56Sk/ah5EnGzQWzsWltbm7/+wl29qjbANcSDskSYkJC6cuUSRIeAiy5avHqVMMBZjUAATk6ATmdPmkQ4d+58cnKCvFpTYdciAMDaGnh6ttra4q9fz05M3JuTk9P3mmAXBiISPB7v7OwcGRkTEhJYVAQxGBoDn9XGjAGzZ7c7O4uKikoSE3dfvnyZD0sOWnZMTU0jI6OWLFn6/DmOwejTvgy9o60NaDShhwePxXqbkPDjuXPnmnvagw9hRo4cuWBBZHz8ajZbLTubcuMGboCJHxIJuLlBNBpLU5N/+PCBU6eO1yJdzeoBLS2tuXPnrly5iULRy8lRz84mDPAz/hjrs8eNA8eO/XT8+NEnT57AZKxsqKmp+fn5xcVtsLGx+ucf/O+/qwyw7vox1ufa2OCuXPkjLS1Zjp7Ew8MjLm6dlxctP1/AYGgMvO46diz44gv+tGlQUdGDxMTdqLUDdsfW1jYmZmVYWGhFhZDB0LxzZ6DZ8S5Zg4yMDORqgr0zatSo+fMXrVixhsVSzc6m3rjRzxQyFmChxMC1qK8PvL3b3dzaHz9+lJi4+8qVKwqyr9Lo0aMjIhauXLmWyVTpnxapVODpKXJz40AQ68iRQ8ePpw38hyYsItHR0QkNDV29+j9k8tCcHDKDgZf1fldTA+7ugE5nDx0Kpab+9NNPyRUVFQO0ChZIJJKvr29c3AZzc/PcXJWsLJU3b2S7gjjW9/TkTZqEP3fuApo/NHvn46y23sPDLT8f3LhB6sesZmoKXF1bp00DOTk3EhP3DGSGhhdxQissLKSiQpSVpd4PT2JgADw9293d2x89epSYuPu3335Drv9PJiZNmrRsWczixUsbG0F2NjU3V+Y+GC0tQKeL3N05XG7jgQM/nD9/fuD9f7B4kuHDh0dGLo6OXoHDUW7cIGdl4WWtN5BIwM0N0GhMKrX9p5+ST506Xgn7eod+oa6u7uPjExe3wczM/MYNlevXVWR13p2yBsTz5y/IcUFrFz6mxtd7eLj9/Te4fp307JlsVxiUAdbgpR9alGNRSSb6ocXOPzQvXEC1qCQr/Sj4GhkBb2/+tGnQnTv3UlMPy/GHZu9Mnjx56dKYJUuWvn6Nv3WL3JeC78eiUltdXW1i4h40y9MyYWBgsGjR4piYVSKR5q1bGteuSS/TUCjA2xtyceHi8ezk5IMnTqS9kTXwRAUqlTp3bnh8/Lrhw0fevKn2559Eqanxj0UlzogRotTUY6mpKWVIN2D3C3FqfMmSeCcnhz4WfD8vT6NaVJIVW1vb2Ni1MqXGx48HXl7iWP8myuVpmTAxMVm8OHrJkqXPnwMGo08F385Zg7S0w5cuXVKQzR27MHHixOjouMjIJbW1uJwcyl9/SXeS6urAxQVs2KDJ58PfiIdsgDVsmH5Dg6SDdgcPjo6OMTGrAgICfv4Zf/Fij2dS5SEuAAAag0lEQVTg6OiAXbta6+pqkpP3p6efUcxprAuTJk2Kjo5btGhxSQlx//4ezxPA4cCOHVwKhX306OHU1J9g77JCQiT6+vqRkUuio1cKhVqbNmn04j5iY7lOTqKTJ08eOXJYXpUXmdDU1AwLmxsbu9bQ0GjzZlIvs/Xs2YKICMFvv/2enHzg9u3bKNrYT4hEoo+PT0zMWicnh1271HrJZllbg40b+Xfv3ktK2nflyhW57MEmK9OnT4+JWe3n53P2LOG333rs3dbTAzt3ttbUVCcl7T13LkNBdhbtHRMTk+XLVyxYsPDePXxiYo+ehEAAu3ZxiUTmkSMJaWnH6iWewT4AkPAkI0aMWLx4aVRUPIdD2bxZo5cYa/Vqro2N8Pjx1CNHEhUk+d07VCo1PHxebOza4cMNN20i9bLjR0BAW0iI6NKlX5OTD9y5cwdFG/uJiorKnDlzYmLW2tnZ7tih1stKc3t7sHYt//btv/38vJCIhv+92zTIhLGx8d9/Fy5dqt6TJw8MFBCJmQsXhqNrFwyoq6u/evV282bNnn7/29iA0NBKK6vJCFVekBMJDoe7c6coJ8fqn38kP0FXFyQk8AwNDeTVQDAQEhOPaGtHpqdLnqrxeJCSwvHxcVXYDEEvLF26dOnSvd9/3+PSvy1bWKmp63766Sc0rYIFGxubq1f/io7W6OlmmjevvaXlRGxsFLp2wQCVSq2pebN6tUZP+904OgIvr4cODlYIbZWEnCfB4/FFRaUXL07q6WbS1we7dnFGjdKT11aiA+H48TMAhGZmSj7YlEgEP/3Ec3GxGxS/P7uwcuWqoKDvdu/ucX309u3MPXti09PTETIA2W0aSksV4rCRgVNWVvbw4UNnZ8mP4nDA25t/6NA+dI2CBx6Pd/z4MS+vHhOpXl7sQ4f2INfXgpxIIAhKSNjl6dljKtvTU5CRcW4wRlcAgIMH93p6Cog9HPdsZwdqa18MxugKAJCenm5sTNDTk/yonh4wNsafOXMGXaPgoaioqKamyt5e8qNEIvDyEhw8uBddo+CByWSePZvh5dVjNtHLi5WQsAu5jSiR8yQikejQod1eXj16Em/v9hMn0gZjdAUAOHRo38yZbT3tGuTkBJ48eTwYoysAwPHjadbWBF1dyY+OHg0MDUFmZiZyBiAbYCn4Nu4ykZS0l06XfINZWYF3797cv38fZZPgIiUlkUYTSdxxRlcXWFgQzpw5jdzoiIokMzPTyAgn8Xh7PB54eralpCQgNzqilJWVPXv2tKepmkZjJyUNynkaAMDj8c6eTafTJZ9vR6cLMjIyFGThSD9IStpLp0su/NnagmfPKhWzd7MvJCUdoNEkT9UGBmDCBPyFCxeQGx1RT3L27FkzM+KQIRIeIhKBu7sgOfkQcqMjSn5+fn19rbW15EdpNNbg9SQsFuuXX37x8JBc+6PR2k6cSEO04xbZAMvVlY7o9dHk0qVLhoZgxAgJD9Hp7JSUA6hbBBsVFRWlpaVTp0p4yMNDeOnSJUQbQRAVCZ/PP3PmNI0mYaq2sQH19bWFhYXIjY40SUl7aTQJX82QIcDMjJCRkYG+SXCRnJzg4dHefarG44GHR1ty8kF5GAUPGRkZxsa4YcMkPESnD+LJDADw4MGDN29eTpki4SF39/b09DOIroJE1JOw2ezMzEwPDwn5ualTQWVlBWq7WyFBcvJ+iZ7EwACMHQt+/vln9E2Ci+Tkg3R6a/e9eFVUgIeH6MiRRERHRzbAWrgwGtHro0lbW9vJk8e7/6rW0gI2NsTTp0/JxSq4SEraS6N1zc/hcMDTsxXpyQxpkSQlHaTTJZTSaDR2UtKgrOp2cP78+UmTcN1LaTSa4Pz58/I6oxoWHj58+OrVC1vbrn+3tQW1tTWoneaGBDwe79y5892n6mHDgLEx/ty5c3KxCi6SkvZ1n6oJBODpKUhJQTbHg7QnSUlJoNP53afqQZ0tFpOefsbGhti9lEant58+fUoxV1X3kbt37zY11VtYdP27gwN4/PgJ0ssRkA2wrl79BdHro0xKymF3965TtYeH6PLly4O0j6eDzMzMCRPwXUpplpbg/fv6e/fuITo00iIpLS199uxZl6laVxdYWhIGe1jM4/HOncug0T6bqnE4QKPxB2/ps4OkpD3di/JKMJkBABIT93t6di2leXgIzp07P3hLn2LS089YWHTterG1Bc+fVz98iGxLLtKeJC8v7927N1ZWn/1RTw9MnIhDtPSJAi0tLZcu/eLm9lkpjUgENJogOXnQe5KjRw/Q6V1/bdJorKSkPUgPjWyAlZmJVHO+XCgvL3/6tKJzKQ2HA3Q6b1AXLMS0traeOXPa3f2z/BydzjlyZD/SQ6MgkqSkPV26Xtzdhb/88sugWAPfO0lJB7t0vVhbg8bGN4O0vb0zGRkZpqaEzl0vurrA3JyQkXFWfkbBw4MHD+rqXtnYfPqLuCMwMRHx2w1p2Gz2xYsXu3S90GhsFCYzFDxJcvL+Lp6EThecPXt2sIfFAIDk5IOenp+V0uzsQGVlpWLuwSYTJ0+etLUlaGl9+ouBARg3Do3SJ7IB1qJFylMiFJOUtKdzAtzMDPB47/7++285mgQXiYkHPD0FBMKH/2ppgSlTCCdPnkR6XBREcu7cuc5dL+iUPtHhwYMHtbU1nbte6HR2cvLgLn2K4XA4Fy5c6FxKo9GEmZmZShAWg26lNBsb8ObNy0Fd+uygy1Q9ZAgwNUWj9ImCJzlz5rS19aepWgk6Aju4c+cOm91obv7pL+iExSjQ3Nx85crvbm6fFsJ7eLSfOXMahTPQkA2wXFyUp8ldzIULFyZO/NT1QqdzB3V7e2dKS0urq6s6SmlubqLffruCQukTBZHweLyMjHMdU7WFBWhqqr979y7S46JD51Z3LS1gZYXsqk806dz1gsMBOl1JwmIAwJkzpy0tP5XSlKAjsIP79++/e1dnafnhv6h1BKLgSVpaWi5fvuzh8WGqtrUFr169QLr0iRrJyfs6Sml6esDYGHf+/Hn5mgQXyckH6HSu2JMQiYBOFyQloeFJkA2w9uz5FtHro09ra2t6ejqdLgAAUCjA3h5/8uQJeRsFGx35ORwOeHrykpPRiB3REUlS0oGOrhcajXP0qJKExQCAjIyz5uZ48VRNowl//fXXQXGQQF8oKChobPzQ9WJlBd69q8vPz5e3UfDAZrMvXbrk7i4EHzsC09MH5c5eEjlyZL94qkazIxAdT5KcfJBO54mnauXoCOzgxIkTdnYEKhUAADw8BvdmKF24fft2W1uTsTEAANjagqqqZ0pQ+lROLCws6uo4fn5QcrLo3Llf5W0OnKirq79/z160CNq0CSovr5G3OTBTVFT+1VdQRATU0sLT1taWtzlwcuzYqePHBb6+0IsXLCcnJ3mbAyexsXE3brB8fKDcXHZ8fLy8zYETBweHV6/Yvr5QWpogNVVJko5itLS0Wlp4ERHQ1q1QSclTeZsDM2VlLzZvhhYuhJqaOGQyWd7mwMnZsxdTUoR+flBdHceyIwmpFGzYsPHaNY6PD/TPP8zIyEh5mwMH27btlLcJiJCX93j7dqiykuXu7i5vW2AmOTn15Mn269c569dvQGdE1EQSHb381i3WkSPCM2cQ3LpXLtjb29fWsrdsgUpLn8vbFpjR0tJqbubGxUHNzVytzn2qSsHDh8/+7/+gV6/YUyVuQzeYOXXq/NGjwps3WTExseiMiJonWbt2HYPBOXFCcPSo8pQvxLi6ulZXs77+GiooGKy73fbEkCFDmEzeypVQUxNHXV1d3ubAwbFjSlLB7UJUVHR1Nf/58zpc901RBjniqbqlhafX00klcIOaSMRTdU0NW/nCYgDAkyfV1dVt69atl7ch8HP69PkXL0TKFxYDANasWVNd3VZW9lzehsCPq6vry5fs5mYuatli1DzJ0KFDW1p4tbVsBwcHdEZEDRwOV1X1prqav3x5jLxtgZ+LF/948UJ05MhxeRsCE0qWPu2AQqGw2bwtW76UtyGI8PBh5c8//47acGiK5MSJs8+e1SpfWAwAWLVqFZ/fPnToUHkbAj/Tp0+HIGjGjBnyNgR+dHV1W1vb1qxZI29D4AeHwz19+vLUKfT2TUXTk1y4cPnx42eoDYcmmzf/l8NppVJ7PGp98OLl5QVBkG33/YsHKcoaYAEADh48qK+vL28rEGH58uUeHh6oDYemSKZOnbp+vRLmeAAAWlpaKSkp8rYCKQb7Ro69kJSUpHylTzFr1651dHREbTg0PYmbm1tsLEqlT5QZOnTowYNKsla