{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Stein Unbiased Risk Estimator\n", "=============================\n", "\n", "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tour uses the Stein Unbiased Risk Estimator (SURE) to optimize the\n", "value of parameters in denoising algorithms." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition macroexpand(Module, Any) in module Compat at C:\\Users\\Ayman\\.julia\\v0.5\\Compat\\src\\Compat.jl:1491 overwritten in module MacroTools at C:\\Users\\Ayman\\.julia\\v0.5\\MacroTools\\src\\utils.jl:64.\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:1\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:1\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:7\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:7\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:12\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "\u001b[1m\u001b[31mWARNING: readall is deprecated, use readstring instead.\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in readall(::IOStream, ::Vararg{IOStream,N}) at .\\deprecated.jl:30\n", " in #parse_file#6(::Array{Any,1}, ::Function, ::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\files.jl:63\n", " in parse_file(::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\files.jl:61\n", " in #arequire#10(::Symbol, ::Array{String,1}, ::Function, ::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:65\n", " in arequire(::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:47\n", " in include_string(::String, ::String) at .\\loading.jl:441\n", " in execute_request(::ZMQ.Socket, ::IJulia.Msg) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\execute_request.jl:157\n", " in eventloop(::ZMQ.Socket) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\eventloop.jl:8\n", " in (::IJulia.##13#19)() at .\\task.jl:360\n", "while loading In[1], in expression starting on line 4\n", "WARNING: replacing module NtToolBox\n" ] } ], "source": [ "using PyPlot\n", "using NtToolBox\n", "using Autoreload\n", "arequire(\"NtToolBox\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Denoising and SURE\n", "------------------\n", "We consider a simple generative model of noisy images $F = f_0+W$\n", "where $f_0 \\in \\RR^N$ is a deterministic image of $N$ pixels, and\n", "$W$ is a Gaussian white noise distributed according to $\\Nn(0,\\si^2\n", "\\text{Id}_N)$, where $\\si^2$ is the variance of noise.\n", "\n", "\n", "The goal of denoising is to define an estimator $h(F)$ of\n", "$f_0$ that depends only on $F$,\n", "where $h : \\RR^N \\rightarrow \\RR^N$ is a potentially non-linear\n", "mapping.\n", "\n", "\n", "Note that while $f_0$ is a deterministic image, both $F$ and $h(F)$\n", "are random variables (hence the capital letters).\n", "\n", "\n", "The goal of denoising is to reduce as much as possible the denoising\n", "error given some prior knowledge on the (unknown) image $f_0$.\n", "A mathematical way to measure this error is to bound the\n", "quadratic risk $\\EE_W(\\norm{h(F) - f_0}^2)$, where the expectation is computed\n", "with respect to the distribution of the noise $W$\n", "\n", "\n", "For real life applications, one does not have access to the underlying\n", "image $f_0$. In this tour, we however assume that $f_0$ is known, and\n", "$f = f_0 + w\\in \\RR^N$ is generated using a single realization of the noise $w$\n", "that is drawn from $W$. We define the estimated deterministic image as\n", "$h(f)$ which is a realization of the random vector\n", "$h(F)$.\n", "\n", "\n", "Number $N = n \\times n$ of pixels." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl:31\n" ] } ], "source": [ "n = 128*2\n", "N = n^2;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we load an image $f \\in \\RR^N$ where $N=n \\times n$ is the number of pixels." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f0 = load_image(\"NtToolBox/src/data/hibiscus.png\", n);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (5, 5))\n", "imageplot(f0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Standard deviation $\\si$ of the noise." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sigma = .08;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we add Gaussian noise $w$ to obtain $f=f_0+w$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "using Distributions\n", "f = f0 .+ sigma.*rand(Normal(), n, n);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the noisy image. Note the use of the clamp function to force the result to be in $[0,1]$ to avoid a loss of contrast of the display." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (5, 5))\n", "imageplot(clamP(f), @sprintf(\"Noisy, SNR = %.1f dB\", snr(f0, f)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Stein Unbiased Risk Estimator (SURE) associated to the mapping $h$\n", "is defined as\n", "\n", "$$ \\text{SURE}(f) = -N\\si^2 + \\norm{h(f)-f}^2 + 2\\si^2 \\text{df}(f) $$\n", "\n", "where df stands for _degree of freedom,_ and is defined as\n", "\n", "$$ \\text{df}(f) = \\text{div} h(f) = \\sum_i \\pd{h}{f_i}(f). $$\n", "\n", "\n", "It has been introduced in:\n", "\n", "\n", "Stein, Charles M. (November 1981).\n", "\"Estimation of the Mean of a Multivariate Normal Distribution\".\n", "The Annals of Statistics 9 (6): 1135-1151.\n", "\n", "\n", "And it has been applied to wavelet-based non-linear denoising in:\n", "\n", "\n", "Donoho, David L.; Iain M. Johnstone (December 1995).\n", "\"Adapting to Unknown Smoothness via Wavelet Shrinkage\".\n", "Journal of the American Statistical Association (Journal of the American Statistical Association,\n", "Vol. 90, No. 432) 90 (432): 1200-1244.\n", "\n", "\n", "If the mapping $f \\mapsto h(f)$ is differentiable outside a set of\n", "zero measure (or more generally weakly differentiable),\n", "then SURE defines an unbiased estimate of the quadratic risk :\n", "\n", "$$ \\EE_W(\\text{SURE}(F)) = \\EE_W( \\norm{f_0-h(F)}^2 ). $$\n", "\n", "This is especially useful, since the evaluation of SURE does not\n", "necessitate the knowledge of the clean signal $f_0$ (but note however\n", "that it requires the knowledge of the noise level $\\si$).\n", "\n", "\n", "In practice, one replaces $\\text{SURE}(F)$ from its empirical\n", "evaluation $\\text{SURE}(f)$ on a single realization $f$.\n", "One can then minimize $\\text{SURE}(f)$ with respect to a parameter\n", "$\\la$ that parameterizes the denoiser $h=h_\\la$.\n", "\n", "\n", "Linear Denoising SURE\n", "---------------------\n", "We consider a translation-invariant linear denoising operator, which is\n", "thus a convolution\n", "\n", "$$ h(f) = g \\star h $$\n", "\n", "where $g \\in \\RR^N$ is a low pass kernel, and $\\star$ denotes the\n", "periodic 2-D convolution.\n", "\n", "\n", "Since we use periodic boundary condition, we compute the\n", "convolution as a multiplication over the Fourier domain.\n", "\n", "$$ \\forall \\om, \\quad \\hat h(f)(\\om) = \\hat f(\\om) \\hat g(\\om) $$\n", "\n", "where $\\hat g(\\om)$ is the frequency $\\om$ of the discrete 2-D\n", "Fourier transform of $g$ (computed using the pylab function fft2 from the pylab package)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#1) (generic function with 1 method)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "convol = (f, g) -> real(plan_ifft((plan_fft(f)*f).*(plan_fft(g)*g))\n", "*((plan_fft(f)*f).*(plan_fft(g)*g)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define a parameteric kernel $g_\\la$ parameterized by its bandwidth\n", "$\\la>0$. We use here a Gaussian kernel\n", "\n", "$$ g_\\la(a) = \\frac{1}{Z_\\la} e^{ -\\frac{\\norm{a}}{2 \\la^2} } $$\n", "where $Z_\\la$ ensures that $\\sum_a g_\\la(a) = 1$." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "include(\"NtToolBox/src/ndgrid.jl\")\n", "normalize = f -> f./sum(f)\n", "x = [collect(0 : Base.div(n, 2)); collect(-Base.div(n, 2) + 1 : -1)]\n", "(Y, X) = meshgrid(x, x)\n", "g = lambd -> normalize(exp(-(X.^2 .+ Y.^2)/(2*lambd^2)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define our denoising operator $h=h_\\la$ (we make explicit the\n", "dependency on $\\la$):\n", "$$ h_\\la(f) = g_\\la \\star f. $$" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "h = (f, lambd) -> convol(f, g(lambd));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example of denoising result." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lambd = 1.5\n", "\n", "figure(figsize = (5, 5))\n", "imageplot(clamP(h(f, lambd)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For linear operator, the dregree of freedom is equal to the trace of the operator, and\n", "thus in our case it is equal to the sum of the Fourier transform\n", "$$ \\text{df}_\\la(f) = \\text{tr}(h_\\la) = \\sum_{\\om} \\hat g_\\la(\\om) $$\n", "Note that we have made explicit the dependency of df with respect\n", "to $\\la$. Note also that df$(f)$ actually not actually depend on $f$." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df = lambd -> real(sum(plan_fft(g(lambd))*g(lambd)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now define the SURE=SURE$_\\la$ operator, as a function of $f, h(f),\n", "\\lambda$." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#13) (generic function with 1 method)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SURE = (f ,hf, lambd) -> -N*sigma^2 + vecnorm(hf - f)^2 + 2*sigma^2*df(lambd); # vecnorm is for Frobenius norm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 1__\n", "\n", "For a given $\\lambda$, display the histogram of the repartition of\n", "the quadratic error $\\norm{y-h(y)}^2$ and of $\\text{SURE}(y)$.\n", "Compute these repartition using Monte-Carlo simulation (you need to\n", "generate lots of different realization of the noise $W$).\n", "Display in particular the location of the mean of these quantities." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1m\u001b[31mWARNING: hist(...) and hist!(...) are deprecated. Use fit(Histogram,...) in StatsBase.jl instead.\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in #hist!#996(::Bool, ::Function, ::Array{Int64,1}, ::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:629\n", " in hist(::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:644\n", " in (::##15#17)(::Array{Any,1}) at C:\\Users\\Ayman\\.julia\\v0.5\\Exos\\denoisingadv_9_sure\\exo1.jl:26\n", " in include_from_node1(::String) at .\\loading.jl:488\n", " in include_string(::String, ::String) at .\\loading.jl:441\n", " in execute_request(::ZMQ.Socket, ::IJulia.Msg) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\execute_request.jl:157\n", " in eventloop(::ZMQ.Socket) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\eventloop.jl:8\n", " in (::IJulia.##13#19)() at .\\task.jl:360\n", "while loading C:\\Users\\Ayman\\.julia\\v0.5\\Exos\\denoisingadv_9_sure\\exo1.jl, in expression starting on line 31\n" ] }, { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1m\u001b[31mWARNING: hist(...) and hist!(...) are deprecated. Use fit(Histogram,...) in StatsBase.jl instead.\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in #hist!#996(::Bool, ::Function, ::Array{Int64,1}, ::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:629\n", " in hist(::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:644\n", " in (::##15#17)(::Array{Any,1}) at C:\\Users\\Ayman\\.julia\\v0.5\\Exos\\denoisingadv_9_sure\\exo1.jl:26\n", " in include_from_node1(::String) at .\\loading.jl:488\n", " in include_string(::String, ::String) at .\\loading.jl:441\n", " in execute_request(::ZMQ.Socket, ::IJulia.Msg) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\execute_request.jl:157\n", " in eventloop(::ZMQ.Socket) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\eventloop.jl:8\n", " in (::IJulia.##13#19)() at .\\task.jl:360\n", "while loading C:\\Users\\Ayman\\.julia\\v0.5\\Exos\\denoisingadv_9_sure\\exo1.jl, in expression starting on line 37\n" ] } ], "source": [ "include(\"Exos/denoisingadv_9_sure/exo1.jl\") #It takes time to run\n", "\n", "# ntrials = 100\n", "# nlaunch = 20\n", "# E0 = []\n", "# E = []\n", "\n", "# for i in 1:nlaunch\n", "\n", "# f = repeat(f0, inner = [1, 1, ntrials]) + sigma.*rand(Normal(), n, n, ntrials)\n", "# hf = h(f, lambd)\n", "\n", "# #quadratic error\n", "# e = sum((hf - repeat(f0, inner = [1, 1, ntrials])).^2, (1, 2))\n", "# E0 = [E0; e[:]]\n", "\n", "# #sure error\n", "# e = -N*sigma^2 + sum((hf - f).^2, (1, 2)) + 2*sigma^2*df(lambd)\n", "# E = [E; e[:]]\n", "# end\n", "\n", "\n", "# v_true = mean(E0)\n", "# v_sure = mean(E)\n", "# a = v_true - 8*stdm(E0, mean(E0))\n", "# b = v_true + 8*stdm(E0, mean(E0))\n", "# t = linspace(a, b, 31)\n", "# mybar = e -> hist(e[collect((i > a) & (i < b) for i in E0)], t)\n", "\n", "# figure(figsize = (10, 7))\n", "\n", "# subplot(2,1,1)\n", "# s = mybar(E0)[2]\n", "# s = [s; 0]\n", "# bar(t[1 : end], s, width = (b-a)/31, color = \"darkblue\", edgecolor = \"white\")\n", "# axvline(v_true, color = \"red\", linewidth = 3)\n", "\n", "# subplot(2,1,2)\n", "# s = mybar(E)[2]\n", "# s = [s; 0]\n", "# bar(t[1 : end], s, width = (b-a)/31, color = \"darkblue\",edgecolor = \"white\")\n", "# axvline(v_sure, color = \"red\", linewidth = 3)\n", "\n", "# show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In practice, the SURE is used to set up the value of $\\la$ from a\n", "single realization $f=f_0+w$, by minimizing $\\text{SURE}_\\la(f)$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 2__\n", "\n", "Compute, for a single realization $f=f_0+w$, the evolution\n", "of\n", "\n", "$$ E(\\la) = \\text{SURE}_\\la(f) \\qandq E_0(\\lambda) = \\norm{f-h_\\la(f)}^2 $$\n", "as a function of $\\lambda$." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"Exos/denoisingadv_9_sure/exo2.jl\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 3__\n", "\n", "Display the best denoising result $h_{\\la^*}(f)$\n", "where\n", "$$\\la^* = \\uargmin{\\la} \\text{SURE}_\\la(f) $$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"Exos/denoisingadv_9_sure/exo3.jl\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Soft Thresholding SURE\n", "----------------------\n", "In order to enhance the denoising results for piecewise regular signal\n", "and image, it is possible to use non-linear thresholding in an orthogonal wavelet\n", "basis $ \\Bb = \\{ \\psi_m \\}_{m} $ where $\\psi_m \\in \\RR^N$ is a wavelet element.\n", "\n", "\n", "Re-generate a noisy image." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f = f0 + sigma.*rand(Normal(), n, n);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The soft-thresholding estimator thus reads\n", "$$ h_\\la(f) = \\sum_m s_\\la( \\dotp{f}{\\psi_m} ) \\psi_m\n", " \\qwhereq s_\\la(\\al) = \\max\\pa{0, 1-\\frac{\\la}{\\abs{\\al}}} \\al. $$\n", "It can be conveniently written as\n", "$$ h_\\la = \\Ww^* \\circ S_\\la \\circ \\Ww $$\n", "where $\\Ww$ and $\\Ww^*$ are forward and inverse wavelet transform\n", "$$ \\Ww(f) = ( \\dotp{f}{\\psi_m} )_m \\qandq\n", " \\Ww^*(x) = \\sum_m x_m \\psi_m, $$\n", "and $ S_\\la $ is the diagonal soft thresholding operator\n", "$$ S_\\la(x) = ( s_\\la(x_m) )_m. $$\n", "\n", "\n", "Define the wavelet transform and its inverse." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "h_daub = compute_wavelet_filter(\"Daubechies\", 4)\n", "W = f1 -> NtToolBox.perform_wavortho_transf(f1,0,+1,h_daub)\n", "Ws = x -> NtToolBox.perform_wavortho_transf(x,0,-1,h_daub);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the wavelet transform $\\Ww(f_0)$ of the original image." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (10,10))\n", "plot_wavelet(W(f0), 1)\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the soft thresholding operator." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "S = (x, lambd) -> max(0, 1 - lambd./max(1e-9, abs(x)) ) .* x;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the denoising operator." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "h = (f1, lambd) -> Ws(S(W(f1), lambd));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example of denoising result." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lambd = 3*sigma/2\n", "\n", "figure(figsize = (5, 5))\n", "imageplot(clamP(h(f,lambd)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since $Ww$ is an orthogonal transform, one has\n", "$$ \\text{df}(f) = \\text{div}( S_\\la )( \\Ww(f) )\n", " = \\sum_m s_\\la'( \\dotp{f}{\\psi_m} ) = \\norm{\\Ww(h(f))}_0 $$\n", "where $ s_\\la' $ is the derivative of the 1-D function $s_\\la$, and\n", "$\\norm{\\cdot}_0$ is the $\\ell^0$ pseudo-norm\n", "$$ \\norm{x}_0 = \\abs{ \\enscond{m}{x_m \\neq 0} }. $$\n", "\n", "\n", "To summarize, the degree of freedom is equal to the number of non-zero\n", "coefficients in the wavelet coefficients of $h(f)$." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df = (hf, lambd) -> sum(abs(W(hf)) .> 1e-8);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now define the SURE operator, as a function of $f, h(f),\n", "\\lambda$." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [], "source": [ "SURE = (f, hf, lambd) -> -N*sigma^2 + vecnorm(hf - f)^2 + 2*sigma^2*df(hf, lambd);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 4__\n", "\n", "For a given $\\lambda$, display the histogram of the repartition of\n", "the quadratic error $\\norm{y-h(y)}^2$ and of $\\text{SURE}(y)$.\n", "Compute these repartition using Monte-Carlo simulation (you need to\n", "generate lots of different realization of the noise $W$).\n", "Display in particular the location of the mean of these quantities.\n", "_Hint:_ you can do the computation directly over the wavelet domain,\n", "i.e. consider that the noise is added to the wavelet transform." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1m\u001b[31mWARNING: hist(...) and hist!(...) are deprecated. Use fit(Histogram,...) in StatsBase.jl instead.\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in #hist!#996(::Bool, ::Function, ::Array{Int64,1}, ::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:629\n", " in hist(::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:644\n", " in (::##33#35)(::Array{Any,1}) at .\\In[25]:28\n", " in include_string(::String, ::String) at .\\loading.jl:441\n", " in execute_request(::ZMQ.Socket, ::IJulia.Msg) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\execute_request.jl:157\n", " in eventloop(::ZMQ.Socket) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\eventloop.jl:8\n", " in (::IJulia.##13#19)() at .\\task.jl:360\n", "while loading In[25], in expression starting on line 45\n" ] }, { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1m\u001b[31mWARNING: hist(...) and hist!(...) are deprecated. Use fit(Histogram,...) in StatsBase.jl instead.