{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "2-D Daubechies Wavelets\n", "=======================\n", "\n", "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_julia/) 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 numerical tour explores 2-D multiresolution analysis\n", "with Daubechies wavelet transform." ] }, { "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 NtToolBox\n", "using PyPlot\n", "using Autoreload\n", "arequire(\"NtToolBox\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wavelets Filters\n", "----------------\n", "The 2-D wavelet transform of a continuous image $f(x)$ computes the set\n", "of inner products\n", "$$ d_j^k[n] = \\dotp{f}{\\psi_{j,n}^k} $$\n", "for scales $ j \\in \\ZZ\n", "$, position $ n \\in \\ZZ^2 $ and orientation $ k \\in \\{H,V,D\\} $.\n", "\n", "\n", "The wavelet atoms are defined by scaling and translating three mother\n", "atoms $ \\{\\psi^H,\\psi^V,\\psi^D\\} $:\n", "$$ \\psi_{j,n}^k(x) = \\frac{1}{2^j}\\psi^k\\pa{\\frac{x-2^j n}{2^j}} $$\n", "These oriented wavelets are defined by a tensor product of a 1-D wavelet\n", "function $\\psi(t)$ and a 1-D scaling function $\\phi(t)$\n", "$$ \\psi^H(x)=\\phi(x_1)\\psi(x_2), \\quad \\psi^V(x)=\\psi(x_1)\\phi(x_2)\n", "\\qandq \\psi^D(x)=\\psi(x_1)\\psi(x_2).$$\n", "\n", "\n", "The fast wavelet transform algorithm does not make use of the wavelet and scaling functions,\n", "but of the filters $h$ and $g$ that caracterize their interaction:\n", "$$ g[n] = \\frac{1}{\\sqrt{2}}\\dotp{\\psi(t/2)}{\\phi(t-n)}\n", "\\qandq h[n] = \\frac{1}{\\sqrt{2}}\\dotp{\\phi(t/2)}{\\phi(t-n)}. $$\n", "\n", "\n", "The simplest filters are the Haar filters\n", "$$ h = [1, 1]/\\sqrt{2} \\qandq g = [-1, 1]/\\sqrt{2}. $$\n", "\n", "\n", "Daubechies wavelets extends the haar wavelets by using longer\n", "filters, that produce smoother scaling functions and wavelets.\n", "Furthermore, the larger the size $p=2k$ of the filter, the higher is the number\n", "$k$ of vanishing moment.\n", "\n", "\n", "A high number of vanishing moments allows to better compress regular\n", "parts of the signal. However, increasing the number of vanishing moments\n", "also inceases the size of the support of the wavelets, wich can be\n", "problematic in part where the signal is singular (for instance\n", "discontinuous).\n", "\n", "\n", "Choosing the _best_ wavelet, and thus choosing $k$, that is adapted to a\n", "given class of signals, thus corresponds to\n", "a tradeoff between efficiency in regular and singular parts.\n", "\n", "\n", "* The filter with $k=1$ vanishing moments corresponds to the Haar filter.\n", "* The filter with $k=2$ vanishing moments corresponds to the famous |D4| wavelet, which compresses perfectly linear signals.\n", "* The filter with $k=3$ vanishing moments compresses perfectly quadratic signals.\n", "\n", "\n", "Set the support size.\n", "To begin, we select the D4 filter." ] }, { "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": [ "p = 4;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create the low pass filter $h$ and the high pass $g$. We add a zero to ensure that it has a odd\n", "length. Note that the central value of $h$ corresponds to the 0 position." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "h = [0, .482962913145, .836516303738, .224143868042, -.129409522551];\n", "h = h/norm(h);\n", "g = cat(1, 0, h[length(h):-1:2]) .* ( (-1).^(1:length(h)) );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the high pass filter $g$ is computed directly from the low\n", "pass filter as:\n", "$$g[n] = (-1)^{1-n}h[1-n]$$\n", "\n", "\n", "Display." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "h filter = [0.0,0.482963,0.836516,0.224144,-0.12941]\n", "g filter = [-0.0,-0.12941,-0.224144,0.836516,-0.482963]\n" ] } ], "source": [ "println(\"h filter = \", h);\n", "println(\"g filter = \", g);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Up and Down Filtering\n", "---------------------\n", "The basic wavelet operation is low/high filtering, followed by down\n", "sampling.\n", "\n", "\n", "Starting from some 1-D signal $f \\in \\RR^N$, one thus compute the\n", "low pass signal $a \\in \\RR^{N/2}$ and the high pass\n", "signal $d \\in \\RR^{N/2}$ as\n", "$$ a = (f \\star h) \\downarrow 2 \\qandq\n", "d = (f \\star g) \\downarrow 2$$\n", "where the sub-sampling is defined as\n", "$$ (u \\downarrow 2)[k] = u[2k]. $$\n", "\n", "\n", "Create a random signal $f \\in \\RR^N$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "N = 256;\n", "f = rand(N, 1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Low/High pass filtering followed by sub-sampling." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "a = subsampling( cconvol(f,h) );\n", "d = subsampling( cconvol(f,g) );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For orthogonal filters, the reverse of this process is its dual\n", "(aka its transpose), which is upsampling followed by low/high pass\n", "filtering with the reversed filters and summing:\n", "$$ (a \\uparrow h) \\star \\tilde h + (d \\uparrow g) \\star \\tilde g = f $$\n", "where $\\tilde h[n]=h[-n]$ (computed modulo $N$) and\n", "$ (u \\uparrow 2)[2n]=u[n] $ and $ (u \\uparrow 2)[2n+1]=0 $." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test for energy conservation." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Energy before : 87.10352661303382\n", "Energy before : 87.10352661307226\n" ] } ], "source": [ "e0 = norm(f[:])^2;\n", "e1 = norm(a[:])^2 + norm(d[:])^2;\n", "println(\"Energy before : $e0\");\n", "println(\"Energy before : $e1\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Up-sampling followed by filtering." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f1 = cconvol(upsampling(a), reverse(h)) + cconvol(upsampling(d), reverse(g));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check that we really recover the same signal." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error |f-f1|/|f| = 5.416357638405814e-13\n" ] } ], "source": [ "println(\"Error |f-f1|/|f| = \", norm(f[:]-f1[:])/norm(f[:]) );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Forward 2-D Wavelet transform\n", "-----------------------------\n", "The set of wavelet coefficients are computed with a fast algorithm that\n", "exploit the embedding of the approximation spaces $V_j$ spanned by the\n", "scaling function $ \\{ \\phi_{j,n} \\}_n $ defined as\n", "$$ \\phi_{j,n}(x) = \\frac{1}{2^j}\\phi^0\\pa{\\frac{x-2^j n}{2^j}}\n", "\\qwhereq \\phi^0(x)=\\phi(x_1)\\phi(x_2). $$\n", "\n", "\n", "The wavelet transform of $f$ is computed by using intermediate discretized low\n", "resolution images obtained by projection on the spaces $V_j$:\n", "$$ a_j[n] = \\dotp{f}{\\phi_{j,n}}. $$\n", "\n", "\n", "First we load an image of $N= n \\times n$ pixels." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 256;\n", "name = \"NtToolBox/src/data/hibiscus.png\";\n", "f = load_image(name, N);\n", "f = rescale(sum(f,3));\n", "f = f[:, :, 1];\n", "imageplot(f);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The algorithm starts at the coarsest scale $ j=\\log_2(n)-1 $" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "j = log2(n) - 1;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step of the algorithm perform filtering/downsampling in the\n", "horizontal direction.\n", "\n", "\n", "$$ \\tilde a_{j-1} = (a_j \\star^H h) \\downarrow^{2,H} \\qandq\n", " \\tilde d_{j-1} = (a_j \\star^H g) \\downarrow^{2,H}$$\n", "\n", "\n", "Here, the operator $\\star^H$ and $\\downarrow^{2,H}$\n", "are defined by applying $\\star$ and $\\downarrow^2$\n", "to each column of the matrix.\n", "\n", "\n", "The second step computes the filtering/downsampling in the vertical\n", "direction.\n", "\n", "\n", "$$ a_{j-1} = (\\tilde a_j \\star^V h) \\downarrow^{2,V} \\qandq\n", " d_{j-1}^V = (\\tilde a_j \\star^V g) \\downarrow^{2,V},$$\n", "$$ d_{j-1}^H = (\\tilde d_j \\star^V h) \\downarrow^{2,V} \\qandq\n", " d_{j-1}^D = (\\tilde d_j \\star^V g) \\downarrow^{2,V}.$$\n", "\n", "\n", "\n", "A wavelet transform is\n", "computed by iterating high pass and loss pass filterings with |h| and |g|, followed by sub-samplings.\n", "Since we are in 2-D, we need to compute these filterings+subsamplings\n", "in the horizontal and then in the vertical direction (or\n", "in the reverse order, it does not mind).\n", "\n", "\n", "\n", "Initialize the transformed coefficients as the image itself and set the\n", "initial scale as the maximum one.\n", "|fW| will be iteratively transformated and will contains the\n", "coefficients." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fW = copy(f);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Select the sub-part of the image to transform." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = fW[1 : Int(2^(j + 1)), 1 : Int(2^(j + 1))];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apply high and low filtering+subsampling in the vertical direction (1st ooordinate),\n", "to get coarse and details." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = subsampling(cconvol(A, h, 1), 1);\n", "Detail = subsampling(cconvol(A, g, 1), 1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check for energy conservation." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "-0.00011822553607387931" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "norm(A[:])^2 - norm(Coarse[:])^2 - norm(Detail[:])^2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_Note:_ |subsamplling(A,1)| is equivalent to |A(1:2:end,:)| and\n", "|subsamplling(A,2)| is equivalent to |A(:,1:2:end)|.\n", "\n", "\n", "Concatenate them in the vertical direction to get the result." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = cat(1, Coarse, Detail );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the result of the vertical transform." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf;\n", "imageplot(f,\"Original image\", [1, 2, 1]);\n", "imageplot(A,\"Vertical transform\", [1, 2, 2]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apply high and low filtering+subsampling in the horizontal direction (2nd ooordinate),\n", "to get coarse and details." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = subsampling(cconvol(A, h, 2), 2);\n", "Detail = subsampling(cconvol(A, g, 2), 2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Concatenate them in the horizontal direction to get the result." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = cat(2, Coarse, Detail );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assign the transformed data." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fW[1 : Int(2^(j + 1)), 1 : Int(2^(j+1))] = A;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the result of the horizontal transform." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KN9xwA9LptGxdfvnllwHgbSv8tGLFCnzrW9/ChRdeiCOPPBLr16/H2rVr/1ce2NstK1aswJo1axCLxXDAAQfgiSeewMMPPzwhp+aLX/wi7rjjDpx00km4/PLLZevyrFmzkMlkpM+i0ShuuukmnHfeeTj00EOxcuVKdHZ2Yvv27bj33ntx1FFH4Uc/+tG78ai22PK/lhUrVuC6667DxRdfjPe85z147rnn8Itf/OItsxj3338/vvjFL0rJhVqthttvvx0+nw8f/ehHX/e7Z555Jo466ih84QtfwKZNm7B48WLcd999uPfee/HlL3/ZtDV5b0kqlcI//dM/4W/+5m9w2GGH4WMf+xhSqRS2bt2Ke+65ByeffDK++93vAgC+853v4CMf+QiOPvpoXHDBBRgaGsKNN96IRYsWva1h8f/rYoOVfUzOOussLFy4ENdcc40AlFQqhRNOOAFf/epXsXjx4v/V9W+//XZ0d3fjZz/7GX71q1/hxBNPxM9//nMsXLjwbavq+NWvfhWlUgl33nknfvGLX+DQQw8VRbKvyA9+8AO4XC6sXbsW1WoVRx11FB5++GFhnyi9vb145JFH8NnPfhZXX301Ojo6cMkllyAajeJzn/ucqc/OOecc9PT04Dvf+Q6uv/561Go1zJgxA8cccwwuvPDCd/oRbbHlbZOrrroK1WoVv/zlL3HnnXfisMMOw4MPPojLLrvsLV1v2bJleN/73od///d/x+7duxEKhbB06VI8+OCDWLp06et+1+Vy4b777sPXv/51rFu3DrfeeivmzJmD73//+/jc5z73ltrzVuSTn/wkZs2ahWuvvRbf+c530Gg0MGPGDBx33HGmCsGnn3467rzzTlx11VX48pe/jP333x9r167FHXfcYWJsbXl9sd8NZAueffZZLF26FHfccceELbm2TC6rVq3CLbfcgmKxuM+8lsAWW2yx5f+q2Dkrf2FSqVQmHLvhhhvgdDpfN1HsL1msfZZOp7FmzRocffTRNlCxxRZbbHkHxA4D/YXJddddh6effhonnHAC3G437r//ftx///341Kc+NaG2gC1jcsQRR+D444/HokWLMDg4iNtuuw35fB7f+MY33u2m2WKLLbb8RYgdBvoLk4ceegjf/OY3sWHDBhSLRcyaNQvnnXcevva1r9nb6F5DvvrVr2LdunXYuXMnHA4HDj30UFx55ZX2FmVbbLHFlndIbLBiiy222GKLLbbs02LnrNhiiy222GKLLfu02GDFFltsscUWW2zZp8UGK7bYYosttthiyz4tUzajsq+vD61WCx6PBz6fz1S62ev1wu/3w+12o9lsIhwOIxAIwOfzIZ/PY8uWLWi32zAMA+12G41GA4ZhSDVSp3MMwxmGAcMw4HQ64XA44HQ6YRgGarUaXC4XvF6v6W2c9XrddA3+7XA45F7A2BtM2+02nE4nfD6fvI69Xq+j0WjIZ7yGy+WCw+GA3+9HLBZDR0cHYrEYarUams2mPEO5XEa9XkehUEC1WoVhGGi1WtJ2a4VaXtvj8chzAcDJJ5+MU089FdVqFc1mE9VqFeVyGV6vF8FgEIFAAA6HAzt27JD/DcNAOp1GKpVCrVZDqVSCy+WCz+eD2+2W//1+P1wuF5rNJqLRKEKhELxeL0ZGRrB27VqEw2EUi0V5bXy73ZaxajabcDqd0j/cNsz+0X3tdrvh8XjgcrnkJYUDAwN44YUXZEx9Ph+8Xi/cbreMdavVQqPRQL1eR7PZRKPRQKvVks/0OLJtnC/sT84Tto1jyft5vV44nU40m000m025N9vucDjgcDhM96/VanKe2+1GMBiU8yb7ru4TAGg0GqhWq2g0GnA6ndI3/NFzjnOffVGr1dBoNEztcTgccLvdk26F3+flbarUbIsttkwig4PAnrdOv50yZcGKw+GAz+dDIBBAq9WSnSyGYSAYDMLpdCKfzyMUCqFarSIajSIYDOLll19Gu902KfLJgArvoY2gw+GAx+MRI1Uul1GtVsU46e/qa/C6NHI0Jm63Gz6fT9pbrVZRKBTkWjQ4vD7BQ61Ww+DgIOr1OtrttsnoaaPF7+uSzjQyTqdTwIff75f7V6tVnH766chkMgDGgFWpVEK9XkcoFBLDFQwG0d3dje3bt6NWq0n/0qi5XC550RiNfzQahdvtFmBZKpVQLpfFkF9xxRVwuVz47W9/i8cff9zUd7ymBgZsHzAGUAnc+HwEFl6vF/V6HcPDw6hUKmKUW60WKpUKfD6f9BX70el0mkAMfzh3CEas7SGw4v/NZlPmJoGCy+VCq9WSd4rwGfQc0fNZgyXeo9FowOv1msZZz0F932aziXq9LvOFbSTgts5/Xp8Ap9lsSnsJVPTamIry/oMOQtEw0NXVBa/Xi+HhYWzfvl3mRqPRkOczDAM+nw+JRAL5fB6lUklAoz6HP/F4HKVSCa1Wy+R0JJNJdHZ2wjAM1Ot19Pb2wu/3Y8eOHchkMnC5XJgxYwZ6enpwxBFHYHR0FAAEXAJAsViEx+NBuVyG3+8XIOt2u9FoNBAOhxEKhdDZ2YmnnnoK//3f/y1rknPD6/Wi3W7D5/Phf/7nf1Cv19FqtcRx4RzluuX80+JwOOD1ehEIBOD1emW+UAhynU4nurq65N1CtVoN9XodmUwGrVZLHEvq1WKxiGqthhCAoT3X+s7nP4/anjXdaDSQSCTgcrkwPDyMUCgEh8Mha4tzudlsihNr1fcUrR8A89rlGAWDQdG5fr8fXq8X2WxW1k6r1UKr1UK1WkUsFkM+n0cqlYLH44Hb7UY+n59QUt/hcCAWiyGdTst1FyxYgOeeew6hUAgAZO6wnwuFAjo6OlCv18WRo5PBOaLbr+0An426gtenDtCOGgBxXqlL2+22tIc6hp/xe95GA1/kS2GDwTe7DP8smbJgJRwOy8KiEq1WqzLp6bl7vV4p45zL5eB2u2XAtNLVP3rCaiEz4Ha7Ua/XUalUTF6x9ZoUzQZQONg0wBx47Z1rRcjfjUYD2WxWvHMAYvR4vs/nQ1dXl1yz0WigWCyiXq/Lc3g8Hvj9fvnh20tLpRKKxaJMVi5G9qvP50M2m4XD4RBWpdFooFKpyP3K5bKArHq9LsAon88jEomgWq2KgiEzxr50u91YsmQJ9t9/f9x///3I5XKoVComj579Q2XI++j+JivAdhcKBWQyGXkm9ifbTIBjZUs4Ntp4WecIx0cf5z34NxUowSOvqxWMBkraSLBN+pqNRkPYI7ZLz33OC44/+5BtpULS7JoGQ1xPNHQ8ppmbycD5VJF8qwVfMolN/f2oVqvI5/Nj63GPoa7tMe583gMOPhhbtmzBzkxm3KADcO2Zf5w7DocDg3sARd9+++GAAw6Ax+PBrl270N3djcMPPxxOpxOZTAbNZhOlUgkNrxcHvOc9OOyww/DKK6/A4XBg5+gofD7fmDNkGPBibN0WDQPVfH4MgLda8Pl8KNVq8LlcKNdqqJTLyNRqqHs8mHfIIVi8fDl+9KMfobXHsHm9XjT3zOdXt29HrtkEnM6xHwClPcwu56jf70cwGES5XDax0e12G+5AAEYwiEK9jnqrBZeaU4bbDcPlQqPdhiMcRhtAuVxGtlJBsVhE0zDQBlBpNpEtFKRtLpcLCAbHfhcKAABXNIpiqYQZ3d3405/+hEh3N7LFItyxGKp71ktrzzg5nU5UKhV4fD7MX7QIGzduFH3PZ7I6HNU9n3n3sO+1Wg2tVgvpfB4dfX1jLyV0u1FzONB2uTBUKuHkk0/Gxo0bkc1kYBgGQvE4AqkURioVlACEfT4MptNjejIUQiqVwtDQGPzq7u7G0NAQmj4fWg4H2oEAtqfT8MTjWH7MMVi7di3222+/cdbf7YYzEoE/lcKLzzyDadOmjekVNZ+bzSYce+yJx+NBrVYz2SGuXZ/Ph2KxCJ/PN6YrLDqt2Wyi7XaLo5Pfw6jD40Fb6bdms4kmnWGrLthLTsyUBSuJRALA2AIuFArCEITDYfT09CAWi+Gpp55CpVLBb37zG+TzeQDjaJoTWyskbXg0YuVvhpNKpZIcswIW7d1q1KqRLz0XGoBisWgyMtb7apal1WohGAxi/vz5iMViJo+FRqXdbqOjowPhcFgYjkwmg5GREQlvECQwDOL3+zFr1iwsXbpUwkn0FpxOp7AmBC6BQAC5XA6xWAzZbFa8qnQ6jVAoJMadxpJ9PzIygkgkIm0ulUqIxWJiSNkej8eDv/7rv0YgEMDzzz+P3/72t+Jput1u8SYBiNfoVouMwMDlcmFoaAg7d+5EsVg0jTPbQE+F51sZLWA8dGf10qzAlGBE34dgmqEXjisZMYISejq8F/tMe0RsA0EK783nZrvpDdbrdQnvkR2hsvF4PNJ3er4RoHKuaJBEgD2VWRUA2G+//VBxOjE6OopSqTSps0KQ3Ww2MTw8LCyqy+USj1uvcc2++nw+RCIRxGIx0RmFQgH5fB6xWEwcnlqtBo/Hg7lz52LXrl2oVCoIh8NwOBwybnQEqKs0CCerzHsXCgWEw2EJ2bXbbZx88sl48sknkc1m0W63JYwNjIFWHQbnGLMfyKDmcjkU9oAKzgmyctVqVeYsWUrOewr1SblcFh1oZbE8Ho+AaK+qDN1qtRCNRlGpVBCNRmUcNPjQ64rX2r17t6xFn8+HQqEg7/Ky6ut6vS5MJQAJV2tWiaxwIpHAH//4R2GTq9UqfD6ftN/v9wtL3dXVhXw+j2KxCKfTiY6OjgnriPqs1Wrh8ccfRyAQQDwelzda024AQCQSATCuZ7R+4DNQP9BZ0cI+0+NN0c9J3ahZW6uDxvu+Uy9jnLJghaGD2bNnY/369WKo+vr6UCgU8MILL5iUtmYn2NF6EgBmz5hCAxIIBBAOh+F2uzE6OirKgOfoa2hjpScEF5K+L3NLeB0qSTI4Ho/HxKLQA5k+fTq6uroQDAZRr9dNzAnDXprSLZfLiEajKBQKiEQiWL58OQ444AAMDQ1hYGAA+XwenZ2dGN3j0VHhZLNZ6Ue2W7MWpDELe7wgtpGLRYc1RkdHEY1GxUj7fD6Uy2VRfjSu8XhcGJp6vY65c+fixRdfhNfrFY9Ul7nXBpvGlv0IjFHSuVxuAgMCwAQO9DhY6VFr3pLO7ZhMNAvD+WAFyMA4CLIaSrZLAyatLDSYYUiRfc/wlg7J0SBpZUVjogEY26uZHAo9X7bV+vlUkuHhYQzsmbM0ulZngf1arVaxadMmAemRSAR+vx8jIyOmNc5xpbIfHBxEMBjEnDlzMH36dGzatAmjo6NIJBLC9NH4DQ4OIhQKoVKpIJFICCjQ89CaH0Q2rF6vw+fzmcKK/L7T6cS8efPg8/mwbt06mbcEu7yGBuM0vGQc/X4/SqWSACRgfH5TvxIw0GDrHKhSqYRarYZsNivXZFv1+tFMs1Mdd7lcKO3J50skEiZmVK8JOhoM+1J8Pt8EBtxqeL1erwnUUwfV63UJqR1++OEYHBxEKpWSHDwyTgRDABAIBEzXajQa8Pv9iMfjKJfLAnroqCaTSdH1ABCPxxGJRJBOp2XtMuRk1QUcC67bZrMJv99vYtu57nkNvd410GM7dU6gvjb1Hn9TB7hcLkCtnb0lUxas0LitX79eYrrBYBDbtm2TMAVj7uVyWb7HgbKGZYDXzl1hIm08Hkc2mxWjOhmw0QNqVWTaQ9X/U3g8GAxi5syZksiqcxmogIi+mWjLxdZutxEIBMR7o8GnB+D3+3HGGWfA4/GMUdCNBlKpFEZGRsTglUolic8yx4PeA+9DQFCv12XxEZxw4ep4JxF/MBgco4H3ABTGqfn89A6DwaCEh9xuN0488USsXbtWFhA9CfY7r8/r6HnCOWBlz7SS0wtSh2N0Mq0GGvq4dR7ouabbRAWgPWTtyWoAohWCZgKt88rhcJiShHUSMj1rAi4ryNJsnvYytVJk+zRY057ZVJVMJoPBTAZerxddXV2YNm0aBgYGkN5D3bNf6/W6GCSXy4VQKCRUup5L2jFgH+dyObz00kuoVquYP3++eKv1eh0ulwubN29GJBKSSwLOAAAgAElEQVQxJaJzXTIJnaBVM6dkXXgOx52hQ7aVxrZWq6GrqwvhcNikCwFMWAsAxDkjEMrlciiXy+L0EUS3221h33icnjbntMfjQbVaRbFYNLGLNNYU7dR5PB54FFjxeDzwulzI5/NyvWQyiZGREUk059ylbmLfcPNCtVoVHWHV8dpxqFarAhBisRhSqRQ2bdqEI488Ei+++CICgQAqlQpisRjK5TKSySR27doFYIwBI2Cq1+sIh8PSh52dnSa2ku3xeDwyRl6vF8ViEeFwGLt375Z8OrJfrVZrAjMEjDuHWodY1zv7SDNivA6/o5klASGW8dERAm1LCbT2pkzZoHMul0OxWESxWEQ2m0UsFkMkEpHkNwASE9aMhfZUAfPOH20AtHGJRCJIJpOIRCKibHQs3+o5A+YdKtZ78VyNXNm2YDCIeDyOmTNnore3FzNnzkR3dze6u7vFo2NIKhgMSt5INBpFNBpFIBBAIBAQNgQY97Q48QkiqIDq9TqmTZsmyb3aG/B4PLJoAMj3S6WSTPJ8Po9arSbsDulzGmTNCpFJMQxD2BkqBwIbKmbNXIXDYUnU0ztsKJpd0fk/DNXpUItWjPo3PTsqXI6x1XCzv4PBoNzPGlLU7bIyKtZ5oc/RwICfacqcPxwHMnAcZ/7WyY6TPS/7lfOXyZQcLyZ/611VNMj6+1NVCEC8Xi+i0Sji8Th6e3vR0dFhcioI/n0+n3iSxWIRuVxOGE+Xy4UjjzwS8XgcAEy7rKrVKrZt24ZXX30VtVoNsVgMQ0NDkl9HHeL3+yV5vVAomOauNcxBr12HZGhAGo2GMAkAZA673W7sv//+kuvEz6xhT859XrfRaGB4eBjZbBaVSgWVSkXyIbiedB5gtVqV5wgEAqIr9FrXc4kGlWua5+h5OmvWLNFBBDyco9Qx7HeyTFzvvD8/dzqd6O/vx9y5cwWYsu84xsCYw+b1erF7924kEgnZcMB1Hw6HhSkKh8MAIOBIO22lUgnBYBBerxelUkl0MvUGdR/nHOdBs9nE5s2bTUCiUChM6iiwDwlYeA8CC80Ma72oHSL2FXUCmVirc6edfK1T3gmWdcoyK8lkUhZNrVbD6OgoksmkeKukJxmjt4IRwIxONQrVA0ivR8fy9SBaaX3A7KVyUmhAo0XTvEzgDQQCSCQSCIVCwlw4nU6Uy2UMDAyIIaeB0ZNOe+lsayAQQD6fR6PRwHve8x4YxlicmV4jFxOVHftPb38m26J3hej4MJM4A4EAyuWyKWeFzwZA2BpSwfT+eE8az0gkYsqnqNVqOP7443HfffehWCxKzgq9VC4ozWawX/L5vCk8ZGVgNBvG45wLVu8vEAgIQNDenPVczi1Nn1JB8b46DKNZFA0I9Fzkj86n0mBbKxre13q+vtdkykjf1woGdT/r9TIVJRAIYHZXFzKZjOQzJRIJuN1uCRky9MtdHsz3cLvdmDZtGlasWIFWq4VkMonp06djyZIlcLlcmDNnDnbv3o0tW7bglVdewfbt29FqtfDRj34UmzdvluTG3t5eZDIZU2iGAAUAYrGYMCYcz1qtJuFaOiVkPQmAGAagp8+5evLJJ2PXrl3IZrMAxhI9OX9zuZzoE+ZbcC1RB9GYO51ORKNR+Hw+KZlAtpTt1Y4BmRpgfD5zDXE+BoNBdHZ2AhgDPK09OYYA8OyzzyLS0QGn0ylgulwuo6OjA8PDwyagx52VrT3Jx/k9ychutxuvvPIKpk+fjs7OTuRyOTgcDlSrVXR2dqJSqYg+arfbSKfTOOSQQ7Bt2zYBtfPnz5cEaLabupl95HK5kMvlEI1GkU6n4fP5EA6HBdwmEglxtMPhsOyyDIfDkpMXi8VQqVRwxRVX4K677gIwBpJGR0cRDodF91Of8H9rrpBmhjVbqHOW+Cxkx3XYSX+X612zzvoz7RztLZmyYKXdbiMajSIWiyGRSKDZbMq2Phpzek+cUMDEhEhrcpD2EuixkMYkMtbXoJdAY09mQSceabrO6uVaDbqO+5JFoafBic0dMjocw2vrlxFyEjM85Pf70dPTg0KhgFarJduGmXiqF3qz2ZSdPryW1+s10aRE1M1mE16vV0IttVpNWC4qg3q9LnFwHc5gTgAAEzCjd8daHj6fD8lkEsuWLUOlUsHQ0BC2bt1qoiv1jjANTNmfAEzgdTIPxcpA6HnDbZZUtDqvhJS9BktaOLZ63k0WB9YAgGOpgZY2AGSvCEz1NkprKEdT/Lr/9XW118V7M/+A9+S9rKB7qsnIyAjK6TQCgQBCoZCJbdTgWe+M01vjP/jBD0ofUz/4fD5Z/9FoFMcddxxOP/10bN68GfV6HaVSSZJfDcNAR0cHRkdHJcGec7darWJ0dBTBYFDmCEG+y+XCjh07JLcAGN/eTlZChwQ5T8kuHnPMMVi3bp0wpTw3FAqZ5k+lUpHt7hpoa6aN4ASAyfjpkDA9fmBiyJT6isnIDLs1m0041fwiU1IoFIQ14v3K5TJCoZApEZShDt5nYGAAiURCQuOBQADVahXd3d3i0DIfiZsFNm3ahAMPPFAYDTphPp8Pfr8f9XodiURCwjdalzEEVCwW0dHRgWKxKNujtXNWr9cRCATg8Xgkny+fz6NaraKjowNbt27FPffcg4997GOyQUSDBepJrkurneF5OlzDsdK2R+sXjjfHZzLnRjv11GPvhNsyZcHKMcccg2q1iu3bt2P9+vWmpCBg4hZiLhIqba2wNQLVORGGMZbUlsvlxKDSe+aA6VCAptW1x0qZLGxhNZZUGAQSpBidTqdpF02lUkG5XJZFzvvTy2KYhttP3W43Dj30UAwPD0vWOJURc0yY4BcKhVAul6UtRO8aOPE5OcmpGJkJz0SyeDwuQEfv0NHCPBZeVzMsug2lUgmzZ8+WBOD77rsPmzZtMsXMCRx06MlKLestvNZ5oRk4zgEaKCaY8m96iJrV4W+2SYMLzYLwHK0w9NzQc5nna/aHnpBmaXRirWZorKBMrwnrM7OtWvkTuGgAbp3bU02azSaqe5wRGlPu2NE7q+jwsPBhJBLB0qVLBdw3m00Eg0HUajVhXQgmRkZGMDIyImNJtoIA2+12S4iB65bAgMCJ4QOODVkLGklrqIhjRvDMMgEMQU2fPl1yVzhfdC4MQTAAuY4OP3LuU0cxb4yf0RDzOQHzbhb9vwbGZJuAsbldVwmbLpcLtT1gDABqtZrUzyLI4pzVdZMMw5CwejqdRkdHB0qlErq7u7Fz504Jpff39wtrFI/HkclkcOKJJ2LDhg0IhUIYGhpCIBBAoVCQ5FoCnkAgIAVBZ86ciZ07dwqw5IaMWq1m2sBQLBbR1dUlxS8Jxuh8NptNZDIZNBoNvP/974ff75edl+w/ijU6oD+jDuCP1hdaP+rzqXNey7HmD6/Ha03moL3dMmXBymOPPWbayZFOp0X5+/1+iZn6/X5UKhUJaehFo9GlVUkzOZeFy3SIhQuWhaJIgzE2qw2FlS7TqBYYDwPxWLVaxdDQENrtse3HDAd1dHRITgqLxxWLRYT27OH3er3I5XLo7+/Hjh07pJ0sxBYIBPDyyy8jFAohFosJyMrn85LF3tXVhWw2K94SE/24iIBx9oP1XnTtFiaQaUCiEwANwxAPlH1FL0jnWdCbp/Ljb13cyu/347TTTsNdd92Fl156yaQYeQ2dezJZmEcno2kFynnAcdbgg/chcGGeD0WDYW0ANCDS24p5LtvE83UujPZuOK5si95JxXwBskl6numQk5Wl0aBd5wKwr3Q7aMgn2xY5lYQAmKUH+NwE9gxd6Lnr9Xpx/PHHo6+vT3bHEDB0dXVhaGhI2E+XyyVhiqGhIdm1R/DB5HkmTJZKJYRCIbmf3++XAmNcG2T3dAkB0v96tw6dBxoU5nLU63Ukk0l0dXXhpZdekhASHQ06LfxfJ6RqAMewB+cbAY7T6ZTQkN5ZxXWtAbMOn5ON0blfOmGz0WjAcI3XAmJ7mFdHNkBXMqcOnz17Nnbu3Cmsl8vlklyTdruNbDaLZDKJXC6HWbNmSQiHOsYwxgoHTp8+HeVyGS6XC8ViUVgvvbmB29Cr1aqJFWs0GohGo/D7/di1axeazSZCoZDkxbDtvL7b7RYm/4wzzsCjjz4qax6Aaa1yXkwW8tEMC20PbaQOY1mdO6vN0s6SNeQu5MA7EBKeskFn0mmVSgX5fB7Dw8PCgDA/g+Xpe3t70dnZKd6wNiTam6SSpnLQ2980atWhBeZ2sMqr9q71b37PClSsx6hostksBgYGMDAwgGw2i2w2K7FOGk96Rx6PR7YYd3R0IBKJCPDJ5XLCUnBi6jinx+ORrPVdu3ZJvJqeEw29ntCko5mroeOc3G2gE+F0rQ69g4FMCOl0zR4w656LgWOhtz2Wy2XMnDnTFD7RBpWKzbqY9XhYwavO7+CcICvCfiftXygUBHSQAbIyQtax1+EaTdvq77O/rDVStKfE85gjwL814NLhT85hKwtkZV10v2jPl3N+KuepaNFrrtFoIJ1Oy7Z4Aj0yJQwVzZgxA7FYDKOjo7JtnzkdlUoF06dPRyQSQTweRzgcxs6dO9Hf3w+HwyE7aqjgacTIRnItA+Pb0Tn+OiHWmlzL+h16rehqztQDdFrIAJCh4XxlNVqOudfrRTgcll2Bety1HiRQJhgicGECONezDg3pOajnJAE3Q9YU7cVzblMfsO1klbk7iPrt1VdfBTCWo8R1tXPnTsRiMVljDO1s2LBBkonz+bwwNAQPZHN4b9aecrnG6u6MjIzI60boJAPjBRg5NgRObD/nRTgclqJ0+XxedDDBiu5/6iQNSjh27CcdXta6hnpE/60duclsF4W6Wqcf6LDc3pQpq3mYP5LJZAQpAxCQQWScSCTQ3d2NGTNmIJVKIbinOqIVcXKRWal3KxNC4feYvU86FYDEdbXHzntoz1t70zzGycbaKfl8Hvl8HrlcDiMjIxgYGJAF02q10N3dLcfK5TI8Hg+SyaR4VFRW9FaI/IniNUjgMes2NAIAPXmJ0BnL1SCFdCyVGCc1wy/0CIDxnB/tiZFpIXADzEWQaNxZg4W7MBiy0OEPeoFaUVo9PI6DNfSiDTaFHmWlUkGpVJLnpHKkQtTgg9fT80ErX93PfDZ6z/S02Vc65KdBNQGmZmf4PBx77Rm9FstopYs1y0SlptfOVBWuBf5wfjscDnR1daGvrw/d3d0IhUICQLq7u1EsFjFr1izZ1eZ0jiWHMqegt7cXlUoFL7/8Mp555hnk83lUKhUMDw+j2Wwin8/LLjzmSQSDQbRaLUl8jUajaLfHq0XTwXA4HKZck2q1KgDEMAwUCgVhWLWh4saDfD6PdDqNww47DD09PVIBOhKJiGHWc4yh71gshnA4LCCIISaWMgAgbK+uO8Iwi34fFuc4YM7306/90KAMgAksMWeOYI96gfqWx+gUJRIJ045Ej8eDrq4uCbGHw2EMDw+jr69Pkm8Nw5Dj1GdbtmwBMLaOU6kURkdHZTzIdgeDQezevVv0ERN3ySQPDAzImA8ODmLWrFmS38dXOTgcDoTDYcyfPx9utxu/+c1v8MMf/lDWJZ+FQFGvQz47RbMoWp/pY3wmbZ804wWYQ0LUI9puTWYf94ZM2TBQoVDA9OnTTYWvSA9yIfn9fulgbjcjZZrP500Do+PxNCr6hXOAedcIjQgT0TigHEzNmLjdbsydOxd+vx8bN26clPbXwkXNYmYMuYRCIVMSbF9fH/r7+wGMezn6fSJs42S7d8i4sP/4E4vFJEZfLBYlBEbjSQVjGIbQ2VTWrI8CQLbwERxpNkADPR3y4LZL0q/M6KcBp1LQ4+Tz+dDT04ORkRFTyIUATDMcGowAZg9R9z3HWueW8H4Oh0PGm8mIVMA04q/FWuh26zHS36MBJPDSXpQuykaARNCmQ0VWGldn+mtQyHOsSkd/zwpINGB8JxTU3pJWq4WK2rrLdU6WhLkQNIrTpk3DUUcdBcMwkMvlAJhDvB6PR3YUMbE8EomIAUkmk8hkMpLHwHwzYHzXT6lUMq0bOl3WXXEaxFJXcV6SeeRasM4v6rDOzk7s3LlTrs88GGC8QjTnl37ZKpnY3t5eCakQUGlQxnN1OImhYsMwTJsIGMrRwNqhdpe022009vSBNTSlGVrqFObi9PX1Ydu2baLv+vv7MWvWLBlnABLK//3vf49AIIDe3l6p4dLT0yOAkSUhuImD4TM+Kx0s7ahWKhUZR7J1mt0fHByU59eviqFOYZgyEomgXC6bdlRxDuvzdBhMM98ce7YlEAiIHuSc02uaY6WdO+3gaL2l2cm9LVMWrHDiMq4MjCsNjfg5MTlhaMBIs1HY+XpLKq9FBaEVA+lfGgoaEe290njEYjGceuqpMIyxl5w9+eSTJk/DSq1r5MtFQSaFi3HJkiVwOp1SUE0DMxp7brlk/g0A03ZfigYALBxHCpPFi9hHzMnhtmqWyy8Wi1JWnB6SfjZ6h3rSa2NHsMJjejyazfH6BTrvgwmEixcvxrPPPgtgnKbU4Rv2DXeJ6THX7dAL1kpd69ANAQIAE53OseN1dd4JQZ6eP8BEAKO9IBpS9g+pYN2HOsTGvtaej5U90wpeM3psN/tL74rT/cN78typKtVqFS0VstAhGJal5xo1DAOzZ89Gq9VCKBTC4OCghB6oJ1hThGuNHrAuBRCPxzE8PCwGS1P1XJdax/B6el6yaJx2cshksA6H9ohpJIFxg9JqtYRdsIJfhoI6OjpgGIYp1Dx9+nREo1E4HA6p8BqLxTB79myZZ6FQCOvXr8fmzZtlzmp9QNG7i3TyO9esW+kGggB9jg4h8xydg5HNZnHkkUeKE0PwwvEKh8MYGRmR14V0dHQgGAyiUChIRdlcLieOLncNMbeECbfc4FAsFhGNRiUcPjo6Krsn2eZp06ZJuI7sGpNmdWiJjmmrNVZJd+vWrdi5cyfmzJkjNkyH4IGxqrc6/6jdbotebrVaphwa3Wd+vx+pVEpqzljBiNWhovCYzNV3IAw0pcFKo9GQ3TI0lFqpc6Lo71D0jhNgfJsoJwHpSdYyYCKZBjjag6BBDwaDWLp0qVSvJNVKRbJo0SJ0dnbi97//val9VlqNwklCUEQEPn/+fGzbtg2pVArDw8PSRi7GRCIhyaw6zkvPhL/9fj9GR0cF3XM3hFYgTNqkp+fxeFAoFEwJsrFYzFTMilSuNXlLK18dEtJARW/J5XXC4bCARuvbVHt6eiYYZb3AtMImYNG7ZjRA0GCCTIf1cw1atPdhNd4EKpwfulz5ZAyMVg7sL84vggT9nGyLlcnT80eHHfm/pnx5T/abriOjmRWCotd61qkmjUYDTeVQaNaPY6v7s91uY3BwUNiTYDAo1Z0JXKiL9NveybIEg0GUSiWpl0G2kuwDMB5u1WyK3mGjE0kJbKgbNKOrcxJY4Zr3KpfLwp4SSPh8PsTjcbjdbnR3dwMYM35//OMf8cwzz8Dv96Ojo0Ou5XA4JrwmhGEkADj00EMxb948bN26VRhYAMJE6HC3Dg2xH/x+vwmsaIeC+obrgdfQDiswZsRZyM3lcsnbmQFIDgqZ6+3bt2POnDmmnVFkv7gGI5EIcrkcOjo6TJV8OVeonzj+zWZTQA9fy8B8N65Z1oXhbq5yuYzFixcLu8fnIWPEZ63Xx95gv2XLFsyePRvVahVLlizBT3/6U+y3335ib2graLM4DzlOnAs7duwwMUOaMbQyqHxe6g/aRDsM9DrCRFqHwyHxVC4KMgC6eiNDQ1YDo71nGmidICZvPnVOTFQk0qZBAsYm9UEHHYRarYbFixej2WziT3/6E/x+P0KhELLZLGbMmIFzzz0Xf/jDH7Bt2zZRRlYjoz18YDypzufzYffu3eL5hMNhiV+T/nM6nYKY+VIuABJ2yeVyCIVCaLfb8lZVAh697VbHxKlo6AXQY8zlcojH4+js7BQlwP62hteo2FjrhcwNUT7HiMCKoQvWieDn9Kp8Pp8sQHqSuv/o6RCccW5oqtu6U8ba31op84efs0+1p8t762RDHesFxpMGdSKkNQTF86jMrVUlrcBMKxnNqhAU6uvrdtLD5nyn0aUwrMBr64TjqSyaLdN9zjkCjHvxTIxkf7Mom6bN+eJPzlm+4oJhBOqbQCAgBRm5Brm9lsmwLGRIgMI1p4t/0RjRg6fDRKNPkM5n5Prmmo9EIuju7pZxZ15cu92WUM8LL7yAeDwuYItzXOfn8R4amLhcLmEawuGwvOtmaGjI5HwRwHBDBJ9HJ5RyPnPdA+PrQhty6oBarYaOjg4BDWRbWPuk1Wohl8uhu7sbyWQS5XJZthpzo0Sr1UIqlZJ1yno7FPYZ3yRP9jsUCiGfzyMcDsvGBzJiu3fvRjgcRqVSQUdHB7Zv325iL6PRKAYGBuQe7MtqtYrBwUHMnz8fHo8HsVgMIyMj6OzslPy5QqGA/v5+zJs3D4ZhmOYb5wKB9ejoKDo6OiS3MBQKSa4TCwoS8ASDwQksODDOAGtHaW/LlAUrtVoNIyMjsiWMCp3hGZ3Mqo0YJxVBgNVD1T+kR3UyEoWKmopev2+Bmf+GYSCRSOCDH/wgksmk5Mvkcjn4fD6cccYZiMfj8lbOkZERDA4OYseOHZLQpfNx6Gntt99+iMfjGBgYkHYz7ktWgnkkmorlJAyFQmKoteikOoaCyMIwWZYvQwTGlWGtVsPw8LDQwcywZ0Ie6w5QSVF0qAUYpzTpdTidTlE4AIQlYra93vZJpQTAhPx5HY4/lb1eXNZtkgQwVtqTvzXTwjGxMmNUUJrq1ts/afT1otehFV5fJ+Jq5kf3mTa2ug1ss2YENXgk2GHbCOp0/+gcF3qcVtA2FcXpdMKBsbXqdrsln436gF61fkMyQ5ysOKpLCXC7MR0FeqkMybLPCZr5Yr9msyn1k1wul2wdpmEly8J5zLnNXAru2OHWZd6XgD+fz8uLERmq4M4mr9eLkZERAJDtugRcnNNLlixBPB7Hrl27TOwHnQ7r/GUCLBOIufZSqRS6urpw+OGHw+1246677pLnACCl/NlXzdbE8u06nEW2keuBhpms7/ve9z488cQTpvOYeMx3JWWzWXGo+H06bize5/f75bxAIIBMJoNkMomBgQEp/6AZz2azKXl83HSgWWwACIVCwq6R2W42x8oZkLGmAxePx9Hf3y/zgM4k9T0w/pLYnp4eed5IJIJisSg5NLlcDpFIRPS7dl44v2kjdPg+EokgEAhgy5YtEmUgGGcbqa/3tkxZsEI2gouCAIRGAhhnEWgYuICZtGoYhlB6PE9717yOZmN03M/hGMtHOf300yWOzAJPNLzcqZHL5eTlfKFQCMViEZs3b8asWbMQiUTQ0dEhO3mOOOII7Lfffkin08jlcnjhhRewfv16DAwM4GMf+xgSiQR2794tWfx8/xFpRbfbLaGRoaEhU/luwxhLEKRHwmQ+Aj6+40fnmgDj9CPBDrdKkxGp1WrYvHmzhF101Ur+5mLmxGY9HAIIr9cruTC6bH8oFDJ9z+l0itdWLpdRrVbxmc98Bj/5yU9krB0OB4rFIiqVinicbJcucMd8FsAMnnSuE8df05001KznQraB97cmfGsvR4MIzU5oOluHerQCseaXaK9GK29riIeiWR/OezJa9GjJXlmBCg0P792axKBMJdFgkcndfGWEzsth/5DC57jyPTGxWAz1eh3Dw8OYPn26AGcaP2CMcmeolWwKvXi9u4ZAieuMrC7P4d+cFzQyeku/Zu2YlEk9SZY1Go0K8CHDqXfuvPrqq8hms+J9k13T80eHQag/dL4e5x63E+t6VR6PR9gjJvCSbW02m/AqZkWDIb12qGc1sOY83rFjBwqFAqLRqDiShUJBdjZxl1YoFMKuXbvEIePOxEwmg9mzZyOTyUiRTI6BZhy45lgjBxizF/39/cIo8TkdjrGXtHZ0dJgSZpljUigURB85HGN5Qdpho3PI+cUxb7Va2LhxIxYtWiS6k6wMk3y1M8PCdwQbrBujx5Njks/npS/Wr1+PGTNmyDhrBl6P196SKQtWdEzZWoODk4YDygGgcdMxXatx0CEBThAtOscBgMno+3w+TJs2Td7FoxPgaHiZwEpDksvlJBdDl8FnqCIcDuOQQw7B4Ycfjnw+D7/fj+HhYQFl9MJ2796NUCgkKJdGiEl91WpVvAUufKJjGmkac758i5Q1t0Tq56ZCjEQikquiXzWgwZ5hGJKsqA02mRytADm2+j5ckFTmDAsxNOLz+TB9+nSkUilks1kBJASkes5QeE+Ow2vRmJrJsDJsmsXQjJwGL+xr3pvz05r/odkR/aPnEEE02RwtVqZDs4oawOjPCeZ1ErDOn9CAlX3N59Us0FQUt9sNqGfgWnA6nbLdlaFVzXq53W5hVnRyPdkDesXMwWIIKZ1OA4Csk0gkgtHRUTG6ZGzI5JIFoWGlEWd7qNcIdhgK4pzTIIhzgPlIjUYD8XhcGEpt7F0uF4aHh6Ud2mvWifYaBHNd6zBkqzVWf4W7F5lPSCdzzpw52LBhg9SsoeOon41Sq9Xg2sPAcM2Uy2VEo1Fks1nRdYVCQdbL9u3bpQ85BnR6yHL4fD4MDAyYHFqOhcfjwauvvgq/3y8MGp25aDQqLBZL8DOBulQqCQCjQWeuEtdXNBqVqrjUx+12W9gb2gsy05VKBZ/4xCewbds2kxPDtcpdZ1oHkNVhlWW+KZysDAATA95qtTA8PIzu7m75n/OYNYPmzZsnbD0wntSsdcXelCmrbTQoYYdRmevkTnrFTFqikaNw8esfehpMwNSiF1EgEMD+++9vynEAIGEoGn/GNOkxcSFTYXABpVIpJJNJoYArlQp27NiB4eFhefnfwMCAsDg0yOwPxsK5+JnPoWOqrARLMKF3BTUaDTmXiFwrLAIHYFxxsRItx4MeAhcBad5QKCR/09vSaF+XmtYKVi8MHqMypsfH/pw1a5bpu8s93wMAACAASURBVBp48n9rETfOIWvYhD9kRrQHp8GJnhcaeFjDQ5yDZNrIFGkjyLCRvr++HoBJAY0OS2mFpRWb9VmtbdegRRsjMl58fs45a+LdVJMDDzwQ4XDYNGZkQlhGnc/HMYtGo/LmbxoxlkSIx+NIJBKYNm2avK2abATZKjILev0zX4LAh/kDjUZDtpVy/Vl1EUEv1zzXC9cS56hOauWcts4/GuJSqSRJtFxLzIchA6DnmcMxXvuFaxcY33mk5x6fK5vNIhaLYenSpVKryOEY24HU1dWFjo4OqVUCAKlUylSdmWPGnTV0JvgZwyLRaBS1Wk30LvuH4IkvjSXwoYGmHmL9E25V5/OwLbqf2Jes4Ot2j71qhEy6fhO2TpjWGyDi8fiEhFWHwyGl+jdu3CjH2BYyXzrETCdRv8JAOz1cx3qN12o1pFIpee0JGXKCZeooPZ4MCWsbsjdlyoIVnaMCjOeOcOJy4bFoFqsjciJZqXIaC5/PJwtf01zW+HwqlcL73/9+zJs3z8QmkFp1uVxS6MjlcqGzsxMej0d2oRB9a/bB5XIhlUpJFVqGjZrNJgYHBzEyMmLa/kp6lQuTSoVeDLd1E7XT2yLK14BAt5/InvSyzt0BJr5My8omUCGx+ia3YHJyc6s0lQtzitgXPJ/Kj20CIHFeVvLVYGrhwoWiPHU1YSp1Xkcn1eo2aAaCCkMnzXKeaNaEf/McHfrRxzVYofHT4Ij3shZd0qEeDTK00bCyfZol1J9ZFdfrMUraw9XMD5Xb6313KkgkEsFhhx02AVBy7LmGuO22Vquhu7sbqVQKM2fORCKREMeCCajcJcQkTt3/fGEd3/bLtcDkeA2gdWJ/sVg01SEhCOG46DkAmOsD6XnIsWL+GHMcOO9ofK2hPeobgiYN0rUTw//1/XlPhtoJzGiouXOSL6PlywaZh0hhvkVvb68JcBPckZEhoHK7x14jcuyxxwoLwoKZ7EPWTGGYhmBQG16PZ+wFg3zRJUOCzMtrt9tIJBLChFcqFWFlOP7cyahBIUPozFFhXhP1GsNTPBYIBPDUU0/h1FNPFWDCNlAvEJCyzbqdZPlYw4o5P/ybIUmCK86DcrmMdDqNeDwuzL8GhdR375RMWbDCRcQfvX2YXgPzU1hCXrMtgDkOr5Mhdf7KZB6s1+vFokWL0NPTYzLcum1+v19e5w1ACroRKHDQg8Ggqf6LbmOhUMArr7yCarWK4eFhAOMLn6hZx9ypABjC4f86zq3f1EzAwjCaTuSr1WrIZDImA6dDIRqs0JMExqlFrUBYq4ELgwpLAwXeXwMLjoOVbaFRJ8qnZ8p3KQHmIkVcWDpBbTJ2jW0gkCGA1Dt6NGNmNQR64WqwoucpgZLuR22A6BnRA7aCFQ0e+PycL3pua+Cif+u/rcbHMAwTyNPna0DKfpnKYIXriO99YfVSesF0Ngjcd+/eLY6D3kVDdiUSiUieSiaTkdL9TGj0eDxShp86iTkLmm2xbh1lor5OGqeHC5h3rFnDqAwNcV54vV5JFB4aGkJvb68wRRxj6gUCD44515tmGzkfqU/InBDccI7TSWJYjc9TLpdx0EEHYenSpSZAwGenOJ1j1bXJ+mgHlYwyw28MhdFZY34JGSddAZd6NJVKST9zbpB9IltNfc12A+Pbo7Wjxff9EDRw1xedVBaUI5Bg1V86MXoOaOBgGAb6+/ul/yqVilQq17aKb7AmIGT4n0wSAQpzqeg88jdZeepz7pZiiHTBggXYvXu3zD2tl/a2TNmcFW1sAXMNFe1xs3aI9gx1PoB1cWjjTADBzwhskskkenp6BPFr70LXCKHiZ6IXE+vopYyOjgptTE+u0WggmUyiv78flUoFXV1dgvyZO0IhstXJYU6nU/JImNDH3QDae6KhA8aMNcM+XJRU0rwmdwdp6pmLl99j/xEYcPHriZ9Op03bjwFIgrTT6ZT3bWgQxtwhehoMYxnGWNY7vYhwOIxAIIDh4WHT2LKv+MycG/Q2qAAIJoDxQlTaKOv3eVCZay/DymxY783P2ce6b5iPQK9bx4KtzJ71+myTZoV4nnXNTNZm9iXbpRNr+T0CTw3M3yn6d29IIpFAw+vF0qVLZW0QmHJOOBxjSdo7duzAhg0bcMIJJ2DZsmVotVpSXp/hCE2vk71ot8d20g0PD8u7aFiTiLkMfCt5NpuVMCwZA77MkFtKyZyyngeNIvMmdGkG7c3z83q9Li9JHR4eRiaTkZ2LAMSxsRoehjboeBBY1Go1U6Vw7hZkHl4sFjMZZr3rhExTtVpFX18f5s2bh9///vcyL/XardVq8CeTkktnDXlyfjJ/rd1uY9q0afj+97+P4447DpVKRQq/8TUZrB6sS0Akk0kx+BSuR4Y/2UflchmJRAI+n0+KyzEsRRaM84r6uNlsSt4MARVrnZBJoi7buXMnEomEsDQOh0NKCtTrdXR2diKTyZgcIpfLhdHRURl7OsNkarSzR8DjcDiEfdIhJep+ncTcaDSwY8cO9PX1wTAM2bb9ToWCpiyzogGERvAcWCp5KgXGRunVWj1Xa3hAU4rM1GfmP4v96Fip1+sVQ6pzKQgE+N6deDxuqrzLxFGW4e7p6ZHnoAFnLL1UKkl4hYlcZEPoCRCh05OhEtWZ5KSICTbYHwQgXPgEN1RW2utnn7vdbkkMpvDZ+QxE+FRU3DZNQEGjTLpcx7vb7bZQ8czEpxcQCASQSqXgdrtl+/KMGTOE+qRC0KESbeR5f44zlb8GDAwPknl7PVZlMnBE0aCY/a5DU9pDZl9adxppb9YKvq39bgUq+t4apOjwGp+bbeGPZtFYqdWa4DvVhMpc7yBhbo4eg1AohIMOOgjBYBB33323AGUm2nKn3+7du2XnHV8CyHXEFxXqUB/DPFw7oVBIDCJZFJ1rwjHhNTm+Ol+EwvUEmCsqUydSn9D5YHv5zNYwE3UI9YbOj2Hpdu3UNZtj7+Qhq8T+8ng8CIVC0v/UXdy5EovF5N5an1DP8dp67em8G56XSCTgdrvFqLbbbal/Q8eLuq3ZbEq4noDV5XIJ00KQxvAzdVM4HMbo6KiEXCZjI71er4BQsnQEAjo5lWuYgI/3om1gmG5oaMgUttO5bXp8NNtCfcbNJdrxInjesWMHPB6PvA6C6542Qs8h2jIWEuROU2v4cG/IlAUrAETJcGA56Nawjo4dkx0hGLEuStJv0WgU8XgcqVRKfuLxuDAkDsfYC8+Y29HR0SE7c4DxyRCNRtFsjhVOq1QqSCQS6OzsRGdnJwKBgCSAEdQ8+eSTeOyxxwTcZDIZMcb6zarpdBqDg4Oi+DipmAxFT4zGJh6PIxAISDgGgHyXjIXefsiFmcvlpOy0jheTFuQOA/Ydd/gA5vo2nOgED/Q0qPh4bb09VCsphrbogSQSCQQCASk0Va/XMTg4iJNOOgmpVMr08jMd9uC8oHfHgoIauNC71vOE3+F805VedU6HBgtaCWl6ncqFY88wlgZ1ulow26OLFeqcGc4JXney0I8WnkMDwufQIAwYr0lExa77cCqzKgBktw9BPZ+LSppCo3rwwQdj8+bNWLNmDdrtthSkBMaqvXZ0dEi+GRV3OByWsuk6FE3jTgNJGp7rUydDck4SgBNM6jEyDEOYVWB8hyLHlDkabBcdOFbg7e3tNXnjfG7OWzoq9NTZBjLEWq/m83nE43ETc+v3+6VwI5+HhpX9n8/nsXjxYgFluh4TwQ4A0xzVDgHXHPups7MT8XgcRx555ASnTc9xhlrcbjcikYjkk+gQPrf2sk8IRGgn+PxsE3WgYRjo6OgQZobsSzAYlDwnMlRkdDiW1DPpdBrRaFQSgMvlsrzZmTqSz06nmo63Lt7JLc20k3yTOACpycKxbDQaiEajMvedTqcwY9wtms1mJYGZ/b+3ZcqCFWsMn0rc+hmNBDCuvGl8yJZQqZB65aKnMSC7QkPGfA6XyyXbHEulkmmS6LCSjgMWi0VZLKRmAUhsM5/Py/WB8RyKZDIJj8eD/v5+AUhOp1OMPieSDlWQauUipnKhQdVtpAHkFmXWXOBbhXUOCRWhtZy+/huAJJ4RPGkmigpcLzidg8LtmARx9MKocBiW0swJdwgtWbLEZEw1q0KgNVliJUX3j2YhtPeq55zO+9B9wWtNNid1Lgo9ON0HWhFzDuvEXmvypDWkaX0mzn+9JqxzW89LzZ7ofqIxYXunqlCB05GhDuBnml1wOBxIpVJ473vfi4cffhjr168XA6TDEdQPZEnJqnCtMgSh2TUyI/qFmNQjGmQD44DfyiqTbdHJ95rpI0vTaDQkgZMAmQnBOsSr78uwM0EUnQUybLo/AUguBNtPloAhMc5dHZ4iUxCNRrFgwQKpgUIhuKOBZiIrAT3vrxnadDqN3t5efO9738Py5culD1i6gmxHqzVWfoH5I9ySTn3ZarVkdybHgOESVv3lxgnqWobxGo0GZs6cKXqQ12i1WhgaGpINEtRb1FmaFeFuJepel8uFwcHBCS8ttCbTa6fCup0egABVDUCpSyORiCmsputekf1yOsd2VC1fvnxC2HBvyZQFKxQ9OJy4NDSaogfMuQNULFQuyWQS0WhUDDqvrb+nv8tENRbgYVhGv7iKiz4YDIpiJNVLZiaRSAhq5ef0vpisRUXBKpM625vxcy5u7c1z27ROvHM4HKY3hmqgQEDB8A1pXioKMh1aERLYadDI+3HR8570VIj+ueABiJGkMubi5LPohcnPPR6PbJPm82SzWSxevFjOZZ9Yc5H0/LEadr34yERpw0TFoJkPTcXqa2vRYEMDF7ZBbyvXu0nYPxogaYBiDUdp0cZH577w3vpZNLDndbXnxlwiDVimqhBQcB0zcZOeI/MOdE5RV1cX9ttvP9xzzz2ytZm1UMjQORwOTJ8+XRjekZERkzPB8vv0oHVyNfuZYU7d19QDwHh1af7P+a+TRAl66eFrwM0cGWBsp83Q0JB49zr5m3NThxuA8a23GtTwfgQC2gHiOXq+67nFvwuFAubOnStOHUXnkACQZFW92xEYT5Tn2KXTaTQaDaTTaXEm2X4a5mZzrD5KLpeT/idwp11xOBzCXnOts+81Q6/7Q+c8MX8QGAdeDP3xetSJ7GfmQuowfCgUEvaPNVj4/NpxITPFirQEXpwHzM3K5XJS14X1WDRDxYRsDXpZ3ZdO8ksvvWRKn9ibMmXBCheH3gXBBUYFow2QXsQ6r4OJmWRUdPxfewfA2GLo7e3FkiVLpDgbs/7JZJCBICVIpUWlQyXkcrmQTCaRSCSEwSDKJ3XL9jJXAwA6OztFsdDT4aJgTJLPwP/j8bj0C0ECYPZGdLxa5y3oXQDsZ7aPMVnGRamANZihsWd7NYjj+drYchz5jFYvl2wX20fR9+vq6hLjwT6k4uH//E2QQ4Cm5wy9C7ZF5zLovuKPBkHWdlmZDA2a9PNr1oKKiPNcX0eDFB1e0kaFY6x/8366L9kH1ntp0Kj7S7NAU1Xo1dNY9vf3SyI7vUe+q4fFukKhEJYtW4aOjg587WtfQzweF6+c1Hgmk0E8HseiRYukT7nbg/3GPBedz8Z+pbHnOtG5KswPI/jRc4glC3RYm04UGQ0auB07dqBSqWDDhg3yrh4mxGq9x3tbw5fRaBTA+FrVepc5OF6vV0IdelMA+55rl55/rVaTdxNddNFFmDdvnpzvdDolIbZYLCIcDiOTyZjWayAQwMjIiClU6nA4cMopp+C+++5DJpNBT0+PgEyGN8vlMkZHR9HZ2SnhHc1k6d2Muj/ILtNBJVDlcxUKBXg8Y+8D6unpkXmkHWv2uU7K1nqQGy+Gh4cl14WF7lgpnUw6HUlgfDcqhTuaNFPLec5dVuVyWQALgTPzX/L5vIT3AEg6A9t8xhlnYHBw8G1Zl68nUxas6OQfLnArLa1jm5zUVMaMIZNlAMZ3e2iDpVH73LlzsWjRIgSDQcyfP1/e98OKqXoPu6ZQdbyQeQlkEkg9b968WRRLKpUSOlcrJoZNZsyYgcHBQTGSDPdwARYKBfF+SPfGYjE5j6EWGifdRzR+BB8EKvoN0fyM3iIBim4z+1GzN7yXvifpSCoYnTCn+5+skC5mxORIDVY5dtwirsdTn6MTSCuVioBI7Xk4HA4JdRHgWpkTDRqs4Rmv14toNIo5c+Zg8eLFOPjgg7FkyRLMmTMH3d3dSCQSCIVCMi56Fwq9aisoYB8TkHOsNPiwhqV0TotmgxgKpVLSeV8UjjPnhf78naJ/94YwSR0YL1LY398vu1uYCM+Eds63druNGTNmYOnSpaaiYGRnybK4XC7MmzdPAAIpfToOdJaA8d1hNL50qHTFWI5zq9UygRKOGeceHRSdb0TvuFqtIp1Oi8PR2dmJVCqFgw46CIFAQLx77fBQv5Gp5VzhXHC5xnf6sC+ok7jGNfhlgTauMRpF5oPR8err65OxKhaL8j41Xoc7khjK146a0+mUfMBisYhDDjkEyWQSmzdvNr3zh/fleiIz2263BVzosLpmjfUapT4ig6FrulBHUh+wci77cnR0VOqY0I7xJZncHca8mmg0CrfbjVmzZmHDhg1YuHAhCoWCiX3VuleHb62OBx3zcrmMeDxuKgWi1wjDeMybpFM+PDwsIGvTpk14+umn98IqNcuUTekn1UeDondx6IHS8V3NrmiPmi98orKwxvqBMeN34IEHyv+z97w3YnBw0OSRcsJx8DkpmCDJmCnvzVi2BloMmWg2gklbpA3b7Tb6+/vR3d0tz89wBd8/wvwTPiuT/YrFoixGCmlYtpf31tuyrR4FFyqTYvk9xuipTGkci8WiKbeIyp/Z+FSIVK68t2YVaGz1Lgs+izbw9D44R+gRAePxd/aLpjH1bieezzbrHB0rKND5HYlEApFIBNOmTZP+JNjyer3o6+tDPp8Xhd5qjdXUGR0dxdDQEAYGBkTBUKyhGt5bGxdruFIbHZ1bo3MH9Fhqxcb+1vkYnKu8/lTOWalUKqgqBsowDASDQWQyGcycOVO84kqlYnpDOcc7Ho/j4YcfxsEHHyylAbjLj6/F6OzsRF9fHx599FHs2vX/2XuTH0mzq/z/iTEzY47IjJynyu6uyq4eqtyDbdzWVwZk2CAjkA0YIYSExT/AxgLJO4TYwBIjEAvDAhkhYxowgyUMbtput4ueq4caMiunyCEy5pxj+C2iPyfOG938WPDtlvKn3yulqiorhve999xznvOc5567bWPP2oQlkRSwQcaW5MX7CkqqABnWiTQQvnt2jAy93e43lkT/gN6OXk7oV4btATCBr/D3wb+xJxIrSib4P8oW/tRmX/6FyWXdA8a4xsbGdK6g/mtsbEzvvPOOHn/8cd27d09TU1PqdrsfKJ2zHhDPVqtVS4rQrPDdk5OTCoVC2tzctC3lgAb8ujRIEJrNpq1hwCV+iXgSjUaNfWbsSJAYIzQ9JCwwXDQXTCQSJmSt1Wra2NjQyMiI9XjBh+DnSCD5Pu4Zlh8ZAsDE73DD3gBqzDXPDhsIywIonJiY+N8uyf/xurRgBUGSZ0/4E4fuAxX/7+t8TBYL2GejfA4TNz4+bgbC6ZUo+XlPOBw2I2fBg0Ql2Z+SzPhAq4jMfN8PVOEYPgZ2dnamZDKpZrOpvb09o+8ITKBwSeZECYjeybCgyQgIuNyPd1iMswc5OEK2vXF/gDO66gLcpMHhkl7v4DMDXyNlvgAxvocN9VQcWK/Xs11ap6enmpub04MHDwJgAnvwYwBg4d78MwC8AI7ssPLgyc/90tKSCf9gtRhDnDbMmg8w/P+VK1f09NNP2/1973vf0+bmpr2O++NPfw0DbF/WQz/gx99/jhdKDn8eGbzXT2AbH1b2uizX2NiY2t1goz5EhOyMwIcAqodB3H/+53/qhz/8oX7jN35Dc3NztrMrEoloamrKQMfNmze1ublpJVGCOl1UYfqkwXgj1L+4uDDRpy9JExwJVN52vR6NEiZHdvj75/Tfra0t61fk28JzAYK8HRH40F6ga0N468umCFK97RFcuUfe47v5csXjcZ2/X5LxZaOnn35a29vbmpiYUCQSMT9IryZJxiwX3u/T0mq19Mwzz+jdd98N6MLYmTUyMqLp6WkbQ/wX/aqazab5V+IDze5arZbt+GH80X+MjY3ZMQOekW2324EOvyRu6CE5WBO/T5fbhYUFtVotrays6PDwMLDOYe1J/DzDjZ1hz8w3Mev4+Nj0Mj4GoH/x/krqxy8O6f2or0vrbViUGLZfIL7G6kscPrD5zwE5Sx88lM5PVq1WU6fT3z62tram7e3tgEbj/Pz8A/0KfObAgvJZba1Ws4OuAAPQlAAhL5LifnEu1Mt9JuW3vnpk7Z3GsObD0/w8NwbvQZIv0QCAyCYwZLIOHCkOgT+9KJeFRDbgywwsDkRwLES/qwHHjwNkcfrsTxqAFe8wh0slZDYcKpdMJvXMM89Y9uTHkX8zV9euXTNQCbvjhbls//Ugmf8DaNK8CsHnc889pyeffNK2SXNv/u+IxHmN35KdSqVstxvbR8fGxuy1AEA/Dv4ZPa0P48R7+ZzLeuHQ+aG8EY/H9eDBAxOmkixwSi7+ZW1tTW+++ab29vb07W9/W3t7e2ZvvkX/4eGhUqmUNd7CzhHDEog8+PMsmt/OToDnNdgaoHm4bX+9Xtf5+bkJ8AkyMB+UQZhfQAfghDWC/sGzc/hUv1uI5IU1z8W4Yms8m0+QuP9yuRw4LI+LNYM/DoUGJ9z7Uj1rGRDT6XQ0MTGh27dv2/29+eabdvyJ3zYs9bUmhULBmucBYgAQtMZHQsCOGZIZAIf3v4AxAB+sjt8OzDrjSBXAKgAMm5iZmVGn09Hi4qLGx8f1+uuv23jTtBGfRNLkAS7zho/Fx8MgIVfwdsYcApYBcKwLz1p/lNelZVakoBaBrWN+mzAMig8InjLnM3id9EFBos8oqaf6ssrExIR1mtzf37eFzYIkiIfDYdVqNRWLRVu8pVJJ5XLZJpzgMzY2prffflu9Xk+Hh4cmGEWJHQ6H7VwLgAWN1lisHgWzKNBQ0EafclA2m1Wv17NDqzjMzfefODs7s4ZXZCAEYBYcO6MAWQcHB5YdeK0MzpAFSZbGeOPsYWAIzHy/NOgvwdZHmsL5MzWoN+MkvVYjnU5rbm5Oo6Oj2t/ft86SOHyc9PXr15VOp/Wv//qvtih53ng8roceekgXFxdWygOYAkYBW8wH9CyLm8wZQIqOAvucn5/XysqK4vG4lYn4nGEBJg6F7/PsiAdurAPe6/VK/v+xY+bOZ9U+y76MVzqdlrpd2xXjA3Gr1dLa2lpAl8V8QdlHo1HNz8+r1Wrpv/7rv/Tqq68qlUrpl3/5l3Xjxg2b4+npaXW7XT399NN67bXXrIRD0oM+hvYHtVrNgDMBCkAOAKAkSXnHzx8lKDQxZMuURil1HR4eam5uTjdu3FC321W5XNYrr7xiGTL3AJMBwMHfSLKGcAAvNHy+xOD9B3ZIaQPfxGsod0WjUY05UW40GlXbvR9/0ev1bDelNABFnU5H+XxeW1tbgRImiWQoFDJB9RNPPKFKpWI+KhLpbw1eWVnRnTt3bB0zFwh8AbOMB89Isz/sJBQKqVAoqFKp2LzwPmIEmyei0X5TUHq9xGIxTUxM6J133jG/f3x8rGKxqK2tLYXDYS0uLgY0VZ1OxzoHM1/4Fnwf50154EG5nmdgnhD5ctI4fV9g2FOplOmfPurr8nobBU/K9Zk/R29/mP4Eo/MIk8zefy4XhhWJRMwB5XI5Yy+Oj491cHAQEKThzD3dSXAHcHTfd5R+obEYut3+CcxsvfN74ilZeZYC/QOlh3a7HTixlbGBXfD6FrJ+GB+2A3tWiYwMR4Lz5Jl90yjGF20MAJLSzXAmM9wrwS8c2CKciKeVmUsuGBd/z/we0JjNZq05Fa23d3d3rT48XArj+1C+c3nAgtPyzBbvHa4JezEsjsE7aWkQiPg3Y91qtXRwcGDP5nf9cC4NHVT9msCGPUj3z8affixxasPlJg/kAZOX9Wq1Wjp7fx4BvJICzhtbTiaT+vKXv2xM1Wuvvabt7W3rTkpASyQSevfddzU1NaW5uTkb03a7rWKxqMnJSZVKJft9PB63EgJniVEW8mfYEHBIQrxPw794X+ObMjJnMCd85yOPPGJAo9lsand3N1AyhQXwLCg2gU1Kg/XLrh9fFucicPJ7fBf2T0+Sdrt/7lI8Hg+UFdiGy3x4Eb4X68diMUv8stmsfTclG6/7a7fbpidaXV21sRgbG9Pp6amq1aqeffZZbW9vW0kENg4WA3aLUjGN5JiDVCplOjdszDPXzJtvTOf1OvF4XFtbW+a3GCPf+JP4gY9NpVLa29uzZw6FQgY20ZvQTVcabKXm78w3DKIvg3MIJ0kxQCuRSOinfuqnpD//8//VmvyfrktbBvIBzjtRsmMvVvswHYtH6ZQPPJ3F5xeLRT3zzDNaXFw0Qzo+Pla9XtfR0ZEajYa9zyvnpcE2VAySTrs4t4ODAwvMNKSTBsHNb0uWBkJPjIXg7BXovmQBIIEd8k3VMDYyvGFtBQ6Le/EUtQ96vtTDs+BkqS1DTftFgsMdLtdJCgAhxnJnZ0eSTHiIcyLY0OeGngT5fN5ek8lk9NBDD2lxcdFqw9vb26pUKhaweTb+zZj1ej2rIyOS9mp+P18eAOPg/IXN8azMDXaC86MRn2dJKCd4jYnXVKRSKd28eVOf/OQnNTExYa9jnnk2nsuzMMwTTcuo88MysZ54rwc2l/VifOithN1ykOHIyIgmJib0Mz/zM/qlX/olbWxs6PXXX9d7772nK1eu6Ktf/aqVYPA7s7OzajQa+uu//mt95zvfMRYMwP7www8HNGnhcNiYAK8nkQY76Siv8EMgxG8Nl1jxaQQxyluUqavVqiYnJ+39FxcXltnDQNLDCX/my9Ze3wCTMTs7a8EU2waQS8Gt+X6dUK70pSd+cj86rAAAIABJREFUfBnJ94/BZ0kfPEiv1+tpdXVVxWJR+/v7KpfLOjk5Ublc1uc//3ltbGwEEqnV1VU98sgjxjAXCgVjzXq9nkqlkiVuXlMEUwFzip/xx4jgO5kD/E4oFDL2F2aJU6aJDZ6B6Xb7GxDq9bp9FuUhxtLrqrrd/knQJGiUnLAp5gTgA/MUiUSMSecZ2u22nT8EqGH+R0ZGtL+/r5GREW1tbX0smpVLmxr5jI9/45SZaMoJBJ3hEg8XC5cfHziXl5d18+ZN3b17N1ASwlBB2J1Ox2r4ZN0+OGA0ZE6eVqWdMwABKs6Xc/iTwO5BC71KyMbYaUBWyPOwIHAGflser8f4qXf68oJfhN4RkTngSPz5PjA9bOfEeVLvxkmzCHluHByBlAXl55NMwTd54k9o03w+r6mpKV1cXKhUKhkIAGywCJlDX0ZjjqWBONrbEPOIDojxkgZ6m2F78e+HpeJ+fG2aQARY9cwW4+gFst1u1+jn69evW28PbNqDL8aIwEeA5Pk9Q+b/ZJ0QZIdZy8t0ZTIZnUYGO8ISiYSWl5f16U9/2lqko/F5+eWXA+dfIe7+6le/qt/7vd9Tu93W9PS0stmsUfabm5va2NhQLpezLeqUMZlXghHg3rfM92CE5om+dE2Jh2u4JxSXt20vdvUdpekEjYAV+0CfQQLm7zEU6vdvikQiVlaGScAvwrLwPVwkLZRuYTO8nqztBPjhcFiRaDSwdtGSAOD39vY0Pz+v9fV18/v8XyQS0auvvqpPfvKT+ud//mfNzc1pdXVV3/nOdzQ/P2/zT9laGrThn56etu3MrAH8JKwYa9gHdZ+YMO7MM3OI/6BJIH73/PzcysySjA3i+7EhfC9+NJfL2SYKGFp8oxdkw85zz2hVhhMafAHf0Wq1NDExYb6FvxeLRSunfpTXpWVWhrM7T7uzmP05M8MI3L+PDAPHJQ2o7sPDQ62vrxuT4r+DhUXTqEQiYb1T6FvQarVsUcKC4IQwcnYhkEFEo1HrqMjZE2gZfCdZFoB3DH6XyfHxselKfJCiXuoFWX5nk++O6HUXvlzA4vKLkKyMspUvj2D80JXQ5z7AS8FumIAasnt/jhKAif/zmgr+TCaTWlhY0O7urnZ3dwOde73zlAbHGvjtyQQOFuvY2Jji8bjS6bRmZmZ09erVQKDHmQCqfC8NSUYDM0+eBgbE+dKKt3GfRULP4yhphMWYh0Ihff7zn7cD+GCEyI69sBL6HvtFpAsrw/3guC4zQPEXGSKAbnl5WT/7sz9rQnfEppVKRTMzM9bVttVqWQPGpaUl/dZv/ZbOzs40MzOjtbU1s0vPguzv72ttbc00agByH7iwHRg21h5z638vDVhAwAY7h2DKAJXeLnu9nrEovIZdfPgR32mVde9ZWIBIoVCwEhKBlTVLEoHts/b9+WOUj3hmr8ngWbjQzbDWYrGYvvCFLyidTqvRaGh7e9vK5pR/KJ/jU4vFotbW1vTlL39ZrVZLjz32mPl9xMQegDMnsJw8ny+rkSSw5nkPr/EJCuuU5xnWJXkNC2vv8PBQUpCZ8sy9L4cDVFizXhPly/yU4ynx+E61kiy5xX48m5/NZg2s8j2A6HK5/H9xdX74damZFSbNl3qGFzNK7v+Ovsb5Q8kRPL1GhHJKKBSyLcdeIY+R814oZcoz7Xb/IEOQLXQbAZLgwEnCoVBI2WzWyj8+8GFYBDnU/SjTQec+w+deuUcCPvVWsprhZkbDO4oYKz6XcfeLxmtTvCgQR+q1J/7z+Q6fbZJh+Jov72O+AD0EZC+GzGQy1hgLx4Rz8PS4txeez/dbgVLN5XLWxI97RVjrwQLP4Hsa4ICYTxy77+HCffNs7D6hlMCz8gzSgLrnhyyu2+1qaWlJ09PT+vGPf6xqtWqfDfPHcwNOfaDz5VDPMH1Y9n4ZL5iOSKTf2vwXf/EXtbW1FQiwkUi/F0mlUtHy+32V2CZKKTIajeoP//AP9dJLL+nFF1/UzMyMMVwEetYTgJ8GZ2ievF0OB2lpUJLG9/A7gIfX17CmfAM1/o4P4tnK5bJCof7ZMOl0OsD6EYRZd/QHuri40IMHD+z5WFewoAR4v+sIQMJrJGlmZkaNRkOS7JBAgni1WlXCgeJMJqOD9w925fP//M//XIVC4QPJnzTocjs5OanNzU1tbW2pUCioUCjo1Vdf1Ze+9CX9xV/8hQqFgtLptKrVqn0/Y+C1J5SrWq2WjS/+wseh4XIXIIWmdYzP0dGRARWfpPg+LvgdgBS24sEQ9oX/IBllTvL5vHWnLRQKHzjfiGeD0YY5A+Akk0nTxwBWI5H+jtZms2nz2m631XEdcz+q69IyK9IHzzrh4u8YlEe4noHxWT10vafi/S4T+gd44aPfssuCjkajpj/hhOVsNqt4PK5GoxHIKghuPoDCnEQiEVPb48TYiYRuAtYBdkYa9A7xYAUDB5REIoOeLpJsQSDMlWRNsPxYhUKhQKt+v2gZQ358bdmLeaXBYvQaIYKnL1v45/GZJDQ6i54xA+ghik0kEiqXy4FM0ztiFhpjxVjzXFI/QNy5c8cyq1arZeDHM0Rcnir29ucF3HwXDAevY1ygZT0ThuPCoWIDMGSUrsLhsJ2dwi6QQqFg38OFvfltyGTWrBfG25eTfPnsMoOWiYkJLSwsaGRkRM8++6za7f5OMjJxgiJ1ec6gogcFJVg63z777LO6ceOGzs/Ptbi4qHw+b9vD2bkCi3l+fq56va50Oq10Om2MlqTAuJIQMG/YFCC90+mYrgi2h6DIbj5fYvLaMNYo5RIydrJ/bCEej2tubk7Xrl3T3t6e7t27F7g/7w+wD54HAM96xR9IMnFyr9czxjoejyubzZqOiAtRKOtjZ2dHExMTOjg4MDa4Wq1a+Xt8fFzNZtPexzblUqmkRCKhf/zHf9RP//RPq9vtqlqtmgbD60T4LuavXC7bkQv+mYYTZt7P2sXXelYVf+9LxQBR/Az3ACDEB/oSMDty8Nl+wwQ7kKT+OVj+AE3my5eDYVb8PDYajQBw4r2UpX1n5I+jjcGlZVbIMKUgve4ZFgYX5Ehw8pkuv2dCMAaCxcnJiR48eKDHH39cpVLJMiQElwSjRCJhW34JPGgV6O53fHxs7bvb7f7BaJR70JLAxniqn2B8cXGhg4MD2zmAAedyObsn77j8godmRaVOyQPNBYv++PjYmix5NTuO8uTkROl02ihGFqYHDR5sAPjoyoiexYMqnhFxHYuAherP0PBlL7IA2C3mT5Ly+bwxWr7kgm2gA/AKeLQ14XBY2WxW5XJZ6+vrAdYMB+QBmjQAb1DWXB4c8t1kwAQGaHBAhgfQZFw4QmyL12QyGWNGotF+nwaafZEFLSwsKJPJqFQq6dVXX7Vsypd5vFATtojn9uU1yiQE3st6NZtNnUYiunHjhp566ilVKhWzLzJQfAM7eHq9nlHhAAVEjNvb23rmmWe0srKiUqlkIJYyw9HRUUBwya6NfD5vW2F9IiPJbJ/g5HUTlHd5H+uXM3R8wkUgkmSfR3BE+E8SxP1iY+Pj44pEInr77bcVCoWsLL23t2efD2OCzoXf01wPhgbbhi2VBtquZrNpazuVSin1/nPwLPjo09NT/cIv/ILeeOMN2/1zfn5upToY4ampKe3s7Fg5vlKpmMZidHRUr7zyih04yeGSPAu+ibFLp9PKZDKqVqv2bDCdsGvSIND7eITfBJR4TQvrDYCCrtHbCZ9BDPPJbDabtd04jC3NOMvlsvlGEjPua3R01Mp3zAsXImAYOM/qchEX+Xs+n9fi4uL/flH+D9elBSvQuMNalQ+jqZkoAqo0QJZ8Dq8j6BBYqP0ROP2OnVgsFgiivB9HD4XWarXs+zgbpN1u22LzSBtHwXcAOHxQPD09tUwjFAqpWq0qn8/bwiBDxGG22/0TWeklwtZAxHYYJ6WmRqMR2LXgA1M4HLbA60EATs47TkmG0tEHwH5wwWR4MTHjx3dSEx8uWXianYWJszg/P9dTTz2ljY2NACga1sf4koefl729vYBD9UHdOxGeD50CoJMsbVhYy3cBLnmPF+nh4Hkdjg1mZ3x83Epjni2k1bgvR/ra/cjIiFZXV/Xee+8F6uoeGPLjx8gLeT3N/WFl1ctydbtdbe/u6gtf+ILttKDpIwmBb9ZIEPS0+NjYmOr1emAdwq6SyEQiETuPBwCAwLXT6aharRqLiQaD++P12AbJFrbFwYto0vBPvkQI80KQ9Oww7C2vpSw8NjamyclJTU5OqlKpaG1tTePj4+YHKc/6Ek8kEjH/wpEDXtPn14IkszfsD3YBwN563ydL/ZL73vvMxubmpt544w0DL9PT04FAmkwmrbwFM41/KBaLevvtt1UoFJTJZFSv1y2p8eJWfyAt5wvBgBFfYEu8X/R6Ll868aVyD9awARIFNmDwGpJJEhu+k/9rt/tbtOv1urVmKJVK5iu5PFDBV7N7B/CDv6X/TafTsSakgCk+C+lANpu18V1fX/+/tDL/++vSloFu3LihhYUFG6zheqvPYqUBPe93daBLgN6TBmUIAgCBHuTrWQ8ykUQioYmJCU1PT2t+fl6Tk5Oanp62EtDExISKxaIKhYLpH/L5vIEO6tdQor5W7MV2OE0cD2WAWCymWq1mtCCOA/EpzwEYwWBxoNC9OBN0HpIC5Qiv64DpYaxSqZSNM47M04xeoEvpjNfCIAzPnSRzJHyW1+b4PhUsYJxevV7XlStX7J78j9ck4eS95gOHSZDw9kXwYG787iUCDJfPTIYD+3AZxQMVRLB+hwfjARjxpRiEw+gP/I4SMnqc45UrVwykUirwO4ekQbbtRePYiL+XywxWjo+PNTs7GyiNxGIxHR4eqlgsWtt9zg3zQtJQKGRj5lvmAwSy2ax1QA6Hw1YSwbeEQiELMKw3bBn7wa9hC8wPoN9vNW+1Wmo2m3226P31AfND00n0Fl68mkqlAms+lUrpkUce0Y0bN5RMJnX//n2VSiVL0Lh/SkswTYuLi7Ydl2fm0D1pwHZ7m/WlR0TeXmfz3nvv2VyVy2VNT09rc3NTX/va13T//n1lMhljEFhfsVhM9Xrdvs+fsByP9w/co/8NyRXABptOp9OWCLC+SThhPzmrh8TQJ8n4MCmYYHpgJw3Amp9n/s1nACD9hgJsFz9Rq9XsIERKVd6/AVT5fnwlLB52Lw2SL5I75huNI2Cp2Wwqn8/buUD5fF4vv/zyR7dY378uLbMSiUT00EMPqVgs6u7du9awRhoI0nwAIdiS8UCN9no95XI5AwWUXrxQieDFgspkMtYAiMvXkQEefmH7GiOZVCwWs7oiTXzIGKBrCfSe1iWLZn8+WhiP0mm0RJMrqESejfFhrPwuIhYzzhknQ6nGC19xwtTxeX7f7hkFuS/DAXZA6lCc9JDwNfVhwZkXmvEagjG7OHAU169f161bt+z1UrBZmgcr/rm8sJXsifmk5fzBwYGBL2mQnTLnXN5OeD2vY96YOz6Lkha/x1H4WjpzhWPi/7gPzjGBIua+xsbGbBcItgkY9kyXLwF5W2F8LnMZaG5uTunpaTvskrFLJpOqVCqKx+OWpECNHxwcKJvNmlaF3jc0ocTeKSPH43Hb0okIHiYTxpO54/+9/kkaCDVZk/y02+3A6eq+jNvtdi3AUAbBlqVB7xXKpJlMRnNzc7YF9vbt2wHwjF7OJ0qpVErz8/Nmy7lcTmdnZyZSZq15wTvrjoDpy/WxWMw0aM1mU9vb2zYGp6enWsjldHx8rD/4gz/Q6uqq2u22qtWqCoWCDg4OAgGdVgV7e3sqFAqW3IyMjFh5FL9DWQ/9FnPOOUBeIoAwulqtamZmxjpfe22a16v55/PxxZfVGaNhsa40EMLyf5LMVwI2stmsarVa4FBG7MnHP8pFAB18u/cPng3yJWh+58uFkkxsfv/+/f+/DPT/dpF1JhIJXb9+Xa+//rqJ43wpiIXimYFEImEMhjRo1+8dtd8uyGFN7AahzT1G4alxMiG+Gx0GIAhj6/X6HQFB8ThEuj1i4D6j9c3b2u3+cebDDYW4Z3Q0sBFofHxNdZgpYbF62hmAQNnFZweMq2cOPPXpSw3Di9eLSf0WPp9xAH54PjoGs2gYZ54XGtq/ljbnXm/iQQAZBBQ4zzh8EVx4/8HBgYE1z6bwPYybd1R8v9/l5RkkykkEJF/L5j59J0+0N7BoOKxhPYPfthgKhXT9+nW9+OKLgYwXO/VBjWdlXgHTniW7rFer1dK12VlVKhXlcrmAvTJnOHkv8PSHFSYSCdvaSiCnzAPYy2azSqVSKpfLdrhhpVIx4T46MgI1NLwU3P1DcCqXy8ag0JuJRoIALPpyhMNhOxkYn0ayhK2TTDSbTUvGKEWTic/MzJhoNhrtt1V46623dOfOHVvL/FBCodOrT5KwIdYRgZ33VqtVvfnmmwqFQoH27YVCQVtbW1peXtbo6Kg2Nzd17do10wKh+YEFrtfrZvf4IkpzJEO+y7k/zwemdH9/XxcXF8pkMhYbEPBiF/hbz1wQF7jwlcQAmHrPgLC+ffIBy0ky5hMrn6AwlvhqkhUuQCHPC1Ak2WB9Ez8YE/wSjDXv8SzkxMSEtre3lc/nFXG6qI/qurRgxWfskvT444/r1q1bNsh+wDEkz3ZgnARzH0S9UJJJ5YRLjDMSiahYLBo4wcDosRKNRu1MBS5eSyZPYELnAGqlpu2FZYAJabANGMACnYsRdTodc36ZTMa2ryFyZQEj7KRrqV9Q3W7XtDx8P1QggIR7ZkykgdF7bRCAzAtLffDmfcOLnDFl8Xk9B87v5ORE2WzWFpNvdNdut+0YdZ/h8G+v0k+n0+YIPKXLeHlmwjsSxgC78WyFtyPPEPl7GS5LebDpd52gR/EgmjEjOMEMAVYikYgKhYLpkJjbeDyuxx9/XGtra1aWxIkxrt7pMl58J3NwmcHKzMyM6vW6lX5YW7R792cGEfRYDwQANAXRaP84BNaBTxq8qJHyLmdxsdYZb9acZy2xJ5iEBw8eKJPJBBjJw8NDTUxMmH4F+h9/xnd5UThgeGxszBKeZDKpfD6vQqFgDdVisZg1jSuXy9rf37cGeZRvsGNfqmSNSrI+VDBz/vA71kUymdTGxoZSqVR/nBxrV6vV9NzP/Izu37+ver0esGmAFPZ4enqq+fl5lUolWys8e6VS0ezsrGkIuShdERfQslACYyw5wgTf4IWnHgAA1KLRfjuKYrGovb09G4NMJmNsqmczGUdpUBUAzODf0QSxm4y54YIBR1fiWRuSwmEfRPKGfXBfHogyjt63lUolmy8/nh/VdWnBiiSrvQMOGHRpMNlSsDcEQdI7Ak9Peq0Ivz87O1OtVlMymdT+/r6kfqCCZUEERQkEhsCLOr0ug3s5Pj6WNGjQBMswfNYEhkQGDJBBZNVsNgMdYn1WBd1HVsjWS6+BIaP25RXGibOMAAEEKpylD/jesD2r4nerIBrGmXmARaAFDEG3eyfOd01MTGh/f9/OWWKeuO+Li/7OqbOzM62urur+/fs2J9JAxwKz4O2D5/TPO1zO454BnXyer+3ye76D1+M8PGDzQlfv6KXg1kNp0LIcxszblNdFsGuL+ea+Tk9Ptbi4qCtXrujll18O9MTgubm4T9abZ9A+jIG6LFc6nVbs/dIjtk/gQcdFoEJLQoJDOSeTyVg/CtapF59KA3aE4AH45DRdfIc0GFNKOtgzGqyDgwNdXFzY9lxKpxcXF0omk0okEtrY2DDQCRsAW0vwkwZCT79VGPvY2dmxDB32jn8fv9/vhM8hkHtb8CVaH5RJLNGp+Au/azo3J/KORPpC1r29PQNHtVrN5oiGfTC429vbdo+eqcxms9rf37fSEevKg4tyuWwlPg6Y9Os4FotZnyzuG98P4PFlZECObzuA1kmS+Wh8hz+Qlzljbnq9nsbHx23XE4wQiasv23q/7Evbno1mLfv7hRXDx/jmfbDa5+fnWllZ0f37960J38dxXVqBrQcm0LBPPPGECoWCTTbGTAYyXJcnqEuD5kl+GysMQ7fb1eHhoY6OjqwtMQ4unU5rdHS07/yG6HPEjr5/BSxBt9vvF3B+3j+vo1KpmFCONsmUhoYBGAaMMPjs7ExHR0e2pRLwMXygI0aHcwT5s8h81uBZgOPjY8vqea1v34yzwpH4UpM0qL1y755N8DVetn3zrMOCM+aq0+no8PAwIBiGFQHYUG+mdr+4uKhisRiwAz4LStxnNTg7nC3fT+bC4uZ3XN7GAE04YcaJ5+JzfWM3/3uCGTblS3DMmz8nhmfnmfwuEQ/UEDdmMhmtrq4G+oEwn/6H9eHn6jIDFUkG/nDK2E61WrVdhtgtAkZ8gjTofM0aSiQSdq4Q+jVf4uNiXoe1AX5+/XchhAZ0emBAKZsAwnpgW7/fccN7sHESomazqXK5rHK5bBsGOCLA+ypKRbAy+Dhf3iYQsoY9y3lycmItFei4S5KZTqd1eHioer1uP35H4crKipLJpCYnJwO6Lhq1wTa0223l8/kAgyQN1vPFxYUmJyeNFeIeAKcwMGgL8b8wYp4xY/3jN3ysYH0DoGA/WLveL3gGhd04gC5JllwQOxgXGDmAy7C2zpd7/GehycEfDDPCjBvgivUhDUrB8/Pz+u53v2s6lY+LZb20zArnFITDYauT5nI5TU1N2QB7dOszZmpz0oC+Ozk5UaVSUaPRsMBPiSMUCqlUKulHP/qRvvKVr1hGj9o+Eul3wYSmSyQSymaz9jnhcNj6d+BcOp2OVlZW9PLLLysUClltFAofB8EiiUQith0wHA5b3RlxFQ4BCpDD2MgsYE1arZZ1xx0+zwfwVa1WAwwLzhdmgx0JOAkWI78brqFSK/aK+hGX1RJEvYNisfl/S4OFhFAMCrlWq1nPGHZGkKU0Gg0LLmSCLFa2dPt6sxeVEkw8A4T9DDsDz5rwfx68SINjGijb0POGiwBAhoPAOxwOG0ANhfpiz2QyaRR+uVw2uwA8+fNsyLzJwilJrq6uanp6Wm+//fYHMkLpg80WPajyIO2yXZOTkzpzmSXl2kgkYj03AH29Xs/YEwILwbvVatmuHsqC2Fqj0bA14EWlZOL4C2lga8wBIBk9CjuOSCpgakZGRqwfEqeve1YXkS1/94nb1NSUisWiiXAbjYZqtZpqtVqAlfBaLezJg1XWFGVMguHwMzI+ADN0JuVyWc8//7yBr1AopJxb+9/4xjf07Oc+p5mZGSupwM768hYlKzRazWZTmUzGxM+IY7vdrpV+ABRSP8hns1kDB7CR3W7XGJBer2e+n+/zejDm2wuj/TZhLxtgGzxAg/H1yQ7Attvti6avXLli8cf7WTR3Xj/FmPtkkeSHxIQ54v9havxuUdYFZT9K7x6MfhzXpQUrKL5DoZAhYE+nevRLQPFqbWlwdgOBnfbCnNjpUWW321WpVNKDBw+0tLSk8/NzOx+j2+2aAQFECMjUHDHgbrdrAQflerlcVqlU0tTUlGVqUvD8GC+c8mUmj7Z5LgR+XgDqmQvfCh+j9WOIwyNr9w7VazcAjM1mM7CoeB0LkEXCwvY7jfxx9mQUvnTi55GFA/AazlwBahcXFwbs6FvgTw7GufmSFHYjKUCFegfts2H+zXspYfmsU5Jlq1zDOgaeE+fu6Vp0T9wHO7NQ9sM6YYOjo6OW0aFjwRH6YxV8T41ut38A3eLiovWk4eL5hgHL/xeuo6MjNTr9XR9Q+/F4/7A2zyIy37AKlAsAfswbpQhsIxaL2cnflFE80+jZzm53sI0UASbvg1mhpwrZNGxAKBRSKpVSLpdToVDQ/fv3bY2m02nlcrnA2VAEHMSpaFUQkwK2SFAItGTwHqx4PZdnDj2o9/YIazA6OqpvfvObZveebYJ1OHMBEJYDHd7s7KxCoZDK5bKxHl7/h/AZsIGWkHsg2ZIU+E7uZ1g/xljjl1qtljGsAB0POCjRAMxOT0/t6A8fhwAXjCNAwjNDXhOUzWb14MEDO4aDEg8+FD0a8ghf2sVuveCYvwO+adjJXMC4xuNxvfbaa1pcXDRGx4vSPy6W9dKWgQgM0qBNOoblKW0cjhTsZeFFjTgRtiUvLy/r+vXrmp+fDwiNms2mtra2NDMzY8gZR8H/N5tNVatVVatV06RwobaHPYGChD4+ODgwmo7zOsisfMZOwIe1gYrF2MlaCCzhcNhoTp8Ne1U+W2kBEjgAvtODLYzd79Pn94AkKVg6YH5gO6SBcFfSB7rWDp9n5MtXoVDIHAWsGgAGoMKz4KR8YOFzO52OCQl9BgKY8AvRMztkt4wdr2Vs/eIdXtAfVj7i356epTTlt4Pj5DyA8DtBYrGYzQm7UEZHR00g6jVFBAgc3OLioh566KFAUznPsAxfft1cxuvw8FCnp6eq1+u2FgEsXkiIndBZlUAMa4Vd+w7FHnjCNnqWwZdQfALAWHvNCwwLQZ3Af3h4aFmw1PctyWRSuVzOtk1TRuKZYBwAwrC9gFkCMUHSl5cA6pS8x8fHNT09bb5v2LdKg2QQsJDNZi0ZYz3gl0iqYB199+1nnnlGc3Nzdj9nZ2fGKO7v7ysWi1kncAAdTGQ+n7ek0fssSR+YA+4VtoY58OsasM/vWQckGZ6xlwY+rlqtGsjgxwMrX172bIb3WRyqyfjEYjFr9sh9kdz49emTda8j8ut7uITnWaXDw0MtLCzYfHgfJgXPRPoor0vLrPiBIkP3dBzGKslQs2cpvCOSglkkizuXy6lSqQSaNe3s7KjZbCqZTAa2pnpFObXBSqVixkRmg8PBkOj2SO8OqFAAABk+GcJwEKYU4xciDaMkBbZDgtLr9brGx8fV7Qa7nnrxHJkRIMYzJf7fZF+cneKzE57Dg6CLiwul02mjsH3A86U6nK138Hwu78HxsRDZHUVXR44/AGix8Ml2+B5PYwM6PB3rF6LXOOF0/MX7fR3Y16B9sPClIe6Pucgcv89RAAAgAElEQVTlctrY2DCqm2zJ16K93shnp37nAOPIs1A7h2mh1JDL5bT8/tbQt956y5waz+4drGenLut1enqqmGuGyPkq2L0HCKwdynaAZoAkY43NM/7oTCgzwS4SlKRgwPMAhbXsRackBMwlfVakfpkvFotpenpapVLJeiKxriVZuUcaJDD5fN5sguCNIHUYrHrNjt9txHj5Ugj+lXuj/CRJ3//+922c/WtZ4x64Sf1eSYuPPqrnn3/eEri1tTVFo1EVCgVJMjZDGiQU5+fn2tvbM7BEQMdveV0eayoWixm7BuOQz+eNjSGpkhTYtYlv9WCEsSChBOyNjIwY49tut4114XMZR99ev9Pp2LMz1tw/NogvhnHxO6Hw5dgSv/NaPHwHn49+6ZVXXtHq6qrZDTYqBctMH/V1aZkVbxh++5YvdxAoyUqH6+wYk995wWRSF3788cc1PT1txvbGG2/on/7pn5TL5YwqxSjYHUTGD+hBRLu/v69arWZUmr83tDdkRoAEf5+evoQ2DIVCH2AyeC29NgjYlArQuviatDRgnghSUIceRAyXhRCwssBgTljsPIcPoJ5R8ZSnByKeifBCL++woVBpdhSPx20HDGDOl3E8Y8NrP+z7+HzvMP29cx/D5SDe5ylxxoo/CRj+NT4b9GU0Xp9Opy0YsRPFOxnmyZ91xPgPizt9VuvB28nJidrttubm5izbxC49IPNC5Mt84awZy2QyqVAoZGJWxoZgQKADoMCqMj8kGyQXfo0gmPeMC6wIzCXzRRACRPnsHh/mNWytVktra2uq1+sKh8PK5/Oan583FoX3SjKg5JlBWEd8Jmw1fgLWCBvlnrw/5f6lQXsG/B+bAGACbt++rbfeeisA5rk+LDmQpO3tbX3961+3uen1enZMSrfbVaPR0OnpqYmCDw8PDeRzLyRi2LlPcPGXft4QSlNuAtACAJlrz0IOyw6kDwrT2aXoO6lLg905HsQO99yKRPo9mmBGKCWRjHvxLxf+hXUMmPb/9hoiX/p+8skn9a1vfUuPP/54YD7wPdz7x8WyXlpmhUnwFJ03fpA1ugyftQ7/kEVDv3qabHp6Wvl8Xvfv39fm5qaOjo70b//2b1peXtbq6qqJ8WAJfACgbuyzDZDu6OioiXrJylgcXkeBUeNU/PHr0NdHR0dm2GQvNAqT+luk/VZtWAgCPE7Tj8HwuUuMM4GRsQeo8XevV/FMEpkHAQJnjc5CUqBGTKaBcwb0wDIx5tls1uq5lICgWwnkjA2fh1NncXqRGdd/R2sOl63IRDx96ktynU4n0DXS251nQ+gVAcg+PDw0sEvN3pfdAH98Fj0cfAddBHM4ZeaMHWTYJE2qAH9XrlzR2trah2p1/M9lvk5PT5Xs9QIBGs1GpVIJPF8ymbRdJ9gPND8By+sj2E5PMkMgx6b82TPSoIWBB+58JuJ0ghK+iou5effddzU2Nqbp6WkDBqVSKQC4sAkYEgI369Y3s+P5vaiS9cuz+6waO6SUxrr1Ab3VaunWrVtW9gH4+FKH9L5vdyC7Xq/rs5/9rOr1uvVIoYTC2vPrkkSSoMrhq4AufAWAjZ1bXgfSaDSMke71etaTh/Iz3+nBCQAA/++ZqWG2BfEvfpbXcPkyNEwo2+K5R5gS1jD+SBokR4A2n7CRjEiDLc6whwC3SCSier2uJ554IsAa/nds8sdxXVqw4ikzgiKOBLYD42CCfFY/3AnUB1tJAYSdTCZ15coVHR0daWtrS5ubm/rnf/5nLSwsGIOB8ZOhMenoZwhKOBxfBsCQWAwjIyO2K8d3VQSgAHa63a6VmbzRY2xkggR/wAx1YUAM40Rw962a/Z8sHO6Vf0OD+nb80qBM46lraXDku1/svC8cDtsi9rVhX1NlPnHg/hlh0+r1urWc99lFu93W1NSULf7hoOvLPJ518VQ1l3+vHzvP1LHQAS/DWY0UbNPv2Q+oa9+fg/vhswFsOH6ALDYGS+jr4QQsnB6AnvGbmZlRqVQyUSk/BDnm/DJfe3t76oyO6ubNm3acBoETVoB1CfUOUMZuUqmUBWPG0pcw0EwgkvXJEeOH36Lk6cvbrA+EqQAB5sOXKkdGRvTGG28olUppcnJSqVRKCwsL6na7unPnjmKxmCYnJ5XNZlUoFIzJ9Zk9AAZfwHiwVhHkhkIhK2Ngd/yd5AGAxY627373u/rBD35gpVfGDFAHCLCyt9P7sbX58PBQ165ds91KsMBS8CBGLsaIdhPMFb1vfGLrfZCkwFyRuPokjPn0bQf8HPqY47/Ll84ODw8lScVi0XR2lO3ogdNoNMyGPHNN3JOCwlrAhxdD8xxes+YTzV6vZx2wu92uHd5JUzxPBAyzzZ6Z+qivSwtW/IKiPEKQlRQoP9C6udVqWUmEBjcEWT8JvvTBokokEvr0pz+tarWqV199VS+88ILW19f1ta99LdCqmvdgVF6UCpPATo5IJGINishq0BKMj48bUPDbqKW+kVSrVctyRkdHlUqldHx8HAAMZOFcaFTY/UTWwQLH4bK7hEXpgSGKcRxDr9fT4eGhstmsjSnniKBLQQDrAcDx8bEKhYItGg8kcQg++LOgpAFQgrYFAPJDK3NqzAC6kZERO7HYb+sls8NB4Qz48eVE/128D6cBdY7zo5cHzt5nxNiJBwuSTA/lTz8lc/OlQXZtkaVCBcPQ+MPnADpk/2Rqvj0/AVuSZmdn9ZM/+ZN68OCBfvCDHwRq4n73wnCGdZkuAC32id3WarXArohhFgl2LpFI2NZkn2UzD2S8Ptv2LIZn+SR9wP74fq9x8gEJ+/aMaCKR0O3btyVJ8/Pz9rnXrl0zRiGRSOjq1ava398P6JBYW9JAm+LXB37y/v37SqVSVu4mieJzwuF+wztsMxqN6i//8i+1sbFhtguYgSnlWbFJSTp3zEosFtPZ+7qT+fl5nZ72T5JGl+b9gdcNMZbD/p17wNfgi9GHwGph35TP8Ue+f5X0wVILn+0ZVwI9n+8bfpZKJetqS6wBXOzt7anX659f1263VSqVrEcM8+s3QOB7Li76PXTS6XRA/sAY+YoDCYwkO1uN7rTYJM81XJYy/+jizEd1XVqw4jNdBo+Aj2GMjo4a00KWgJPASTPoBHZfa5SCTkTqU8UPP/ywms2m9vf3ja0gs/dBjhIOZRDuFeMhmGM0GN7FxYUFOr/jiUUpKXAOEvVYz+hw31DOPCdMhF/ULEIW13Dm5sfA1yp5H1k7Wz8J3nw2AR3HIQ3KWv7ZcQqUt7gP5pf6P86b39M/wTufw8NDtdvtQI230+lod3fXSirs8PDP7LMivzC9LUiybNYHKoIPtiDJwItnabwD4CKzhYnDXqHWvXaHAEH278sHvMfT64yr7xOCc8e2vL0DXpaWlvTaa6+pVqsFWBWAiqfuL9sFUD8/75+3U61WdXR0pFwuZ4wSYxIK9c/4Yc3WajVjyJhH1hLra1jU7BlKf/F6adAh2Jde8UuABWzQJy5Sf60BUNfW1tRqtfTII4+YmJ01OT09rVqtZt1PR0ZGTL9G2YrkinvlqIZwuN8vCt0da5rEByYFBqjT6ejHP/5xABhJMpvEpnhmNhdEo1F1hsBK7P0A/OKLLyqVStmZTqw5yr+MKX6PLdfezzOnPmAzlyRrHuwPs2HNZtPG3vsn//dhBgJfyXwi4iVxAPgx9t1uf7v8Y489prfeest8N6fbex3MsF/ieaanp7W7u2tsl2favY+VZDvJHjx4oFgsZhUCb69ev+btftimP6rr0oIVwAh6Bowfqg/gQjZJjdTXqKXBgYh+uyIXBurpRql/sNbKyoree+89vfnmm3r22WfVarU0NjYWADy0cSbLwOi5/263L+wrFot2WilIlb38vqRAsCIgeU0K54V4QEKph4XA9wIeWBgYOkbsKT9f68SRDG9lRq9Dnxo+3ztsmBof7Dzz4stvHnT472Z+vQaGZ4hEIkZTM8e+MZwkYw9YYMy5z6D83HxYbdZnU95BeErUaxU8wOB9vJ7XAnDon8F9eeDJczEeXskvDbYe8qweoPJvgDDPxueQtfP96Hw4JPT73/++ARVfAvLi3ct2MZdbW1sGECcmJixos00Zlgo2gHFhrbLGWZfeeXstljQo9/pynv98Xz71r8W+YVA8q8XaAbyzLqrVqm7duqW5uTnzT4VCwc4lWl5e1p07dzQyMqJcLidJpsvhOXgWygO+RFsul+13aAPD4bByuZyJVyuVivVg4nkAVb7kgj1RLhsZGVH8InhYKuWcarWqubm5wO5PzwRR3iJBhVEC3NBPSlKghOMZX3ySXz9+HeMjEfP7mMG69boW/388L77Us7CU3Di48XOf+5xeeuklzc3NBQS0fv1xX/hX5gTfMjs7q3K5bHYTDoetGR9aKcTKu7u7ymQy5mu5Xz9GHqx82J8f5XVpdwN5yhTWAVAB/VitVgNHm/veHQABFhaUqvThIMVrGUZGRrSwsKD5+XndunXLBFw4eoILGhaoTe6NzwXcLCwsGM3I6aY0hGL7oy87EGh9wK7VagF0T52dv1MiIkD5mjjGOSwwZTxwFp7+g0kAODFGOF0f6HG4nl2CMfB0u3cIOKFOp2O9Z1iwMGKAVM/scPQA1DbPRmDNZrN2WB20L5cv2XmWgnHxn0PAABxgh36eeF4A5HAWBkghY8dGeSbAItoVwCiZLIyeD46wZp4S5jnYzYANEWi8SHhY+LiysmLnfzDmlAEvM1jB4a+vr2tqakqzs7OamJgwvRignG6ljUbDmhpKg3b9+A5P9/PZw+VJ2AfmiYSLOYQBw69hU37d4NuGf/AH9FOhD8nOzo4ikYimpqbU7XZ1//597e7u6ujoSI8++migN1M0GrVdZ76k4YFGNptVsVjU7u6uGo2G9ZXa29tTu93W4uKilpaWjLEkcaB0VigUVCgUAp25fauI8fFx5XK5wJkz+ItIpL8b5qd+6qfU6/VUKBRUqVQ0MTFhgRrfSZksmUza7+lyDZhgjfukx2uVPJuNrVOi7vV6ajabASaD9e3XOyypjx+e0fYsWjKZ1NHRkTY2NjQxMaGXX35ZiURCKysrOjk5USqVMnaECx/uAbD33eFwWOvr62bzw4mRPz7GJ9IfplHxQMmXtT8uhvXSMitSEFR4fQjirl6vr+JeXFw0gyPo+klm3zuon0DEa/y2PKlvsIVCQdeuXdMbb7yhf//3f9eXvvSlAODxwlWv4E6n07bbACOJxWJaXl5Wu9022pKgFo1GLRvwiJ3PAwEDSlgcjIvfMYV4VwoqzzFURMLoejxoGM72pAFN7bulAir8Z3sBGmPD/EmDTrKeJQNQoo3BGQAIfB0VEV8kEjE6n50+sGwE4aOjI/v/eDyubDYbYFKGWRC+x2dJLHju0Wdg2BmOeLhMw/Pzd8bo9PTUQIl3ZowTNu4baPHZXh8xDCD9KbyRyKCzpXes4XDYaGn+7/z8XI1GQ4VCQV/84hf1J3/yJ/ZsHtBd1mt3d1exXE7PPfecjo+PA7s/CAZ+PcFKSTI6nmQCkDccSJgnAiXAe5jBY/2xTmBrfFmQQ0jZlSMNynd+/icmJlSv1637KEGQZKbZbOrw8FCzs7PWqI2yH4fkUVbBFlkH+IJCoaCJiQmNjo6qWCxaV1jGRuprZq5evWq7qzY2NqxlPdou2jkQhAESvV5PvVbLxvHk5ES995+l0Wjom9/8puLxuKrVqgqFgg4PDw0IAjgkGXsAcCBZxa97UDJc6uZZmBd8Eb4ZQSoHWaIV9GXYTqdjduW/x4+rL820223dvn1bv/u7v6u/+Zu/MT/x+uuv68knn1S73TatInbi2SnPkPtNJjdv3tSDBw9sa7cHIr6rLvZPsoOdEavGx8ftWI9hhuXjACyXlllBKOiP+/aDSGYbj8dVr9c/UGOnL0IsFrOmagQ6XwP0Bo2R4CQymYyazaZu3bplW/IkBTJTf05Nq9VStVoNtLvHgWWzWaMpcZIYI6WsXq9nWRwiKgIOxgXrgIAL50sJhQCIY/CXZyu4hg1aCpYy+G4yTZymR/fD9WICO/fr55RFy+uhLTudjtXeYSPIKqGqW62WLVDmMBKJqFKpaGtrS6VSSeVy2V43/P3+uTzLwr36TIyx8WOFk2Duhhkn/4MzA0yRUfvvQjTuSw6+pOfHlXv1DA4aIe671xu0JvfbT8meAZTHx8fm5GFjvvCFL9h4MrcfB/X7UV0kNe+8847S6bSmpqZMGOr1GYw/53zBxvlzrbBHxiOZTFp3WDQuwxS6B778ne8lEYEx8WBEUsDuYYDwZzdu3NDs7Kymp6eVTCb1xBNPqNFoBHbcpNNpSbLurwsLC8rlcsaUSH0GkmZu7BLioNXj42N99rOf1crKip1MzLMQCAG7sNuJRELT09N2wnMul9PDDz+smZkZjY6O2tZ7SYFAyfPyHdlsVr/5m78ZCKz+ME8a5XW7XRM7D5flhrUm3Dt/B0h4oIbImHWE/6acBaOKPwSI0KHWsxb4mFarpampKQOIiURCy8vL+tGPfmRNCs/Pz3X9+nW9+uqrBhSwSZjj4XIT65m5ODk50crKitktiSzP5jV1fCfr2+t5jo+PA3ouD2I/jsTl0oIVaqE+kxkOwN1uV/l83loxcxqpFKwbk3XGYjFVq1XLVsiqyGCZJJAnzuLg4EDf+9737IAtX5aCau92+wKyer2uZrOper1uQaHdbqter2tpaUn5fD4QEFl0/CkNtAIsAm+Y/nkkmXFKA60D4zAcHBkPykv8P8zFcPbhM8OLiws73IsSjGevhre2+ezfsz/e6XtnAuCi+ROA0DfGQ6DHs/kt2pRHyOwopeB8+F6CimdVhh3ncDnH0+VkiGRFBDOvKfHMkSQLSDhMz3LhED04w/F9WHM5fk8dnFIV3wlI8fVoDlQLhUIWkGnr3mq1dH5+rkceeUSzs7MGxAiml/WiNLq3t2djwlj7IM1aHWbLKAUw34AJuoweHx8Htu1Lwfq+D+zYP6wu94P/oFTS7XYtM4YFpnnl6OioCoWCHZvw3HPP6erVq3ryySe1vLxsgQrQgg1XKhXt7+8rm81qbm5OkoxpokM2u3/47pOTEx0eHppNeQA83Muq2+0am0R5nK2xnU5HDz30kB2s6YOs38XIuLNj6B//8R8tAaWvCqxktzs4jI/eQZ75xP/z/KwV7++YI9YcvgCf7xMh2EaCPz98Hww7QJE5Pzs7U6lUUrvd1r1791Sr1fToo49qZWVFS0tLyuVySiQSSiQSqtVqunr1qj7zmc+YHQA4pWAXZH/vnsmhcgDg4nUeRHPv3t95P39ycqJcLvcBe+Z1H/V1acEKDsFn3r526BFzvV7X3t6eMRbe4WOMOOFoNGo7SHytUhoEde9AVlZWNDExodPTU73yyiuSBmcV4UwwHM5qIbuQZAGB2u/169dN8MbiJLBS9/WCN0R/fvtpOBy2PiW+OZwvIXHwGr/3jAK7BGBmMErGgnuRBqWSdrsd6F8AkJMUAHuSzNlKA9rYB34yKc+GwRaFQiHTD3CFQn09BjQ3makkA0+Mey6X09zcnB5//HHlcjl1Oh1NTEzY53D/PKdnRxgnrxvylC8glWfzANLXtIe3RvvMnIyJ52d+CAQAP+4N+8XJALA5+A2Hy04JxvL8/NxKYtg+AZksFz0Xu2Yee+wxE0cO95O5bBfPde/ePUmypKLRaOjs7MzaHLCmxsbGlMlklM1mlc1mlclkAuwUdgIY8L/3duUzaw9kKGF4gAK45v6wQewBRgTAgg+cnp7W8fGx1tfX9Q//8A86ODhQo9GQNLClV199Vbdv37bgs7Ozo8PDQy0vLwfKBZ1OR61Wy/o4+XKjD5D8m/Xq1y33B1PF77F7Wubzb882SQPRvSTlcjn98R//sSRZU0tYCHwuLDS+hHvDn8ESezZyOAn1Gj78rGcjeA7WjNcBsq5Zw7DcqVTKvo9y7tnZmSYnJ9XtdvXDH/7QGDw0YYVCwc5r2tra0ttvvx3YLTrcE8sztp4x4Vlgm5gjDzyGQSb/R2LZ6/XsaJVhUOP1jh/VdWm9DV0lQdzQY2zJY7Lq9bomJydVqVQUDoeNHiXwt9ttTU5O6vT0VDs7O0Z7g8yZPG/U0oBqu3r1qqT+hNZqNf3t3/6trl27pqefflqtVstoY9+syAcssoxut6uDgwMdHBxodnZW7XZb+/v75iwJSr5nCOIxT993u91AnxOvC+n1enb+kD9F1HeH7fX6PVwAOlCUnmWhls6Ch3U5Ojqy+rMv5VDGwkkAAtmG1+l0VKvVDDywCNDOsHhZwNlsNqBxabfb2tvbszISY8szXblyxXYZjIyMaHZ21uYCgJjP53X37t1AGYt75eJZPa1MIPOAD9vwIMSXlghCZNEeDCIgxgl5ITXzwz3yWgAJc8rWWp7fH3jp9S8AGObTnyLLHIbDYdNRLSwsBACKz34v21WpVNR9f95g7EKhUEB3AjvogYDf+u9P/ya4M9bMs2cLvO/wZQV8g9c7ePaFizYBzO2v/uqv6sc//rHW19d1dHSkYrGo8/Nzvf766/rUpz6lmzdvam1tTY1Gw4TCZ2dnmpubM1DT6/WsFLO7u6tyuaxCoWCN2Or1uvk9bNv3XsJG0M/xO8YPAO1LYN6Gpf52aklWLvOJD58Teh/MSTIGy2sL2UFJx2Z8pX/PcHka5gV/MRyoASb+nCXWM03aeG7fXA0m9OTkRI1GQ8ViUXfv3tUf/dEf6Vd+5Vck9TU9n/vc51StVtXp9E//jkQiKpfL2t/f1/HxsYrFot59911NTU3pwYMHGhkZ0Sc+8QljObBFEmIPKjwo81UAElTP7PmEUxpoEXkdgCwU6jcDXFhY0J07dzQ1NRVgmz7q69IyK2gwfMO0VqtlBoPRM5Dj4+MmiGPB12o1pdNpm0gcjw+OniJkQv1OEAzb05ilUkk/+tGPAiUCMi6Agc9Ezs/PdXh4qJOTE01PT2tyclKf/exn9alPfUqFQsFAFbswYEW805Bk53BQSvKlFgyOZ/eO9sNKICB8AqWkAKDxjJNnF/iT8ooX5TInwwLZYfQvDcSogB3YglQqZY6Oe200GnZPLDLYAahParcXFxfa2dlRqVQKsCAjI/0TtwkSnmkargfzzJ5J8d8PUMIJ8D4+k2DIZ/D5vs6OjQxvVSUz9uI/Slvn5+e2Y4Xv5vnJwug/IQ0YL+waO0A06p+D9QA49CDuMl6ck3N2dqbvfe97gXkiU0bLQj8P36ma0mwkEjFmDgbKX9g0AUVSIGCgc6PkwneTUEkDxo91EI1G9ZWvfEV379613YaAk2g0qitXrujw8FCtVkvFYlFHR0cqFAoGxAha6+vr2t/f19ramuLxuJaXl3VycqLNzU3t7+9rZGREc3Nz5gOwbc8iAJp94oNtYGeseQ/c/Nh0Oh3Nz88HSr7DZWP8xcjIiJaWlhQOh62Mjq0DNiORwY65ZDIpScbCdzodZbNZA6hSUKvGPfogjR/xrKcHazwTjAlzTCL6L//yL/riF7+o3/md39EnP/lJnZ2d6amnntLt27d1fHysq1evqtvtqlgsmh0kEgmtra1pbGxMb775pn7iJ35CDx48UC6XU6vVsi3iXsDvd/J5f+7ngfH2DJ/3F54tYx69IBjJwsrKilrvi6CHNUYf1XVpwQpoH3pcGmwn9eDAl4fYb390dGTOCn2Ap9EwPACC13zgYMiqJVm9OBKJ2DbHd955R7u7u8ZE+MPAuH/oPJoyTU1NKZ1OW/CZmZnRo48+aoYlDbYRs6OFxUJwI6BkMhkDUCw26ESvh/GBhzIDhovYGCGyzxj99WFlIcbCl1EYT8CDpyN96cM7NjIG7tHPBToZnkvqLyw6TBJ8OZ/p/Pxc+/v7evDggbWTp2FSLNZvMy8FwddwKcjrP3zZxWuaPJjiGgYeOH3vVLAPegT5HxwttkzmyWccHR0FnCg24wWxvoTk59IDT8R1ZMMwM7BAzBNJwmW9zs/PrWPtt7/9bf3+7/++XnrpJeu1Mj4+biVUbAnqn47VmUxGqVRK1WrVyiSeRWD8YbwACclkUpOTk7ZNuFqtfuAEbc9ySQrsRorH4/rXf/1XXVxcaGNjQ6urq3r44YdVKpWMoazVanbqe6vV0ve//30TEG9vb0vqZ/f37t1Ts9lUqVTSnTt3ND09rcXFRSUSCVWrVW1vbwd2JbG12wMp35I9mUzaYZ3JZNJAlw+k+GffWuDs7EzLy8vG/gzrJvh3u93fTn/v3j099dRTdrjh+Pi4JicndXJyEmioWa1Wjb1ChIzeBl9OkuDLtKy3RqNhgP/o6MieHWCEj+X4gU6nYw3zKFNRPqVU/Wu/9mv6xje+oZ/4iZ/QwcGBlpaWdHZ2prW1NS0tLalcLmt8fNy2es/Pz6vZbCqVSml9fd12ITF+yAIALn68kCv4xMkzft5XMY//XSLifXa9XlehUDA/9HGUgS4tWMEBM0i0aqb9sqcTLy4ubOtft9s/pfPw8NCySHQfUjADwghx1tIALHgxFQsOdmdra0tra2v63ve+Z63oueezszM1Gg3TC7TbbVvUgAKoxUik3x/hxo0bGhsbs2ZHZHTtdtuEcJ5h8gHRZy8+O6TbLMEY0ANtyPsRAHtD5v+HxyEUClnpyQdD/xr/e5yYNFhAjBGvB9Vzn5RFTk9P1Ww2tbe39wHmwwMNKHovbpP6Qjt/rIAX/nmK1FOlOADPvHjwwjEKXAQeDwY/rCwAm8eflKv82Hidir8HQDMlC/9//Jux8A3h+P7hQ/QYC1hKyouHh4cGsH256rJezB8M5Pn5uV544QW98MILkvqAhBIoY0xfjcnJSctqfebqEx6vlZAGvZ3i8bjGx8c1NjamSCRifsgzgMViUQsLCxobG9MTTzyhp556yr4jk8noS1/6kr7yla/o3Xff1dNPP61erxcA7Nvb22Zz7O5ZXl5WJpNRt9u1LUF8E1gAACAASURBVL3lclmZTEaNRsOOGdja2tLOzo7dJ403AftHR0eqVqv2LH6HmgdqgJNwOGw7rKLRqHVe5sfrwEZGRqwk5NeRD57Y7cMPP6w/+7M/02//9m9Lku7du6f9/X1JUj6fV7fbFyMjRI1Go9rc3LSEgzXNuuGHtenZr1gspnq9rqmpKVunrKdhMfz4+Lh6vZ61p7h165Z+7ud+Tpubm7q4uND29rZee+01/fRP/7T+5m/+RmNjY3rxxRftPtHiVatVLS0tqdvt6ubNm9rY2FCn09Hs7Kx2dnasJf/IyIi1I2CsSCx80sezeHDiE6VIJGL27svcnm3xJUqp32uIBO/juC4tWEkkEkomk8YGSIPJYOEjTkWMe3FxoWKxaNvvAA4EcCaNzyCbAhH7zEcasAjNZlM7Ozva3d21rrbvvvuuXnnlFX33u9+1hj6gfRiBSCQSaEBFcKJc02w2dXBwoEQiYXXlZDJpi0WSAQrKOmRxkqwxk9/u6jUUnEPE8/L/0oDtYCs1Todx8mBluLbuAQpZkgcRMAgANp6DhUMWCeCkyRMOzwuq4/F44Nh3QBzzA8jw51zwf/4z0SCwWCmh+d0/UlBk7BkY30yK13rdAYyIZzt8+c1n74VCIQCsfNmIecHRs23S19R9oPSUPfZaKBQM4PKsODFAIFkljI1nG/2Ooct6+dIdQtpQKKSXXnrJduphu5QQCoWCNVfzDvvDAgXz43tvnJ6e2snO3W5X+/v76na7mpubM6HszMyM4vG4ms2mrl69qtu3b+vWrVvqdrt67LHH9JnPfMb0DY888ojefvttRSIRbW1tKZ1Oa35+XolEQgsLC0qn0xoZGdHExIRSqZQajYaSyaR14UVIzPZjmqahAUOD5n0DAAUbaDabgd1jBHCSJw/UYSywUxgNNgeEQiHNzMx8QLhNAPcJz/HxsW7evKlvfOMbpn/jfB3uxR9JIcnOiJucnDQAz33gT9FucY+ZTMZ6qmAni4uLunPnju1I/eQnP6loNKqJiQm9++67piXc3NxUuVzW888/r/v37yubzSoej6tYLKpUKqlYLOrs7EwPP/ywPvGJT0jqM37ZbFabm5t6+umnNTY2pnfeeUedTse0lzdv3tS7776rbDZrvtIff8BYeTG0t1n+35e6h7VF0qBMLAW32Esyf4AP8J/9UV2XFqzQKIxtvjjr4awSGpZAKw0YjlqtFtiC52t5vJ/FjSiVjNdP6snJie7evat79+6pVCoZLRyPx7Wzs6N/+Zd/UbPZNNaCbAS2wvdJwFk0Gg21Wi1lMhlNTU3pypUrptJHmErWIw12R7F9WOobGwsHJyIpUFLwO6P4HIIwxn96emrbvyWZE/LOCPp0uLTghaEETg8avAaEmjoLoNfrqVarqdfr2c4WFhh7/qnv+l0E3ikCgqhhc/H9hULBstyDg4NA+QagMgzm+Fz///6ZPCiBMQKQ8Ln+94xpt9sXXPN9ft68xon7B2TwvH5XwjC7BVhCd4SteVaN+x8ZGVGz2TRGEnAN4AMADusKLtMFwMBRE+Bo3oYu7OzsTOl02spCaOUkGRvL/OAXYHA9wEM/Afs7Pj6uz3zmM/r5n/95Pfvss1b2icViunXrlh48eKBqtapSqaRKpaJUKqUbN25oc3NTL774otbX11WpVDQ1NaX9/X3TErCTcX193crTJEhTU1NKpVLWU4VmZdvb2yoUCtbXBzvh/LN8Ph9YY5Q+WfOMIbZKiQfGmr+TFOJ7ACkA7nB40OHXXwjBfUDsdDpKpVJaW1vT5z//eXW7XQNLgMRarWaleJ8slctl25qOhvDs7EzZbDagAwOwc2hlu91WOp3W0dGRnnrqKfv9888/r0qlor/7u7/T1NSUdnZ2tLCwoGw2q6WlJT366KMqFAqmmSuVSpqYmNDS0pLq9bpKpZLFIFiSxx57TN/+9rcVDvc3jkxOTurevXtKJpO6ffu2rl27po2NDUvYWcfs7sNf8dy+NASQ8d2rvW/hNVJQbMu8kXCyrfrjui4tWOHCCeCspcEWOBy+bw3e6/WMcaBmjZEPZwEEJXYZ+aBBQCJD29vbs/qo1AcSGP+dO3f0ne98R+Vy2U7g9VvfoNXpeUATucnJSRPGLSwsKJ/PK5vNWlCieyKlK4ABjoFn4DUY5H+3pdiXOTwtDfhBcMv7cM4e7OGEvEPzmhrPCg2DFg4fZGzIaMnsoSorlYoFCnaFjYyM2NZIPt+r4z2DwtXr9UyAt7+/b107eX5/n14UzWIf7ojJ33keTzMDEmACPVjBwfrW6zBEXuBL9gMo9JcHZpS+uG9AKZ8BgwMT5RtyUYKEUQAwYqMepPuxvGwXpRZp0GuJvkUvvfSSpMGuk3w+/4H28YwFgQ2QSYnSi9vplDw1NWXrl94Z+Xze+pywnvyWeOYok8lI6msFotGoGo2GPv3pT1syVavVjM1oNBpaXl62LbH4x/v37xsLyWcAWHZ2dlQsFlWr1SwRZH63t7eNncQXAHYp5wzrq7z/wCcxLlzotAAN5XJZlUolwIZIsjKS37UFIF9aWtJf/dVfaXx8PCBWhjlm2zB+1oMiSmKch8O9RqP9TteJRELz8/Mql8vmc0dGRvTCCy9YgAf0dLtdTU9PW6KVSqU0OzurUKh/6vru7q6++MUvKhqN2oaJg4MDPfnkk9ra2tLu7q46nY6Wl5dtBxYanFAopHv37ml5eTmwK+f69eu6d+9eoGX+2NiYAUDWKmDZX/gBnpf3D5fsfczzsgvPUA8fr/JRXZfW2zCYMBIeEXNhRBjq2dmZBblEImElmHK5bG2syRZYbHRN7Xa71hwKloCJ5N84q0wmY4JbQNPe3p7+/d//XeVyWclkUul02u6H5lRQyr1eT5OTk8acQCsvLS1Zp1MEbJ6y9HVF6uzcm8+Y/FZWDzIInLAmw/Vdv0C9IA3nwdh4FkcaLAzuy4OX4ZIalDJsTCgUsoyegEIWFYlEbE5w5n7h+isWixlQ5HnYdVEqlaye7Rcjz8XFv4fBz4e9FjDCzrRhEMRrKRP4fjwAD8aF7/YHYvofbAS258MCh69NA1x8g0QPbnC47XZ/Oz6tzanX87rLDFboovrII48YmIjFYiZ4393d1f3793X37l1ls1nV6/UAVQ7DCki5uLhQPp830SHzODMzo+XlZRWLRf393/+9/vRP/9RYQQD9888/r9dee03dblcbGxt69tlndfPmTW1tbem5557Tc889p06no3/6p3/SxcWFNjc39fLLL+u1117TwcGB2UA+n9f6+rrC4bDeeecdA5m0+08kEtaaQeofXMghqDQpy+VyltyhkyM4srUZRo3g79m+sbExpVIp0w7yGfhaSbalF3CI3iadTiuXy2l6elrlctnmCt0cZTJEr3z3xMSEzs7OVK1W7VA+gBE+EtEyTSKbzaZmZ2e1t7dnAKler2tkZESNRkOZTEZjY2N2Vo8v03tGOplManFxUefn55qenjZ5wtbWlsrlsh599FHduXNHy8vL+od/+Afzw1tbWxoZ6Z8WPzMzox/84AdqtVq2K7TT6eiVV14xAFEoFFQqlczOLi4utLu7a2Vd/MfFxUWgFASTz33ze/yY9xlecOuBCr6IHYdebD86Oqq33nrro16uki5xnxUWQjgctr4iBDQv0AyHwwHhI5MiyRDh+fm5KpWKZQAAIBiWTqdjiDUSiSiXy1kwp/vk/Px8IOs6Pz/Xe++9F6Dfo9GoXnjhBc3MzOgzn/mMnn32WaOKhzswUtf2Yt90Oq3V1VVjITxLAg0NDYsq3etWMpmM2u22dSX1pQyvyeG70cHgVIdBjFefS4Oyie+gKw0yKA94pOCpvbxvbGzMvhc6ORQK2WmvnnqGxpyYmFA8HrdtfSx4nHg0GtXk5KQ+8YlPKBqNmjM7Pj7WwcGBKpWKvc5rcAA0sVgs8Dzoofyx9FwACMbK/xsdA68DrNKaHSeDw0mlUgYisS3myAMRr9/xpSVJpsNhy/LY2JgajYYBIg+8/doCNPP/OOJUKhUAn5f1mp+fV+V9ZpKyD+NGk0YCW71eD5Qi0LMQ2Fkz6XRaOzs7kvqgOZvNWt+hr3/969rd3VU8HtfGxoYymYxtvS2Xy3r44YcNMK6vr1sSRF+Lra0tjY+Pq1KpSBqcuCsNdGbRaFSLi4va3d01e8beZmdnA52V6TFC3ybKvXt7e5qcnJSkwMn1fF+3O+jxQYAEwFKK9lotgJFnidhZQyDFj/L/hUIh4Bui0ajO2oOTm+knw0VSOTo6qrfffluf/exntbOzY4JgGqvhD3zJBVaF77m4uNDq6qoqlYrW19dVr9f167/+6/qP//gPjY2NmX+IRCIqFova3Nw0LQrBu1gsmniZ8WWH0tzcnF5//XX9n//zf3Tv3j1NT0/rzTffNLE1a16SVldXlc/nNTIyYt9zeHio+fl5vf3221pZWVE+n9frr79uyRjzCqDwwJLY55lgmFcSsGGGxM9tr9ezz/e7Ouk19lFflzY18j1HPAL0TpcAwC4bL9wiePq6MoJXNBIg+EKhoJmZGa2ururq1auampoycMFC4VCuWq0WaKfvFdleab6+vm6sDSUdXwPn/gmqbLeGmmbh+WflB31OOBw2gSSX1zV4oILD8/07GB8Mm6DmBWnSoNziWYlhatCDAN/FkteA8hHUev1QKNTvWouT5Swd5hYNRiwWU6PRCIjnxsfH9fjjjyubzarVagWOrecsFM+owD7wHIAC7gWWCwA4vLj9ePnP8kwEtgqAAWjyXrIzQKevO/N+D65gDvlOABZA2vecQZSLQBKmDEAGiOX+AILYFkDNB8LLeHHSMkEOmyQ7hZGIRCK6deuWtT+nFEF5j6w0l8uZj4nFYiaYTSaT+uEPfxhoYHnnzh0rT6AFe+KJJywwLS0t6cqVK1pYWFCn09G3vvUtYwwzmYySyaSWlpbslOh4PK58Pm8+htYF9Xpd8Xhch4eHVuoeGxszloW15tmWWCymnZ2dAJtJ00N+8GdHR0e2m0waMHQkeQjsEdJ7cT2fyTrCZ3nm1H8uQl+/29EnTsfHx4pEIlpZWdHOzo4lm/F43FiaUChkgv6pqSndvXtX0WjURMJjY2NKJBJ69dVXVa1WNT4+bvP02muvqVAoqFgsanp6WhsbG5YUU266efOm3nrrLe3s7OjJJ59Uo9HQ8fGxYrH+QbWIfjudjv7sz/5MDx48MPB49epVXVxc6P79+wHbqdVqunv3rr1udHRU9XrdDhXc3983LRSlWmwSP03y44GKZ2y9nod46KUOAJlwOGzg3G9QoJz6UV+X1tuwEAiUvnQgDZTrPlv2GT6B2Gsw/HvReHz605/W1atXrWwUDoctY9re3tY3v/lNa2VNZuw7x/rPJCiyNfW73/2uHnroIV25csX2yvMeFiILHIARi8W0urqqUqlkjpaFDYCBMsWhenGwJGtJ7c8H8gIsMip22hAcPVDxJR1KQCBtgqoHPF43waLw2b006PvC//nzNFh87GgAoLbbbWt/DlCMRCKamZkxepjtob7sRQ8Kz075cYA5oFbudStQxr4k48EiC19SILOUBholgiHfQWD02+0JDIwNToMMDmp7eKz5k4t7iUYHvXbQyJDJ+bVEIsB2erZ4Hx8f2z15e7mMVzwe1+bamt55550Am0pAPD4+Njbi7OxM7733np544glLMmCe0HdkMhlLDHK5nPL5vA4PD/Wnf/qnqlarkmSgular2dq8d++eHn74YbXb/Y7V4+Pjunv3rg4ODnTz5k3rqwHYiMViun79uprNpsbGxrSzs6OHHnpIb775po6OjpTJZAKghJ5DAAD/fNFo1IAXoBnGYmtryzqBSwOfgb3/P+y9W2xk93Xu+dWFxSrWvYp3stnsq1pSJi3Bsizb8T0xgsDxRIkBJ3GABAFi+DUBZk4O8hDArzlnkJcACQIEgYFcDAd58IFtxFCcWHFky2pLal373uxm817FYlWxqkjWbR6Kv1WrttrzMHNaMxx4A0R3s8lde/8va33rW99af4K7UChkxQPYWhwb9iAWi1kqpt8fPaWdi/0eCoX07rvvWsm1dBx0xuPa2tqy8mvsG3uvXq9bSk6S7t27p49//ON6/fXXLchBN5NOp5VMJo1pTiQSKhQKKhQKevXVV3Xq1CljJwqFgl566SUtLi5qc3NTv/zLv6ylpSW98sor2tnZUTwe16c+9Sn95V/+pT73uc/p7t27arVaqlQqJkINh8N6/fXX9Wu/9mt64403tLCwoFarpcXFRd27d8+Ck/n5ed27d0/SwJfU63VjnorFolZXVy1ITqfT2tvbMxYKjQ0pSOaSgg38m7e9XjzLOHvGDO0PQRfgBFseDg+OdXn11Vf18+fOPdoNqxMMVkgTSENA4A+l8puGy08UkSxGnv/n72NjY1paWtKpU6dUqVSs2y0IPJ/Pq9Vq6Td/8zeVSCT02muvqVwujxyc5aNh0k0IbxOJhG7duqWtrS3duHFDFy5c0KVLl8xxerGXrwzB4XIsO6JNmAzPBoTDYcvTegdJtI3hYDy9oBRmhrH0zpacPRdj5nvAAG4AXP4+vJsfGxwoRtBHA95BornhORmvZrOpzc1NFYtFzc3NWQUTqSJABFUepPwwbryrB1o+9cM6wegBSDzzgpFgrNPptH0GwI53lQa6KbRRpO18xZq/vCjXg1jAIV/MG6khHLAHQmiYeAcMHFGk1z9xD1i+ubk5axR2kq/bt2/r5s2btiZ9em17e1vhcFjnz5831vP111/XnTt3TDdG80ZJpsugEeRbb71lTCuA8ODgwM4V+sAHPqB8Pq+3335bY2Njevzxx7W2tmbOMRwOW0VWOp3W2tqaOa2zZ8/qzp07evbZZ3Xjxg0tLi6+Z9+cPXtWoVDIqtuwezCPACP0HPV63daJ750DoAHEwr5FIhFjVHwlCsETz4JTRYvHz/k0M/cgPVur1fTqq6++RyuGsJi5Is1BN+Fut2vl2YlEQgsLC/rOd76jpaUlS4Gy7g8PD1UsFnXnzh0DTbSfmJmZMVuKfTx37pxOnz6t7e1t/Y//8T9s32cyGW1tbY2wjbA6qVRKh4eHunz5su7evauPfexj+qu/+it9+tOf1iuvvKJnnnlG5XJZZ86c0VtvvaXbt2/bPRifdDqtlZUV00yRaux2u9ra2lIikVC9Xrf0LD2asD8ACx+AARw9k+JtHsyJtz+eleV+BPpodd6P68SCFWnYGttvJJwhTop/+1SHp+H9pOD8ksmkPv/5z2tmZkalUknNZlP5fN4ETXTxRHj4q7/6q/rCF76gv//7v9e3vvUtSRq5N8AK3cjU1JRWVlZMXHZ0dKRqtaqVlRWdOXNG58+fN2W5T6d4wMDR42gSMDRexS2NnvIrDUSVHrDg/D21h+PDIcE8eRDiK3T4f18hJMkiNg9SvPH0TBJVC4wH6J1NlU6nDcB4kTPGsVqt2gGRGGSfV0XbRMThu8T6tJtPzRApMu4YEQyubyjlWRjSLGxon1bhnROJhIrForrdwbH2RDHMA+DCp5XoASFpBKh4MOuBitfLMLfRaFTZbNaAjRfY+SgL5whrsLu7q3Q6rUwmo3v37p1oVkUanEOzvLxspf3vvvuuarWaqtWqxsbGtLa2pjfffFMf+9jHdP/+ffV6PZVKJa2vryufzyuZTOrWrVu6evWqisWipAFzNTU1NcJc4Ci+9KUvaXZ21jQv3W5XOzs7arVa1tcGcPvkk09qaWlJ7777rq5evWopgl6vp9dee02Li4t688039eyzz+qll17S0tKSQqGQLly4oK2tLV27dk3RaNRKqP3aI72IrSDqppuzB6EwNAREOHzSK94OwA5SOotmjACNvUYA0ul0jNUDyExNTWlnZ2cAehzrcv/+fS0+9piluNCm9Xo90xoVi0VjVLe2thSPx0eqoRqNhpLJpFZXV3XmzBlduXLFKgGxnRw0CAMzOTlpHX+TyaTNAQx3JDI4auFrX/uann32WX31q1/V0tKS5ufn9dprrymXy+nFF1/U7/7u7+pv//Zv9Sd/8id64YUXFIvFdPfuXT3zzDMm7kX8/KEPfUjb29uanp5WOBzWzs6OLl68qBs3bmhhYcHSWLxTOp22E6iZb/rCSENGFkASrE4E4MB2oXHEDnptEOMP+O73+7amwy5t96iuEwtWfOdE7wgx3kFk7tEgKRGQPAalWCzqU5/6lC5fvqy9vT3dv3/fEC3N43C0BwcHRiUSrf/O7/yOHnvsMf3Zn/2ZbUguItdTp04pFArZYXNsAGkAQkqlku7evavnnnvOyvHY5DxzNBrVhQsXRiJxojHPsHiA5tNRvqcDmgVp2C8CA8TP84wAEe/gvcMnl+3ngyuI4qlI8hddU3luX53lU13eQAI6YAXQ9QAoaIBFxMCG888XfC+0Bz7qZl1BpUvD4wkYB4AMQIr5BQgADGhgVa1W7b3QSvlW4z6lE0y/wE7BmjFWfJFG6na7JjAPlqDznBgenAv3JO3ZbrdHdF8Ao6Be5yRdmUxGB5Fh+XmpVBoB5Mzl+vq6ncnCOCGATyQSyuVympubM23CU089pZ2dHet5grDzG9/4hn7+539en/3sZ60jMCJ5ImY+d3V11apQ+v2+bty4oYsXL1opPykeWrCTPkJYSzlzv99XqVSyfQkrzP73QQrAY2JiwlgTvs+9WBcwjFzsG58ew1axvj3Tih1mXQGwq9Wq/vVf/9XmgWtqasqeDyaz2WxaVWImk1G5XNbk5KS2trZUrVYttYItYM2mUilrusbp8ohbSS9zSvTKyoouXrxodqbZbNoJ0YlEwoLWTCajy5cv64033lAsFtNbb72l5eVlG8eDgwPl83m9/PLLlh67ePGiNjY2LMjq9XrK5/P2Xqw//h6Px1WpVCzQaLVampmZGUn/1Ot1a1Ph59aLgn3ASFoSu8ScY6v4PvNBoIutZPy73a6ioUcvtj+xYIVcLIsfBOijdiZmcnLSukc+/fTTeuqpp+xo9J2dHaNcU6mUoX0cBPQ32gOcIwuICOroaHC8/NLSkv7iL/5CX/nKVwyhcq9isahisai7d+/appeG/U0kmYH5l3/5FztnI51OW8t+Oj6SXiCaASxIw6ZvkkaQMcaH+wSdnzcQQSEt7+LZKWlY0QPAACTwe8F0AUaD5/EgymsrPBuE48X5A6RogAejAJsRDodNy8PG4/tETTyvp//99xhHxgCBox/LYKqGMSVa8T/b6w2qvFh3jUbDjjvgcxgrL3bGmLPG/TMEQSEsFIALfRQO+ejoSJubmxbp0lyQ3yNiZA54BqjyZrOp8+fP6+WXXx4Rsp/EKx6Pq+W0P15o/OlPf1o//OEPLSXkj2WQZEGB16oVi0W1221jR/gM5hpNBno2AKMk6wrL3KEPOnPmjDY2NkZSuzAVzWZTL7zwgvL5vE6dOmWlxVQfsc8A6vwuaQQf1MCi1et15XI5sykA1UgkYsJXnoO95+0kOgfWpQ+Uer2e2QX2FIEYJbFf//rXtbm5aewLVzKZVPN4XHCWjPX6+rqdog47gQjfV65IMiDH5x8eHqpQKJhQGPaW8cZGow9Kp9Pa398fASoEyzdu3NDu7q6lcvL5vDHEnJy8urqqeDxu80rL/Pn5ed2+fdsOaY3H4+ZnJicnrUrIB3H0/oItTSQSFux5dhigxjxIw8og0jpB4TTjz2dJMt0P908mk4pGo7p+/bodMfCorxMLVjzFirHxkS0GuNfr6Ytf/KI1DiM/ubOzo36/byLM06dPq1wuq1KpKBweVNxMTk4qGo3qwYMH1m8iFotZR0kW0eHhoTKZzEgPlT//8z/Xl7/8ZVtgMzMzunDhgq5fv66NjQ1Te7NoSCHg6NBXNBoNVatVPXjwYCTlgvMluuO8Dp8L9k4Oh8aCBGX7niiwFRgeNjWb0rNFHix6kCMNAZLPmUrDHPjDhL2MA9/3hlQaPd3Ua3PoPMnJy767KIaVd67X6+Zg+Cw2OmODw2ZMiM7ooOvBJxsUJ4aBAQxMTEzYEQmtVkvVatV0BJTee10PwIX54zlwAB6oQMX6iJNeEESLrBW6smLsmS8O84TtiUajZnClwfkkgDQAHf1omKOTevkxJwVDKuCTn/yk5ufndfPmTXOKaCZYT6RfETcCVkiXwagwL+l0Wh/5yEc0MTFhzk8a7YjsBai9Xk9LS0t6/vnn1Ww2tbKyYs/tweXGxoaSyaS2trYMEKXTadMm+L3carW0tbUlSVZFJ8nWjT8nyrOB7GMO5vOFCz544GKd+pQwP0Mqyb+3TzWaU3Zrq91uS8cADIDE2o9Go6pUKlpaWlKlUrHmkFQFSjJHXiwWtba2plQqpdnZWe3u7lorfw409cEZtpfmbK1WS4VCwYSv2Kdut6v//M//1Ec+8hHdvn1bS0tLun37tmKxmGZnZ3Xr1i1NT08bKETvKMkYqHQ6bak4jjiJxWJ6+eWX9YUvfEE7Ozs2ZrDFVEUiF2CeYUMYHx/AB0EIMgFfmu6DbOaPQJe1MD09rW9+85t66qmn3jc7cGJLl31unogFxTyTRyRKJIRxZqEcHQ1O4UWMRp61Uqmo2Wwql8sZzTsxMaFSqWRREqesgrR5lnq9rnK5rI2NDf3BH/yBAYBcLmeVKV5E6SMmFhJoOIiIWUQsRNIeRGmeIeF5+LfXL6DN4B6eSfBI3BtFnpVFj7EOphy4fEqI50DPEaQaPQBj43igxHv7L56NXhg4Y8/WwJChDaLCwL8v7wAAYT58b5X9/X3b1Py/By2sJRwTPzM/P2+gtlQqGevkUzc4QLQofgxxNETgfGYoFDJdTjgcNjqbsmqclo8qfZdRaHgAInNNgzCickALzxWJRCyX/jBm6SRdrHXEm7wPhziSx282m0qlUioUCiPjQZdmwAqAslQqaXZ21srFmZP5+XmdPXvWHHM+n7dIFVslDXVe0WhU23/WZQAAIABJREFUa2trWllZUalUsv0Nxe/3JmW72BCAvafwcarXrl0bKYVlv/h1zbr0qWQibxgFRJysN9ZMcP8A7nyrCPZqLBazgG1jY0PT09PKZDJWns3FXLCvuT/gkk7eGxsb9vOANR/AeLsjyeaXdD4sG+nYU6dOKR6Pq16vm91knrBLBD8LCwt67bXX7LwfUoWXLl2yvc7eI70fCoWsgZw0DMg8S/X4448bS4Pf8c/B70iypobYUkCPt9ukf71v4d18et3vE34eO53NZvXGG2/o0qVLI/b2UV8nllmRNOLEuPwmRmdA10UMuCTL7bVaLa2urppQCCCzu7trGzqbzVppJ1Rbo9Gw3gb0YxkfH7eukOFwWM8884zq9bq++93vmkaBHge0kIb5INL2ztqnQqShWMpH2JK0tbVlB4ARlXl0LGkEwBCxA14wkEFwxHh6ShfjB9Dx5cheg+KbwPFzOAfuyzv5zcnG8oDCP49/FsACND0poSCw4uRsSSOVE9Cf/rl9XpdcNe9INOm1LNKwHBmjmEqllM/nVa/XTQvBO3r2iPeHreL9/VkmPv1DLwrAqW/Wh2PyawMRJGPIM5DjBiTx/15ADNMATQwQh0YPsmkn7drf3x8BbF/84heVyWRMZ9JqtTQ3N6e7d+8qEolofn7ezpFi/+zt7anX6xkIJj3z7LPPKh6P67vf/a6Wl5cViURGzuiJRqPK5XLWYbbVaplzo/SedA1rleAI0b/Xu/mUB2wHJe7tdluTk5Nqt9va2tpSqVTS+Pi41tfXVSgULPCAdWMts4ckWQlsMKVVq9VGToqnEsU7RphC3hMmM5vNKhIZVBV9//vf182bN00T2Ol0lI0OXVO1WlXv+Pd6vYGodmlpyU5ZDoVCunr1qiTZfCAyDYfDI+f7TE9Pq1wuW+8sDoAsFAojFVKNRkO/8Au/oJs3b444b2movyHlUyqVlM/nLfXs7VKj0bCGobAikqxyinVDyTDnwR0eHuq1117TpUuXTFRN2hi7Sg8cAvder2eN6CjF9yCU+SRAY+y8PgUghF3huamCzGazunHjhgma+bn3A7CcWGaFcyoYYIAJanXAAw1z2EzQ6hwBj5PkbB9oRARW1MuHw4Nad5wYVC8RLkYeJqHRaKhUKunDH/6wPvOZzxjSJTXAJpeGZ1kARjAYGBvPFoHofX47FAqpXC5rfHzcomxoShaib/vOYuTCIcJS+fSQBzWecfGCUq8ZkoYg0kcKACjf6AzGhU3B96jk4d88gzR6KrT/4rmkIXPiGRYfLWJMvEibL+7HhmZ9eQaC9eYpVAR9CwsLOnPmjKULfSrAp2gikYitK5/z9waCCI9IGvDgS/K5l6/cYq4Za9gVjoGAkcERUmpJOggQA0jhgExSk0HAdRIvWLnx8XEtLCwonU7r+vXrun79uqrVqjnOVCqldDpt2g/2oCTNzs5aKTO9NXZ2duyE3UKhYAL+qakpWzeSrPFht9u16iLKd31bAi/Qxnage4Jx89oJz6rQuykSiSiZTI50v7127Zp2d3dtnWN7iKxZh8EgB8CMja3VanYaMY4YZoNn5Ln5HA7fa7Vaev31160xIwyMZ3elYdUnwQCHz9brdYVCIaXTaXU6HWO4pWFQAtDCDqbT6ZHO0DA03e7ggEOEqTwnDCP3RwDP/uTUahjT/f19SUPGYmtr6z1BGme/sac9YxoOh7W9vW3AD0kCqVzsqteZ8Ls+cJGG4Jl9zlrhPqwFHyx6O4c/IOWcSqW0tbWl+fn5kcAoGDw/quvEMiuhUMjK1DyT4ifGV/6EQiEr5yI6xJizsLvdru7du2fHtEPpobWABid15CMFUC6ASJLV7X/mM5/RP/7jPxoah3rE2ZEW8FUZ0lBX4ZE9UZ1PSZA7LZfLppwnSqciJqhL8ayIByH8G+MhDQVyXlzL/fzCx/n6dI0X8gbTP2wI2DAce1Ccx//jpLvdYZtu3s3rSSQZRe1ZJpgnQAqVC2x0nhM9AekA7/DZ2Dwf0czMzIydB7W1taWNjQ2LbLzR51kwwBgexs9rUxAx+pQUaw1jBbjzeptsNmsaJtYIlDsROmCErp0YfnQJgBLvrLrdrmZmZmzNnWTNSq/XU2xsTNvb21pcXNTq6qp2d3etdwZ7G/vhwToCTgAPe4w09D//8z8rEolYG/2joyOVy2UtLCzYz8COFYtFY/Do/8Ha8EwjThfGMtiDCMfrU0EAiqOjI01OTtqcSoN99eqrr2pmZkaPPfaYJicnR9I+AGAPorEz0vDUagIzz8x6B4qzhDmYnp7WwcGBXnrpJTvZmzQ5jjTIKCcSCe0dl8z2egPx8erqqnUVhplmTWIbqtWqgW/sLIEaz5jL5UxMHA6HNTc3p/X1dStfD4fDplHZ3d1VNpu1VBxzAYMJA8H+OTw81MzMjB1BwP6uVqtmDwGBiHsBt4lEQlNTUyMpuna7rf39fRPGw/R6f+BtTb/ftzQZAZHXnvCzXL7xH2uLzt8ELdhD/nw/bcCJZVaIMufm5lQsFt+Ts4euPXv2rFH0DLo0dNpeN8HC2drasvy9JOv9IclKFplMjFQ4HNbW1pZtbqJyoq3nn39enc6gxXs6nX4P1Q+bQ6RNFQdHyvMFde0jIt756OjI8rawTixMf2JqECB4VM6m8BU7ABOvh/FaD8+OeKfse4FwD9A6EapPe8EKSBoBCPzJxTNi+DHuPB+A1TtZxpuxwrjxJ5sdahZQI8kE0BgiKPhOp6PJyUk9/vjjmp+fV71e1+3bt+3I9zNnzuiZZ57RE088oZmZmREmzeexPfXOegT44SBgZHBK/N2zT/xeq9UaYV8AarRWR29BRIoT8+fczM3NKZVKWaUEoJAUxEm/fNpjZmbGnGY4HFalUtH+/r663a6lzJgfGIGDgwPt7u7aCbkezFy7dk1vvfWWSqWSrl69qps3b+rdd99VuVw2x+XPHiPIQkQJSPRBBACVnix8n3VPxSJrAG0Y79jv961qxrMepVJJV65c0dtvv/0ePYZnIX1gQdoCFhuRJ3uC8eWzksmkzp49q4WFBTuBvlwuq9Fo2NEXnG7NfvRVhDxDIpHQnTt3NDs7a/ubdS0NgqhcLqdqtSppeMYVTe9Io/ggDJBCzxLOCYvH43rzzTdH2Fr0HuzdSqWi6elpAxgEozhwUrccNom98RU8BE6SVKvVbJ8fHR3p5s2b7wkg6a+CnfLBDmOAHWYceXcYM54fCQBjAiBlPScSCT148MCAL58HA+RB2vtxnVirA22KWl+SLVoGf3x8XL/xG7+hzc3NEZoRg4yBAvXv7e3Z79M3IZfLqVarGSqmZp4F79FtMpm0iiBEvb3e4NDBcDisL3/5y/ra17424mTa7bbm5+eVy+XsYDNADAvUAyzvyHh+omFpWJ46NzdnRo7n9lGgNDQofrFKw54hGCQWo2c/vMHkdz3A8NQgRoxN+LD8KFGc//KCPX8YJZePKD1owkkDfjxYCofDFi3znj5qJAUCDYthZ5N66jaVSumxxx7T0dGR7ty5o0qlYnMVDod19+7dkYZSfHlNAGDSV/zwjBgF1gqOjHXjIyA/l756iygcRsVHv770dmxszNIP/Pz4+LjOnj2rZrOp7e1ty/szh+8X/fsoLphIUjV7e3sW5HCkAz0tyuWyjo6ONDc3Z8xFLBbT9va2rR8AuAfx6CuoJPnRj36kJ554YoRlZI3u7e2ZBiKbzWpvb29kHdB0jQaS2DfWgl/fvV7PqoJYD51OR48//rh+8pOf2M9RZn10dKRbt25ZuTT7DyYa28J8s49xWAA/76Rh/jKZjMLhsG7evKmrV69qe3tbk5OTZisQBycSCdPdbW5uSsfNz6QBuJ8+bk2PMDnISMJwAP739/dNQ8KzsHe9ti3IyCNgBTB6NhfGFY1PsVhUtVq1ZpZee8JBlzD4OHaCMoJa/o8md7Cf3W5Xs7OzNqbsYwDQ+vr6SJM47sfzYdsIQtDi8B69Xs9SO9gsUl2s342NDWUymfewZtgowLvvDfUorxPLrFSrVWNMABWInMbHx5VIJPSpT33KupaePXvWJmJ3d1d7e3tm1NncY2Nj2t/fN7YEw4x625cAp1Ip07cw8Uwqzg4gc3h4qL29PTWbTf3Wb/2WtaAm+p6bmxthCHy1CFEziNjnsnlOGgKx4KVBmfDU1JR1dYUl4DOCi8uDBBw+P+eBCc/BOEjD/CzgEQPsRbYYb54d405jOw/+fO7dU+08m0+VQGf69Ap/EmF61gijz7xjqDgHBSDiUy1+rIi2l5eX9eSTT6pcLuv69et2/gvzx/gcHAwOuYTy9voqolQ/1545IToi5+8NHvPPe+PQ+FwExei2vC7Gs0mSLAUJCKH6gcq5Tqej2dlZpdNplcvlkcjspF7xeNzEpvfv3zfAH4/HlclkdO7cOc3Ozmp/f1/tdtuquXAukcigkdjm5qaV/HoBIyDbR+7Xrl3TlStXjKmCofFMFxoPUgGhUMiO+sAhM1+wpwRf2EOi40ajMZKOnZqa0oULF8zxEZ2zDujaS+fcF198Uf/+7/8+whQHdS3sEdaUNDwsFbDzjW98Q9///vft+AH0WqytTqdjgeLs7KzOnz+vfD5vc5VKpSx1kk6nVavV7MRkzmPi+eg2zj4hPS/JQDh7BKcMeICZBcTQ0ZbvkSJBb8j6JygERGHvYC6TyaSlUEipwfRTMt3r9ey5JyYmVK1W9du//dtaXV0d2Wc8O2eheTDT7XZVLpc1Nzdnn+Pf02vVsEEUg3S7XWP8YVPp+8I9sMXevmKvguz3o7hOLLOyuLioXq9nFTYsGLpBfuUrX9H29rYZGUqTiRgALffv39fMzIyk4QGGLAgABjoBjAp0OYs4FAoZsIEWXF9ft9bbpVLJqoQk6cMf/rCq1aparZb29/cNHWPgEHkBRqQhFeqdDMCIhQ5QowoFlsdvwHQ6beyNT/EQpZAK8+kxH0X7VJLPWfpcM87Mf0FLA1Y8A4BAMZ1O29gGwV6wO69PLxER+YoYn2Jj/GKxmB0J79+bCDMcDo8Ik7kfrfEnJyetH0S5XNa1a9dMbMiaYY68GBPDASDxIIiyWRwlAIpnwUH6c1QYc6+fYax8VMvYIfqDzQkCMMYRQwlYIyIjLcl6RYx9kq/NzU1Vq1U1Gg1tbm5qfHxcc3NzWl5eVrvd1u3bt1UqlTQ2Nma9Z2BuEc9ns1kDdgB1DhNk/Nkn0gC43rhxQ/1+X08++eRIgIJ4H40EjAPCymw2a2t5fHzcOuT6TsQwFM1mU7VazQI1HFuv19Ov//qv6+/+7u9UKpVGmEBpsD7K5bLi8bhmZ2etF8srr7yifD6vmZkZC87YXzwzKaSVlRWtrq5a0CdJuVxOhULBxsifPyTJgHelUlEulzMNmO7csXFraZCOv3Tpkn70ox8pEono/PnzajabIzqqaHTQK4hutOxteuGQtmNPsn89w+oDp/v37+uZZ57R6uqqMRJ8ViQyPKeMUmtsOenC2dlZa8QI+1Kv1+34Fq8bhP3kBOXXX39dv/d7v6d/+qd/0uzsrNko5srrlWBk8vm8ATuYHu4vyVhc/8z1et0CdeyOTyPxp9dJYftpUgj79iivE8usIAxEbETb4XA4rOeff94oWoRBCNiYWFpPg5gBBiw29A3dbtciGx/1EBGxaaEcJVlEsbGxoaOjIzvdUxo2G8pkMnYUOE4VXQU5UxA4OosgeMGZSbJoTRouQtggnwIigqT6gxQAl4+QYCJYnKBr3plx8hU8vo+Kj9ihfFutlj0ThhwRnlfGAw57vZ6BEdgY35MEIBR8HsbIR0xEPlC+VEsAQpPJpBkwDNLCwoKeeuopPf744+r1erp27ZrW1tbMSfnqHg9SGIdgBRLnMSGCDofD1uOB8Sb6yWazI/qhaDRqVC6VPZ4l4t0BcpFIxM7zYa0zbowVAIdeFrB0tBeHsaNte7Da4SRfrVbLmCJ6fOzs7Gh7e9u0IXQ2xXETdBQKBVUqFUvfsRZ9LxYYCFLOrHmAA1Er6R/2Xq1Ws/WKM+P/Sd35PiTcB0dEI0LmWRr2lWm1WlpeXlYikVAymbQ9Ig01aTB7AOV2e9Ds7u7du1pfXx/p6O3tVTabNfDvxbnT09OamppSKpWyPeLF8Di+SCSier1u48+FiBb9UL/fVy6XU7fbNUdbr9eN+cCJwxIA2ABvPhjz/WaYMx+4JZNJ7ezsmA3udDr2HjRxI5XrbTx/7u/vj1R5oVnqdDrK5XL2Xv1+384vQoLQ6/W0sbFh2plsNmuA2aeMfYDGuDLXMCiAStYCzBB+k/HHlmL/GAcflPJ+2D2YqUd9nViwsru7q7W1NaNhMdRLS0vW0RSWJJfLWYlarVbT5uamIU1y1BhlcsKU++Fo0MaQA8WQ0OQN4w2dyXHl1WrVED73Ojo6sg6Lk5OTxoqA1lkYABYWF0aEVAuAC4Fdt9u1UkJJZmgAKeSzWag8I88VXMw4WqJxSSNAxG8S/g4Y8CJbHCzGGhADDc5m4Pd9iTb3bzabI7oPQBAgyafFeEaAB6CCzZdIJJRKpSwNhRgbZosmYKdOnbLGR/fv37dD1tic4XBYFy9eVC6XszUCeApGQIwn70jnXe90+B3Gb2VlxSJWyt0LhYJyuZwkmR4CcOTTol6fgsEC2PvPQsjd6/VGaF+AlK/mqtVqBlo8a3USLypIstmsMpmMBSHpdFq3bt0yJ4hz4OwewAjspxc3Ir5HV0S07Nc9uoB8Pq9+v29dlb3wHOfN3vEOCFE5qQgiaD4f8ATYYb3hTPv9vs6fP29RtG/zgG6EveHPEAOcVCoV3b9/3/YfTABVJzMzM1pYWDDnDnOaSqXsdOpMJmOpA6+3YT0RPHL5qpV6va5isaiJiQltb2/r/PnzCoVCZh84MgB7Fo/H7awgn87xbJi3e173BmOE/of3r9VqyufzNp+w9QDFdDptAdb29rZVOhEoAgqoAIKdODg4sNJwgtNKpWLpIX/Uiy9oYG55ZoCwL8v2TAlBOOAu2HSP92cNe6YWEMM48ff34zqxaSAoV5gLjM/nP/95bW5uGu1HG2M2DZGUJM3NzZlBBqUTQdVqNRUKBROwttttO4CuVqvZZpiYmLDW2oACKkfI/eFMfP8TlOvlcln9ft+oNPKIXt8gjZ4Xw4KUNHIeDo6XCM+LtzCktJ4GmT/sDB0WIgscoa0HJNKQWvTVPDAwvl8CWgg2t0/DeIfqK6TY1JLsXBJp9ORpzwD5cSKi4zk9hZ7P59Vut1WpVCwiIvLt9XqamprS3NyclSGvrKwYpU0DNZxRJDIoU6ZyhChH0sjG5p0Z41gsZmewVKtVGy+MvyTTqXjwQOUOYAYDwtz4VFCQpvZGhYgIto3oE9BCE0ScJsaNZ/BR10m9MPgLCwt2eJwkS8+yFkmh4Niy2aw5Ec9uMt8EDqT7fEWaNEwT1ut1nTt3TltbW6rVata4zB8iuL29raOjI3OMMIE4HPawTwOyR1n/sDWwio1Gw1hV9jXsHkwsazUejxsT6PU49Bsh7Xx0dGR2Dnvi00SArlBo0LGVQ/mwF97Bcvn1xRr2ASZaQnrFUF7OnioUCtZNuF6vG1MT1K9ho7A5gCRAAXPCsRscz0JPLkrQeQcCEgTTPDfryWsHPbPUaDSsyIKfoVrqc5/7nO7du2fgC9vj9YBed+NtJLYQlprnY+7R83gw4v2L/z42l38znn59P8rrxIIVtCnt9uDUy1arpfn5ee3u7pqh2NvbUyaTMRTpI9yDgwPrS8Ik5vN57e7uan5+Xo1GQ+Vy2WhNznUhH+2dLJEI5WF7e3vGDgBuOL57f3/f0kQ0nENABr2az+e1vb094kRZqPTDwHF6h93r9azklsgLRsjnVgFv/owJafRk5qDh86WM/Kz/GQwPf/dRIePvnxl2hsvnR2Gf2JT8P++JgWUOgpuHzQhw8RFAuVy2tZBOp41RyefzymQyKhaLkgZdgcvlsgE5xt9HXsyhB3cAmeA7AiY4viEcDtt5M0HqmpQQ7cCJtnl/otx+v2/MTBBs8vNE375dO2klBHMAE+5Pl2bGHhD+7rvvjhz8d5LTQAihd3Z21G63rSR0dXV1BGTAGpDq3dvbM+Eqa4fSZpw01Rj8Lp1Wo9GopqamFI1GtbW1NQKEYB8oLc/n8yMVKb6lv3eM7Av2hCRj9ti3ODj0Lb69+9jYmInwpeH68votvnhnQAz6Gt6XdDdspiQDTbACPKv/f9Jl0rATtq/7C4VCZiP7/b59NiXm2WzW2knE43Ht7u5a64lut2tAhvdjv/rggMCTgJXAY2ZmRlevXrX+N+whQCS6n3q9PpLOKRQK9hmkmgH9MKDo8gB+ML0EmKRvv//972thYcFSQ4yVt0X86VNanU7HGHuCDq+TwuZ4e8Y9vJ0GuD3swi+8H7bgxIIV6NdYLKaZmRlVq1V98pOf1N27d01UipKfCLJUKhlSpmKlUqkolUoZTQeQ8RExCPTg4MBEUoAPNirqd9IEGDcAC4sEaliSRc5QqT5dA2oHTPA9HI2vyGBjgd6loWjKI20f4XhE7pkC0kwYKuhoaQgEpGFkSvTtK5YALlDbsD4Y9qDuhWfjnQBWoHxoas9UeLDCezIOGGqfP0dAFgoNqmtIgY2Pj6tYLNrGXV1dHdEtBZsf8Zx+cxKhYXgZM8TYpCInJyeNEq7X60qn09a2moiZrshUSgBkWCc+VQRV7J+N8WJevZYFI0fEB8Dx6/DwcHAoJ2kgHNXm5qbl330EfJKveDyuq1ev6rHHHrO+KJy8DrPFOmfv+33T7/dVq9VsLXu2EPAwNTWldDqtd955R5OTk3ryySf16quvWtfsiYkJFYtF5XI5E9tvbm5qb29Pzz33nCYmJiz1MDY2ppmZGVvjyWTSHCU9RRBnktaSZKAKkFCr1XT27FlVKhVjLVnzRNpBx8faImVAIEe1WSgUsq6sXvSLbfXsKGyrNHoMiF9XQQ0EewrbXa/XVSgULL0OyPBlzJVKxZpv+jQJc8g8kXYB4EQiETsmo16va25uboRVZjw5SJCO6E888YTeeecdzc/P6+rVq5qfn9f4+Lh1LvcsU6FQ0IMHD4zxajabKhaLpldiD2azWdNKSjLNi2eSH8aIM/68p7ebCGWpeGR8sA9eA4ct8WvCsyv87PthE04sWMEpUsuOYUF3gk7Fn2ApyahIIlsWB4iYcjUmlJJAmBxEh6BWH+V4uowW0vz/+Pi4bR7yoAACmnhJGqFYAQG+EoZeGGxMn/MFmJDe8B1xw+GwaVxgV/gZxoYNSVRPzpaLhe/TQEGgwv/7EmsPqgBhsB5oVHhmHD7In43hDR0pDhypN3ZsGgxSvV43AIrBphkXAmdEg+l0eqTM12tBWHMALJ7Bl+8B0pizTqdjp3dPTU1Z9JROpzU7O6u9vT0dHBxob2/PwAnpJpwEY+7fm8hMGmWaMEiesvdgle9xMaaeEQJw43Dy+bxu3LihmzdvShqWpQbvdRIvKudgPtgHgBJ/qu3u7u57euQQoLD+/P7vdDoW+bO2nn76aUs70i00HA4bEwAryz69e/eunnrqKWNA2RekrbzmgrnwrBvBS7c77BHS6/W0vb1te00a7hX+jvPxbKU0ZFx7vZ7ZUEkjJe707fApIIIW7AP2EnE6ew070e/31XGRfCQS0VGvp8cee0zr6+vGdPF/ngWKRqNWQIGNJFWP7gttEEEO94BxBXSFw2GrBsXOEQB4hjkUCimTyejevXvWa4v0E1VQjBOl8aSYYHQYJ2wmnw/TDzhiTj2jwhx5cMlz+bngYr3yPT//P+2enmXxbIr/vUd9nViwwmYFFHziE5/QT37yk5Gy32w2O9KRFGcAIpybm1Oz2bQUBSiRMuROp2O6FTZpPp9Xs9lUv9/X+vq6EomEHXDmhbOIcTlbASAUiw0OK4NtAYQgzgJ4IOhjY+HUJY30CqEiAUYCB8+ClzSS5vHiPACWp7RJofDz/gLI4KQxyrxHsHcCz8pnMAf8LvfyFUkenPj7Y9glGTuGEYAhQUPAPX1UMTMzY0az2Wxqb29P6+vrSiaTmpubM5AC2IDN4t6e/WBsSa/BeEUiERMSQk3zO6QYWK+sSeZOGpYiY8SCdCzvyve9kWGMmX/fqwcg6GlfDK8fI1JFjN/du3d15coVYyf98QQn/fL5/nv37ml6etq6DNNuX5I1hJNkonD2H87FR+2+gRas3OHhoZ588kmdO3dOt2/f1vj4uB04h70Jh8MqFApqNBomwA2FQiaiZswBMp4tQBjNPsbB8mye+bly5Yo2NjbMvjCn7HkvDmeu0TfwGb4/kg9ICLzoAeNLsL3miVSONLTj0vC4iVAopI4LkngOgA5pdUl2X/ZFo9GwwIEg7/Dw0Boz+m7E0qhDTqVS1qGZow/efvttPfHEE7b/CHxg66VBsQei2nw+rzt37ljbCg68hbXkuWByGAeYe5iPfr+vQqGgl156SRcvXhxpLCeNBiIeXDBerIVg/xPPvvBvMgmMJ/PvGRM+iy9A+fvJsp5YsAKlT3+O69evW+6T3OPU1JRNMo6Mxdbr9YxdQFhGn49eb3iUNtU9lKgxQbFYTJOTk9rf39fW1pYKhYL18YCqxGghfGVTExn4zqLkE6F3vTPGoABGyLHDKJEOwIHxe6B3NjQLO8gyQJ2iGn9YLhNjhMHgCzoRRgsnz2bhmdARMTYseH9/Kq1w0N6J+y/fNttHLcyZT5Ww8UulkqRhg6RisWi5d8r1fK6dVtg+4vEpQQDMzMyM3YfydsZhY2PDyoAphcWoMk/oA4K0u6d1YWmCdCzvyHNxHz9PnrHie5JsjnFCRKWA2bfffls7OzvmgIManJN+dTodyemEsBuwYdIAqAAkQqGQnQfjHZ303pOzpcEc1Wo1M/LNZlMvvviilULncrkRNjIWi+nMmTMmrs/n8zp37pyi0cGRHaQzSRcD7tF/OMX+AAAgAElEQVSoeXYThpH1G40OusK+9tprunnzpgljffM0onBJ1uySdcy6852LfRrH9whqNBqWGtre3rZnloYRPc+Nw2MfABI6nY46rhdLp9NR5Dj9tL+/b2e2EVzgxL2uLpiy9hUt3r77gAzGCj2KJOsEjh0jEKZYAV8Siw2OqNje3rYglXVA6o3qnHA4bFol3g+9Tb1eNzB648YNXbhwwVh8aRhA+oBFkvXX8fvcsy9egOvBqGdXvX3hT97Z62C4j9ey/Eyz8n9xUUXB2RPxeNwMCw6XMuSpqSnbVD79QFtrX9aLNsJTvtCB0vB4cDQY3BNnPTk5OaINgLbnUC2oPJgcKFoiNhYzqQUiGXQ4OFTuS/8Avo8B5bOo3adHgd+oREc+7ykNjxAPbvqg2FUaLF7SGajpcXBcOEIAGvf3AARniBFkM/I8jD2OlX/zzhxYBhvjn8FT2hhiIg5AoS85xKj6rqbkjcnDU1EBS0WPnmq1ak25OHEVA+HHl1wx44BB8QYDY+Ypb6JGb4x4V97fO0HenfdlbbG+/FwwnpTu8vle6c+zvh/G6VFenU5H/UhEzWZTuVzO9ijN3wggPFDzUScOxEfpnib3VDnzcv/+fUWjUV26dElPPvmkbty4YUAmHo+bgySwAMCzDwm26Gbrq/88EAVIk1q6c+eOgXW0MT7ognFAU+aDjkgkMsIsAYrRyAAy0Gf58ul4PG77C/viBeVe+wVQwdHHHCPQbDY1ccyMeDaLVKgPtjzb6ivhYDQajcbIfAUDI56HvQFz5RvJcU8kBXt7e5qbm9POzo4dkwAQ8J1uo9GoMT/cg+cmPTU5OWns0dzcnInweX6fpvM22ldsBlNEfBZzwBcMmF/TviiBMfFjxbr2jMv7ZQ9OLFhhsBKJhE6fPj1CzWFc6YFCS+ZGo6Hp6WnThVCdsbW1ZYPte5fwOfzdC0eJBohg0F08ePDAOp2WSiUTSkFHYpyI5NhILD7uHYlErAyPi8oij8RDoZBFhL4/CfeUBgdkEY15EEYkjXN/WOTB4uf5ADYAi+3tbTv7SBrqWPh5HClVETQ68wJhv2nZVIA275ARrTI+HtAgbGbOiPRgfng/UnVQsTRXI6KTZFUcExMTBnRR7wMEKJsHrNEx1PeUYYx9VIKBY454b894eKDB/zO2QTEdztSDdOaJnhw4BQ8yfWoTZoFxK5fLBixhbXwqwYOlk3zh8DxgZ68SMZMWJXXjy/ylIbD388b4JxIJ5XI5LS4uKhKJWGp4cnJSTzzxhBYWFqz3UywW0+Liou3nzc1NZTIZTU5O6sKFC1aZtrW1Zftgbm5OlUpFa2trisfjOn36tNrttmlgpGGgAMjBGZbLZWWzWaVSKdVqNQuYSJX6efesHRcgBubFO8ler2fHn3Q6HW1sbIw0KKONArYUYXmlUjEH79ML2WxWu8eC9OXlZTsNnXHw+5aAjPvAAgGisP3S0NGyn0h3TkxMqFAo6O7du7Z/sPUwWbTX393dVSg06IY+Oztre4k+SgSx2AEkAV587PUf2D0CWiqa8AO++SjgGZ8RDCqlISMetM+seT4bwMl9ffDKPWHLPWsrHXc1b/+s3f5PvUhxUApIiS716tIwIvR5Uxaxb1VdKBSMqqetuDTsEgs1Ho1GbXFSTggiJjJqtVrWOAtqDiGe13JQEeIbclESKcmiGSIUnh22ANEdi5Wf8YuPcfJCOM8geYqPTe1zoT7dgNMk+jk6OlKj0TCNDo6Y8cLIwQhxf1ImjAEOH0PvU0jeKXjaE4Pnv+/ZFgAKabVcLmfGJpVKaXZ2VktLS+r1etrd3VUulzOtyMTEhFG8oVBI+/v7dq6P185gKGg2xXvzPj6i5oJpw7jz/7wTRoZ38O9Fnh/myueecYQYIvYD84tBx4l6xsoDVSLmh0VNnvIFVPvI66Rd6XRa9ePmj0TzVI74NQVIxjYAlrEdXqMiaWRcZmZm9IlPfMJaEbzyyivq9/u6d++eVldX7ZyedrttehjSdqlUSsViUcvLy9Zynzb/PnqnqeXu7q7GxsasjxDvwR7iC0c4OTlpTg47whpk73jdmd+H3sEDkmE50OCFw2FzrF4bxWd6hsTvf9ard0w+YOQzWPfYxSDryrjyHNIoQ+jtG7+Dzmx1ddVOYKYPEYJi7BJl7AAcn0KFsfbHZ/j0YbVa1fT09AiIAih4ltm/K/4D2+qBBqlnz4p4YOlTR0FW2tsZntP7AD+e/n4/7f8e5XViwQrOChr+8PDQxGk+LREKhUbSQz6n6+nyXm9wima32zVqLxIZtH/2zZLy+bwZDxYmi57OjFNTU6rVapqamjIHI8mctTREr6QaaDIE6MBoeCcDIxMOh02c6WlqgJP/LK/rIIXgS335nCC7gRPzSBzGg4iKzerz2JlMRpIsReKjccAO88aGo+pGGm3hzHPx3F6wysb0lCUgAWobAxCNRu38J7rXYtzHxsZGjmYnEqRCh0jXP68kExNLsvQQegMAg49McPrBkk0PWrxmxgMKxpC1gHEnLYiRAZD58k2cBMya1wsFo2dJVvXjHUQQNHoq/KReyWRS0eMIFw0UewwQGuz+iWZFGorc2SNe7MyaSaVSymazKhaLevDggaamprSzs6Nyuaw33nhDH/jAByyFuL29rbW1NVWrVeuCS7dXWNuJiQnlcjk9ePDAnKM02Es09vOOiT1BupE59g7QM8hE171ezw7f9J/D5fVbpIO8zWAsCWw808rF3sGZo63jOcPuMyn13d3dtVOyC4WCut2u2URSIYyBd6R+vfoeQx708/d2u62lpSWtra3ZQaWI4rPZrCqViu03X4YMwCcQZr/QAA/BtE9Z+Z5F7FPG1QMCPy58n98LpgAJdBhvD1iDqSH/fx6Q+rT0T2NpvG/wwOhRXicWrBwdHSmVSml9fV3Ly8vmTKgC6vf7VjLoTy89PDy0SLvVaimXy2ljY8M6NeIIaHDknS0TyMYKh4cld2w+jpWfnp7W7u6uMpmM8vm8yuWyJFkqApAACAIQkcaKRAalagjdcHI8H5oZKEY2J6WnvV7P6EaiQLroQm17FA6r4p0Si5H396XSHuX7NJk02m2XTeIdIr/rRW+AGEBIUNMSzJcCNPkdQJx39hjJdrut9fV1M8jr6+sjZdKhUMhSiAgYY7GYisWidb8l7RPU/uzv71sPCZ7Jb2bvyHgez3hgaBk/jL4/94n38V/eyDEesHj8PmMJa+K7GTPvPq0WiURMR+GBCn/6NRFkjU7a1ev1RnrwoCdAEAoYZG0AniXZXoIBxFjjCCORQaXhxYsXFY1GrTwaEXav19PNmze1t7enXC5nbdnv3Llj9gXnAQjtdDqq1Woql8sW4Ozs7Ji4HVGwZxIk2cm8rIWDgwPrDfPYY4+N6DU8IPZdWX0qiDEZGxuz5mzYH746nY51+SVQBCj78Sft6O9p4MaxVa1WS9l83p7DH3nA75G6okM3QlkfXDB3HhxgH2DWVldXde7cOR0eHtoBubFYzPrKMF/0O2m3B320ALIEDARW2DfsezQatV4usEw8I4ETAThj6atAPasbtAGe9WJds08948p69VIASSP+zoMez657Ror/6/V6Cr8P7MqJBSvj4+OamZnRvXv3Rsrt0ISEw2FbMCxajE6lUrGIYHd3V6lUylIykkyNT9VMt9vV7u6uRSJekOsZCvLF0Kycjoo4ig2P8w9Wy8Bc+MVH7hlnEwqFLPdKubPPlUvDyMfT/AAAvnBqRAlcABcclmeeACrk9IN0IHPgdT18SbLxBwDxjOSRfVttj+hJcwU/j89kc8IStNtt65cDwMIZE8URFY+NjWl2dtbAC+JZ5oL1g+Gh/JJnZc3x7jgZNjyMF+MMsPAdlUntePDo00MeFPs15NMP3J97kq7y8w5IJl0KSAGo/+hHPxphIVkDPvr2UZx3PiftikQiJrBHnB+NRkcaL9KQq9sdHGYKk4hNwOExJ6y3ixcv6pd+6Zf02GOPWSfs2dlZra+v237qdDp69913tby8bPOfTCbti2ZnklQoFHTmzBn9+Mc/1urqqt2P9BEH9DUaDQuWANy9Xk9bW1sWbMDIUmCQz+dHAJc0sH/0/oBh9ulCwBPsJYAhHo9rY2PDROaUZlN9JMkCKW8bCCKkISgec3MFEONkYdJLaEkAjh6AHBwcWKAnaQQ4sI5xztjRdrutyclJ7ezs6PHHH9etW7fU6XQ0MzOjnZ0d1Wo15XI5E2J7nRwXQmXe1zfnjEajI518PVOBzWccpOH+8lpDP04eTLL+ANn8vgcXwWfFXvogi/H34+ntjf+eZ6zej1TQiQUrs7OzevPNN/Urv/IrJhCjTXWtVrPWzGxGBp/zNXq9nrUz922W2UDkHdPp9ADZH5+XQmVIpVIZWVidTsfAUavV0trami1C0lPhcNjU6JTM+tQUEQmpJ6hUHzkQ0RwcHKhQKBhSptstlKVfnIAPNqRf0J5Rwdl57Qqfy+/5w/M8sseQAfi8FgWnibAUR0yEAkCDtQjeE2NKBMyXT5XwuT7KS6fTBj5OnTplICObzdrv1et1M8j0b6lWqyPP4XVCAE8/N0RUnkXx8yqNVh74sfc6Ip+DB9AyF0Q8GGav/vfsHOsrqKUA8IyNjdm5LLBsu7u7+va3v21HBwQNEReVUTin94v+fRTXxMSEQsdrCuCGJqVarVpfmWg0qvn5edtnExMTVrVDL43V1VXt7+8rn8/rgx/8oP7oj/5I1WpVa2trqtVqunPnjtbW1ixl0Ww2lUql9L3vfU8f//jH9cwzzygcHmhJyuWyZmZmdPnyZT3xxBPKZDIKhwc9WBYXF3X69Gl95zvfsXVDyWw4HNa9e/eMTc7lcibO3N7ettOyqXRKpVK6f/++SqWSNYpEx9ZoNAwoe4aCPQsj0u12LYA6OjrS3t6etra2LADB1npb4tPFaD2wxdirdrs9AlZisZhqx+fzEGRh/3Z3d60LLGz55OSktra27HTr2dlZ7ezsWBNAUsqI6peXly1FDRt89+5daxK5ubmpixcv6v79+7p79661wcdH4Cckmb30zK/vpeSrmHzjTbRvHhwgduc0a398iT8jyAd32B/PmPm0DkATRgXw5iuJsKEepPhg2YMibFZ8zM/Yo7lOLFhBNFgoFKzqgcVH9Oije/4v2LnQ0+UovVutli2MeDxum4LUDGCDycKQEY37EjOcwtramlKplH0e4AnAIg3V7IVCwcBAMpm0Y+F7vWFvGGm4MdgUUL5B/QkOBzYEFsH3A/BOynet9ekfRID0SvGLXRo9vwcH63OiPpJiY/i0EkaO8fT38SDFi+n4GZgySs+9o282myqXy0qlUsrn8wZuMpmMTp8+becwbW1tWXqHtRMOh61KgjlmfHhuDDHz6jUewXSKr86RhmenML/+T597R6joQSKaCg82eTaAtx8/RH8+L95oNPS9733POrQG9SkYKn7//w9ARToWsMfjVraMyBHBIwFPMplUuVxWLBazyjCcGOAbrdLMzIw+8IEPqF6vq1QqaXNz0wABIn8OsESs//bbb+v8+fMqFosG4rvdrjKZjFKp1EhUXiwWdfnyZYVCIf3kJz/R7du3relkJpOxDtvsK45tGB8ft4o3r30DwBAMISTnyAefBvNsGw7Wp1l9sAPwkwbOOZ1O235Hv0cQgi2QNFLJ6DvYVioVJaenlc/ntba2ZhoeNIUcYcHzcMoy94M5kQYsTa1W097enk6dOqXbt29bSg3mFLaItb67u6u5uTlNTU1Zap89Pz09rbW1NS0vL4+k1mHg6L20s7Oj6elpScPCDWnAvJBqBiAyPly8F8AE+++ZFj47yNoAZHw6yDMhBNmeUfEX6STP5EjDHix8/vvBsp5YsAISJFIAQPT7fWu3jM4A8Rmsx+Tk5IjaHTGqFy5y/93dXe3t7RnNGYlETJCJeIo8JMaGCeVQKpwF1TNUybBocQroaXzJKdFNLBYzYAGVHIvFVD2uaJBkKQWf7mGR4vQANzyrF74FUwt+8bLgWZT8vr+gVoP/z+byoAYnyjNBx+IIveDPG0l/DzawBy9sbKK25eVlM3DohtANsMHz+bz1jPDMBW3EYSkALQgKpdHUlxfPoUnxoDQ4pkHxm79IRXj2yguOmSdf9YHT4N0Z44ODA62srBiQzuVyCoUGGq779++PiCCZM69PCQI0fm7sfYimHtW1v7+v8DHbmMvltLOzY6wE782p6QcHB8rlckqn08pms8pms8asScPGfKlUSs1mU41GQ9vb27p586a2trZMCxUKhUb6nJw9e1bXrl3Tz/3cz2lyclITExP60Ic+ZL2ApOF5Xr1ez86xevzxxxUOh3Xt2jWL2jkXiH4/lUpFCwsLtgZozObL9NG/4ITYe2h2PLCA/WCP+3b/zWbTer741hHsCbRZACevdYLB9DaK3+XCdkYiEd2+fVtPP/20dnZ21Gq1dOrUKW1ubtq8sT8BKtls1g6ghQkFULCvsS0Ef4Czvb09Y512dnb04Q9/WH/913+tM2fOGOij9QGgjef2qZVIJGJBNfsclh6WmuAXXYs0CFBozY8+xgd7zAuf7cfL2w3+jo0ESIXD4UFV3PEhjPwfLAp73Qey/F0abYr4flwnFqzAELAJqITxkTkndUITwrAQQfg8PyyKj6iJVFHbw2p4qo7JZKNMTExYCgQEzufiXGFu6LXi2QmcjUew5KM5uKzf7xvDQRTgFyQRsN/wfiFiRNgsLH4vmPW5TIDT0dGR5aH9VxAIMY5ekOVZEN7JAyDewav0o9GoVdoEc7sepMCQeTaHd15dXTXWDOfqc+i1Ws2EqZRZe+aMU12lYXt832PFV/Dwu7AlQQEqgMLPCfPshdeeZvV5ZKpEJI3ch3UKuIMhoFfD4eGhpbbC4bA2NzdtfoKVBj615oEVz8Dz8mwn9ep0OuodO1/fWNE7HJxxtVodSWWSTqxUKtre3lapVFI+n9dTTz1lgBI2anJyUpcuXdKbb76pvb09LSwsaG1tTSsrK/rgBz+olZUVvfnmm1peXtbMzIxOnTqlRCJhKVt71t6w4Vs2m7VTfQHR5XLZbA6ViBw3UqlUbL5IWUrDrtE4oX6/P6KtI7XCWoBx4nNgUGCe6/W6zp8/rwcPHpiOhmDRA/ag0B6G8GGRv3RcxRgK2WnxPFuz2dTZs2e1vr5u44U/oAjCBy/cs1araXp6WtPT03rrrbcsfb+zs2NneIXDYW1tben8+fNma27duqXPfvazKpVKWlxcNNvNYYXe/viAhGeuVCrmHzgQ0qeyotFBBRinNiNR8Cll7u3BkWc8gv7A/z+2BL9IsEygHdQt8exBkALbIg1Pk9f7ILY/sWBFkqFfDisEPJBOoAcIUUetVhvRDGB8KSHj+0wKTA1GngiA8l2ctO/hQdt30knkWNksiHZjsZjRtL53A4sdOhU0Tot+7udPfQ6KonyJsl/IIG2AHsDMV/swLjhjDAkbI/hZjJXXAXnNAw6RccVQeYEbUaTX2WCQAD+enWGOg6DHi/V4T9gEAAhly/1+3/7N0QVBxglNydrampLJpDKZjDKZjIrFoqXFKpWKlUoTjWJ0GRMvZPNGjOZYzBdgx6fI+F3e3wMjz4YwBgA3jgQ4PDxUqVQaKbH3ziK4F/x8SsNGiKw9z4j5SPikXf1GQ73j9T8ei2k6mRw0j9zb09gx8Ov1++roWAfQbOqw19Pu2JjysZjGolEdlMuqbWzooFZTfmZGR5WKJnI5RQ8PNZtOqzE9rUKhMGgw9tZbyk1N6X85e1aZSETvXrmizdu3dXFhQet37+qNH/5Qzz33nPLz80pIinY66u/vD+Y4FNJBuWxzP3Z0pLGjI12Yn1er1dLq6qp69bra/b5yuZwSqZR69brGOx1NxGKKHh4qCTtSq2ksHlf/4EBJSaFeT5mxMWWPu83ubW5qampK08mk4ugVDg+lTkeRgwOFWy2F2m1FYjH16nXpuCfKZCKhsaMjqdFQMR5X6fg4lLik2DGgT/R6Co2N6ajflyjh73QUQ7B+dKR+r6dQODxSDXTz9dd1/vJltVotZSIRHZTLKh4Hp/tbW8ofP0tEx4xrvy81GkpFo+rv72s6mdTR/v7guSMRjR0dKRuNan9rS4leT5u3bysRDivWbisTiSh67HhrGxtK9HpayOW0srKipKRENqujSkUVSTOplA4PDhTRaLqX4HRsbEyxcFjRUEiHzabCrZamJicHgI9jEtptzWUy6h4dKdTtKh+Lqbq+rrFUSuOMeTis7sGBUsdzNKYBaG0cFzrEEglljoPgKODo2N5EXDDJ93X8ntVqVZHjlgb1/X3FxsbU73Q0Fgop0usp0u2OvBe/Hw6H1W02FXOpoLArOFD/0YhtQ/1gkuqEXF/96ld1584dffSjH9X6+ro5PVIZuVzOgEMsFtP29rY5cqja2dlZdTqDMuCZmRnt7+8rGo1a3hdxGREBepfDw0ND0kQpgA3fcRbngWMkZeU1FfwujhvHjOPH8eHQgoDE6xZgTnCaQYGUr+wJpns8WPGVA4ANwEqpVLL7whzgWAE/lIt7hmRsbMz60OAQ/e9RNcH3GT+iWbQmgE3ACffygIa5QMsSDoet++zS0pIdTkklBfQ5Z5owlh5gtNtta9qXyWSsGgDmjbSPB1seqEnDdAHz4KOVrjMMrA2Aik/7ecaD9IBPSaTT6ZFy5L29Pb366qt2srAHjNyXz2Y+ASjMM8/lU5KkRb/97W//39zB/y9eJxhk/ez62fX/+WtrSzrW5/zPvE4ss0JHyVqtZi2sMaqcCSTJDOvh4aGdqQGlDlggXwm1hvi0Xq+PqKKh5BA3ZrNZVatVc3T+gEB/IXYjiiWlAuKFFsThccF6+FJUrzDHkfrcpTQq4OL9PODhnl5/Ap3pHRUO3aeBoHM9dewdaqfTsWZSOH6fLvLpIJ6VMaWvgTRsFuXBF/0nfErI/1sa0qAAAapXyP1Wq1VjppLJpObn57W3t2d5boS4AE2oajrvAjhhzbzY0DMNPB+MDrl6dC801vN6G1gVn5Zhvv39+IL94VnpvuvnsNVqaXNzc+T5gqwYjKFnVYKiac9mcXkh9s+un10/u352PcrrxIKVarWqxcVFvfbaa/roRz+q27dvW+QOtR6LxexQOZp9cWgYOVUcKSIj/l8aRujSUDCKMIqTP2EQgrlUPgvH6fULgCLEo4CJUChkDcbQoxDhS7KIGZYAh0fpG2fv4MyCNL/vngrY8c8DW0Lu3uspAB0eTMAceI2INHCGgALEnjS84/lw0AC7eDyuhYUFO8+J5yYd1u/3R8qc/dwkk0lr4e+fF7BHuSnOnXH0VU6wcADaRqNh7+vFcqwF5ow0jAcIfjz7/b6BXsAd80NlDsCM9/KsiweV6A280A4g1D9OAfT7fe3v7yuVSumNN97QD3/4Q/tMfof78nefJmT+/Lx6JguWyYPtk3j9H//lv+hobEx7e3tKJpP66Ec/qm9+85uamJgw8bsfD+aasQnqo5gvxK4EAMwvKUN+j15MCL3ZD+z5XC5npeSSrIElTCC/5+0Mtiyfz+v06dN64YUXtLCwMLJmvB1KJBKmA4HOJ1jy65V38IJNr3Njj2JzuLzd8uPoWWAPvNlnoVBIY0dH+t//+3+XJP35f/2vah7PBeXdn/70p/WNb3xDFy5csGBB0oid8mlYLs9m8owEan5Ne9Gvr4Rj33tgH4/Htbq6qunpaWMq0+m0HUIYDodNjCvJWgzwzq1WS6+//rqeffZZScMmlzDd6A1ZVz6A5p2YL5/q939nbNCbcG+vSQnq/QhqCUIZRx/4mKzg6Ej/23/7b4NBPRZz/8++TixY6XQGB8jl83nbrAAOWIVweKBsr1ar1umRDYk6noiUzUP9vRec4eQoW/bpFd91FmfAYkZVLw0XnM/7Azg8i0H06tM+vkqGn/OiUzQ0U1NTtpkod/ZpI54bIOJBCM/sUyf83MPEon5D8G/G3L+vTzEABIP6EmmYiur3+9rd3R25F/fjeX2Ez3199Y1ne0hblEolFQoF6xXC+1ASenR0ZGLbZDKpQqGgTqdjDB3GzxvwYAmyZ1n883utin8PgJf/OT8XD/vT61N8Ss0bl2w2q6tXr+qVV14ZcYRBTYoHyTgMDCCsUpBN8cD7/aoCeBRXKxxWf3xcH/zkJ/Xiiy/qx2+/rdzCgiSp40CKr8SIH4Nc9XpqByrhzBGPjand70vHY3l4rP2KJxJanJ62dSBJ7ePUXv84QFhbW1MsFtPly5dVLpd1eCwwPzw81HgioZakUCqlo+O0XyQet++hk4iNjakVDuuN27f1v/72b+vrX/+6zpw5I0Uiavd6ihx38+52u6p1uwolk+qHwwr1+2odHantHHLEgZtQdPT4iI4kRaOKJBLq9nrq6ljbMzY2YhN6vZ66jumMRCKDsYtG1dOoo1UoJDnxL9dBJKLD41TuWqmkX/jEJ/TiT36iufPntd/vK+SqejzAlI77CzmNHZdnMtF/hN35aqFQSH30fNGohK08ZtUR1U5MTKjUaGju/Hnt7OwM9mYkovbhoSYKhQFg6veVyWZNyP9ga0u5XG5YphyL6fQTTyh03Nqi3W6rctyF19LKY2Nq9nrS2PDsrs5D9q3fzw8DKuHx8cHcHfvIbiDg8Fq1sURCnWM7EE0kdHAc6PniDw903OA+ZMf9P79OrJwf8JBOp/X222+bo6NzYrs9OHys1WpZAyJJ5sjpJXB4eGgsC30HABzj4+Pa3Ny09tRUkTQajZGTSXHK8XjcnCNCx1QqZSJQgJTXDQAWOMSMyFqSRU88N4vSC2NhYDAqlN8SCXhKn8+TZOkRmBSfovEVTj4dI2lkIwTFrkEgAWBgIzUaDd2/f9+Ant9MsASZTMYOFgw6cm/oPUvgoyicOKcmA04Q0bbbbWOvYMp8oyzGj7VQKBSs1BfBMe/kqzRgVs0qpM0AACAASURBVPjMIBPl2bcgEP5pY+iZNP/7fn356h/mJRaL6eWXXzZw7Z+BeWNMMdjMrQeQfvy5GGd/SvVJvOr1uiTpxRdfVLFYtD0eXGfMBWwr+1R6ryDcjzXfp7SVBm1+fKkMCYVCqlQq+sVf/EXNzs5aF1gqW7wjwj6wxjw76YOXcDisH/zgB/rgBz/40GdjPfk9CNPHughq3fiMoNPnT9agtxV8Ns/LuPnf5/MJjvgd/zOzs7P2Xvfu3Ru5/8OeCxv5sMDBBx68H8/lWRgYMOwV8zc+Pq6rV6/a7+zs7KjRaCidTqtQKCiZTFpFJ36KNPzh4aGWlpbe896nTp1SvV7XuXPnrCCEYMjPL8GQF+T7sm/sjg9E/JwTsAbHw48TrK+/F4wM4+bXP5/1qK8Ty6xQDscJy75VvjQ8pZYFSNMkyo9JAcC28H0EtVRSIMgFTUejg/MhSNWwYXq94Vk8yWTSDkfzzcJ8B1nP/vgFB2XoUTVAi8idMm36CDQaDUnDA8p8VRFOj5JjFroHJ0EDzeaEvUG8yWIHKDHO/J9H9Vw8BwZqb29PKysrRt/CcEEVe7ADYAjStt6Qcl+fToE98p0ifcWNdzBBUIHBBORR5SVppAILA2TRkWPMGCPvzPjsMRd58gwIapmvoKjVs3meYfMpBN/TxQuzfTl1UB/j590zUjwrz+3nF5DmhcMn8er1erp//77m5uYsdeONux8XSVbeDMsiDQGoNJxf1hIAEpsCG4oomn0Vj8dVr9e1vLys69ev2/pMJpMjvXlwFjBbPkBhLkk/sl4mJibUaDT09ttv6+zZs1bdSDrIV8r5wMY781AoNOI4+Tze348TNoOgy6d9PKj3YMSPeVBvxtVsNtXa2rK0F0dC+Llkf3Av72wB5LCFHvRx+efELsB8e/aXQycXFxclDWzUuXPnrB8P88C88yz7+/sj57KRmiPwoDXFD37wA9XrdetCzJ4DoGL7vb317GtwbwfTNZ6J4ed9kOwZJ37XAxZvuzzwG4bDj+46sWCFczpSqZQWFxfV6/UMIDCIOB7O2WDjsaH94YBsMiqAYFIwGlSD8H1pMFmUHnNfDAuoXJKJb3FCgBZfZgugkWRGBqAjyapPMC7eSdMTRJKVcIPsw+GwaTKCjilo7Hg+ovdgRBWMPNjcQZaEy6cd/FWpVLS6uqrl5eWRXg6+hBwWgbOReG5v5PhZnoFN5zut+nXAHHuDxPjwPl4LI8l64vR6PWshzp+weDhwNjRz6lkMD2o9iOSZuQAavkulj1h5X1+eLsnK3DF8rGHey7NQI5StG1v/8zBFwUjUr5/3I5p6VNfMzIzS7r04IRgmNAi8d3d3jcUIH6ckarXayJr0+wAGVxrs3Ww2q3q9bo7y6OhIDx480MLCglXZ4dQWFxe1vr4+0rSMii+vH0KTxs+wVnwDv4ODA507d06FQsE+A8eN3s6DYy7WJGkS/s7lbRDv7p29BzuSRkCCX0cPA+7cjysej6vjqu3Yb4AoPo/9zbP5VC+f5x00n+NbBrCPsOcccBiNRu0wylwuZ+zt0dGRyQ8SiYSlenyvLRhODimkMSjPzDExjUbDjkmgIpUAlXELito9E8UeBsh6oBJkDb2f5Pvenvg97tkYfw+/Pzx7/6iuEwtWiERLpZKmp6cNdeIwWCDRaFSbm5sGQpgM6Nlms6nd3V2LOg8ODqwEmYiaiwnZP+5/AF0GUKL5HBoKmBeciDTcML5BGwYwKCz1vVAwGGxCjJWn81j4LLpgV0MWs3dM0mi3WU8Ne5bAszbcj3SAByQPY1ek0Rb8krSzs6NwODxy8iuiz7GxMesoWyqVjGF52MYMUpBENoAf79RhpTDOnmnhHajU4T6MCakYf9wCTeQAor45G3PmHX6QvZCGETmf7xt2BSMfxhHAilYKpwbN/M4774ykEoPpJT9WGH5+ls8LAhP+3wPDk3yVy2V1j1Oh2WzWdEs0y/JNrzxIADhwfhDj9+DBA01PTyuZTNpneMC/u7trbBjzyQGa7G0Y1VKpZGuHeYeFqdVqymQy73FaBBh+3bI2PBvjWRTmnT0vjaZlWLewsn5f+7QrDj+4zoM/60G8X1NcPlCJuPXFmHnxL+PDe2FLgynOILPL/imXy3asCZ8BMMCOx+NxXb58WW+99ZaSyaTa7bZVJAJMCF6x35LMh3Q6HWPjkADA7jQaDU1MTFhDU+wKdpyjQxqNhtnyYLNQrofZF2/DvS33oMPbFs+4sc79fYLjypj59gqP+jqxmhUASavV0u7uriFZJhm1fSaTMf2KNNAgcC4MwCGVSimdTpsGgIVKq30OtyNi9ZQ4x8r7iJb+Hb6clwZjpI+IdqEGMVoIdtnYLD5y6vSN8T1QpNFqH2nYt8M7Xy6eCcOA4wMscE8vwIUJwCj6PiZsBL688ZNGqwC8wyyXy7p165YdIAbTxFik02nNzc3ZwXH+Xlx8Nq2+KS8HWPnnDtKbQUfs2QSiUr6HiNnPGUaJc2Ky2ax9fqvV0v7+vpUqc3+fBmAOgsCQM6SYfzRRkcjgADl/ZgxVUDzLgwcP9Prrr7/HqGFsPLj14xjsueKZFB/NPkxsfRIvGBQCkr29PXMgwfdnbzA+pF1v3Lihzc1NtdttfelLX1I8Hte9e/dGnL1n7mjf7oMMdGc4C/RUML+kYFnDFBR4h+hFjz49C1DpdrvW1RWtEWsN5pGAhf3h9wFgg+fxzySNBiK+itA7OP93/vQ2AhDIvvBrDC2NZ1mxwQDGfn+0F5X/8sUT3W7XjiL48Y9/PPL5nlFmD//Hf/yHMbwHBwcqFotWhOG1afwOmsV2u63p6WnV63XTUGJTYGm73a75IZgn5nJsbEylUmmk7T3Bb5DV8kAT+x1kP4OpItaft+/eHng76VNsHgAGmbRHfZ1oZoUSw1qtpqOjI33sYx/T9vb2SP4NapTIulQqjTT8kmSlgNJQuAlly6SgQ5GGGw7WxCNuT8GxaABSflJ9FM5poTh6jKgXvvrPgkUiD+5BizRUfvsrGGkHFx3vyrOzIfh5T1tKMkCHrod7+7GBoub/PILHIezs7CgUCunChQsjkRsGkCiGd38YYwN4QpuE0JXn9uApCAJ9lBCMSvzY8S4Ye1Iz+8eqfcYKoEWaAAAJEPYGmWjMRz+8E07Tzy1gB2YHBoBnu3//vl588UXV6/WReWbNPuzvgBQPTLg8uMMg+3Xl01cn7RofH1fiWMPmwQJr0DuPYOoNB/L8888rn89rfX1dL7zwgorFon7/939ff/iHf6ipqSkVi0XlcjkVi0Xt7e3p4sWLunXrlvL5vDqdjjWxZJ5IbXCEA+sffR1swuzsrEqlku0tHCWBDg4a3R3O02vgfKUXeh2v1/LOTBp2jubyjIp3ngQ40vBwPX8f//ue0WR8LahxrHCr1VJ0YsIOagQ0+pJsxs/PHywGqTHOJnrnnXeUzWZ1+fJlJZNJ3bp1y8qOsU2RyOAcouXlZZXLZeXzeZ09e9ZSTePj49rZ2VE6nR4p3+bQxH5/0P5gampK1Wp1xO7TrwlAxHhg4+gB1mw2lU6nbX1wcKZPszF23MMzSp4dAaBgT3zQwj2CAV0wFcTn8Bk+1Rf9WRrop1+eFWi32yoWi3r11Vf13HPP2RkMNGybmZlROBy2ww2hZZmgyclJc0IYJJweQCMSiVgPDhwQ0Y0kY1xgCTA8/Gyw5IucMRvNVyv1+33TuaRSKTMs/hh1opvgRdTvnZE3LBg+LzBjgWIwgmekBKMinzLxKQTPTvBvDxS84MznyiuViq5cuaJnn31W+Xx+xJkCep588kn7TI5+Ry+UTCY1MTFhVV+nTp3S+vq6lXlzsGUmk3lPrtb3MvDvyPdwHP5nMJKkGRuNhu7du2fRG6AVLRH38Wk5H7Wz8VnTwRQLRteDWVJapVJJV65c0fXr1626zeenoXm5p++M6yNmTyF7oOcjx4ODAzud+f3IUT/K6/DwUB0NQTTrTJI5PZ+e8w683+9re3tbV65cGUm91Ot1fetb39Kf/umfanFxUYuLi/q3f/s3/c3f/I2efvppdbtdOyGYlIM0dFTorXq9njUi9Pqrg4MDJRIJraysqHBcFgtbEmTJKK0FsFBswOd6IMsFOCJo4X09mPag3zsvbI7f17CGPq3gbZFnl7xmz0f+/tre3rYD97DD3Muzwd6OAzYBLNFoVM8++6zpiaQBy9bv93X69Gm99dZbxrb98R//sf7hH/5BMzMzxphfv35dU1NT6vV6mp6eHmkr0e/3jcknxTM5OampqSmtr6+r1xv0wDk8PDRwg3wAAITP6ff7unjxoh0lA9PmdXeMU3AePVBhHjwQ82y8Z6SCbGyQwQle3Lfb7Wos8AyP4jqxYIW8JYuTmndASigUsoXDpHDsOxsDx+4rZYInG/MnG8PT5Ey+13F4p8QC4OclmVDO5zP5XRYO/+Y5Hiau8tQ8BiBIq2LkoHgphfSOCQcYzEWyoLkPBsFXs8AAYFyDUbevIOCzMGYIl70Q7Pr16zp37pxmZ2ffw/jwfrFYTFNTU0Zt5/N5E1r3+31dunTJhG+5XE63bt0yQBEOh1WtVi3FgpH3bAfvxbz7seCZmBMcVSgU0vT0tFZWVqwbLi34YX4Yw2D1ULA5E1FPp9OxcmuaQaHB6fcHJ4tvbW39n+ydWY+k93Xen1q6uruqu2vv7uqF3bOIs3CGm0TSlCDBMWIL9AZDgIQg18lNBOcbxBe+yxfIZsCAYUM3UYIkkONAtkTbkEmLokiKHM6Qs/S+VHXXXtVbrbmo+Z06VWRyZQpowy8wmJnuWt73v5zznOc85/z1wx/+0E6gRVztwdi4rsnPMWBznJljDDDCzB2fxXz8MqjfL/Ly1Db9LcYjUeafuZqentbt27dHIlDYkHK5rHg8rrfeekvxeNz2yje/+U01m00VCgULYFg/VInADmJrvLCeKkOcGtWI3IMX28IQ0XQSIACw9z2G/HxKQ+DmNV6eGRkH+awZn/r1e8hfPjrHJnrWxgOiXq+nngP2oVBI7f6wkMCnqnzaBofuUycrKyva39+31Avgj3QuFVG9Xk8PHz60U6lPTk70/e9/3xpFVqtVBYNBXb161Tp01+t107Kdn59rcXFRlUrFbO7ExIRqtZo1umRePFs5NzdnKR7PlpycnKjb7drBinRAHw8Yxxlg5o/XMhaeLRwHih6Iej/C+8ZTRP77bG38ElLDlxascP4MjpyeKx988IFWVlZ0dnY2QoXm83nbsBhijDAVGOPpExYWJ/+Cor0DB/wQ7fI+NpHvVIsD9NE2F9+PAfB5ZR/9+woAUDWMiQcSgCtvNEghjEfyAIbxqGg8JQDY8AI+vovXME7egPCs/jOk4QGQ0vCcoK2tLetF4CN7P1ZsSpiuWCym2dlZM05//ud/rsnJSe3t7SmZTCoQGJwbhch6XPODk/dMExvYRxk+oiONxzMEg0Fls1nt7++bdgkGiajZPzv3T9QESPXUNRomxtz//fDhQ7399tsql8ump/HGzoNR1vR4qscDlXGWza9FT9l79uEyX91uV+GnzAX2g/Xq9wzO1Td0/OCDDyyw4ETr2dlZi/oTiYSq1arW1ta0vb2t2dlZScP0C+uC0n2CDj/GPsgh5QuT4lk91gr72f8f0IOzwbHWajXF4/GRwMuzhDwnttWnBLyj9WyJD+B8alMadag+CJFGWV3P5k2440KYLxywpR6esjv++xk7xuLdd9/V6uqqCVkJJqempqxwgPm6cuWK2R/S+t1uV/v7++ZH0um0JI2cio0w+ujoyNYKtph9QlpXkgqFgp1LR5ANOCTIDoeHZ9R55vPzgDT36QMLD2Z9Cucz6ZsxoOtT997m+cuDSl73y7guLVjB8LMwObJ9YmLCWlU3m02VSiWVy+URHYM0BBSADIzV+ATg5DAy9CqAGQGxU8YqyZwioAgWJBweHAQHipZGyx35P8/nNQFoLzy74gHJuENhQXuHNJ7WGUfS/vLsib9CoWFPD37v6d5x58vCBhz6MUZM6yncfr+vw8ND618wOztrr+M5POshDYzFjRs31Ol09ODBA8WfdotMpVLm8P1z0+qaaBqj5xsuce/eKPvLV1D5aCWTyajwtCeE77XA/UNJk9PGcKBhIBrCqUAX+/Esl8v64Q9/qHa7bYcpMib+gj3xaZ/xNcHrvAHzjJgHjJ5ZHGdiLtsVDod15tJZzCeRKQ4UvRuaqHZ7cM5XKpWSNNynJycnSiaTqtVqKhaLWlpa0ieffKJ0Om2lsIVCwVIH3vn4vi2SbO3g9Enr4Lg8C+f787DnWdPYRdISsIqrq6tWIelBOWlM/xl8v7cHXnzpgx2v7fHrSRraOc/QeFsHK8JYDGuqZMDQa2DGnTf/9/ZWkhKJhAlTEbrCsGAjsP3xeFz9fl8rKyuamprSw4cPdeXKFTuzLBqN6uDgwBh77olmoQBLvqfVao0crsuftbW1ka7byAnQvlUqlZHv29vb07PPPmvjwed4hkTSZ8aaP55d9Qwpr/Ul3z5oHmdkx4Pf8UDui74uLVjBOHstCBH9o0ePFAwGjV1h0bChyC/DnAAiMDx+ony/EqIaSQYcoHXRCnBWB5/FoqJmn3tnc41HCZ4SlUareqCp+bzxvgIgaX7HPUkaMWYwLCx6v9AwWp5d8Qvdl9Yynj5V41Md/JyL5+Re+L/PqXI1m019/PHHWlhY0NLSkhYWFswAUWHjrydPnui1115ToVDQ7OysMpmMiVrL5fJnIlZfmsocAEp9XtgDAM9kMUaMv0+DxWIxqx5gTHxa7fz83FIP/j64WI9euAz43dzc1HvvvWcl6gAInstHwtwzgIfx9QzM+DNirGBrvECZ5/nHkAbyAFoagknPfvkqMmnY9ZZGlJQ046RoMDk1NaVCoWBAJRQK6fDwULlcTo1Gw/o0ATY8Y+X3XTQatbOLxllZHEoikTAtG+AU++Dn3pe+kr5gLv268NE6//bAYpwt8U7RR/GsQX7GfvFgxbME/X5/pG9KaIxJ5bl86s47WknGlDBG4XBYmUxG7XZbtVrNWCyafqILbDab1iaBVE6xWNTa2pp2d3eVSqVsbufn5xUMBlWtVkdsN53EJRlrMzMzo/Pzc83NzVk1pyT7Pp9iJK1EAO1Zs7t375rNYC16m89c+/Xrba9nm1hffAZz5G2Un5/PY2488+zn6Iu+Li1YYVI80r+4uLCoxkfJUHfBYNB6GoB4KXmdcpQwkS+5Qhr+kAaq1+uW76dUlc8HrEijtftMNIAF4+IdtHfsPioHIIB8fQXHOHIG7fvojc/w0T4CPO4FozxegfR5js873nHRlqcW/e8ZCy+4ZSP41/ir1+vp8PBQpVLJ0iapVEozMzMqFov2PjqANhoNJRIJixAZp2azaYeIZbNZA6kYQQ/qeJZxytUbCQ/8/DxAFVMhwPcwZ4AZjAA9amBSqAaYmpqyU6H5rkqlYmcX+TSOZwH4bL8WGV/Gyo/t5405QIUonvd6Ktk/w2W9Op2O+o6q92wF+51u1r3eQMydSqV0cHAgabRDdjAYNDFrMBg0UTwNwiQpk8mo0WgoFouZ5kGSNRfEFniHQ4pAGjIaXoSL0/RdaPlc/1r2sN97ABoc2fhe96yc/x3OvlqtjqSqpYGNicfjdq+Aeg+Ox1OS/NunjAm4uNgD4+/B5vNeTjEHiO7s7KhYLCoYDJoWJRQKGYjgeSKRiKanp3V0dGRs+MzMjO7fv6+1tTVL852fn6tYLFrKLxQKWcNNxpPnY8/0+/3P9OSB3YCVYr6QGwBieK3vIDwOFjzb8XmAg3+Prx/Pnnig6d/D2PtUG+8f1zn+MgT3lxassEGl0UqOcrmsn//853rjjTfMySF2AnBw3gaVG91u16JhnCxMDKDn5ORE/X7fSs2kAeDBuPM+StdwVLAY3mF72pWF5kuApSFzJA3b6GPQSLVgDDz9S5SFA0RYymLCCIzTx14Hw4b3tKs02l583DlyXzwTBuzz0Lh3fvyM7yea8M6w0+no/fffVyaT0Y0bN5TJZJTL5Wy+crmcMpmMKpWKCoWCrly5YunAs7MzpdNplUolAxMYCs7waDabRkEzTz5y9Jt13Oh7lsgDxrm5OW1tbenk5MTG3OulcGY+JchFKTsGeDxNw1r3KTF/hUIhM6a+XHo8fePvmctTzOPPxbz6NOBlvVj7PjpnjtnrjAEOrtvt2t72Y9Dr9cwe4VQISkgJn56e2qnJ0lC/AiDAAQBAia4Jdsb3rwcIno3xTCpML2lCgCvaPdZ2q9WyyJ9nW11dtfQEaY0rV65ob29PkUhECwsL9r04VZ7h6tWr+tGPfqR0Om1pT3+/3gEyfsyJT6lyeQaIf3smgefwlXWk7UmtttttS9NRzk36p9VqKZPJKBgMqlgsWqFGNpu1eTs7OzMdGYw+qRyePR6Pj7S3YF2w52ZnZ63LOofWYpMAOgRZgJezszNLC/G80oBdppQ5EAhYlRnsZyAwaKtA6TOgyLMxXnvobYRn5pgr5ssz7Z5Z+WUELpcWrKDi9uV/bLyTkxM1m01dXFwokUiMAAY2N8LLcrlsyJXqolgsZlEsHU+JrliA3AMH4XH5iFwaMig+csJZsuGkoePw0TcX0XMoFLJNQ8qCxUc1CBf/np2dVafTGdFOEDljYGESPAvDPTK2/NzTuhhINrBf1FwekHH5lIRH5NDjpB48w9FuDxr73b9/Xy+++KImJycVi8WUyWRULpf19ttvK5fL6fDwUNevX7dNHolEtLS0pOXlZZVKJRu7RqNhh1gyfxhW5rHT6Riw9fS3p00xIBh/niGdTuv9998fiYgwEKQrYVLm5uZ048YNE2IyZrFYbEScnc/n9dFHH1mbd++cGFMcA1GaB1akjnwFGQ6A7/VpBt7vDTLnZHHvl/UKBoNqPXXM7CH+9pE8648gZGZmRslkUsFgUMfHxwZaTk9PR0B2JBJRMpnU9va2dS+lLbs0SClRIou9OD09NbaGOfMMGGBXGvYw8ft2nKEAPHnmxYvhsQuxWEy/9mu/pkKhoA8//FDSIEDgLDXASaFQGDlqBFDAeoVZevTokW7fvq1sNqutrS0FAgGdnJzY7/364/496JdG7QK/8x2ovW7Gg3jA5cnJiVZXVy1YQGvE2FYqFdszsVhM+XxerVbLWJPDw0PF43FjXvkegrJms2l6k263q0wmYz/DLgNEWBPd7qCCMZFIjBy5gt3hu7CzsD/SqL9rtVrK5XJqt9tW3cmhvWiO6MAO+PRXvz84tNWfV7SwsKDHjx9b/6Zx2+D90Tj7Mv77L+q61GCF9vkMbCAwKG392te+ZouU5m7xeNwYiZOTE9MUUHpLeoTNOb7AMECUG3ujwaT6yZVknS7HN6IXPPpogvd65yENo0BJmp6etmgNHYv02bbtMDW+lDocDtv9e8qV92P8vNH2EYzXcvB+n9v2zAtO2lOL0tCY+HHx2hiiep/TZUzW1ta0urqq5eVlVSoV0xAQCR8eHiocDqtarer111/XycmJ6vW68vm8iQrpQplIJNTtDs5k2d/fH6nw8VEqhoP/M08YS+6Z+we0+HzxeNqG55mYmND6+rpyuZz93jtLPod0zMrKivXX+MEPfjACLjB6MB9E0T569ePs2RIPUDzz5T9bkrGQ/OwyVwQxvuxfn8v3LCjzuLy8rOPjYzUaDZVKJeuAy5zNzc1ZWo9midVqdaRpGO3TKYcl3dHr9WxfE12TWsDGeXBAoOG1GtgMH/nCKhNQTE5OqlKpmJAzGo3q2rVrevDggd566y1Fo1EtLi6q2x101Z2bmzO7eHx8/BkxLfbWa6d4VnpcYd9WV1c1OTmpv//7v9fCwsKIfsyPt6XHxlI+0rDtg6969PPJZ56fnyuRSGhjY0Pz8/OSZEw5dpLxgEWIRqNKpVKW6onH43aWT7PZVDabVaVSsZ5NuVxupE3B8fGxHbXAWHh9DWttenpatVrNNGmeWZuYmFC1WrUSc5g8QFCj0TAdDeJ8H1zBfEiyYpJx3REsU7/fN+YmEAjo3r171lssEomY7YQd8/IAD1K8ZvGLvi4tWKnX65auwUlgbK5fv65PP/10RPxKW3wGFafEhqrX68aclEqlz1DCPt3iDbZ3bN7gQe1JwwoaSl2lobbEOzNpdNORF2cDY7RA1D7i5xoHOh5E+cZTvAYGwQuJPRXtI3dPC/IznzsdL4OTRqMe7yR9mghjD63qaV9ej6jxd3/3d/XRRx+NiNTYtLAXe3t7Fhlls1l1Oh2VSiXrfVIoFKzTbDweVzgcVqlUssMjPWj07