3Czic8qyLBEB5S4QAAAqFIm8TkEJTUxPf09HqCICySJT4i1Pit3by5EV5m4AUSvytofzW0PQkOBxOU1MTteFQRok1ibIn6XZCG6w0NNQjen05wmJ1PcRDaUB5I0eURaLEX5wSv7XXr2vlbQJSKPG3hvJbQ9OTQBCkHBveSkSJNanEngQDAwMDAwMDA2PAmJoq1UYaGEiAiQRDKphIMKSCiQRDKkolEiXuwcKAC0wkGFLBRIIhFUwkGFJBWSTI9jLfusVA9PoYSgAmEgypYCLBkAomEgypYCLBwMDAwMDAwMDomS++mCNvEzAUHUwkGFLBRIIhFUwkGFJBWSTIlgiDgyMQvT6GEoCJBEMqmEgwpIKJBEMqKIuEgOjVW1qaXryoQnQIjMEOJhIMqWAiwZAKJhIMqWAiwcDAwMDAwMDA6JkNG7bK2wQMRQcTCYZUMJFgSAUTCYZUUBYJsj1YJiYWiF4fQwnARIIhFUwkGFLBRIIhFaUSydixRvI2AUPRwUSCIRVMJBhSwUSCIRVMJBgYGBgYGBgYGD2TkJAqbxMwFB1MJBhSwUSCIRVMJBhSQVkkyPZgYWBgYGBgYGBgYGBgYGBgYGBgKDbDhunL2wQMRQcTCYZUMJFgSAUTCYZUlEokx46dl7cJGIoOJhIMqWAiwZAKJhIMqaAsEmR7sEpLHyJ6fQwlABMJhlQwkWBIBRMJhlRQFgmu708lqZFmunkb6Bm8efvmau6f/DY+cmZhYGBgYGBgYAxeZMhgTbGYwmQz084fZ7KZtpZT+vISV1d6fw3D+LeAiQRDKphIMKSCiQRDKiiLRIYAy8hwXNGj4lZ+a9GjYiPDPm2HunBhdH8Nw/i3gIkEQyqYSDCkgokEQyooi4TQ96c62TrdLbwngkQCgcBhikPBg4KOh3A4XFDQvLFjjSory4cOHfbFF/5UKrW29uXo0aMNDccJBO3v3zc6Os5wcJheX/+ax+PNmuVvaTmltPShhgbZzy9EX3/48+dVo0YZenrOVlFRqa9/Y2k5Zfp0dxarhclscXPztLV1fPGiqr29PSho3rhx458+LdPVHTJrVoCWlvarVzUTJxq7u3sJhe3v3jU6OExzdJzR0FDH5XK/+GKOlZVtWdkjEkl9zpxQA4MR1dXPRo4c7eXlo6qqWl//xsLCesYMDzabxWQ2u7rS7ewca2qq2tvbAwPnjh8/qaKiVFtbd/bsAG1t7VevasaPn+Th4S0SCd+9a7C3d3JycmlsfMvlcmbO9LWysisvf6KqqurvHzZixMjq6koDg5He3r4kEqmu7rWZmZWLC43DYbW0NLu40OzsnF6+fN7W1ubvHzpxonFFRamWlo6PT6Curu7Lly/GjZtAo82EIFFjY4OdnaOTk8u7dw0cDtvLy8fa2q6iolRFhejvHzZq1OiqqqfDhxt4e/upq6u/eVNramrp4kLj8TjNzU3Tp7vb2zu/evWirY0/Z07I5Mmm5eVPqFQtH5+gIUOG1NQ8HzduPI32BQ4HGhre2tpOdXZ2bWpqZLPZnp6zbWzsKyvL8Hh8QMDc0aPHPHtWoa9vMHOmn4aGxps3tSYm5q6u9NZWXnPz++nT3eztnV+/fsnnt/r6BpmaWpSVPaZQqL6+QUOHDqupqR4zZhydPguPxzc01E+ZIh7lHZvNotO/sLGZWlVVAQAuMHCuqqrKzZvZw4bpf/HFHE1NzdevXxkbm7m6evL5rU1N752dXaZOnfbmTW1rK8/XN8jMzLKs7DGZrOnnF6ynp//iRZWh4Vg6fRaBgH/7tt7a2m7aNLeWliYWi0mjzZwyZWpV1VMIEgUGho8dO65DnBQKpbb25aRJJm5uXu3tbe/fvxOLs66utrWVN3t2gIWFTWnpo87iHD16jKfnbBUVYn19nVicTGYzi8V0d/eytXV4/vyZQNDecQsMGTJ01ix/KlWrtvaDOMW3gIPDdEfH6W/fvuHxPoiztPShurrGnDkhw4cbPH/+QZwfbwGb6dM92Gxml1sgMDDcyGji06dlOjq6s2d/uAUmTJjs7u4tFArevWucOtXZ0XFGQ0M9l8v54gs/Kyvb8vLHqqpq/v6hYnGOGDHKy8tHTU2tru61ubnVjBkfxPnxFqhub28LCAgTi1N8C+jo6Lx8+cLIaKKHxwdxdr4FvL0/iFNVVcXfP2zkyFFVVZXDh4/w9vYVi1N8C3C57JaW5hkzPOztncTi7HQLaPv4BH4U5wQabSYAUGPjW1tbB2dn1/fvG9va+KNGjbG2tnv6tJRAIAQEzB01yrDjFtDQEN8CFi4u9NZWbnNzk1ictbU1fD7fzy/Y2NisvPyJWJxDhgytqXk+dqwRjfYFDofrJE7xLTDLxsb+2bNysTjFt4Ce3vCZM/3IZHKHOMW3wLRprlOnTnv9+lXnW0BTk+LrGzxsmN6LF9VicYpvARsb+2nT3Jqb37PZrI/irIAgEBgYPmbM2MrKiqFD9TpugcmTTd3cPNva+E1N75ycZjg4TBffAj4+gebmVqWlj8jkzuIc6+k5i0gkvH1bZ2Vl2yFODw/vKVMcqqsrhUKhRP88aZKxm5uX0vjniRONa2trMP8Mr382NBzz7FmF0vjnFy+q6uvfSPTPCMRXgAjXhZjMltZWHgBAIBAymS08HhcA8Pvvv0ycaMLntwIAuFwOk9kiFAoBAGw2q729HQAgEomYzBYulwMAEAjaOy7S2spjMlsEgnbxC1VUVEUikXgU8dWEQmHHC/n8Viazpa2tDQDA43GZzBaB4MMoAoEAAABBIiazhcNhAwDa2z+NIn5he3sbAIDDYauqqolEkHiUj+aJR+ECANra2pjMlrY2fqdR2sWjCIUiACAIgpjMFg5H/F4E3UZpF4+ipkYSvxcWiyn+NDqPIv4Q+HzxKDwms0UoFAAAOBwWBEEAAPEobDar46PuPgqPx2EyWzpGEb/w4yf26b18HKWVyWwRf1AcDks8BAQBJrNF/F+xSTyeeBR+p0/s0xfKYjHxeHyn9/LpoxZ/Xx8/MQEAgM1m43B4kUgkfi85OdcAAEKhoEM2nUfhcrkdHwKLxSQSiR0fQucvVPxePsrmwyh4PAGAD1+o+MqdxdnWxu/yhYo/MTabJf6jWJwfR2nr8lGLR+FyOUSiSoc4P78FON1G4XQX5+e3gKDjExO/lw5xdtwCLNYHqYtf2NN7+fiJscTDASCWDbubOPmdxamqqiZWC4vFFJsn/l7EshF/CB9l82kUDoctEkEQBIlN6jzKxy/0kzi5XDaT2SISCcWfmPhNicUpvnc+H+WDH8jMTHd2dhErU/xePopTPEprx3sRfzgfZfNBnDgcrtMnxukizo+y+fC9AIATD9Oh5I/i/PSJfXRN3I73wmIxCQRCN9l0H0X8iXHweAIEQeL3Ijap8y3w8Qtt6z6KiooKAEAk6nwLtHWTzYcvlEAgQpBEcXb2A0rin2/cyML8M+z+ubs4B7V/vnr1Vy0tHYn+Wc7MD4zQ0dIBAOho6cwPjOjLSxYtwnK2GFLARIIhFUwkGFLBRIIhFZRFIkMPVnVNtY25NUmNZGNuXVVT3ZeXuLhgXYcYUsBEgiEVTCQYUsFEgiEVlEUiQw9Ww7sGs0lmMxxmtLe3377/l0AokPqSysryhob6AZiHofxgIsGQCiYSDKlgIsGQCiYSDAwMDAwMDAyMntm2bae8TcBQdDCRYEgFEwmGVDCRYEgFZZEge1TOmDF92i4L498MJhIMqWAiwZAKJhIMqSiVSMhksrxNwFB0MJFgSAUTCYZUMJFgSAUTCQYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGxr8VHFwXIqmRZrp5G+gZvHn75mrun/xupydKfQKG0jNh7ISp1vZUTerbd29v3r35rul9lyesiIzv+Peh44fRtQ5DIZCqAcyT/MvprJC2trYj6Ud7eQLmRv5VdHz1nb93ZQhOnO2cPaa5k9RIHtPcne2c+vEEDKVnppv3EB1dIpFoY24TPie8+xM6e0aMfydSNYB5Egwxdpa2bk6u3f+OuZF/OV0EIMfgBLaNRo0MxxU9Km7ltxY9KjYylLCXl9QnYCg9f9649q7pvUAgKH1aSiFrytscjEEJ5kkwxJhMNHnytFTeVmAoOnIMTohwXYisQWaxWQAAFptF1pCwl5fUJ2D8e7AwNn/+6oXEh6LmLYMgqLbu9e37t9kcNsqGYSgCvWsA8yQYAIBRw0cKBIK3jW8lPoq5EYwO5BicwBZgYWD0EdNJphPHTbz456XuD4kL5+okdVuLKfTptF+u/Yq6dRhyBtMARl8wmWT6pOKJxIcwCWEoCLCVCDlcDkWTAgCgaFI4XE4/noDxb8DK1MrGzPqXa7+2trb29BxeK+9+cZ7+UH00DcNQKHrRAOZJMNRU1caOGlNeVdHLczA3giFGjsEJbAFWdU21jbk1SY1kY25dVVPdjydgKD12lnbmk80u/fkLl8ft5Wlqqmq2FlMa3jegZhiGovH/7duxagIxAAbgQBfvNTqcgxbOJQVBaMeO7RO46ztWUBwU1KF9AaGTdLkuLWdDB1EcWifFgt83hpAlP3+SIQcyoEnIr/Pl2/Lz689HWlAjbJ3xcnJ1rIVW76tG3ujcdqqqGk5G6+91CKHf7U0W0wMTuChPD49ZLWs1W7GIsYjz10VKaT8k/W4vFvGm3kwpPY8H//G7LCf2awY0Cfvu23ezl3n5Ue5G1Ahhu/UhhM0Rs4mEywkAAAAAAAAAAAAAAAAAAAAAAAAX5gc3hrueIzCKUQAAAABJRU5ErkJggg==",
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=8}"
- ]
- },
- "execution_count": 22,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using Plots\n",
- "function weave(x,y)\n",
- " ret = eltype(x)[]\n",
- " done = false\n",
- " while !done\n",
- " try\n",
- " push!(ret, shift!(x))\n",
- " end\n",
- " try\n",
- " push!(ret, shift!(y))\n",
- " end\n",
- " done = isempty(x) && isempty(y)\n",
- " end\n",
- " ret\n",
- "end\n",
- "\n",
- "function makestar(n=5)\n",
- " first1 = -0.5π\n",
- " first2 = first1 + π / (n)\n",
- " star1 = partialcircle(first1, first1 + 2π, n+1)\n",
- " star2 = partialcircle(first2, first2 + 2π, n+1, 0.4)\n",
- " star = Shape(weave(star1, star2)[1:end-2])\n",
- "end\n",
- "\n",
- "rng = [4,5,6,7,8,10,15,20]\n",
- "scatter(repmat((1:length(rng))',10,1), shape=[makestar(i) for i in rng]', ms=20, bg=:black, ylim=(0,10))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "-0."