\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in #hist!#996(::Bool, ::Function, ::Array{Int64,1}, ::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:629\n", " in hist(::Array{Any,1}, ::LinSpace{Float64}) at .\\deprecated.jl:644\n", " in (::##33#35)(::Array{Any,1}) at .\\In[25]:28\n", " in include_string(::String, ::String) at .\\loading.jl:441\n", " in execute_request(::ZMQ.Socket, ::IJulia.Msg) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\execute_request.jl:157\n", " in eventloop(::ZMQ.Socket) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\eventloop.jl:8\n", " in (::IJulia.##13#19)() at .\\task.jl:360\n", "while loading In[25], in expression starting on line 51\n" ] } ], "source": [ "include(\"Exos/denoisingadv_9_sure/exo4.jl\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 5__\n", "\n", "Compute, for a single realization $f=f_0+w$, the evolution\n", "of\n", "\n", "$$ E(\\la) = \\text{SURE}_\\la(f) \\qandq E_0(\\lambda) = \\norm{f-h_\\la(f)}^2 $$\n", "as a function of $\\lambda$." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"Exos/denoisingadv_9_sure/exo5.jl\")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 6__\n", "\n", "Display the best denoising result $h_{\\la^*}(f)$\n", "where\n", "$$\\la^* = \\uargmin{\\la} \\text{SURE}_\\la(f) $$" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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h1Ov1bK7t7e05ewkPWn0fhULB2sn7cN1ns1lHASBDdRlzNaSQVCoVuXPnjvVXhfOErE4aGexHv993YHY91HxuBeeA7pGPIhHqjBIlSpQo50rOrMVHGIpaY4i9ScYbHd4ip5pTuVx2IDsf2vHFhxNpiqtWffXqVbN60ul0EILjc3zLdRlkSviRWl3IIqAsFgvT5KgZ83o6m/04PsKJHHOVfD5v1/OexWLRSDvUbqnJ8Z7tdtveVzabtXumUikHWlJm43g8diwystz29/dF5AQWVoIKmbf5fN7G4d69ew4r7u7duyJy6sRnf0RO0ADVUKnp+uNMtEEJMxcvXjSYlJZdoVAwwsxoNDKL27ci9Fk6f4hMcK7x2k6nY21/+9vfbnGB0+nUrLO9vT2H3cfPy2BPldls5pAl9N3S6pnP5/bcZSQKn/HINtAFscziY3tUCOGKhEkSfhyf9qVSqRi6MBgMlq65ZW4X/dxut52+hKBOXk94lmxG/7c6trp/6TgwbpH91et94pt+Px6PHQSIVlvo/j50yZjKEMkrnU6bJeuTAUMuLMaEkuX9KHJmDz4VP+ibfhCFcCqVisETDGFoNpu2OHu9nn0ulUq2kfoB4CEhLJJKpQwmHY1GTsA1ryfziy+brDIGiRMH14kyHA4dHxkDff326ZioMPRgNpvZ30ajkQNd0V/CQ4e+AR5kZHvqfVZXV40+XigUrF8MQyDssr6+7sCD9GdwnAnRaRsajYb198knn7SQk263a/d/+eWXre+FQsFYepubm5YQIJPJWJtLpZIxF1OplDEp7927J+vr6yLisuII5/oHlh6Uu7u7dh/6UZLJpEFyVOTo89V7sd+tVss5zFX8eabvs9fr2Vx75plnjPnJ+U7IOZlM2ppgWATbMplMTBnZ29uzsWGiiGKxKA8ePLC2hUIDfOamDwWLnLw3jiuTK+hn+orH47EzLrouCeXz8J3NZvY3zjsqjFxPyWTS/s1Qgmw26wSVh8RP6qAul93dXQd+pB9eFZV0Ou0cTAyop6+Nh1QoaQeVmUwm44Qt0EepBxbdI/P53IyJlZUVG4dms+kcdjpu+Xze2t9oNJz9j+ubbhQyzQkTv1GJUGeUKFGiRDlXcmYtPrWqer2eacj5fN6YjWRC7uzsOOwx1RgajYZsbW3Z96pRp9PpYAos/ZuIC20xLoWaH7V9/ZvIiUbF4E9CCHToajuTyaQT30KLjIGstM4ULtO2qqjGtrq6avAB2zkej4NwJS3KYrFo40ytPZPJOPApWYvqCL969apZAqVSyWHYatsYDM54KqabI4t1Op06cX9q5bG/fIfVatUJ9ibsosIxmUwmjuWu/dXn6/UqtBYINfqWCaFJxjURImTsnlq4ZCaHkgQMh0N7V6PRyPpKRu3+/r7NqWw2K08//bSInMSGhmBGWoKcT2w752w2m3VIWCqtVsuu57zns3zyTig+jlYS09oxCH0ymQRjaguFgrkgaAX6Fhy/p3XJ+3EP0Hutr6/bOLTbbUMOyLbluBHuu3TpkiWZeOyxx5yAfQqZ5oRA6U7RcSASw73Kh+Rp7YZg2H6/bxb98fGxzatCoWD78c7OjsNc1msYB9rr9RzXEPtIJrvuYb7F75Ol3oic2YNP4alkMmkvgxOIrCDSwpktotfrOdT6EHxDmCafz9ug06fS7/cdXxgXG3PqaRvo82LoRKFQMP8HNyzmHc3n89ZmtpM+r8PDQ1sAk8nE8TPqhnl8fOwwRVUGg4E9l74ZQpT1et0m+nQ6de6jfcnn87YAcrmcHXYbGxuWf7JUKtnnVqvl5FjUPpJ9qoebP1YMln7mmWdsHKgUZbNZG6uVlRW713w+t8ODFG0u1HQ6be0kLLmxseFshFzA9M3ppuxvwvQJ6vwhhX2xWDihK3pATyYTJ/RG5GST1HZxPpKFquOmbddrarWaQVU3b950wg3IFGXmFr3PdDp1fK16mE2nUwdO1N8eHR3ZmDFbD6n4/MyMQdof/Z4Qmc7x4XBobNxWq+UoX/S16voga5GSzWZtfpXL5aBfyWdz6zvZ29uzsfUD8FUYvkMXR6vVkps3b9oYcn2HMhuRjUkXRDKZdBRVFT9gPORj1X/7bRMRx8hgmwld6pwkrJrJZOwz5wPbI3Kac3U2m9lcohIv4ipAb1Qi1BklSpQoUc6VnFmLj458OuAJi1CbpFNWNaQ7d+6YJSLysFNdn6Oa03g8tlya+jyR5WQSfZ7IiYWoVgYzyPP3r732mt2zUqk4jnfCMKo5MuaLz2RW90QiIbdu3RIRtwqD7/D27+23bTgcOqnJdPwZq0O4ihUQCLHRKmDgOaEcn42nQu3Qh581fpBWEq0OpkNaxgLM5/PB2Kder2ekl1Kp5MDphJ2piWofq9WqtSeZTDpQTkjD5rzl30lkIpSqc9MPvg7dwyfRcFz1vW1sbMi9e/es34R11QIiwaperxtZZXNzMwiRMS2Yn8KN7Q/lr6WlTvic1hDZp7lcLpi6L51O2/uvVCqOxUE2o0qn0zHIfHd314EoaQ2F2JuEsUnCIWQ+n8+DpJT5fG7rzIdqQ0KLjGuCKQZFxCHr6Zh3u93g/X3YXudspVKxNk8mE2dP1fvrXNC26X5SqVSsfcfHx+bqGY1GDjlKCV8bGxvBhAxvhrUncoYPPm62uhGRtusvbOaH1Ily/fp150WqEIaaz+eOv0YXD5lezHqwWCycjV2F1GQmcH788cft+o2NDTtYCVexfX5QtsJMhHar1apNoK2tLWez4GFHBpWOCQ81kVMf0q1bt+z+xWLRYTPqJD4+PnbCNPT6wWDgBO7qeJLx5rMieR/6A/R98R0xsL1YLNoiZHIAKkjLFg+DmckmTKVS1sdkMun4UsmqZaJpllKiYkZf0XfKC0m/GssL0U9NZYqbQyirDYOXqazt7e3ZeG9ubloey7e//e3yyiuvWD8UwqrX6/Z5MBhY/lcmQNbfiLjKDrP1TKdTW7udTseBJbU9zIdJ/5R/IDKQnzAzc0Xqsy5fvuyEJ+hnDTUROTnotY8sh+QfdirZbNaUymKxaGs0k8kEIWhmM/L9dTp/8/m8HS5kqPKdch4RQqRiywOx3+8bbK/wpD9W+m///p1Ox1mXLLGl8z2Tydh4MtFFv9931pYyV+/evesYMbq+79+/75Tn4lhRQXmjEqHOKFGiRIlyruTMWnzvfOc7ReTEXFfzut/vm+ZBxzljwXzohyxKWm0+c03EtfJ8Z7AKU5YxCH1ZUPPR0ZERCAjNMaDbD0imQ5raLdlyCksxlx+1Z/aLv6WVQS2QQd/9ft8pzKrjtrGx4QSaqozHY2sng82ZsZ3W0Hg8XqrVsc06nmTUvfrqq6ZNsu8UP85O+0iWIX/rB+uq8P1Tm2d1Caat87XqULAu+8j2ECZlNQXOhVAbx+Oxw35lzGWoQsVoNHJQjccff1xETqxCEoJIniH6QssrBLfys28lU0LVS5YlafDZp4wxJVNb52Cn03HK3Gg7mTaPpCTCp8vK4rTbbStKfHh4aPdhwDtJO8xjyXHh+uSaI5nH/x1hWKICKj4TXOcVUROSTyjJ5GlB7E6n4+S1ZY5QFcK5frwdr9e5R8IaZTweO4Wg+b0SAx9FzuzB9x//8R8icrLZcgNUeII4u78BMlibAbHcOJilhD6+ULYIEXHo4/Sj6UThYuDiuX//vhMOwErDhL+4qTLoV2GF+Xzu+Of0WSsrKxZ8vbq6av1lv/r9vpP7jxAoa8DpPcloLZfLNnk7nY5lR8nlcgaZzWYzg1V4KBMWKZVK9rndbjvJB3RDaTab1hdmdKHPtFgsOtlMFKKksrFYuCWodHPx2bJ6DVm1+jx9R4ReyezVZxWLRWMgZ7NZ51DRd1GpVBxGo7bn8PDQyVPK/nIO6HesB8jPPOAYGqLvxGeEstYf87/q2BMaZY5QVvpmlfbhcOgogDwc9XvS+6fTqUH1TDLBd5BKpaxtDCpnWNJisXCY0Xo9Ex9wbyiXy864EmIlc5IZbMgU1oxN1WrV2Q94WHOv0nayPBCTOrTbbWM0cs1RSaTflnOHGU76/b4pgyIShL7n89M8wfl83mHP6j0bjYajMDAsgoevrm8GuevfRE6gS90bWKOQ41ytVh14nC4srtM3KhHqjBIlSpQo50rOrMVHKEShznw+bxrSa6+9ZgQMEj8Yw0MNXMRNX0RHsn6mphJic/F3Kiwqqe1k+iFCWIQ3CXnQQqG2T+iHlQII06TTaYO6qMWKiAMzUitlbJJakQcHBwYxjMdj05oZeN5oNAwCJZPPD77ls7S/R0dHdh++k263K1/5ylfse7VA2Wa9TkTkrW99q+XYvHLlio0/GX4+qzMEX2YyGaeSN8dNtfmjoyOHnabzyr+eBBgmJdC+0MpiHCWrBfixlozX8iWXy1m/K5WKAzszuFvfLeG+ZPK0mCnjQev1us2jdrvtaP56f7L+SMapVqsOuSyUhotSr9ctxSCZooQ0J5OJtYfjwSD6fD7v5N/lb1U4rj48SzKGCt0dFFpw+m/9bcglkk6nbc6Wy2WzYra3t+39l8vlYK5WQt2JRMJhgWrfjo6OnDg+Je4cHBw434eg8mVt1jEScZm0TCM2HA4Nodnd3Q0iACwATsuR767VatmzuB98J5brdytn9uDjgldYROQUxlhbW3OSpdKk14EsFov2mf6P4XBocOV0OrV73rhxw+AMZhGhsIRQr9ezzY2MMZYnIQS3zIfhC0MVVBqNhlHumb90Pp87iZdZJ44MP05ibQ8na71et4U6GAwMWlxZWbGFtL6+bu+FJWfo2+IBxJI9pHdzfEqlktWT82ETwh/qV71//74pP81m094RF3OIcq/CDVrb0Ov1nHAJsnaZSCG0QXM+cM72+31TzLLZrJM9Zpl/UzeLbrfrMG/9e49GI8d3ou+ZFcaZV5MbDkMbyMDM5/O2zjjvmbSA4Q9Maq3KooqOB+cX2bv9fl+uXbtmn1XoV/LnZuj+fjiItvu7YQX67FT62njoMLyGrgaG6ehaHAwGNrZkrvLgvnr1qhP+Emprr9dzlBZVSA8PD53E2oThdS/c3Nx0lBbCzmSBhvYDtpMB9TzE6/W6QeiEKJl7s1AoOEkyOM7Myany3a7d70Ui1BklSpQoUc6VnFmLT7U6H7agozTEUmI+Sd5nmTObQfGEoWgxUfOjdtVoNExjpXnfarUcbYlaj1pPrVbLidEiOYBatV7PVGx0fjM9WrfbddJ8hZictGRJwCALLZE4rTJAJ/rBwYEDLTFei9oerRWmuNKxqlarTn95vX7vsy5DGqr+zf/swyXsF2PoaDVzbKnF6jvK5XJO3/WaTqfjVA/Ra65evWqasa/d6vypVquGNozHY3t3FL63EGRLBqbPqNSx39/ft2tISMjlco51rlYv2cGEsZeVK+JaIUTG63zojEWG/T75/yb8TyuJxU9zuZz1d1m1dFrqZJOy/BfnFtOp8XqulXw+b+hIqVRy7kk0gpY42xOas7TEs9ms9Yvwsr9vMYaY+5wK+8hYUsLg3Of4W59MxfnMz7SaSUBSYTzx6yFeb4bVd2YPPl2ow+HQqfXFBakbaS6Xc0pi6GcfLmNuSTXdyRJstVp2zdramk24xcLN60j2HRMEk02lPphk0k1qrd+vrq4aPMrcjzwoc7mcA6XqJsmFnc1mDfrjAcTFwxyeyeRpOaRWq2Us2Vwu50A5GgRL2dnZcRY8S7MwOTPpyHoQsP6ZQrbaHsK/er0PP6n4tcr0b/l83t4XD7JisRhMKD2ZTBwGLBUVPezILvMZmEyCTOhY58P+/r6zaTJUQceh1+vZ91TkmK+V7zAUzkBFwIfmyGYMQXC853g8NvjxxRdftLm2zF/KzZxUefqx/aTQVOgUHq3X60Em9Xg8Nui13W47Ae8cB+YLJTOarg/9TP8j4TtC72wzw1YGg4FTJ5MMbnWnsPQZA+19xS502DNspNVq2Zq+efOmuV+KxaIDsYYStHe73WDgf6/Xs/ABn3lLpYI+0NCcoTJAZWaxWDhcBp2/tVrNmZ8eFvb5AAAgAElEQVS6vv3cpD6L+VElQp1RokSJEuVcyZm1+BiESUiN4kNIIi7Dk9YWIaFmsxm852KxcBh9DH5nDj7V6o+OjoLB1NREqe1TQ2JcFrVkWmpM1cXvE4nTjPyrq6vylre8RUROHN7MvanaVTKZdGJ4GPCuBAySFWjtcpxp+bJqA8sGra6uOk73kPbpB3mH4OhKpeJUtQjBlUw1xRRR+hsRN2/gMiEJh47/6XRq41Cr1Ww8/UrV+l56vZ6Ng8/GZKFWWqYhph1TqIXiznzol9BZSGP2A+sZVK7XZ7NZs8JWVlZsPNrttpMejdYTLRlaOjoHySpkX5LJpI0TYUNa/5VKxVjSFy9eNOvs3r17jvVH6Fo/M/UZx4T97fV6Rqo6OjoKQsp8h6VSyaz8lZUVJ/8n31tovvt7Ep9FYaycyvHxsZF7dnd3H2Kpvt59uPc8/vjjcvv2bRFxi0gzqF9EHASCzHda5YRJQ9DrbDazfYUWqO+G4tzX5w4GgzeF2XlmDz4m6Q0xnziBmG+OE4ObMytYr6+vW45CsrV2d3ftINvf35cbN26IyMni5+asZny9Xg8mcOaG79flIrREenQIfiKEyGsKhYJBIfV63e6ztrZmG8re3p4xEvv9vsM61fvkcjnz64xGIyc0gP5Nwj8MKtbJfXBwYPe5cuWKUdV9GDNUZ5D16QiH0hdC2jeVBD/LBg8GBs6T6UpfBdmz6o+jf4vvUfujz/WfqX8P5Vhk0DWZfz4MrsIDlxA1/WV8vrarVCoZRNlutx1FSec44T4ycwkJV6tVZzzoP+J4hDZJboCc3zyAmGWFmzzh02636+SL1fZfvXrV8WFREdMx49riwZRInJbhWl1dtYOec8ovkcR9hcnLdRwY8E5FTH+j7WRoEfPvqozHY6ckmt4/n887bO5leXlD85Rw4v37950gd9Z71D6PRiNrQ6vVMuWL48BcvL1ez/FF6n1WVlac2psMzSHTlfOZyvKbcfBFqDNKlChRopwrSSzerIjA77NoDkFqjX6gN9OOqRQKBfs3YaWrV69a8HUmkzFSx3w+NxjlypUrBq9Q49nY2DAN2Nf2QszDyWTiaDAqhCSYfkh/799zZWXFKmczkDyZPM2fWavVrLzKaDR6KC5K5ATa1f6yTT5pRytJv/DCC9Z3WjeME8zn83b9YnFaFZ1EAQaJM46PFbKpMY/HY2t/Op02csNwODRt1WfChWKu+JlWFS1uvi9aR37eVBXmHfVjM8n2U/ERgGW5Kf13pWPOdHw6TtTwFZIn1DkcDs3yvnjxokGzDHZm3tNSqeSQJfQzq2R84xvfcFiF+j2hTvZjPB47KQNVSC7rdrtGnjo4OHD6RRhN175PwCCkGYJ5WeSZ0Gu5XLZ5x0oHPkQZSsBAshVzkBI58Iuu+oHx2gZFX9bW1hyymCIlLMyaTCZtnWlKOf3ed9NomxnHR+ubEChJdiTqMP5O97z19XUHcWF/mSuVLpoQA5gkGbJwu92uA9vqPV9++WV5o3JmoU5W6lXzmwwtv7wLD0HWStMBPTw8tE2BWQMYAL61tWXP52/39/dtA5/NZs5moYyudrtt5VuGw6GzWSxjcTEhMyeWbgqdTscpW6KTpl6vGwxESjqZloRhf+RHfsRpv07uV155xaG8v/baayJyUtZFF1kul7OF9+DBA+eAVlit0WjYGDKgm4twsVjY9ZcvX7bP9I3mcjmj9DNomfCvH8rATCkqbIPvYwodjtVq1fH5Eualvy/kNyIM5C/4UI7FdrvtZFohjZ6bu75Hls6haNvp/8zn83Yd35XfFo43YUwmpn722WdFROTf//3fnUwg2kbC//670ndCJYj0/mKx6IS2hDIALdPXfWZ3KFiekON8fprL9Pj42Ok7D24evpxLDCTX7/P5vNOvUHgNk+Kn02kHatb1xNCo2WxmGVEIQScSCVPGU6mUw2LVd+1DkRznkG98NpvZ4ernXyX8GspDXCwWbf/gwe2HbNDPq+PQ7/dtn+v3+8571Ot9uPiNSoQ6o0SJEiXKuZIza/GR7EGNkHE+hBZVmEeRzvj5/DT1EjV/Ci0U/bf+n1oILTi1UK5fvy7f/OY3RcS1vPwitqE0YoVCwaxRsjdrtZpptIVCwYEQfSaXCokiqkW12237bb1eN+vv3e9+t1m5N27ckJ/8yZ8UkROSj1bp3trasvRu+Xzeaaf2kanMXk97Vk2R1cY55u122yzZvb0904A5B/yA5NA4+HAorTNeTwvLL1TsX+/PGR+a1HYqbM7qEvP53GCjS5cuGenIJw7pc0mGoFavQlTj4ODASBcrKyuOK4CafAhO3N3dtfvTRZBOp629165dszgylr9ZXV21Ndrtdp1+KArC6uccP8KGi8VpmjISwUiKYNUJ3yrk+wy9NzJaSW6iNe8T5Ui6CJGq/LnAd0PLjokFiEjpbweDga0nv2hsaL/J5XKGlJCNybEn3O7HUfL+JKJwznD8tf3Xrl0zGLZUKjnoCGFzWnOM5SSkzD4RsdP3enx87MQTv1E5sz4+3QAZkM6NrtvtOoGj+pIIc2WzWSc3HOug6QZF6GQ4HDpsMy5IwlOkJhOq0gOFvjZm/xiPxwa7FAoFB5bUoG9OXMKYFy5csAOoVCoZVEHI1PcncjFrm7PZrJM8mUxIXZzlctmhIysc89prr9nhnkwm5cd+7MesX1yo7IM+l32Zz+cO1KX+BvpbWdGegeH+4aNtJny2TPz3RbhQ+8j5wzHlgesnMubCJnuP/dUxp/+J88S/nuEnIm7SArJfs9msAyvp/eh/YQYgblYMu2He05WVFTucJ5OJfOlLX7LfshK3QvJf+9rXbFxHo5GF17zyyitOggcylDmW/KxjSfYpS2YtFgu7j8/qDSlEXN/j8djaPxqNHP9XSKn0oW5mv2FpLH1uq9UyX/TOzo7jsiBrlPOFB2KIme4rPNpm+hOp5Pg+89BzfcUwFMrBeo5MGE6I2M/SQ0VF1/HR0ZHNt0ql4igw9OeynXqNul7eiESoM0qUKFGinCs5s1BnKAiawc5M/STiQiCMF6Isi8liACrjqkLVGfxAdWpnai36uQUZL6ZaOOHQUqnkBCxT6yI0wzg+Sii4lH0nzDGZTEyT6/V6jsbJgHS1gJLJpGnJt27dMrbt/v6+w5wMkUZYqLfVapkWSMuLkBbhWRKZlpWKEREbt93dXYON/LgpWgKMuWLFAsbfEWHgbyl8vxxnWlN6Da1XHV+Rh6tc63OZb5GWKKE8FcJihKp8xIIFZ4lYMLWeCmMri8WiWS57e3sOdKkwfzqddpADJeQUi0WD8Eqlko2NHw8YsrxosZLVqc9j/0UethoIo6lwLtDVMJvNbB4NBgPn3ZLBreu72Ww6xCiiDvpbprLzkQbCgCFrlwH47DstXEKmXHN+pRqOc4i5SnYzZTQaGWmJZEAfWiaMTORMhYVoGZ9IVMXfq94McsuZPfhYp0oHmwcK8wP6m6JOAprl0+nUNt7ZbGabeafTcWp9MX8jyyERLiHsxoMyRHFmX/ysDYRhFbocjUb223w+7/hCtD0+LMY2sBwSJzqzdTCPpW5qk8nE2WRZHVmh2n6/bxtluVx28vcxSJw0di5szRU4Go2c5NWc+Ppe/KTcfqiAtk0P8UuXLtlG7Ptc9BpuiGTmsT3Ma8oF6B+OPBBD0CgPUPqmM5mM8764EbDKuI6DHiJ+kDjH9zvBgzzIqOglEgmDNK9evWrfk+m3sbFh7217e9tRrLRtnNelUsneQ7VaNYis1WoZm3EymThjwCB6fQ+sbM7+chxyuZzN2X6/74R4UKgMEO4jPKt5Sre2tpzkGXyfev9SqWR7CYPxuclXKhXn8GVAvd6TickbjYaTFYfP1d9Wq1W7nv6+SqVin6fTqVy5ckVETqBCciVC48mDhmtxMBjIrVu3ROTE904/eShXZzqddsJVdKzILm+1Wrbn9fv9ICuV4SqPIhHqjBIlSpQo50rOrMVHC4XWhAqtrVwuF7QQGQhMCMAvA0SrRK258XhsbLZqtWpOax8WCAVEE2KgBZHJZBw2lVpS165dszawyKjPSFNhTBfhGLaBsM5isXAc0rQ6mZXeh4a1PWoxsb/aTx3PEHvPj7Mjq3aZ0CJjVQXCp6o1kujS7XadgqAsNEyiQyhPJftFGGg4HJqGnclkzArzNdIQM5OffdQiVNGDiAHnqorPOg0F8S9jvPplupQAQ6u90+nYvCILdDgcmqVWr9fNIuv1ekFmNPvKlFYsk+QzOUPsTUJ5oTkn4rod/DhHvnPfQtbraW0z6FutVBJIRqORA1Gq0JrnZ8KYPtyu83c2m8k73vEOERG5ffu243Jh27TPLHfGagsPHjywd5TNZi0np/6d/VYhI54WNC1N7eeFCxeCDNLFYuEQq+hiIrSrY1upVKyEEy1Bvmsfnn2jcmYPPvq8dKESPuDi8QOKVbjxMq+fiAQPgtFo5CRG1gWQTqcdNiZZZcxcwGB2+vV0E240GgYt1mo1h6Gq3x8eHhqkSXhC+ynihkj4cINuqv1+3wmgJYzGya1QUSaTsTEnRb7ValnIQ6VSMUg2n887wfUqXPyE4QiF8IBeLBZO+R8ybwmF8F0zgbkKM6sw6QEPlGTyNFcg4RuWAaI/MZlMGrvVnz+hEAnCcPTTEPbc3d11fJo+jCdysuEqlKb3IHzsbxRUvrjZhliCIuLMEc5xQqAq/X7flL5isWjPIqzK2pJ8b7xnJpOxPvmJ0nXNMTE8x4PwF/1c8/lpwngqXxSOA+/Dg5K/pZ9xZWXF5kWv1wu2gTCyfwgy+J1lu1iLUA8p5kTlYcTDhYppInGaWYUJ1Eejkfm6+/2+U66NkHiohiOz8eTzeYNPm82mrafV1VXHR81QJPrwGcpDNq/6DZPJ09qVKysrjo84BrBHiRIlSpQo36OcWYuPEBk1f2oSrLxADSYEwZE1RS2kVCqZ5kFokZp0IpFwytyoZVer1ez+o9FI7t69KyInqXxIbFALrlwu232YzTybzZq2xwBR35qjlRRKtyQijmXKDOkkRhBSUa200+mYJbW+vm4B7H4VCX3W9va2WQs+i5JWDyG6ECRHq4r5SGnBLYvLYkDycDh0CgGHiDGEW5PJpFm4R0dHTuFdbQPfCyEYPyg+xK4jFE9Lg6m1fHicwnmuYxlidfpCSCpEZvCJBEQmdG6SXTubnVZm39jYcPJFqkVQr9cNEi6VSg5bkhaFtoNFXSnMRzqdTs06oBXJSh3T6dTa4Of0ZX9DkDPTcxHqLJfLtg52dnaC6bz8IHq+T1q4Wv2hXC477FO+W11/PmuXaA1dE6H4OxJO9F7aBm1zu90OWo5M/cixSyZPc6uSIHb//n2bD41Gw/rCtH/D4TA4Vj5BjbHRtJRDc+N7lTN78BEaUBiFiXQpTHhKP9qybC3cxLrdrjMhmISX8KDev16vO5AEoRPNNMJA3+3tbfu+UqnY5sKgbC6qlZUVh5bNzWsZBVi/Z47QwWDgVI/m4tGFShYay/e88MILzuaiB3cqlXLK1ShkQ8YsM3owETAPQTIYZ7OZsQPpi2LeTjLwqMxw02HOylqtZpvOYrGwg2xzc9MO9FqtZu99dXXVfA/0TzA8oFQqOYoED1C+l1AuWW5k3EQ2NjYsYTFzL+oY6W+1H6Fgel+J4AZL/5oK5/J8PnfelfqJWEmcjMc7d+7YO2m1Wo6vUg8pskZ5APEd+jAj/X3MM6ntJLSvB50KGccqZPvq31VCiZTJzByPx85hpG3L5/PWHv9A56bNfjFxBQ81hrnQFaAMW+Zc5V7lH3zcnwh3628JmZbLZUeJ1vFhYgm202dn67tuNBpOe+jz1f2D/rvBYODMQ+4HukdqH7QNCqs+ikSoM0qUKFGinCs5sxZfyLwXcTVgFZ+xpBoGY0X860PB7IeHh05sXYjp58MChLkYM6NtWF1dtTYwhZqIOGxJWkChcfBhtFAAdbFYNPiRULBPklGIod1u2/XT6dTRmmmtEO5ToSNfRBzYULV/xr6xzJDPAtW+M0ZS5FTLJOyi9/LbqW3V+1DDVs3y4ODA2jCfz83a8uMrOVaqfTJA3oeaCWnS+qN2y3hMtaxefPFFS1VHDZtwbsjpT1KMz0rmGBEeVmGiAn7mGPswLWPNdP5Wq1WHGUgJsbD5ntk/bavIyfzVe/n3DAV0+/cg41HHuNvt2vdMF8c4zv39fZu/Fy5cMFSDY+gzUUNEJ8LLPhweml+MS242m04sIeF5zp2Q9ccUdtPp1MkvyjbqbzudjpHUut1uMImFv/+RwMW2cXx0LpNY568nfw/R53I/CxUe/17lzB98PFBYCsVf8KGN/ejoyF6wD7Xx/rqwmfiVk54Y+nw+t4OMYRGEafjyGo2GE85As1/bSfbbsoN1Pp87gbU88OibY20+7W+/33cWs0KUTEzMWnv0qY1GI+fgWwZXktassCF9cLPZzKnBx4OJbWA9PpZSYkVyhjNom1miptVqWdsWi4VTpkqvOT4+Nn9VpVKxQ03fn/5f+5vP551MMvQz8jOp6qHExMx4cvnyZSeIntDS6/nxmGCgVCo5Pm2VSqXiZH9RZaTX6wU34VQq5WTrIeNVK4Az0QJ943x2JpOx+xBem0wmNsa9Xs/ZAEnXV/EzJKkwLKLb7dp4l8tlJxwklCWoUCg4B5POzQsXLtj37Xbb5h3HarFY2LOWKYBkulL8ECL69ulb1PJD9DPSz0zll/47vz0hJZp7SS6XczLq6FhVKpWgS4SKsw9N6z0LhYIT1E8lJ2SspNNpR7nhGiLL+41KhDqjRIkSJcq5kjNr8RHOUqLC2tqaaSo+WytkGflBsyFogE53n/0Wglv9ApNkUPG3qhkzUDaTyThWHn9DsoRqamS5FQoFg2Nms5lpRZVKxeKsGCNEODGRSDh595ih/pVXXrHxodauJILV1VWHsckAf8YRqaXmMxV1/H1ohkxd/W2j0TD4cTgcOrAzr6eGzTmgz6pUKk5CAx3zVqtl4zAYDKwvzJLvQ+t6H5ItyP7V8RI5gZDu3LljbdA5QOuC4zMYDMxqymazdv1gMHgojk/HTeTE0lEobzgcOpUa/HarhCx1suoI2ZKgQquhXC7bHCRaoIke9PqQhk8rdRmcn8vlnFjMkFVIy77RaNjc2d3dtftWq1X7ngQKrvvJZOJAkbSWFbFgFYZcLud8HyLw0Jrz84lybem73drasjlYqVQcQpHOU6ZUJBOSMCnbkc1mg9Ur/CQAfEecBxwrHTufxcp8w7SyQxCoT2jRdhKRImryZqQrEznDBx83Cn0BrVbLgc542PHlMAidoQqhJLmEUnmYcmPjYVQul51sHqREq1SrVdvERMQmuv5ehROdYRHanlQqZRvNYrFwEgrTL7a7uysibrJrwnSZTMZgpuFwaONWLpedAF22U9vWbrdt3Jg1hQmoDw4OHPiRvrYQ25bt13aLnLxfbf/e3p6zWBn0zYwuXPy6gHkYMCA9k8kYvMlEBISm6efQ6/SeZGaqTCYTR0ng/CQzlgkZmISBG5lurKHagMugKl85ImxIWJ0Hoa4n1mJLJBK2VgaDgbNBqV+0Xq/bbzc3N61G22QyMZiS1dj9zDg61zhHhsOh+ZmZc5KUeB0f/l+v0bGq1Wq2PobDoVMGiodRqDQSlSlu4O122/GLMWCfCgn91dpn1pzkNZzTVB663a7NkXQ6bX1hCBfrG5Jx7Gdf0T72ej1H6SZcyXzDLFOmba5WqwZxX7lyxXlfzFnKnLs87CiE8zn2oXzDvM+jSIQ6o0SJEiXKuZIza/GF4pSoZfFzKnVaaHM2m5nlwrI+jJWjw7vdbjvsQVoWvtUn4kIthDmY55Pto7a/vr7uwKSM1VFNt9FoOJYX20zole0KMbHYTsJYrFDgV84O9cuPHeJnsrJoOZCFFmKfsl9sm7ZbxA30Dv3eb48fSM5qBGrJ+KnPSFzgfPJZwvpbtXYODw/NSk0mkwY7vvzyywY70+JeWVlx4kmXPYsWHQsZi7iwug/P6/h1Oh3nnRNyZtIFMlIJITJvqAphqH6/75R+IlLy1FNPichJrJ9aiP64qvC3m5ubTtULJm8giYzjoHNkOBw6cBzjX1U4bn4ANeM1VQj7sXAqLTjGr7EvxWLRmYOMRWbs6TLrhha673bR+7BAMWF4vkciAGyztoFVZxjXyVRyIhKMpyMhiuvJD/APJWnwYVhtD10WdE89ipzZg4/CzZ9QJCeZDnQ2m3VwffoqaIqT2cj76GKj2a/PFnGhE3/T4qGpsNXKyopcvXpVRNyAd+Z+JJzb7/ftMzd+bmT+wcfNggdc6JAiQ+vw8NAOa05ijrkvZDkq3MZNXkQcOCmUgYKLYTQaOe3X3xaLxaWQpgqhwv39fYeZycrmhHm1Xwy7WJZflMLNrlQqOYtcv9/c3DQfZbFYdO7vv0t9FoWlazhuIu6GzMNzNpsZ9Fqv123M6N8hJH90dGSKWKVScRiS9GOr8lUoFIIMPWYeSiaTVi07mUxaFpyDgwMndILMPe1fs9l0YDcqd7rxciMk64+HkQ8t8lnc/HlYkwvAHJVM4h2Ct3kAkY3b6/XsPeXzeSd4noxpbT/dGoQiWU6Na4nKF5ONMwSj2WzamBeLRWs3A/Ppr26323ZPsq1FTkOUKJxLBwcH1t9isWhjdXx8vDTkRPtTLpeDYQv5fN5h975RiVBnlChRokQ5V3JmLT4yEmkp8HvVUFOplGlXTE2m1+lvl7FACYvRUR26jz4vJEz/pSVBqtWqaTYkmbAkjZ8CSzWq1dVVp3oCY9NCwfX+51DbGfvms+gIpS0LxFYr5v79+0ZKYKwfn8Wq2P57ZEyiz0DUa74TJChyysB74oknrIqEz1SjZa3EpBs3bhgpiO1eNk/8GCRfE9dr1GojU9TPdRrKZUr2G614FT8Indacau/37t2zfpP04kPCDOhmrJZaEN1u1+Zvq9WylHLVatXJ9k8mIceGhZdD7aeVShSEJC9aVbSYWbKpWq2ahc30e4RGafEVi0UHCWCcKOF5LeS6trbmjJv+dmdnx8hruVzO3i/L7mi79P5cQ4y/o2VE0pOSW2hpUhaL05RlzGVaKBSccWfMoAoJfWST0lWifdM2h/Y8xvFxLjFukX2cTqdmxR8dHdkcLhaLts+1Wq03hdl5Zg8+XTyELkejkcOgY8CkCjd/Cv0+fEki7gLVicYNgocOr/ezl5BWru2vVCqWgy+bzTrZXcjW4rMU+mEALXMvavu0LcsOF7IZKfTN6Xj6MBOhSJV0Ou3k5OTfQv5Hn0GqGwchZdY544Hrs3RDCy+RSJh/bWtrayktmwef+uDu3r1rG5+fmUKFoSv6e5GT90g4hu1nEgNCozzgQgH4DFHhNfQVh+ji9FXRR8P5zbyts9nMPi+rPJ9InJa8YcL1xeI07ykPGvqSFgu3zFRoE8tms7Ym6PfmmDIgmuuGm+Tx8bEpX3wP9OtxrqVSKdt4eaBwvjNgfH9/3xl/VfpYn44K+HA4tOdev37dUTBUqBzV63Ub56OjI/NF37171/a8brfr+P6YV1O/bzabluid696Hpqks0f8cSszQ7/edcBz64DjH1F94eHhobWOyB79UVCh3KJUoHpqPIhHqjBIlSpQo50rOrMVHDZypkVTDPzg4cDSSZRIKAGYQL78n84kMs9FoZNoondaEXvl5Op2a9TEajRwiAvNhknhDDZKWHYs1UnsOpXPy4xBpfYQgFUIebAMhOLaH2i2vXwZDplIps1739/dNK+WY8zMJObTwyHJkn5lCjfehBs+xms/npmFfv37dgdJCabaazaZBfmQ9kjhCoeXIz35qJsZsanIGWjWcJyQ/+P3hWIg8zKIlxKdWx9raWpD4s7e355R10nm3u7tr7+3SpUvO/GJ1Bp8JrO0JVYjI5/P2XMZ3ZjIZaz8rodM6y2Qy9m9m/mcQOq3jfD7vkM4Izy9DSkKuA0LRy/YbIha0nvx7EjHSz41Gw4nNZE7UZcQubYdv4eres8wlMxwO5eLFiyJyYlESqldLk1Ztq9Vy4FBtz9ramiVsuHDhggNZ+4x3bZt+z72WOZIZn/gocmYPPj1cDg8PHSxYF+fGxoazOdNXEQoBoM9usTjN8uFTnxnIzMNID1xuLkzszKS3IhKEKwlp+ni6in+YajvX1tYsl59/6DADBZPVMveiQjzMmckgUv2b3ocUZ0KIPLB4mDJAl7CnwlUrKytO/sFQAl+GGHAjI/uNVaUJFWqfRR6GdrmQFJo5Pj4OsivJqmVuVcLa/X4/6Efp9XpO4gVS4ZnnkW1W5Y2Zdsg+pPLC/rEcDxUHfVeE55nYgAeKiDgwvL6Tbrdr82Vtbc3aTgjffyehsAKyJYvFosHqk8nE+l0ul4P+ao4Ns6zQb8ySYlSOSY+fTCYGb2u7dTxD64/hCSyvQ/Ym4T4qWcyswjbz4OPBQffFaDSSH/3RH7VrtD+tVsuexVqIvitG52C9Xnf8myEWOZVf+os5x46Pj4M+XF7T7XaNwUvGNPcn+nwJgVIpqtfrDpchVHrue5UIdUaJEiVKlHMlZ9biowan2sNgMHC0fZrNLKj5etWYRVwoz2d1UvS3+XzeNBI/07paELlczu7PQGKRU0skm8067aHVQ0al9t2HdcjQWlbEUbVCBu8vFgu7J7O3+/kKQwHDZGASPvWLVjJVF3PwEYpS6fV6DnxFNhiZaiq0NGq1msHOdORTgx+NRjY+PvzHNquQ2OPHQnKMQ+iB9sdvWy6XCwYAc3z4XLLfeG/tN9NbMe8lrTfGqtIyYl9oSbPgKdmVhKRoiQ4GAyfmS4Wpxmq1WpAl2O/35YknnrDnavuZCoxzYjo9ra7earWcNFl6/eXLl22+F4tFB07Vz5VKxZi8169fdxIDcB0T3dG2fetb37J3WC6XnfR1JJDQwiVb/PVcMCLuHpbNZg0d4bwplUqG9KB2ZisAACAASURBVDQaDYcdGspvSYuJeVP9QH4iGa/HANfx8b8TcUk7Phwbehe0dhlPnEye5uJldY9HkTN78HHjY3C3DjxzSGYyGSfrBTMm6EAzKHg2mzmQpsJAx8fH5s9IJBI2EdfW1uTll18WkZOFpIcdEwuPx2Pz1zDAmROOVbwJD3KS0NdD6nun03FyeJKZyd/qRjgej50MNro5z+fzIOxGmIzwLHNO5vP5YBYMQr5sExcJKemk4DOIOpFI2Lug/4YZcfr9vpNzlYcyfUXcyEK+Dt+fRBhWxU/i7Idq6PdMUs2AYW4c9PkymNl/hoi7kbFSNjcQvUen03EC0pnEnaxCKiAM/QmF1PgKoI5xt9u1DC08OAaDga0J+hYZ5N5oNGx9UEkkc3ZnZ8eYk0xm0Gg0bA9YXV21Pm5ublqS9Y2NDSdsiJu1JpBg36kYMBtMv9+3vmh9Of0tMwCFEgiwcr2fZCIkvs+csKe2p9fr2Z5ECJF7DBVYEXfd6bxmXlMqM/P53FFaQ4qhtlXHSoWQvx9+Q78q/dRUKpnAnrwJVVQeRSLUGSVKlChRzpWcWYuPotbE+vq6BdOurq4arOSb4nS6q7VAbYOWVCqVMg3yxo0bdn86jJntXUQMgmHaIJZsWV1dDQbCM66N8KyfSolwCdN5hYLTKbQiGVPmB2KH2jCZTJwUYbTalsHFoZRDPuOQli/jFvWeDx48MPJBJpMx4k2323VSfoVYvj68soxdSgmx6/y/k6xAlq++336/HwxgZ9B6qVSyeUJrzU9WQIjbv5/IKfznkzFCaepYWXt/f9+xEEk2YAIDjhPjy1QGg4GTa5ZJGvQ+GxsbjruAxWFZKUCttsFgEAxuJ6FsOBxaOxgfRwLRfD53qqDQKuEYMidkKN7UZyITLSBhI2T1lMtlC1on7OwTtUJrloSpZe+fyRgYbH5wcBBkgnNeEz1inkyfXKbIEOeDnzBB9wa6cTjOJPD41mIonnEwGDjoFONGfevxjciZP/gIJe3v79tB1u12nWS4hJ5UyLQkvMKNPZlM2gLb2tpyrqF/TRdtIpGw59IPkc/njeF07do1g3WYjHowGDgBpbqhdLtdy/RAKrN/ILJtPNR0cdIXpr8XcQ/ByWTiMFGZE5CKhLat2Wxa+8mYpT/Oz87gM2X1Gvpt9T7r6+s2hix/Mh6PnWB25mIlJESINXSQ+cm6ec0yFiiFzFX1PfiZbShkE9JnxfJY2nfOSV+0ncxj6WeP0e+5EekGwtyPlHQ6bW2pVCrOgajQU7PZdA4/QvI6Ty9cuGBKCqnshM8PDw+dDVnnl+8LY1/1e8LzfugR3SA6Tzm3eH/fl0e2dYjVSzcCFRP/8NLPg8HAycZEvxU/q/iscJbSYkJ9QsG6prmGSqWSc6CQXcncrRyrl156SUTckJ3hcGhjSIjV94EzYw/hcV6j4id+CCkeNDguXrxokPWlS5eWrq3vRSLUGSVKlChRzpWceYvPFwaIqsZQLBbNbGagsYgbTEvtjRqhaiSsZs4q2PP5aVX3arXqaDD6/XA4NOuD5BCy6NLp0+KthFEYl8X4K1p8ZEguFguzkhhrRssrnU6bldputw2OSaVS9j0rFJBBulgsDPJdX1938g4SruR40iLz0xSFhFAq05cx7RFhW77HEPQq4hb7VKsjn8/bZ15Lq63X6wWD9Pms7zZ/IK17koh86EifxXfKdtLK1vuGLFdacNVq9TsG/zLv4jKojey76XRq8+Xg4MCBy3TNXb582QgJBwcHjtXAoHjOa46FXtNqtcwiKxaLQdalX7KG1q5eM5lMnGQAKvl83qmawr8RptPnkiHJcU2lTitN+ND+Mngz9F7I5FxZWQmyeknUImuX0OLa2prFY25ubgbT/u3s7MhP//RPi4jI7du3HfYxmcA6/kSO/HXDFHChwrhEmJhajUKIvtvt2hzzkZI3Kmf+4OOGwArT2WzWNmEmihUJVzvmpMnlcjbhfNiTQbY8QBk4T8hGYY50+rRqcqfTcZiIDNqksC96vZ+AWPvoB4lrf32GmUomk3GyVJDeT7iEYRrM+KCfHzx4YIeyD3WGfJE+pT7kF/E3BW0b/TfFYjEYLO/7Kyn6WzILGSTMoPJEIuGwAENVz5lQeDweO76lkNAfs7e3F5wDvn+ZGzQPa/5W7x2C3cjS5WaVyWQcxq4Kw1l4CDL7Cmurca1cvXrVNther2fj8I1vfMMZO1L0dU0Q2k8mkw5cxrnMdcxDn8kD9D5+smuOFd0I2s5er2eKnp85KOT75d7ADZxlzRii5Ie/hHzy/H44HJqizXJCzBeq/dE20H3Bd6f38XO36nxfW1uzez755JOm2CpbXeThUlBUBtgGlvmiK4DKAN1B2mZ/Tes+dHh4aNcTen0UiVBnlChRokQ5V3JmLT5qxapFMzUSYaJer+dAeaqRMK0SU+QcHx87kKMKmXOEFqnJMcefL0xNptYWndkiLoONzm8+i32nFq79ItHChyFokYXIBNTyqdEuq4DAMic+XEMNj31kgHTIYvItL0JjoVRstJIo1M4Jh9ESZByin+iAcGuIxbqMwMPAc44D48FKpZITu8eUTGwbNeAQC5NWg/+dL7QCqDkzIJj3TqVSTkWI0H04N2mR5XI5m+MkivB90rrMZrMGh+bz+SDxQ8dWx4YuAloWtGxDaEoymXTGld/TTRFiJ2offOF69VOQse0hKNK/p7a1Wq1aAV8/OF3HrVAoONXel1XoCCUiUEtd288Cvsy3qZYX4wGXMSs5huz/YrEwlGI6nQZTCfoFn5lekfcLlSn7XuXMHnwMQ6DvKZRQOp/PO5WJ9WUcHh4aBMAFX6vVnCwVNOmZ0YAQDP1By5LAknLPKuoM6FXxFw9hOpV8Pu8seMKzhEBVGEg+n89twVy6dMkpCaS/9Rcq4UEdH+ZHpTCs4ObNm/Lqq6+KiLtgVlZWLLMGNyMy/3hokiLPhZ1IJJyDntCliu+b42EaCgNoNptOxXbeJ9RHH1b1fT56jfYxn887YRch/wcPJx4w+my2lwH3y4KXeYCLnIYB+QkSCPlrTcKNjQ3nQCTsSqWM2X304Ds4OHB8giqTycTm2mAwsDXtQ7WEllUhVYhU28w+MpdtyLfMBAk+rM5xY4mwEJuRihXXK9/hbDazfoVCXHzhXsJclz7jkSEqnNehhAesWl6tVoOQKUuKsVr9zZs3LTNMq9VychiHfI7MvcmcpZwPnU7HYaIy2YLOH74vZpJhSNOjSIQ6o0SJEiXKuZIza/FRq6eGrM5pwnpM5cPM8tRORE610XK5vBRGo1ZNC0vFh5xCUBthGj+3nX5fLBaDAaipVMosXKajojVB7Z+STCbttySiMM6HVeZ9TS4EvfqaK9ugKZ2+/vWvy7Vr1+z+ygJl4Lb/vBBDkfkH+axCoSCXLl0SkRPLQQlI1NSp/XM8/VyERAxUu51MJmaht1otm2NEFXzLgfOTGjnhMKZEY1FVtcSuXr3qWAkkT/iB1iRy7OzsmOZPEoz/fPZZf3t0dOQwJ+kuIAlEy9YQEiQRJZPJOCQEErKYi5TvhGOp7WNcWLValfv374vICZuYJBCuFZKzGFjNFHeEATkOupdsbm4aK9yvnhGCKP24Nv2+WCyahVIoFGxs+/2+A/8SudF5l8vlHOZyiAxDsli1WnUqs9Ny1PJZrVbLgdP57kg0I/mH+yIrooRS2PnuCMZdar/8xBb6XqrVqkOI0/aQTOUX936jcmYPPgZ2Mmcm6cUMFtbBog/OZ7aRqRaCwrhoL1y4YEHoTPjMMIRcLhcsG8NDmdAM8etEIuEkmiZFWIUTkRAJQwD8pNC68HiIHB4eBg9K5g5dViqIigEDyQnNlEolZzMiw4ywKn0Y+n2n0zHWKIVhKfQVMetLPp+39jOJgYib3zXUhkQiIdvb2zbOujhXV1edTTM0/vTDMjOPDw8ReuOC102WvuZKpWJ9IcMzxHhcXV11fKehA5lJzfv9vly+fFlETtYK4UrdAJl4Wdsm4pa50TEXOfFJ6fixnYSu6ZNi5pB2u20wcyqVsrkzGo0sEwuTV3Otl0olYyROJhO5efOm9TcU1M/3Q//21taWMy+Y8Yaizx2NRtbmZrPp+H71Hfb7fVMw6ff0/ZhsGzd8Qp2hIPfFYmHl0fL5vCmY5XLZlEEGrbNCPe+ZTqdtPty+fdva0Gg0zKXAxBXMkcx1RoMjn8/bPt3pdByehbafoWB+qIu2nzDpo0iEOqNEiRIlyrmSM2vxqebU7XYdDUC1JVp2hBl5DTVFkiUIH9C6oUynU4PyxuOxk64qlOKKZr9fVJREFGrV2k5alBTG2S2LLyLhgN9T2ybLiuyrvb09i5+hhbgsTk2fof9nuSVqsfw+BGEwcPfy5cvGyOU1hULBtFsWASVsNJ1OHS1fhQHs/rullqlwnt6L/dPPITYerS+OG0tikYiwv78fZOpqO0ROCCJq+ZJBGHqfrNRRr9ftfp1Ox7R9QtdM/8X+kBhDwobOCX0uSUn6eWtry+BnwlyMayPcfnR0ZNbi5uamQ/xhWj7tY6PRsHflB1PrGDebTYsrZIowxtmREbq2tibf/va3ReQkLy9hYVYK4JzRz5cuXZK7d+/afUjIIbklVOCa9/HXVsgq9FP0sZ06T/f3981qOz4+tuceHR051SX0t81m09YTWfCDwSDINK9UKkZMI4zsj4/fP5ETtEwt50aj4ZCCmGyDxCHmdz3XAezqMzo+PrZBJBxDlhjhFbKaCHlwYfiLLeTbajabzgsge4nMKgozRxCqYu5NHjRsW4gd1ev1nHYymJZ9VKiFSgKp+z5kp4cOoQducP4Byo06RPXnRkOIslarmU+CGTcuXLhg47O9vW0+NVZ9ZlklbYeIW7PNDy3hmDARNDcbfe7KyorcuHFDRER2d3eNlUqfIPvoh42wniM3eio/CiPSV8uDm9B3pVJxlBMmktbn6Hw/PDy055P1FwqD0DHT98C5RhcBk7j3+327f7FYdCB8/VwoFOwQWVtbM98c820yuXS9Xrd7Hh4eOpk6+H5CZZjIbp5Op7aBLxantSLpA6cvj0ro1taWHRYs1bSMBUr3yMHBgUH4ZEXSPVIsFh2FK3SfdDrtuBfoc1ZhflnC5D58rmzMQqFg86ter9tzB4OBo+jpHCBcfHx87IScaDsajYbl9mQgPKFL9pF+5OFwaD5HPzsO37WOYa1WM3Yx392jSIQ6o0SJEiXKuZIza/GxpMtb3/pWETnRutREp+ZBFiW1CrIfycQiw4mxbAziZgyXTyBR8RljJLSo5lcsFoNxf6yiXi6XzRJkmi9WImAc3MrKimmNJJZsbm6atdhut52ipGTIkW0Yio+jlkyGIUk1o9HI7s8cpAx+9ouxqiZ3fHxs19DqJNuP8T8ca75TWug+i1HfFy1uju1wODSNmZnxaS0S+nk9YR8JaYbSpvFdTKdTszRGo5G102e3irhWj99fIhkkapHUwXmk75zkKrLsWq2WWUZ+ln21sEajkd2/Xq8bLHb79m2H+UkiDV0Tobg/wvm0Rv0YzVB8GZmchMxpQWhBWhG3moNvSYViWwk/0jrzU5+pkHFMIlg6nXaQCQaes4+UZa4HvneuIVqRui6ZxMBPI0YLTp/Notz+WiQJR4XkpUql4pCsVHx3hLb59u3bcv36dRE5gWrPNauTVHPdoBKJhLGFGAw5Ho+DbM/BYODkV9SXMRwOnQBzQjN6cHCyTSYTWygMhRBxfY6hUhyVSsUmHw/EUqlkkI3+nvcTOdnsdNGyfhU30kuXLtmmQ/YVc+odHR1ZgGu/3w8yBbmpDYdD82/OZjObvNzYc7mcHdasPM5wCW7mlHw+b4rNzZs3DSaj7y+ZTNrhzkOfUBr9m2TYdjodazPnht5Lx0HhnpWVFfOvDYdDe9d+dh3SvrkRcAxJAVf/05UrV5wajvTn6vg0m03bgJiIQMeYoQPLAvfp82RpGCqJLC3kh/WwTwqLXbp0KZhIu9lsOgefwoB37tyxQ7Pdbts6o5+Odd+m06kDY5NFqWOQyWQM5q1Wqw6sru+q1+vZnCWsTl90s9l0fG06JlQe+W78jCgqvkK0zH+rwmB5wufD4dDxD4aypfDApVJJZrGfR1THbXNzM5igvdvt2nxqNBpWEqhWqzmHvq7FUqlk+4fPraASoHOV2bboFx4Oh45youPwxBNPmEFDePxRJEKdUaJEiRLlXMmZtfhCgc+Etsg8YykfWmP1et3ReFRru3btmmkwmUzGicMhHMr7q6aSz+edmLtQaZPpdOrEtOj9mZqMRAgWDaVVxSDr9fV1a3OhUHBSqBFG0/4XCoVgvI22T+REU2TlC9XOL1++7FjZ2rZ+v2/wZj6ft3dAeIVBzsPh0JzWKysrDpFGr2m1WmaBUFNknlVaNYSEeB+WgqKmTgiaMZucSyQTkPErcjr3GK+1u7tr1sVoNHISHXBuMC9oSAhRseyQyGkVdL13Pp93oD9C9cy3yvZy3YTyQBIS5D1JcqD1mc1mbT6y7b1ez+7z5JNPyosvvigipwQ1EZddSWRE+6btZGFkhdpovXa7XYfdzAotnJvsL6E5fT8kE/X7fQf+J0OZsC3TuIWEa4zldTY2NsziZxUGIhlkwOZyOQfBohWmkkyeVrjw86xyDElYYyC8oh2j0cghNdFdo+1nCSp/LwnNQz9m8Dvl/yTRjy6CR5Eze/CFzF0eFrVazaEO62B1u10HLmFSa5YzYXkSUrGZg48bNfPfKSzGvJ0MiudmwYwYhCcYbE4hfMBr+v2+PXc+n1v7t7e3jVbO/KKEe7hJEbLjJkJ24N7enj2LwdSpVMogLX7PNg+HQ6e0iQZCX7t2zUqglEolJ9Be+zKdTu37l156yXwy3MTJxqMP5vDw0J47nZ7WkBsMBg5TUN8FA7A5bn7mDkKBqnhcuHDBxsdnUlIR4jhTOB/oS6XipO1RuJp1BQm1sUI370EFkJsk88iSwcqNkTXaWq2WzXE/vEPvyTmeTqfl6aefFpETiF1hSa5Xn9aum2q/37fnVioV5yDQvh8fH9scqdVqjs9Zg9Db7fZDh4S2jeEVVNa0L6VSycaHWXb0HYTGVoV8ASoJPICYlIK+XB4cVNJLpZKTqUj3p/X1dYMoWbHdZ51ToWbYC8uU6T13dnacg16vqdfrDheA+Wvpl2RCC1VmuWcT9qSSzhJIbPOjSIQ6o0SJEiXKuZIza/GxnBAtONVmmHqJjMFEImEWxGQyMSf9fD53oJZQai9Cf34RWIpq2Ovr6045JP5dtb1areZYi4x9098Wi0UHNgxp1WwH4YOrV69aarVSqeRokLQ+WDk9FOs3Ho8duEdhI1rThA19UWtofX3drDyRU4tlOp06VeZVm9zZ2XHyr+pvL1++/FC1be0X83NSE9XPPitSNfVUKmWJEZ5//nmzKKfTabA8jz+GJKIonFev14PFTbVN2l9ajpwrjLMidEW4TcSFpGidMWUZ582y9+QzZ/lbBoATwiLspnOHsCrbyzFcW1uz9UdSBFmC4/HY5g5dByyjc3h4aGu9UCg4MLYKA65ZXd1PBabCvs9mM0MymCyBZBvuQ7TyfOuEMDz3Klri/l6hY0ZIU6/pdDpGgut0Omb97ezsOFYk3yPbEIolZBwwY3aLxeJSyFHvSSbwaDRyiDd6zcHBgVnfJEGJuOQhvT+LHRcKhfMNdRJe0Q1za2vLJkG323UYUYQouRnqgeJndiATj4vEZ2+JPBwCoBvv8fGxk09Spdvt2ossl8sOI4/ZOciQJGTK/JOEwpjgmn4avT8zvfht0rFqNpt2zWKxMKyfpUEqlYodOtz8SZenP4b5J4+Ojhw/l24ok8nEYczqAqavhWPf6/VskflJv7mBMlCdEAx9Jzo+0+nUAtWfffZZ82OS0bq+vu4sZh42VIp+/Md/3Nqq7E2y9xaLhVMKigHbOjfo12MQNcMAQkmYyXI8Pj62sfcPvu8EGY3HYxsb+orpIyMMxcQMfl5UbXuhULB3q4qdXq9rkRluCoWCjTGzvtDHm8/nHdZwyFc4nU6d/JCE8jjGTDygQip+JpNxoHTS/vV5g8EgOLaE/ui/Yx5cMsoTiYSN0YULF4LZp0TEFNt8Pu/kdg091w/GZ65UMuUZ8qDjvLKy4iRG4DxVhbHT6QTHn4pEo9GwuZ/P5+25/X4/6OqhMsMcrY8iEeqMEiVKlCjnSs6sxUdRLYSpc+gc9QMsqS2FNDM/ZyavDREbmIqI9/eDbOlgZskQwoBkdBFC1PsfHh461dspjFNTKIGWLNOsEfLI5XIOpKKa1tHRkRPfpfff39930kKFmGe0tth3P9iY8A2tZsIxoaoKw+HQieP7bmJ7SOCh1s77aCqlO3fu2Bhy/pDV5xMXtJ2FQkFeeOEFETmx6EOJFPL5vI1hv983yG9lZcUqCnQ6HdP4qTGTjKLvc21tzUnXp3OK5WleL8cq+6FSKpWMdbu6uuqgJiqrq6tOfCfZkoRh9bfdbtcpSxSC2siuZZZ+VpTw03ypFRlKI6h9JxlGoXrC/wy6J6mjUCjY++cYco+5d++ek08yJJz7Iqfz0U9KobJYnObN5e/8OOFlSTNCOYkHg4HNa5LXfJYvmbEqtGRXVlbMyjs6OrI8pTeQ49R3E+k9OX+4B1SrVSeOlkkmCH2/GXF8Z/bgI/NNhbRmMuJ8zH2ZqUy/iAorAVP8AFEeKKynxefqpt1ut22zPTw8dEISdAH7+Tl1I2MQN+FHXl+pVJz8icxqwr5om/1ga7LcmGdQNwveX+RU8WCgr09p5kLS9nBBMjSDh2kikXByBWqbi8Wi45MghKsbzyuvvGKMVvr46HNiiMRsNrPx39jYcKAfZlmhT5DQGOcDcxHqNZwPvV7PDgxuBJ1OJ5hRx4fkGGohcgJpUtHj5hvaNBlMTWZdKpWyuTadTm1zo7JG+J+ZNAjfkSk8n89tXtCnxrnGg4yJlwmfi5y6Aur1urFu5/O5fc9sQKTNc6zo+iBU6/sxWRmcrgYeFvp5c3PTCbpfphzRx86DgBCufs7n8wbP8uAmZM7wqePjY8f1EQorYHkgQuY+E5XKEg8y9bE//vjjphQxYX+327W5WS6XncMrlNWHiifn5Gg0MgV/OBzab8k0fhSJUGeUKFGiRDlXcmYtPsKJqk2urq4G4S9+phZEpy8ttVqt5uTqU6EzmBAirQ9WWaZG2G63jSzBoNlsNmvxa41Gw9I5sY++Bkl4iCQc1eSKxaLjvA/lEKSVt7Oz41RmDwXj+wxK3otEC74XshBDGdV9qDNU8YHWkJ/2TcWPrdP4pXe/+93y/PPP2zXq8Cd5iRax/k0llDSAcZ2z2cyJ19N7DgYDJ86R7WT6LdWeyZDjHNNxEXHzo+rz2F5aSfwdPzOukcH9bONgMDAreWdn5yG4UK/nZ1oEfG+MRyNcTQtRNfler2ft8ecKXQq6vkejkQXAb29vW1xYrVZzrM6QEB0hbNzv9x14k+Qyxq+FoH3GwTEWlunCaC36LFDuQ7o2W62WQ1jinqHPZdwig8r5Xmj9kaVJpjDZlLR8iagR/qXVxj2jUCjYOyIDk0gCoV0ic9w/rly5YvDpxsaGta9UKr0pFt+ZPfjIUtKXPRgMHEiNEAbNe+bFIxxDOrouSDIq/YOPGLpmkTg+Pg7S+yuVirHW9vf37bArl8u2Oa+trcm73vUuETlZhDqBisWitc1P5svPurETPqB/kBtKOp22w5H1sTi5RU4PSG6kzWbTDmgupHv37tlmRIWEOUX9YHMy7cgGI2zHDSz03v2D78qVKyIi8o1vfMNCCe7fv28+NSb39v25fHcKjd64ccMO0263awlz79+/74SZ6IFYKpWcrCV6CNI/SMYkYUFC6P67o3+FkLi2m2Ojba9Wqw5jkOxaJj/QZ1YqFQfS5jtRP2S5XLaDhmE9iUTCOZyZg5GHgspkMrF/1+t1B8rjvObBTUjz3r17InKywer3PhQWcmswU00ikbAxoT+UcO5gMLBrSqWSsyZ0X2k0GtZO+iKXbdTLNm+GUjFInz4yKkocn/F4bPO93W47Bx8Tq9P1wXJUoYTYPNyZ+KHVajlhRlSWmQBB+6LvR3/Lg5LvXdu2s7Pj1Ntk1XgyVt+oRKgzSpQoUaKcKzmzFh/JD9QIVWiJMAZJ/ybiBvemUinT5Mrlslku/X7fLBdfU9TPhK1WV1ed+KQQO6pYLJpVInIa3H14eCjf+ta3RMStJiDiMldD+T/T6bSTvZ+ECrVGh8NhsBBmIpFwCB6h9EC0mp944gmzOEajkV1z/fp1+5591/tqO/X69fV1c5Cn02lzZg8GA0cT1evJ5GRsFa2kZWQewtG0Sgh307Kcz+dy69YtERH5l3/5F3nsscdEROSpp56yNvssPf6WxCof7gxJKP8nv/eTFvjB0pybw+HQLNHt7W3TusvlskO8IgmEZBKiIHw+g6afeOIJETmJxQtZJYS6x+Oxk66P7M0QscQP4Feizmw2szmYy+Uc60z7SGtl2Xj7KdE4X9RS5v0Za8YcwIPBwKye3d1du75arQaTBiwTvjt/zYSYlqlUKlithe+U8CMTCzDGk3B3LpdzCHQhAg/XIq1+VnnY29uz+5Nhy7nBHMnMB8u+EI1jFfhKpfKmsDoTi9DKPQPysz/7syLiTho/yTAnHaEkXUis9FwoFGzSk75MP5rvE9Rr1tfX7XD0a6tx49VA02QyaQvm9u3bsrW1JSInJV4uXrwoIiI/93M/t3TSE/fns+g/INZPphdF+8XDfTgc2oSezWYOE4ssR2Vx3b171w7xVqtlk7JcLhvrrlAoOO1RYY5T/o3wox9UrBtPt9t1kg4T5mUwO8Nb9Flkw+rf9P4hJapUKpliw8B5f27o/CFbjj4hf0PmnNS/lUolJ0FBaG7T98oNgWOr9/BzWuq7rdfrQQi52+3aHNzf3zflixXP+RdqVAAAIABJREFUy+Wyjb2IOD5Pfc/b29u2PpjtxC89QyVEafaDwcAZK/oH6U/kQcm+0O8dOoDm87kTFqPCdeaHHahiWKvVTLnju81msw6P4LsJHeFzQ+xTBrYTzqdbhvlLuef5Ch2VdPoK6ZMnxM5yZ1QweCDqGNJnTt8lx9xPRq3GwWuvvWbPYvIPJrE4ODgwpfjixYt2QH/5y1/+rsfYlwh1RokSJUqUcyVnHuoUeZh5JPJwnkGKaqLU+sm0ZOBot9t14q9CeeWoCdGaIEyzvb1tGi3vc+XKFQfeUIf97du35caNG3bPUKFK7ad+T2iDWiDTZDGVGX+rFhMJQoQxSewheYZxhWTdsZCkX6qEVjNjCUMsQLJV6/W6faZWyhgwWpG0HAnzvV4sJ9mKah1Vq1UnOF1lMplYf3O5nBPzps8lU5BCctFsdloBfXd313Heh4KTCXUqaaDVajmwFTVwwnqcy0QLtH/r6+vyzW9+U0REbt26Ze+k3+/bb1kmazqd2npibKLIaTo11dBVuP5YONpPcaUSgt59qJ6QP99JaD/QdvviW2m8v45ns9m0dez3i+jCG5X5fG5zjGno2BffkuK/ub5DfeP1jFUkOYplmPxkHxzPULUZ5gUVOYVuu92uQxDSuXHp0iVzHTAfsJ8yjixWIgBvVM7swcdcb6HMGBRujLVazWArJgf2A2V1QW5tbdlnn7XGA07vwwrg9C1eunTJoffri3/rW99q8N23v/1t+drXviYiJxCVPnd1ddWpxs7DglANM7EoNNDr9exzp9Nxqq7r9UyO3W63bUH3ej2nOjyhHIUhstmsjedTTz3lVLzWfrXb7WDIAGvk9Xo9p4wUN25WP1dJpVJ2cMznc+cgJhyjz2ItRR824hzQZ6ytrT0Ed4qcwH/ar0wmY5D1wcGBjQlh8LW1NYfJqfefTqf2mWxC7YOIGzbATDhUrvQ5ZG9q20ROFBlWPNdNlQpUJpOxd7izs2OsVfrAScUfDAbOO9S1xVywZLkeHR3Zs2q1mvlv19bWLBH4Sy+95MDb9BVyXfqB+ypkCd6/f19ExOB4HT8eZCGWI8OG/LAS+sUIsbMd9KOxsjxdKCqEBNn+bDbrsKG1DX75Hr4XKiH6DJ9JG2K781lcTyyhtlgsrF/kNRCm9hNTsy/622azae/jwoULDutVDz6ficpAfhXuGY8iEeqMEiVKlCjnSs6sxUc4KFQxgUINj9rqYrFw4EoGcTJ/Zqj6gP5b5ESjYgygWgHUVHynLwPD9Z7lctm07el0Kq+99pr1SbWqYrFoWpSfX4/Qn2pya2tr1hfGHdXrdSvTQkuhUCg46Y103Or1uhPUzzH3KwWokL3HcViW7kwtExJXfO5VKBWUD8OG8qb62jVTnPE+TFsXij1jhYD5fG73KZVKDtNY3/3h4aHB19Vq1cmhqkjFYDAw6+ixxx6zag6vB8n6QviTWv3q6qoFAjO5wnQ6dYozszoHtX2mdlPx83Ay/ouB22RAs518VyxRRSJViOHJtHaEjwnBMaWcz/ImTMr2s48hKJUM4uFwaNePRiMnlpRWjJI38vm8pa87OjpyXBAhGQ6HDkITYvvSLePPaxKpQoQTytHRkROTSssuNJ5EAMgapXCc6Xao1+v23lutliE0jUbD9pULFy7Y+11WRcaH69+onNmDj9R33dhzuZxz2PAF6CRgklPCHGTWEb8mQ6/dbjvMQOLppFkz6Jh+qxAWPxgMHKhIq1Pfu3fPDr6LFy86SZIVauOBRYghmUwaNMeNhZkUms1mkP02Ho/t+0ql4igMIZq9joVeo23yS7kwSwjHlqEK2l+Kz0oN1eLiwTebzRwfD7PokEUZqifIsAgmXE6n006ez9CGzs2FdPNsNitve9vbRMQt9yJyutFznB88eOAEhDOfI8VnH7LyPGHMdrtthy03NPqlE4mEExDPsAUdv5WVFZtLhHKZfYUbL+cCN0OW3RERS5ygYyviJk33+67tXFtbc9aQ3n80Ghk878ObZDySdcv8mSr+QUlYjwxrzimypFX5nU6nNm7z+dy+73Q6wcOIvmsyLemP4/taWVlx1geVcbYndOBWq1XLJsVwH7JSM5mMwzgO+dfYzvl8HsyDStYza0dOJhNbH/fu3XPCsFR54Jrn/vcoEqHOKFGiRIlyruTMWnyEodS6ofOVGpuIOCQBstxUfFiJDCr9zHg0FgxlAchcLufExLHyO4WxTCos8Hnz5k2DIl9++eVg+RmmK2Jx2FCuR5ETLVM1Thau9ceTMWLUaJdZH7S2qO0RcmIMIOEqki2oeTOolZYJ3xmtHr47wmO0TKhJax/9pAR+QLCIy0jjuPnvlNYiNV32KwSHdrtdIy/52i1zzy4bB19SqZT9jrGefr5V1cAJ4ZOgQuvmwYMHRoxqtVoO/E8mrF9yxu83WcClUilI2KAF4cfZkdTDpBFsgwr3AN+CY0IFxq+FcuL6sDrfLfcSXs/1pJ+r1aqD4pCJrMJEGiRqMdC71+tZrOX29rZTpox5L0NwKIVziPAp4Wi2jfA1GeK0BEmGqdVq1h7C6ezL/v6+zStWY282m5Z4Y3t72xlbnT+PImf24NPJMZvNbDMfjUYOSykUHO0fbv7LFzl58cwtx4woehgx5+dsNjOz/Pr16/bcdrtt+L4+zxeGFRQKBWO5/e///q+89NJLdo1WKr948aIlEaZviKVKyIgiA5PMv2w26+DonFhkb7KmHseBByIPFMIiodJI9IdyDH1YT68fj8fOJh7KZuNnAGFeUDInCQUyFysPI7aB8JYutkuXLpkPzvcnM1sLEyCEIHTOw0ql4jDYCCfpODBUxH+Wjg3DUHiA8vCk6HMmk4nDBqSvmKKwJBU0buzj8dhZZ6Fq7Llczu5TLP4/9t6kybHruOM9QGG4mFEo1NQsks1JlEQ6ZCnCliI8Lbxy+AM47KW/mTf+Hg5vHCFZkkXZEimymz2wuiagUJhnvEW9zPpl9oEosrl49frmptGoi3PPPfcMmf/8Z2ZZ56BnnEpoSK/XM/0QBXOxWOjaIv0+hDvlwSex4N8JRVNi7MdYOIX/7Nug4sz9QJiNXFs8dOjHZAjDdDpVZY1Q38HBgRlnhqjIdWdnZ8qJ8FAlDzuRYrFo3AX0hzJsi5mCyFyV5+10OibpN33HZOfKvX/2s5+FX//61yGE2/fORBoiDH5/FUmhzlRSSSWVVF4rubcWn2gkjUbDWH8iPuXQtnye/D+LnLLYK9tlEVJqooSTmB6Imt+24FvCK6zQLaY+U0RdXl4qOYAxjGzfB52SlRWL7WEVAFp2hIEYYE5GIq05QlqezCNSKBRMjBOtGMIlIh7SI1NU+uCZottyb4owSN+nKWMsGTVUsTTOz8+jrEEvfPZYblUKLSXCsEwLdXV1ZUghhNukDcZl8pk8Ccf3PZPJGOuf7EERz2aOwZuMZ53P54qaMD6L1ihJKdVq1UDXtMhiKbnK5bJq/iy665MlUGJw+Db3iH9PsZi7bW1vE1qCJNiQWELLixYcYwYZO0lXQLPZ1GtarZYmIvjwww81XSJZ23wmokSTyUTh022wokfOyIhnm7Fx4X7sCXqy5z169Mi0GSPTvYrc24OPmyehDe9/EuHGyFIyhBtkcuzv7+uioonODV9+LyLfk/JfLpf1QGFyaeb4I4RF+INJm/P5fPj5z38eQrjdUMQfNJ/PlY5Mdh2FjMf5fG6qGtNPwyrIzJnIzDPMfCLfz+dzA5nJRB6Px1tzWsohPp/PTdYX6b+v30d/A4PcY2WJ/KZHNqFsxDzUCKvKM4dwCykL1MJ5xfdI36I/XGIZKOjH9HOVfkN5Rg+HCnu5XC4bVmIIdh3wMN/Z2THlkihkNEvbLEVE/yc3bWbEYZYaKg6EmUulkoHFWA6J9QxFqAAy0whhY15PZaFcLkf9ff65qTByrERms5mug9FoZGj89D+Km2U0Gr2kcPr2ZbxCsHvAcDg0kDUVD2mHh8Du7q5JhEAWrqybTqcTHv6/mZ+63a7JlSttcS5zfywWi6aMG5VijiGVR7pBtoU8kFFMg0DaL5VKun9y7/TQJpn731ZSqDOVVFJJJZXXSu6txSfxJ0mSqNblYR1qMWTxkRQhmgpTWjFwNJPJGO2TVgY1S5JA+Fu5fjqdGgczg1RZLV00oWazGX72s5+FEG7TpjH28Le//W0IIYR/+Id/MPGDMVhhG9wgYyFtejah9EesMAaXkvhB8sk2NiaZorQKd3Z2jBVGK4mWM+McpRLEdDpVVp8nE3AOSJ8PDg60n7RYPKQl1ki/34/GPvG90wKR55frCUtSeyY8y+fzFbDlXrE0brSI5V21221jeRO22lb1IBa/RmuR7EpWZ6CVx7nP+CyfsV/mEVOQzedzZfSdnJwoCevs7Eyv39/fN7GkfF8x9jHL3/i1SEskRsagBb+/v29SnxGqlXGr1+tageTk5CTqcmFgu4egY9arZ2bKfUulkmFMc76LkLBGy1H6IcJ5wjkea5OkOQbvU2jV8reedMZ5xTkuayKbzeq+uLe3Z2JtOYZ0j3xbubcHn8CVPMjW67UumHa7rTkBCYt505oDylIl3IhYJkQW6nw+N9kcCAPGan1Vq1Xj+5M++2BMTgKRbDYbzVTzq1/9Kvzd3/2d9sfTrkXkvpVKxQTE0p9IZhj9PYQz5JCaTCYmMbFAEWRdcqGS+Ullg/knCSFzbHn9bDbTyvU8rDOZjMlvKP1cr9f6HlkyiZsAlSXvqyBsR8o7D2iWh5FD0/s6WdZF+uwZchxnijwXkzPkcrmXQhNOT0+174SJvaIn75yHI/1c9NnNZjNdE0wUzOB0vsN+v6/3pt+NFH1mTmIyicPDQ53jZ2dnxpdOSrx8z9CiwWCgfWAYDaufc2NnNhJ5fnl2uabb7arC0O/31b1AH/5gMFCWJpOyMykFlaNt4Qbz+Vx9WywFJeMufZQ+X19fm3Us/feJ4anc8TOvlzFnDkwqwdvcR5zL9L1uC3KX34TwMkwqh12hUNDxXCwW4dNPPw0h3O4rscQhryIp1JlKKqmkksprJffW4iP8SPNbNLMvv/xSgzxZOoWBzCz7cXBwoKY1tRxPbqFlFIOKPCONzmOfZioEa0F4JiFj4uiMFyJCpVLRWL9Wq6Ua4TZok7AFneK9Xs9oUdQOxcL99NNPTaKAL7/8Up9RxtzDjAzwp9CSEvHwBS0swsh81ySEUDOm9S1W0LaYKw/NEPaKxYF6Uo1YZK1Wy6TOk/uyiC3HpNlsboUd5b6j0cjAm6wG4q07kjp8AVYmNiC8Rqs0lpzAjzWtxdi8ZtHb4XBoYG8SKmLB/bPZTOMjaXkxBdYbb7xhqrqLFAoFQ/YhYzMWd0crjAQSX+KHwmok8luOZ71e15yorVbLpAPkGMr3ZKMXCgW1bt5++22DXnCOx5JJ/LF4w23JPERqtZqOeavVMmMSg6npsvCQJ6sw8Bn5HuU3ZKtyXrGSBQPkPUHsT2HQfp3c24OP2T+4acsE3d/f15dBSIXwI+ni3W5XoarFYmHyKBLS5GQVmICwAuuB1et1U7OLAdQspSS/JQWcE7VWqxlWljwj/VxPnz7VA6jRaGgAMLH1bPYuOTP9dAy7YN+Wy6XCmEx2/cYbb6hftdfraUDyfD7XcSPcl8vlovAHK1v3ej3jFyNT0Cf79kK27Xw+1/EplUqmhpyHOEUIdfH90j/LfvFwkPYHg4Fev1wuTXkmgXJ4SDBXI33Hq9VKD8d2u63jz0DfwWBgEiPIdzK/WLk7m83qeHiom2NB5izhQR6m9A3x4JM29/f3dSNl2E2r1TIQeCykghR9lvOq1+tm/kp/WBmch6mH4PiMfC7CejycPMVf+i++PFGmQ7D+0MFgoIklbm5udH3Qj8ZNm4H5i8UivPfee/rsVNbk3bXbbV1b2w4+PjOVdGaTooI0Go0UziVkzSQTLKXFg4zuICqe5XLZQOgxBYb73HA41H4ul0t1T0m/5bfyjOPxWPe2V5EU6kwllVRSSeW1kntr8TE9l2dRyd/JThSNx1uIjC0RqJN/p5ZeLBYV+uv3+0q0oMbOTOiEED0zULQcn9suVliWQihsPB5ryZvJZKL9Pzk5Mfn7CF2yGjutYEKsImRlbTYb1eAzmYxaxyRA8Bmn06mpxk7CD2FDeS8ch0wmY2IAOSYxyIakARJUCOf559pGBKL1R2IJoTUROvUZC+nHIlZGites12u18kja4T23JUDgM5F0wTyKJA4ROpN+8fpisRi1Cr2VF8urOplM9L3VajVjEZAdSshO3u2LFy9M0gjpM1EAP6Zsk0xbpqkT8RYf53UsP+d6fZfTN5/Pq2Xkx1zGhBXqGYfINslI9K4Fvhf2U66jRewTYMT6QzLazc2NIerEmJxM0zgej83+FNsvaX1zntA6Y//8WmQcs1wzHA5NXLV8T7So0WiEp0+fhleVe3vwycbOScMNkGywTCYTtgWs0n8kC5VwzHQ6NXXLZOKyftxsNjP59UTOzs7Chx9+GEKwG76Hy2IH5Wq10o0pSRLDNhSIdTgchs8++yyEYCGVXC4XPv744xDC7YKRDcXXY5M++wBw+kJiCXzl+UO43ZwJ+cpiGA6HCtPV6/Vo/sxWqxXNP8lJ7+npMRhls9kYHy7fNTcgLnjCT7F5wgr13ER8kDY3XPoHY/5LnzmEm0iMqeYPW24iPtH6trZZSiubzUYDn7mpk2per9cVxub6GI/H5nDk5in9OTo60v6Tll+pVBS+k7+FcJsRJ5YgnL5Qsl8ZUtFoNEzuVc949f2nkPnbbDZNdXWR+XxuIHPmseThyPcZO/hI3acSREVY+ir/kmnOEKjYwcf3y6QB7XY7yqgslUr6vPV6Xa+hr5bj5g87eY/NZtM8I+cb52dM2Sc02uv1zIEo4SR8xsFgEN56663wqpJCnamkkkoqqbxWcm8tPmow3tyXv8c0cGqVhPgImc5ms62lZ0QDu76+VjLJYrEwJrpoMPl83jAMRbLZuwoIDLLl9+xrPp83xAbRtG5ublRjIzx0dXWlliAz6dPq9MLxIYzl48qknyRSiLXSbDa1b8y7RyICLTKSiMjO9cVeY857MhG3pSnzsYzUPgkhxTRUX1VhW9WPGEkmNl4iRAQ4trFYMh9gLBKL46Mmz/bIVPQog7TR7/fVwmEVi06no1VBer2eltShRcBUaT6HYgwOXa1WhjTkLVX/mbAqP0+nUyX4+Lg5Wigx8fCmXPfixQuNI6NVxXZYZJbWNBnc2+YBA+SJjvjqDJx30laj0VCCzf7+vnHREBEhgU4s04uLC0V6aMn2ej0l5HS7Xe1/r9czFq7EZBImHQ6Hmi7x6uoqCo/LM/NfGSvGAcueyjJGy+VSLVy2L397Vbm3Bx+hKgY7y2TyVYG5oXEDYOiBDCjrqXFDYdBpoVDQzZCMN8KYSZIYJhazrzD4epvvhvCX+BOn06ky5zqdjknWLZO6Xq+H58+f62fZvFhDkPRl5kwkA5PPzgN6s9kYiJKJZZmdRq5JksQoAMxewkBnskxJayYMGwtCJnWbGx/fO39L9unV1ZWODxUPlq7J5/MmMXUsl6UPyqUwaD3my+GzE8IlLOgPPvk+toFvS+K72WwMm07uLxu5XCNSLBa1DBcDxqWfIdiN1LMoRbjJz+dzTdrAYPBCoWDes/SThx0Vt3K5rGPAEIbFYmHmV4x9Sl83FZzd3V0TkiLCA6hYLJr7cj5SOBeoeDC3aiysh9Ar2x8Oh7rOvFsjtmcw5GVvby/qYy0UCiYfrRxAlUrFvC/ZM2q1mvmtjJXvA/dOfsdDn/5QGihM1i3szT/84Q9GqfguDr4U6kwllVRSSeW1kntr8YmWMJvNVMsZj8cmHmpbMG6sHcKV1LqpPTMQPkkSE8hM7Y1QhVguzF0YgrVY2TfGIJFYQhhChJZIkiRKUphOp1rQ8fDw0Fheokk/efJEYZ3Dw0OT91I0KhbCpOVFayWXy+lvf/SjHynjilYwU5x5YfwVtXO2z3hAElfYBq2Nr9MI+VvGMNKaIxxGi1LGyN+HcLQXWoixMWQcnRfCdiT2+MB8b5HHnrdUKqkF12w2ozA2CWLse7/f1/nF2FQ+k2cuEwZk1RH5fj6fmyr0YnEcHh6aorfMBcpxkbXlx5KfpX0SYJgH1qMIhApjbHHPCGU7HBNCryIemYiNFS1QIkx8/0QaVquVIdjE2qfMZjOTBIDp7EisIwEwZrFms1klr/ngd5k/pVLJ3ItIhswhWvS8l2eKxuDuV5F7e/DJgBIvphlPSG02m5n8nGK6bzYbvYZVhDlBC4WCTqLJZGIWjbA6/aZERiKzZsSC1ukjKxQKJmm24PLD4VAPly+//FJ9i4SZSEOnH20ymWh2l8PDQ4UWj4+Po9g9/RCEi+XZ5F9mcGCwsVSQv7m5Mb4igYe40figWcJL0gefRzRWxXk+n78EF0nftgX6SjvMoUoYhRR8bmTMXjEcDnUMs9m7BLve58vNJdYfUsa5sAnnEjKjsvR1mwA31X6/rzDjfD43B1aMYegVR4Z38Hp5JmYeymTu8qdWKhVdc5zjfP+VSkXbuby8VP8d73txcaGH4/7+vm6e0+lUD+XxeBwN5O90OqafHB+Ot0D1XpFiOSEyaskRkIOVGz5ZizwcCc/G2KbSvgj7Rt8ima5eWaZQMZfrK5WKKsVkkF5dXZmxogLDtSgQuVcA6SKgL5LKg4zh5eWlYYjLesrn82YfFaFi/iqSQp2ppJJKKqm8VnJvLb5YAc4QgtESRCOsVquq6V5cXKhmTi1tZ2fHZPVnPCAhFtFa3nrrLZOei/ePBe4S6mQliHw+b6wnabPZbBqr4f3339d7yPM+e/bMZKIXC3Q0GoXz8/MQgs3qPxqNdBx8kUvRJrcx0mLMShHp/3Q6NRaZ3Jfam4+jZE7AbSxHVnAQDbVcLpuSPTFihY+5izFaqSUT6qIQPmM7hO1Go5HGHZVKJVP0lXlEaV2SAEE4WuYGYx4JpXqYzI+rhzqpIccC+r+O6Rsbj5gwjm8wGKj1//TpU9XkmaLKx5TJunzw4IFC+oPBwJDFCEWK7O7u6vW1Wi06V2lh+zkes56z2Wx0vMmo3ba2CHmzyKwnr7FvIrEEByHcwonCqj06OjLvmmjTNjZ67Nk9nM9YWH5PUpgIrVSuD95jNBoZYhJJLCKEWPf29owrg9XnaWVvY+t+E7m3B58IGUXc6AqFgsIl9DcdHByYTBrcVGXzH4/HJoBd8sclSaL0X1b0Hg6HZoOK4eM8+HxibW5e0ofT01NlG5JJxmTIJycnCgONx2OFNCeTiV6TJIlCo2dnZ8oMW61WutG0Wi0ToC19JrTIEIDhcKgZbJbLpVn8ZITKRkDohPRrwl6Ef5fLpb4j5vMkU/TBgweatabZbJr2GQhPNpgsHs4TeU/S/xh7k5LJZIy/iqxg1gqUOVOpVAy8yDAELmaGdQjTrlKpGP8TlQQP9/iNKybczL3Qx0S/a+wa6YP0Xa6nT4p5O4vFovqDqtWqHux/+7d/a9wO8k4YpvPkyROF/BuNhnEL0O8jc/zm5kY/M1SFz8XE83xGhtEwcwshfyY8qFQqUQY3FVv+lv75SqUSZW8yDIH+Z+aoZJIBzwpnYHhMkfQhPmSXi6uHiuS28AqGSfnDlAxYKsLsJ/cAWRN8X14p4p70XRx8KdSZSiqppJLKayX31uKjZUctloQEETpTabn4a0iSYVolFgAl/CjaFZlSw+FQLTVm+C8WiybQWywv5vkcDod631qtphreZrNRjZnkCkJLXqids5KFfN/tdsMvfvGLEEIwKYAI9VWrVUOgEU305ORE+yNjIfckM1Y0yEajoWNdr9dNTk5qk2SqidAq32zu8nAyKN6zEMnMjAm/J3SZydyV8KFWuk18/2X+5HI5k0E+Rhbx/WB1hFgMGK1dFuPk/RkYHmNa+hI8ZOLxM2HmWLwsoWt+Zk7T09NTQ0R55513Qgi3sKe0SaYfLVZW6vjzP/9z8z3HVCxBwm67u7sa6P32229HLbuLiwtFEaQN6UOMsckx7HQ66nYQd4KMT4wsVCwW1frf39/X99bpdAz0R8uOeTVFvDsnBo/6tIJfJx6ejPWf8Y8hBIM6yLocj8cmLpIIB+e87AfFYtGQ1+Rd+DR+cl9a6PK3V5V7e/DJQLRaLYVL/CYW86fs7OyY4EmW32AtMbINmZlCXvxqtdKJ2e/3FZ7K5XK6mLhB1Wo19XO8++67mvWA/ZnNZjpput2ubsLX19c6aSaTiak2TdYoNwCyBGV8mDMzhLsq2aPRKPz3f/93COGW7SlwbqlUMompmaCb7DEZn8lkYnKBMrejXHN0dKTB9XyPXPwhWPiXi17aZN0vXxuRgbKx7D2E/Ljh5vP5qN+Fh0GpVDK+Rd9feSYeSJ5FGMLt4qf/kUxHBmBzHGIwLJUOmSMenqLQX0P4KxbGwftwU/IhA8Lu63a72vf9/X0dp+FwqIdWqVQy4Qz0pccgstPTU4XkfQYVgeep/LIq+mQyMT5/UTYJV25jQvLQZ3KLarUaXrx4EUK43bRjOXd9uE+MdV6tVk0GGBnbJEl0XykWi0ahJswrwnlKONxDmrHrtwn7yUNtvV7r+qZhUC6XDUOV7HgRJtXgmHMcZJ+SdmQuebb3ttCfbyIp1JlKKqmkksprJffW4hMZj8ca40ZokdoGY81Iflgul2rRUIugKe5TjdGkZ+CotJMkicJczWZTySrtdju8++67IYRbTVQ0JhauLZfLCtMw7oUkFlp5nU4nylokG7DZbGr71ObL5bJqWNQUX7x4odXVP/roo/CjH/0ohPAyMUM0PzLJCH8QCi6Xy2pdbsuh6i0+xhXG4FDGFG1jtuXz+SiJZTqd/kmQEAP5ZT5dX1/rO2WyAqbLkz6FYOMQM5m7VFmj0cho8NuIKbRSY9Akhc/KtG3bJAYZZTIZQ7Tx/ZDfwAGbAAAgAElEQVTPMn71ej188cUXIYTbOc7yXOx7zDrmvCOhiYVomcDgj2n7TOEVi6mlm4LrnvliGZ8ov/efiUCQke37In2eTqfGghep1+vK0nzrrbd0bbGsGeM4Dw4ODAlExCeWiMH8hOS3PRdjSRnYzjVPVMEzOWNxnSQLkZTima10VTFVmlzH3LAkx72K3NuDTzbS2WymPjVm//C4tEx0MjYJGfDg4ObMPINst1qtKhbPqt+VSsX48oTSvbOzo0zL9Xptgjbl+svLS5MZRg6XUqkUfvKTn4QQbnN2fvLJJyGE28kkmVI2m40Ju6C/h4eUPEuj0dD+PHv2TGHM/f19/e2LFy8Uwt3b29Pn3dvb00rU/X5fD1CyGXlIFYtFfUesMO3Hlu+Ch6lckySJjrMPahVh9gouEvoHO52OPq8/cClk7DGHIxenSLFY1PHnBk0WKP1knHss27PtoOIhGxNmu/GJoOmvkX4xkQOTJezv72vWFLoCKpWK2WC5CYuil81mtU2uoVwuZxi1hG/pU2WgNJVNjrG8w22ZgAhLklFJBcS3SQYuIeQYc5KMR84vz1amQsTamCKDwUDZpzLeIVg4kWv67Oxsa1iECDO6sF7htlyaFPpMnz59quvjgw8+UMV5MBgYRjxDHkR8dhdyFraFlpAlzf6LNBoN3Ye+i+D1EFKoM5VUUkkllddM7q3FRxNdtARqNp6hRWc22XeiidKBWiqVFE7Y3d01MWvipCek1m631QJtNptq3VBLXywWCsk+ePBAWZEM4pa+yvXyXCz3UyqVwl/8xV+EEG41IdG6rq6utP3xeGzKFVHLF/LMbDbTOLif/OQn2v7Z2ZlqorREer2eVojY399XRlu5XDZkISEQdDodfa7nz58bTZ0lpUQ4VrS+yWK9vr421r0IYdhtwdiEYclEDCGuARPK8QkMYvApY0WZ5onQmGeK8nljUJRn7/F3Mcswlq+U5Jp6vW4YkkICYfqvq6srne/vv/++WkNXV1dmPGS+Ex4cjUaGlce0V4yPixXy9d9zfGlhE9GJvcP1eq3ozu7urkJz4/HYEGlYBYBMRY4l94+YxUeSTKFQMBClWE9yf/9cRF8I3zKOj2ncpE9+TDgXtqECHpaMCS0vpvGbTCYGfaFVG1truVzOPLPEtj579mwrDMv+i5BcVK/X9Z2yqsWryL09+MiU4oARQpKBm06nJtuGbPIMNCWM8uabb4Yf/OAHIYSXa1+JLJdLE2gqhwX9dzxwe72e9vnZs2cmx598zwDd1WqlvqTBYGDK98ih3G63wz/90z+FEEL493//d11A5+fnGjwsMEsItkTRYDBQ6PKTTz4xPhvJQMJDU54nhFtoRhhaSZIovMXNgnBVkiSGwh6rNu0/yyJMksSMc6fT0WuYM5NZd+hbosh9y+WyYZxuC1qXd8H54/N2ym9ns5lZ8GS5xXxU9Gkxsa+H1eiriykGFOkL2+YmT98Q4eT/+I//UIWI/sxPPvnEJF1gaIU8Bw/E9XqtY8bq5GQn0v8sY+7HgBXPZQxDeNnXEzuYpK8h3CpcpMTLPN3b2zM+LDKgY4HbbH9bGSCGnoxGI1UAWYqKQd8MmapWqwae5VzmfkZYmIdHDNrNZO4ySDHg3f+WzyVj++DBA2WuXl9fG8VNfusTaMtzcTyTJNF9gixvfzjLfZm0nH7Y9957T907nJ+vIinUmUoqqaSSymsl99bio6ZFLYdaoGgW1GYymYzRJhnjJvEkhDfpoGWQcrPZ1Fi80Wik2v58PlcN6ebmxmjDDNoU7Y2a0Hp9V8aIqcmOj4/1vvP5XC2gfD6vFtA///M/h3/7t3/TPkssHvPcMXiclmkId5Xlp9Opid2LJQTIZDL6Wx+zto09ti0nJ8kBMiaEVDykR2KCvLuDgwMDQcec7r5fhLLlWfz1PqdgrC1pJ5vNqqZOKIrQDJmuHlaLMf9kXHx/fLxqCLfrQWBJeX/8fQi360D6SxJIq9UyVglhwBikynyVZOsR+iMjkVAn59fNzU00HRbJIaPRKBqovo3dyZyWhApXq5UhjdDSkXZLpVI0cJt984zEGGJBy5RENuYVHgwGahX2ej3tJxEswoDz+VzRG1runO/SJxkrEu5i/fRB8WIFn52daf/r9bq2ScZpuVzW+cYkACQFST9kzGPWdAh3a6tcLut9yQoeDAa6PgaDwR9lKv+pcm8PPh5qNONFfCYC4svywpkL8eHDhwr9MbcgkwPn83kTwMlE0HJo0i+Wy+X08KpUKuqDY/9rtZoedsxLORwOtZ/T6dSEA8iGX61WNTH1V199Ff7sz/4shHAb9CvYei6X0+vp8wjBVt4WIZSw2Wx0kZXLZcMy5XPIZl6tVo1vkWELsbI7HAe5dwi3myY3Dua05G9ZVolUbJbAkb76e8pvz87OdBx81hfpA5Njc6NhNpVaraZwN/19i8XCQLsyPtVqVZ83n89rf1gdnu1sO5QZkE6YiCLXMKMLs+w0m00zxjFmtD+oCRsTriQsxlAF+te4cVO4XhnOwExL8n54mBJ6HQ6H6rvkobxcLvUA8hR9EcKtnL/MmTmbzcx9ZaxqtZoJ9pdDh/UEuQ7W67XuB9sOcR58hUJB51q1WjV1FUV8SStxlfD7JEn0vSRJYuZKjBV8c3Nj3CVkxAvT8uHDh8a9QMVJfjsYDAx/QZQf5udsNBrKcO12u7ofE07vdDqag/lVJIU6U0kllVRSea3k3lp81JwIlzBeKBb4TFksFqod1ut1E5xJLVa0xsFgoJoWc2/u7OwYVmGMYfbo0SMNYL++vjYV1enMZvAwYRHGApGMIXDDzc2N9udv/uZvNAh9Op2aXKOiZXJMmB6IbDlqqJlMxjihCf0IMeKrr75S8sxqtTJFK8UKIxvWMxxj7C75m/SN751aJgt/CszLwsGeHSdt+irzhJlk3K6vrw18KEICQQghCiP7IGd518vlUp9lsVgoMkBrh1YnLTHGPzJYm9YW+yjvarlc6jwiOYEQExms22BrQoUx2Fo+y5ogMYvB94TJCRv6Iq0kvbAwL98hY8GIuBAZYlkwWiUcH3k/DGzv9XomfleuKZfLOuZCBvH3zWQyL81zeV7GmNISZ0o3jr9c3+l0wocffhhCuI3rZXxcLDHDcrk0bG653n+WPeDk5MTsEx5dkOtlTZBotFgs9F6lUklhZz5XrVZTFw3nxmw2MxUryHoV67XRaETX4jeVe3/w+SrnXJDcKGK1piaTSfjrv/7rEMKtyR2rW3Zzc2PgBJn0hCFCCMY/JbLZbHRBHB0dGf8HN2TmxaMfUBbegwcPTD5SmVij0UgD2EnRPz4+1msePXpknksyw5TLZVMzjhs+Dxf6b0Q6nY6OSTZ7VwqlVCoZfyWZhVzY8uyEkLYtMOmTXLMtNyLDCoSVyowV9Ov6EjWxe7GkUa1WiybWJlt1s9noZpHNZs3iZKV4Ki1MHk5/qwiD7nnf+XyuY8jDX+4jm4S/vy+dI4fF+fm52ZwJM9IvI0Kfl/fxUUmR8ZC5GILdYPv9vo4x3Q5MOEE/Y6FQ0Laur69NLkcqEXwOGWP6+3jw+ewi7I8oCf1+X99Ps9k0ISFyPZUbKol8hxxzHnx0ZTAj1Gg00nHm+NRqNc2Ws7u7q0oTK79TwSCzmEkUFouFchmGw6GZ1wJj7u7uGkau9Ifln3hAEz5dLBbqivHlwsiCJ8Qt85N7U7lc1jnNjEevIinUmUoqqaSSymsl99bio2UUM+9pWhN+LBQKJqBbLJf5fB5l4u3v7yucSGuRMBSrKoRwpzEvFgvj0GUKIcYPMi6PBBgSaUgOEa3Ix5fRMpL7tttt1Van06mBIVgySTROOvjJNiQp5sGDB6pl5nI5JQJ9/PHHGrdDa5HB4z7+KJaIYFvgtvzNt+OvpSXI1F0s/UONnG35oHppT94FLU7GV1LDJuxI8k+lUjHIgPSt2+2aMkOMYRSZTCaGyUnGZAi26gGrfhOZ8M8ZiwX0geG0hphGjJZdjPHIwHnmfkySRAkMhDQZt0V2c6lUMohCrNLBxcWFjgeLloZwx3DlHkBkhf1nTCorooiLQn5LJInxgCSNEG6Vd355eanvmRZNsVjUa+r1usk1G0uPN5/PNU3cxcWFuheur691njJmkIH/dL+Mx2OTQk+e5fLy0qwPMkVFqtWqWoXlctlY6Bz/2DpjtRYSlvr9vu7HLHvGijTL5VKt1FeRe3vwyWFRr9dNjj/BjvP5vAkGl8lUq9V00u3u7uqkmU6nhqHHzAUi3JRIX+90OsZHxkOKUAthEdkw9/b29GD66quvdAKREk94YrVaafuk/DIPIxf5gwcPFGcfjUY6aQqFgvFREm7gpikQw8XFheYdJdyQyWQUtnj8+LFhJ8YONVK6CXsx2J+Ubl9jjIeLCGn0Mr4yJtLPi4sLpY8zwwjb4oHrNx0qA1S6eKBT8WDpIlESPvzww/DZZ5/pNWTakWnIDBqyubBafbFY1A1O5kW329UNmrXeWKmc/uo/lvNQnmM+n5tq5rFsIdsYiQxnYL5QKgUyPjKusYxKPDj29vYMI5Q5cemzY5JkHu4s8cP7MuieyeaFGc3D6NmzZzr21WpV2yEUSaGffH9/P+rHns1mymBkvmFC0+PxWOc1E8wzrIC++uFwaJR92ccqlYoZ51iYF6F6hlvxvTFL02QyMdyE2HqlYkifMv3V2WxW5ztdQHznlUpF9+lXkRTqTCWVVFJJ5bWSe2vxifaxs7Oj5vHp6alCeV57F+2T5Ir333/faGmEKEUrGo/H0TI6Hl6jKU54SCysXq+n8ARhQMYFlUolk9VfZLVaGS1H4NC9vT2FFmnBsf3VaqWWaTabVc2P2qHXVGPFLJvNptEgY5CgL81DDZGlefiMsTgiEhRoVZHEMp/PDZQdCzamFVEoFIz1LVaY107JOIwxFv9YkHvMat5sNjonP//8cxOYzxRUHB+WtKHVLNes1+uXoONsNquMY8L8nAu+mjafQ4QEsXa7rflcj4+PzZyNQdEkwDBOkJD/n5Juiu9wuVyaUmMydxqNho5ft9s1pYL4XHx2EppI2onlVWU1hy+++ELX0Icffmiqt8v8HQ6H+pmoBktg+TRohBBjkCDXAXOB8p2S0ewtaTJjY/N0Z2dHLTVPNOPeSasw5roh49S7KWL7ActwcS6tViuDnIlVy+o3hUIhWgrqm8q9PfhkgPiyT05OTFgB2WDC0Lq6utJB//DDD3XS1Go1U/KGG2MMLuFmxQm02WzMISXXM0EwYUDClZ5lybyEcmCRnXh6emqCe2Xy9ft9hSFWq5XCj/v7+7qRVSoVU0aHuSIZ5iBycHBgnj3mH2I7ZATSL8kFTKq6jGMIt4uBtH8ucr5vZg+hr5YUdh58ci+GfvhgcHkvo9EouuFyU2Cf5W/ST8Ls3HTIqJMxHAwGJkmC3JewnWcQczxDuD2kHj16FEII4e233zbQn8wZDznyUCU0KjIajRTens1mhiUYUxjpZ2b9Ox+wvm0s5TNp7ZvNxjCpBYIjC5FrwvvzZY4whySD7jnG8/lcXR+PHj1SRiL999PpVJ+Hc5NcgyRJTIIEER+2QEiWCjXZjzJW5XLZKNT0UcbCX5ho38OPHB+BFmu1mr4vrr98Pq9JF5h/lz7W+Xz+Eqs1hJcPaCqVsRqIfPZ8Pm/qiIrPr1KpmBCIbysp1JlKKqmkksprJffW4hPxLEHRcph6i3DAwcGByZAvms2XX36pjnzCEPxMS433JgTKz5TpdKpWW7VaNea9iI8NZD9F/PXsi2hF77//vmqaPoD6e9/7XgjhNnM9NWVqtWJxMH2WD8zflnZMNEIyt2j1MC6LY+WDrmNjuF7f5UolK9JboNIHwkzFYlGfdzabbS1kysr1rDpBRiMJRbT6Oc7U2mOOfMKV1Pgnk4kStJIkiVZ7J+mI8aaMC6MVEEt75q2tGDmEfZRxk/7G2vdaP98tNf9Y7BuRlWKxaKwhzrtYFQsK70XorFwuGyuJFq68w2q1Gn7xi1+EEEL46U9/Gv73f/83hHCLJPF90mqj9SrrezAYGIuJ5CKODwsUkwRCCz22T2wryUSrajweq2vl+vrawK209IkuiFSrVVNAVsRD5TKezWZTrTOfQIDzSoTp1MhA5jhwHrJQ72Kx+E6K0d7bg08OuNXKVvzlIpfJVygUNHD7H//xH/X71Wqlpn6j0VB2FKEWUmx98CQxcXmRz58/N9BMDFpi5gLSeQl/DIdDXQA8BOiryOVyBhoQZtjFxYWB+7ioJKvJgwcPTGJtaXMwGESZf2RO+qwpsSDq4XBoaMexg4k+O38I8oCIQabFYlHHmcw/wj0+nyOZlrGNY72+S3jOMedGyZAQX+Gd74IbIjdrbqDSJku/kLHJNglHjkYj3Zj4O9LUBdpnYmwf6B/zE3n/LQ9nGb9arWYgbfk+NqYyfjGXAiuec5NkCAPHj5mZ1uu1CfeIrYnxeGzY09xg6X8UOTs7Cz/84Q9DCLdB/XJwMPwhm73LQbpe35UNIrP77bff1vVdLBb1WahwMXSCSvp4PFZ4mb5RQvhMjuATZoiUSiV11xBO5FitViuTnJ4sb9nPCI8zWTShVyqknvnJYHYaCgKfkgVPpZh5PqfTqcmzypCvbysp1JlKKqmkksprJffW4vvoo49CCLcagGicFxcXasF9/PHHqlHt7OyoFpXP503eSFoT1K6lzXa7rWY84Tj5fQi3Go8QCz766CNNmUV4ijAEYSZaNCHcWbKtVku1IhIwCLvRalgsFqq9jsdjtexY1mU2m5nqCaJFffXVV+G9994LIdxCbTGIjzkcCWORXekLXsZgUloxnkhDyCzGGvXC72PWBi0c/p0Wpf8d844eHx/rs3PMJQ0dY+v4HieTic5D5oikNRpLvSbfx4hDnJOlUkm1XmrRDCKmBSzXFAoFw+ITWS6XahmRkUiJWYHSfoykQe19Op0qaWQymRjWcKzwKKHUUqlkcsTGoLYQ7lAEWudMFEGkhMQxPheh1+l0qnGRjx8/NgxJj8BIXwgzss9cuzK/SFxhOSSiArTySezxazE2Hv7/XH8Uwra8JhbzSAIP2xkOh7rfdLtdE9QvQmu9XC7r39brtbpodnd3DQFQ9iESwWazmbqkXkUym1jU5T2Qf/mXfwkh3MIlMtC9Xk8PHdbLKxQK4e///u9DCLeTkmwnBpuz/p3AMSx54jN+kH4vsOHOzk545513tD+ySSZJYjYbWWQM4iasw0Xug123sRzlt4SQSIMnI40wLLM20G8Vwl32mMvLSxOQzDEnFMwQCTIYfU5M6YMsANYfpF+ByglDAJi/j3R2uZ+0w01Cxpz9998TWqIfjZCfPONyuTTMMx6mVKgIv8u82tvbU98FkyzzcAwhmGfn8zHXpAg3ZwaAy/d8B+zjdDrVYO3z83OTqDmWrYWQMOF5wqSEyT0EJzKfz3XDfP78uTKRGdA/Go30/ezs7ERLL63Xa1PiSebdm2++aZJIc91wHGL+zVKpZPaAbT5e+u/IwqYCyBAMcbm0221VQvf3981BzFAqGa9ms6lr1wdw87lijGwKn5c5S6mMU2H0fjoqWrw//ZUxnyP920xOzhJFSZLos00mEx2fs7MzHZPhcKh79s9//vPoM/4pkkKdqaSSSiqpvFZyb6FOMrdE+6MVUKlUVOvZ3983uQVFY6D2nsvl1Jn9m9/8RqFRQnMkdfgUVSSosPKCaLSz2ewlLTWE7RqnD3YVjYf5Cj10Kc81nU7VMcy+ZTIZ45j3Wpu0Q+c3YyEpzGLvy6fIsxAWoeVCp7gQcp49e6bQoo+dpLAqh5CRjo6O1LJmKrnz83O1RjebjWFLkjHLquQyng8fPlT0YGdnxzBC5RppS9qPwbPU/ieTic6xP/zhD+Gtt94KIdxa09sCy2MMNpIkGEcm4tmb0nfGJjLF3Xq91rEk6kDLiNfzXpwjvtAt1wrfv8zBVqulVpVYnPJ8jBnkfVnqiEHTnPvf//73Qwi3lgLTbdFiZd9k7JlKywePy3gPBoNosDxjPeki2GzuCl/3er3w8ccfhxBsflHfH7YpQjcC83DyvTD3KWFGtrVcLo3rI2YFc975ONRtQpIS4/Viz0K0iSxfVtqZTCYGTRHh2L6K3NuDj/RvwYKPjo7UV0Gm1MnJiQnaZAA1WU0Ctb377ruKO5ONyZyZfnMhFVsWDfF9VlRnALDPxycHt4cJmCFCFnmSJLqx93o99aN89tlnxpdAnxphOmYIYWYbsqyYP9P7dkII4fDw0IROUAGIwR+E/kiPPjk5MVCRCGEXQrWVSkWfhcl/Gexfr9eNEiLv2mfNkPvt7e3pZvbVV19Fy58wcwT9boQoWS17uVxqP6+vr3Ucjo+P1U/HYGAfGkP2JOFQwpTy95is12vd6Hq9npnvhBDlAKJvlmNPOMsHUBPa4loRWSwWZsxEZrOZURyYNELu9d5772l/+v2+KnRUcBqNhhm/i4sLvYZ5LxmgTZ8awxAI8ZGxy6TgdB3w2flbeed0lZTLZVW+5vO5yVlL4aHgvwvhZe6A9IGJK3wGI/lcLBaNH43s31jIhvcbivgsLtxXYvA4k9lXq9Uon4KfmTuZe/B8Pv9OklSnUGcqqaSSSiqvldxbi08kSRLV/Gq1mrGkaPXQiUuLQjSM2WwWje3xBRRFs6FWRDiAFRlo3YQQDPFDtL1+v6+WhU8FJfctFAqGdUcNSdiDDx48MMH7hGcpsZRS7XZbrWZeQ4iV0COrYAwGAwOfxu5FGIjWCiFNloLyTEjpW6PRCEdHRyEEWyGb7FCWeCGM5a0R5jWlZS1j0mg01BIgW5EsSV/tQD53Oh21sghB+4KgbCcGL3OeXl9f65hQOyeLUsRXq5B5QbhX/i/Xx1iRHlLi+2TfYyQsTx6S/5PBGMJd9ZN+v2/W0A9+8IMQQjAFemmBk+jkEyoQBo6tJ5I0yMb18DrXirTJqi+0skkWokuBDFWSf3zyCcL//v7S921MYO4TzKvJdRabJ7SC2R7Xyjbx68CPhfSHaQKF9Pfll1+asZJ9kVBnv983KQmlTaabexW5twff+++/H0K43TAJkYhvrlAomNIt3ChiVYqJKc9mM12QZGX5zBxc8GQDEp4io47+FSaLZqVy+vV4AMkG4KnY0ubp6an2z/vdRJjVgtk/mPfQwygMHJUDiFWf5/O5yXvJ/J/MDEPoRPrJOlur1Urfl2dFslyUwKrcUDKZjN631WrpZ4Z4MOg3n8+bXKAsY8R3xPpqDC0hnCt9Ho/HCrH5UAFP65Y+yNxg9grP4JV5wmck80+eg5WsfRCxvDcydjl+zEBCpcPD7bHQEBkT+T52vQ/65lphqSW5plgsqn+VIQm7u7umFqU8FxMdU6mkAuiVBR4E4i4gi5IhLOw/E2YwsTPXq4yp/BuDDVmzj9Au85rygKY/LgSbSF4+e2WQ4yBzkIkxfNkrEf9+mVjCQ64yJsxgRBarMJePjo5MHUYqG7IPdTodHYdOp6NtTiYTfS+VSuU78fGlUGcqqaSSSiqvldxbi0+0PQ+dxWAaMicJK02nU3W4Ek4MIRgNhlpyDNbxDEmRfD6v2gw1Ql9uhu3EvvclcvhshKu+TjwkxAz/YikPh0Nl+Mm95dlZtolFKxmTSCssph3Kb0K41Thj6Ydo1YZwZ9XwXRNqYZssHEztczabvRRDFsLL+TNjcUrU8jl/FouFauiLxUKh9fV6bRzzosXSUhuNRjqHmcaLY0W2ou8brcUQbok8otV7SJDQKUlAlG0JAGIsY096icX3EX72vxVhjBhhYAY753I5nafPnz83ViGZyGxThJYFLXjOLSIW9XrdFGwlOsJ5TagzFkDuYUhWhSBrcVsqM9+e3JfjLPNrPB7rb/xvSSAR4R7HYsFktJJsQxYuGcrSJxkHjpW0MxqNzLokDMt7ybP3ej2TilLGvFqtGuh4G+Hmm8i9Pfi4qOhDkU3m5OREDzXm7+OCz2azyhCaz+em3IhMllKpZGCRWMJosu889CDmfaFQMJkpZOKWy2UDTzBEQtoh/EFMfDQaRcv3bMt04oNsebjLgmfAMJmK9D+Ox2MDY4qQ8Ub4hhXVuWmz1iEPiHw+b/I5SggA4Z5ti3A6neoBR3jLB1fLmFcqFQNrxw7obQmtqczM53PtZ7/f1wOpVCoZqJOMOmmf+VHpTyJ0zOBtZiuSuc+8lOwvfVg7Ozs67/hOth2Cm83GHBZcc36M5F4i9N/SR8p5zUONOT/l/9I3+ezLdpHez/AaecYkScyzMVEE4Wrm5aXywncSy4LCA5HJ4KvVqj4X164Er4tIn+kWmM/npm/Sf47nYrHQ9763t2fCT2JhVdK/EG65ALK2GAjPOeiVaCpinBtkijJrlIwJc2zSf0dFb7FYaD8uLi6MIintky3uk3Z8W0mhzlRSSSWVVF4rubcWX0zLYUZvX9k3lpuPJrfXYmNxR7TO5PfSF7EyfLAzGWZ0Bov1d3V1ZeBQ9o/sUAaSy7O3223VIgl1+eoDhJmYXooacCx1GH+by+U0RohOdLJefYC8aGbMF0r4kYG48v8QbjVvwpICvVLL9JaGtDOfz02gOrPJi5aZJImO/9nZmQbR01LaloLMzx9CPKK5TqdTE5RLyInzLZZ6zt+XMZXyXnxspowr09HFmITUognZZjKZl6w++T5WADmTyZhYNgaAx8gehIoZw+XHNabJE2JncLTcIwQLJ8p1/jNhSULyOzs7OhfK5bJZr0QjYoQW9oGoj5CcREjgosTaoZDwxeoJzWZT1x8JQtPpVMeThBYSSFj02I8n53IswJzC90XIdH9/35BSpJ1+v685Njudjj7LYDCIMnfX67WB5fm+YvG131Tu7cFHmEYWfD6fV7iHLDcPUfKlxsq0cEJsNhsTwsADkWa/bBClUknNe88OpZ9RJgexdemHtCPtTyYTsyCFFnx1dWXKAMXCBGfPgdEAACAASURBVLb5ZghLZrNZU5eL19APQdhTDkFmHeEYMsksadYh3PkZut2ugcPIVKQ/QxawZ4oSPhNf4d7eno4PA97pyyGzt9lsmg2RzN0Y3Z9wKxUM5nYcj8f6W/pzCeswEJ61AqfTqTkoY2xCslXlPpVKRQ/8arWqY++ZyAzEJnzE9UG/KO/Jw5lB2duSJvM7aX82m+kYtFotozxyQ6MP0fvrRQi9CzNzNpuZZM6sLckAdrJJ5XOr1TIbbGy9ch3w++l0quNJxTGfzxu/YeyAy2azxkVAZYaQNhmeTOQQU6aYNzebzRrYk4H2/I7uiG1MTgaty6HM3LHPnj3T7xuNhr7rnZ0ddT2Vy2VTKIBZg7gmyICmj3VbHtJvIinUmUoqqaSSymsl99biE00oSRKFN+v1ejTdUggvO/BDsAHLtOCo1Xtoi+QTEbIQSZwgy03uJ9+Lhler1UzwODUqaYcwXa1WC48fP9ZrYn0jgYQkAEJgw+HQ5AoULarb7Srhp9/vG+iS7UtcW6vVMk57WijMXSjPVSwW9VmYq9FDfLRSGbNEK4+WFAtnSuXsUqlkWGxkn4pWSpjUt8+YNDrmxbr0jEl5p5wDIQTzLgjRxpIq0Jry7FYG6fvUeYSGhsOhjoeP7+P84tykdk1IWIRQvUcRSLpggH4MqlqtViZNWSzQmxUfCAOTxEIEhWxf5rI9PDxU66vVapk1LX0oFovRVIJEiebzefQZGVTurSTPXhWJkUM2m42Jl+VvpZ+EprmvcJ7SSuV+QKvZk51iTGGOJ98v+0XrvFKpqNVWr9fNvKJrRcZnNBoZV4nItphHv5d/F3JvDz4ZxCRJ1Eezt7cXzs/PQwi3Ay0MLV5PGrzfWMhGYqVv5ngUSZLEUG9jjDROMm6qm83GbFJckGQJClQxmUwMZCPswel0auj7sUlMWId5GOlfI/RXq9VMxhJW+ibMK212u11z2Mmmw2ch3FMqlXTcbm5uDCuVvyUsSX8u4Tbm8BTodTwea5/z+by+l2azqZ99RWrOgdhGJs8vfRahD6xarerf6Pek+JJPMeg1hGDYm2xHDrNPP/1UlRNCgvL3q6srLcn16NEjE1DM/KyEjQlRx8pwEWrz0KOM03Q6VUXDPw9hdR7KMnd44NJP3mg0zJpgm9LPer1ufMg8WCV/rQ91IqNWsgGtVitV6GazmTnImF+WUCfnCA99jk/MJ+UVCSZ+kHHmYSF/k74RIhahYkM4kIemD/CX5/X+We6RTARCJYr7GZPBizCE5PDwUKH409PTressFh5CJYE1JV9FUqgzlVRSSSWV10rurcUnqXaSJAmHh4chBJtLk5WbCUl5Ry2hE9FOer1e+PGPf6yfWXFbtLdut6ua63q9Vk3Xm+tyPZlw8jcRWl60bhhITsuRMYnMzr8NWoxpVLR2+ZnstGKxqKWCmC09hGDgXLZNbVcs5fl8blKGiUbO/Kg+PidWCcJDgiLMOxpCMHky5b2cnp6qVegtdEI8nCdyr3w+b6BRsfKWy6VaXr/61a9M6is69VlSSspUkfxDYoGMBf+VZ5F3d3x8rPMqZn3k83m1PjnHmZouhGByu3LOMlZS3tt4PNZ7FotFHbP5fG6sdkFcWq2W9mc8Hiujbzwe6712d3eNdftXf/VXIYRbK0z63Ov1ogzVQqGgv61WqwYGlvc2Ho9N/l3pMy2wJEnCf/3Xf4UQbmPcpM3BYKDvkFXISdTyyQ9EYjF//jMtL18NgTBy7L14CzJG1qOwnXK5rOMzmUy0NNbFxUWU3JfNZg0CxP7EYHaSpjabjSEFcY2y77QiY1BnCMEgWLInvYrc24Pv3XffDSHcLh5ZeIPBwAQ7MztHrOwL4bsQ7rJ+7O3thd/97nchBJuPcbFY6GZFmGhnZ0fhVpY8IbxCmIu+DR5khJZCuFtM1WpV+7ZYLJQdxaBZTkT6xRiMT+zew24iLDnjs7hQPPXf94FMQTLPuPEROuGhmclkdJwJCTGpLt9joVAwCgAhbmmn1WrpRs/8jx6W3Bb8H2PjLRYLheeOjo70Hd3c3JjnZYV6eS9MmCDP5sfBhzzIM1YqFZMNxo93kiSGUi996ff7qrAcHx8r9MRn5oZM39Pp6amO6+7urgkel3vt7OyYtUgqviSdfvLkiRlvuf7dd9/V/JwMf2m1WrqpVqtVHQNC2ldXVwYW40HJQ4R7gBxqvV5POQJPnjzR7/P5vD5vuVw264/+Po4bGb7MC8oDJQYL83Cn8sd8pyHEFSL2g+NKvyqVSoZvZLNZVZCq1arey4e6+ATo8q/0Y7Va6bOcnJzofKhWq+Hp06chBJtRyfefPtbYM/p95buQFOpMJZVUUknltZJ7a/GRbCBayMOHD1WL9SmtRDwcJ9oM4YDJZGKsDwbcsrQQNUheQ82JjEER5hlkFvgQrPYtUOrFxYVqpWQ8UuuS+/n+eDYYYQhCLSJky7HitX8uapdsf1s6KzrXY9ArrRvPhhVraDgcqiXg04vF2idrl++Cli+/9xa3CEtBLRaLKCmIMYZJkqj18uabbyoLtNVqmdynApP6wO1YsgUWC+71evqZFeljwnk3Ho8V7j09PTUxgDFSASHwRqNh4lljMX3MZUvIv1gsKkpBQsv+/r66LG5ubowVKZb69fW13pfwZqVSMfOXrgDGqcVcHLPZTNfWw4cP1fI+Pz9Xi3i1WqmL4/DwUOcdyU0M4ua66ff72odisajfb9tXyK4kccXHWsbYlYzvrNfrJq6Q15ChLO2Uy2XTFlETMlplnnY6HRNjKMJ431/+8pcK53/xxRf6vrrdro7zeDyOxgzys2eR83NsjX5TubcHn8Acx8fHxtTnJkYqPmEg5orkxkVfDzOHECpkXS4edrFDR/4mEtvMSUf2B7Us/na7bYK4yT6NlRPZ1geOD+FQYvqr1UphiYODA8OgitHHeQiu12ujGDBzB4UHN/13/MxDU95RpVIxOTZjY8J3zQQC9P8WCoXoQbktfIAsw83mrlI4D9/lcmlgYYHJrq+vtU2GbzAQOkkS8x5jYRQh3MFFhHxlAyf9nuNKqCpJEu3j7u7u1/oVN5u7itjtdtvUs5M2meuyUChEqfLZbFYPuHa7rd8z7KJer7/k05Q22T4hOBEmeyADk26HarWqJa1KpZLOoy+++MIcmuIqmUwmyozdbDYmtEjGbTabGcVD1jffD5U4MicZ0pTJ3GWwYQksz7plMDuVE4Fn+/2+/oalyRiexX2LY8ux5+Gby+V0zrDeKYPimeC/WCzq9ZlMRpWH5fKuNimD/eUZ5BrC/DFFaFsSgG8qKdSZSiqppJLKayX31uITDWU8Hqt2PRgMjCnOFFu08shOizm/m82mccaKUDOjdUD40V8v4p3BosEwoDeEl4uIhnCrIfF7sgSlnx72jDG9GEPn4ZJYAdnVamWKzEqbjGXK5/MKw47H46gWS/HWKJ9V7jWdTg10F4tBYnq0EGycJq0OarSxZAJ8Lg+HxmAy5mVlHs4Q7qx4aq7sA3N4+rRL24L3Y0xXVr6gVi9a983NjRkb5vvkHKQVS4uPZAy+fyIiQpDw8XGEPQkDMmZR1us2UhHHwMfZ0mqQ9kkmISRcr9f19+fn51p66/nz59o+mYSFQkGtFY/4cA5ybfEzCTYytp7JGJtTfFej0UihRe5BhHB3dnZMVQt574PBwECmhEkJsTIlIeHHWGV5Qqyj0cigR8Km7/f7Zl+RhBbr9V0qweFwaIrhxhAGj3jJ/7vdrrJPLy8vo5Vhvqnc24NPBmU4HKrfotPpKFRBnLpSqegLSJJEYZfj42OzsFgZnH4r1uPjpsfgZU5EbraxIMzVaqVstvF4bDZqES4wZqzgBuSD1wnzEtqV377xxhvh0aNH+htCHizPRD8HfUmyKZB+v1wuFZqhD5H+Hm5km83GwMtUJETm87nZ/Lm5iLD+3WKxMLAns1QwmFnEB4zHlBlCrzzoqVyxDc+SpTIj7bA+WaVS2RrOwA2ApZpiSpr0a29vL3z22WchhKDvkuMpbcj9F4uFeeci9N8R1mPdN1ZCT5IkyqhkIHkIQSnok8lE+16tVs3YM0xHNuFCoRBNXs3QBq4DBstfXV3pmJXL5fD8+fMQwq2/koqDXNPr9ZQt/vnnn+v4+FyksUOTpYtyubs6g/R1+pJmHCvOEQm6JwOaDM9isajMSZYlogIwmUzMvkI4ly4OuZ7hRhQelPRpss/7+/u6v15dXWmfHz16pN/TDbBe32WKImveu23kPdJHTJj3VSSFOlNJJZVUUnmt5N5afKJ5ULNhLNNsNlMSQqPRUG2CGdt9Kh9qwzFHO8kMhHu63a7GaoVgNbsYcaVerxutUbRDxrXR4uPnbeLjz6hlimX05MmTKOtyOp2q9UGIitrt6empSUtEkkHMaqP1R+uJ9yWTdrPZKPGDQbYhWFankCHm87lCKmT7kYhAuJvikxjEWJ2EZHO5nCk1RYtY2vJWk4wnSyBxPH3apZiFu7OzowSL6XSqSIWPLQ3h1lqR73ygNAvzMgiaFpZo4KVSyVhY0ve9vT0Dx3JNxGA0shmTJAm//vWvQwghfPTRRyaGlciK9LNWq+m9GHjOfnG9xtKG+XGgtXJ+fm6qAHDs5b3t7e3p/Do8PDSxewze30Ze41gxXZsIIURa/H8sJZf0c7FYGJiahJnYs/s2GODPvhNGFiHqU6/XDZFG5mOxWNRxWy6X4fPPP9f+kKBCchSfnQXAOYaCim02G72mXC4bJOHbyv8vDj4ygejzEqiCk4ALnmwnXjefz40pLpOMkBfhMmZzIN2WcJ+0FcLtpJGXWigUtJ3Ly0udxPl83viMvu7gWy6XpvI0A9gJAzL3JqEZwetZvoXB3a1Wy2z4PPjIqPOHirTDwyXmi8xkMqacE2sFyniSqcYcqj7zTOwwkuv8NR4CjflgFouFQjU+nIGZdmL5NjOZuzp9ZKTRR8WNzG9YEp5DvxF9r/JdPp83weMyxvP5XBWfXq9nDj4mA2DeS27yDOOQvtVqNX0+su/o79tsNnpNkiQawN7v99UnVSqVzByUsex2uwbqJFsytv6m06lJSED4UeZAv9/X/jSbTeNDlD40Gg3dwDebjcKzrIrOA9dndOEcF2G+2N3dXRM+Je+WsDCTMVAJYlkoVmC/vLzU5Bk83DkXmb2JbpDJZGLgRXkuVkgfj8c697/66ivjppAsPaxRyFJpZJ0zCQf3FX9oslyUrJtmsxkuLy/183eRsDqFOlNJJZVUUnmt5N5bfHTYhxCMtsT8cXL9fD6PEh48G3Abm47aHMufbMurSQ2YJA2JKWJsT71eVy1zMBioQ5dQCKFFH19EAgFzNRJqIbTE5yBBhdaTCK0hCq08Wn+8B+FTlnjx7cSeMYQ4fJXJ2GoXMs4s50RIzsOw21idTEoQiyuktkrrmDApP7M8T7/fV+uLFiJLU3nYlmgG4wrluZh6i39nEDRT5YlsNhvDLI2NE+MjiRDI3+R7sg3lWbPZu9y3JMB49nGsP561R1cA35Xc9/DwUGE3PhOLpT548EDnuH/PIizU62PNuI4ZgC/XbEsgQLm+vjawsFhquVxOrT9fhFmuJ4GOe9iPf/zj8OTJk5eePZfL6fUXFxcmhzHhR7pEyP6WeTWfz/Xzzc2NQaRkryV7kwSbxWJhCIDMi8xkGCJkc7OQbiaTMQXGU6gz2I1iOp3qhr9ardQflM1mdQEMh0NTXidGuc5kMiaPItmh0n6hUDCJi5mXUGCCUqlksHih/f/mN78JH3zwgfZT2iyXy4qP8wBhxWJuetwYR6ORtsMDaGdnZyvjkUxUOYg9PZ011XjAEW5g9WjSuJnIOhY47yHHr8uZyY2A/jV5Bhl/BtZSYv5TBmMTupTnkXuJ8Ho+o1eISCWXz/QnMdh/OBxqaRyfO5Tzk3limYg7hNs5wnJP/D2D+BkOwmxA3ABjCiDZyiwJVCgU9P0nSWKSBIhsNneB8Mx7ubu7a6j1Mk7D4VDbKZfLOrasVVcsFnWzZbKK8Xhs3BRy/bNnzwx8GvM5sw/0UUpb/j0MBgPtZ61WM0xbmSNMDC77kQjhSHHL0J0SQjBrVA6gUqmk7/j6+tqULGN/CeGKEE4sl8vah/F4rHBxu93We3F/evz4sTEmqKCIQtfv93VuVKvV8OzZs5fGlqzO6XSq/Tw7O9N29vb2dMwvLi7CRx99FEK45Rrweb6tpFBnKqmkkkoqr5XcW4uP8U0CM8ZKzYTwssbJEimifZIF6i0jsuwkD91isTBWIQN0RQNjKjD2gWVU6JgfDAZbSSkxOM6zuGJMVDrFpR/yL/PokYwRixfzxAWR6XRqtG2JLyoWi4YAQfk6ok42m9XfkrxEBubOzo6xNGNWiodUyBQUjZaxhD7e0OcwlWtixB6OFXMXEo4meYKEqFqtFh4/fhxCuNXmY5ZYkiT6vc8vKv2T98D4Oz/etFxisWaENDmntpWMWi6Xaq2yMPJkMlELhxBip9MJ3//+90MItlrFen1X2oZM55ubm2i1BQY1P3/+3Fgr7J/Am4THmJKLJCNfwovrQNpsNpt6r3q9bmA9z9wO4Y6ZGMItm5REMM4dviPG7sm92GciTD69mAgTLXjmO+8rv6EVf3l5qdb0YDAwJD6iTfLuWPlE5rf0gQkQRMrlsu61tVpN94xGo6HzczAYGMKPzKtisfgnwcpfJ/f24GOiVTn4/CSQF8aNYL1eK02Zm6TPOchDVF7AeDzWF0a/VQjB1OOLLR5SchuNhgm6lX7mcjm9pl6v6+KZTqfaH27yhBBZM44syhC2J4iWDbnZbG5N/Bpjg2UyGV2Q9FsUi0Vlh47HY3PoxBSJbVRsz9hjPkqOA32ILEElm83Z2Vl45513tB057DKZjLbpfXPboNQY9CrPIP0hC002gEwmYzapWHKD0WikyhjfQ6FQMMxVmTPe9ybfMSEBxziWCzFJEp1rzWbT+DBlsyIFnb483p+JDWq1mr6fRqOhbbJGXqPRUDbg7u6urptOp2PgUYHRRqNRVFGq1+uaCDxJEn3Gfr9vrmfYh4z95eWlKrAsx+MzpXBtyZ7h9xKGWtCHL/Ox1+uZg5iHIw+j2PorlUo6npPJxNS3lKQdvV4vGlCfzWaNq2GbMiNzttvtavKP+Xwe7T+VB67R6+trA8kyTEbWol9bdA3JPsfEIUwwXi6XtZ/8/CqSQp2ppJJKKqm8VnJvLT7RMr1znQxG0Tam06nJvUcLiOw+BkqLdkVHdQh3GjahLVpqi8UiClt44ff8LJbIzc2NiUMkYyuWvoxWYT6f199eXV2pdkgL0UN/MYvGszQpfHYRWiX1et0Uk6WQ6MI8ibEK9ZvNxhTejeWgZH5GQqD7+/s6JtRimW6JbF75m/SRljgJOYzdI8zLquhk731d/s9sNmusRaINvIZwro/7Y67Ocrmsz8q5TDhuMBgoC5iEL2rajInzSRRiDM8QXs5BKuNB64bB8mK1tVotQzIRghgZoQyIZqytn7u0gNgvWaP7+/u6N9zc3Oi9vKVMIg0JJGxfftvpdHT8iaCwzxwbfu8tWlrfMo92d3dNkVzGYNJSZnpFWlgxVi1h7UKhoOt1PB7re/EsX37mGiWrOiYeWudeK8KcyqvVSlmvzInr1+u3lXt78BG2kgn91ltvKa2ZZn+tVjOU7m1+HJF6vW5YkTJhPdtKJn0mk9EN3wd0x+j91WrVZEqJQaPMXnF+fq6bFMt7rNdrc9DLwtts7krn7O3tmRAPbgYxmriHYmL5Nnm40C9C6IeMN7/ImciawekMjhUpl8tGCSGkKYuhXq9HKzwzeDwE64flApX3y6QBHFvCQ2S0sp+lUkmvZ7Yc5j7lfKMSkiSJ9vODDz4If/jDH17qZ6lUMj4PGRMGssc2Bx6qDACvVCrhiy++CCHchgPQ5ywZeqgw8jDn5knYk/3xwdfSTr1e13tdX1/r5kaFglC03FvGkhmY5Jput2sSVvM9kDUqfRiNRjpfyE7kQU82LpMz7+zsmMwn0p+HDx+ackixNU1/oi8FJsIE1AxbODo6Cr/73e9CCLcHK5OTC0w+GAyMAsWDSYQHlox1CJaxfn5+Hj799NMQQlDXhYwVn4m+SELuIp6dzBytMeXOs4VlXMiGpt/zVSSFOlNJJZVUUnmt5N5afIT4RBNZLBaGRSUaRr/fNzF9ZEcRziJbchvZQySfz2sW9Ww2Gy3344O+ReM8OzszBS+pmTH+iwSeGJOTzFUPS9JKJUxHoRYbIxBs0w6p/W+TbXAErT+2udlsDJEjFmBOi5XMSQbFM0aILFlac9Pp1EDltEzI8uUzbGNJihBOGo1GyorjfbeN/3w+1/kjhTulTbI2ycZj+jLfnkcRYgkJZrOZjjchplKppEzIg4ODaFC8R004RoSqxBriXCFL10POnOO0Xhk7xmeS/hwdHRlIm/NahN/T2toG5/qEE/JuB4OBsfhjCSF8nGsMTfHIEOegsHcF4pfvaelIf958883w29/+NoQQNNZNnpFjRShbxpMpAIfDoVavYCwe1+J8Po8mDiGcv41dzs+ERlkMl4WD/fxlirOvY4X/KXJvDz6RYrFo/CwC943HY90Ye72eCawlpCKDWCwWdfGwcjdp/Axa30aJ934cTgjpD6E5HzLAjU4+M/sGFxWz0/gDQjbby8tLHRMGX4dw5w/gRlMoFEz2Dfq8pD8cQ58NRMQvhljWBnlmGXMRD41yMRCikjYZ9EvqealUMhuxHC5cVKzu7A8UHjR8RkK7MWVpZ2fHJPSWca5Wq3qo8D3m83n1w9Ln4TPAiDBRr7RNPwhZjkzSIPeSa2Re+KwsAm8xVMgHX8fEB8JL+0mS6NoaDAYmHECE851B6NK/EGzyePbN+xA5rtImg+JrtZrOI+bb5OHuWcZMAM75GDtAvRLKbCdMeEB4UK5hzUyuxfV6rXOK5YpOT0/DX/7lX4YQbhVqPguhdGaYYS5WZh4S6LvdbpuagNJPb1TQp01Yk3OJYUn0Xcr7vbm5UQOC15CJyuB6n+v320oKdaaSSiqppPJayb21+MQRS62+3W6rFkkCRqPRUHJIt9uNwkBkFBL68UHKMWiJTDVqM9sgU5/CSzSY6XRqLCzpU6vVMrlAaT1tM/tpnW1LNSZWBlOTTSYT1Tg3m7uisWSWzufzaA5Sr+nKc7GUi4c6CSfRwqXlEEvh5aEl0eYnk0mUATufz5WMxPZ9cD+hZqa+osSILp71KMKEBmdnZ6rdejIHn4WQMvMhyn273a7Gwgks1mq1VCMn6zNJkmjqtW3Cfvk8iox53WbdcIzIPGS8GzV/3lfEQ/hEF2jJxmAxPx9j8WVCgJNryHiMxXQSko0xgOX7GGtY7i0iVhtjjv34cd7Js/V6PQPhSj+q1areq1wumz2JFWxknhwfH+veeXNzo2v99PTUoC9krsaKz5ZKJUUnaAmGYAtccwykb6VSSd9BpVIxa07EW9xsU1CTV5F7e/CJD2WxWBhqLEt9kK319OnTEMJtaY33339fvye8IsKSN7zGV9mWCeGT3hJ284tYrpcJRBo6WWtkafb7/a0LPmb204fhq7cT6pTDlPCQh4oYKsJFKAoGlYGdnR0DM5JNGvNN8hAkbMTAWum3iLxTH/pAejors8vCzuVyBn6UvlExYB/kmb1wo2fOzOFwaJJXEwZnUDdzrhIm4+Ekc+/m5kZ/u9ncZcpot9s6hwmLkd0nfa9UKibfKucy4S8e5qxOLmPJNmu1WvSA4JgxpII+RyqqVPS4MXplk8oXZdt7o5DdHDsoea+dnbu8tgyRIVOUBzcPymKxGIWFWXKKayiEu6QXopCJcExkk+cBxzYrlYrOQR6UXrlmLltpp9Fo6D76xRdfGIWdWYhi9RlHo5GuOa5jvncmwfaJNwRKZWJq6atIzBWTzd4l+H8VSaHOVFJJJZVUXiu5txafaGbM63d0dGS0Q8adkclExl0s4JaEhD8WuCsaFYOvqcmTTeW1aoFgROsLwTpxvcYm4j/HgsEJsfoUYew/UxHREpSxGo1GaiV1Oh3V/mkJsU1aK9fX1+bZtsFssWB/T27hZ5/SS74nQUisKj4726QGzPfCfm5j55LEcHNzo9qnj60jeYnEpxik5+MBmQSAsWGS05DB+A8fPgwh3FrhtBSIZMTYwbT+PGogfWQ6MmEhh3CLFIiVUa1WTWwaGZgeCvRCyJTj6tdkjBVJIeTv3xvZzVyXhO/8+MtzxRI8MAmAZ2PKfCcxilYYy1hVq1VlUbZaLWOpyXu5urrSlHuTyUS/5/sNIWiwebvdNmNIVIPjLCjBZDJRhIyw82Qy0bVOglW5XFamaa1WM3NZnousV64bWrrbqmNUKhVDciORiW6TlNySSiqppJJKKt9Q7q3FJ9g300l1Op1wcnISQrC+J9aC2t/fN1gzNSdaiKK9MbSBlgL9ZfV6XZ21pGgz9oYpwhibxGTO+/v7xvKSvu3u7qqVKv0I4VZzYgYbarv0wdDqoSOZdQal/fV6rW3WajX9vtls6phT06XFN51OTcWBbb6ZmNAK9lRvZqphUWAm7ZXfMjUds9zQcmQ2nul0anzBFFpH9N/R3/PDH/4whHD7HsXSZP/pT2TlAM4lvgsW7ByNRjpPyuWyXt9qtfQasRqYcqrdbus9e72eWujNZtNYkIyDlDHI5XLGzyXrgPFTjUbDEBfoT4ylZPNUd/qEiYLQ4ieJKZaBhEICDFN1kWjGOoP0gdPipyXR7/ejab48kYbXiDAEiunFFouF+vNWq5XuFbRy2Obx8bFaZOzfZrNR/xotd6ZLpMW3t7en92DVl36/r/3h3kByy3g81vc7Go3MvujfgYj47y4vL411TFJTLOaU96WVTaSHGXVeRe7twScQ3GAw0IH2zl3CLrE0Nx4KY9yIZGMvlUrGWR3bxNfrtRILslmbFV0ODp/aSYQLhgHA0+lUGYCff/65mSPEGgAAIABJREFUPqOPGdzGruOEizFIma2ewb38LUubdDodfcbFYmHiCvkssYB3L9vgTcmYz3JRTAvl2aBMTRWDUglxb2OczmazKGGJwbq83rdB4hCZpYTBJS7u6dOnWkpnPp+bslMsaszfkjQl8/Dp06e68cm/hBwHg4F+bjab2oZPvSW/3dvbU0iT4z0ajTSl2GAwMHOc7D6mUiNBwleQkPvyEInNXyo7Pk2WiH8PZGDS7cADlIc+Exuwb2Q0c3MmEYlClwKhSPkt4+YIdfuNfRt8GluXpVJJIce9vT1T7JqHIFOrUZkRaPTRo0d68LF4cqVS0ZRlb7/9tt5/m6Hgg/1j6cg4dp6NzoNM3kelUjEHdCwQ/lUkhTpTSSWVVFJ5reTeWnyiJTCtkrcwRKMtl8sKK/h0WCJ0PJdKJY37oxZFKzKEYKAKajkkB1DDlt8SLqMQwuj3+2otsvZYtVpV6y+EuCVSLBYNJEELlNqw/IYEiGw2axIBiwacJIlaBSQOkeodwp1W5zV4OrxJ3SeZRLTYbPauEC0hFV8pQ2QbcUX6Lc/I+zLUQt7j5eWljn+v1zNp7hhqESMRMc5xs9lo3JS0FcJtRhRmZqFFIfedTCZmXjJzh4w/SS9iGZNmn81m1VI7Pj42dHlaBPJ5Op3q/fP5vELd4/FYUYfT01MD/X7wwQchBJsgOkkStT4YU8bamMzKQsuLhBA+N60JT3SSa0qlkoG0ZYyTJNH33+v1dHyI/nj4VNocDoeGDBMjIvH3q9XKQPWxPvP3HH/OHa6tbZUOmEh8NpuZSh2x7Dfcw3q9nsaAPnnyJJqFqNvt6vzp9/s6XsVi0cQHCwzLGoWZTMa4X/jcDHPguIkUi0Wdzwx1qVarBiX4Liy+e3vwcVDpT2H2fmHBtVotAyXxIBMhXMaJQt8c2ZuLxUInOoOduZA2m7t0UePxWBmASZKYoE/63VholYGpMhGLxWI0VRBhzJubG53c+XzewH1kjbKyA32RrHYs8ONyuTSbdqx6e6PRiAaeMwcmv/fFfLmpMA2d9I0Hok+3FINOMpmMjmetVtODI5fLKWw3m830wH3nnXcU4uYGROHC4zzhBl0qlaJ+CL5TP39j/kdeR7+RPLM8l4wHfYOyGV5eXuohzKKuHpKW/xcKBaNUipTLZZ1HzWZT59fh4aH2q1KpmA2Kyo70p1qtGsiLc+3rxDNiZf0RCtvd3dV3TharZ3vyPcQY0KwOQGif7hQKYwC3VTFgID9dFgyu5zj44Hq6ZXjQs0gr/YmyXi8uLvTz+fm5rgPC6hRvQJDRLH24uroKb7zxhrYZc61QISVEzM90Ma1WK1XYmU/37OxM94Cjo6OU1ZlKKqmkkkoq31TurcUn4rMwUNuj9ilaUbFYNNpbrMjsZrNRbXIwGBitmnEyMSjB94nxZUdHR3q9CJ3cTMfD5Nu5XM6wVaUPg8HA1HqLxcbQMiLBhtrnZDKJOqQ5Dp4cIvBZs9k0Y0XiDbVYxpjFEke3Wi3NsrHZbHQc2u22gVfYjjwLmWokRlCGw6Fai8vlUrXJzWajUCfTNpFd6YlAMh8mk4mxgkVb9+mcmMWF8B+rRTALkKATzBTkrWOBui4vL0MIt4xg6fv19bV5DplfjUbDIBnM4uKfIYTbzP/S33a7bdaTEHaKxaJhN5NIQyuSRAt5pna7Hf7nf/4nhBDC+++/H80qI+MWgk01N51O9ftGo6FjPBqNNOZwuVwaRra0SWh3vV6buc94XxaXlmuSJNHvi8Wi9oEwYAg2qwwlliGJ8CCz5ezu7hoLTtpn7Un2meO2Xq91Dj569Ejbv7q6MoxQuggIlcv3RLyIrJRKJbX6mR3Kv7cYKcizy+W+vV4v/PSnPw0hhPDLX/5Srzk5OTFw/Xdh8d3bg082omKxqBOFBxBZSoVCQfNSXl9f64Zzc3NjNmHZwElBrtVq5qVtY3XGcnh6KIyTQ9qnz5A+RFK0uWhZLme5XBrWGnHzbb4279cM4XaRM30ZoYeYDzGTyRiKM5+BQv8Kwww4DvLunj9/rvDjNrafDz3g2DJ1GMNYGPLAd0QYToSQ42ZzlxeSlTtI2a9Wqwr3jMdjhdY3m40eTN1u12S65zhIm4TnCEHn83kDyXIexuYPIWQRKjWcL1QiCG/S90vliAzJTCZjUmbFfOxMcuCDx1kRnuE/ItyEqcz2+31thwHU/X5fXQFURCiE1NrttrodqtWq9ofhOMPh0LBA5Z1MJhMD38n1L1680O/p3/XjQl+xCPN2+jyfVB6Y+o59o1IhyuNisQhffvllCOF2n2M4A5UB+iJjCjs/U0Ego5lhCHQ3UaFjOAzTwfE+5XJZFd7VaqXXdDod7RvDK15FUqgzlVRSSSWV10rurcUnWvRyuVR2UaVSMZnlRYuqVCqqeZTLZdV4zs7OVFOcz+fKnGw0GurYXywWBoZiMHVMW/KWEc1yplkjTCP9ZzAtNdTZbGY0UbEaNpuNiZuiZURtTJ6xUCiY/jOI3jv/pf9knjHAX8RrqBwTeRelUslURhAHNiHH/f19UwNRLArCTLRMyELLZrNqOZyfn+tvqUl7jdbHT0o7sRgzPwfkt8PhUIkxb7/99ktafAi3BBHpT7/fVwuO9czIwGMsnIcjSUaS9yhtE7JjQDwD65Mk0blQr9ej2ng2e1dUeTabmVg81rQUrXt3d9dAYYS6GQ9IkgZjE4U8NZ/PDbFELBcyM8ke9Ba8QL4koJVKJfNcct+vvvpK4WqOMd0grLc5nU51bC8uLky8qcCGZOaORiNjKXMPiAW8M9FFqVTS9eFjj8lMl/lF5jWJWjc3N/r5yZMnxkUgz+VTq3Guse4l+0nLnXAoKzvE4F+iJowx5Jput9uKmiRJov3vdrs6FpPJ5KVYym8j9/bgk5e9u7sbhWbk/3KtZLgg3b1QKJisI3KYkm4bgoXmRLYFhnthlooY7Zibs2+Th0gsc4FnjBH6k0l2dHSkVb3JzONE9xILmuXnbYGsHiZlkHuskCk3R9KXOW4hBMPkJDOTBw3Zm7KwK5WKYe/Rv8nvme2CBz19MLHxyeVyBkpliaJY5hZf3ojvPfZ++ZmHDTcOZn/hZ1GOyIqdTqeqgCwWCz0EDw8Po5k6+Bw+8Fyu4abHA7RSqYTHjx+HEKyflu+V2WYY+jMcDjWciNk/pE/yb4yh6nNmxoLeGYLj160cKFdXV+a5ZBzq9bq+z8vLS5OVR+DTer0e9Z9yLrDoqvRbvpe9bTgcGheHPNf+/r6ug/Pzc+3zZDJRqJDt7+3tGYb1NvcFlRz6+2IVZvxcZtiTPCNZxOPxeGv7XMdcE1TMqAwynOvbSgp1ppJKKqmk8lrJvbX4mI9PtKIkSYxWSqIL65qJlUEG283NTfje976nbVIDjxFXQgjG2U/Li0Kzn1qROMB9zjsKrY9YZnZaJYw1Wq/XymwjiyuEO8uIVQC2WayZzF0ttGazqVomyT/U/HK5nFoahG2n06lht8ag0WKxaMaCMCZrFMbeL8eKhJbJZGKKsxImpSVO4oq8I0+wiFkXy+XSxB0RduYYym88kSPWh2azaQgaMg6cM71ez8DCIjL2nBeMmxyPxyb2kW0zqFzYxywgnM/ndQy63a5CtqzgQdhzvV6H9957T/tLNiMJHnJ9Pp/X/uzu7irUWa1WNQ8u1wHj7GiVTCYTTQt3enpqLAj5XK1WlZFYqVTMGpI1zby5hMlZU08IcyHc7h+cCxR5XsKA6/XaxKfK3C8Wi2q1+TycsfhUuinI9mQtTfbHV8wgdEkLi+gRIU22E0s4QELLW2+9pc/FBAKEnWlNbza2egz3aZmfzIv8KnJvDz6R9fqu9IjfvBl4KZt2o9GIwjTNZjN6oBBTJrNNrgthe/XtEO5eHpln4/FYYSAGs/vA2liguvdVifgMEUyGTIakyM7OjsKPTObs25RN7dmzZwo/TafT6LOzHQb4EzLjIULmKsvYeFZbDK7i975NuS/ZkmTt+vcY8995f1XMd9lsNqNhIB4e4ve8p8zDyWRimMZUyAhfUvmR66XNJElMOSMZp2KxqNcSYuKBfHl5aXyF9K+RNSwH95tvvqmK1XA41HvJ72T8GBrAjVTGj2uX1PrpdGrgfIYNSX+oJPEAZb7NGEQn95Vnp/+RiQd4DdsqFosKpQ+HQzOPZO4zt6fPNsR5Kn7JUqlkQhVkXbbbbfNccpBxzEulkmFky/X0x/lcqdxLCNsTitx2GIkQpr68vNQ+06/qlSu+D2aGYdgWeRDyfalUMuFZ21jk30RSqDOVVFJJJZXXSu6txUcILpa934uQW6rVqmFFym8ODg6iKYfm87laPZ5ZJ/LHLD5Ci0Is2NnZUY2ZWjjzNDJwlNqnZ5PG0i0xFoykCDIJyWZj/z2jUrT4g4MDvabX65mYO95X+jmfz9UC8X0QKOeDDz4IT5480e9jRYEptF59kDNhL8aYyTjM53O1rGk104rw6ZNimf1JHOE1cp30c1ucIGMwRRgLyYDwcrms8BnZrUwCQEtatO71eq1WD69tt9uGOSmQ0ePHj3VsCoWCQqonJycmrZY8S7/f13E9PT3V31LbXywWOsfffPNNnQtMiuDhYXm+wWBg4G1WH5D+1Go1M/cZBylztl6vmwoerHzC3KRiufj8uWSryr3K5bJaai9evNC9IUkSnddHR0f6vIwnpuVXLpeVRX5wcKD9abVaag2dnJyYwHz5/cHBgfZ5sVgoenRwcBCFKCn5fN4wQmOEE8ZpEgVheTciAPV6Xdf3cDjUvvV6PX2PJBKGEPS5QrD5homCyNwg/D8ej3XMX0Xu7cEnL+zFixcaREwmEH1ei8VCM5/UajUDr9CXJN8TVmg2m8a/E/PrMdfenyLcGD3+vg3W834jEcIZfHZZeKvVSsMlarVa1BfpfYX05RECY9YG9ifms2E4QAg2g40s7Ovra9N+bAzp5/AhFYSs+VvCYTIOzBHp2bAcB7IoeZjyUKbvUvrAQ9MnDeBYxcJeisVi1F/C/mUyGdMHr2jx/c9mMz10CBNRCOUWi0U97JiJZxv0R4jvwYMHhmFKmJYZaCgxPznzNHITLhQK2h/CkiHcHSRkRtfrde1zr9czGzsVBypr/MzxlXdLpvBgMNBwhsFgYN6JfKa/j369crmsfeh2u3oNSwsVCgXzHunjkw3/4cOH4dmzZyGE21CFhw8fan9kvvd6PT1Mj4+PdT+bzWbqW9wGb5KZyflDPyyzWHmGLWs4xpjm3POazaaBuMmwlntNJhNtU8boVSWFOlNJJZVUUnmt5N5afAJdfvDBBxo/U6lUDGTDYp0S+1EoFExcE+EMEaZVIkTC7OQhBGMdkJXFtmKZ/JnTMJPJqBmfyWRMlQReQ6iNQbCEPUXbW6/XxoJj3AtLgxDaoabFYOpYqRVaT6vVyhBIyCCldi5jRVbq1dWVarHr9doEswsM560l6UO73dYAVwb6En5k7BMrcPs4PhESPnxMKNsU7fz6+toEFcfSNtEK5hzgsyVJYnKiilSrVRMDyNJF0h/mkGTAvfSLme0bjUaUNFKv140WLdafTzXGOEISYORzNptVJufJyYlCfxwDprdiLCmRAA/DS9+SJFHLq9/vmyBxVqqXsR+NRgahkfl1eHgYzeG5TUhWWiwW4fvf/34I4dbakvZ7vZ6us2fPnqlbgxUrZKxDuLUihT17dHSk63u5XCpM7VmaMu8Gg4GOz97enokxFHSHKekYg8kSUdVq1UDmhJFl/e3t7RlyHC1ExirK/GUBZwby5/N5RQBqtZqu3SRJ9N1Vq1V9ZkKdTPNXLpcNm/bbyr09+ATK+d3vfhd+9KMfhRDsoUCfx+XlZfjoo4/0t8Tfff65EGzJE/rLPFuPE1o2l9FotBWSYjVz6RthRkKmfpIROpGJO5/PddJ4VqY84/7+vh6s6/VaFydhIDLtCKkNh8OXconKc8ukT5JEs9wQWuT4EKKkb45ZG0IIyhr9/e9/r9A0/VXlcln7dnp6qvcdDAY6PmQ3ksLOd+Ghzli2Fv+8Ivl8Xjd6hnXQVzifz7WfDOLlBkQ4dJsf0I+hzMlKpWLq8IVwe1iwejUPFBH6m3iobTYbnRfvvPOOrq1s9q5MFn1MVBzoA+KmfXl5Gd55550Qgs2Jy4Nps9mY0JMYdd+zmJmBicJDP5ZcwfuP5BAhvMZcpt6fTGVQxuGDDz7Q5BDvvPNO+OSTT0IIt1l8yMaMsUPpG/6///s/3Q8qlYrJO0p2roRgePiccPsPf/jDEMLtISIGwePHjw2UKgdup9Mxewz7SEOBUCeZ0XQFyPs4OTnRQ41JKfycFoWXsDNrIFKZ4f5B3+irSAp1ppJKKqmk8lpJZrONjvj/cRFtkgGoe3t7qs3kcjnVKp4+fRr+9V//NYRw61QWJiGhrfX6rlQG2VHe+R0LmqYVQ22MsWPMA0hhLBMhnhCshRJrn0VLe72egcXIlouRQAiH8tmz2axqn59//nl48803tT9kipL0EBMfpO5j80J4OUs7YTuBbJrNpsJGx8fHJv0aq0uwUjnbZ+KCWN845syA7wkq8pkVylmahVBUt9s1lilZaD7tXQi3TDUG9BLaoZARyord8qyitRM6Y6oo+W0IFi0IIShBrNFohJ/97GchhNs5JfN3PB6rlTkYDAykLW32+321Fn/6058q1PnGG28Yy0sQCFY9IIuZeTs9AzcWA0rEgjk8GYDPgOvRaGQIOQwGl3fI+EeSf87OzhRdqFQq6nL5/e9/H95++21tX9ppNpsKGzItG+N0y+WyWkzn5+dRqJCVQ5geL5PJ6HwplUpqcTPWNpfLmbhHyYdJ8cxxBpsTciRJhuPGmOlY2khfGYR/Z7wnK7DLfUkKmk6n+oz/+Z//+dJz/Klyb6FOefh2u23Ym0xoLC87l8uFTz/9NIRwi+8TipQFUK1WDbz5p+gD9FsRvhHhpCTzrFgs6uInRZgQnIfdYsHd8swh2ATEnJQh3B1YXPyED+iD4T3I6GImlhDi/jsK26eQ3VWr1XQcmOQ3l8vps+TzeeO7lA2I9+c4zWYzhSILhYIuqm3+NRm7EG439FglcIYwdDod3aQymYz2eT6faz+YKLlcLpt6jlR+ZO7V63UDn0qb9J8myf/D3pk1yXEd9/703l3V26wYzAxAggQhShYpy9osORz2gyIcoXd/AX8jfw9H+MUvirBDEV7CQcmyLIk0CYIEgcEAs0+v1ftyH+Zmzi8PTuteAn64c1H5wmGjuvrUqbNk/s8//1k2aQ4+Vb1UKmmf+fA5z3fIlJNnKhQKCm3t7e3pWRgXMMK6hHvX1tbM/aWPf//73+tZGEXTfQckxH4NwdNiIYjaP3vnZsd3LmONc53sVvYVndzpdKrrDTdoOgCVSsWsPXKfTqejLNAXL14EocUoijQlYW1tLXgGuqqUT6FQMGMkdP5PWHuxWJj0EPYbmdd+upZzV3OLTrc8AzVuedxE+L1Sqej9uQn7kDL7R+b96emp2QT/T2ey/zeWQp2ppZZaaqm9UXZjIz6xwWBgcjyYg0Y9w9/85jfOOef++q//Oli8s16vKwTA3BvnrJfJz8TLIQRA2LBUKunfURQZD5IMT/Ge/dxA8YyYP8hI0E9SFdjFZz2F5MjonUdRpPAdGaRbW1tGAzOUEOvLeRG2XSVrJtewHA9JRCQd1Wo1U2SW0LFEXvQAWYaJn7Nit9+H0oZGo2G0Ogknye9SnV+e0zmb98eIj/qfFAcgKUTeh3MvExfIpG21WnpPuUbasre3Z+BNlt0R88vE0GMXQYL33ntPIcrj42MdF1tbWwYmlzmXzWYNw1PmFuW25Dppj8wz+U3nrGQZYXg/d4xRjLy3brerRKejo6NghNvv94PJ8kQFstmsiQoJ30k/FAoFw6iV+zcaDf3uzs6Ofh5FkcL2zNckm/T8/Fz7gkxzH2Kn9ibJPdL/zImTZ3POmerl0ibnXi6nRoENmvQbUQeKeZAJvlwujXSb3F/mgP9cbG82mzWRtUS4jNCHw2HwyOjr2o3d+KTDWP6GupdMW2BtradPnxomJF8Ma0rJxPbPFUKTk5PWOWcWdjKueC5G6FLazPb4VHxurDSKC8vkPzg4UFYkz86ogMA2+AoaIYiSmzXPEGnFYnFlIn/IGeBZgtzXuat3KpAmUwb8icozHnF4bt++rRsE0wr89A3WA+O5YWhR8Nmhck273TbwU4j2zbQI/4yYEKts1jQ/1ULGLZ0Q1m6TczrnnJ49One9qdZqNXUGT05OdIysr6/rvXlWHEWRGS/Sf91u19SekxSGzz77zCgSHRwcOOec++CDD3QzPTs703NjanvS6Dh0Oh2zQbPv5J77+/vut7/9rXPuSiWGrGfC+fIeBoOBtrPT6ZgNRfpQNitpjyzIl5eXCgvzLJZ0fSaJc8z5G0pIaWnVWTS/zzQXjll/bMk8oMPjp6hwPSEDk+trSDxjsVjoGCAbk0IEw+EwyOqkcU2dTCbGyQ0VCiCk/DqWQp2ppZZaaqm9Ufb/RcTH/CnJIaE+ZD6fV8/1yZMnmuvCiIBMPL+8EX9TfotJxH7ER9ILCTbMg5LfYh4Rw/vj42MDDxH2pDSSeKi9Xk89IWr8MWem3W4r1Ma20etiaRZGqdKn/jPy70qlol54LpdTT3QwGJhojtJq7NuQTiahP0pi+QxV6ZPj42PtQ+YCsZ30wieTiTKBh8OhifKYQ8f3Jd5nrVbTd5ckiSkLFNLwLBQKQfJEHMdBWJuJwWTnEv77/ve/75y7YjlL5Hp6emoYieKBv/XWWzoPut2uu3//vnPOwqhJkqgc1u7urkZGJGc1Gg19n8ViUfPFyIZm6aKzszMdC9SxJAGK0HipVDJwJTU8GXEIEnBxcaHtXCwWOvZ5FMCop1Ao6DrRaDS0j7e3t7UfqtWq3qfdbisCQaSE+YCEeQmlLhYLQ24KGa+Posgkv4txDSuXy0YvltJwPE6R75OtOhwOtZ0saeScM4iXzImjoyNTYYFCF/I87NvJZKLoxeHhoZmvISIN1xHq1BImJfM6SRKj8/mqduM3PkJ51JtjeMwzncPDQ01mJyThs5hCg5SLFTH6VXqPhFf6/b4OAh8OpM6dXM+J5CfWyot///33ddHxFWVCrCxumoPBQCfMaDRSaGxjY8OUNBLLZm0ZIBpVLQi9ygLaaDSCUId/nsXNUX6LteLYt3y/3OAIb/lneaHkWLJMudjxDI7QD+EqOga1Ws3ovoYgXPk3+S/PEPl+CYNTP5ZnUbLQ/+pXv3LOXW1S8nzvv/+++9u//VvnnHN/8zd/Y9JZBMKL41hp9i9evNBrDg8P3V/+5V86564USFhPLcS6pLGOIKHlUqmkv8V+4saXzWZ13PX7fcPMJFRLeFvEovP5vNbg++KLL3SjZ+I8nSNfvYkbGeE7wsiSAtVsNs1GILaKrRrHsW6mjUbDwJFkUXKdkDP64+NjA5mLI9Htds06xzN2fx2Q9kv/N5tNPWNlbUG2eWtryz158sQ5Z8XpeZTBeUtmLM8B4zjW+cTfIqS5ah1dxapfNfa+rqVQZ2qppZZaam+U3diIjwfd9CrE82Dy6nw+V69rb29PvZbLy0sDkfAAmB4YYQ7xgKMoMjCNmJ8YTqkdaWetVjPFI0PRQblc1gixUqkYIo14q6enp+r5sZilT7Sghy2e1uHhoZIMKpWKQqaMdKlvyVxFtpnPS0msUqmk+UuEhKbTqdEdpfE+0v5yuRxM6vcjL7JS6RUyUZlEhxC0SJbpYDAwkkm8hjJbLBUj0Tfb4Es7kaUnz39xcaG/y4K8zMW6deuWjhnnnEJ1EgWwYPLnn3/ufvrTn+rzC9T2/Plz46lLxMQ2PnjwQBnQfoTNuSWfszAoWavL5dIwcEnaYoRNVEbMnxPUeBSSyXK5NGSSL7/80jlnWbeEuTkPzs/PdbwzGdy5a5ZsqVTSv4fDoSEfyXuI49jAjKEcWUaRhNhLpZJCmtVq1RyzyFiuVqsGZZHfZTJ7iAEs1zBa57GDQMRkOpOlzgoUs9nMlPkizEh2K9chec5MJmOKXbPNEi23222D7oSM+ceUTXsdu7Ebn8AqpCM75wyOT7xYPm+32zqAWHuMKhKz2Uw3ys3NTdWGKxaLOggGg4G2gdR651YPRvmtw8NDd+vWLeecZZxyc+GZoHP2TDP0OzQ/AZhnXnLPWq1mIAYuNDLh4zjW67nB8bcJtdB8NRgxwq2+Ug2p9jQKR1Msmu0hPMj2UHdUFim/nAzvIfdhvbdMJqML7q1bt3RsZLNZAyOSLcxnlIWPfcI2/smf/Ik+M/VOWdGe74jnpzJe/v3f/10XtJ2dHYWuf/nLX7oHDx44566So6W9TK8hhb7T6ehv+iLS0gfsOx/apzMo92m327px8FyJ5ziroGGeb4/HY0PRZ58JozlJEuN0EAZkXUIu+GQZh2DyQqFgkrgpVCDOzsbGhknQDqmX+DyAUBm0Xq9nzk9DFlJBkr6Sf+MYvHv3rqlnR+1Nto1zi/enw0MoWPqNZYza7bYZp6F2UrRDvi/t5/zge+GmLMHK61gKdaaWWmqppfZG2Y2N+EJK8dPpVL1AFoMslUruxYsXzrkrb5gaeWRFSiTY7/fVQzk5OTE5fYQTKZ9FlXwxeiokUWxubhpyjkR8ZDWtr6/rgbTcy7mXc7tC5BAeVJMoQAimVqsZ9qYPk0ifCCOU/06PkPqWvjFyCEGjjPjoYfuQByFKllQRL5ZajbRMJmNgL+b0kcDDPhX4aWtryyT+SrTYbrcNLCnfZTXrUqmkfXR6eqqRGBOwmYT8wQcfGI1C6ZNut6vXt9tt9/b/Ljg6Go302eUe3/ve9wyUJ2OWFbF9SI1EEfn87OzMkHqopSnQ6Ntvv63jrlgsBssPkbjEJO44jvX9VioVk/hMXdVQovRwODTRivTT+vq6YUWGdDvl+/5vcQ4xUlssFqYcUojsdnLJx8LmAAAgAElEQVRyolCefMe5q/cckvQjfEq0gHOCSAN/s1wu63hsNpvBKNU5Z9YbVrqnNJwYI/fJZGKQCTFKCbZaLffee+9pX8r9Z7OZzo87d+7oWjsajcwzyG/zHZVKpZXl1yhcQKRKxuHr2I3d+MiO42cyOHZ2dsx5gEAtn3/+uW5w1WpVN5fBYKAbEDXpnHMm/JaXTRo0Nf58GIIUZ9LaOSBks/ahmZAuIY0pAFwg+LuEn5bLpS5SDx48UP1S1i6Ue8l9+F1uHITjVtkqZik3ccJSnJyEmcQGg4GBH8WKxaJu0NwU/Ot4BrNKd1T6jQtmsVgMQqO0QqGgC9mzZ890Q6KANh0PCh/v7e253/3ud3oNz/hI/acCjPShMJSZilEsFvV7TA3g2RzHRRRFCt/y/IgKMPv7+8rSpSg72Z5UNeHGQSEHprawrpwPcxEOFfPHjvzd7/fNfCINPpR8LfcSC+ma0laVOqJmql87L7QeJEmi/cnNiPPAPzYgW1LG9fr6uj4XGd9kV646bvGPQcSYNsJ+y+fzupFtbGzoGKQSzubmpq6Fx8fHmuDPWpB+qanQs/PsbzgcBsdAr9dbmQz/dSyFOlNLLbXUUnuj7MZGfCEpHB7WXl5eGikfYcF9+OGH7pNPPnHOOffNb37TeODi9frMQ8oJyTX7+/tGEoheCaMVieboITGiXC6vi3Eul9dV1EkCIXSyWCxMRYkQdEJVfxJamPj6+PFjjZKYEM1kWj/Ph5Cj/E3mp3zffy/06nyvnZE7/2YfSnsoETWbzUzuHiW6xHyZKvk+iQWEo8lKJEzG551MJgaKlX6rVCpGM1Fyper1uj7L9va2Ek0YoX/00Uc6BqIoMonErKhN6E3enbSR74r91Ov1jOK99DFhVOeuUQe+n1wupwjKb3/7W1OxnUIFAqsSfp5MJsoafvjwoWFLynMQMl8srqsGUIGf4525myQBtdttEzWwzA0hbUF3qtVqcDzyKINkD0a4jDSp7drpdIy2pJifRC+oEoUiOE6dcwbGJtQthZp5FEMCEuXC2Gbf5J6smLBcLvVZyI5fLpdKHHLumtFaq9XMHGfldJbtkujv5OTEHO+E8mKHw6EeC/CYodFoaDufPHliyny9qv1/sfGFGI8cxFSF6Ha7OsGePHnivv3tbzvnrqoUsxQOIT4OIHmRi8VCFxhuerTFYmEoy2LD4dAwQklzpkIIYS5uCnKv8/Nz0x7Wy2NpG3mW8/Nzc2YnC0+321UIJooio9ZB+rIMymfPnunZ6Gw2M5MnBCHyzMYXqA1tfGRX8m95TjFOHia5U4VG2raxsWHK7RDKId2c6Q8UN5Dvrq+v6zv1E8/pqHAjIQxHlSG2R97pdDrVBZpsy2q1qknak8lEr//444+dc1YPk04Az5WOjo50cdva2jKpKjwXCzHr+A58DUxqXYqtra25R48eOeeuxg3fcyglhQ7a+fm59iWdSo5ZngmTBZzP540ur8zR6XSqik3dblfbSoeUG+50OlVHplQqGag+tIBXKhUzFghF0mmVzXFjY0P7rd1uazupb+kfm7ANZKXy2UOOKs8QeZzCcj+sa8rfZpqDrzUqv0VlGDpoXEd57r2K3by3t6epNJJO4dwVC176luvo61gKdaaWWmqppfZG2Y2N+ELFFBndkOnHSKTb7aqnlSSJetF37twxOn1MDGa5DiEkMDHYz//h31SKlwiu2+2avCYmxPKe0gYqlUubpJ2MFhlJEbYQT6vZbBpojGrv9PgZ5ZGRJu3c3983BBJG34SoGJGR9EAPktAovVLmODF5n5Ejr2G0yMRweV/UKGRfTadT7c/JZGJYeoQ35buXl5caIfpSZmTPyrvju8jn8xpNHxwcKDttY2NDn4UFf32ZMlbylv6UyPv8/DzIWuV7GA6HRjlfoox6va7fpUwWkYw4jvW9MVk+n8+bxGppb6fTMWxWMl4ZLdJI8OBYYAFeObKQPnHOJsInSaKR+vb2to7lXq+nRxyM1AljE0qV33Pu6p3L9b5IBsuLhSBTJsizdNXp6al5zyyMSyg4lBNHAhL7gfnKfsQntlwuDaIj36U+7mKxMBFliKnL+zOqbTabhpAjc4uFwUlcYRR8fHzsvvOd7zjnnPv000/dN77xDefcFZtUnmtjY2NlVY+vYzd24wvR0Vfpu43H4yCNfDweu3/7t39zzjl3//59FWadTCa6CTrnDIwWgtrI1vONk0QWiL29PYWjoihSuPXy8lJLuVQqFW1nrVYz8BottNFwIF5cXJjFnCxQVoHnpkC4kmeU3LBCi9dsNjMLFt9LCNog1MkNy2+D/M0FfzQaGfUb9kfo/IPKHfV63QgBy+boswP53VAysc/8lWdPkkTP+MjqTJJEF1+eyZK96UONhEbFWWKZHFlMisWiSRPhmOWGyIWO2pjy+c7OjoEupS3ckLnwEnbr9XpGSJswaWgs8J7sT24cVNOhA8J3SwezWq3q5vi73/1ON9+trS3DzA0xjiny7J9py3vI5XLGSSRELUZmLs9VfYjdn8v+c62trZn0qVUMVfmc6R50yihiMZ/P1RnwoUv2DTe+0NEE15tVrHOeb5JpznqS2WxW28OUo1KppGOcMC/F6V/HUqgztdRSSy21N8oyy1Whyv/jJoefvkRVSM6HcNZyuXRvvfWWc+4q/0Q8tUajod7J97//fRP2CzRAb4NQKpNpl8ulejZnZ2cm+V28c8KPZGCWy2WN8vL5vEaFmUxG70OokAfP/JxEF7bNz18Tj280GmkExDaQUeeX1FnlfdJLDrE3/XdFz4+eMYkChGf5XfHgLy8v1cv3GaRirBbAaKRQKJjq2vIb0+nUyOKx/3k9c8bIjCUTUd7vaDRSJOG9995zv//9751zVzmV3/3ud51zVs+x3W4rYWV3d9e98847zrkrqJyiB9If9IoZ3cg9mCDMhPvlcqlR71tvvaUyXF999ZWJhmS8MI/MT6BmgjmrITAnS/pDflPaFvotMh5fvHih0O7a2ppGBL1ezyQ78z3L32Rq+5FWCCqcTqcGxg7NMwoSMLLzk685rlcttxxHIQTLj7xC+amFQkHXOc77Vqul4gez2UzHg5+bGkJ0nLO5raFc21X9yXzlyWSif1Okgc/O4yDmDfOdzudzhTpl/ryK3ViokxtQyLio+md/clbCxXM+n+sG9w//8A/uZz/7mXPuasEJwTGkXw+Hw2Dpl3v37mk5k2w2q7DL48ePDWuJEJXY8+fPFaLkedZisTCaemw/oU72Q2iwOnfNwqvX60qz73a72n5CNuxrQks+M5MpGyz9w2cLTVq2za+7x7M2MsnkPbKEk9xL2kl2Hc9sZCFghXcuas457f98Pq/nYTxDkoXX7+dcLqfXdzodbdvu7q5uoJPJRM8wms2m6U+Z/Ds7O9o2UvD9PpQ28lwvpAQTx3EQXqOjdHx8bCBwLm6kkVO9Rn6X/UGhd55bLZdLPVI4Pz8PQmpceJlMvbW15Q4PD51zV2dkrIXH56J4NZ+RZbhohBPFstmsPs/FxYURyl6VEC5G6I+Qpn9eTeeRijrUUA2d8a1a80ajkY7Zfr+v68TOzo62gdXSfbiUZdDoeMhYohNSLBYNVM5UG7Ls+ezyLBTsp4gB2dAcSxzbvijBq1oKdaaWWmqppfZG2Y2N+Oi1iWe3ubmpYTAjEcJQPEBttVrqFbG6Qj6fV5LJj370I40sCG2QbcbD2kwmo7l1z58/N5JlAnPdunXL5BGJNzmZTLQAZL1eNzAKIyBpc7/ff0mlX36LfzPXiNdRRkpIF0y6J7mCupqEjgnxMOpiKRofhiXxIuS9MoeO77ndbuu74IF3uVzWKJXlnPL5vH7OaDGOY72GMkx+UWNBAPw8QunP4+NjQ7bgs0vfnpycuA8//NA559xPfvITfddHR0cqU0amMfPi3nrrLff48WPtc4GoLi4uzNiW55BnZcRUKpVMqStWAqEeprxPFm8lXDmfz/WI4Pnz5zqfGCFzfnCcSv87dzXPBEql+TJfIQ+/Wq1qkVYakYnFYqHzTyrSy30EWmXxWeahEl3IZDI6Rt577z3tt263q++/WCwatEPuSXiTUVI2m9X3PxgMDPknBJ8yCvtDUSbbQxYlJd2IpoQ0ff2yXWI8diAZic9OwQRpt/QnIz7pT5L1/MhaoOzLy0szDpkDyDXsVe3GbnxcZGWgHxwcKIzCAe1vBIQ25OWNRiNdVDOZjPv000+dc879+te/VuUCJkQzaXMVa43wHSeG/J5zzt2+fdsI+MrEzmazOojJBuP9SY/2JwPZldJXZHjyTIiQrzybcy+fAYSgPP/cMHQ928ZyOH46QMip8J2WUPknLijZ7LVgOM9Y2Yb19XXt23K5rLBzr9fTs8J8Pm8S0uVv1jmrVCrBJHpu7vfv39eNj+Mwl8u5+/fvO+euxiEXafkuadzOWeiOajzybwKdPnz4UMcm4d7RaKRjgdqSfipJiIUYx7Gp38dFnmOQizDbznqG7Ac6dDT5vFqtGrUTwqfse46FkGh6LpfTz6kGxLOwXq+n44tO2Wg0MmonYnQGl8tr4WueaXJu0MEgrMr3yt+N41g3CMLOXEdC7E7/72azaSqwh6Bd/15i3JioKkTHhukJvI+/WXO9CSW2k8nJ81bCwmRPv46lUGdqqaWWWmpvlN3YiI/RiHgJ+/v7RlczxIIiG9M/UBevotlsqmd8fHxsktkFSqVHu0pWy6+0ThadRKaPHj1y9+7de6k9zjmj4Un4gxEQPSExRmGEP8rlsvaV/+yEH+W5oigybE+y5UKSaIwi5F5yf+oeEiKRaJ15ec5d6xUy2XixWJjq0SyuyUR1uQ+1/7LZa83VtbU1LS48Go1M1YP9/X3n3BVMJqza8/Nz9+677+p9pP/jONY2UAd1d3dX+213d9eMVYnUKpWKjpnj4+NgnmOSJIaoIZ4xK9TLu6pUKlo9gd6yT2YS9IJaiCR++EnK8k7v3btnWKiEWqVdhByjKNK+IerQbrf1ffLYgfMnm82aZGcSYOQ6JoYzvzaXy2mESDi8WCzqMzMin06npoq6IAQ8BmF+oown5yw5p1wuK1qwu7trmIq+3Jv/u5xDPilIfs9n7XI94zumyADLDAlsT7m5Vfl3tMlkYsav3L9YLCpxb3Nz0yTsU0KOkLKgTXzGUqmk7Y/jWNfXcrls2MiryHGvajd24wvVsiIlngPCZ1Bx0oZgSSbKPnv2LKgPxwUqn89rewgbPn/+3MCkofMsplEw5aFarZqagyHFBN6PtHJqL3JwUzeSG/GqJNX5fG7KhMhEJaxD2JPsTf+ehDbknkmSKKRcLpc1QTuKIlPpXiYDIeX19XWtDdbtdnWTYqJss9k0td9k4eM52ng8Nso58ne5XNbNsdFoKMzHJHD+1tramk5ssjSfPXumz7i/v+/ef/99bbPAT0mSmHcpzsCXX35pFE9kXLFWI5l17ONQusFkMtE+4OJTr9c14X4+n5uzGPnNi4sLheF51jOdTrWPZ7NZEB6kgAQXWp6FrWJ1+g6dz1iWa0LpBj6Ux76UfmOaAxnTXFypcsTzJTqes9lMNxqW4Fl1tMJ1y1df4lEAIf8Q1JnLXVdvz2Qy6izv7+/ru06SxLRTjEo1PhOV53RcX8WePXumwhsPHz4MKuFw3lerVT3bFbFtuT8Z0OwfMW7W8huvaynUmVpqqaWW2htlNzbiEwhgPB4bj4reACMm8XR4eE8CDCMgypp99tlnes13vvOdINxULpcNHMCCkfLd8Xgc1IGkSj7hpyRJjEcu3hLJIWQY0nv2ywkx94ZJ2YyaCSWwf6Qfnj9/rhEWE94zmYyRFgodPPO35L7OXUU2opWayWTMIT9JBAJdra+va1TIQ3rnnOZ35fN57WeSCXK5nMKVJycnBt6UZ2w2m3rN48eP9f7tdlv/rlarOvbK5bKOmd3dXYWsfdai5AxSE9U5mxPKSFy+//bbb5tkY2nncDg0zFvnrqA5Rp+MvKT/Op2OeVcSocxmM+3XxeK6LNXp6alRxZeol+VsfLiS759SYyFSkl/SisWTxXzm7yotSkYooWtms5mZo/IbzMsrl8uG1SvtYYULknmiKDJHByxpxfkn73YwGASLEjMiZtHjSqWivzsYDHSuNxoN87y+bKBzTtnhYoysxQqFwksQM//NOVvWyieIff7559pv/LdQxDcajXQN4Do3n88NC56IFwUqxKjt+Tp2Yzc+wmihpFBS8anCIP8m/w1pwLFWGs+/fv7zn7sf//jHzrmrARpSi/DZfYSBZJIUi0VzriCDe2NjQxc6564X/ydPnijzkMm0hAP8Gnmr4FDWKAzpna6yOI51ASWcu+p7XDiotlCtVg0sTEo90y5kUV5fX1f2I88PHj58qM9yfHwcZCL6KjHyjhaLhYErQ2ck/mItn/sKNlzU5D1OJhP9LUJgZOqycnmxWDTi5JIofnR0pH9nMhnt/5CTslwuDZOTsK68B78Ukc+kFJN5UygU9Gyo2+1qWzY2NrQtXJSYrE3ItFgs6kJ89+5d7Zter2fOg1iLkn1M55GJ1Rz/XGx5dMCNm78b0oLluyWzmH1COj0dTyZ9+/Aszz3JC6BR2IBtCyXm/6H3Jo6tvxmG0hZ8k3aXSiXjcIW0b/30Ka7HTO0SGwwGCpVT9JsJ8pPJRGHQ4+NjbWej0dC5NR6PjUD+q1oKdaaWWmqppfZG2Y2N+EJwHwkSnU7HlBkS0gJhEf7NA+kkSUxV6a+++so5d3UoK0ym3d1dwypjtCLRUJIkCotR1Z2H94QJyE4cDAaa21Wv19XDpqTRH4Io2U/y3bW1Nb3/0dGRgXnp1YkXThh5e3tbWWs+dEmvlwQbQjbyu0w2Xy6vq893u11lz85mM/fixQvn3JW3R5abvFPKMH388cfaHr8YpxiJNz6piZG+9EOn03kpMde5lyM+gWYIRfFdtFotfY9RFLlbt245564YgdKGH/3oRzrGBoOBPu/e3p5GytlsVr1wVjGXe3S7Xb13o9FQ6Hdzc1OjyVKppN41c9Y4hvh8zHesVComKZ85rEw0JhmDzEwheQ2HQ/298Xisn/f7fSOVJm0jWsPc3fl8buA7klVCea6tVstUVaBEmFxPVnIul1OEZj6f67qyXC4N81DaMBgMNCLmsQPfkU+eIYpAQgv7lgxYuQ/HeBRFSky6e/euvvf9/X1DcCOsSnlFsivJCCUiJfehhFqz2dRxTbIK12POv3K5rOgARS8KhYL259ramkEqZPy0Wi0DI4cqpXxdu7Ebn7yMKIoMLs+6WXJ+xIWRL4MwF8WK9/b2dJGhDuTl5aWpYcYzOzJCZdNcX183bQtBlIRCfFYkKeYysVnXis/DicQzzUKhoIobz54908nJitGFQsHQ5mUg8oySdej4DKSMMxmVfUtoN45j3eA6nY7ZBAnDicMQx7GZqNK3L1680E2QGxaZf/7ZECcVqdXStmKxqPeUcwe5hmeFTM0Q6/f7qrJC2JOLGvVFuTH0ej39XapaOOcMhO4v/M5dp7zcv39fP/vVr35lEsxFhajRaOiz7u/va99z0x4MBubMU56brFE6jOVyWfshSRLzHsj8ZOqJvE8mp9M6nY6BGQlv+tC99IVcQz1S1g30mZDyfl68eKHtaTab5r0RjiN0TTUjaQOT4mmLxbWm79ramnnnsvmSHcwzRKY5ELokVH98fKw6uycnJ2Zs+uuMc1a9p1araZsvLy+1DZVKJciM5Yb7+eefu5/85CfOuav1lXBu6IyPmy/hXDrdxWIxeH0+nzdHJRwbr2op1JlaaqmlltobZTc24hPPnx4YGVH0/Pb29hSi9DUBxbtlZQFWeSZUuLu7q1EPIzXnrvMKW62WJkGz4CxL2Ph6mSy+GJIa44FuFEUGmpPIhWU/aNPpVNl4zl2TESqVisI3vV5Pc9bYJzyEZuIuiUDSVmkPE4nFY6vVaiqndX5+rrBeNpvV3yKLi31E3U4ywB4/fqz3j6JI+4q6fowOWI5lbW1N3+Pl5aWRqZK+2tnZ0XHAvvXzEOXzTqdjEqcJRclzDYdDvf9yudTIrt/vm8hK7s+8uyiKNFrzi57KZ/L5/fv3ddzRk0+SxBCy/vu//9s559wPfvADfVZWWj88PFSEgGQPVlSv1WpGC1TgwVarZeaTzFe+K3rvhDQJOS4WC31XHPuMhkiSIkOyUqloe4jcjEYjbU+j0TCFdxmlMuKTMUX5Ov89hMY+ozPqo5KMlMlk9CiA0S7bQ8Y0I6lms6nEoWKxqPPDT5znOKHMndx/bW1tpbau9E+SJDoe1tfX3S9/+Uttg0SORK1Yfo3948s9Ui85dD1JUBQ3eB27sRufLODFYlEnBqFO/9xCBjphEdKyfc07YvRMc+DmxQWWTCOBrZrNpt6HgtJc8E9OTsy5pMBPPEdj8iohskajYdogE5IwAY1nMH69PKoncAKHWJulUkk3Qm6ChGflOueuBrpsdk+ePFEFkFu3bikM22q19Lt7e3vKnuWGIr8n7ZfFfTabGU3DkMpDJmMrkRN6lfGTJIn5LeqmihHGZJ9T/Nc5ZzYpcSr43llNvtvtal/xnDSTyRgHT+4/HA5fqvzNM9Ver6f/zo20VCopZBRFUZBJyL6rVCrmnE7uw/EyGAz0u2Szsm1MB+D4Go/HBq4UK5VKep9KpWLmHOE7MSbp+84Oz66ZwhJSPPKNLOkQbMj37Z85EqZbpYHJsRyax+Vy2bDO+fvSPxSL5mZBeNbX3OV9Qudx/jVM/Ofvyvip1+sGtmUKg3xOZilhZJ8pKg7A2dlZEKbOZDJBSPnrWgp1ppZaaqml9kbZjY34BE5kKM5og3BDsVg0sIJ4fuvr68qIymQywUKMvA9JJlS652F/LpdTqObJkydKsLm4uFBvn3Bcs9lUxmk+n9frqc1Ib3I2m+mzsNgk2Ziz2SwIh5EcQa+UkYjcS9rJROmQ7Fu73daINZfLafTU7/cVFrm4uHD/8i//4py7iuBCJImjoyP3rW99S+/5j//4j845595//30TUYZU+E9PT/V3CZ3wb+ecXtNqtbTPS6WSfs6ohu28c+eO6U9GDnI9f4sFNckapRdOCbKzs7OgVuZ8Ptfr+/2+RtmE4QRpqNfr2t+DwcCUfSFBhhFkKCF+OByaKFbGzFdffaUSVbPZTCPjVqul46tWqxlyBWFJVvOQ52NEUK1WFe24deuWoibOWQJXKF+TklZEa8gwTJJE31scx3o935V8R35zFfLBEkJcJ+QaMiR98hrz6RjlMd+XRX7ZBv4uoziuQ2RLUkc2JAHH6IwokS9bKG0m3MrfYikrktrG47GOWZYZouBHoVDQ8dlsNpWIxci3Xq8baT4eu7yq3diNj4u4TODBYKBnXhwolUrFMDBZr41MRVb/5TkDByVZX6EyMbdv3za16mQw8X4+U4qlgjjxyNIM6Y5ykPlCrqtKdzDxPLSRccANBgMVPq7VakaxRJ7ngw8+0PNT564XBapUfPbZZ+7jjz92zl3BerIov/3223rPfD5vEvyZWkKHRvqcajZcOFhDzlf94AYqz3t2duZ+85vfOOeu6t8xLYXljSSRez6/ribuJxJz4aB+ojwjhREolExmG9/FbDYzla2lH05PTxUSkv44ODgwbFZ+LwTr8fedu95Aa7WaXlepVEz6DuFktlXaUigU9KywVCqZszaZN3wmzuFer6e12B49eqR9z/l0fHxsNmWmBnADYroEzxNXwcmELkPwY7vdNv0ZggW5QfiV3/k3z86oIytjeW9vz5zDrtqwmIZFZ4DtoSi+mK+hu8pCfeKvNzx/JLwpxuCA3/XhTc5dWY8nk4muB0dHR0acQcbJ61gKdaaWWmqppfZG2Y2N+MTLJNQpXrlzlr3JagVxHJucHIGHCG8yr4YwKeE15g86Z/P4GKmJl7yzs2PkuSRK9XPQaCFvjwQCn1AhniaTivns0i++MWmWUma5XM5UvKYckuhPEuo8PT3VHL1cLqesQcKGjEba7bayHLe3txXq2tjYMExEQhty/9///vcajb711luGwEHYVt4R8/jm87lGJlEUaR4Uk59ZLoXRdLlcNnC39Nt0OlUPdblcGr1QCgLQUyfyQDiJvxtivO3u7upvUcYqlF/Gsj6+LqO8k263qxBoHMcGQpb+ZkTT7/dNIrPchyQy6nySqOVXcJCxybI+Dx48CEapPimF+V/S5m63ayIRub7f75uokAQ3VhqRuTUcDvUaWWukHzg/SD4hCS5UdYIIwWJxXV2dxwKEeAmNc6wxcZ5CEkSMCIf6ESr7MDTumFNLqTzCuYxYfTlIjllCtWKE32ezmcoxMgf6+PhYo78PP/xQkQf/GOdV7cZufHxhFFvm+QGVF6QTSa0mrk1okZsFNxoyAMmE42LLwTQej/UMsVqtmgnJcx/Cm4QcCYuJUUybCgj+5ywnxM2OEyOksuEnnof6OYoibdtgMNBnefDggfvoo4+cc1cLkJyj9ft9wzZj9XDSl6l4w8rpbKfck0oZ1CDl5GQyMIXH+YzZbNYk75OxyXQMeY90EuS+cg0XSIGuuKnV63Vz3sY0CmpB8hyI50PyW1RU4cJLiJRQnhgX4X6/rw7LZDJRhmwURWZh59gMQXxkVHY6HX2me/fu6YLZ6/VWsgZ5JsgzUiZQhzbBfD5vtGOp1sJ5Kc+yitk4Go1MwriM8c3NTe3j0WhkxqCMF9/xXXUEEXp2bpo8h+bn7JMoisym4282bIe0gWeddOp5hk8dVDFyGcgW5v3L5bJR2lmloco2hhikXHtYBms6nWrbzs7OlNPx29/+Nqio9HUthTpTSy211FJ7o+zGR3yz2cywo+gBM+FTPJhms2k8FcKS8nepVDIVtOX+hE9ZaLNWqwUhp+FwqNBFvV5X2KhUKpmyLvT8CG9KG4rFokniJnzAA35Gf5Q4YyTL77LEkkTHpVJJn4WeHmHkYm2/5fMAACAASURBVLGokVelUtEcvf/6r//SeyZJYkq5iPEZCd+VSiWN8p4+fapQqg/JyTtlfhqTohnVOHdNaOl2u1pWybkr6Nk5m4dGlGCxuK5afX5+rhHc9va2IbpIUvx0OjWVNQjPyhjY2trSUi4/+9nP3M9//nO9lpCyGCPLyWSikNA///M/uz/90z91zjnTN0wGJ2uOUQDHnTxrFEXqUZ+cnBjvPRT9+cYKFfI+/WoeJDOE1P79CIWFgtl+MUZDjDQps9br9UwUFtJzTZLEaMrK7wrsLu1nxMSjBhJRKF9GxjRRFjH2J9s2mUz0nsPhUBPS+S4YaRYKBX1ewvNcGwix+3CoGOcMo2kyeyeTiSHMyHzl9XxHfiTKvDzm9MlxR6vV0rlCmcAoitwnn3yiv/VGlyWSF8DzuPF4bLBj2eB4xsVFfjabGWFksWw2q8Krh4eHWmfNuetzrs3NTQNnkKFHSIJsJFk879y54+7cueOcuxoEIsjcbrd1MPkpBoQECY1Q6FY+r1QquvDyeQuFgtEdpcNAthkHLM/vmHwtm6OkKTh3tfDxHEPu7ycAs09kErfbbV1carWagUVYQ1AWpNFopNdvbW2Z/uHZCZm9cs3GxoYKIPCcybnrxaDRaOgkpLBvkiT6HqnFuuoctlwum01Qzv5arZb+XavVjAIP4VlqihJ+oviyXCtjOUkSdUx8CFzGKRfP6XSq15NO7yur+AxFaa+8h2azaVIxZLx0Oh2TBE1oMXSOOhgM9D5+1XKxVRvQcDjUNkdRZByWkEg8HcN2ux3cZOl8SVulbTLWms2mOY8jRB06TiEEWi6X1WnikQifi8c43KQmk4mOr8FgYNYGub8Pn9KxoflQMp/fOXseyrWt3+/rBt3tdg1ULzYajYIV6uUZpG1y/9FopPP14uJC18WTkxMVYXgdS6HO1FJLLbXU3ii7sRGfeOCj0egl7UvnrmAOiQ78ZEvxruI4VoiJ3lWlUtGI4Jvf/KZGHD5kQx1DMbKdmBhcLpeNBNl//Md/OOec++EPf2gqQRD6oScn1zDCJXxQLBZNZEGPXjyvOI41B6ZcLrsvv/xS7ynmJ1BTGk4ix+l06v7+7/9e78Mq1IyM6L2FKnPPZjP1yOv1upbVuX37toF85T3+0R/9kfvFL36hfS4e4VtvvaXPQqjz4uJCvcxqtartfPDggfb/dDpVmCaKIu2Lvb099/DhQ70n2yylX5IkMTql4pUyl7Berys0Oh6PlQBzcHAQ1BdlAdckSfS77OdcLmfy5Zy7imhEs3FtbU2vJRtwNpvpeD8/P9e+2d7eVtSBEBxLxvhJ3iSlkAlJNrREoN1ud6X0VkgOkJCdD8cxN1DeG7Uie72eKWMlbcjn86asE48XQqxXklUYnfgkDZl/5+fnJqoVowYpC+nKb8g18i5IMuG4Y9TMSIr5hozu2Waf4U7iUIgcJd8RY8Qn8GMcx4YJLusEj1wYpTpnWeFEmIjWcM2Qv1utljlS8CPVV7Ebu/ExNUAmHmGi4XBocHYZZNVq1ZQwISTEit6EhEJQ2GQy0ZdRq9V0QaGqBeEbbs7z+VwhrI8++kg3LJ4x+fApkzzFyBj0tfm42IlNJhPdaM7OznRR47kh4ZtGo+Hef/9959xVUrGc5T1+/Dio20iaOPUZd3Z2jIoEGXiysGezWcXx7927p1AzoZnT01MD1cp3uQE558zCzcks14zH45WKNCFlCoogM2G7WCzqQrC5uWnORVh1Xfo5n8/r70ZRpItyu902C7y8s3q9rpvpo0ePtM8bjcZL75eljJjcXS6XTd8wfUDeG8+reX7y/PlzfQ9HR0cmBUCelVAhk6mpHEIjZEi4kmfI3ER86I5nTKFFnsaUAUKyTAz3FUt4Rs2kdTGKdVPIgeWZzs/P9QyZG5kPH7JkWSgBv1wuq5KJOIW+cSP2z9foRJO9yY2e3w3Bub54RmgssY+q1aqBQzmH2A90bKWd/X7fnAtLP29ubupYojD861gKdaaWWmqppfZG2Y2N+Mj6Eg9jOBwa2IVsTObfSVherVYNZCOeeRzH6mH0ej0T0TBPkLCeFCFdX183eTL0TugZi6dYr9dN0iqZpaGcwbW1NXONRI6E7PL5vKkOwGRUgQ393CqJdlutlkadh4eH7l//9V/1nnKfjY0NU8RUPGMywKg+n8vlTMI7SQbyjHfu3FHoOI5jfXc8RD86OtL3W6/XDaRJ75+Rvhhh2Ha7rdWjefDP/q9UKvoeJ5OJgfxIppJ7drtdEyHIswyHQ42y19bWNFn+4uJCx9L5+bmSiOT3nLsi7Ugber2eIgyNRuOlHLC1tTWdB0dHR3q/W7duGc1M5o8SimRCPHPWvvjiC+echW/53OPx2FQTYEQgaAohSkZh5XJZo/zhcKgwPIvVEr5ngjMrWrAfGIVQXo7lpyaTSVC2azQa6X02NjZekgCT56VQAOFtRoLUZA2RkthvftI9iXuMHElKYZQq94/j2CBhIZYsCw2vr6/r9b54BpnO8oyUICPMS6SH1Ut8TVT5XTJU5fvSD7KGnZ+fK6nw4cOH2n4WU34du7EbHxcrMqhkw1osFgpJESqkOgMHNiEvshA5wTKZjIHsZGJzoSOzinADGWycnNw4uDAxwbxYLOoEWC6Xugh3u11T300GHOvN9ft93VgHg4Fe3263NWmZqiO5XE4ZWmRZ8Wwxn89rPzSbTR2sbP98PtfFl5tytVpVWHgymWiKwWw209+dz+f6jIR8fYhqFdZPrcmQVudyudS2jUYjAxNK2w4ODswGKpsEoV1CinKd/L44NhQQKJVK2ue3bt3S381kMvo3tSCn06k6AOvr6zqWWHeS40vaUq/Xg2dni8XCMB7lXPSnP/2pXiNOoXMvp0LQAZT3WS6XjYYn51Bo7PviySxvJX3mO6Q+i1EsBN/R2eH15XJZxxShSx4R+Od9dH5lDeCiWywW9bsUSmcpJY4XwoaVSkXXD7K3eY1z12OZz8X+HI1GOpZZUovvwhddoNqQjCMKfdOYcuS3Tf4ulUomLYkCGGSdyzipVCrGeZTz6ouLC6OFLP1PkQkqb72OpVBnaqmlllpqb5Td+IjPlysSj51sKkYiLIRJ1pEfbUmURG+Gh99+XptEK3Ecu3feecc5d+XNiFfNQ1zf+wnltdELnM1mytjjQT49XR4Gj8dj9Z47nY7KbfX7ffV6l8ulXkOW3mg0Ug1MskmjKDJq8hLhdrtdE02LUSJsf3/f/fCHP3TOvSwXxmKl8iyUK5L+knuGdCydu/bseZBfq9W0n5fLpXmPAqs9e/ZMPctSqaRe89bWlkbZ5+fnBv5j9MJ3x3FFph1ZuBJRDYdDvX8ul1PodW9vz+Rc8VlkLMVx7O7fv6/vSNoonr8PeQlj886dOzq+nj17pknrH330kYliGfWQBBTKBXPuGtLc2NjQaxhBUIpvNBoZyS8htZydnZmxFrqe0Zmv1RkyaniSLUvGMyPBW7duBZO7b9++rXO31+vp2L+8vNQx2Gw2DZQq742J+ePxWL/bbrcNjBtikDJqZuRI5mQURYZoRJRCnpPSg0RBWM2GZdCm06n2OREd5tqSWLdYLEy+qawHJPxks1ldwzY2NnT+Me/PJ8vI3F0sFjq2Oadfx27sxicD02d0EfsmU416ntTgE4iP2Hqn0zFVuUlll8lDGIjQKOG4p0+fGsiD+HhIT5LsSmL6xNCpbUfVhlarpRsc8XeWs+HAYnv47KvOJHi2RdiEbctkMubsUpyBDz74QCf8ZDIJaixyoeE5XZIkBr5meSeZ/GTsSTvkerZNnpFQSbVa1Q2g2WxqmweDgYHJpFI8NUgJHcrzSD/LuV6tVtOxVCwWTV0xgT1rtZqBMXkeI9+lc1IsFo04gHNXC6BscFzADw8P3R//8R87567OSuQem5ubRtScZ8iyYDKRnGkIhN1KpZIpw8UxFtooyR7M5/N6VkwGLscF0zi4gIfgQPku3zmdLKqXkF0rvzufz1cqych3Nzc3dQHf2dkxzxhKAGdfNZtNTYW5deuWofTze365K/al/8xkjlOQnOuTL0YtRihyNpvp0VA+n9d3+vz5c/MsIdiWDoafDkWoXhwDMnijKNLf+uKLL4JiCExFqlarqVZnaqmlllpqqX1du7ERHyGP0KGsr15Oz4aJ5GTuifn5VszFE29jMpkEC1tOp1P1vOv1ukJYk8lEPRt6k85dQ4RMziTDjCyuXC6nkd1bb72lsCRzsRhV8cC7XC5rBEGtvVwup1DFixcvjFYnD61DVcKLxaKJZOX3Go2GVpPv9XovVX93znq6hJpXaahK1CjXSx/2ej31Junx85pMJqPPfnp66p4/f+6cuxIoEBj27OxM39Gnn36qkeByudQDeJ80QA9b2k+iDnUhWaal1WppxPdXf/VXCuW0Wi2jF7m9ve2cu3qngjyQoCV9c3FxoTC/3Ne5K0/7P//zP7UtMmY3NzeNxJbAjCTD+EnMjDKkn0i8Yh4t20Z4mHlqhDHJMmbEt1gs9L1RE5LvgfOYkLkPx5HEIt+9uLjQcdXpdDRyaTabhsUq9xkMBoZoJubLi7HvyHiUqIqkHX6X85hJ9HwfuVzO5Mqx5FMINmTEzXWR83uxWCj02mq1Vj6LGBGI+XwerABD0latVlOW5u3bt40Ag0SA3/72txUpYQWYs7MzlXhMksSsA69qN3bjo/FlEhMXIytoOp3qIjwYDIziADdE+bxSqeiLOTg4MJCQXNNoNAw8xbpvVFwhE48bMWECuSaOY6OaIqzCw8NDo+bAc0nWzWIJnpAoMDdB1vf6wQ9+oLWvlsulLryELZi2wPMsQiqXl5e6ucgG69zVgJb/J7RLiJhal0mSGM1M1k7j2WJIx1CeXz4n/CuT8PLy0mhmynlPsVjU3+XZSalUUrHo0WikMOx8Pjftp8KFjL3FYqHjoVgs6mSmrqyffM4afzxvY/Kz9LEsJhQJoKIMS/DwbIVnefIszlkVFG4io9FIN/YkScxCLWOTZ9o8b6dqip/c7TMy5Z5i4/HYaEKKUfSdYgY8A/bXA5pczyrzbH+xWDSbLJ0dpmmEjMcR4/FYIfPDw0NzlCH3rNVq2i++igvVfWTMjkYjZWpHURR8dj9dJyTyTC4D+4tw6Gg00vfL+USniL/HDZFHAv1+X9e2k5MThX8vLy/Nhktx/dCZ6etYCnWmllpqqaX2RtmNjfgIZzGPT4xecbFYNMngYiwjs1gsTF6NQE+ZTMaU7GHFB4mwmPRLT5p6lfw7jmON4AaDgakGTg+e0QGhP4E6qZ3HKKNarSqkkslkjJ6keLQskxTHsUpTnZ+fa27dF198oX06HA6Nx88oNQRdPnv2zEioPXr0yDl3xSz88Y9/rPcRT45VvYfDobaTSe7L5dJUlWY5FpbPWWXi0TYaDb1ubW1NI7uzszP1huM4Vok26SfpH+lbRqDOXXvZLEfFsbdcLtXTrdfrGpWfnZ3pNYT/nLuObJbLpWFDSp9LH0ynU1NgWYyyYISj+JskHvA9O2fhSokKa7Wa0VSk5miocshgMFgpAkE4n3BcCK5kdQCf6BJq83g8NgiH/C5FCyi/dnl5aRAXllgiiUX6gWuJz1YmsU4isv39ff2bbaBABUkyRBHkeZy7GjsyP8bjsfY/RTV8uJjEKOlDRn6Mmik7Rli71+tppLlK15MaupQ/JNxKpO3w8FBFEqhHOh6PjdgC//6fiPhu7MbHJFie9xHqDCUXcyPgZCE7sVAoGLFr+e43vvENHRDPnz/XMxUuBLVazVDJeRYif8/nc3NGQ6aUGBcLLl6VSsV9+OGHzrkr/UbS6fk8ZGaSlSXPxUTTUqlk4DXpwyiKdOEls8pP3Pb7WK7nZJPf2tnZMRMjVDrFV68Q47tjAjtFsH1YhDAczz9CItjf/e53lbFHkXBCncVi0TAUQ5OQ5X+oHrJcLs1iIwvuZDLRTfYv/uIv3Keffqp9QodHbLFYGMfAObuIMZWAz02InQsIIWeyoQnrkW3Y7/dNCSmegYc0dFmhm79FrUie5fKclmdMfG/ZbFbHkb+BkjEtGzqTtZkKIW3y+5DQnA/JChzOlKNVXIPpdGoSxslo5fwOqetwfBWLRfOMFLfgUQbXCbmejgQdKL8unszvk5MT7atisaj9ItC8c1djl1AtOQ5UtCJzVdbs8XisTj0dXl87lMIP8g4o8PA6lkKdqaWWWmqpvVF2YyM+5uKJZ8ND+iRJTA4UmWosVSPX0wPM5/Ma0j9//lxZXNvb2+qprK2tqT5nHMcKM7EkDBOQCbvkcjnj4YUgniRJjMcm3k+SJNqGwWAQ1CtcLpfq+fGeTKaO49io/TPXj7l4wkrd2toyavskt9ALl799QotEKPfu3dP2+98lI5Dam8ynIvOP5APqBrKfmZclRvYbk29PTk4MY1P6hJUmmDAs/etbLpczUlAcYyzGKffp9/v6+T/90z/p9RsbG4akwiokZAiLyfeq1aph00kbG41GMHePUZifn8VnYmFQIfiwKoWQmZy7Gu+Enwk/hrRUfYYviTFCsGLeZBzH5hk5v+UogIn81NUcDodmXDBCFGN0yXxGX7RAzJfzYhRMGFvuSbY4I0pC+HEcm1xVVoqX8Viv1027Bb2o1Womcg+RXkg0YiRIFG0+vy6AzDVpVUUJknmiKNK1cLFYKKTZaDSUedxutw1ZiO+d448EMfbXq9qN3fhYsiekInH79m3D0JPrKfbbbreDjLRM5rou1Pr6up7pUGdyPp8bGIXlT+RlUz+RtOxer2cggJBGaLlcNnAZE/YJSxHHJ5zrn3eKMdmV5xxckGXgZjIZLYfCxZywF/UkCfEVCgUdrOPxWBcvX2A3dE7DGmOEXv3zO25edCRoobNgLqyEIqfTqZ5vsm5jr9fTRTOOY01zODs7MwLjhBSZ7C+/OxwOzQYj42RjY8OwFMXoLMl35HcoPuD/frfb1XF6fHys59Xtdtuoi4Q2Ps4n39GQ+9frdXWCyCqkWgghr8FgYGArOoOhxGqO10qlovdvNps6Ts/OzlT94+joSOdZkiSqnPTkyRPj9PkCDr6F+lL6h/ODfcLr+a4Iz8rv0gnlJk6YsVgsmnQibq5MhZH59OzZM31fxWIxqLTDtvKd8gyRZ4K+WAHXWj5vaO5SSJy1IJmq1e12DTubjoc8+9ramvYbRSv8I6xXtRTqTC211FJL7Y2yGxvxkSlHjUeWnpFrWDyyVqu5t/93iZx8Pq/J5jxspk7c9va2Jkw2Gg0llgwGA/XSz8/PNRdlPB6rxyNenHNWVotRISEnatv5B/BiPPx2zuoOitErInQivy2/y+RhsislUqZ3mySJ5lA5dx1Zz+dzw1aVZ18sFsqG/Oyzz9yf//mfO+euIhDCpCQ6iPnMMLmG+YOE/uT/pT1ksYZgNWqBsip6s9k01Qukf3Z3dw0sRRaojDFpn3MWSsvlcvp5v983rFTxhjudjomUxQip+v3j61P6CcUsvSXvM5vNGog0lIPmVyxhvimfk6xSgfzv3r1r+lnaT3LW+fm5ISgJzEyjJufFxYXmvnU6HQMVCrRKotPOzo5CatVq1bAxQ0QhRrKMyNgXZITyaIHf5d+j0UjHBWXE5DekPWRXSiQ+m81MDi7hbcoKShS8tram13D9Y0TvnE0qD0V/fNdk6obGmbSTz0QSDgmGsgacnp5q27766ivDGpUxX61W9T5EQJgnSPby69iN3fiowsAzMnY6dQzFptOpYRdxYaTwskzIcrlsztpIQQ4tGGRsUiGCSeJxHBv4g+eSYlEUKVzlnDP6loRPZWD6i6ps3M1mU+HKyWSiz06W6dbWlg5ELhZklvZ6PZ1sPB8kA5ZalI1GQ5/x9u3bRlmFG5/YaDQy55IUdl612Um/DYdDs1jw7I9KOxSyJptN3h0XVhphL27EZKv6cCvftdyz1+uZNAeOy9CZk/yeXP+HyrHkcjkdP2QnkjUs95fnDql8EPLy1Vq4Kcrncp7m3NUY5HdDRliMZ79xHBu2LFnGpNnLgthoNMy4oHCCbJQvXrzQe1YqFR37XDj95Gsa4XBez40ydDbKM3wyM/3+DCmikLFJp35V6SIep/glnFale/B9h8wfGyERA66F/mZKB0PWjLOzM+MIhfqT/UOHkTyOZrOZJrCnllpqqaWW2te1Gxvx0aslw4mRi3hOPHBNksQkf/JAVzxCaipS3zCfz6vHvrm5qX+T+OHDKCEYkxGfc85cw8Rg8ZaYBM0DaYb9l5eXxrsV77/b7ZrkT3qHEkEwUisWi8Yjls9JLPCL5PIwPiQR9s477xgyRqiUT6VSMVW96dGy3FKIQVqr1YxXTQk1RsqrYCzph+VyaViPjPTJEKb0WUhhnxJd9XrdQFEUFpB+y2QyJl9SIvFCoaDvgsVQl8vrElTyTKVSSck4t2/fNghEKE+UMDYTjf0qF6E8vtlspn1DCItV6Jlf5o91Rh/SryzIzDbw/TBK9iFtsSiKVBCCMN1sNjPMQDHmvzK5ntf51SX4LIz4mKPHcbQqEmReIZEhWZ+Yu8f1jqjPYDDQfFMee/hsVZFdbLfbhojCecO821D/+O+O5CgiYdRNPTg4cM5dMaaZWxwSHaHEGfOqa7WayYX9nyhEe2M3PnYcGZWEYEJQoXPX9GEml0ZRpPchvFkqlcz5Dtmh8jnrtXFDYXqFL+RKk/s0Gg0DhZEGT/iAUJtMJIpIHx4e6mQgbMGNiRNyNpsptBtFkf59enqqG+hkMjEQJWFJWbwI/UynU8X3a7Wang/6A52loDi5OWkJHcvi7tPxSacOnSESgiEdPEkSMwZIDWdis2xG7H/CVfP53FzDZ2FtPjEKDc9mM+3D8/Nz7bfpdGrSSUKartwU+D753CHj4skabf7ZDRd/uT/TJVgbjYnnFBn2mdch4yLPvvKT32XjIwzPTZYborSJ/+Wzhf7mb/mOgnNXsDo3CM4nGh1Avneq/oScJibs+0xaGfsnJyem5l2IkUt4c2trS88979y5YwKCkFPEs0Wm2lC8gapRURQZgQc5X6ZWca/XM6klslZRKWgVjOyfX6esztRSSy211FL7mnZjIz56AJTjEY+QENN8PteIb3t724TlTMiU7xJ2I+OKbDpWRqhWqyavTaKkOI71u4wAyuWyQlgs5eLrJJKtShao/O76+rp63IVCQb2r9fX1YHRAIg3z6WazmUbHi8XCvfvuu/pdMlfJVJT2j8djvSerOPf7fc2n2tjYUC1QRnCz2Uyv39zcNM8o9+/3+wpBNxoNLcPECNf35gkbSaTJto3HY30vBwcHmrvH97RcLpUNubW1pZCNL/Mk92Fpn0qlop59LpfT9hMaY/RKj79er5vCrpIozqRdsvFC8LwvAxXK7yQRjPOAUQaRBnr+m5ubOi7a7bZJ7pb3tr6+bo4CSAJinqBcz4jSz7FjeSCJhvmMpVLJIA3yLMyP4319cgT/n5E0UQe2jdKGvLf0LZEV567XqjiOTf5aiEg1mUx0TEVRpO/38vJSr9/b2zOsZB6hhJirg8FAmey+jFhIro2wMNEv5kNzDfNl1oTlS0GIKIo0ub5UKpnKM2JELUgMpB6pPOfr2o3d+NjRftKyc/ZMh+d0SZJoCgMX/FKpZDYFVlonq4lwFlMqZIKR5UiYkSkG4/FYF1VurIR7CCcWi0WFLkk7ZpI4z9TIJOPCJ9fJ/VkDTEoRffvb3zb9KIOvWq1qO/v9vi7ahHL4W/V63fyWXz9OPpdruECRGeucrdgsScuElPm8hIomk4lS3lnGiNqeW1tbQXUX55w5u+J5H41sNuobrmLaEZKj88Y28CxKNvrvfve7KvRNnU0Zp4PBQNvL5N9QqRnfmD5QLpfNBsF5IGMhSRKjTiRtGY/H6mB2u12dK74qi/x/vV43yekhaIssx8lkovOG447nmFwwuVkPBoNg+gYhNTomxWJRNx3feVglis+0FW4WFDAIMSr9szO5b6fTMaIXHJ+yEVSrVdPn7De5fjAYGLY71WBkXfEryFOpiGe1oYT35fK6IACDDDpodCS63a46pO12O7h+rzqmoLP8OpZCnamlllpqqb1RdmMjPvFQSUigp+icPXAmTCd5Pn7yqngnhGZYhLJWqxmNUJYEIlNR/mZ5GbbBj9QI/VB+SCKsUqlkPFcxyo4tl0tTAZz6pSGCAyOmwWCgHtiXX34ZjMIYfRQKhWAZIMJna2trBkql9y+fswRPq9VSaS3nLMwrfz979iyYQ0eSCSMfwtdsAxX29/b2TDXoEFGAbeA4kf93zpJ/MpmM9g/1TVk+iRA970nYqFAoqE7s06dPTZKw5M/Je6ZsHnNVWYXDuetogqxYwmu5XE77plar6Viu1+sKb45GI+PVS59RQ5QQ6Gg00vszv5MiEz7LVIyIC6E/zht+l2NwPp/rGPa1MUPQJWXNmCNLTVxCyn5+Xyi3eDKZGOk2olAh6JVIFUsIcTxyXvL7JJn0+3139+5d59wVSY1rpFg+n9f7FwoFM4fkfXHsjEYjMy9J8pLxMBgMFAI9Pz9/iTQjzyVjjKWsVvXnbDYz8m5vNKuT0BZVFUKUWVLuCRXm83lT40xeHhefxWKhC/Lx8bGW5vCTQvnSeO4jg8C/nhuW/E3qNunFhDGZ8kBIjXDMcDg0Gw3P+EI6mdPpVM9jstmsYTYKFEKR3F6vZyAVQnyyWNRqNQP3sN6b9DM3I7IcuYnz/RLnZ+0x9hUnM+FlpkUQwiNVndcTDvUdB38xkN+V6xqNhsKzk8lEr2m328Yxk/YzPUTaJ21m22QcHhwcvHTOQXWig4MDPRv0z7FDKQCFQsG8k/v375tnkzbJdwaDgS6+vgKMfKfb7Zo5SpYgz+AIkVG9hmd2obO/UqlkaP+E1X1oVfohpDsq35HfEiNDtVKpmAU/ZD57kws+VYj4m4RnQw4s5y77kGf4hHB9kXeyiWXukG3LnT/7TgAAIABJREFU9CBCu0wfoFFEmpAjj00Gg4GOJR+S5HMxRYmwfOi8leeMTDl6HUuhztRSSy211N4ou7ERH6MViSaSJDFEFPGooygysKGE2fl8XmHPk5MTU82aMKZEhRsbG+rpTqdTw46iBJl4J0yiZwFFX2ZI2klVf0Zw/DubzarnT0ji4uJCr6nVaibfLSQ1xaR7X9tR7sP8rnw+rx4hk2YZNZdKpWBVguVyqflojHCZ+8b7NxoN45GLB8loN45jA0vK9ZVKxbwXedfy287Z0lSz2cxExKEcSUaLURTp59Pp1CSey3vJ5XIKRRJKI4Ejk7mWYuv3+/qMhG2pscpIdm9vz0CKcm+JYqnfSKk8klgYFXFObGxsKPS7vb1tYCXxtJMk0Wuoq8ro9vLyUpmtrGDPZHk+KyFNsiV9WCsUMZN0If/v3MtRe4jkxaMAJl+vkhRbLBYGJaLQQgi6JurD3N9cLqcVFnyUhQIGFFcgWcWHO8WYPM65Iu1hHiLLVLG6OivDcO0pFosmmiPBSX633+9rJM5cy1zuukjuKpYsI2tfto5scWGIv47d2I2PcB8nv3zOcJrVgo+Pj03Kg0z40Wj0EtvLOXve1+/3zSbFBZawjhihJVLoCfH4rDJOTm5SYv1+X6n1m5ubRuhWBsrHH39s1Fe42LLNhKhkUDabTT3Lo77laDTSRZ4pFbyGjC6mcnBirCqFQlin1+sp9TmTyeizsH8ILXGSTKdT/S1CsuwH9jFZl2T10bLZrLah2+0aFi7TJTgm6YDx7JXQKB0AtknGLZ+RqSidTkfvc+/ePefc1bjmIh9SFKHx9zkeudAlSWIcGYpwU3uVZ21i8/lca659+eWXpqwTN0QmUJNtSHhW5ly1WjVOB5+R41ra3Gg0dGzSiWBfczzSgaKoAFVrstmsHgvUajWzWZN9Kra9ve0ePnzonLtyWFhP8MmTJ845Z4Q22P+EQ/35wXEX0hTl+ueXtqJjQKEAfpeKR1yHZAPyuQaEQOk4h9jFPEuX35N+Cwls+OWNeG7+qpZCnamlllpqqb1RdmMjPiZ9C/RwcnKiYbB/gCoRRL1eV0/07t27mkfkFwkVY4hOr87Pe2HUwIPYkAbf3t6eYTUxx4bG+1OxXaAjqtsPh0OFE5vNpinrQW+VzyjeGKu6b21tKYzFpG8eWlNOjUaCkDyb/K68I5YEYv4j1fOz2ayyGRlRyr+JMXIkIUQ8frIJc7mciQpC0Z9PSCAkJ22gWAEP+KfTqfZhvV5X2CiOY40QCI0WCgW9ptPpmP4k2sB3x+K8cr3kpDL/jkIIJIpQbKBSqeiY6na7SoYZDofaLsJpe3t7Om/IJu50OtqHzWZT55lf0oqMTcKtPI6g1J9EoKVSSaO18/Nzww5lJBMqgUSobbm8LgNFKJKMXTItSYDhfZxzRn6Pfc77SJ+zKDCh0Xa7rZ8T9fEhT4ko4zg2ub8yV5gsTxELohQ8BikUCibik+ibwh7D4dCgFzLumIdI+D+fz+tYof4x4Wtq31YqFbOuUP6Qc5TXU6iBxZ9f1W7sxicdVygUdEC8/fbbhs3os6icuxqs8rIHg4F2qA+dEF4MUYHlOvk8lBzra3VyIon5moE8FyPsQlhMIJjHjx8re5BnBsPh0MABMugJbTAplPqWx8fHuphSiYM1BMfjsS7gFAZnXzGBNp/PG5UH6SPCSWdnZ3rNcrnUjfLZs2daVkm+L9eQMn58fOycu1oUeHYm527j8VgnUjabNdBeSCs1iiJTiZ6boBidK+dcEBojxJPL5Yyuqbyj3d1dbb9/JhvamNkGcS4orsBFhk4BN9dV9fXiONZ2UYSAYuelUklLeF1cXJjEbRmDx8fHpkQVoUt5/51OxyyqsqmNx2PdfIfDofYZ0104J6bTqV5fq9XMPcmc5GJOeHOVsg3P1zh2CN/J9bVaTfvNP1OT8fvixQsDvYdSW/ieNjY2zPkpeQFiXHt6vZ72P8UbCKVS25jwNef0crnUZ0mSxBwphJLK6UTzbJTQ9HJ5XSrtyZMnpg20ELuVify+Du6rWgp1ppZaaqml9kZZZhk6+b4B9md/9mfOORutZLNZ9W4Y9fiakMLkHI1GWjmdeW1+knIoCdPP2wkVEi0Wi+oZJ0mi0QTLA/m5SSSEMFGWUCeZoowsCCGRBEBYTKIJRp3b29sKkeTz11XOSRpgP2QyGYW03nnnnWAZlbW1NY2sNzc3Fbqk18hyKZlMJpgXVCgUDPOTXjK9STEyC0ulkvZJqVTS+9+7d8/97ne/c85deecSXfq6o5SMk4iCESvZv3ynTDb2Jebk/v1+3xCfGN2LUTqPFcTpbROaYwIytVRDDEaOC0bn8rxyT0a6wvwtl8vu7/7u75xzV5Ex4T6JOB49eqTvf21tzeRQEoqUNpBJWKlU1MNvNpsmT1Tmx9rammH6UeYtRFZiZOTn64XycUl6yWSuK4lTeovf63Q6muN7enpqyFxiRJWYzO7cdeRD6NLPaQsRdarVqiI0ZGQz128VozyKIkO2EhLOeDzWPiKaQ0iW/UlCC1nwzWZT28rcYsKb1Cr2cy1DAgvr6+sa8f361792r2o3FuoMDY7lcmmUVWRiVCoVQ7knfLCKURlSgGH4zWuZGsBzPUJqw+FQf3c0GunAqlQqpsYY4Vb+TXaXGBUNOFB8PTvWBuOZI5mZ3Ig5uPk3IUT5e9XZKKtxn52dmXp2oVqKhJBonKh+zTayCXkOSJiPzyVO0aNHj3TDJSuOKid8/9xwOeEJX/vmnxM7d/VeKGzO1Bh5R7du3VLIibqy1ErNZrMvUe2Xy+s6ZYQT6dDxHdbrdfNMPuQuvyNGRaIoitR57PV65rdY+3GVkxiau0zWXywW2jdMB6hWqya9Rp43SRLDLCajlv3D3xKjWDS1dblpNhoNhQ13d3eDjNnd3V33ySefOOecu3//vra/WCwqj4C6l9yM5Jnlv6Exxd/ie7y8vHTf+c53nHNX8LI8W6/XM0L7XCdY81Oc8YuLCz0yajabQaYojfPAOWccbel/rnO+niqNDmzo+Mg/1ggl139dS6HO1FJLLbXU3ii7sRFfqBgho4bpdKpe8XQ6NQnC4jlPJhNTYZxREiM4HoSzOKxc7+v9kWEmnt98PjcHuYxcCOuF8lsWi4WJbggrMFGZcBKfkQwwP5/GOavtyShvOp0qjLm7u2ugWolK7t69+1JlBfktafP6+rrmHpKgQChS+lH6PMSYLRaLBs4lFMLvcmwQQpT3srm5qe1stVoKY2YyGc1hrNVqCm8x/47RPcktjLJIbqGgAaHUfr9v+l+88/Pzc/08jmOFyhkFOWflzsQEft7Z2THRFk3G2nA41Ps1Go0giYZRGyORXq+n7OnRaBQkBzFSi+PYyHZRli8kHZYkiSGrSH/zu4S0GVmQwEXIuVgsGjYu5fRCObicc/1+X9GCJEkUveDYvby81DJcs9lM5029Xtd32G639d3WajXzLERl+C74TsjOpSiC9MOdO3eMdJisAbdv31ZBhYuLCyVSSbUPuT/LP5G9KbYKOuY1FJmgmARRK5KvCJMul0sdMyxMzZzk8Xhs/v9V7cZufGKEKJlATdisVCrpRCK7K5vNaue+ePFC2Vc+q5MhN8/yePYg92eSu59EL4sC6ei+SCuTndkGYvEsjUSIh5AB2yD39+uuhViC8h1pm5xbfPLJJwpvzWYzFcD9xS9+4X70ox+91B7qT7JK92w20w1luVyaRGhuIty4eY4miw7PcAlf+4uG3LNWq5nNi8LH/I68R59txj5kIr9cx9QJpkIwlYPnqv5YlWfc29vTRYpnnVEUGVUOirQ7dwWRkkUbSpT3z2VC9Qz9zYL34ZkgdR2l7TxPXFtb07/Pzs7MZiS/60PbdBxkzLRaLe1Lau52Oh2zqEpf5nK5YMpDt9s1qRwh5RCfTRvS1i2Xy3rW2Ww2Td/6+qd+nzMpmw4ooTs6njSet25sbJg2UzBe2kBhj6OjI31f/X7fOFDc9H3Befl3srBXQcZklso6StUk3xmlupWM5TiOdVPe2trSfr64uNB3GsexOeN8VUuhztRSSy211N4ou7ERH71D8QYYVdE7JOwym83Uk2ACe71e1+/evXvXwJgkB4Tg0EqlohAeVeN7vZ7xhimlJUbl9Pl8bopfsmQIoQ0W46T0GWFAQqkSJVG70Cfh0MOjVyftf/fddzUSyWaz2off+973tA/J6mR0c3Z2ppHU+fm59huL/5JoRBiLZIWTk5NgPuBoNDJMRMKeLOQpxmTmer2uHjDz0+Q66VsezMtvMc/x8PBQo2xGEYz6R6ORgdg4PsXzPj09NbmfhK6kDwl3y/v5/PPPDTtV/p1sUI41shCZ88loOI5jjW75rtbX142YAQkV8m53dnaMtFco6Z9J93yfZPeRTdrr9fQZfbiLyenS5s8++0zfJ5ml0+lUx0WlUjFVAELVK6R9/ntwzplojpGXjAWiRIT4WD6rWq2atcEnzjlnkS1Cgk+ePHE/+MEP9FlEBu3zzz/XiO/w8NBA/kLsIsxIeL7f768k3oSISYxSoyhSIQ1GeUS2iEJtbW0ZERGB0KlfyjzeYrGoAhuvYzd245MJMJ/PteN89qMsdvv7+4aWKwLLz58/N7qL3BS4cfCskNp8oXM9UoG5gHMB3N3d1cnMTYfpDH6Wify/ryLBsxN5Lg5cMlHJYPtDtoqpSGYmz1JDZxLU+6tWq7pAZ7NZ3bgJx8i/OWfVV3j9t771Le1Pqs3Id3wjq3Ztbc0wIeXvTqejfd5qtbQP2Q90eAjTOHfd/37dOzFCuJzMXEQIIa1SkmGKjf+5/z3nnIErxXj2RIjJP2cjHEohc/mcJYfu3r2r56JPnz41vydnXrIQ+sZxREhtlWaqX5aKSfFidDy5oYxGI9N/XMxl08zlcuoEhDgE/nfpJJJT4DOsQ4nnZJAyPYXmp1QQnhe27/7+vj7v06dPdS1st9v6Occ94VAKFPhpRqH+X8X4lmf2n5H/zoChXC7rv7148UIdCT91QualtE8+5xx9VUuhztRSSy211N4ou/ERH70rVkyYz+dGq068BBIwyECqVqsmv0+8EEZ8uVzOJMqysCKhObFer2c05iRkHwwGRsdSIpdGo6FJvz7bSf4mLDWbzVRj8eDgwJTvCeWdUXfUJ5PQww0xAjOZjMJGw+FQvUlGmr6El9yHsCf7eTQa6bOXy2UlvRweHrpvfvOben+BkU9PT4OsTva7T9qRd9Rqtcx7ZGFcuWelUjF9yIR0gUPL5bKBHKk1KtAVYdvpdGrgTYl8S6WSKYhMwtUqwYQQ05WMVzFG9kmS6JhidFupVAzEK+bnZrF6uLzn09NT/d27d++aQrvsJ4n0mDPqRwScf/yccyvUPir5E6YbjUaqpenc9bhIksTklPlEI+kTQWI2NjZMfiKZrtJmVmfIZDLaV5yj8/ncjJcQoWy5XAYZ4vIdMb5juefBwYH2eZIk+lwkfzFC8uUVQyhCKJKTv0Pyh9TYZMV5kp1Idtva2jL5g9LOjY0NwyaVZ/TfFZnhr2o3duPjwr4qRKeeZ6hcfTab1c3o8PDQ7e3tOeeuBhU7XZJX19fXjbIKcXO5/2w2M2WSBKajygfrUU0mE4UQOcFZQZmJ6n5aBBcOGRCj0UgHkw9ZMLlXNjKqlDgXTivwk43JVBTx4jiOdZJx42YbRqORSXImu0smz+7urvvqq6+cc1eTXRZFX5UjBEeRDl6pVLQ9SZIYNqb02+bmpi52NEK43W7XwOCsFB9S/WC/sYaZn5ZCsWCeG/H8jueGVG7hO+J/+X15VvY32+rfQ+7tL3bOXc0JSUnZ3t428Lw4LB9//LH+zXNXpnrQ5vO5jjtWp+f12WxWxzLrsiVJYjZ91uYjtCz38TViqZojz9hqtQwLm+NXnKbRaKSpDYPBwLSZmzrPhJniw82aawb7R8Ypj18mk4k6m2dnZ0ZgnNXYeZbKoxgxf2ww7SYkREEd0WKxqG3g57xnvV7XMzi/JBhTiKioRCiWDp18v1AomIAj1epMLbXUUkstta9pNzbiE8+v2+1qxMSSGPQa/ZwZEhKYHyKeHCtll8tloxMnERwhqfF4rF4pk8o7nY568r1eTz05KphTvb1UKhlJI4EwqHPH0iYs0pnL5dTTIuQr10k7pa/m87mRzGKSML18gVK73a7R86TMl+T3zedzw9hjIj+9bcIl0icPHjzQZzk6OjIRkFzDHDN5ZjGSQ+ipS5tJJsnlcgr/HR0dqV5rFEWqKcqCxbw/IwrCnozyqDu6tbVlqjwQ6pL2EDJrt9sGZmdUxjxNRqDS96HoI5PJaHvJzGTJGz+SlnuyMvtsNjN5rvJbFDbY2toykmxsb4ixORqNDMRLcogYoy1WW4jj2HxO1raMlyiKNOrkeCJ8SGlD5uAmSWKgax4LyP1v3bqlY3w6nZroSdpZq9UUUdja2tJ1gmzYJEm0f1g0ezqdav8zf/Ti4sIc6VCUgNU6ZIzHcWygZrJ8CRGL+SW8xCqVikb9nBulUkn7h+WZWL6KUeGLFy9MOSrKCjJXVZ53Y2ND+3lra0vn6+vYjd342CkyOAh7LhbXVcVrtZpRuhA4xjn7Qj7//HPnnHPf+MY3zAYhg4IKC9RXJFRB1RRph3NW75GwAuvxcYPm5ORE8hlahNd4PU0Gzfr6uqnXJW2oVCqGCcfJ8PjxY/N7YhysbDfbIYuOzwAj3COT8+DgQKnMTDdg35Ia7p8/hkShycLl7y6XS12sm82me++995xzV5uOpGw0Gg2zSK2qii626nyT5xx8j742rLTn7bffVuiYbeC1Ia1CbpLc5JnsPplMdK5sbGwE0zX4XO12Wx2Bp0+fGnECwn2ysbdaLb1nvV4Psii5sZI97Wt70mkl5OU/s1xPljEhfJ5nhbQiybrkubdv0jYu1ExJ4Lk6N5Hz83Nltx4cHOjaw6rlhOfL5bLO0bOzM527nU5Hf5cMYp7nMl1C1i/nrAgAhdLZ/2tra+a3Quxvih7w/JdOtj8nKELODZrOKZ1isSRJdIxdXl6aICNUC/TrWgp1ppZaaqml9kbZjY34xKNptVomt07gOzLx3nvvPY1ovvrqK/VUyNDa2NhQz4VRJAs0suJ5qVQyJAdCYVTJl+sZ8RAuq9VqJt+NXjtzqFhqh1EDE27lPmtrawqvEJYigYAyT0w2ZgVu567Zs8Ph0HjDZEiGtCvJnvWfXyyfz5siwry/9Bs9SHrGTGyn9ByrBSRJYvLZJBInyeTi4kJV9aMoUoKQX/iTHjZ/l5AiPWC2IfS+/ChLmIgnJyfq0SZJYuA/iaw5ZsSYD8qIj+0qlUoaYfN+jBZphOmiKDLIhMytKIp0Lt6/f98U1A0xOYvFot5zNBqZJG5WC5HfiuN4ZV4po2AyteW5isWi6Xvpy1arFSTSlEolQziSz1kVgnDicrkMMl19soeQ4yiWkM/ng5KEjJI2NzdNErfMCeav8thEnl+eJSTdxrFMVnu32zVITwhhmE6nRkuTELoYI2uiIyzDxWiRawR/s1wuG5IMj0e4Pr2q3diNj0ocq9QWBDr75JNP3Lvvvuucu4L7iHFz8BE2lBdcLBYNa1Re6tHRkQ76Xq8XhPh6vZ5qWvZ6PU0urVarBouX66nxOB6PdXEjjZgbYpIk5sxRnvfRo0daF42Q2qokW9Zmy2az5gyUuqBcyEIqFWQqyrP53+UmRVhyubyuuu6cTR6nUyHQX6VSMWdI0uY4jrXfarWaqSDPcxHW2rt//77+Fn83BM/6izDh01C9PPaDn6QcorazGrqf1E3o2DcfYiITjxsKzyFDWpQ+zEiInfqQTECW79J5ef78uVFlkTawSvvTp08NzEWIWhyBwWCg3+X8oLg0F14utnRMlsulzr+NjQ3zPkPvlgnmZDAuFgsjnkHxexrh3FVwO8e1OA/dbtekv/C+nHN8XrJ2OX7lelZRXyWCXS6XVeScG71/tizmC5iHmMAcv4Rkq9WqOj9MtfBTXVbB1NQafVVLoc7UUksttdTeKLuxER9ZXGLUw6SMWL1e10ghjmNz+BwqFXR8fGyIFgJ1shJ6oVBQyIFeEfPsRqORSgvxt8rlskJOhN06nY62mVAec64IaWYyGSUfnJ+fa3u2t7dNtWyBBujBMypgYjOjqnK5bP4OVb7I5/PqAZMlxuelx5/P57U9LCDq3DXc5+dikpwhz7Wzs2PgLWlDLpdTJupgMFBkgAm09IZns5lJQmdFeL5TRkrMy2K1iFB5Jj/HjPckTMoEaXrSLKbMKuCsviH/ZUQukX0URfoO/fkRyvPy4WrqqjIKoFcvqEClUjGwutyfxAaSN2q1mn6eJIkhZlA6jAzrUMQ0Ho8NjE0mLPUhJdJcLBaGMMP+JmmL32V7JN/38vLSiABwjPD4IiRN50dP0udxHOs9+/2+0QOWvuJvSfv898g8SiIpnPfOXa95FxcXSiYZDodGQECu59HB+vq6EaIgckNEjeNarvdJTdJ+ytDRmC9bKBQM2veqdmM3Pk5ymXibm5uqFkF4Ynt729QAow6kDFAqbywWC70n2VerFiv5f+dsTT2qf8h95Vom1soGMR6PNfTnQp3NZlcm4DOtQKxUKqkAMTUtp9PpSrjMn4hyPaEo1okjRZ8QHzc4nitQv5STStrD9+irVzDpXtrGWl88A53P50bEmxCPLCKE/Hx4UyYVa5KxT7ggzudzZYFyE6QQ83K5DJZRWZWAL+2QexK2k8WX57PcmEIbGfUe+W88K6bz5Z9hhmob8p1zMb+4uDDOiJjPEGT75P48Z8xkMmaOkoXoK9bIs8hmwY1mPp9rO7j4E/Ym/M+5y5JMdDC73a4pL0ZRCm7K1M2V9lMflWeItOl0qm1+9913TToDU0LYl+wLjnc6yxxHPLqR9rM8F+cezwSr1aqOwcPDQ31H/jrH+RGCfCeTiTJvDw8P9d3QEfJZvhyrfJevainUmVpqqaWW2htlNz7iIyni8vLSaMMJdNbr9Yy+G7X5fI1A5yx8w6iHER+NXhcJIZVKZSURgV6XeO8Cxcg9xWv86quvDAwY0tusVCoGWmQBUYEw6OHxeX1CBbX2yFCV+/R6Pe033/vnPdmH0m/8LvUq/2+Smcvlsrt37562jWV9hAFWLBbVm/R1J5mHRq+WZA5GjnJ9oVAwEQghaEKa8rskZMznc40ia7WaYYfyfYX0RQkd9no9LTnz3nvv/UGiC719P+JjtQJG0ozC2PfSx5PJxESFEtEOBgPT38w1C8lnMdGecBwRFF7jnK0KwtJLZJnKNcwZZCJ/p9MxBC6yOkmiECP7dHd318iIUWNVPm82m6YYsnxOGLPT6QTflzy/fFfafHZ2ZvJWeYzAsUkhAv9+zl2Nd4GCSWSrVCqGtU2Ikvdi2SYm8sv8puAHo2kfMSEaIGve/v6+Ib5Jv5HhTgTof0qy7MZufGKc1ITROID8TpeFl7DOdDo1iery8qjj6OsA+lR7aQ9hBYb6hBJ4RsKBwgnPTUcGGQckGZXD4dC0lQs10y6YNMvFk+LPNEJ8Mijr9brek2w8P5VDjEnub7/9drCqdy6X0w0iiqKgGHixWNQFrt/v6+QhM5ZsP36XCyIhKkKyfqI1mbch2IWLEf/mmaBz1+fRSZLoAsRkY/Y72Wz+eBa4rdPp6Bkxv89EZsJcfG7pM0JbPBP0a+1JPxUKBdOXhOTlnVPImuk+XAA5D+I4NmfmvCYE30VRpLA9E8kJ2/KIw7nwEQQFAHhWSNh7MpkYGJ7zO8TGHY1GRhWHfUuYjhYSNnDuei2Jokj7n2tSv9/XfubnHPt0Zv1STTwDpSNG433oxHEDEqb85eVl8JyRNhqNdMwS5mVaju+QhMxv56taCnWmllpqqaX2RtmNjfjEI2Cx11wuZyAJesDUohRJqGazGUyGTJJE7/n06VNlcTEqZAIq4Qb5bedshFWpVEwxVkYlZBuGJMjq9brxuqjqTi+c7E2y0FheZxW7klJmjExJ+JFE3N3dXRNFUsaNJBZGSfJbrVbLSLrJ/QuFgh7kFwoFvYZw4nx+XaGenjQ1S4vFoiELUWosJLfEvEjCZ9Ro9XP6GF0QfpKxxyiIUNrm5qayfOv1unrAjIiZcE6CTalUUi+fOquM7ARyZNFVRo2EvHwtW7Ji5ZpMJqNzZWNjQ/tpMBho9Hl2dqZjhxUEmDTNSgfyjpy7gn4FovaFGUISavP5XJ+RJX58iTbpS87RarWqeWrMzSUUzMiUyfXj8VjHL68nJOhLbEk7O51OUEzAh479XE7nLIGL8LlzzrCtuZawkDVJaoI6+LA35QaFNUzpuUzmWut1MBjou7t3757O11zuuvo8f4MRJQlIRGj43EREGo2Gjj1WqVglZvB17cZufGQGhrBg0md9CroYk8S5WHExJNNoFT5P8xM5ZaBfXFzo5CFNXdon13OR8oVj5Rpez4U3tBAQmuHAnc1muhD4idqcqFx4herPys39ft8IGXNxlOfl5pvP54NnfOx/v6wSF6ZVuoA0skx5DVmRTKzlmVpImNpnJfK8im2RNIp2u22qm8v13W7XqAZxcQn1eRRFJr2FZzCEoJ27GqeyUGxtbQXP12iTycQsStIWLtR8b776ChWSyALld8n64+diZPX68GYITuR4X/XuqexB0XqqkfiOzP/JfEib5/N0KqmrGtoIisWiUYFaZZzHobQFHolwzlUqFXMcEUpmJ6za7/fV4clkMu5/tXdm3W0cx9tvgth3EFxlbZZkyXYSJ9//A+QmJzk5ibe/HWujJFIGQGIZDBZieS/4VvFXrYZjW7nhQdeNaQiY6enu6e566qmnfvzxR+fctUoM30v/QCDPsikNhOx1mp8245wNQ/Ewdnp6qvF8mdfO2TDRx1iEOqNFixYt2lbZrfX4eKLm6Ycen3xnMpnoSaXRaCgMQdeaJ2qq2DO4658SGcDo8RelAAAgAElEQVTmyVWMyeBUyecJjASPxWJhvDxqdVJXUT73y6uQFUmPT05eg8FAE/PH47HCTLVazTDzmKsYkkwqFosKdb17986c/qUNZIAxwdyXWGI7qZNIuTbCeZQaE6ILT96UkeJ4+fJoPMUKBP3pp5+apFwZO//kKs9CdujV1ZVWstjb29PrEwYnuYQwHNvJfMzF4qa6vZzk5dlDng8hSrLsBMKiYMBwONTvM8m+UqmYMj3Sr4SBK5WKgcYpWSfGeVoqlYKn9MViESzszOfyc2XpCYauSaSHYhWj0SjIhKW3zbxJGglo9NTJSnXuRkMzl8sZtEmMlSboteXzef0tvW/n7DsnbWPVCT4P8xZ99nmo34rFokLTi8VCEZ0kScz35VlI2vIJP7xPiCXrk/7oNYeINIvFwp2enjrnnIaaxEI5zb/Vbu3GxwkUomszCZ111liTjCoAhK04wH6Cc6gUCkuwyPecu57QArv4qQSECWQg/YRP/3qhdhIWk5SHyWRinotQCyE+1n0jBCPXYW1BUsz7/b5eh4tjsVg0UB6ZXtLug4MDLQN0cXGhccMkSQz84QvxSp8QCuYGzRiPbIiMbw2HQx33NE01CblSqej3X79+rbUFnbNwOhcXxhnluai/+v333+vLyo17NpsZKjbrDMpv/eR9btaEaqmD6n/mK7fIhnxycmLGikLjXIikveVy+QOKv3yfbEnRwNzZ2dG+ZD27Wq0W1DFljNpn8TGOFmJd+pAX5xrjbiE2Lt8hQt3T6dRQ99kWf3EPfc62hOJc3HTIOL64uNDDydnZmeEvSH92Oh39LUsOcdzr9bo5jPM77B+q5YRieXxGXzWKrFeukSFWslyX/5Xv8N8ZyqB4g/wmTdP/WWxPLEKd0aJFixZtq+zWenyhoC9PPwxsp2mqOW4nJydKQphMJnryl987Z6FCeiu+1JLAVvv7+wobEnpl8rJvPH36pzP59xDDM5vNGkiTRAt5FuYb8mRJjb9sNmtK1PDEJs9ClhhhqcvLSwNFMsFY/t7Z2VEPZXd3V0+0lNbiiZNVpVnkl8njcg+5JvPNCD9KP9RqNfVeSThI0zTIMNvb2zNMYFZ2YNFh8UZ539lsph79o0ePjG4nCVXiddKzo8dHT4bya9R3DXkvJIqkaaqCDRcXFyqMcHFxoe1lPhevw0KflUrFsENlXpfLZZPzSo+cRWDJFCUTmfl9oXwtP1dVjN8nokCBCr5PFHKo1+uG5UjkRt5rwonyPNIehib4+aYcQHqaZH9L2yaTiclDFAKHv97IXB6Pxzou9XrdjJdYmqbBPDhfrCHkBTMUwIoe9IKZ5M7vE3Uj0YUIGYtms2+dc+a9F0+71Wrp2jmZTIxm7aYcv99it3bjE5huMpkYWEyMMTVuiKvVShelq6srM8k2xRhC8CPd/sFgEMSd/clBeJMTJZRA7TMSqeDB+nfcKKUfuJj7sAJjQ4TGmBLCicXYKJmWspi+fPnSKM7Ibyk6vFwutU7b0dGRe/36tXPOihfn83mjmcj0E6aQ+FW4pT08/IhNJhMdF26U0+nULFJMipaFm8/iU+c3QV0c31BKyHA4NAcDHkLkuUajkS5wvv4mYSPGRqWNYv4Bh5+HtF39/mMch89K2FjunySJbjo//fSTjhVTMX6JhReKqXGe+tAZN2L57dOnT92LFy/0uaSfKpWKiaOFFnn/nd+URsHyOWJcyKmnG5qj0mZ5Lw8PD4N9RVENhmUymYx78+aNc87GMZMkMTUNCRuGYm18rhCL1n82MtB5AKDgve8QyAGwWCyaQxz7KsSq3d3d1T75v//7P3d0dOScu15LGH8k1Pt7LUKd0aJFixZtq+zWenwsFUTvhrCewAT0Jpy78WKow0noxD+xhfKqyFpjZXOfCCGnN0IbhCuds4FkwoBUIWceYoiReHBwYKAwKtT7av3S/hDTq1wuK/Oz1+vp85LEMp/P9fRZrVaV3EApM572Go2GwqR37twx5Z/k+7VaTT8nE5LMT44vn4UeFitQvH371pCd5HMiBKyqQA+LY+F7IPSOCI+L0VundBflwPb394PJ+Kx0TrECanvKc0r7nbsWY6BAAj1pMgPl2alR63tUhJ4Ii9HLkM8PDw/1PZvNZsY74DWlL2u1mmqOEjakkdDCNviiFLIGdDod9ciy2axR+2f5KSbsMzmdc43jKWPCSuVyLWmb9H+9Xte+ZR6cr5Uq10nTNJjft7e3ZxL85Tqj0Ujf75cvX2rbHjx4YDxroiOhXGfOgYODA+PB0YsniYhhH5KaiE6xb0gMImMzhMrQyI7/5JNPtP2sCsHn+hi7tRufvGy+ago3Mi5cMmCMATERmImvhCTW67Uu2hcXF0YMVyYNYSbfmIYg1u/3TeyMaQ5cdAglcGENDXyapiauR4iKjC4aN3hZOC4uLtw///lP59x1PJRxwBCLjvE4KjgQiyeEeHx8rOolxWJR9f740lYqFcPY5HOzryi4zA1dYgNPnjxRSjTbfOfOHWU68qVN01TbVqlUVImDsI60VX4b6tudnZ0gSzOTyeg1X7165e7evavXCUGpjP0RqqMCiNhyuTRpLhwfXs+vzSb/JazHZ6Hwsmy8h4eHKn7Q6XR00WZc04+dyb/98MMP7unTp845m5hMY3u4iRMGrlQqRp+V8L/MI45tNps11H1ZSPf29sza8GtK3sh9qajEWnJUzvEhPaaZiKVpquGC4XBoDuAh/WC+t2TGjsdjPdBwo6adn59rYvibN2/MoUL6hykVDNFw0yFcSeZqLpfTfsjlcnrQu7i4MJCsGNMcCP/zoOJD7oxr/l6LUGe0aNGiRdsqu7UeH5XzScxgFQbKCdE7EFe/Uqno6YMnPZINmK9CxhWD6/R6qBs5nU71hLS/v68ED5I6eKJK01RPooQSCKsS7qMnOxwODTwU0hSl10nYjCe5vb09hTpZidnXCGWVbvmbslDValUD0sVi0X3++efOuWsvUhi24/HYvXr1yjl3DevIeDUaDfW8fNhW4Dy/uoR4FIeHh+qlnp+f60ma6vndbtd4FMyPI/mDTFHOpRDs6ZOjWDyVJ3RhaT58+FCf5ZfIH3L9YrFoxppV5qUvqZkaYuXt7u4a1iXnsnwnk8nodQqFQnDeUZOz2+1q8ef1eq2FeY+Pj40Ag8y9J0+e6PiTgDaZTILzk2hKsVg0oQBaKB+QeZYyxtJ+5nqyWK2gPr1ez5Ct5LpkJ15eXgYhwclkYuYFWZ2EaunBSZ+Q4EHvdTqdal9QwIDeT6VSMQW3fQhSnvGHH37Q69O7p2Yt3w/+zVBGyDjWDHdQm5QevS/XJ0YP2g89baoA8Vvs1m58rHDNjpHO5YbiXJgi7S9WMmlqtZopW0P3nrETwgl84bg4C5zDSeazN0NKJmwzYx7y/75xom/ST/SNsUVCG2JM5N+0OJMFSjFZJqE/e/ZMN/3pdGoWLYFYq9Wq0XYM0f55COFhYL1e6/fn87n+zdI19XpdNwkeGHK5nLahVquZsjpiVP4hROVvyuyHUBKv3M+5D/VRQ6w+/pYJ7EdHR0Yf1b9/qVTS71I0gRu73Ffay8RnWfw5vxnnHI1GulC/f/9eDxrffvut++KLL/RzgfNLpVKQQk/t0sPDQ7MJhmJtztnQARdkQrt8PsZOedhkSISHBBn3drttYoL+eMmzsG/5TjMuLf3GckV8pwkVMh7KvvJTrEKsyE2iF34MNzS/aH6yudx3Pp8HIVC/DZxLPCTKWDebTRPrDMUK/fQj9s//Ip0hQp3RokWLFm2r7NZ6fGKEJXnq7Xa7xhP0T4LOfVgORE4kFxcX6n00m01lLfK3PPnzlM5EZuecSmARFqNXxQC2r1e4SQYolA8o7XDuQ128EGxB/U9ec7lcmr7aJBXEUy/hG4EHs9msnvhPT081gZ0w487OjkLNzWZTZb5ms5nm8Pglfjh2PBnLd+Q+zl1DP+LlHR8fq5ck13LuehyZCM9xlPmTJIl6qT7kJB7CaDTS35ZKJfV2a7Wa6WfmTtKrlX7wBQ0oTSbf6ff72s9k5srvWI6p1WqZz+lJseApT+ZELMR2d3f185cvX+rfaZoq7HlycqKwJyWnaExSprdFfUhKqFFSjAxuQpT0Avx3Wq5Jr43X5L3y+bzOBZ9ARtkusrOJmpDNvSnHLYSy+NfnvOC7wmsSNtyU++v3gXPX4yJzZzweB/vKv4b8P0MZZLRS2o5J9PSs6cFdXl4a5CGUQ0pPk5UsNnm7v9Vu7cbHulacXGQVhuApMjlp6/VaF8aDgwP9m2623+ncBFmWgxASqcayADL+2Ol0dEHzRXsJNbF+FSc9oQcuECH4V9rhnK15R01OuW6of0KbMkvXbEp+J8zEUlC1Wk3jgJlMRg8YhULB1JYLvdhcCLjhFgoFQweX63CxYII/D065XE77YX9/P7hREoZlHJYLPevG9Xo9TfBmAjC/79PEKVpOEQb2gy+gzbnpQ9ehZHaOpz/HSdcn3V2uQ9Yfn4lU9l+q9M0NLpScTlutVmYuk70r84jV6Hkv9omfmC7v6Gw2M4cvmbP9fl/vyzQXbpRcvNl+P32IykPsBzFusowh+5t4COr038lQqg3v0e/3DUvTb7v//xTv91mycvjpdrsG1uahQozPwn7jukX41Gdzh8QhPsYi1BktWrRo0bbKbq3HJyeM8/Nzc6KSU8j+/r6e3obDoZ4KmRvlVzqQE1Cv1zMlb0iu4KmO1QqYQEtCheQMku2UpqmRTGICsMB9i8VC4bVKpWJO26z4QNYayRvSJz45gKdwISj4RjhpE0mDn/EESfYj4T4SFwiHST/XajWFKf2q4WSGiWdHqLZUKunn+Xxe21+tVtV7uri4MCd4OeXn83n9m95Wt9sNFo1lGanV6qayBjVFR6ORerJ37twxJbSkzY1GQyFCMgJLpZLOpcFgYDRRpQ0s2yT3JNzEUzorNRSLRcPklLEizEhodDwem++TKCJzmfBgmqb6/m3y/jgf2R+sHEKvzVfsD2ldkvixyWsIiTjI92WdGAwG+lz1et3k3BHVIJFG1qEkSUw/M6xBQhyfkZJ40j6WRvL7KvQsnBccd/k3+a3ct9lsBquO+OhRKK+UOZ5czxqNxgeMTOeu5wmfi2Qe5uOGhAVKpVIwF3U6nf6qXMv/Zrd24+NLyMWcEIZ04t7enqmPxUWMLw8nGQeeMSYKRMvnHCS64n5iNRU0WEJIqPuERp27YRYytjWbzUz9O8IVsokwvka4jEa6MNl+TAnJ5/OGHk1WKuFcwoacoNS9DEEw3HRYHsjXmpS2HR4eKhzKskr5fD5YGokHAL78y+VNzT6q8TDRfjqdGqFsQrJkFPO5ZFw++eQTFfomY3JnZ8ekWsi9mPDe7/e1VBPhaC4QuVxOn5ELi4wV6775yezcEOVz6m2yDqHPCA39zTYsFjc13QaDwcZFm22Q74f0dsX4e8L80peEYbm5+BsEr8H5LsY+9p+PsS3GnqjWIv1P8Qlf+STE5pbfyOehclH+AZQpEoQQQwpSSZK4hw8fOuecrjW+ke3pQ9lMY+Fc5t+Mt7M/Q5usD8MyhUjm3Pn5uYFPZaw36aD+VotQZ7Ro0aJF2yq7tR6fnBII8VBebDQa6emh1WqZEjli9BQ2Ma4Wi5tKw/zbl3ai7JF4MYPBwJzImeQuWpe1Ws1AhfTOyJCU581ms3r9yWSinkWr1dJTXZIken0q8jPAXCgUgrqX1Wr1gxwx6Wc5lZJBSI+vXC6rF0ampa9NKs/VbDZVtosV1Zmvx+ThJEnMKZDeEL1paY/PwKOnwdwqll2R/iyXy3qdJEkMREnWIxOtpT3dbtd4QWQTSjupw0hvlPmJ1WrVeIUy9/r9vplL0h8ybqPRyBAMKGxAogJhVIG9m82mjhsTzMly9XNDpQ2s3s7+I3S5s7Nj+kDmhZ/7yErxLKsk19nb21MPm57OLyU+hzxHwnr8LaE8elXj8Vjn6Ww2U1h6Pp9rrmqj0TDV50OsWr5DhCcJdZIpSiNDcrVaaajE18iUNjebTW0bPWKuZ87deJXU5WWfMaQk9/C/w/b6MCmr0HCsKYYhSFi5XDZep6zfmUxmu6HOEGWWSbbOOQMPhgZpZ2fHQELcFGQwyHLzIR4u7PL95XKpOobtdlv/du5Go45Jv4RGSdHniyf/L21mVXSZBIvFQid3mqZGs4/J2PKMq9XKwEayaPf7fcMqlI2MIrlc+AjllctlXQhWq5Veh/RueU5pp5STOTo6MonksrgMBgN9ltFoZA4whDHFuBGzJJCfKsLUD+qjymbAWHClUjFQDhd9MnWppiHtLBaL+iy5XM6kLYjGJeOGjAklSWIYb7LQ379/392/f985d6NZ2+12zWbIwyDnJuHeEDOQLFoewqrVqv4/a0wyNYB94CuTiHHh9ctMyfNdXl7qGH766afu22+/dc5dQ8ghONdPneB7Q2Ockeo03JQ5tqFDLg8DPEx1Oh1VJ3r+/HnwUENonObHNCk+EUpyv7q60nSfTCbjvvzyS71viIX7S31C44ErtP5xjWT4xWdZhuaPnzYh1+dhPJ/Pq/LP0dGRERYgq/bXPMt/swh1RosWLVq0rbJb7/Gt12vjkdG1JvwRyv/iaSyXyymE1Ww29cTOSsC8Js2vGiCn1V6vZ6ATwk9MCiWkQg+FJ3WekOj2k8Qiv+10OoasQJksnhr5OaFU8SIIb+ZyOXOCJ9xA/T65L+HKXq8XZHQRZuI16/W6Jv6/evVKT5T9fl+9AsJG9Xo9yHqjV1sqlYLJ/tQ1zefz6nWyf9brtXq7lNMiCSpJEgOxsmIBKxxIn1AXkigFE/Ynk4n7+uuvnXPXc1K+/91335nCq/I7JqTzGjLvBoOBKeDM0zu9zBDJyx8rwlChSuv0FKhNS11QhheYw0qS1/v379W75ZwiUlKpVAz7VIzrAb0Symf5ieEcW0Jz0h6/Gox8Z39/X8stEaZj+SEa70XCDKFpEoHk35yzRaGvrq6UDOWzjwlpEn2RZ2dOH5+JhV87nY5+v9FoGO+P/ck1TNZLkmH8CguhZHlCx3619xDr9WPs1m58YoS8/HiKGDtO/p//dc5uChRpZVyEk0n+37nryc3kaCbohlRW/HgT2y+bDpPBGUsaj8cGy5frkFbOGnB3797V+E0mkzEvfAh2yefzGlcihFQsFnVhqlQquoDyO4xXsv1+DUFCr6z3JzGqbDZrGJXSTsJtOzs7RjWFFbLJJNsUL+GLJP3PtAiKVJPx5tOvCbkzVssxotarfH80GinDrlarKQTKOPXZ2ZlJr5DK9e12W8sbCauw2WyaTYFQFcdHoKRWq2UWRjEuvITmmIjNDZzfYS1EHkwIkfnGEEQo7cavFM80ilAst9FoBIWvfQEGPiPZyqG1YTKZaJyR8S/GJanO4y/sjI2GRAb8Z+TfobSC1Wpl2Js8jHO94WehUEyj0TDXFEuSRNeAR48e6bMxDYsiGc1m08SLuRby0BeCbSeTiT4/tUyZhsO+9Z/391qEOqNFixYt2lbZrfX45LTnsyt5IhHz5a0Y1JdTBU+NaZrq9ZnLRJke527YiZ1OR6EBX+eSJyl6ZwyQ8/oMGBMqIqzDk6u0p91ua9FVSix1u11zOpSTGb0hwrOEWJlHxr+Pjo7UQykWiyahnuWQCGmRDEOYmpqP4vFVKpUgC3SxWOjfzBGq1+smEZosMc4Tjg09B2lbvV5XIgrzATle6/WN9Fy73TZeKq/NJHd6YiTDUCpL+mE2m6kXR9h5MBi4e/fu6fUJazr3YeFRenMk3RCKDhHBiBbw38nM5ameyEqapkq6ePHihZFEk3ErlUpBSTG+l3IP5ywLlMzZXC6n867T6Rj4nGXKCGnz2vQmmMsrRnJZPp9X1GS5XCoMz1AGyVDSv3Jf6cd6vW4QkdA8JWTtFxGWd5d5w5lMRn+bpqnOWeZvOmfnp4wRS1MtFgudj/v7+wqlUp/TZ/JK+9++fWvEIbjeUAxD+mQ8Hht0RMaLebessuJX6/hf2K3d+PyX0jmbbM6XipNjuVxqh7JeHhdkbjp014lTy/87Z2v5ceH1WZpim/Qn5d5ybW6+ZBj6la6du57ETHgPsa/YZv52k/jzer3WWNWdO3fMIitQW6VSUQoyNR9Zf4uw32g00s1lZ2dHn2U0Gukmws2U5WG4QKzXaxO38NU45HPCbayKzhdPXnh/ofHp4fJ92TzOzs7MbwnPSl+laWrYm9KG0WhkYF4uTCFIkWLmjUbjA51IP7UmlHDuswpDCj0+fCtGiIn14NiOZrOp9RUpfM2NjwLbVEfxryV9XywWzWEzJLTAEMRsNtO5MxwOjbiFWC6X0zGhKhLhRP838uyHh4fu73//u3POuT/96U8GQmR4RMafaR0CMzv3oXYs4+SsKSptS9PUiANwbWOfhDY7MppLpZL253g8Ds41P/zCNpNDIXO5VqsZBmbo+wwBsV/9EFRoPpATEQrP/B6LUGe0aNGiRdsqu7UeH0/mcoLclDdCFzpJEvU4nLsphJrJZPQkRKIIS9vwRELJsmq1ath6PIny5CSnm8FgYAgY9ERYdUKuyUrG4/HYeGTy92QyMdqSrAJPTVGyr0K5jWSf0gtOkkQ9rL29Pf2c2qHye+ds+Rmq52cyNxXPV6uVFuqtVqv6N6s59Pt9JRbs7OzoSX13d9fkHtK7ZPKzJKRPJhMd64uLiyBJol6vm2LEMk9Go5GBx0m2YRV4sd3dXVORgfNB5tjOji1FxP4LoQTValXn4dHRkSFQyXMw5y+kqM8cQSZQ82ROhi+hO590Id9hNXhCZ/wtNTkfPXoU9BbZT2SB0rspl8sqWUepORJySqWSycX0PWO5LyHzUMkyvpdkTL9798599tlnzrnrd0s8HKI+FKsYjUbG26JXKO/FcDg06IXMKXrW1WpV5w4JZYTP/TBOSJKQDHeug2SuzudzbVu/3w+SgvL5vN734uLCCEUwrMEQkxjRDc7D+XxuwixEoZjr90vydr/Wbu3GRz1J6TgqRzD1wC9rIXRbTizCHExPINPId7NDEKUPx7Fki1ihUNCJxZgan8vXthPzqdEhthxjeaVSSeHE4+NjTXL3k3UJe1I/8/j4WPtKXv56vW6o51yE5XNCf3w+3mt3d1evzzIwSZLoAse4G2Mzzt3ENwuFgt7rzZs3RmtS/p7P5zrurVZLN1lCzZlMRp+dfd1oNLQ/mRhMtiLjyKvVSvuc6QSMbRSLRaMfy4MT78U4EA8/oQ2XGwpjZ9xQQixBP8mahzIaY4Vy/0ePHmnKxcOHD/U3TKNpt9tG6J33IhQt40w2pj+/qM9KaI7C82TghmJCPqTJhHF+FmIWM2Ff+s7vK/7NTYobU61WU3Wlo6MjA2kL2/f4+NjE4Bi7pBoM4XOxTcnyFBaQ7/E5pB84N8UYf+ThinUsGWah0IUf0mH75TulUsmsx3Qy5DuXl5fuq6+++uC5fqtFqDNatGjRom2V3VqPj/CanPxPTk5MzhpPY5RJElgil8uZfCfCjGL+ycOHjpy79jjktMoEURIb/PwWmvz2zZs3+ttWq6W/JRTlF3qklBZPsdQWFOt0OnpSZ8J+LpczDEyxVqulfVWtVhUqpBQYE9vJZiyXyxrM90/ITAwXY44ZZb54uuUYXV1dmYC6nHaZeJwkial0IJ+/f/9e21ksFs24ULZJnn0ymSh02e/3g3l8y+XSwJj02mQshsOhEhR40l2tVjrWDx8+VHiWJ2/pC3kuSsP5z02koV6vq3d7fHxs4FCOixjhQd+bJJwsz/3ixQuFotM0VRYqmbkXFxfaXnqd9EzJEmSSOHNeM5mMeW7pb0qlyfPL9Qktkp1IT4dyYSHJMvk3+YzkNZLRpE+YpO9X55BrTqdTRTv8nEeZazIn/LEgU3RnZ8eQf2j8TiifmH3ly83JM1LcgBA31wnKvrHf/Lxn+Q7ROF7fl0Sjly3fb7fbWtbsY+zWbnxUHSE7jYsqXwAunmKEA+bzuWLHhPX6/b5usr4ShCyMs9lMF1jqVZbLZRMnIGzBBUjgxz/84Q8K8b1+/Vpr8zHhk6kWZC3y2fxFlX/zuQgFMxFanrdcLutL2Gg09LkoZMzSTru7N5XQR6NREHrzY4jycpN1OZ1OtU/W65u6ZazZRyYn4zEUNOAhh4n/ZNQR2nPOmUORPGO9XjfKHYy9huzy8lIh1uFwqH3LzVHaIW0QGw6H+rxv37416kNUaaFQtlxDrjOfzxVy5mZbKBQ+oKRL/4XUdEhl58ZaLBZ1c85mswZalnHgop3JZHQTfPfu3cYq7SHonQclLq5pmmqSNWPm/J4PLfL9C5nPBGcbxPzNkGzfUAyO7y5hesJ3VMJx7sOYr3M2XMC5z/fpl0IKhIUJRcq4d7tdU09QbL1em8MmNyYeumnc1MToQPjsU97Lb7u0WYwM/Y+xCHVGixYtWrStslvr8RGWZNCfWpf08hiIpScYCu7W63X1OI6Pj4OVsp27kdIpFAru8ePHzrnrk66cZprNprYnSRI9EfZ6PT0R0+3//vvv9XT+4MEDo7QukCUhIcKbhAPoWZDxVq1WtT2vXr1SiIonXSahO3fDyNzb29O21Wo1w5yT9uTzefU0njx5otcZDoemeC6ZrjJGk8lEcwMnk4lC1pPJRPv5zp07hi3JfD1CuPxb2v/27Vv38P+XbZLnlP4knEiPj6d/adtwODRapjIfWCro/Pxc58x4PFaJqHK5rLmKu7u7Bp2Q/pxOp6b9LBEl/U/vS7xAenwkN1HMwGfyyv3TNNW/f/75Z8OoZRko6Q+y6ggzs4JHkiSKHNDTJEy6ScZK/k2emx4f4TjpV1/Oix4NSTUhliC9iWw2q8/iV40nJCvzerW6kVArFAo6VsfHx6b9Mka+10mGJMdTxo7r0+7urt6X4gP0+Kj7K22VvqXnKHOc+cTtdtugUPRkSY6S9cNnMYckGN/1o5cAABe0SURBVP2STISaQ8xemo/YiWUyN/rEH2O3duMTI24u/+/ch3p5IR1A55yZ0AKdjEajoHtPjNs5ZyA1GeD79+8bmI70cRn4g4MDHbz5fG5eJNbgk4nLmBcZeL7SxaaJQghRvnNycqIvZL1eVxiz1Wops/Hu3bsqEFypVPRzPgtfHkKag8EgeKjwFRlIfeZGE1J3mU6n+reftB4qW8JxaTab5sXjwUkS8KlHSobqfD7X/qce7OXlpS6+y+VSv7O3t2eEr6n/Sd1GjgtLLHFzIowfspDWoj8XCC1KuxgjzefzyjDkosKFazKZBJVVmNjebrf1wEJGImFMLoD+M4USnH0Ws/Rxs9nUw9R0OjWJ5ISTQwsvY/uEGRcLW29TjAfM+XxuYvihfvYXc2kDtS65WTB+OhwOFTpmGo2/uYsRMiUEyM8JS3KtnEwmepiiODl/y3eRoQn/c95XjGsnU5TorPjjG1qz+fcmtupvtQh1RosWLVq0rbJb6/HxNBNiazl3E0z2E2VDbK16va4nmG+++cb9+c9/ds7Zygvr9U1JHTKZyuWy6t9Rr3A2m5ncGyFmjMdj9/TpU+fc9UlLvAbmvvGER11H5v3x5DOZTAyDU7wMwkM8JR8dHenprd1uuydPnjjnrk/qwjY7PDxUaJGedb/f1+eidzybzUwJpxCLi+QNJpv7AX4SAeReTBhmsFzGQ/qZp1u5frvdNtCSnFKr1arpZyrly7za39/X/uz1eoZ5K+NycXGhnn673dZcrFwup940BQ3o2ZFR5+eXMXn7l/I62RfT6dTMR7k2YePd3ZvyVr1ez8wXQqPS9p9++kmvX6vVjBdPyFbuS1avz7pkrl8I7iNbtlgs6r0o4TWfz7Vtx8fHOq9ZpkcgQ+eu5wcRBZlH/Jx5aj6LUiBcaocy9EGZMnk252yyfLFY1HbyPR6PxwoLd7tdfS+73a7xwmTucC7Iv0kfcn0iIYthHxZJptYsxz30LvIZ/fvLNWu1mtHtZGUHhhdCuZy/1v4Xep23duOTgWSncTGcz+dmkm1iIAm8+erVK43TscyGn/wug0cG6Wg0MrAYjZCdMOHu3buni0KSJMFk0UajoTDEdDrV9tDt9yEVH1J07kNhWW708uz37t1zJycnzrlrCFRiYfl83sBxxPFDiwg3puVyqW2mYC5jZ0xI98eFmp9kGQqMxYWAmwjjN5vYZqvVSl/UUqmki1q9Xje15eT6rPf25Zdfuv/85z96TdkoZ7OZXmc8Huvh4fLyUg8DPoQUUsRgO9M01e8zvcWPD/q/b7Vaqpl57969D4TQ5dryfHfu3NH5wo2yVqu5f//73845y/blhkIYcDqdKmzMuKsPTXHuUDdXnpWxUwoGMB63Xq91ro3H46AoNA+4fFfIfuTc9JWZyODmvUIsTb6X0+lUD7m5XE77azwem7bx8B46SFQqFf17k9KStFs+51jLoYz9MJ1O9XNfAYXjyDhsSO+U9xkOh8pA7/V6BoKW8WW9TYZH/PuHmKi8lx/i+L0Woc5o0aJFi7ZVdms9PjlFn5ycqLt+dXVlpLokEM4EUV+SSbywdrutXlitVjNyRYQJSD4R76NWq+npyScnhHLoXrx4YUqPyEm+Wq3qiXm9XitcxsRwGtlmq9VKT3JUn2dSNokxe3t76vE9ePDA3b171zl3Tc75y1/+4py7hu8kr9CXbiO8ImORJImSG+h900OkxNxyuTTSc8zNlBN2s9lUKLjdbuu4sGgsk4fJ5JN+lHuJlUolhXBbrZZ6as1mUz33QqGgHkutVjNsRfGOZ7OZeo68PnPMSM5h/5O85P+eEnwypvQ0xuOxzgdqGMq1h8OhtnE+nxsJPRbsZe4eoVb5/Pz8XHU4OSaFQsF4Lpxr8v7VajXDaCYpheQg8RQoZZbL5YKeID3NXC6nc439QCINoXTmrNGjIUJDdITsUIYLCGfy81KppHMtm82q10PvnF42E9uJSFHyUOaofB7SveSz0xMkSzpJEu3bQqFgkDA+D5mfXPPomRJRkz5sNpsqkkChjqOjo6DkGtvq5y8yJ1j+jd4u5+rH2K3d+KSDyB6k1mKv19O//WRUspBC1bE5Wakb6CdVyov9/PlznaS8F+EyvpDcFMiK8xUlmFDKNjOuQxyfuqChl4ElUtrttsIxlUrFxHhkI1utVrrgT6dTXeAmk4kpbSL0fk7s5XJp0gQ4WdnP7B9CSAK3/u1vf9P6Z1dXV3qv5fKmvBQ3EG58XCAYZyoWi/rshNU4BzYl6HIcyfCjVSoVPUhQmJh9MBgMjFh3iDHps4LF7t69a+Ak+S+T+JnywmtI/52enmr/UWSdC1epVAqyZRknn8/nCsmfnZ0ZZqO05+DgQDet58+fm5qHoYMD+zWXy+nhlMIJfipSKPTBzZTvCr/nM7x5aOU4hJjU1Bf9+eeftT8pWE3GJt9vhg4I2/oMdLFNsHjo/8VCqj/O2Xi4zCPGT30GfIglzXeOsVEmvNPh4Hj5zMxNMWuyxX/p+X+PRagzWrRo0aJtld1aj4+uO0/Ocoqq1+vqoTAPzrmb0w8rFlMai9/xpZR4f1bKFpiULFOyMTe13w/yMhmchR59fU/nrDRSo9FQuKHf76snNR6P1buRf3Pu+hQunpRzN6dAylclSaLeX5qmpmKFwEzMyyNEwv4kPMEEc0LHvV5PPy8Wi9oPz549U8h3uVwqVMfSL0yulus6Z6G3RqNhqpwLhNtut9WrpfSZD3uJEY6ZTqcqAsDnbTQaSgQhBEZyDvME0zTVcaHnO5vNdA63Wi2twD6ZTAyxR8aBklAhiTV6AA8fPjQ5fWK8f7FYDCa8s8jw7u6uPlOz2Qy+NywDdXBwYFAWEnZkjsznc52z3W7XeBDUPSWywuRruVen0zHvIlmLm2TL+F7S49+UOytrDwvapmlqvCp6SaGc152dHcP+poVYu5vy2EjEozdHAYH1em3CJqyIEfL66fH5a2RIOCSXy+nc7/f7GqY4PDzUOU6UxB+HkMfHZ/aZ+7/Xbu3GR7w/1EG5XM7UpONgU4NR4oO+yeD9+OOPSvWfz+fmBSMNWjYdxmVohIpoPry2CWrjgkyKMzcaue98Plch1ydPnihUVC6X9bkoFszPq9Wq0V4ki1UWOC58V1dXOrkZn5jNZiaWR7iNen8U0qU6jbyojUZDN9/FYmEEahlvFbhtPp8blqxsFo1Gw2wGvAa1Sdn/IaED55yO9dOnT93r16+1H6Sd2WxWr8mNcjAY6HcI0SdJon1OlQ0/Riz9T8FliieL+bqOYoTwGRNMksQkU1MbNbTw+gnFIXiQMTh/vsiGzzDCarXSuChZlIR7WYuNCkzyPbmvwLmMMY3HY+0XHhx81mKIHSzP5txmUWWKENTrdW2/r9HLuDfnGmNnNML/IbWTTTAvWaPcxP2K9oThCUsS/pfrMx7IjcnX5JRnHwwG7tNPP3XOXfMaJNWl1+ttZKjyYBBSm/Gf//dahDqjRYsWLdpW2a31+OR0QtkgljOhPNT5+bmeNnyCwSZZM/GSHj16pJ4IPRcmoJZKJcNIlBMVv0MPolqt6nWof1coFEwVdbr34kH45Blq5wkjlIwoMgz39/f1VCoeknPX3pBAS6VSSROAmUPF5OdOp+NevHih95WT/eeff24qEYixmgBZhoRqfdhLTpeLxUKJQ2dnZ+6HH37Q68qzHx4emjJGkkM3mUxM4jGTpUmMkd+ymgYTgH3ygbDlXr58qf1zdHSk9726utJ7FQoF7f/nz58HWZWr1U0leuduCCuNRsOwQ5kPSMKB3JMJ4NI3lUrFwLaUL5PxPDs70/m1WCz070ajoW3hXGDCMrU0SSBKksTIrcl70O123Zdffqmfs23MARUUgR4NWYjME+SzTyYT7ZPT01OdO1dXV/q5nwBOj0z6x5fhCrFuyQ71PSaZU5eXl8azo/CDeDHlctnkj5IEQlkwmS+ErHO5nBF18HML5b/yXAcHBwrzk+Xb7XaDrFf2BVEF/k3Uitq9e3t7eq+9vT0D55NVG4Ix6SnzPd4k3fdb7dZufKEB5gLl3M3gVKtVw+iTF3s0GpkXWH5LyNGPHZGRyBdyU9I0J7FM7svLS1PqiNCJDCxhw6urK4VkfXqxbMpkpI1GI42Llctl/U61WtWFlGLXvqD3JgYVF3PZZJ27iRNUKhXt88lkov3pwyWETBh7oJYiFSKk39I0NWxG6ZNOp2PYhBTJJXQVYnuWy2U9BFC5hXEaaYf0FZVzQjEJQo2r1Upf/sePH+u4VKtVUztSxoVpL5vgPPYb6+7xvpugPF5LvsOUoEqlEtTnJBNvOp2a2DjnfkgcnRv14eGhtnM6nRoVETHOPy6k3NSy2axhe/L7HPMQK9aPEYXo+mmaGngzBMFx0+YcT9M0CAP6sS35N6ZFsK0Uo6Z4xqayPny2+Xyua8zV1ZXOZao71Wo1FWOgSLXvBHAN4yGBqTQswyXP2Ww2g1A8063IWN8Ud6VQNt+5j7EIdUaLFi1atK2yW+vxiTWbTaMPybJEciqqVqtG0khO2oQMstmskkOoH+drTsqJlhASr7NJess5p6eiVqulfztni+oy4VZ+u1gszElNvlOr1fQkNZvNDBQinkW9Xjc6n+I9ZTIZQ5YgmzR0wuPfLPfjEzDEU/NJLCyTwyra0g8sq1StVpUtyZNxPp9X72k8Huup8d27d6aqgnyfTDuSWJhjyNI/hEPL5bI5bVP0gAQqJgOH5sxisdC+evPmjfZ5oVAw3oBAcmwbBQp2dnaMrqmYXCNJEsNgpDfB8RFjPmupVDLMSXqiYrVazcDbjx490n8Lqe6zL0ulkimpIwQletX0pFutVpDIQY9pPp9r+MInqMn36PHzPfTJEdQFlb5PkkQ/Z8L+crk0HqiMBYUiqP9JvUqys4nQ8L1MkkQ92Hq9rvAg0amTkxMzN8V4TTKjmddJWHg0Gpk+DDE22V9+sV8KC0j78/m83ms0Gmm/E40gYsDrZrPZoOAEPXdCvh9jt3bjE3jq1atXGltZrVa6EPm6dRw0GQSf4RRisHETdO7GZfehCUJ2hJa4cJHWLn9TuYVuP3F5Uop9lqBsBLlcTpOm//GPfxjMnZspBZPlc38SUwcyVM+sVCppOwuFgk56wmedTkdjhYvFQl/mdrutTEtuXoPBQOM6w+FQ2ZKMu83nc7Nxy2/r9boeftiH5XJZn5f9zxgi48IURPbhHn7OdAaOV6hOooyZ9Lnct9/vG9UPwuZMAyFcTGYbYUS/vdz8uQj74uxU3pBFlbCYczfvwunpqfvqq6+cc87961//0u8zRuPcDcTKgxL/nUxeP6RAmDwUU/M3GtnwLi8vtW8Yl6QWZaVSMQnmXGAJbzKuy/QKHnzYNh4SxfzDMgUPQjqilUpFYVsKgDNVKEkSXfMIwxJG5nyZTCYmnkuYWt57vk+FQkHfv3w+H0yi9+FVblhUqpE2VyoVkwLF94/XZBiBRu6GXGc0Gqmm8sdYhDqjRYsWLdpW2a31+AS+e/bsmebtsMwGE6Wds1USeGIPlYOh50LPgsZkWvme/JYnMLK+xBiopgfBHLRsNqsQGU9Rs9nMnBpFS3E8HisUdXh4qOr8mUxGYbTpdKqfHx4eKpOT0BjLqJBYwPwlSpy1Wi3VWyR8u1qttN9Go5G2886dO+6Pf/yjc+4aohSvcGdnxz1//tw5d81+lNP648ePDXxGlp54ed1uV5Px/RMkYRFCUdKfJLRQvszPT2NOpXze7/e1D0nm4d+ESVkO6fLyUseaOZU8GU8mE9OnJHHIHKDwAHOvSNigZ0w2q3jDmcxNUdzZbKbEpXw+b6phyPjcv3/fVIwnFC3P6ufNhjyUarWq3+v3+9oGP8+LSAwhZLlvqVQyVQCkX0muIHuarE4yVCU8IN/n+LCgLSXIxEIiF9JmeS56NCzDNB6PdWzJHF+tVkZ8QtrJNtC7HwwGhunMtpF4I39TQ7Xf7+u7NRgMzLsSQsKcuwm50HPnfKCWKuckBQR80o6805VKRce6VCrptdrttq5hH2O3duMLxVwIkRB68gdM/j+fz5ukb3mZGZNirSwmUs5mM7N5cbNjDI5MUb7kZDaGNheWIiIuzwRRUqiZMO6LzLLkDGFVxjaEot/r9Qzzk+kSsggyJkTaP+vfSfucu57ofGn5uWyar1+/1mf5/PPPtf7b6empto0wEyHiTCbjTk9PnXPXi5qM6d7envZzpVIJsgwJZQ8GA90M1ut1kL1JdYz5fG7ixUx5YMwslMAs/Sj9RnhWFlxWNCcLl+2RMalWqybFgcw6tleukclkdKH/5JNPDJREeJsHNsa02RYmX/PAyHnB8jrST71eT98tbnAUsubCyDnOTZapCtxwCeeTKj8ejw20zPQRsiLl4DkcDg2kSTiUKRv/TXNyk1G1hvNusVjoHOd7tWkzymazhglOI7TLtB75XqPRUPWper2u9xsOh0ZRKXRNn/ku85d1FcnyJYucjsLl5aXGHPv9vjlsEv4NqVj9VotQZ7Ro0aJF2yq7tR5fiLVGGSYG6Teduug9MQfw8ePH6nK/fv3awA3ihdFTIOTJpOzxeGzyjugxhaoVOHeTxJvP5zVgTNj2/PzcnJ4F2iU0N5lMjJcnJ7Wrqyu9/nA4DMKAlHE7Ojpyz549c85dk1XIAiRDkh6NfF6pVPS56vW60RF98+aNfl/a/ODBA+23d+/eqdf5/fffKxxDT4fVIjKZjHv58qVz7trzEZJPo9HQ69+5c8doBTJhW+bJq1evTFkouT7LoqzXayOXR7m2EDGi3+8HCyIzr5PlcyiG0Gg0FL5+8+aNYVVKe4QU8ezZM+0/5lgmSaKfE3YdDodGOkzej1qtpu09OzvTNtZqNfWG+/2+eVZCy9QfpRG6JOs2BCHfv39f5+BoNDK5hDJ/y+Wy3uP9+/eGMCEeP4v3yrWcs5UUCoWCwvCEIt+9e6ckir/+9a9mjRGP5vLyUtGITUQ255xBa/i8IQISPb6rqytD0JH3r9Vqaf9Ql5fw4HfffafvkLRR2iDPQs9uuVzqOjcYDAwczd+G1lEfyeBc8omC/K/8lrCqzGd67oR2J5OJIXn9Xru1G9/5+blzzrrB33//vcIT6/XaxCeoBCJGCjVd7ul0GowT8LecQM59KC4rbaN7H2KSEUKkKDChvHw+rxP97t27Cn+dnZ3pBPFjiILXE7Z1zpmE/S+++ELvS11N2RQ6nY6yK8lWvbi40P5h6kGv19N2np2d6RixfUzGbzab7rPPPnPOOff111/r50mSKAzXbDZ1U2N/+2kR8v39/X19WQl7/vjjj2bRkbaRLTkcDnWD5mGm0+noGLGf/ar01AIVyn6r1dIFhaLfOzs7Bu5miSBh702nU2UsFwoFndtpmpr56ZxNWyHlnjA5F6j5fK6bSLFY1M2OUOfJyYleZ7lcap/xQOEnOhOGF/OrjYdSjmazmfYNSybV63WjQiT3S9PU1H2TPmYy/mg0MjFVeQ/4Hi+XS32fjo+PjYDEN99845yzJb+63a4exO7du6dtGI1Ghn3KVB559k1pFD6Nn2uGXD+fz5tDKxmbFF+nUHoo1YXvEKFs3pdt9RVpaJv0NikGHkqF8A/9PDhxXeR9yVL/b9Dxr7EIdUaLFi1atK2ynfX/Qv8lWrRo0aJFuyUWPb5o0aJFi7ZVFje+aNGiRYu2VRY3vmjRokWLtlUWN75o0aJFi7ZVFje+aNGiRYu2VRY3vmjRokWLtlUWN75o0aJFi7ZVFje+aNGiRYu2VRY3vmjRokWLtlUWN75o0aJFi7ZVFje+aNGiRYu2VRY3vmjRokWLtlUWN75o0aJFi7ZVFje+aNGiRYu2VRY3vmjRokWLtlUWN75o0aJFi7ZVFje+aNGiRYu2VRY3vmjRokWLtlUWN75o0aJFi7ZVFje+aNGiRYu2VRY3vmjRokWLtlUWN75o0aJFi7ZVFje+aNGiRYu2VRY3vmjRokWLtlUWN75o0aJFi7ZVFje+aNGiRYu2VRY3vmjRokWLtlUWN75o0aJFi7ZVFje+aNGiRYu2VRY3vmjRokWLtlUWN75o0aJFi7ZVFje+aNGiRYu2VRY3vmjRokWLtlX2/wDCEmKd/fE1tAAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SNR = 19.7 dB" ] }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"Exos/denoisingadv_9_sure/exo6.jl\")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block-soft Thresholding SURE\n", "----------------------------\n", "To improve the result of soft thresholding, it is possible to threshold\n", "blocks of coefficients.\n", "\n", "\n", "We define a partition $ \\{1,\\ldots,N\\} = \\cup_k b_k $ of the set of wavelet\n", "coefficient indexes. The block thresholding is defined as\n", "\n", "$$ h_\\la(f) = \\sum_k \\sum_{m \\in b_k} a_\\la( e_k ) \\dotp{f}{\\psi_m} \\psi_m\n", " \\qwhereq\n", " e_k = \\sum_{m \\in b_k} \\abs{\\dotp{f}{\\psi_m}}^2,\n", "$$\n", "where we use the James-Stein attenuation threshold\n", "$$\n", " a_\\la(e) = \\max\\pa{ 0, 1 - \\frac{\\la^2}{e^2} }.\n", "$$\n", "\n", "\n", "The block size $q$." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q = 4;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A function to extract blocks." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition ndgrid(AbstractArray{T<:Any, 1" ] }, { "data": { "text/plain": [ "(::#49) (generic function with 1 method)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "}) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:3 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:3.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:6 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:6.\n", "WARNING: Method definition ndgrid_fill(Any, Any, Any, Any) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:13 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:13.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}...) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:19 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:19.\n", "WARNING: Method definition meshgrid(AbstractArray{T<:Any, 1}) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:33 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:33.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:36 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:36.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module Main at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:44 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\ndgrid.jl:44.\n" ] } ], "source": [ "include(\"NtToolBox/src/ndgrid.jl\")\n", "\n", "(X, Y, dX, dY) = ndgrid(1:q:n-q+1, 1:q:n-q+1, 0:q-1, 0:q-1)\n", "I = X + dX + (Y + dY - 1).*n\n", "I\n", "\n", "for i in 1:Base.div(n, q)\n", " for j in Base.div(n, q)\n", " I[i,j, :, :] = transpose(I[i,j, :, :])\n", " end\n", "end\n", "\n", "\n", "blocks = fw -> fw[I]\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A function to reconstruct an image from blocks." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#51) (generic function with 1 method)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function assign(M, I, H)\n", " M_temp = M\n", " M_temp[I] = H\n", " return reshape(M_temp, n,n)\n", "end\n", "\n", "unblock = H -> assign(zeros(n,n), I, H)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the average energy of each block, and duplicate." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition energy(Any) in module Main at In[37]:2 overwritten at In[47]:2" ] }, { "data": { "text/plain": [ "energy (generic function with 1 method)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ ".\n" ] } ], "source": [ "function energy(H)\n", " H_tmp = copy(H)\n", " for i in 1:Base.div(n, q)\n", " for j in 1:Base.div(n, q)\n", " H_tmp[i, j, :, :] = mean(H_tmp[i, j, :, :].^2).*ones(q, q)\n", " end\n", " end\n", " return H_tmp\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Threshold the blocks. We use here a Stein block thresholding.\n", "All values within a block are atenuated by the same factor." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#57) (generic function with 1 method)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "S = (H,lambda) -> max(1 - lambda^2 ./ energy(H), 0) .* H" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block thresholding estimator $h_\\lambda(f)$." ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#59) (generic function with 1 method)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "h = (f, lambd) -> Ws(unblock(S(blocks(W(f)), lambd)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example of block denoising." ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lambd = 1.1*sigma\n", "\n", "figure(figsize = (5, 5))\n", "imageplot(clamP(h(f, lambd)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the block-thresholding operates in a block diagonal manner over the\n", "wavelet coefficients, it degree of freedom is a sum of the divergence of\n", "each block James-Stein operator\n", "$$\n", " \\text{df}(f) = \\sum_{ e_k > \\la^2 } \\text{tr}( \\partial \\phi (a_k) )\n", "$$\n", "where $ a_k = (\\dotp{f}{\\psi_m})_{m \\in b_k} $ is the set of coefficients\n", "inside a block, that satisfies $\\norm{a_k}=e_k$, and\n", "where\n", "$$ \\phi(a) = \\pa{ 1 - \\frac{\\la^2}{\\norm{a}^2} } a. $$\n", "One can compute explicitely the derivative of $\\phi$\n", "$$ \\partial \\phi(a) = \\pa{ 1 - \\frac{\\la^2}{\\norm{a}^2} } \\text{Id} + 2 \\frac{\\la^2}{\\norm{a}^2} \\Pi_a $$\n", "where $\\Pi_a$ is the orthogonal projector on $a$.\n", "\n", "\n", "This gives the folowing formula for the degree of freedom\n", "$$\n", " \\text{df}(f) = \\norm{\\Ww(h_\\la(f))}_0\n", "+ \\sum_{ e_k > \\la^2 }\n", " \\frac{\\la^2}{e_k} (2-\\abs{b_k}).\n", "$$\n", "One can note that the degree of freedom differs from the one of the soft thresholding\n", "(it is not in general an integer)." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Julia 0.5.0", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.0" } }, "nbformat": 4, "nbformat_minor": 0 }