Alz6wWJXGzmtovWX375Zb3//vsj88vGjkQi+spXvqJAIGDRF+uYz0acyThMT09b5PSd73xHT5480SeffGIUv1+THnj6tNt42sp/J+/ls8ZZMf9svP6yXn7f+IDDsxU+vbK9va25uTk7CVeSsU3NZlOpVMr21vn5+cihkgsLC3ZKvAcQnjGhE7LXMpGGAbB4UOLnAAfi5wZgA6CQZL06+O5qtWoBmwfhoVDIKmYuLi5069Yt5fN5E5nCyrDeuQ+vX/Ni2F5vUOEiSa+//rqq1aqxfNKwn4e///7TIwoYZy4AE+DbXzwX4CGVStl84qB5P8Abm0y36amn50WFw2Gl02kTJsOKUb68u7trzIVvOEkq3FdaSQNRLQACsMgYwqZQCNJut626rN0e9JCq1+tKJBIqFAqWKvIXoAcGMJVKWXUs88HcwJ74PjHoOgHBqVRKJycnunXrlv78z/9c169fH2GJ+Vy+95/Ayv/nYkJZ5D7SKJVKI7k6FgbGhJJVaaiUhqkAbXvhKxvDp0m4yC36Xi2eyfCCKjYC72MT+ojOOwlypxgwTgDGkMJ0+Nw5VUDjQApaEjaG9yK6AuV7AOUZEC+0Yyx8Ht07w3HWwTvI8WjdO1giS2/omIdWq6XXX39djUZDxWJxBDgwpj2IDQAAIABJREFUppzB0mg0VCgULErNZrPK5/O2Ps7Pz63b6+TkpBKJhJLJpDWTg3kDyGFwmSOeifH2RtoL1a5du6bt7W3VajV1uwMxMUe/0+DLjxXrgnHh2TC4zCuO6bnnntP169d1eHio4+Nj1Wo1Gz9SD4wvnxGJRPTgwQMbO8/A8Lpx5svf03gEfFkvn+LxkaGPRHEIwWDQOo8CjHnv7OysZmdnTXjpNS38gU3xrBrifL4XG4JtCgaH59TwfbzPlwbzc0kjAMKLdX3KCFCPLeLnngXAIe/v74+cd+Sd0rhuKRgMWmdWb9e8NiIQCFiDNtJMBGQevHknz3iNBz8AO+yrv5dut2sl4qenpyaoBQDCUhAIdruDqirmG3CAvaQJX6PR0OTkpGq1mlKplJ2eDBOGjff2E6YCzZNP3bI+vH4QXwPLQ5EHwIVUoFVNPfVfiURCodCg6iwQGOhVsBXMjT/7jlQQKV1sBR11WU+ffvqpbt26Zb1hOFjRp/96vZ6C/wRW/t8XoAPjQmqi0+noZz/7mV5++WWLlBcWFqwRGItzdnbWAACDzgbGIFD2ihOThlUQnpHw6nwWhz9LyC9CqF1vLPkZmxpdBdGPj0AAHp718HlenCL/BqRhRLyS20fdkj5jfHge3u9BmzeGnnnw1QfjKSAfxY8DmH6/r2w2a2c7+ddxb7lcziKUcHhwmjYNlCKRiAG5Tqejra0tE7yhXeKMllKpZOPfarVUKpVsHIPB4cGWFxcXVv3hx8cDTgwKDpwoDgPx9a9/Xffv37f5wbhRquipVQ8GuDdfgirJen5QpUIEODU1pWw2awI7b/R5VijreDyuRqMxkjZivr3mwesJPCs5LoC8jNfx8bGmn5a38yzMKyDCn+kFwIXZ4ogH2LzFxUWVSiXTGdHbw9sHKsVwYD5Vyp6SZBG6X9fsP/qtjK8bH7h4DZnfn7zXgwrPUPgAoVgsmj6FC9uCrfXgC3AF2PF9R3yvF2nYEBH75oE/8+BZy4uLC0Wevpd17dNk2FrKfnu9nrWpj0ajqtfrI/ovaaApowVCJpNRqVSyuYRd5JmLxaIWFhY0OzurWq1m6R5KlBk3z3gQsM7NzZkukr2FsBpNizS0LdwvByLSa+mZZ55RoVAYKZlmf3Y6HRWLRUsfkU4inc6cMi8+9U56krVIOhPGjUIAfJIvUPBz/8uwB5fb4mgoFENN3W63tbGxoWQyqVBoUPFBox5eSxMfSnjZdCxmVNYYFYS06FzI6UoaUWAjbiS68YueTeSZBhghjF88HlcikVA4HFa5XFatVjNg4w2bNFR1+009znYApjzw8N/v+3zwmdy/Z0A86PBAxD+TF2NKw7SR/yxeM/43JY/RaFTPPPPMCHPEvT/33HPWZv/8/Fz7+/vqdAaN+SgRBWCurKxoaWnJqNtms6m9vT2VSiVNT0/bSc6sDUmmTWo0Gjo6OrKTvNPptJURj2uZuKCTm82m6vW6OSc62d65c0eLi4t22jdHwvNsXicyDuIYO+8Y/GnQzWZTx8fHOjo6MmZpPKdMKSZM3fr6uq0z1jxj59MKzLmP4r0w+jKzKzdu3FA8HpekEcMPyGTf+ZTY2tqaRfTFYlEHBwfK5/OqVqtWNk+aAfYVBwG7grAWIOKZODQZHnj0+31z8lysBT/PPnWF8/RACEcMY3t+fm7HkvD+cWaNtUCPD+4XICdpJAWJ5ouyb0AF4wjLTUUOkTxpBYA4/+YKBAbVLrAy0rCUmyoY2AAf/ASDQRP2SjJxKnud/VYsFq0fCuNA0BWPx63gotlsmugW+8vhiDBNBJkAJ/Qp/vwmNDMccMjYAVJ7vZ6q1aparZalqd955x397d/+rTFj2AgyAdimQCBgvabwLZ+XMhxnjOmiS6qQFhDY+Hg8ruPj4xFGhXXF/XzR16UFKz7lgAFHTHpxcWECuIWFBUOvIHq/iJhwNhaDjxOApqMUWdLIhEGjS7Logc3sVfjSaPtioo7p6WnF43FLgTQaDTWbzRFDxMIaZynYkOOpBByfT1dxT16I7AGF17F4J+kBCBeGBMPoWZTx6NwbYsbMV61gPL/zne8om81qbm5O8/Pz+uY3v6mvfOUr6vV6+vVf/3Vdu3ZNBwcHNr/hcFhXrlwxSrnZbFrEkkgktLq6qgcPHth8h0IhVatVFQoFXVxcKB6Pa35+XrFYzMbab0CAS7PZtHmfnp5WIpGwAxNx2F5gCEip1Wo6PT21BlMY5LOzMysn93/GWS0/5pwb41+PwSU6ZA16kEGkBdDiM2dmZnTt2jXNzMyMiHGZN9aqZ2jYcxhGn367jFepVLKgo9FoqFarqV6vm7bN7ylYV3RPHE7nxf3sXe/YcWK9Xs9KY2HUeA+sFg6EFgrsMSqwPHPsWVrPcgB6+WwCMt8XxGslrl69aj2jmGfWut8LpKE8CGIteY2VZ455j2eP+YxUKmWi3du3bxsbJA0PR/X7IRqNmrgUu4L9R+cGIOIzWq2WFhcXlUwmJcmEpD4Q8EFjNBo1nQuCZFJ4fo8Ui0VrORAMBo0pY8zYF9iDcDhsgS3PBKOP32F/t1otY2rX1tbsvezL3/iN3zCml7WAptKzLfPz8wYWPfsOGPYXOpdyuSxJVqoOiOSMolBocJDvtWvXRg7L9RKGL/q6tKERmxuDClDBcN+7d88qgECtTCasB2du+NwtFCLIv1KpWBQL8paGHWw9qux2u2o0GvZ546kTKMJweFAuB0igcmmcweDyFJtH1R4keDrYayp4D/fBRpSGoMsfDeAXnb8X78h8NCANu/xCD3pWyac3ACk8z8TEhK5du6Zvf/vbyufzViq5tLRkjvTKlSuKx+M6OzvTo0ePtLy8rGeffVbNZlNHR0cjm5WL01lffvll/fjHP9aXv/xllctlu7d8Pq/p6WnNzMxY9YMHJTynp3R9RDc1NWVaIkkm4v68NeqdgKdMWW/egPo59yLezytn9wDarxvmhh5CPrXA/COyW1xcNEDuL79uxuefteSZpct4tdttXTQaunPnjjnhbrercrmsfD5vaWbALAzJxsaGYrGYlS/DekCZM76csYOoEg0B+4BGhejQ2C8nJycjbJ9nSn1PFQS8PoU1rhlDi0DhAMCJ+y6VSlpfX7cjGwgCfBBE6ti3M8C2YHd8F14qLj3jiuYO5gQBcjKZVLFY1Pz8vI6Pj80ujTPG7XZb7cCgdDmbzaparY7orHwaHnAVCoVULBaN5Qo8fT+ACsHtxMSEisWipqenNTc3p6OjIysfx1Fz771ez4JgUn2+OgmmBfEpgS5HtMC6ESB7DR3PTYBbLpdH9JacsE4Kij3Ms7O3GS8vE+A+GH/mlfU1MTE4uZ4yaD4vEAhoaWlJ5XLZWnmcnJyoWq0qk8mYzf1lABXpEoMVFgUXBp0N9V//63/Vv/t3/06lUskWz/HxsTllAA6b5+TkxKhENjcLNRwOGwuC8acDLIaFhUG0xsb1kQeOmo0CUBjP/UrDcsRx8Sabgn9Lo+ckISTDgXsA4jcJBsFT1tD8vV5vZGP71BPf5WlyPh8BmBcY+t4IPD9qeEna2dnRO++8o5WVFV29elXPPPOMUqmUNjY2dHBwoGq1qh/84AeKRCJWjSENDgOr1Wo2/0Rs9Xpde3t7Ojg40NLSkhYXF/XgwQPt7Ozon//zf24iVHrxIHRcWVmxvG6xWDStkAfErC++1+s5WFeMqwd3HgQxVryHn/uI1RvI8XXBPPsy52BweKaL/yx/L17DgtOjgoHjCHy05FOG/h68SND39blsF3Pz6NEjSRox7qlUynL0Ozs71his0+lofX3ddE7z8/PmNGHL5ubmlM/nlc1mjaFlTNvttqUEiHI9S0mgxVz5gMOX8nvmkzlmL44LO1m/0pChjUajlh4pl8s27/793p55bQv3OJ4+8ho5qmY4M80LkjmfiJ91Oh3rPOvnxTvAi4sLdQMBS8eMpyD4frrQ0kX35ORE6XTayqg5/gCQT+XN1atX9fHHH4+kPnDiPphjzfPMnslBZOttO88Ow0JwG4/HTfvBOPB7Po8xZM1QwUMvMNiZcbE1Y8cYwdjA3JMy81Wb+A3stA9qtra2rPgA+720tKS9vT0tLCyMiLe/6OvSghVocE9D+egVip7FCR3a6XRGyor9CcGgVH9ct0+peCaDVBMMDKwOC45qEu4Nx9LrDZvK8R5eN156yGs83esdGgbGOy828HgvAr4XAEHpIMDH6w+8Y+TfvoKIZ8IYQkkyPlDRr7zyirUoLxaL1vras07hcFg//elP9dOf/lTxeFx7e3t64403jBlA/DU3N2fA7vj42KIRf8/NZlMLCwuq1WpqNBoql8sWFWezWU1PT2tyclLNZlPFYnGkoRLgbGZmRsvLyya6y+fz9vmfR5UDUkiHMRaIuce1H+PpOp8W5DMZGwyfZ6agyXktVPK4fkEaNfw+3YCRCoVC1luBnjW8D5bO/5/1ilMaL5+8TNfMzIzCoWGVinfKsFbNZlPpdFpXr17V4eGhFhcXbV7Zkzs7O9bYr9VqaXNzU+vr6zo9PbXGXNgMKn04CI/KCwA/TeHOz88tGh9nWn3ULg3tg0/TeK2dBzYAiEqlYv1fWGc+5evXIt/tU9+eNRhnrLPZrI6Pj409isfj1hOEfUz6i/XdaDRMXE/A6Nnk6elpBWZm7ABSHyD4oAxhKgJTfkb6n5QpqRtSUVNTU7py5Yp9PkEmQSv3TGofn5NKpXR4eGjzSoBGwAgDxtiTQq1UKiYZAIDyh88/PT1VPB5XqVRSKpWyLsLBYND6n3B/Pt3vgw3GSZL5KcYdEEb3XpqKhsNhO1qCk6oDgYCdW0SwduPGDX388cdaXl4eAKoxdvaLuC4tWAF0YPx9jpSJuLi4GCklkwYgJxaLmXPykQdCWr/B+UyEnThPogRJNslcpATY0OhTMDBQtB6xe2eIU2LhseB8rpgF6sGOR8U+tQVS53N9RMzCZtzGLxa8L11msfv3AvgCgUFZ4fLysv7Vv/pXevTokUKhkG7cuKH79+/r0aNHdr/hcFhra2u6e/euQqGQ3nvvPRvfbrerxcVF5XI5HR8fa3d318SyqPJxMIAocsM0t3r8+LGKxaJefPFFU9lHo1HNzs6aQavVakbF93o9U/tHo1Gl02lrRU4/Hp9OYU4YJ890MTfj44yj9+lEQLb/PC/y43N92ofvG3+fZ1v4Pn+/0hA0SQNHwOmuVBp4sMq6Yp65B+bosl6np6fqPq3m8ECA0lb20MXFhY6OjpRIJLS7u6t8Pq+XX35ZlUrFRInLy8umbeDk3na7rVQqpVAoZKkd+qYAiHwLBUlml9CaeMDo2TkflIynjz0TSMAGYPfpgEajYc6VLt84Wb7HAyDWE7/HdnFvpF6o1pOGegi+l/smJYOjDYcHjRxzuZy2trbsRGuuYDCo86fBIcUM2FKEsV6XiF+Yn5/X5uamKpWKVldXbTw4Xwu9YKPRMBsdiURULpcVi8UMzBEoAPjZU8Vi0caWlIwHfZLM//hUFQUe0pBx9+dAAeLwL3QO5vgY3yjOr43xIIV/w3D5ju/SUHALy0Ngzjo8OTmxSlieiUBqd3dX6XRa6XRahUJBrc9Jg/9DX5cWrEjDSfU5Qy4oL5T9sCt0IAwGhzX3RLaUcUkDw1GpVEZSMNIQoeLgOAgRlIox8oCDOn2vP/BCOdAuxsmneDyQ8XlpadjYjvvBkfrzN3hm79jGqU1P4/k8sM9/+wiP++b13ojxOc8//7ympqZUqVS0ubmpXC5n+VYOBTs/P9c3vvENy6XG43ETIvouvel0WoeHhwa60Je88MILqlQq2trasjnypdiZTEZHR0cqlUoKBAb6I6qOpqentbCwoOnpaW1vb5vz7ff7pvwPh8NKpVJm0KrVqgnrPEDk8noU5p9xYqP7pnNe8OzFi91udyRi9tqX8Xkc17z4+/L/HgfCnrqPRCJaWVlRo9EwMMTF5+AYYVT851/GKxgMqv80JUsKDWErgMGn/05OTqxRFn2c6H8B2+J1CzSkhGX06TscQ7/fN6dIMMTPfXk6681H6NgLmDXW/rjQmoZj2AQACXav1Wppb2/Pev8wNj4VRcDkQRGATtKIzfJABMfGM5D28OlkArBAYFDFMj8/P2CknC3vdrsKPAU+3B/fQU8UWHNpWKFUKBQUDof1xhtv6PHjxyMVShxtAWCDmSWdBKuAXQeEMJ4EHNg0wIhnNthvnOPT7/ctXci6I8jyrBVBdqvVslRtMBg0IHx2dmZMnmddfZDEGoPdgbFj/2PDuQfWBkwSzA/3NDU1ZfeOT2s0Gjo8PLTn/aKvS10NxOYfz6EDTv77f//vthDZyBhdT+fSyIk+FPStQHQVj8etDIzFfn5+bk2gyLtyYQSCwaASiYTRfdwr6YxxSpONLmkEnWM0gsGgCbx4jaQRnYp/VkmG1v0Y+cie1/uIgGjAC7R4LeMOs8NC5f2/8zu/oz/4gz/Q2tqa/uIv/kIbGxu6deuWOfzJyUml02n99m//tn7t135NH3zwgU5PT3V0dKRsNqu1tTVVq1Xl83mdnZ3p4ODAji2YnZ1Vq9Uyp0JEtLKyYs8aj8e1ubmp3d1dZTIZpVIp7e/v20bkM4+OjszIJRKJEeEva+Tk5EQHBwd2xtDy8rJWV1eVSqUs/cYfDzS8kfcaI4yXp215nQc5ft592oifMZ/8wThhMH00zPf7e/El2D56vn79+mf2GH978ahnWi7rxXxPT0+rXC6r2x00d2SsEMj6dGy9Xtfi4qIKhYKy2axF25zxw3gjnJ2ZmbEoHuOP44d9oXEZe8ozw9wjQKTf71tPH2nYzdWzrH5N4rzPzs7UbrfttGev8UgkEnrhhRfMmQJMfYoZW8WaIX0qffZoAtoIANYA6YyP18R4ETm2LRKJqFqtfoYdwEYCkCYnJ41pQUQ8Dn6Y37//+783WxEOh40t4DuazaZ2dnZGUmc+PUOAyrrxgRvzSNm/r7rjd6S6fPM1dHswH6R+xlPFfH+9Xrf7GT+F2QdPHiT5NBBrgxQeYBUbwz35s59giwCY8XjcXuf1gt5XfZHXpQcrOBYiVhbH+fm5fv7zn+vRo0e2SNvttomSqDbBkHC4VL/fV6lUGlm0vqyXf2cyGTtbgU0Jcmby4vG4GTIiAUADCx5HMe702Zh+8RGFcS/ScEN44R33jBHDCZI/9RvVp2T4TP8dPr3F/Y7ntEHmoVBI3/rWt9Rut/XTn/5UDx48UDabVTQaVblcVjgc1o0bN/T8889rZmbGgODR0ZF1eqW0M5FIWL55amrKGsI1Gg1jHSqVivW/Yc5DoUGJ3czMjKrVqhnharVqRiEYDKpUKll/klwup8XFxRGxMJFlq9WyjrjFYtHWCmJg31TMAwfP8uDEPKhg/DA4sEvMIQaXOfJgg89kHj5vX7CuAEfeaYTDYRsLaUgbT09Pa2lpaYRR8I6PMeGevEO5bBcOiOjVn5YbDoc1NzdnVSeSTNjY7Q66o/785z83FuXo6MjSzp6FpKEkTAgOl+AFe4Po3acZfMoQBgwQ4+l4qH3WLvufNRIKhUzQSpqD9Vkul/X48WN98sknI2lOn9plnvkbdtP/jvvyuhwO1fOsjE9NcZ84zm63a/v7zp07n9GkUaHjWSYCL2ngMGE52G/YDmlwXEe1Wv0Mg43Q+MUXXzQ/wftg7X1BBkUVAA/sLgGj1375QBTxKuPE+PZ6PbNf7DkqzaRBN26YMPyP79nCxft9OswHQJ4FA3jzfYwha4x0OkxKs9kcAdWIk7mn9fV1G/sv8rq0YEUaBSxscDQZRMb/83/+T2WzWTMSNMuRZH9Ho1FjV6BgSRv5VBObhQiJDe7zyRgIn6cE1ePovdFHSOfLU/3impiYsD4J/rvG01JQvUR73jEFg0GLPEjv+BQUixSgRAM9vsdrL7g/T/NKwxRIp9PR7u6unQ6dTqdtoxNF0KSPPgg0Odve3tbFxYVSqZTy+bwdprW3t6dkMjnCohENlctlHR0d2Vy+9957unLlijkgStgPDw+t3wkRUKPR0PHxsXV/TKfTltbzzBJroV6v6+joSAcHBzo+Plav11Mul1MmkzHD7CMVP9/+8usEMEEqE2Ppe5/4ufFz5xk2z76wN3ykzecRrRM5e/0JQmQu1hv3Py4svswXaR4udFDB4KApXKVSsfStX+e8d3Z21vojpVIpY2WDwaC2trasNP709FSxWExzc3Pq9XrWzwXH5bsfEyARvXpQ6tOvMLOeieXygRPAh7QpejBf9ry2tqb19fWRc3Q8K+cZR1/Z5xk7H3BhX1i7sKCkErwWA9tIuwdY4IODA2UyGXumXq9n4IXP2tvbGwFt7FGvXSTY4MTob3zjG2bTsX3z8/PqdDpWFUbaB0DgGa5gcHjsAmkQ5ieTyRiQ8eJzgAmaIfYac0MPpEgkYs/P99NJm+cjdZTJZNTr9cxW8T3SUCNDysv7FjrmhkKhzzD0PkXMmJISnZmZMftKEOY1UA8fPrSzn77I69JqVnyO3ufZfX4fY/2Hf/iHWl1d1b/9t/9WR0dHIyp1Seac2u22ksmknTDKKaU4IppssXBQlxMVB4ODJkEcP97v93V8fGyRNADFN1nyJ5P6CJzv4zlIW1HiNjMzo2KxaAueSh+MMKVo0qC1OM/KovRiXyIFScYUsIA9GIGtYaOxsX2U//u///u6c+eOjo6ONDc3p/Pzcx0dHenRo0d66aWX9Nxzzykajep//a//pXA4rJdeekk7OzvqdDr61V/9VQWDQUsBEVHgSF966SUdHR3ZmO7s7CgcHjSHOz4+NuB37949LS4uKpPJ6Pz8XFeuXLGutOVyWaurqzaWkUjEOmOGQiHNz8/b51SrVRtjz9oR3dRqNTPWjH0sFjOg2Gw2jVHzaTfmwbMtXJ7ClUY1S1CzjAcAfZyZ8z8HJAMWg8GgrXfP3BApt1ot3bx5U3t7ewbufGrL62MuczWQNHxuxoTom6iRYAOBLPYGB8g6yGaz2tnZUTKZVL/fN03U+fm5HYFA1SFdk0nfEL1ywZJ4yp57lIbOj9f41AVBznhKAIfIifKcUzMzM6NyuWxVdD694UX1ACBpWHLPevP35jUbgUBgxAZ5hpp0G2ktr8NiX45rwQggqUrMZDIKBAblzLSWZ42fnJwoHo9bSqrRaCiXy+nevXtWzZLJZExQLQ3a4hPEfPTRR1pfXzfbKMnaz8MykBLhfqrVqiSZf2Af0juHrr7MG8EcTDwAiiAYO88cY69brZbK5bLi8bgBau9fsM2k/AmCvMbQB1InJyd2ZIm/PzRTsEeezUHP1+kMGnC2Wi2FPofl/Ye+LnV45AELzt//YcN3Oh09efJEf/iHf6hYLGaRDnlGhLbBYND6a6CNSKfTikajI2V+OG6ETnNzc5qZmbENwgaG+sUIgFa5Vx8B+Tw09+WdDg5wXOgGtUu+ERoPAdn5+flIjpmI2hs/DINf0D79A9L2Doox5jMAQC+++KIJWkulkn74wx+q2+1qdXVVm5ubFjF86Utf0uTkpPL5vG7cuKHZ2VkdHh7qb/7mb7S5uTniyBEB5vN5S8VQykfLdO/MI5GIisWiyuWyJicnjaJFaLy9vW1pIZ/7bbVaOjo6MlHu1NSURSAYTO+sPYigq2WlUrH262hoksmkEonECJCRRg/T8x19PWPIxZyjP+BnPDvz4VM/XmyJg+HyIMSndHAyiUTiMx2YWQt85mW/EBfT+6RarSqRSNiewMgjwIXR6PcHIuyNjQ1tbGxoa2tLN2/eVK1WU6VSsbLPYDCoWq2m/f19A6G9Xs/Sm4Bf5h0QIg1ZLaprvEbIA15vawh8mCP2+rjeAifY6/UUi8UMeDHf2CZALt/H/XuthDSsKsHJScOSavaqZyek4dEevgMzFZLSoLEjl0+/+3UqSdvb2wYA+WzsMPuW+6Zs+Td+4zfs1Hqa81Fd2mg09Nxzz0kaan1wypyuTJEGx2ZwjzAXfB/AAVYCIIZuhn0pyUANazIUCimZTFofMOaaYLJQKIxUlAJ0YNq99gSbwu+w5ejwmHPum89hXZLe8/+XBkUo7A/OV/sir0sLVsadBpvZp1l8WqjX66lUKumP//iPtbq6KkmG7L2zQe09OTlpJV/ks1ncHK2OQfebmskej27IJ7O4fHM2rxshqgDksBB9dCxphOXg7Bq/KdgojUZjBDD58eNzuDdpWMrKwl5dXdWv/Mqv6LXXXjM9g89tY+AkaX19Xb/3e7+nN954w8a4Uqno6OhIN27cUCwW071797S/v2+ale3tbUupfPzxx1pcXFSn0zFWwqchaJEOKMnlcsrlcpbiYL6z2aw5lHA4rEKhYBFDLpdTKBRSPp+37q3MhyQ736darRpbk3l64J00rB5gbpkzryvodAaHfwFafIdiut+y0f284ByJkj37g1OFwaH8kfN+YPekoeDN5+35v08HwcYBDDHokUjEOtwy3z414NfPZb38oW4+vdvv9w3kegYJrQb7kVTArVu3FA4POmbfvn3bNGqcDn52dqb19XUDu5Ks5weaE4IjX4pKWoSUKZVFXqCK8+eeaEDG7wDisKoegLF/iZp9Dx32kgfpHij5z0eT4kuosTesJdghX77L58Tjcbtv1ujp6anm5uZsrgBSPLcP/tafduAl8geMRaNRq6QJh8PWT6Xb7erNN9/UCy+8YKwC5zV1u11ls1mVy2Xr05JIJGwMqTjy64L7xCZGIhErK/YAlPFjLZFGCYfDdr6ZZ0V6vZ7p/PBRPjBPp9NaX19XpVIZYa0AiN5Ge5bOBx+BQMAONOX/HogCKBlD1ih+hxSepJH5+qKuS5sG+n9Rnj4i5fftdtuo162tLR0dHZlxZkJR/8MQeBV4MBi0E3KJHiYnJ5VMJi3/DB0LLYgBAq12u12j/th8XDgVD2q88/NnFuF0AT3kEz3ImZ2dNbEahkoY9+C1AAAgAElEQVQaRkBzc3Oq1+vmbDFgX/rSl7SysqJqtar79+/r+vXrJmxLJBI6OzuzEmLGNhKJaGFhQWdnZ/rX//pfq1KpKJlM6s6dO1pdXVWr1dLW1pbu37+vV1991drmd7uDw+Di8bjeeOMN5fN5HRwcqFAoKJfLmZE/Pj5WpVIZMYxQ7Kurq3aWysHBgRYXF+1AOdpHE71BgyeTSa2trWl3d1fFYtHGDvAHEyPJxm5iYkLJZFJnZ2d2irPf9Kyj8QZtXsznezZ4rco4uPZshweqfJdPufkIG0Pk00vSMJr2AjvWHH8wRLwH45TNZrW/v28Cbn95Zu0yXtFoVLWn8+jp835/cLp3uVxWIBDQ7Oys9d6g5UEwOOhUu7CwYKLDnZ0d/Z//83/0z/7ZP9Pm5qamp6ctnYhGBIDEOLfbbROAM2et1rA9O70xcPo+WJGGNo+IOxaLqVarjaT1+v2+VScBfKii4UykW7du6cqVK3rrrbdMp4Mt9WvHAxbS375kV5LpNiKRiNlG1vHExIQxz17jApDB1kxNTensaVpFGnXABILsC5w+7Bife3p6qnK5rFQqNcJoT0xMKJVK6Re/+IXm5uZUKBQ0NzdnbPT+/r5VLHI2mE9TeWCIMNaDCBglSSMtLWDAsBG9Xs/GKhqN2ucFAoNycxq1+UoxSdbE7fj4WLVazSokPSDiO7zeyQf0+Ap/cjX+C3YIoTQgkDYdPhXq7cYvIyV8aZkVokWc7biAFbAAIwHybLfbevPNN9Vut1UoFKzLKSiRXBwUGwedhcODLoikhaCLvagL4yIN0xKSzAB45gXVtqfnidp9dO0pWw+u2IBE1SjbvaEg/YODSiaTWl5eNgeNgj4SiejLX/6yAoGA3n77bTWbTV29elWS9POf/1x/9Vd/pf/9v/+3dnZ2RpxcKpXSt771Ld29e1fJZFLtdltra2v2bKHQoAx6fn5e9XrdjmEPBgetsG/cuKF0Oq16vW5Aj8VP6gQ2IhaLGR2by+XU7/e1uLioH/3oR/rkk09s0xJFzc3NmQHtdDoWGW1vb6vf7+vKlSuKxWI6ODgYSfGMM1onJydqNBpGK8fjcc3Ozn5ulZQHGKxL1gJzy5q5uLhQs9nUycnJSAvwz2MyADG+IofP5juJ0rxQF2CLwfHghj3BGscoAoShfjkDhHXnL6+1uGzXxcWFCRo94xQIBCwyJp1Al1pJevDggY6Pj1Uul/Xo0SPt7e2p1Rocmnf16lW99957I3oWdGmkO3yPC5jaUChkFUKwDOgFvDP0LCx7EG0dUbK3MUTkFxcXVkmI8LxarerVV19VJpNRs9nUhx9+aKkJvsvr1jxDzNqUZCW4BBKpVMoqR9CjEHD5pnOMNQEBNpK16wW2/j1+n42vZ9L1OG/sjrexpJlmZmYs8GGe6UmFfWq1WiNHAVAo4asvPRhjn5FeJqCEgR4XtKMvBIiQVlpYWDDWP51OKxwOq1wua3FxcSQgx+8wB16rCbjzEgLu08sTvL9CQuArzPATBKZIJvAhU1NTajQaSqfT/+B7dPy6tNZmdnbWNpTfxD4q4G+P/Pr9vt5++23VajVDk5VKxXKepVLJoudwOGwVRGhSwuGwibFwnkQY3APNtYhupGFTMByP30A4Sx8Fc98epLAJcH44c3qIJJNJy/36hZpKpfTaa6/pq1/9quVFAXinp6fKZDKq1Wp655139OTJEz148ECZTEYPHz5UPp/X6empSqWSdZFlHK9evapyuWwN8r73ve/p6OhIT548Ublc1vb2tjY2NnR6eqovf/nLevLkifb39y33u7GxofPzc7399tt6++23rfV7q9XS/v6+pXA6nY4d487zET197Wtf082bN3Xr1i2tra0plUqZ/iCZTKrZbCqXy9l4BgIBPXnyRN1uV+vr65qcnDTWjDQLDpvoo9VqmYHntNRUKmUOhvnzDh12wgsRx9OWRGvQwhhB/g+Q4N9+TfmqNzov+1Qmn0d3Si8S5veciUU1FgwejoTUh89zeybTa2ou2wXbBdhvtVrK5/O6d++efvzjH+vNN9/U4eGhfud3fsfo/omJCd28eVMrKyuKxWL64IMPzCF3OoPmhZlMxrRVn376qRKJhF555RW9+OKL+upXv2ppIkCGP7MF7QbpF9YDzAZUvteyeZpf0gj70usNmqYFAgHTtADMUqmUHj16ZMcBeJ2an38As7dX2KRms6mpqSnF43E1m00lEgk1m82RPkJ+7ePQ0cr0ej07FZ0GnMzFeJUTgIT7YR0zbtKg/X2lUlGr1TI7QLp0d3fX+j2RaqLhY71eVzweN58gydKuvnoHZ877/fjDbnHvgFTfKNSn+5lDxoTnJX3dbDZNWxcMBvXMM89of39f3W7XWjwQ1PI5PjDxTCxjBMsG+wMb5eedlJ1nen3TOoBcp9MZKeH2fVe+qOvSpoHIH/rTcn36hwsDjyGQBlHVn/zJn+i73/2udnZ2jBUhby0N0TwAAjqWszzY/NCzCPBApKR6er3eyEnMfK6PjOhGCGqVhh0Rx3O8/j3QsbSHhwnodru6du2a5ubmrLU89OLx8bEWFxdHRHG5XE4/+9nPjP6DjSoUCuaIiVgY52w2q+eff17FYtE0HhMTE3ZWhu/USP4VujWZTFq+no3a6/V0dHRkGwbAlE6nDcWjY6GE8uzsTPV6XS+99JIeP35s752dnR1pTiUNRHfFYlGZTEYHBwfa2NjQtWvXtL6+rnv37qnX6ymVSikcDlsKiTlkbfR6A/U81R6cwo2Yktd48aGnyH05o7+I0IjWcFbjNDzrDMfhI26/5sejcc/CAHb5PesNAOwjdVIUjx8/HvlsH2lf1ovoHONeqVT0+uuvm00JBAZC4zfffFPr6+uWXvSg97vf/a7+4i/+QouLiwaipYHu68qVKzo9PdXx8bE++eQTSzOmUimrGJGGB692u92Rg+QAzzgTAg8f0XsNCv8myiZNg00EZNNDA0eEDfA6O4BtLBbTycmJ7X9fmRQOhzU/P69Hjx5ZMFev1yXJmD7GaWJicEYPDj0SiZht8Q05YbUnJyd16kphO52OIk8blLHuPv74Y/3+7/++vve97+nq1auKRCJ6/PixstmsIpGI9vb2NDc3Z3boxo0b+vGPf6z/8B/+g/7gD/5A2WxWm5ub1hW22+0aw4I/CIfDunv3rra2tmz8AGzMiQfypA09QMEX+LnwrAjzJMn2HGuCNgKs01AoZKXMPpMAeINV5+e+mWe321U6nTbtDoGqr0TywJiUXK/X+0yPGyqbAPseLH+R16VlVgKBgHWHTaVSBga8c5CGm9Kngpio//gf/6NNKOwEKBrUT57Rl5NCD3qNAZQvuT4mnwUaCARMvMrikWQRG2yIpw65F54N+g16rt1uWy0+EVsgMDgT45VXXtFLL72kpaUlhcODYwS2trZG0iOAsH5/2MwOQ4Rwip8RCdFUKpfLGW28u7uryclJPf/88xbZcNjgtWvXrEcKKLzRaKhSqahWq1k/gF6vZ6mr6elpraysKB6Pa2FhQY1GQwsLC7p586bW19fVbretaRyRiO/iOzMzYwBpYmLCKnuI4JLJpE5OTkxRn0qlVC6X7bwhT9tiaBgLSarX61bySb8NaQgwmTPmzadnAAM4h/FKrHEQMP45GBBAHpGfNzQ+JQRjx2cBhrhY86QRSXvWajVVq1XTafh74x7GQddlumCtiNBnZ2e1sbGhvb097ezs6OTkxMaAlAFrG93HW2+9pVdffVWPHj0accjBYNCaTwaDQS0sLGhlZUXz8/MGEhHYeopeGp7+jBPx9+t1B4AAL3j1+9rr5tjnPtqWhufo+EiftRaJRKw0Hx0e5ddotw4ODqw/y3iVGOub9ULFZLvdtk7WvAfAQvqYtBUXzppnCwaD+vVf/3W9+eabWl5ethQ+rMnW05OC9/b2NDs7a/Z5YWFB/+bf/BulUilrBigNAlLsuWeke72eHjx4oEBgtOuzfz7PhMP+eLYF+4mdG9ef8V3jrCx7FL/FYZCkq/ArfD5ibOaAewCscUgsLAsSAL6PNI+kz6wV7KE/C4/0OMHxLyNwubTMCoCABZdMJlUsFq3kzVOhOBEm0VdzvPnmm3r++edt43B2DJsC5As48JND9IDBb7fb1mNFGh7rziZFOwHKXl1dNaeNgcIRSENBLAuRMsZYLGYiuaWlJd27d89QLrSvz1tOTk7qwYMHOjk50cLCgnq9noEj9BLz8/PK5/PmAKPRqJaXl7W3t2cRI2msRCKhzc1NK889ODjQ2dmZarWavv3tb+vDDz/U2dmZ/uW//Jf6/ve/r69//evWa4UKJcSsgcCgzfvExIQePnyos7MzbW5uanV11TbPzZs3dX5+bqeVrq6uqt1uG0P0zjvvWCQLKEqlUioWi3Y+yP7+vpaWliydw3Hyk5OTpoM5PDzU7u6uUqmUndDsxZBsXCLAo6MjA5EzMzMj/SNgyjwI8dUnPh2EsWO+/19/iOZID/hImLWOE5Q+q4HCgPF+QLP/buh95hogTKro5OTEyj4vs8C20+lo4qlx95ErALRYLGpubk6ZTEYffvihrl69OtLgDOexubmp3/zN39TPfvYzzc/PSxqAWaJPP044p/Pzc6XTaZ2enlpqBvvC2iIo8FVcACEu1hGv86lwAAyfix3zYAIWA7ZGkrECCF5JPdE5+vr16zo7O1OhULDAy1efcB/NZtPWPICKSF6SOUpSCul02loedDod9Z0mrNlsKpJM2v9JTSBKhaFNpVLqdru6fv26er2erl27plKpZJoggpx8Pm8tDgD746W+jNHExIQODg5sbrkQR/siDK/twk6QsmFvkebymjdSd14ED4j0zdgYXwJh1gYBHr5IGjAj1WpV165d0yeffGKMHp89vndh3agEDYVC9rmkvejtgs3zaxEG+4u8Li2zAgChqoJSS5gDT39LQ4YFJw6NJQ1PLj4/P9fW1paKxaKWlpaUyWRG2nL76ANxWK1WswiNFASLIhAIKB6PG5AhSiX658RfL7aShs4H8ReiNTrZegT8ySefmNNBT7O0tGSUIBuaM248sialUC6XdevWLS0sLCgUCunq1as6ODjQrVu3tLi4aOO7sLBgOedgcNCTZm9vT9FoVJlMRt/85jf1wQcfqNVqGaA5Pj7W3/3d3+ng4ECSLI+Moh4xcCAwOIYcA9Fut3VwcKB2u62HDx/a6c3FYlGbm5vKZrMjmw5D4EuYOTDRtwCnlJJIAo3S2dmZcrmc0um0KpWKlRtjbDFsGF5+znoqFouq1Wo2thg/X6rIv1lHrDvGAsOA8Rv/m7Xhf+Z7v3iRKHsElgTGxJc4+tJUojvvHAE6iUTC8u+wLzjay3rNz89bszPEoBjrbrdrxrdQKOju3bsG4FmrnU5H8XhcwWBQv/jFL/Tss8/q3XffNbAB8ECUn0wmNTs7q+npaSWTSdNo9Ho9c6Q+xSB9lsnygNO/hvXM3OFMQqFhG3hskL9YNz6ih+UAlEUiEeXzeaXTab300ku6f/++ms2mXn/9dWOQSD3A0HKQI/1CfPPIcDhsLSEqlYqV8DcaDQMb5XJ5pG+H11GQaqlUKha8eTCCba9Wq2q1WmZ/Jycn7QyxYDCo//E//oedik0VKMyjD3TPzs60tLSkcrlszwlQYK8zzsy9ZzCxEx4cAFzYx/gmWBdAD9o5gh4a07