- ]
- },
- {
- "data": {
- "image/png": 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- "text/plain": [
- "Plot{Plots.ImmersePackage() n=2}"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "625-0.5\n",
- "-0.375-0.25\n"
- ]
- }
- ],
- "source": [
- "using Plots\n",
- "\n",
- "function makeshape(n=5, offset = -0.5)\n",
- " z = offset * π\n",
- " Shape(Plots.partialcircle(z,z+2π,n+1)[1:end-1])\n",
- "end\n",
- "\n",
- "function makecross(; offset = -0.5, radius = 1.0)\n",
- " z2 = offset * π\n",
- " z1 = z2 - π/8\n",
- " outercircle = Plots.partialcircle(z1, z1 + 2π, 9, radius)\n",
- " innercircle = Plots.partialcircle(z2, z2 + 2π, 5, 0.5radius)\n",
- " Shape(Plots.weave(outercircle, innercircle, ordering=Vector[outercircle,innercircle,outercircle])[1:end-2])\n",
- "end\n",
- "\n",
- "rng = [3,4,5,6,7,8]\n",
- "rng = [-0.5,-0.25]\n",
- "scatter(repmat((1:length(rng))',10,1), shape=[makecross(offset=i) for i in rng]', ms=20, bg=:black, ylim=(0,7))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Switched to backend: pyplot\n",
- "[Plots.jl] Initializing backend: pyplot"
- ]
- }
- ],
- "source": [
- "using Plots; pyplot()\n",
- "lim = (-5,5)\n",
- "ellipse = EllipseRecipe(1, 4.5, 2, -1, 0.1π)\n",
- "plot(ellipse, xlim=lim, ylim=lim, size=(400,400),leg=false)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 119,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using Plots\n",
- "gadfly()\n",
- "default(leg=false,size=(400,400));\n",
- "n = 100\n",
- "x = randn(n) * 2 + 1\n",
- "y = randn(n) * 1 + x + 4\n",
- "scatter(x, y, c=:orange, m=4);"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 91,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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jab/0UiuVAoyKitgdd5gRW5Tezri8beSwFEV1nr8ikVD7egjZRtcNu1Q3zyKplG4YX6hvy0CPY6bQ43zBnWCk2PoIq36NnkAQ8Q2mcYmlJNLeKo3Z3CwEbJHjnnF52yIyl2b48OJeKyBrX0aMKOnrIWSbQMDr9/eD4paZZcCAAkn6fHmbKSJrWX8ziWqCo5l0I76hu6kXCmCx9VGA0b+wJtwi+EKAoOvuI49UlyxJH+E77TQ7BLDoBXnbKOieI4dDMVVaV/HJZURWdeSyix7mfkRoPMIuTxVNjZenMuZC9vkxsoxpKg8/7Dr0EGmffeN/+INRW+udP9997LGC+3MKuvdzbLQkrKhodGB5mfLyhr4eQraJRpWGBsdtSGptje8+D8tIYplIPg57jJMqGf1zADPF2mt3333LVBl7kVkwP3zkkXWS1HTggfLEiak33xI8nsCvLsm/9VbPnDn28VYZl7eNloRfNGHee3HgVQuC4Li1v5EMSXVC7XLchQyYBUJHeqep8tm9rLkWQwEYMp9D/o4gsPmvtG/efQqo6LMGn0EyGbj8cuPSS/VPP20755zi9983W5vFwiJ8Nrqj6QV5Z2BJeOFZF6T/cc/D9+58MRFP/P0vD235bMuosaPOPu8n/oDjdszlyNGBqbHil2y+DywA70COfI7QJESJmkW8c3K3g4eexIy/8fQgBsziqBeRuoWirGRS/+yz2HXXma2tvu9+17tgQdOkSVY0OlBRsEzUZjwDsnhhfUDGYlgXnnVBV4f17BPPJuLxhaef/OwTzwSCgZNOW/iln5DrS+gQnNWX0DKoeZF3Tur2YmAECyowNVJN+AaRqKHuFdZcTbIRQeK0dl6dwcSbGHx8RyK7nkg3DbQUpXHw4J0pC4XPPKOtWqW++27R4sVC+V8Yd97nxOn7jIzLu7diWGtXrjn2+Nn+gP+Yuceu+WTNnpxSU9PiwBjW9u0tfT2EbJNIpFpavqiA716FoVD7Ys8X41UkqknW8fHPWLQ/H/+MAYdzYjln6Jy0FUtn2v2d3srU+PROPjyLLQ8am9Z1TbBSly71zJ1b+MR/hYbFxNZn8ar2lIzLu7dmNJHWSFFxEVBcUhxp3aMctmDQmZnu9vpJzAIul6My3YWOlWAPLINPfkXtS7gLmfUMyUY+uYzoZnyDGHsBQxd0eCsjycbbreFnm81RK6GII0Yiyzsb3sj77++eMJotf0QOMO0vn9vque/IuLz75ilhXV1rdXULYBhmdXW4sbEdyMvz1dS0RCIJIBJJVFeHFUUFGhvbq6vD6WqN1dUtdXWtgKrq1dXh9F7wWCxZXR2ORpNAOByrrg6n8xLr6iLV1eEuVtoARVGrq8ORSBxoa0tUV4fTuW1pK7reYSWdobs7KwrQ0hKrrg6nE5fr6yPV1WHLwjTN6upw+vlX2ko6n3uHlRTQ1JS2YgA1NS21ta0DB4Y0Ta+uDqf7MsTjyerqcHv751mxTNPaaSWZ1HZaaW9XqqvD8XinlfQzqZqalpqaFkDTjC5WUjuttLbGq6vD6RKgDQ1t1dVh07Qsy6quDtfXR77ASnNzdKeV2trWtBVdN6qrw01N7TutpGv1dbXS1qZEo0oPK6mUVl0dTs+8olGlujqcruiww4r+eVYSiU4rkUh8p2zS12IYpmVRXR2uq/siK+FwtItsOsSp653iTCTULla6irOtizjD3cUZA1TTZQ2e3/MGCIwgMJyWZQAHXoVSzxvHULuY6GYa3+G90/nsPkONNzREEERryPdjf/pb4+gDmqceatbXhx56SCwuFjwe35ln+n7wA4KlTLzRGHNxQ1Oiuzg7bwHL+tJbYPfi3Hktadl82S2wG3Gm14NpK13F+bWLr/ZWDOvG39zws4t+XjaorL62/m/3PHDNLdd2PTitDLdbtiw0TRcEweWS2tsTHo9bkkRZFnXdNE1TliVRFDTNsCzL5ZIFoeuJlqYZoijIsmQYpmGYkiRKkqjrRjo+IgjCbq2YpqXrhiiKsiymT/yGVjRNt6yvaqVzeMmklpfn/QIrO07ssJL+9j7fiiiK4q5WelyLaZq6vlsrhmVZn2NlD79qS9OMHSd2tdL5H6ooqqYZeXm+9FctCLhc8jewYum6sauV3pPNV7JiGbogWKy4hM1/6RJ0f55kA0tOBDhxEyuvoPrZbreTfxgLqzTNdFntluWtD+anZ1Xy6NGFzz0nH3AAYKVShiQDmb4FPlc2XyrOXa3E42phoX934pS/3nKq14Lu/30mkUikg+7+QGDh6V8edK+oaBw5stRpD7zLyxtGjy7r61FklWhUSSTUsrJdypDvfRhJ2jdR8wJjfkGygfByvCWUHYNlsvoayv+KoXBahNePpnVl9zMFztARRCzTirfX5xft3KzjO+OMgrv/Tygc1OMBoj3JuLwzmdaQJu224rH43//y0JbNW0aNGfWT88/Zk7SGSCRRUOBzWvHc1tZ4YaEttn1lDVXVNc0IBBwQvNNjtKwgNIn2jXgH4h9KYjv+IQguTBXRTcXDlB3FJ5f1nGHtcybT/w4gGJamty78durll9PvFL34nOeYo/DmZ/tavhYZl3dua06OHL2G1sbWR1n1G/QYwAGXM/5all9E5X8wU+SNZerdlBxC2wZeOwKrIw/emnwvQ3+g/Ps/lmn6vv99wetBFJP/fcKoqPCcNF/eb5zgkREd4O53h40cVmNjW2lpvtNmWPX1kYEDQ309iqySTKqplF5QsNfnEltE1rN4YkfoSvJyci1Lv0/tS52HCDInrMA3mLYNrL+Z1lUMPck68M6mA8cbVVWAOHDggE8/FfLzMHUMC1ncfSsKu5JxedtoL2Es5sy+hKkvP2jvQtOc0ZfQ1Kl5rjOnoXg6ptrNWwGWTvmDtK6i8W2m388p9Rx8l/r2krS3Asz6+uSiRQgikhu3p395K3pB3jZyWIMGhZw2vQIGDy7s6yFkG5/P44iwnWVidKkGJeeh7i6LUg0jB6n4l2UIqElLUcXi4q7vC3n9uOR/xuVtI4fl87md56/w+22X7NfbyLKYzpzYy5E8DDqu8894JYGRPXvHDzyWcb8iOMo6Yb3Zain/eyr19juuqVP9v/hF+n3XxImeuXOzOOgMk3F528hhbd8eduDWnKqq5r4eQraJx1PpRMS9n+JDGP2zjn+3rad9ExN+1/GnIHLI35n1PJLHsoJmTY2xdatn3jwMo/2KK/L/8IeSZctKPvqoZPlypH686TLj8rbRD9037drWP3HgVZum+bUTnfsYywALQ8HUcYXQWpH8YO0+JcrUMDXGX8uos6l/E8mPp5gx51I8g63/pHgaA2ez+kpr3C1WW5u+fn3sD3/QV68uevNNYc0aweuVJ00UWpai1QmeUlvdp1+JjMvbRk8Jc+SwNZZOopr3Tie8DCA4imn34gpRfj/T/rIbnxWvAoEXD2SfMxlzLq58Nt5B5T8ZeyEDZxOaSPMHDJgTv/vu1Jtvug46KPjrX0d+8hPB6/X/4hfuQw6xtr0mvD8XQWLiDYy71G5lGPoKGzks07ScluYOmKYpijZamGeBtOT6zQOW9Kyq/TNSTeTvT7KRj39O81IAyctJVSS2ExiBHECQO5/iWToVj7DPD3hzLhNvoGQGggwCaiurf0P5g3xHtZRk7OabY7fckj7Dd8YZebfe2n7ZZfl33ikWFwlvTqX9UwAETtxE3pi+uPhvSsblbaNbpbKyyYExrIqKpr4eQraJxZLpHcX9AFMjWs7iSbx4IK8fxbPDqHqco1/CPxRgv1/iKqDhLd7/Lu9+m62PYu3sBiRggR7nmFdRW9h0N9ufwlBo/oBJt3B6m6UkEcXUS51ZDqmXXpKGD/eff75YWip8MH+HtwIs6l/P6lVnjozL20ZrYwdW78ORVy1JYr+p3idILP0hogtvGckGTJX1N1E8lbEXUPEPJvyO1w6jZUXHwbUvUf0sRzyF6MKy2OcMJD+miqeUDbfTvJTASI59E7XNEgYgy1Y8Lg0bpq1alT5bHDbMUlX39OmCVk34427D6Ld57RmXt41mWEOGFDlwSThsWPGXH7R34fd7ioqCfT2K3WJ1tITYiR7j+I+Z/Q6n1DFvDQNmAdS8SPF0hn2b2sWd3ipNzQvEtmAoRD/j3dN5ehAvHkj1cxy9mH1/TLwK0200mG0//WnLnDn6xo35f/qTPHYsIA0eHHrwQQxD2HgNepQx53d+puhiyLeycfW9QMblbaOf93g85fc7roZfLJZ0Wrd6XTd03bRXDT9TA4uqxwkvI28U+56N6EGAmhdZeSlKHXKAsRdw1Eu8cxKmiiATGEZ0824+SouhtvHKdPQ4QBI23k7bBg77tzXiF0JwUHjCPsa2bUD46KNLV60q3bjRisWEvDxLiQsrz6HyP+hR9j2LjbcDuIuYfh+u/lrZIuPytpHDamhoGzmytN/EYjNEfX3b6NHOcliKoiYSqtdrp5tQa+eVacS2dvy55nfM30jLJyz9XscrepwNv8dUOehOwssxVcqO7rlwA+Qg+WPYdHeHt9pJogrLg3esGYm4Dj447bDQ9fidd+bfc48QCFiRLcLr09AiAPFKQhM4fhmWQeFkLGv37XP6AxmXt40cVn6+z2HOCqCgoB9UNcosLpdsj7bEO9ATrP1dp7cCtHZMjc1/7Xnkloc46E7yD8DSEd34huAbhFLXecCRz6MrJGq6nbXPmdakv5DSrGRSr6goeOAB16RJ0euuA6TRozFTvPNtoe6VzuMDIwGKpmbyGvuIjMvbRjGskpI8p02vgNLS/lHYKIN4va78fDt5LFGm+aOeL8oBUrs84dLasQxECcmLICK6mPsRg+ch+3Hlc8AVlB5G49vkjeo8Zf56pj5obNuefO659ssvR9f18vLgVVeJQ4d6Fy4MXHqpEP+Ert5KDnDAr9M9cvYCMi5vG82wWlpihYUBp/mscDhaXNyPd7d+DVIpTdMMG0XuLBPXLg8B4pUUHNix6BMkJC96nLzRIMIOiYpufIM54umOrE5To3UVlf/hkIfZdBeJGuZ+hG9M8vnntRUr5EmTCh54oOWEEwqffNKMRMq2b7dSKcHtYsCRHPJ3yh8k1UxoPFNuwze400Q/J+PytpHDikQSoVDAYf6K1taE0xyWquqJhGojhyUIDD+dhre7vdi2kQnXEa9iwrWUHILoIVGDFsFUO5s2CyLVz+MbROEUJC8ImCo1L1DzAnM+wlItcWDi/vvbL74Y0wSCv/1t/u9/r61Z4z7sMAxD8HgABJERZzDiu4geDAXJh2Cjdc83JOPytlGme+4poUOw6VPCVVfw2b2YGsDQBcz8D6ILBDbcytZH0dopOoiD78I/FNGNpSO4+PhnHPwnKv/DZ/eg1DPiO0y6macHYiic0mSJ+SSTuN36unWRH/5Q//RTadSo0g0brHBYKCrq8FZ7OxmXt40cVo4cfYmhYFkoNXgHIHqQvBhJPvoplf/qPMaVx7c24B9K60oC+3RUQF5zTce7gsQJK2lZYQ0/DVVomTdPXbJE8HqD11/vPfHE5ilT5PHji995B8sSAg4oB9Y72GjyWVcXcaD3THd/cxSKoqa7HNoLyYfsJ28MrgIkD6aGmaLqP92O0aJ89mdqXqTpfQQR/1AqH+181zJ45ySGfJekFb/nHnXJEsBKJqNXXikWFroOPTTvppswTWHDZbtvrbo3knF528hhKYrqPH9Fuo2ro9B1I932zr6YOpvuIl7VLes9TaIad4jlF7LtSbQIoYk73hAYc54171Nkl7ZunVnXJdfBssz29qKXX3Yffriw+XpaV2Pa+/IzR8blbaOg+/DhxQ7cmjNiRElfDyHbBAJev9+WERzLwkggSGx7gm1PMOonCHKX/cwABPdBqQXY8hAjv0tgBIDkY/Zblm8Cqq5XV7omTyaRiN91V/oMaeRIed99LUxh0T6YKY57D8dEajMu71wMK0cOAIwkSi3rb2HseWy6h63/ZEE5G+/ks872wHiKmbee2kUkGzCSTLiOZD2CjCBZBLUPP+457hcAACAASURBVGxZsMBqb5dGjixdsyb11lvJJ54QCgryrr5aKCoUPrsDT4h9foTo6r+Z632OjZaEFRWNDiwvU17e0NdDyDbRqNLQ0NbXo+iOqdGynEXj2P4UvkGILiyDj37KlNuY8RBlRxEaz+hfMP9TPCECw/EOoOxoLIOmpWy537ICmGb75Zdb7e2AUVnZetppnmOOCVx2Wf7NN4ulRcKWP5E/GlOl7uW9KWvhS8m4vG20JJQkp8yTu+LAqxYEwX5rf4uVv8bUmHo3epwhJ1L+APWvs3gi46/hiGeQAxgJjBQvHUzbegSZ0ecgBxl6spWcl1q0yLtwoRkO7/w4fdMmwedzjR9vGSqvzaT1k443Rp3D4BMQndJ5JOPytpGzHzGi1H467nX22WdAXw8h2wSDXtttSBLdtK3Hlc/w01l+IYOOY8LvED1Ey1l7A3qctg3oCT65hLb1yAHmvM+4SzAUK6FgGIlHHtE3bvSecsrOz/OecoqVSiEJQsV9HL0Y945uV77B/a634Dch4/K20QwrldIdWM0uldI8HgcpGDAM0zQtW9TwM5IIAloUTzGeUlx5GAp5Y2nbwP6XM/Z8wh9TPIPq51hxMafHOrLhD7gCLOLbreAMLMvSde+CBW0XXFD06qvyfvtpK1a4DjrIf9ZZqI00rGflZZQcwqifsPEOZD9jftF/q/F9DTIubxvNsGpqWhwYw9q+fXfNNfdqEolUS0usjwdhquhxPvoJj3t5qpTGdxh1DoaC5KVkBtXPIvlYdj6tq3Dl88klWAbQEX4a8R0Kp1iFh7f/5jfhY49tv/hi7ymnuI84ovngg3G5gldd5TvzTFqW4s5n9W8BahZRcgiDjmfuss6pljPIuLxtNKPJNVJ1CLIs9XEjVVNHT/DROWx/CtmPofLJpcxeAgKpVnxDiKwlugnRReN7DD8NLQrQtoFBc9nykOXdB0Vt//WvE3/5C6AtW2bW1xe+8IJ3/nxx2DCxuFhwuxBEXjuc1tUAlsbgeQw5ybQEsT83GfwaZFzeubSGHA7AMrAs2tZ1dL5xhxAkVv+W/S4mMAJTpWUFWx5myq24CzFUmt6l+nn2/xUrL2Pa/bw9HyyKpjDx/xCCyC4Mo3n69J3l2IVAYGAshmVZqiqU38Fnf+nI1Upz5AuUHo7ky7Xq+ubYaEkYjSoOdJ7t7UpfDyHbaJqhKFnM77cMlDpePoiXpvDmHJ4dzspfI8jsdxErLubpQSw6gOrnOfiP1L+OZSCKDDgSROrf4NBHcYc46gWOfJ6D77IIGtU1zQcdpK1bJ40du9OCPHaslUpZiiIkNpI3Fq1L0sbonzNoLu6CeBJdd1zT3IzL20ZLwqamaCDgdVo9rMbGdntVs+t9kkk1kVB9vmythS2T988gsnbn32y+j+LpFE6i7lUMBWDDrbSuYtZzAG/No+woptyKrqBGiG1BEDE1q+AQLCty9tna6tWJ++7Lv+02Y9s27eOP5XHjQv/6F6YpfPxtWldzxFPM30jty+hxyo4if1z6sWBbWyIUCsiys5aEGZe3jRxWUVHQYc4KoLjYnv1jehGPx5XV3rGWRtN7PV+sfo6hCzhqEW8eh+jGW0b965hJqhdT/wYzHqR2MYPnEV5L1WMMO9nKP1xwuRBFY/NmIPG3v4mFhcVvvSV4vVgWmoZkYhoodbx6GMMWUjydggmExiN03GL5+T6321neil6Qt42WhKGQ32nTK6Cw0HGVRtxuORDIVjTHVHe/09jU0KIUHsTJdZwe56StnB5FdFNwION+iX8og09g8194/SiGnmSFZqVefbW+oMDYssU1c2b6A2K33db2859biQRqiqcLWH4BRz7P1LsZugDAO4BBszE714DBoNdp0yt6Qd42Cro3N0eLi4NO81lNTe22y6LsZZJJTVX13l0IWyaWTrIB32Asg5endlkSAjDlTsaeS6qZ6GZKZqJGEERaPkH2UTwNU0P08GQRC6ss8tPF9vT165Wnngqcd170iiu0tWtdkyfn//GPgtfD5rv55FKA0HgOuJLQBEQP/qFEPyM0YecMKxJJ+P3uPn48mnUyLm8bOayKisaRIx2X7F5e3jB6dFlfjyKrRKNKIqGWlfVamy/LQg2zZAFGgtnvUPlvCqfwzkKSO/a1DZrLEU/x0TlMvRc5iNZOxcOs/R1GEsBdxCF/Z8AsJL+lY1RUmE1NroMO0tatk0eNar/yyryrrhKHDEHXBb8PI4Eo88GP2fZEx4fn78+sZ5C8eMu6bnKurW0NhQJOy2LJuLxt5LAURfV6HZeKlUioThOxrpumafbiXMNUefdUal4gOIr5G3lqADMfoWw2258k2URoPCUz+eQStjzEUYsIjsJQeOngbkX15CCntVuq2n7xxYn77wek4cOLly614vH47be7Z83ynn66YMV47RDmf4oaQfaTrKf5I4KjKJqCZYDYYwtOKqXJsiRJNgrCZIGMy9tGDitHjsxgmTzuwdJB4KQK1l5H62qOe5+qxymcjGWg1KDHQKBwCoZCw5us/HW3T/iugWmara0NAzq3wgWvvtr3gx9YsZg8caKgN/DMMIC5H1M4iXgVeWOye5EOxUb+fvv2sAO35lRVNff1ELJNPJ5qbo72pgWzYydNugbDwfcwZD4CDP82LcuofoZUmKEnkzcG2Y/o6V5WVLJOUy1FMVtaLKVbDpGlKGJJiTx+vGC0d3grQGundRXBUXwZDQ1tyaSWqSvsL2Rc3jYKAWqa49LqcORVm6ZpGLuUHs4Uae9TPK2jpeC2/2EZzHgQpY5XZ5Js7Dhs9VUc+xZNHzD4BMqO7nhRkPh2wmpri912G6lU3h13uKZP1z7+GECW/WeeKeTlCaLKRxd0HC96KJxE3SsUHfSlv/3pLd8Zv1ybk3F522hJaJqW0yLugGmaWU1KsgFpyfXK42AjSXQT0QoCI3hrLqkdP+8n17LsPKqf7XbwsJM56A8kaiicxIbbqXrCmrNKkGUkyaisbL/oInH48Pzbb1f+8x+zrs53xhniwIGC10V8Cy9NwUghiEy5nUHHEy3vSGX4QkzTEgSnPQPPvLxzDquPyTmsDH4w7Z+yeAqCwIwHGTKfbU8Rr2TAEQw8jmeGdNvfB/gGc3INTw/ksMcpOcTSsNrajK1bU6+8oldUFNxzT8sJJ3hPPdV35pmC34/LJbw9H5eLqXejNFL9DCO+i6eY5Rdy+P/2pMRVzmFlBBstCSsrmxyY1lBR0eS0tIZYLNkraQ16go13YqYAlv6A0sMY/C0KDqTsGCwTeZcMRjmAZVA0Fd9QS7W0VasS990neDyBX/5SLy+P/eEP/osuMiorBb9fcLl4cQzxSoDWlZxYTmgCDa+z9V/M/Pceljyur484MK0h4/K2kcNyYPU+HHnVkiT2VvW+xHYA3yAOuJKyo3EXEVmNFkV0MfzbrL+128H7XYgW5YinLQOjvDw8axa6DiSffrp00yZt2TLXxIneE09EkngygLljt3aihvrXGXQcA+dQdsxu/ODn4HJJTvsxphfkbaO7ZciQor4eQh8wbFhxXw8h2/j9nsy3+dITmBrBfSk9nKNfovZl1lyLGqb0CAbMQpCYcAMFE9AiBPcFEXchhZOwTCupCW53avHitLcCzJYWbfly96xZ0siRyLLwPy90f0SQqCZRjX8Y255m+Ol72ALHafsZ0mRc3jZyWLnEUYeQ4cRRQyGxnYpHKJzCuF8hiKy9no13dLzb+C5bH+FbG5B9hCaSP5ZtT9H8AUNOQHBZuhb/051Cfr44aFDXj5RGjJDGjhUEk5blPb0VUDgZQyHZyIbbGPmDPRxmLnE0I9jo68u1qncIipLKWKt6Q2Hb/1h0IOtvZun30eN4y9h0V7djEjVs/gsNb5M3irfmsvR7fHYPA4+3UilM0zN/vllV5T3xRM+8eQCCELjoImnkSMFM8PI0QhMYNKfbpw2eR2g85Q+R2E6qec97doXDsVTKKQ2fd5JxedtohpWf73Pa9AooKHBWMSzA5ZJ9X+OiTa2jZ4QgIvk7XhRklp3f0ZzZVNnwew68CnOX/Mz2TQw/nar/dnSR+K5h6boVieDxiKWlgauuSjzySOjRR7EsQZZxuQSjhpaNzHqKFZdyxFNU/JP61wAGzmbU2Sy/kP0uYus/CU3ASO1hHVG/3yPLNpofZIeMy9tGDqukJK+vh9AHODC04fW6vN6v2EnFTNG0lPK/obVROIUDr0KUEd3Eq9C79LMwEnhLd2dyIKJM+GNE2fqOSirVMmeO+u67SFLw6qsD557rXbiw6YADBpSX43IJajUvjEEQmb0EXxlvncAxrzP4eDzFtG1k7fWM+xVaG1seYvYSxD29g0Ih/5cftNeRcXnbyOW3tMQcuCQMh3t1k4odSaW0WCz5FU4wFDbdzRvHUPUYtYtZfxMvHoiRwtK7BbwPuJKZ/8ZdyJATu50u+Rh1FslmfMOsk9pR1cQDD6jvvgtgGLEbbrCSSWnYsNDjjyMIAlFeGA1gmVQ8zKA5DPs2zR/w/ChW/5bQBEb/nMZ32P4M39pI3hiEPX3c2d6uOHBXQ8blbSOHFYkknOevaG1N9PUQso2q6vF46iucIEisubbbK/FKNv2RZBPeUoqmAkz/KxNvoOIfbHmYwx5nv1/iKUF0U3Iox72HbzCC2xrzKyuRSL38slnbJYPUssymJkvX3TNmCEY9i/bvfCvZRN5+jPwuy88H2P4McgDfQPY9k4nX4xuI9BXWO7FY0oEOK+PyttGSsLQ0z3GJwDBggAOXhO6vVntTqeuoVNWVtk/R45Q/wBFPEl7G0AW8eggtnwBUP8uUOzj4jwB6HNGFgeUdJYiiUFTkPvJIsaQkdtttWBYgDR0qT5iAZQlt7/Pmcd1M5O+H2sKrh6K2Ah3V37+Kk+pKQYHfgSWSMy5vG82w8vKcGHR3WgcKwOWSvloHCncIdlGGtxQ9TsU/EN0MPp6KRzq8FVD3Cosn8HQZepTXj8K0LFVTlyxpnj69ceTI+B13uKZMKX7jDf/ZZwcuvbRk2TJMU1h3E4VTulnxDWbcJaz9XYe3AkoP7/BZX4tAwOPAEskZl7eNHFYurcEhKIr6FdIaTA3RzdDuYSlBZswvCO7DnA+RfBgKLSt6nphspG0jRy2yLBFAEKRhw4xt22I33ZR88UVp8GD/+efn3XCDWFoqRN6j5nE8xcxewsjvM/gEDvg18z+l+QOqdtQR9Q9h6j3fpMt8OBxNpRxXXibj8raRw1IU1Xn+ikQiix367IGuG6q65xlJAhtv59B/MvYCXAUIIkUHc/TL+Iex/ELqXkbyIAdxh3ZzauFUywgKLpfg90v77FPwyCP+888HtA8+EAoL5fHjBY+Hp4vR2pjxIEDLcsaex2GPMezb6FEGz2PG3zjwKqbdx7c2gLXnWVe7kkrphuE4fWdc3jaq1qDrhgPnzJpm9NbGOrtimpZlWXuc823xmIuhCznoTgLD0RUkLzXPM3ge0c/wDqZ1JQOOILaFFyfsqNsHwHd1S9ViN96YuO8+3O7gFVd4Tz1VLClpKCwsePhh32mnIYo8LgG4Q5xcixrh2aFMvIlxF/PsME7a2tE/QldwF1D3GkaSYQu/9lXruilJjivXkHF528hh5cjRE8tEEHmyqCOQFBiOq4DYFoqmMesp5HyqnyFvP5Z+jyOepH0zy88jUQNwhoGFUVMTu+66xKOPomkIQunatdLIkcqjj/rOPluQJR7v8sTphJUIEpaOuxDvAOLVuPJY+gMa3gQIjGD6/ZTMxOXEVEFbYaMlYVVVkwNLMm7d2vjlB+1dxGLJpqb2Lz/OSNK2FqWW4ad2vBLfRmQteoLhp9G+mbZ1DF3Ihz+mbQNvHIsRZ+F2FlZbp2vohvLvfyeffDJw2WUl772Xbneqb9wo+P2+H/6wp7cCBIG8UdS/waIDSNSQN5q35nZ4KyBexZIFaJFvctX19RFFcdzyP+PytpHDypGjE0Oh8t+8dBDxKg6+i33P6ogfyX7GX8M+Z9L4NrqC2kLrKgCljve/xzNDLdcAAcJz5kTOPLP9V79qnjwZUQxcfLHg8bgOPdTSNMHn6emtvGXk7w8ia6/DSOIpRanu2cfQVKl4pLPITI4+wkYOa8QIx1XvA/bZZ8CXH7R3EQx6S0vzMTX0OGYKPd6txVYa0cUnl1B6GPn78+HZTL6F0+N8ax2ntjB4Hp/+kaEnUzgJsUt6RNksa8E2AYzaWvXtt9OvWaqq/OtfnvnzCxctEkMhIfEplsGE33XWCPWWcdh/0KJs+hN6nGGnIPs7Oxh2RW3t2LT4tRg4MPTVkjn2CjIubxs5LAfuZQcc+KjbMExMlealvH8Grx3J8vNR6jC6574rDWhRBs2l5nmqHmfNNQgClf9h2XkEhjPul6Sa+PAsXPnkjwMYcqI182WrtTX11luCv9uuPcHnc02Z4p45U6i6j+3PoLWy/+WctI1ZzzHnPU6qpPgQtj3Bp3ex3y+Z+S+0dvwjdrPnpuggxD0qfbVbNM1wYMQj4/K2kcOqqWlx4P/o9u0tfT2ErGMobH2U14+i5gXCH1HxCC/sh1JD1+c/riAIuEIdjSRqF2NZlB3NwXfRtpHmpbx+JNv+x9ZHOeRhDv2HNfMps6Ghcd99W08+GcPwn3VW+mPE0tLARRfh9Qqbb8dbwv6XsmQBrx6KO0TeKIqmI7oR3Yw5l1PqGP9bPjwby8RIMv7qbmMumcnw079JWkNTU7sD23xlXN42clg+n+Oq9wFOq94HSG4/a67p9pIeY93/YXTZdyb5GTSH+FYKDgBI1FD+AGVH0fwBwX3ZdG9HO6/lF5A/zhpwKrqe+OtfrWjUSiRav/e9vNtuK924sejVVwds2ybk5wsiHHAJkpcXJxBeRmQtWx/BP5RUE5WPUfEwaoTW1TwzhFQzrnyWncvY8znmdUb/jJE/YPr9zH57z/c57xaPR5Ykx+k74/K20V7CQYN2l/u3tzN4cGFfD6E3SZemanqf+FZCEwhNRJAxVZS6nkdGN3ebv+hxZv6LdTcx4CgGHkv9G6y4mKEnUfcKEw4jUdVx2Ox3LM2VeuklpE5vor75ZtPYsaWbNkmjRiGKwvNlHPc2m/9K+QOdnx9ZS2gSoYmYCqPOwlQJjefbzQgQ3cwBV/LC/pzwCVPuAJA8e9IX54spLnZiSkTG5W2jGVY0qjgwJ6y9/etvT7M7lkmqiZcm88bRfHg2L09jyQIsDcmDa5c9sb6B3TowCwLLzmX81YgyR7/M1HsYehKJagSZZAP+EQCnhi3fAYLHE/nxj1NvvOH70Y+EvA6n4JoxQwiFBFkW/udj/G/xDKDqsW7mPCUUTkSpIW8sLx3EBz9i66NEN4NIy3LyxnDE//CW4crDldcttP91icdTuu64ag0Zl7eNEkcrKhod2OarvLxhr23zZSR599vULu724vhrrf0vE9b9Hxtv63wxXS2v5NDOZZdp0LoC31C2/oPRPyNeRf5+GEmi5YQ/In8/Bs61EgnAUtWGoiIkqWjRInn8ePWNN8TSUs+cOUgSlf+i9HC8ZSw/n4p/dJqTvMzfROsK8vfn1cM47DGKDmbro8S2EJrIvj8isZ3AiI5M9wxRW9vqwDZfGZe3jRxWJJIoKPA5be9Ca2u8sHBPW0X1Nywe9/bMXSqewey3EWQ+vYNN95BspGAcU+5kwKzOanxGEiwQiW+lfRNFUzt6CLoLMTXK72fsheh69Kab9FWrCp96qnnaNG3lSgTBu2BB3o03yvvvjySy+reIHoafAiK+MpZfxPanO5Z+M/6OIBAtp30TrjxKD+Ot41F35IUGhjPnQ3wDd1Mi4hsQiyW9XpfTNp9lXN42clg59jo+z2EtQfJgJJB8IGAZmDqihKGAiCB2nFLxD1ZejqmBwPDTOPRh1t/C+GssQ0BVo9dfH7/9diB47bWB88+P3XSTsXWr97TTvN/5juCSiVfSuATfYEoPR5BJbMM/BNGLqSK6MTXWXU/p4dS9woTrWLKApve6DXLfs5h6z573HMyRNWwUdG9ujhYXB502w2pqat9ry7obKgNn91wSDpprmnosbubn78iWsnRiW9h4O5N/jyCx8Q4ia8gbzZhzKTuWN44m1cy2J8gbw8DZFjJKzDJN99SpyqBBZl1d7MYbjW3bCv78ZwwDWRaEFIvGkzeaSTeRtx+mSsX9RNaitSP5mHg9cgGmwoFX076R4mm4Cwkv6znylmV72Fpiz4lEEn6/O2PNzfoJGZe3jYLu7e1ODLq3te29QXfRxYwHKTiw85VBcxl/VUqXu++qE1h/C9PvJ9XEcyPZcCu1i9l0Ny9OILGdKTtCXZHVVuFMq7m5/aqr2i+4AEkqXbFCLC3FsrSPPhJcLlwuwePipclEN1P7Ei9PJ7Ia2c+Y8xjzCybeyIwHceWTrEYOEv4Y/1CGnw7pnK/uSIFuhR8yQSKR0vVdWhzu7WRc3jZyWIMGhZw2vWLvTmsQRLwDOGEVs5cw81GOX86RLyC6XS5XZ1zD1AgvY/LNJBtYe123FjiWzurfMvx0RBdDT7YOfQrLEkIh/49/bNTVtZ56qrZyZeCSS8SBA0MPP2zpuvDpTbSuoOTQztPX34Kp8doRbLqbVVfy3EhSYSofQw5QdhTeMgSpYztOD0ac3u2RZSYoLg5mvG+7/cm4vG30DTpwpxV7feKoICHAgFldX5NloeOX0tRpXoqlIweRfETW9zy9bT1ygGkPWIO/o69d237xxWZzs2fevKLnnw8fcURy8eL8m28OXnmllUoJG3/Dxj8x6NhuS7lYBaKLluW0LAcI7kveGGpfZvLvO4cnBzj4HowkW/8FFoLMuF8x9sJvnnjVA48nwx/YL9ibE0e3bw8PGVLktLSGqqrmESNK+noUWSWRUCVB9bhFRA+Fk7HATCGIeEvoUXXGUwKWNfg7gtvdcvzxZnMzoG/aJI0c6T//fLO+HlG0UinhzcOIfILkpXASq67oPN0/DKV+x7+HMvNfVPwDzI4yWzuRPEx/gKn3kGzENxhBzLi3Ahoa2goK/F+5IWM/J+PytpHDcmATJBx51T6vILSs47MXGf0T9BjVL2CqjDqHUefQ+G63Q09YaaVUs77eMoy0t0qjrVgRuOgiedw4vF7hyRBGDNHF1D8T29IZQRdExl+Nt4SF2xBduIuofIzlF3DQnzDVbg0NAcmL5MVV0HtXbRimA7fKZlzevZXWcOFZF+z89z0P37snp5im5bTpFWCapijaKJLYy1iYKmobSj35Yyh/gE8u7QhvB0dxwkoq/s66m0g14crjlGZMwYxGjfJyefLkhgEDrLa29Kfk33FH4IILLFkW4p9R+Tiyn6EL8Q+l7hXW3dBRgW/Gg+SNpu5VGt5EkBk8j9B4wh8z8LiMZK5/VUzTEhxXITnz8u5Fh7WHfmonOYe1t2OhRXn/e9S+yKDjmfE3ntunW4Wp/P2Y+yGuEFo7rnxL01KLF2uffOKeNcs9bZq6fHn0N78xa2o8Cxfm33mn4Hbz8sHM/RDLIBVm7fU0vs2kWxg0F1ceRhJB5KNz2Ppo5+cf+BvGX9tzbpUtcg4rI9joVqmsdGKJ5IqKpr4eQrYwVd7/LrUvAhTsT8uKnvXw2jeRqGXVlch5Vjweveyy1oULYzfc0DJ7tvLII9KwYcWvvjpg+/b83/9ecLt5TKR1JRX/oOldBIn9L6f0cD79A5/8klgFepzmD7t5K2DD7zuK1fQFziyRnHF592IM69fnXy4IwphxY0/9/qmhwm6VGOLxlGlaeXley7JisZQkiX6/W5LEaDTp9coejyuV0lTV8PlcsiwlEqphmMGgRxCEaDQpikIg4DEMM5FQXS7R63Wrqp5K6R6P7HbLyaSmaUb603axIvj9Hl03FEVzu6XdWgkEPKIoxGJJQSAQ8KatyLLo87k1TU8mv54VXVV1r9flckmKoup6pxXA5ZJM04zHd1oxkknt86wEg17oasVUFNXlkrxeV/pL+DwrwaDXNK14PPV5Vnw+tyx3tUIs1vFVZ8SKqupuCepe6VCAkdolj1zAPwRg4s2Wpgk+n/L44zvfS/zzn76f/tRKJlEUwefmsR0/tOFlDFmA3k7eaKb9GcvCUBBdxCoJf9xTkZZJeFlKGmhZVpdrkV0uOZlUNc3c+VVblhUMdhPnF8vmc8TZ+Y15PLIkiZpmRKPJz5HNnlqJxZKC0PMW+IbiTFvp8R+avgX2XJy7WDEVRU1X1NlVNulr+RpepbdmWPc8fO9tf7796puvKS4pevRv/+zxbjyeTEvcNK1YTFGUFFBWlp9IJNN1R1MpPRZT0ol2iUQqFlPSk69YLBmPJwHDMGMxRVE0QNOMWEzRNB1QFDUWUwzD3GFFASzLisWUdIs0XTdjMSVtRVX1WExJxwUVJRWLKekFcjSajMVSO4eXrrumqkYspqQb6iWTXa2kT8Sy6GFlx4laLKakd+onEmr3a0mNGFFiGOkvQQU0Te9iRevxJYCVthKPpwDDMGIxJV3UMf2N7biWtBUzbWXHV212sWLs/BJSKS0WUwzD6GoF0t9YTys7vjG9h5V4PLWrFV3vdqJlpDqTmyKrKZmJpxTAlcfk33N6lIXbCYzFsgS3G0HI/+MfBV9H32AhEEBVBa9XEJM83iUC5S5AlFl5BYv258051L6IHKBlFcGRu+9U6MpPpbRkUt15Laqa/sa0rv8v0WhPcXb/xj5PnEp3cXZ+1ZpmlJUVpL+cHuJMW0l/1V3FucNKpzjTVqLRHv+hGRBnWjY9brT0LfDF4kxbSZ9oWVZXK2nZFBUFd2psx7V03gJfg17fS5hUkldf8ts7/nrnlx6pKKrX67gafomEupenYu3EMvnwxww+gcHzcBWgx2jbwIdnc8jfsQzW3mgd9qzV0tJy8snaxx/L48YVPvGE+s47beedJ/j9RS+/7Jo6VWh5nSULOj9QkDhhJVWPsf6Wzhcn38a+P8RdhNrGlMNrxAAAIABJREFUcyO6NZf3DuCkbRnfc7OHpFKaLEt73I1xLyHj8u7dr09JKK+9+OrQEUP35OBcq/q9FlMFCy3C9PsZchKb7+OpUt46HleIeWvwlLL5AevIRahq24UXah9+iGnqGzZEfvhD3znnFL/11oCaGtfUqUKynNBEBs7u+ExvGTP/jaeITfd0s7XhFjwDiKwhtpkjn8M/rOP1/HEc83pWr7o74XDMgV0LMi7v3ophpdMafD7fvmP2/eE5Z+7JKfn5PqdNr4CCAl9fD6GXMZI0vMlH53RUGR38LWY8gBZl/c0s2o+F24hstCbea1ZViQMHGps37zxP37xZcLnk8eMFn0/YfCtrrmfMuRz+BKIbPYG3BLWNj8/ptpsHUFvRYzQtZd2NHPQHFmwmthVBwj8MPd5X0yvA7/fIsrOmV/SCvHvLYX3VnAagpMSJNWT32lINO4lvZcmCzr3EtS/y7mkc+wb1r9O6Cs8Aa+Ac/bPPmidPLnnnHdfMmdrq1ekD3TNnWqmUEAoJqOxzFsHRSD4ANYK3lBWXMPJ7SP6e5lz5yEHUMKlmPjiTNddQcCCWTmQdx7yKpzhr192DUGiXoTqAjMvbRpnuuQJ+ew/pNaDowUiw5e89Kx80L0VtZfY7CC5LUYSAx3XAAQM2bVIeeST/1lsRxXQMK/+uu5AkofxeRn4P70AGzMJIIco0f8Dqq4huRg4y9gKqHu+oHJ9mv4sxkhQe3PFnvIp4FYArn7yx2br+3ZAr4JcRbDRHbWmJOS+ERTgc+/KD+hFmirb1rLuRNdeS2IYaQd1dFEOpxTKsZDLx8MMNhYX1Pl/s9tsDl10W/c1v/GeeWfzuuwX33ScUFAhPeFh3A55iWpbx6R95YQytq2l+n+hmgE1/QvIy+20GHImnlIIDmHYfE65F9jPkW4z4Tqc5ycf0+zNeMeYr0d7e8UTSUWRc3jaqOBqNKsGg48JY7e1Kfv7eEsYykqy/mXX/19HJeeajBMfS8jHLL+x2mOzntJiVSqU7CWJ25DoU/ve/2vr1RlVVwQMPCC4Xn/ySTXcDLKymeSlaOx+dw4gzmHYvrx9NZA2AK49JNzPqJ0g+LB1T71ZnuW0dda/gLmL4acj+3awfs0g8nvJ4ZKfNsDIubxstCfPy9pb79quw93grQI2QrOeIJ/EPJV6Ju5BEJaN/ypaHaF214yAh7a0Et1v/9NOd3grQN28OnHuuUFwsyDJqc0dJddGNp4htT3HI39l0N23rSdZz/DLq/7+9Mw+Mojzj/3eu3dkjx+Yg4T7DLaCIgki9EcSKB0qr9lBbtVXb6s+jHu1Pf2o92lpbj1pbtVqrxfsCFfBEQAEFQQE1BJKQZHeTvXdn535/f+ySi3CFTXaSdz5/ZScz+76z88x33veZ532elWj5FIXjMfScrD4yPLh29syJKDkaviPBsLnNzt49PJ68+fvzSM7N20KC1dQUrawsos2H1dgY6T85/Bhg/HXY8S9Iu+EdjQnXg3XAUHD6Onz3d4TWQSggRz8KXWdEEaYpTJ/OFBVllzQzjPP005mKCoaYWHUOKk/FtHtgpEFMKC2ofxGF4zBvPcDg278h+AkGnIBBp8N3JKRGeEfuu0tWGdGEQgmvV6QtK1bOzdtCgpVOq4SAMr1CJiy4P2BqiH2N9+dlVwh6hmH0z+Asg6lgzYUYughjryK+Y5BMRs45R/noo9IPP+QGDSpdvjx5111mKuX99a/5SZMYYqD2eex+HbtfR/2rOHEZYGLV+SAmtt6HcVfji+ux8xkA2P0aAIiVOHMriAbG6uMXRdFdLqu4X3qNnJu3hXxYmSVX+e5Fb6MoWj956poaVsxuS0d18nJIDSifjep/YNuf4R6GBdVElhO33pp66CEA3KhRpR9/zLhcIIQRRTAMo1cjtgORTfjq/+35kvcglmLZNACoOBmznsFrQ7MTwFaO/BPG/aonUu7lFk0zOI6lLR9Jzs3bQm8JKVQr9KfMuayA6FfZv91DUHESttwBoRCRTRh+Efl+DZFlRhSxZ3mgUVPTXFXFFBQwLhd4nql5ABuuw6D5qH2u7TsjG1E4Ed97FQPmoGQ6pN2d1QpAckfnSmKWRBA42tQKPWDeFtKI2trmoUPLaLuoO3cGR44ckO9e5AhnKaTdADDyx9DTWLgTehITbyG+2SQcVt55B4QU3nUXW1qauOkmAHxVFcNxhBCm8QW4B+GEN7HhGiSq277QVYnA+9CTmL0EYiWUrnKVeIZZf3gFwO+PFhW5aStckHPzttAIy6avYsiQA9DiGHUJAFT9AhNvwsYb8VIplAgpmgVFMXbvFs85hyksDM+f773uOufpp4vnnedbuhSGwUQ+Q+FEDL8QH30fO/7V9rXOcgxagK//gDU/wue/hpEC78XQ8zo07SjBmMvzkkHUJi9YyIdl0ycxFex6DsMuAO+GaSC+FYXj8eEC+Ffi+zsIV6ksWxb90Y+ILLPl5SXLlikrV7p+9CO2ogKKAoeDebUMehwAZjyKwWfi81+j8W0QAxWnYMYjiGzEqkUQCnDaJ0jWYsDx4Nz4+k7s+h/0FMqOwfS/QhyYxxWCNr2MhQRL1w3awuoAaJohCH32rPUUdjyBMT9DcBVCn2HSLUjVgeHw+gj8QAbhwTDBoUONxsbM7uL3v19w771sRQVTWAieZ7Y/gG/+AqkBnhGYdDNGXASYYEWAgBCYCtb+BIXjMfZqxLfh05/g7AZ881eM/jlYAawAQwLr6ivvlXXd5DjqciTn3LwtNCWsqwtRmCK5tjZvSXsPDWLCSHdYtQeAd6PiJMS/hZbAxN+iaTmkBshB/NAkkkZUFQxjRqOtu5vhMFtezng8DM8zWgzlx2FhHRancVY1nKVYOgkv+rB0Et4+CpGNkAOYdg/KjsXG/4P35yIdBAhC62EqeKEQL3iw9X6YfaZudjAYyyTbo4qcm7eFBMvloi57H/pEIVVigOioewGbfovtD0AOwFD2/I+BqxKGDN80vDURHy7AlttRcjTRtMQdd4ROPNEMBsWFC1u/STzvPMbtZpxOPM9C9uPre/BSMVadi3QTeA+KJqOgCiVH4fgX4CzB20firQn4+BzULgEIfFOhS5hwA6ofhylDl7D9QbD5qSjRDZxOPpMvmCpybt4WmhLaWBQjjeWzEMlmfQEnYs5LqDgFnAhDgqGC92DlCWhZC0YgF6Qhy8l77knefTcA57x5vhdfTL/wgr5pk3PuXMfcuQzPY+2FqF2CGY/AWYZPFgOAUIhJt2LIQnhHwZTBCFBa8M50yMG2Rk96FyXT0fg21lwMc49iXpDcKze8TX/GQoJlL362IoaM7X/Gl7e1bRErMOgMHPsEGAaEgKgAsPU+OErJ6CuhqmYkEr34YvWDDzK785Mnl2/cSDSNYVk4BKy5ELP+g08vRfAjzNuA3a9j8+8h+8GJGHUpjvoT5ABYHvFvUXosvvs7IpvgHY2xV4FhsO5K1L/S1hNnKc5rtsI6wYPBXvycEyw0JWxuTlhHPXuNYDB+4J3yCDHalZ9hMPEmnFWN8dchvA5qBEYahgpTQ+FkjLwcui49+aRRXc2PGdP2BckkWBYMg3Q1Et+gdgmCH2HmEwDBu8diwPdwbhPO3o3zE5h6N5QW7H4Djcux+ofgPRh8FsZdg6Lx8L8HqQGNb3fo26SbYci991McHrGYRGF6mZybt4UCR4uL3bQNrwD4fBZPREnA7ZlzTbgOY6/GB/PR/AkAMDwmXI8pd2DrvaTqJqOhwdixw2xqkjZsKLznHv2779RVq7gRI3zPP09UlQm8iPKT8dWdANCyBgVjMPoyfPM3iANgKHAPhhpBzVPYcgeOXwL/+9lx07szoMUBZPNenf4pNv8esW0QyzHu1xhydp8IGc3g9Yp9+HVwd8m5eVtoSmhjRYiBxrfx0ffBCjg3gNU/QNPyDjuc8jHxHsV4PABIKmUGg8GxYz3XXlvw+98zXi8AoihMYhOKJ+Obv+LLWwHgyD+hfBYI4BoINYJ3ZkDwQEsAQMVJOOFNLJ2E8jk49h94owrpbEgEWCcmXIcxV8A9FKYCsHb4FYVYaErY0kLjlLC52apTQmJAT8GQUTkXxz6JkqPACvB3LDxz9COk8GiSTmvr1sV+9avI4sXsgAHlmzdn/O5mOExkmYl9gsZlePfYrFoxHAafCakBxUegeRUKRmP2fzHoTAxbhJlP4cSlWHc5XANx9N8gB1D1y7a2TAVf34PIJhAdnKvPqVU0KmUq+lFFzs3bQiOsmprgiBHltK0lrK4OjBlTke9e7IWpo+F1NCwFgEFnYMhCgMBQ8GK7mgLz1hPXJGXFivS//836fJ7rrlPXrTO++cZ10UWEEH7kSMblghGBoWDVeVlHmDgA0x+Ebxr0FIqPwJY7UPM0JtyA8uPACvCMRHw7YMI3HSwPuRnOUnz3GLb/CVIDCsZg2j0YeEafk6oMjY2R4mJPH4hiySk5N28LCZZdSNUqmCo+vQS72mVNGHEhjn0SLI+lkxHfDgBn1xJxiLZmTWjOnMwu7MCBA6qrE7fc4rnmGnbQIEYUsOJ78IzA2KtRejTSDdCSKKhCw5uQAxh2AVb/AMf8A7v+iy13gOEw5XaMvx67nkN4PdQoZj4FzgkwMNLgRIDJhoOxfVKtYBdSzREWEiwbqxDdgmVTOm+ctwHuoUjuwAfzcc5uYjpIOJx68MHkffe17lK2di1JpYTjjmNEEc+3uzNnPoVhF8BUENsGzzAoIXz6U0Q2YcAcnPQuqv+JQfNgauA82PBLNL6DE99C5an2kmabvbGQ3jc0hClcmlNfH8p3F/Yi9FkXG8Ofg/fAdyTOCxOdJ5LEFBTwkya17cCy3MiRwgknMKKzg1oB2HwbOCd2v4GSI7HrObwzPZviPfgJiImqK7D9L3hnOoQCuCpx8nJUntL/1Kq5OS7L1C3Nybl5W0iwKCzkDWuetbO8i41CEZI7wTqJpqUeeCBx663Ku++Kixe7L70UAON0Fj7wAFNQwLAsVszpfKzUkA1A/fhcjL0KzrI9/yAgJjbegO8ew6AzIBRgxmMYcELfnfftB00zKHwe59y8LTQlNE1Cm8cdgGmaLGuhxwYAGGm8NrxDtjxnGc6qJqyXISR8xhnKihWZzcVPPy2efz44juE4IsuM2wWlBeuvRP2rHb5QKMSiCF4bgnQTTv8U1f/EjicAoGgi5n+JpRMxaD6m3Zv1VfVTTJMw1CVryL15W+xWsbEELE77GL6p2U/FU3DyCmI4STJJVFVZ2RbZIL/yConFIMtEVZngy1j7I3AujPs1mI52NeZyRL9EugkA4t/CMwwAxArMfApaBGduRdWVYB39WK1scoWFBGvXrmYKx8w1NV2l/c0vnBPe0Th9Pc4N4NwA5q0nBZNhmuHTTmMcDsbVtjSM8fngcsHtZj69AGt/gl3PQYug9BicuBTFk8HwcA3C1LtxxB34/NfZYzzDUf49zHoGZ25Hqg6rL4KWxNIpCG/Mz8n2Fn5/NJ3uA7nnc0vOzdtCgkXhwgVY8Kwzq/NYAaaCnc+i/mUi6wDUtWu19eu1LVsK778fggCAGzy44PbbGVFkPjkTTW9lD08HoEZQPgfzN+KHGs6uR/kcrJyD4CoAKBiLspkAMGgeEtVYvRiBD+AognsQ1D6SF6y7UFgyBz1g3hZaSzh0aGm+u5AHhg8vO/BOucXUwHDQ4mDYbG6WTLVRokONYf0v0fQOiIGKkzD7JaLo6po16urV4oIFAKI//KHv1Vcr6urMaJQbNQoAs2wUpIa2L3dVwlkKQhD4EANOgNSArfcg/g2EAlSeiul/Q2gd3jsJQhHO2Ixhi9HwBsDA1FF0RG//Dr1LRUVRvruQB3Ju3hYSLDtwtDcwZCS+xZqLsiW5So7Ccf+Fd2T2xdzK7yG2NbvntHuJAWhaZOFCtrTUe/31zgULlKVLm6dOdf/0p4UPPwyeZ14bDNnf9uVDzgJfgDfHYt7nKJmOTTegcDKOexaOEgBQI+A9eO9EANBiqHkSQ84CwyFZg2EXwNnPH1d24GhOsNBbQntpTm+gJ/HaMKiRti1iJRbuAudE82qsOD678bwg4UvM+nqjri50wgkAxEWLip9+2mxqIrrOjx4NU4PmBxh8cR2a14L3YPj5OOJ2rLsCNU9j+A8w8ykQHZwIQ4a0G3IAJdPx2eWofT7bxOhLMfZqeEZCqkfhuP4XeNUJe2lOTrCQ3hcWUpe9D0BRUe9m72t4q4NaAZD9CH4AAFJ9dsuCbYQtJi0t6qpV/IQJjNsNQH7ppeaqKjMS4ceMgZnES27UvYi0H8f+C+c24cytGH4RdAk1TwNAZCNYAaH1SNWDEIiVaPkUb01sUysAnhEoHA/WiaKJ/V6tALjdTp630O3WO+TcvC30C5aVFVAXpgKUlxceeKecQbquRZqRsLJZKJ2BM7fBW2XW1pJ4nCku1r/5xvfSS8LUqdzw4e5f/pKfMgVExks+APCMhG8qkjuxbCqWeLDrubY69UIRtBjeOxlvjMKbVWBYJL5rE0QAznKMuRzgwLuyHrT+TnGx2+GwkAemd8i5eVvoF4xGpaIiF22aFYmkfL5ey0rOoGxWxw0cZjyCwQuhJ2Eq5JQ1DKCuW0fCYcfJJzsHD07ceacwaVLp6tWMKJJ0miExvDAAALwjMfhMqFG8ewyIiaKJmHgDPr0k+7UjLoT//ezfcgCfXoLjl6D4COz6L7QESo7GkfciVYciD9D/x1YZkklZFAXaUiTn3LwtNMIKh5OW8af1HqFQslfbK56KYYvaPh6/BKMuwaab8HIFXKMYwPD7hcmT2crKyNlnwzC8N97ouvhixuMhssw4DKyYA+9IVF2J0z5B3csQKzDpVsz+H+Z9ju0PYPfr4FyYehdGX4Ytt7e1Uv8KIpsw/EKc8iEWfIUj78XX98FZQlX9iHg8TWGK5Jybt4Wc7nYRil6C6Kh/BY1vwzUIk27Btj/h6z+QcxOQ5cjixco77zCiWPjww8K0afqWLdywYcKsWQCY1EaYBkpngOEQ3Yxtf0RkC87YhPqXUHEyADh8UKNwlkBqxKrzEN7QodFTP4B3DKofR+ADiOWYdj/cg8FZuPpGrrGLUOQECwmWTe9BDBgyWB4Mj3WXk2mPMhxn+P1sebmyfHn0oougaRWxmPzaa+LcuSgoYNRGfPUHfPcYWAFgs1W2Jt6IgfPx/qlYFIGehMOH5tXQYnAPw7szOjTHuXBeEKwDxADrhJEG5+q8fMfG5iCwkNE0NUUpVM/GxsiBd8o5DAfWCUMCw5EpD+tbtwaGDAkOHRocMoQtLCz8y1+ILJN43Dl/Plwi88ZQrLsK0+7HsEUwtaxajbgYk3+Pr+/C+GthynANhBoFJ6LyVPimYPJtba503oNj/wmGB+vI6FRaEyLRPlOxOVeEQglFoS69TM7N20IjLDsOq1cxNRCNGDw0LTxvnvrJJ5nNwvTpJStWhOfOLfvsM6LIzFsDMebnKD0GBVXwjoaWgFQP92CwTlQ/Du8IDFuMbx/BsEV4YxRGXYoj/wihAEYaSgua3gXnwaB54MT2s79EIi1JKm2R33YcVk6wkGApiu50WuitZe+gKJrTmZ9aVUSSYBiMKDZPmqR/911mIzdkyIDaWpJIMF4vVszEnJcg+1H/KnQJFSdiyFkwVCR3QKyAFkPaD/dQOEvxyQUIb8AZX0IcAOYAF9EwTNMklltE2cNomkHhcsKcm7eFBIJCtQKQN7VS1fSSJdzQofzo0c5581oFyzl/PpEkeDwwUzjpbex8BhtvADEB4NuHMGg+TngDDW/iy1vhHop5G8AJ2HofiibguGfBMAfjZOA4lqNLrAALrnLvFXJu3hYaYdXWNg8dWkbbI2jnzuDIkQN6uVEiy2YgoCxdqldXe2+5hXG5pKee0j77TJgxw33llQxPIDXi2wdxxJ14eUDWadXKnJdRcSJqnkbVLwCSze7A8NBi8K/AqEu6bLE9yaScTqu9GzGbf/z+aFGR2+Wia0qYc/O2kNPdMKwinb1JL521ISPdhJqnoEaJpkmPP568917G7S64805l5UowjGvx4sKHHnJfcQXjcICYIBom347w553VCkDLWjAOjP0lQuuw8iRs/h10CUozGt6AnkJiB4wDONQJIRQmPjNN64wNeo+cm7eFZmGjRvX2QMMK9IbH3VSw7c/YcjtO+YiYYuyKn6WfeQaA9NhjBU1NwlFHhb73vdI1a8AwjNqIpcfA4cOIizHxRriHdfFtvBemAj0BRzFOfR9qHHVLsPEGmBoAMBym3IHx1++nemBBgauggKIIrAyDBvny3YU8kHPzttAIS9epiwMGoGk9f9apemz+HVlQjfJZjCiakbY3zfKrrwpHH+298UZoKrP2fLw+AnIQ8W+w+XfYcDXcg1E4tsNXMRxGXISWT/HhAhSOx5qL4SzFjieyagWAGPjyd5Bq99Md0ySGYeb+NK2NrtM4xMq5eVtIsOrqQhTOFGprezrTJoF/JTmzgRiF0iOPSI89Vvz00wV33JH5H1tWxoiic8E8pvoe7H69w3E1z4BhceLbKJme3eIsx/EvwFWJdZchshGpOhgqav+HkT/u3GLTSmCflzKVkltaErk8xb5AMBhLp6mLw8q5eVtoSuhyUZe9D0AvBOaQkZeQZLp5/DgzGASQvP/+si++kF97zairK7jnHrCE4QmiWzofZiqQg0juwNy1UFpgyPAMhRzE8uORDgCAFgPvRmg9Bp3e+VhufxUleJ6jMG+B08lzHHX2nXPztpDdDBxYnO8u5IGedm2QlARFkd94I6NWAIydO7X160uWLmV8Ppgm8+54zPscBaM7H8l7IFbCWYZNtyCxFWIlpt2PVech+iUAcC4UjkeiGgVV2ReFrbACBp+5ny65XA7aXpYBKC0tyHcX8kDOzdtCU8JUSqFvjo9kUj7wTt3DkImmgeMIzzOi2P4/jNPJlJczgsA4GUx/ELX/w/jrIXQMPR9/HZQglh2B7X9CwzI0LIOjCIkdmS/A1LuQqEZ0M0ZejMLxEPf4Vh0lmPUfCPt79ui6QWEN5HRapdBzl3PzttAIKxCIjRhRTls+LL8/NmaMeOD9DhVTJSohqZgZCHBjxogLF/ITJujbtgEQjjlGmDmTkXbj7UmYfBvGXwvOCSONM7/G5t+j5VO4BqLqF6g4Ge+dhEQ1ADA8ZjyMVB0GL4CjBKN+AmcZVv8Qx78Iz0gwDM6uQ3QziIHiqQCzn1eEANJpVZJUUaRraU4kkqJwaU7OzdtCgaPhcNLn89AmWKFQoicmCySdlh59NH7TTTAMbsSIsg0bmIICdeVKxu12zJ6N2JdYPgOsgLlrYaSx7krEtmL0ZZhwPQrGwJChxSAU45sHEf0KzjKMvgxCAQIfoqAKagSuShROAO8B0buR3VhRNE0zvN4ekGkLE4+nXS4HbfHuOTdvCwmWTa4gigKG8Xs80PXMFs/VV3t/9zujvp6fMoWpfxafXgogq1DLpnWIDq04EScuxSsDUXI0jvwjxAGIbELwQ3zzcNtup7yPipN6+aRsbGApH1ZLS4JC9Wxujufy6wghisI4nUinW9UKgBmJQBD4KVOY3f/LqhWAgadj1387x7IHPoTcgvLZCLyPz34GRwk2XI1tf27brWAsyuccTh9lWYvHqUsvE41KqqofeL/+RY7N21KCFY+n6dMrxGKHceuaCkwFoXUIrYepghCSTseuuCJYVcW43Y5ZbenbxUWLGJeL4Th8+3Db4Y5iyF3VpNBiGHo+GB6Rjdj1HOauxpCF4L0QCjD0PJzy/n5irA4GTdMpLNouSYquU+d0Pyzz7goLOd0rKopoc2ABqKzsru/ZkOFfiehmFI4Dw4MvIqhI3Hln+umnAcR/+9uSd95JPfigEQyKZ53lOOEEJrIa5bMw4+9472RoMQBI7kTxpM5fywpwDwXvxWIJSgucZUj7cewT2UKnRhrV/8KYnwPdX4XvcjkEwUKG1zv4fB4Ko8+6b977wEK/oMezv1dL/ZXu+55NBaUzwHvQuAxEJ+XzzEBA/+qrzD9TDzygb9vme/ll6DqcAiPXonQ6wEFP4vvbseMJSA1wFGHwQnz7KOLb27524k1Qglh5Es6uwxfXIbQOqV0gJsQBIARjf4nSY/b/EvCA8DxHW2pzABSGnuFwzHsfWGhK2NAQpnBpTn19qPsHf/M3fHgGYdxk4EWM06lv3SocdVTrP42aGkYUGSbA1D+P7Q/gs59Dj2Hlidjwa5TMwNS7MOBEpHZh/heYcgcGLcDwxThxGSbdgs+vhWc4lDBq/4dkTTYZlhyE0ozQOpQcdcB8DPtHkpRwuHdrBVmA5uY4hdFnh2XeXWGhEZaiUOeSxOGctZZE41tkQRNMlqgqUil19WrvLbeYLS3qRx9xQ4cW/eMfJPId8874rMvJNw28ByCoewF1L4D3Yth5GHMFPCMw+CwMOx9aEtHNCHyMo/6ET38K3g2GzaoVgKKJGHEhyr8HwXeYIyzDMHtjybfF0DSDwudxzm9qC4U1mCahLXsfANM0WbYb41yCwIfEe4y6dm3yD3+Aprl/8Qvx+99P3n236+KL+fHjiaoyZgRLq9pGQ0POxrGP4+V2OXwcPpzTiJUnILSubSPDY/7naFqBcVdj1SI0vAUAk3+HSTej/mXEtsM1ECN/BM4JtpuylTE52vyVpkkYhraT7rZ57xMLCZbNIWDqxCAkFAqOGEEUBQAYpmzdOmH6dDAMDANSA94cCewZHzEsTl6JsplYNiUbvA5g0AIc/Ve8Mabzl0/8LSb/DpwDegqrLwLLYeZTeO9URDZmd3CU4JSVKJoMNj/5nW2oxUI+rJqaIIVj5urqQHcOM4i+dau6bl1WrQAQoq5aZQYCkHaDBTwVmP08ymZBrMDA03Hqx3APRc3TmLsGVb9A0ST4jsToSzqvW86gRgAChodQhO+9gln/wbY/takVADWMz36G7o6ahirCAAAcbElEQVQWEol0IBDr3rF9l8bGiCRRF8zRTfPeNxbyYdG2aiFDN86apFLpf/9bef/9grvuAsNgzxhZmDKFLS9HehfUCPwrUHoMTlwGloepgfdg1SI0vIngRzjmcbA8DAWcA6YB1gGz443km9a24CZT/bR5dedOhL8AIftOIbM/WJblOAs9KXsHCkvmoAduagvZzdChpRRe0eHDyw5pf6JpRJLSL76oLF8OQSj8y1/YykrW5/PefLMwezYYgvAX2PU/DFqA5C5suAqfXICt90KL46i/gOFQMh2pnVjiwUs+mDqUIKbc2SF3Vcl0jL60w1yPEHB7vZxm+G6XbvZ4nGVl1OVaqagoEkXqZtCHat4HxEIjrHRaFUXqcvhJknrwK/iJJBFFYUTRcfzx6kcfRRYsKHzkkYqGBrAsSaUYB7B8FsIbMP8LfPsQvrwte1jj29jxJM7cijO2wFGMD+YCBCXTwTrQvAajfozSY1C3BFoSpTMw5vLOufcYDsPOR9PyDhsHnwlTQ7fKdem6aZombVGUiqLxPEfb0PKQzPtg4G6//fYcft3hUF8fKi520/Yepba2paTEe+D9NDWTgEH9+GNu8GDxrLO0zZu1tWvlF17gJkzgR4xgBBVf34e6JSgYiyP+Lz46q8NEz5DA8CiZgrePhFSPkqMw51U4ilE0EZ9eAkNG5WkYMBumBt4Nh6+t0DwAlkfxEdCTCK3PRkhUnITZz0Pw7Cet6H5IpeREQqYtW0MwGBcEnja/x8Ga90Fjoaec1+ukTKwAwOs9iOAAQwbDt8ycqX/9NYDUvfeWff6576WXjG+/5YYPB88zbjd0IPQZAHiGQdoNfa/IzMR2uIbg5JVwFMM9BGDBcGBYzF6Clk8RXg/XIAxdCIbv4t0fK2Dq3Zh0a7bms2sgGL57agVAEDgKJ0cul4Pn6Rpe4SDN+1Cw0C84YACdawkPIjE0w+jV1Rm1QqZo8/PPk3SacbngcjFuNwDABO8BADUCZ1mHIVIGsQKJ71A0EUTDZz8DMqGbDFgBA+Zg/HUY/gNw7n3mt+JccJai9Bh4hoN1dNuBBUAUHUVF7m4f3kehdS1hjvOeW0iwolGJwqCwSCR14J2k3Yy3w7iaKSpinE6u0s0wKgAYaUi7MfgsAIh8CSON4T/s8A0Mh5E/Rt1LiHyB3a9j4Fwwebt5VFVPpfaqz9rfSSZlCgvZHZR5HwoWEqxwOEmfXiEUOqhVdWxJkfuSbBV4fuxYzxVXMKkvEfoIa38CQwbrxIZfYdgiTLoZDIfPf4MZj2D8tXAUAwx803DC6+A9+PZvAIviIzD8h93IFJorFEXrwUz2ViUeT6sqdYJ1kOZ98Fgo0j2RSHu9LtomhfF4urCwizLIJJViPJ7sHy4XNlxFJt9nRhIkFuOrqkjgQ8ZbgZp/49tHsFgCw+J5Hr4jccxjKKhCZDMKq8B7wXtgKGA4fPcottwOzo2FtSB6F2EKvYimGbpu0Ja9IJVSnE6etjQV+zLvbmMhwbJphciy9PjjybvvhmG4r7rKe/PNDJPCJ+fBPRzuQQiuxrhfYdAZ4N3QkwAL3oXXRyJVC4aF70gUHwFpN4RCHPUAgh9Cl7D+lyiaiNnPoXB8t9cA2tjkHQsJVjAYKy8vpM3v7vdHOzkmiSxnqnKpq1fHLrtM/+ab0g8/FGYfx7AM1BboEtxDYarYdj++fRSuSoy/FiN+hPpXsPoHbd+SKdoc24bBC8C7YapwDwUhYPPv95VlVVF02vzukUjK43HS5nff27wPk57yYUkp6eE/PnTtz3/z8B8fklLSwRySTNJZl7CD+5loWvyaa/yiGCgp0b/6yvf664zbrW/dypgmPjkfay7GF9di2RRsvg0TboSrEtGv8Oll2P4XDD4Tx/0XxVPgLEPZTJz4NgqqwLvgHgLXIHhGgOGsoFYANI3SuoQUpkjuZN6HT0+NsF574TUplTr7gnNee+FVj9ez8PyzD3iIouhOpyXuqN5EUTSnc09QEiHp//0veuGF2Y8cN2DHjtjPf1744IN8hYR3Z3Q4csbfwXuw9scAIA7AuX4YKhgWrAA9BWk3HMUQivLrruoSwzBNk9AWQqlpBoXLCTuYdy7oqRHWlo2bT5l3qtvjPvn0UzZ/sflgDqFQrQC0v5xEVfXt7bIVG4ZRW1twzz3cyJEdpnsZdr+K8uOyf8tBmDo4Zzbmk/egcBzECguqFQCOY2lTKwCCwNGmVuho3jmhpwQrGomWlJYAKC0rjUaiB3NIbW0zhelldu4Mtv7NOJ3OuXPbPhYVCdOn82MGMA4WyR2djzTSbe5z1yCLTPcOhmRSznn1J+vj90cprBXU3rxzQk+tJVz+1runzj+N4zjTMFe+vfL0M09v/9/a2pZwOOHzeXXd2LWrWZLUwkJXc3MiFpMIIW63MxRK+P1Rh4N3OPiGhnBLS7ygwMWybE1NIB6Xi4vdsqzV1bWoquH1irGY1NgYZhhWFIVAIBYMxlwuJ89zdXUtoVDC5/MahrlrVzDTSiql7N4dMoxMK0m/PyIIvMPBNzZGmptbWwnG41JxsUdRtLq6FkXR27XCiKIjGIwFAjGXy9HaSnGxxzTJrl3BVKpzK+FwsqkpwvO805ltxet1cRy7c2cwFpMMg3i9Ym1tc6YVprxcmDDBjESEqVOL//kIS75mPjoJE29Aw5uQO6YWGnYBhALsehYAjrxP906o2x1zOgVB4MLhpN8f9Xicra0UF3tUVa+tbZZlvaBATCTSDQ1hgHG5HM3N8UAg6nQ6BIGrrw+FQomiIg8h2LkzmEwqRUXudFqtr2/RddPjcUYiqaamCMdxTqfQ1BRtbo55PCLHsbt2NUciKZ/Po2mZVrSCAlemFULgcjlaWhJ+f9TpFASBb2gIJRKyz+dlmM6taJrp8Tij0VRjY7YVvz8aDMbcbpHn2V27msPhTCtGbW1zOq0VFLiSSXn37lD7VhwOweHgd+8Ot7TECwvdDMPs3BlIJOSioqzZaJrh8YjRqNTYGGZZVhRbW3HyPFdbm20lY5ztWzFNuN2OPcYptDNON8sy+zFOlmVVVZcktaUlnjHOdrdAZ+M0zc7G2fEW6GCce98Ce4zT2c44vabZ9S2QMc72t0DGOGtqsmbT/haIx9MNDa23QDwQiIpim9l0ugUkSamvDymKUV5esOcWyJhN5kZzd2+82VM+rDtv/n+X/+qKioEV/kb/Px96/Hf3/L4nWumXEEWBacLQmORG+N/GgBNQeTKiX+P906CGszv5jsQp7+PLWxD7ChNuwMB5YHmYKtJ+JKpRNAmOYmvOB21sDocec7oveVWSpIzT3e3xnH3BgZ3uum7QFlYHQNOMfTp0iA5zT5CnkYapYeczSPtRfASGngtTA++CIYOY4EToSXx8LgLvAwAYDL8As57JYzj7fjBNQgihLdGKrpscR11S9/2Zd7foKaM5bcHcUHPolt/cHGoOzV0w98AHAHV1IQp9WLW1Lfv8H8O3jZI4F4RCVP0Ck2/B8AsAE2oEn/0M7xyNjxdCi2P9VXvUCgBB7RJ8dfdh1uPqIVIpuaUlke9e9DbBYCydpi6YY3/m3S16ylPr8XquufFXh3SIy0Vd9j4Ah5bejOHAuQFAbsbSidASACAH4PChcWnnnRvexOTbOm+0ADzP0RY/CcDp5DmOOvvObfY+WCof1sCBOc5E0ScYNMh3yMfoKWx/IKtWQDbvgrnX05to3a4T0aO4XA7aFhICKC2lLis0umfe+8VCfoRUis5I90PPW0DMDlEOSjNkP8rndN6t/HgYVsziouuURrobBoWR7jlOy2EhwQoEYtZZ2Nhr+P2HXvDK1OAa3PaRmNj+V0x/EK5BbRtLpmPa/dmUfhYjnVZjsYNardWfiERSFNY274557xcLTQmLi92WnMHkAkJIMgmGAc9nFja34vMd+hpgwYsxl2PHkzD3DKC2/RED52FhDRreQnIniiah8rRs/nXr4XDwtL0sA+D1ihTG93fHvPeLhbI19Ft03QgEErfcYjY3i2ed5b7sMgj7Xq9gyDAkRL4E70bxVDBsF6EJhox0A6RGbLkdsa/g8GH0zzDuN9lgd1OzCzLb9FcsJFgtLYnSUm8/fPYSEqyqMnZkvU7Fzz7rWrwYfHZs29wcLy8vzO5pKKj+BzbdlC3I7BqEOS/Cd1QXIaCmithWuIfAWQZThSGDE60ZdbU3sqypqp7bvG7WJxqV3G4Hba9HO5h3LrCQDyseT1tGPHOJGQy2qhUA5d13idzmiYzF2oVKJb/D579pKx+fbsTH54Bhu3gDyDpQOAG8F8SAqUEo7CtqBUDTdApX1UmSQmF6mQ7mnQssJFgVFf2qag7RNJJKGTt3MiUljLMtySc3YkTr8ApAZWVR9i9TRd3LnR1PchAta7HjX52ryQPgnOBEMJw1Pev7weWitGoOhflI2sw7R1hIsDye/lOXkKTTxq5dyjvvwDRJKlX83HOZsjeOOXO8v/1te797Wz1RYnYxkgJgaohsQnRLb/S7V+B5SusS0rYaCe3NO0dY6BdsaAj3j6U5RJLS//5387hxkUWLghMmqB9+6DjuuMpYrFKWS997j3F18N3U14eyf3FODDy183fxbpRMR2QTWtZY9q3foSJJSjic42Iq1qe5OU5h9FmbeecICwlWv4lSYVyu5N13I+OQ07TU/feD54lhME4nBKFT9Hm7s2ZQNhtjr2mrqMy7cczjiG9HaD0cpd2utGw1DMPUNOoKXmma0T+ex4dEzm9qC70lNE3ST1IyEhIYPNhsasp8EmbOLH333WxB+b0wTZNl2z02DBmJagTeA+fCwLmQg1h1HtQoztkNIcfugHyRMbn+5K88GEyTMNQla9jLvA8bC42w+olaASSddl9xRetHz5VXguO6VCsAnS8nJ6JwHIb/AAyPL67H8lngvTh5eX+qzcVQeOMCLEvhSe9l3oeNhUZYNTXBESPK+4dsEUXRN21SP/vMecop3OjRnaLb21NdHRgzpmKv4w0AUMMgJpzlIGYfyoB8QBKJtCSpFRX9ZMB4kDQ2RoqLPTnPXmBxujbvw8BCt0F/WrjAOJ3CsccKxx57wD27PmuGAwBn+Z6PFhoIHz4sy1L4vozCkjnogZvaQiMsGxsbm/1joQddv3lLeEgoCnWvuu23hPSQc/O2kGD1mzisQ6K+PnzgnfoXdhwWPeTcvC0kWF5v/4l0P3i83v7z+u8gEQRKI9153kK3W++Qc/O2fVg9j6nAUNDwJuRmlM1EyVF9aKGyjY2lsNBbwmhUKipy9bdgFVNBaAM+OqutpODQc3H8kmwidiBTfzRv3csHqqprmuHx0DW0TCZlURRoK2SXc/O20Bg1HE72w9EeI2DNRW1qBaD+Fex8tnWdcyhEnTdHUbScp/q2PvF4WlWpe9WQc/O2kGCVlHj72egKAOQAUrWdN/pXtmY3Li319naX8o3TKeR8Eb/1KSx0ORx0Da/QA+ZtIcEqLnb3n/kgMaGnYCjgXBjz886Rn+3C1mmbDwJwOHja5oMAvF6RtvkgesC8LSRYwWB/qZpjpBHfhvW/wHsnYdNNmHA9TvkAfLtHzZBzwWWTzPj90fx0Mn/IMqVVc1SVukjDnJu3hQQrmewXdQlNFf6VWHoEdv4HLWtR/TiWHgHWgUk3AwDDYcL1GDQ/u/gGSCatWDqwR9E0SusSUpgiOefmbaGwBkXR+0MOWaLjnRmIbOqwcchCzHoazWvhmwpHcevwCoCiaE4nXUFJhmGaJulPS0cPBk0zKFxOmHPztpBg9R+WuNoKSWQoHIcFW/vZGmYbm97HQrdQfX2oXyzNIRD3yqchVnSdrx2orW3p8R5ZjFRKaWlJ5LsXvU0gEKNwIpxz87aQYPWTBbGGjKorO28cezX28QK0n5z1oWCapmFQ583JTITz3YveJufmbU8JewBTxTd/w7cPQWqAdxQm34bhi/tTylAbm3xhIcHSdaP/BKoYaXAiwGSLd3H7VCtNM2hzP5smIYTQlsNP102Ooy43dM7N20JGU1fXP3xYAADOBUMGMcGwYIXOPvh2UOnDkin0YQWDsXTa9mEdLhYSrP4Q09CKqeK7v+ONUXiew1vjUPt8F6WbAfSzsz44OI6lbVAJQBA42mIa0APmbaEpYf/BSGP7X/DlrR02znoaw39gJ5axsTkcLDTCSqX6RaQ7AE7Ejic6b6x+vMvSzRTmLdB1SiPdKXw3mnPztpBgBQL9ZS0hGMjBztvkQJfDK78/1hs9shLpNKVrCSmsWpBz87aQYBUXu/vJKxRTR+G4zhsLx3fpevf5ui6w2o+hNlsDhZ67nJu37cPqAUwVwY/xwekge6YArANz18A3rXXNs42NTTewkGCFw0mfz9NPAlWMNJI7sfU+JL5D8WRMuhXigPZrnlsJhRKlpQW938E8oiiaphm05fCLx9Mul4O2QVbOzdtC79SjUam42NM/9AqcC4XjMeNRMDyIDt4NdH1ikYhEm2Cpqi5JKm2ClUzKPM/RJlg5N28LjbBSKcXtpq7SVzIp03br6rqh6yZtlb7SadXh4GmL78+5eVtIsGxsbGz2j4X0ntbKz6F8d6G3sSs/00POzdtCgkVhlAqoPGvDMClMqqNpBoXP45ybt4WmhP0qW8NBY2droAQ7W0NOsJBg2djY2OwfCz3lamqCFI6Zq6sD+e5Cb5NIpAMB6hYkNTZGJKnrjB39mJybt4UEi7aZUQYKz5plWdrmgwAoLJmDHjBve0poY2PTZ7DQg47C92UAFIW6V932W0J6yLl5W0iwaI3DCue7C72NHYdFDzk3bwsJltdL3bocAF4vdYlWBIGjbV0OAJfLwfMWut16h5ybt+3DsrGx6TNYSPKjUYlC9YxEUvnuQm+jqnoqpeS7F71NMinrOnWeu5ybt4UEKxxO0qdXCIWo8+YoikZhJvt4PK2q1AlWzs3bQvmwSkq8FPqwSku9+e5Cb+N0CixroSdl71BY6HI4qIu5y7l52z4sGxubPoOFHnTBYL+pmnMI+P3RfHeht5FlSqvmqCp1kYY5N28LCVYy2V/qEh4KySR17mdNo7Quoa5TWJcwx+ZtoSlhOq2KooM2N5YkqW43XeWgdd00TdPhsJD/tBdQFI3nOdoWUebcvC0kWDY2Njb7x0J6X18fonBpTm1tS7670NukUkpLSyLfvehtAoEYhRPhnJu3hQSLwgWxoPKsTdM0DOq8OYZhUvg8zrl521NCGxubPoOFRlgUPn8AmCZ1Yw1CCIWPSdOk8KRzb94WEqxdu5op1KyamuZ8d6G3SSblYDCe7170Nn5/NJ2mLkVyzs3bQoLldNL1njsDhWfNcSyFiaEFgaMwRXLOzdv2YdnY2PQZLDTCSqXojHSnLm+BrlMa6U7hu9Gcm7eFBCsQoHMtIXUFr9JpStcSUli1IOfmbSEHSmGhi7Z1OQCKilz57kJvIwi8i7qThtvtpDBFcs7N2/Zh2djY9Bl6aoR1zSVXt/790FMPH8wh4XDS5/MwlI2yQqFEaWlBvnvRqyiKpmmG1yvmuyO9SjyedrkctL0ezbl59+CU8CB1qpVoVCou9lCmV4hEJNoES1V1SVJpE6xkUuZ5jjbByrl5W8iHVVFRRNvwCkBlZVG+u9DbuFwOQbCQ4fUOPp+Htow66AHz7ikf1jWXXO1yuxiGqRo/dtFFi4p9xT3Rio2NDVVwt99+e66+65pLrn779WVvv77sjLPPOOPsM05bMHfm8TP9DU2ffLDq2NnHtt8zGIzF43JBgWgYZiAQVVXd7XbW14ckSSEETqcQj6fD4aQg8DzPtbQkYjHJ7XayLNPUFE2nFY9HVFU9GIzpuulyOVIpJRRKsCzjcPCRSCoaTTmdAsexwWAsHk8XFLhM0/T7o4qiu91OWdaam+OZVhKJdDiczAzUQ6EOrUiS4vWKmmZ0aoVhGIeDj0ZTkUhrK/F4XPJ6XYSQTq2YJhHFTq0kY7GUy+VkWcbvj6ZSSjyeFkVHMBjTNMPlckiS0tLS2ooUiSQdDoHn2ebmTCsiIfD7o7KseTxORWnfihwOJziOEwQuHE5GoymXy8GyrN8fTSZlr1fUdSMQaG1FbWmJA4zTycdimVZ4nudaWwG6biWZlEOhBMexgsC3byUQiO3dSjqdaQVOp9C+laamaEtLvKjI3b6VzAU1jK5bEUUHx7VvJWM2htvdRSvtzcbjEQHG74+k0+1bMUXRkWmFZdlWs2ltJZHobJyZVg5knJF0Wt2HcbKJRDqVUuJxqZNxZlrZ2zj3tMLx/L6Ms3Mrh22ciVhMam+crbfAvowz00on48y0kjGblpakz+dp30rmgmbOpRsi0+NvCeW0fNu1t/7psT932CirhMDlchBCZFljWcbpFHbsCFRWFjscvCBwmmbouuFw8BzHKoqW+XEZhkmnVYaBKDpMkyiKxnGsw8HruqFpRubSqqpuGKbTKbAsI8saIaRTK4ZhqqrO86wg8IfdCs+ybLtWIMsqwzCimG0lc2CmFUHgeb5zKwAaGiKjRg1QFI1lWacz20rm0uawFZcrey6ZH0HXTU3T27eS+REyrYiiI3ONDtSKbprZn7q1lfY/9b5aCYUS6bQ2eHAJwyCdzrZimqai6Hv/1AdsZc8F5QSB0zRd1zudS+sFzbRyMGbThXHuq5W9zGafrQSDcY9HdDi43jLOLlppf0EP2Ep7s+n2LbB7d7iqqnJfxtkNPelZwUpL6ZXLVuz4bsdvbr72gDvrusHzdLkkAWQsIN+96FVMkxBCaEsWrOsmxzG0eWlzbt496MMC4HK5RlWNOv/iC0rLS3uiFRsbG6qwUOBoTU1wxIhy2la0V1cHxoypyHcvepVEIi1JakUFXa9HGxsjxcUe2gqO5Ny8LTQs5zi6pCoDhWfNMAxtjyUALEvbdBDoAfO20AjLxsbGZv9YaIRF4Vp2AIpCXaIVwzApLL2haQaFCXVzbt4WEixV1Sgc7VEo06ZJdJ06wVJVncL8/Tk3b3tKaGNj02ew0AjLxsbGZv/YgmVjY9NnsAXLxsamz2ALlo2NTZ8h/wl6WnOTtk/4J6WkJx99Yse3O0aPHX3pLy9ze9x56l2P043UrH0aeq5sK1Rd4h6/nYk1uPqnV7X/+OqSV//75LOpZOq/Tz772guv5qtXvUCnE+/30HNlW6HtEpOevJ0tOiXcsnHzKfNOdXvcJ59+yuYvNue7OzY5w76yFJLDi57/KWGXRCPRktISAKVlpdFINN/d6VluvOoGelKzUnVlW6HqEu9NDi96fgSry4kuPbQ//cwvkIgnVi5b8Z9/PnPNjb/Ka9dsco99iXNIfgTrgDpV7CsOh8IVAytCLaH+90Ta+/QLCgvmLzzjtmtvzUt/epP+fWX3Az2XeG9yeNEt6sM6YtoR772zUkpJ77/73hFHTsl3d3qctJResXT5kOFD8t2RHoe2K9sKPZd4b3J40fO/lrD9S1/sGX2kkqknH31ix3c7RleNvuyqn/Xjl9+0pWal58q2QtUl7unbOf+CZWNjY3OQWHRKaGNjY7M3tmDZ2Nj0GWzBsrGx6TPYgmVjY9NnsAXLxsamz2ALlo2NTZ/BFiwbG5s+gy1YNjY2fQZbsGxsbPoMtmDZ2Nj0GWzBsrGx6TPYgmVjY9NnsAXLxsamz2ALlo2NTZ/BFiwbG5s+gy1YNjY2fQZbsGxsbPoMtmDZ2Nj0GWzBsrGx6TPYgmVjY9NnsAXLxsamz2ALlo2NTZ/h/wPuzxEQoWxQKgAAAABJRU5ErkJggg==",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=2}"
- ]
- },
- "execution_count": 91,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using OnlineStats\n",
- "matx = reshape(x,n,1)\n",
- "reg = SGModel(matx, y)\n",
- "yhat = predict(reg, matx)\n",
- "scatter!(x,yhat,m=3)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 120,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "2x2 Array{Float64,2}:\n",
- " 0.707107 -0.707107\n",
- " 0.707107 0.707107"
- ]
- },
- "execution_count": 120,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using OnlineStats, MultivariateStats\n",
- "c = CovarianceMatrix([x y])\n",
- "p = pca(c)\n",
- "w,h = 1.96 * sqrt(principalvars(p))\n",
- "projection(p)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 121,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=3}"
- ]
- },
- "execution_count": 121,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "\n",
- "mx, my, c = mean(x), mean(y), cor(x,y)\n",
- "U, S, V = svd([x y-my])\n",
- "#w, h = sqrt(S)\n",
- "#w, h = 1.96 * std([x y] * V, 1)\n",
- "ep = EllipseRecipe(w, h, mx, my, 2π - 0.25π*c)\n",
- "plot!(ep)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 99,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "1x2 Array{Float64,2}:\n",
- " 2.66054 1.29587"
- ]
- },
- "execution_count": 99,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "U,S,V = svd([x y])\n",
- "std([x y] * V,1)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc4",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/scales.ipynb b/examples/scales.ipynb
deleted file mode 100644
index 74e013cc..00000000
--- a/examples/scales.ipynb
+++ /dev/null
@@ -1,118 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Switched to backend: gadfly\n"
- ]
- }
- ],
- "source": [
- "using Plots\n",
- "gadfly();\n",
- "default(size=(500,300))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=1}"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "plot(1:1000,1:1000, xscale=:log10, yscale=:none)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=1}"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "plot(1:1000,1:1000, xscale=:log, yscale=:log2)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.GadflyPackage() n=1}"
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "plot(1:1000,1:1000, xscale=:asinh, yscale=:sqrt)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc2",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/spy.ipynb b/examples/spy.ipynb
deleted file mode 100644
index 20c277dd..00000000
--- a/examples/spy.ipynb
+++ /dev/null
@@ -1,158 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "using Plots\n",
- "default(size=(500,300))\n",
- "n = 1000\n",
- "a = rand(n)\n",
- "y = Float64[i*a[i]+j*a[j] for i in 1:n, j in 1:n]\n",
- "y = float(y .> mean(y));"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- " "
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=1}"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "spy(y, nbins=(20,100))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " legend: false\n",
- " linetype: heatmap\n",
- " nbins: (20,100)\n",
- " yflip: true\n",
- "\n",
- "\n",
- " "
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.ImmersePackage() n=1}"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " legend: false\n",
- " linetype: heatmap\n",
- " nbins: 1000\n",
- " yflip: true\n",
- "\n"
- ]
- }
- ],
- "source": [
- "spy(y, nbins=n)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# get the indices (I,J) and the values (V) of non-zero values in y\n",
- "I,J,V = findnz(y);\n",
- "# plot the J's vs the I's in a heatmap to recreate the spy call\n",
- "heatmap(J,I)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "pyplot()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "histogram(randn(1000), "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc4",
- "language": "julia",
- "name": "julia-0.4"
- },
- "language_info": {
- "file_extension": ".jl",
- "mimetype": "application/julia",
- "name": "julia",
- "version": "0.4.0"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/ticks_and_limits.ipynb b/examples/ticks_and_limits.ipynb
deleted file mode 100644
index 52d7b209..00000000
--- a/examples/ticks_and_limits.ipynb
+++ /dev/null
@@ -1,89 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {
- "collapsed": false,
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[Plots.jl] Switched to backend: winston"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.WinstonPackage() n=1}"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "using Plots, StatsBase\n",
- "winston()\n",
- "xstr = [@sprintf(\"x%02d\",i) for i in 1:10]\n",
- "x = sort(sample(xstr, 100))\n",
- "y = rand(length(x))\n",
- "scatter(x,y)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "Plot{Plots.WinstonPackage() n=1}"
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "scatter(y,x)\n",
- "xlims!(0,6)\n",
- "xlabel!(\"hi\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Julia 0.4.0-rc1",
- "language": "julia",
- "name": "julia-0.4"
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