FGADgADR9QEaRtbW1ZSomgGn/mAaZPUQHesdNoXWq1mrLZrAU74XBYS0tLxip+0delBStcIDwc9erqqp0eKg2FbEwI6JPFzwamy+TZ2Zn29vbMWcViMavjL5fL5vQoEaRkEKEtCwIBEgJGtCws4vn5eTvkzOcNuWBJ2ISTk5OW7w2FBn1C/st/+S+qVqsmTIUlAdV7jU6z2dTh4aEtYmnIFgAkXnnlFf3Wb/2W4vG48vm8+v2+Xn31VX3ta1/T1772NV27ds1U+l60DAD4yU9+YuxMtVrV9va2fvu3f1vPP/+8IpGIZmdnNT8/r2w2a+WZADHmkns7OjrS4eGh5UwPDw+1vLysVCqlmZkZHR8fq9lsmtMAhNGhk2ZNOB+/QTFQPkVHaerCwoIymYwajcZIySGOXZLRyhheadg6vFwuW28bGLxx9o0UjqdOAS/eeHoA4T+He8ZYcW8YH4AGxpD3YPiodGDNeQraG1oMImDPixklfSY6u0xXrVZTIBDQ4eGhlbeSyy+Xy7Y+Z2ZmLF1IO34qpLALqVRKe3t7un37tg4ODkbE1mdnZ8YYkkKhjwhjeXR0pGQyOSK4B0zDCOMI/Zx6wItDhCljfcP2ERiwFrxY1Vd74Kzp9H3jxg0Fg4OeGtvb21pdXVUwGNT7779vYlrYItIR09PTZj9hU2haGQgMqpYopYah8nttfX1dScek0AkbturrX/+6IpGIsTNU8ZB6u7i40OLioiTZcQcI9DudQQ+kf/Ev/oUFF/zca8sINvh7eXnZQAMdckkdEWwA2LyUYDxdQ1DlGVi/17wmTBo9FXp6elrNZtOA8PjhuaTnm82mFhcXzTdR9QhT45l/1oxPvY0zOKQ+KUaYnJy0VHu1WtXk5KSN9xd5XVqw4iNoaNRwOKxkMqmVlZWRFvn8YWOx+YmMASm+kmJ3d1edTsdSODgnRLaIPyXZ6ZSSTE+AsfAGHxaIZltcflHDdszNzVmqRJLpc6ampjQ3N6fvfe97uri4UKFQ0OzsrIGVWq2mg4MDc2YwNtVqVYeHh8ZWSMON2Gq19MEHH+jx48fq9Xra3t5Wr9fTRx99ZK2dQdv0AAB4eQcujZ57c3h4qHfffVcffvihtYmuVCqqVCoqlUqm/VleXra00jgbRoT3jW98Q6enp7py5YppYLa3tzU1NWWMDyJGqOtWq6XZ2Vkr6fbHKxCNos8JhUI6ODjQ+fm5lpeXrcKBKJoyvXGtAJ+Bo6ESCRU/ZyHxHgyTZ0r446u/+D7u1QM5fs8csK5IM3mGhNfhnHwjOBrXAfq4+CyfCuJ7cXo+Ar2MF/qTa9euWUkvqYpEIqFisWjgLpFIKJlM2plAlLtzajGdb0mr0IIcup+IntQKIEaSlUiXSqXP9OnBEXpdik/9sT98VOw1MexZwDrABvsEYAbQ12o1HR0dKRAI6Fd/9Ve1sLCgt99+W8lkUs8++6w6nY4BcfqD0Ck6Ho+r1+upUqloe3tbExODs7aWlpaMjZOG2j2ErTBGnOQLG+irgUhHUPH2Z3/2ZybiR1tHu3vsZalUslOci8WidciOxWJW/Qibk81mR6p+0BASrNKzBUF9KpWy1L3vG+NtAZ/n077MKfMHc0XQwdrw7KoPlrrdwREJqVTKKpgIdJ955hk1Gg3t7e0plUrp6OhoRAfEZ3K4q6QR3wkDFAgE7D3cJyJa/KNvMkmBSz6f/wfdn593XVrNyvz8vJXM+pxwJBJRMplUq9Wyvh4YZwwyC4pomygThiYUCmlnZ0e3b99WqVRSPB63nL1XxUuyiYQaI5phkYNQcUIAjqOjo5G0D44BJ0WUQnQHQxSNRvWf/tN/MlSez+fN2fb7fds8RCoAqWazaXlkqlt4D8awUCjYidNsssePH1tOGTDhQZgXe/kcMOCRU035Dj7j7OxMr732mh49eqSHDx/ac/rcrTTcZKVSSS+++KI+/vhjLS8v6969e8ZmSTKaniZR6A+Ilpkffy4UojEcjSRjc3K5nAEIgAWG0ANT/o9jYR0RrcGIYXi8dmC8RBDjzRj7jrRExwAWDCH3hiPzlC6OjO/x9+7TVKT2otGoAR/fYwHH7PUw7LXLei0sLCj0tHup17XRBE6SReukJChNxeE2Gg2rtkOgHovFLGWcTCZtr3k9CS0TADXdbtdodsC5T/n4dIHXnEjDakdOQvZiV9Yl6wCHCfvAe3Z2dpTJZNRut/Xqq6/qvffe0w9+8AMtLS0Z7f/RRx8ZOyINTpRutQbnSOXzeR0dHWl6elq3b9/W8fGxSqWSpWLRyXGvAGyi9omJCQPModCgzfzx1pbN1cTEhM6f6uxSqZRp/0gF0+n18PDQjreYmprS/v6+YrGY5ufnbW7Pz89VKBS0sLCgWCxmIn32AUclwI5R/Xd+fm5AgDQfYAh2hKDIB27sSb7Dp+ykYUm2JJMJeA0Rc4x2kaA6Go2qUqlYgUWpVLJDY7vdrlKplNkV7xt8eXmz2VQymTRmhaDMs3YAL4IUUuasq2Bw0Jg0nEr9w2/SsevSgpXl5WWLfHxkyKSSriA69osGNCkNT9QdR7/0XwGk4Eww3tSYs6CloW6CtJOnbHF0vmGQZ1SkYUQbiURMvEYkT2v6P/qjPzKRrzSIIB4/fqybN29qc3NzxJlh3KhckWR0Mw6ajeZzp4wDAO+FF17Q6uqqTk9P9Xd/93fGXLCwWew+l8580OlXkpUUn5yc6O7du9rd3TVm4+rVq9re3jbWAaBH1JdKpUwgVywWlU6nLdIh6picnFSz2VQqldLx8fHIGR6NRsNKGRlfD6xovX16empddBcWFrS7u2v0OUwd0ce4Y/EOBHBGDp/oBebHp4l4Dw6T/5+dnX1Gw+JTibxuXHfAH/9ZREseGPmW8hhN9g8Gi2dOJBIqFAoje9CnsS7bFQwOzldBSM2c9/t9HR4eampqSvV6XalUyhxYpVJRKBRSKpWyRpG0asewVyoVS0UinpVGK15IG5AqYbzHy0D5e1xEy1qAPWGPwE4AbD2VD2DyDA2NAHO5nJaXl7Wzs6PHjx+PnIdWLpcVjUZtrXBoYC6XsyM+bt68qcPDQ+3v7+vx48cGmPr9vkXypEv5HawTz0y7+2QyOXKKujRI2U1nMtrc3FQikdDy8rJOTk5UKpXs/fF43FJrMzMz2t/fN1vHPgoGB53I0+m0HVBKCTEBIeAEv+ArAlOplDFEvLbRaBgjQmAkDdlPn9JBCAwQIogYr6Ty4NT7ED/niUTC2EGAxfhrYWph2PCJABPaP3h7j69i/liHsDDMo9d83rt3T8/8EprCXVqwQm6Uw+agbTHUU1NT1jQNxTkT52lVEDXgAmfU7Xb17rvv6tatW+ZYWMi8BpSJ8ef9vm00wit+Nzc3p+PjY4vQvEgYsOKdYjAYVDab1fe//33r18CzcA9PnjyxXgOIoWjbfXFxMZIjvnv3rtGHCEx91DY3N2fvmZ2d1Z07dxQIBPTOO+8oGAwqlUqp2Wxa59uZmRk9evRoBOh1u13Nz88bKMpkMtrd3TW6mzOVHj16ZALefD5vSnVvqOj2Cu3K5q/X6xbVwADQ6IzUBaJS5hznUa/XDWzRJIlIj5NoC4WCVldXR2h2NieggQhL0oi4TpKBG2mo70F7hCPBATFuVB/5fDef5/PhkkbWB6/3+hWcFK/H2QCS/bPwWs/McF9Uh+RyOX344Yf2bN6pXsarXq9r4un+7Pf71h20VCopl8tZipKy2Lm5OaVSKZ2cnCifz2txcVHFYlEzMzNWJcT+A0By2i7Bz8TEhLF/XuyKDfH6O+aSsWYdeseG44AdCoVClrJjbnC0BCU4NsS/krS5uanDw0Otra3p/PzchO7YgouLC2OxM5mMnn32WVUqFd27d08TExOWVkBnN67bkGSs7tTUlNlpbGMgEDCmYnt72/YIVzQaVa/f18svv6xKpWIByNnZmU5OToxln5mZsTQVYmj2QDabtSAHkOVLrz3bDEhhv3AvfC5jCNPBe7Bb7CNfyMB+IUBhPpgT3ofvabVaI5U56OpWVla0sbGhWq2mxcVFG1f8C/aSeyd45hnxe57JHw94PMAisPdMrr/3XC43WPdjTfy+iOvSghU2HO2R6/W69vf3R4wvolnAgm8hzKZnUrPZrOX3QaiNRkO/+MUvtLy8rC9/+ctW406fgfPzc1Wr1RFtgXeobFiatmG4qPEvFouSZGAFWjgajeqZZ57Rn/7pn1oVDCwAqSZv3AqFgjY3N3X37l29//77n+ko+emnn+ri4kI3btywxmf0SSBSf+aZZ9Tv9/Xo0SP7/vX1df3kJz9RuVyWNNhMd+/eVavVUq1Ws5w1qY9YLKabN29qe3tbBwcHunr1quU3oVjX1tY0PT2tv/mbv9HNmzctMl1fX9e7775rxnVqakpLS0va3t629t1EjUQ7gIxAIGB0da/X097enlZWVswAMmccWT87O2vzxiamjwxVV7VaTU+ePLHj0zF80pC9AAB4rQkGz1dN+dwzokNJVjXGe71uRBqKx8fTOxhAUgjSsF+Kp/q9UNazT15v4vVb/Iz0AWPd7XZVKBRMDPmPAaz4SBjnMz09rVQqpWq1atE2ZbwA3U6no8XFRdXrdWUyGVWr1ZE+Hcz3xcWF9T6SZCwmNgaNgj9Mz0filBz7FBJpKASpzClOE7AEQ+Z1UQRGiFR5nn6/r6WlJeXzed2/f1/r6+s6OjqylEs6ndbt27clDXQhhUJB7777rqLRqGk9OJXag3e/Hlm/CO99BRtgAGdMz6LgmJD77GmTNj633W7bGWjT09PWa2l6etqqOfl+ApSlpSULFCnGiEajdkAqzAkpXAAbB1t6nQ/pmvGSc8ad7yb9jK3g3r1+0rMofCa2gjnH3hwfH5s/qNfrmp2dNXBCrzDOggJokPYBoPiiDr6PeWCuuFfPPnEBsHK5nLHjrLUv8rq0YAVDj9He399XuVw2BwFY6XQ61h4fxwYlz8SxcTHu/A72gxLcb33rW9YuvlarjXRsZCF4Y8V5HLAxiMLI0XpnEo/HLSecSCT07//9vzfxmDTaLMw7LZxYPp/XnTt37PyGWCxmjZF2dnYUDod1584dNRoN9ft9q2yAYUkkEnrnnXdUqVTMoHS7XXPqOFKoc8Ytk8mYSv61117Tzs6OnTZ7584dE/VKgxTYzMyMdnd31Wq1tLGxoXQ6rYmJCf3iF78wUR1jx8ZmY3k2TBoCVkm2uThwq16vmxGXhs4bAAsrQ6ULTgNDP2FvL70AACAASURBVDMzY115p6amTLPhDb/X/UgaqTAap3aZN69XQcTHHADC+A7/bHyX/0w6nkoacVAwJ6xf1iSf5++Tz8NgeqDNmFUqFX366acjGpvLnAKShp140Z4kk0nVajWVy2Wtrq6qWCzaekGzIA2E7qxF1g4n/LIPYGK9lgsA2Gg0FIvFjKmdmJgwZgYHSUDCfTLWtHjH+UnDfinYEbQz0mhUzDrhOUKhkLFGxWLRnF2j0dCXvvQlra+v6+Liwo7ZqNVqdmYSDtRrobDFfJ+kkTGAXUTDxVpnz9N3BlAfdOszGo0q8XR+OLwvGAyqUqkonU5re3vbnCUMGJ1oscuAuMXFRQWDg2NVAIOt1uBwQE4whh3vdAbHfJAqpLIzFAqZFpDv/Tz7zL4jaOVv/EsoFLIqG5++wY9IMrCAXaP6k3mnURvrL5FImHbGs6UAQx+UMC8+wP88VpUxoa9Wq9XSCy+8YH7FszJf5HVpwQqlU2dnZyqXy9rd3bXyQKJUjAZtwzH4vpIItA89OD6ZTNzR0ZH+7M/+TN/+9rdHDoZjsryuAEeGGA30HY1GjR0AXUPHZjIZi7B+9KMfWTMjb3ikoaMaZ4j29/f1s5/9TC+99JIikcEJw59++qneeustzc/P68qVK1pcXNTGxob1W2HTsKlIrbTbbVWrVds8IHGMYiaTMd0GDZa+9KUv6d69e4rH4/qVX/kVnZ+fa2dnx3L8nU5Hy8vL+su//Eu124MDDzEUUKpsjmq1qlwuZ3ohBIGeRWBc+T3ADi0AhhEwB23c6QzaqWez2REjDsCUhpuU9xK1YqRxdB6weAYE5+8rGrzewEdZgGLWKpSzb+Q1bhAZN8+IYDgBmdyPT3+Ol2J7rRJz7RnIYDCoWq2mhw8fqlAo/KMAKVw4ctq+b21tKRqNamlpSXt7e4rH4yNCVMC5j0bRUNC6He2KNCwlRUuC+Ja0CqJFSTbPninESXiRI+uAFAVAlzmEIfTdbj0YloYsC/1HZmdnLf0TCoWsZPnhw4cmuIa9QcAJyAiHw5qZmTHNHs/L83iwDFPltVyIjElXs7f6/b7kWDv6eFCxBVsQj8etbJnv3NnZUS6XU71eN+adgJWCgWQyqX6/r1gspmazaWnzi4sLLS0tqV6va3d3V0tLS3Z+E8/oO4D79A0BFbaU58D2+JYS/Pzi4sJ67lC16cGVB1mk5DjzCEACS4zodhwwE7TxnZIMaGM7se8+VSjJWBveiyZofn5e/+2//Tc999xz9vz/BFb+Pxe9S8rlsvL5/EizK4xxIBAYOfnTOxaqgMg5lstli/LH6T6MxMHBgf74j/9Yy8vLunbtmqanp0e6u4JKQamtVssQLiI1IiKAzMnJiba3t/XXf/3XqtfrJrrzTBAXoAhanxx4Op3WV77yFdPEICgtl8u6cuWKrl69qnq9rvv371v6BKCCcfWRO88biURso7IBfO+YXq9nDbNyuZw2NjZ09+5dm4uNjQ07LMxXklBSXCwWbbMA5JaWlrSwsKBkMqnd3V1zvIwvYAralfHudDoqlUojlUCUr/v39/t9Y1eYP6JagAuRDIYdsStAg8+Bkvbj5aNiNr4HRL5njm+qhvEiDQbAHe+/Q08fUp6sC0/hemFeOBw2JokIqVar2Tr0Il/uudlsjkT7m5ubIwDoHwNgSafTKjxtKgYwJSW4tLSk8/Nzi75JEfizsyRZ9+yNjQ1dXFwom81aqszrEbA1/DwcDpvdkYZnQ83Nzdmhqj6t5BuqjbMm/Jt9ASvJfvNsXL/fN6aQnlGLi4tqtVpaWVmx7tEc/ler1azTqzSwVd7OBQIBFYtFs2XS8FwgwDzvQYzMa65fv27M5vHxsQ4ODkwwL0nDZvuDIoLg05SPD5j8mWs0lKOdxNWrV+3g0Wg0aiW2MNjMq9e/oTFsNptaWlqSNDxVGq0NbBK+Bc2TFy4DZpk/fufTPoBAwNK4LcCmsC7r9bp6vZ6dWbS0tKRSqWR9gsLh8AhLA2NCdRK2gWfm+7BhvN5XU8JK93o9Y6sSiYR++MMf6qtf/eqITfB+6ou6Li1YOT4+Vr1etw6dHGxIThi1NkJTNhmLFO0Ajq/RaOj09FTpdNpoXiaRKBfa7ezsTFtbW4pEIlpeXlYmkzGxrzQ8Z4h009TUlGKxmAqFgv7zf/7POjs7GxFCSUMaFUf3edSaZ4bC4bDS6bRWV1f18ssvK5lM2mmdpKioQsE5k3rAqUrD4wimpqa0uLiog4MDdbtdFYtFVatVPfvss3r//ffNuBI99nqD6oXT01PNzs7qJz/5ic7Pz1Uul/XKK69oc3PTWmjHYjHdvn1blUpFa2trqtVq2t7ets3UbDYtvUOUQ98ED3BwyOOtyCWZE4H96Ha7Oj4+1urqqgEzH+X500Yx6KSR2NQYFJw8DodKIubEz5ln5jBw4/QwUc845YuBByhgKIl8WFuVSmVEFO2NG2vJszoAHyJsLwQErPHHj0W73VY+n7d0p1+Plx2wMI/SsJQX8E5aZHp6WrFYTI1GQ4eHhwqFQhalojuCHSXaLxQKWllZGWElA4GAVaKdnZ2Zhu3/svcmMXKf17n3U9XVc1d1Vc8zZ1KUREm2AMmTLMfyENtZaZEETmAEQbbJ/n7B3VzgXuDbfIsAARIkARIDiYEkXsSIAzh27MiWZcuSJUUiKXHqbrJH9lQ9VY81fIvi79RTf9G+m0hIB34Bgk121X943/Oe4TnPOS8yxJwTLbuzA0Tv6TkMWJIYiYH0xl2giY7AQDDv6OjQ+vp6VOAsLi7q0qVL0YWbhphXr14NI0dqW2rIflP6xoK7rq6uqKwpl8tR0dfaWj9ag6Bnamoqek+FXD+YX+a49IBUC6G5Wq0ftEiaGseFIODoqH5SOt1dJWlwcFCrq6thZAlI6PlChQt9pCglJlgDNcfpo5uxp+TQ+0lDTu8W542AplFVirz499j/tLwAhaH1xfj4eAQXOM9eqQifCkcXpwW7hvxCHfBUHu8DL5Lig4997GNhPz7M4OXEOitE0hAZySVnMpngGIAuePMzoleHxMnVwoLnvBsECfjXyYUYooWFBc3OzsY9crmcent71dbWplwuF0233nnnHd25cycgYLgxRPRwDqSHOyr8P6XAX/nKVyQpOsN6/rhSqUQTKz98DMIYEQ7Gnc6I586d09zcXDRDamlpiaZZc3NzocD9bI2FhYWILsipfvvb39bHPvYxjY6O6saNGxobG9Orr76qX/u1X9Pm5mY0EHrmmWd0cHCg9957T9VqVRMTE9ra2tLt27d1+vTp2DjDw8Pa3d2NzrUeMUoNZc//894YdkiFKFcMPFEXUD3cJc9F064f5UFEgrHBQcbpQKnjCDGcYQ9B0p1GDCVOG46lGy2GO7l8F+eEOQMxIer2NBrKNUnsY36cCA7HxrkI/x14KwcHB9p4cL4MKREQv3w+Hy34S6VS9G2qVuu9iEjpUHlCCS6RPamenp6eppQPJ+biOHpqJ8mFYk2S61+rNQ5BBBFiILveiZeKH37HmsHHATVaWFiIkn6CQLhKhUIhOHCcOp/s+np8fBwVQ96HilRr8t16e3uVz+fjnXgmRmuiIjDV3h56ixPP4ZTlcjktLy8H2kL6kneGZL+yshJBByRbTnKHE+K8NGQeZAlkDQci2WeId+e9eVfmAucEZxN7xRxwTU8lIieVSiWcTM41ows61VM4ogMDA+GoeWsKJxzzPMgf70pFJiXh6XQ60mU8D7rM7dSv0kD/l+GEIBYBpcBCwEtxx4PNzncQBE7enZycDEgWJMYrPlyAEDbuQ45/ZmYmovdkHhIvl+64RApsgqQAOHR4+fJlfeYznwnSq3MtGJlMJjrFUgEzMjISDhnXy+VyIdD37t3TM888o+eff17Xrl3Ts88+q0wmo7W1NT3xxBN66qmntLa2prfeeitIdkkOBfDjysqKvvWtb+kTn/hENJu6cuVKGMmpqangqRQKBU1PTyudrrf9Z3MtLi5GtU61Wo0237Ozs4ECeMrFIwdPo3CoHHlaUAJP32BAQFzIzfIHBYLyAR4FzSGa4jm8tBxYnPvweZ87R0kcaUHZkk70SMdbp+Og4IQ5LOvEPYyBV1VQ5eBRPtVppNH8mbzk9iQ7K+3t7epOpaKfERVfzBP7q1qtRtUFqAj7jc7EtD9IcryQC/QMBuT4+Fi9vb0RYICq+vekRjoyuZ4YSap6CIzo4cH33UknRcQeJHhpa2vTxsaGKpWKTp8+raWlJU1NTcWxGaOjo/FsOzs7cVyHGzf2vnOeuCf7jv3T1tamO3fuaHh4OBAERxV4x6RscZYTjsXy8nIgsevr600p3Y2NjUBxaGRGEOr8O6+Kyefz4WzgRGC0PcDkPXDC4Np52g8ZcgfN92V/f79WVlaaEBhQcw8I4DnyLB0dHVpeXlYul1M+n1cmk9HGxkY407TXx+442uq2x4Mx5gBZY/87As97SM09YKRGCvNXaaBfMjxiIZJ2wiO5u7a2tihr29vbe99R4M5jgKzLUeOw71lYFjMZCXR0dARkCLLDgrOx2Wgowkwm07ShQCeI8DyS4ueJiQl96lOfir4Hnv8GmUHocNrINfrZGEQmOEj0a7h69aqeeOIJnT59WsvLy/rRj34U+dzBwUENDg5KaihBHARHqTDGKMZPfOITKhaL+vnPf66BgQEtLi5qe3tb5XJZw8PDWl1d1ebmpoaGhpryqqAYQJ9SneTsBllqpCtQ4DgHICUYEo+2QDFQCJKilJBomlJm5MAPEAP6JhJyZAwZxIjhZPI73o95IkLmc57SQYlxno83+kqiLVKj/wuGAufRnRk3KC7Dfm8+jyOM8nWIGuV1Usfh4aHyhUJ0OT48PNTU1FR0rPXuwZVKJUjfksLhxQnGmcRgs9ZUmCUdjlqt3qgRDpRzmlgfZApD/7ABHw5HghQNMoMcYpCQYWSOfbS9va10Oh0dv9977z2Vy2WNjY2pu7tbd+/ejV4qOPIeiEmKfYL8MW9U0fgZWqOjo037Ab3naVp3Vrq6unT9+nUVCoXQOdlsNpxs5PPw8DDS+H4aMygB+zabzTadIEwaiX2Ig4A+hcS7s7MT8wnC4hVcjijxru5kMu7du6ezZ88GSgd5O8kvIdhmXx8fH2toaCjuCUHZnS64Rjhm0vsbRzK4Dvs+2aGbd/Cq12Qq2Nfsgx4n1lmheyGwJMJACWhnZ2dAmnTeRMnye6nR4RbvdW9vT+vr60H6Ai4EPnS+Acx7qdG0S1IYy0qlEmx3yuI6Ojo0MTGhkZGRiBYw4JICQobHITUEfXZ2Vn/xF3+hWq2m3/md34lWySg2WjFT8eJRPl1I8dDpokjqo1qtt8L/4Q9/qMuXL+vVV18NMlelUtH8/LyWl5d17ty5QCI8l0uDuK2tLbW01Ftm7+/va2RkRLOzsxp40IESrk2lUtHi4mKQPXEQcNZQumyk1dXVJljVo4aDg4NQZHt7e9Efg0jIIVaMOCRAmkrhSHrlB8och9BPi+YzRFfkgJMRJc/MtZw4h9yQ08cBcFSQajby8HzPK0fcYKBo4J9wb4yvcy2QK1AWPgsJ99VXX9XNmzdD2TlClFyDkzbK5bL2HpzMi9FCVkZHR7W6uhoO3MDAgMrlclRdQJDee5BG8rQbKCwIHwaEveTkeecGMMessfdUcaPuw1Fl752STtfPFtve3m5KXThyi3PlPBGQDwxXKlXvTzI1NRVnXoE8ck32CY6+p015RkqV29vbozW+9H6+lzstbtyPj4/15JNPKp1OBwqEniMtvrOzo0qlotu3b0eDP+axt7dXd+/eDSSXDuBUJ4F4sd+YI5AWAif6V3l6xRExvo8T4MGbv082m9XNmzf1yCOPaHZ2VplMJpwnTpF25425ckI2subOKE6X0yAkBTrEHBO4IJ9eKYbzRhqRFKmjPqwX3/F/f5DjxGobcv5sKqnRXA2HxbsFotSJGDs7OzU4OKjh4WFJDWEAZQGJ2Nvb0+7ubmwGuASeXuJndzSIACif6+npicO/QDZoGZ/L5YLMl8/n47RlJ8Wx+YlqqFaASAfCwebAUKJIQXz6+vpifjDgRIdUn0Cw86iBXDkRFlwGd9L8tONyuaw33nhDL730ki5evBglxXNzc+ru7g70plQqhZGFCI2xRsEynKviKAwpHEd5MLqSoqGb52o9X8w9eA9ywE6eSyI6KBEcQ54LQ+XQO8gO7+UkRCe9OsEVpcI9QVNcieEU8TfPxdx5HwvmkqgReeccK/YLqb+f/exneu+990KmXOnyXecYnMTBvHOWTGtrq/b397W/vx8BSltb/SA8ZJ3529vbiwZmh4eHWllZUbFY1NbWVuwlDD86oaWlcbBqKpWK1BEosdSozuK4CVJJyFQyNexIHg0NWfu+vr5wpJ3oiW5JrqMHW+zJarUa+q+vr0/j4+MRlDgCRxqHnlLsl6OjI/X09GhsbEw3btyIPeBpIwb6lTJmRnt7u+bn5/XSSy9pdnY2EHXknApKCLjsbeaQM4PcsLsj39LSqHzBYINcYxNAxyFYe9oVHZ006KQLncjPPPX29urmzZs6ffq0arWaSqWSBgYGIk2PoyMpmpB6aTdz7w4rzlImk2k62DHZ9oHn5bvoYOSEZxgdHW1ylF13JdNBH8Y4scgKlTZsaISfxWIBURDuyFSr1TidubW1VS+99FIT74U2+kSzRFB8l/uBLmDkcYowUO51ev8DSU3RE0YKw8UmR0FK76/EgFAFNAkEi4EEvnRvnOth6CTF/UEPaKg2NTWlpaWl4NPglLgHTfqNDUg/G6mRptve3tbf//3fq1wu6+mnn9azzz6r9vZ2Xb9+Pa7lSoNqgUqlcbgWkRrQM4Y5SS6kz8Du7m6To4MDyiAKwQDTn4J/M2/0f3DlgUzxvOR2ORjRHUueD+PBcMTMlQDOlsuzO+JO5gUtcSjXU07Je/EcGAgcd+f5SPUo9qc//WmUK6Pc+X5yzk/yIAW6s7MTJa3IUG9vb6AgfQ8OaYNoSDCwvLwc/Dec+2w2q9HR0SY5Bd3w1umgGBgYBvvTeR6OUriR8LQi6z4/P6+zZ89qdXU1Djjt7u6OLtSgi6RGvJoJncW1fc93dHTozp07cTzG2NhYBGiVSqWpcg0nBwQnk8nou9/9ri5duvS+lISnEfyYjRbbr6RhPv7xj6urq0ulUikOfST9RPdvgikIzgcHB/E374jMsydTqVScTeTIK/KNbvbgzblsnrp1tNL5R56S5fO5XE6zs7PRWZeUJEgq63TmzBnduXMnKnuQDRwk5pNnd84M8sT9QYlYcwjInlqamJjQO++8o/Hx8abUpaQmJ8rRvg8jLXxinRUGSj6Z62cTuCFwr763t1cjIyMaGxvT/v5+tJmXGudYYCAcsZAaglcul6M9sy8gvwMuR7Cd6e25Vp6J6yNIXoGRTA1w9DqsfS9PBo5l8wIDOnfBm1th2DkI7datW/rkJz+po6MjXb16NapmCoVCPOPDjBhVJO4ouDIql8taWlqKQ8ScCe+Oiysub6aE8WCOQdfooVCt1g9EIwfPHGOMcUIw0uSeif78uR3ZIToGLk3m1FHSDIfBuQ6Ohis3nz8GTqhzWhg4I07udkjdHWHnQTzMYXVH1pG4lpaWcFRYF8+jf5iR1Ac50um0ytV6dU97e7sWFhai4dfOzk70K8F5Za9Sag8ET9mroxf3799v4q5IakoBepqQ9SDQQF7cSCR5AUnZ43foNcj1PT09mpqa0p07d4KcWS6Xdfbs2dgDtFFAtnE6uC6BDWgA6U9GrVZv9tbd3R0oC3JZrVb13e9+VxcvXtS5c+fCyPu78w78jXHNJJz7owfVny0tLdGwslKpxHEYfI/rs7c9beNpLu895MO5KJCh2QuZTCa6DqPLfV2TKIu/l3PMnF/S2toatAPmiIqmq1ev6g/+4A/iXDaIw462uuPHc+AQOmUBfe0IncseOrWrq0sbGxvRZ8bfy9+F+/A+H0ZK+MQ6K6Q+WAgGXASpUQnhqAlpBnKoAwMDeuKJJ8JIeD4vk8lEaoNIH2OHgmKhnHCGoCD0ePBEBaSXQE/wpmkR7cgBCgBD4jlyz5XncjmtrKw08WqINtzQYugkvc+gkeqS6oebffSjH9X58+e1tLQUyMW9e/eaFClKgsqRhxlgNhR8Ge7tiArrSEMsDEOpVNLe3p4KhULMI8qJjQcM/+qrr+ojH/lINH1ivd3oOtnVyajegp/n902KfDhqQhqNdXSH6xdtXndeGP7dpCHi/1xJJNNXrgg9gnLnAvl3J9zRSGTN0T/mKamQfX5O6kA2OIOKBmhA/b5HcFCcI4G8APV70OEInPN9mFuMoPMbcMQ9Imf93ElJyhn/73+TAqpUKvrxj3+sRx99VPv7+3rhhRd0dHSkd955R2fOnNHNmzcj1YkR5JgBN0ikRJHD4+Njra6uRvuCg4MDLS8va319PfpeZTIZPfroo7p06dL7DCMjyeVgf5fLZaVMp1cqFaUfoOhLS0u6cOGCpqenlc1mw3ECBezt7dXMzEycW9TT0xPBJ7whHBa+19raGk0kcXRSqVTsa5rKgZATfOJcYuhdz6CfWEucP5cHZKBarWp4eFiHh4daXV0NZO7Xf/3X9a//+q8aGhpST0+PMpmMpqenNT4+HuiKtxfAWUMWCfiYG+TTg2BfV0q3Xe7csUHmkjrl+PhYmQ8BZT2xnBV4F7VaLZAPz4XiTNCrwh0aDCfCMjQ0FAfspVKppuqMfD4fZWIsOgYfI+3wO6Wg6XSjS64fjEXKgOiMaziJ9xchLfREGRgYCCcHp41zG2js43lpz5G700MqimgSeLBarWpzc1PXr1/X4eGhzp49q4mJiaaUiKcDSAFh2JJGjA0LAsXmRTlxTQ7c8nVy8qiTQkmFUYlx7949bW5u6u23335f12I2MQMFwRygmJw0+jCiH4iU8wRwbLkG3wURckSOuXA0EFnyuXOSpqOCfNdTR3zeuUOOvvDcXF9SnJjNvyGE12o1vffee3F6Lk29aEjlKdZf5pCdhMH+Ojo6itbstFTnUEE3xrz/8fFxEE1J75C+c4OFEudnJ+OyFyBts+fdQXJkz2XeHVN3XpKpcHTSxMSErl+/rmw2q7t37+rGjRvK5/Oam5tTZ2dnHBdw9+5dTU9P18/hyeffB/GzV0H04IBUq9U41PXzn/+8Hn/8cT3//PP6/d//fY2OjuqNN94Ix9gJ51KDn8O/KZdH9hiua7q6usJRoqIKhyKTyWhpaSlOfN/c3GyqikKX4KD4vPM384lDQwoZx5bAFefFHXvWxgMkXydHwXhfZARdMTIyouvXr6tYLOqVV17RqVOnIiVfKpU0OTkZ8uMlyMlACkQfigL7HT2Fc4ZOGxoa0vT0dKyp21HWiEAoaUsdIPggx4lFViDHgXh46oeNBt+EySeahp9B7hNBOjion6KMAGQymTg0S2quHGKg8Jxb4exqfoeRI4pC6OF5VCr1lu6U10rNmxkj0dHRocHBwfgMz9jW1hbITH9/f5CmqtVqpFAQTCeY4jQ5DCwpuiTSiMiZ8eQ23Zv3cylccDH6PB8wszsQvJt3UWSuPMeLc0EZr0epy8vLqlarWl9f18bGRjTkSkY6GBHe19M+QKXJiM8VAu+DgiM6Rg6ch0DUg9FxxA75ZB5wZplTTxn6c/jnkgiX1EB8nJzrSof5poeN1FC0b731lqanpyMic2QHBe9zcJKRFan+3pcvX9a9e/eUTqeDkClJxWIxnMi2trbYF0TXyBPfgQOFofB90tnZGd2cpQbfTmo0+HMd5VG7OwysYxKS9zX2lgIEQvRIItWLoYJnxynlo6OjevPNN8Np84BQUpyRBQm7VqsTQx999FF1dnbq1q1b4SjfvHlTvb29evHFF/X9739ffX19UYGJvEv1gyF5t6ReZbhDtre3F6W/XV1dSqVSwS1Lp9NR8UhaWmrsCfZkrVaL4I75xoki5Y0+cF1OhWapVIpGnKyn6xkPKgiAkmiFpChmoCKSdPQf/uEf6m/+5m80NTUVSBiHF87Pzyufz6tQKITD7Loy+Qw4r3Bjdnd3deXKFb3xxhtxFEIqldLy8rJGRkbU3d0dcoq+5/rw8pKpymq1qpYPAVk5sc4KnRkhuEqNk5gxBpubm1pbW9PAwEB0qsxms8pms+G9Hx0daXZ2NngfEGvxkjE8hUIhSvZAIsrlcrTpB03hu67gMDAosNbW1jC4U1NTqlTqreFpaJROpzU8PBxoR+RxH0CY4+PjQWzF+WltbVVfX19s7Pn5+chHe/8DEAw2V1tbWxC6qHw4ffp0EAm9RI95xtiT28/n88rlclpdXW1KPxBpAnGjCLxbLIqRDQ26gkNHftjbSadSqWghjVJBGVerVS0tLencuXMx134OBqWVXAej45wSdxLYmHwfBe2K0J/fG3Oh/EgluKHn86wp96SShHn0SNqVkpeM8lmHgJFB5I//Y204/4Xc+BtvvNGEfHk0mISBeeaTPMrlsmqtrXr33XdDTiYnJ7W5uRnyjZMO9E/QgTPinCtQQIITqZ6qLhQKWlhYCMeVtfcUpp9qjvPrPBSMTjJF6LLJ2NvbixODJWl+fl6XL19WKpUKB75SqWhubk6Tk5OanJzUjRs3tLq6qvn5eY2Njam/v1/Ly8va2dmJoOb4+DgCCXgv6IRisRg8MfYgFUTFYlGPP/64RkdHA1GmdBiUBF3uzrEsek+n06qqvtdyuZyeeOKJCKaogOJ9QV9py+8BA31YcDZopEY6hZJfggjsiNRImddqNfX29oZzhP7BQfCAgzVzp5N/w9tZWFjQpUuX4mT66elpzczM6MKFCyE36XRaly5d0htvvKFHHnlEGxsb2t3djbnx3io+ZxByDw4O9MILL+jmzZsaGBjQ7OysCoWCpEYqh2fiiBo6MfO8lOw7cZzvl8tlZWofPJftxDordbAoxgAAIABJREFUUqN9PoICVI6QbG1tqaOjQ6dOndLY2Jh6enpiY3BmBQ5Of3+/2tvbtb6+HsrCoVw4LsCNtKMHpUCxkHrCa3cCJEKBcsLgDA8PR7lkd3e3isVipIVwxhxeZoORmnLD5iiRG07fQNVqNTpoel4dNjqdIInQUUo4TTgg/B7jv7OzE0oUjz35HeZTahh6GPvJaN3zqaBUwPHMLdA4c+RwrvR+PgjKlCgLg4/CYTiBmEjInxcnDqPmfTEc6k5CyciDV+Kwdq78cBR5DjdynusG1SESd+cSGfFmYA6p4xDevHmzqRzfnTVHhZxDddJHa2urDlVf0+7ubnV0dGhlZSV6EGHccO5xRnBgHK3s7OyMtfOD4Ojh4sdhOErlZHsIofyf7xupsQ5OJoU8ihNEOua5557Tq6++qvb29mj+CIIsKWD/27dvN3WePnXqlO7evRvnzzAP7FlS3nt7e1peXo5783zoS0nRw0Sqo1QbGxtxmCuyySF+6B837I6ysH/RVzMzM5qYmAj0hGDMv398fByN8ghsvHqHfQHCkuQheirOqzUJsHBgCahYW/6wz7gWusf7ubz++ut68cUX9fWvf119fX36whe+oPPnzyuTyegb3/iGhoaGYm6KxaIWFhb05JNPan19XUdHRxoYGIhUF2hQEo3FqX733Xeb9rLUzHXylDJHGTi3h2A3OTdufz7ocWKdFZSJ1NwinElDUV+8eFFXrlwJmBal4XlKFhpeh8PybrBIPSHoKAmH4SFfYQCB6XwDothKpZJKpZJqtZpGRka0tbWl/v5+LS4uNt2P50GoPMJJ5gtRLplMJg4FRNmCcJBv5v0PDw9VLBZVq9U0MTERzhqb1HOhUqMfglQXYjYuRtYNGo6Ep8A8vQMZlmd2gjP3khqH8WEYuAfP4Y7I2tqaCoWC8vl8U16Zd/Jux2xAroFidEgVw8LvUMq+/qRWkEmHfJk/TxcyH8wbz0CaiIgQp5DfeU65KRLV+8m5KFfkyHtXpFL1hl/Xrl3T2tpaNNlCTpIyzVzh3P93GXC7gOJrtXp3WYIReiaRrsVhYV2SvKuenp5olsj/uwPJQJ6cd+WkcfQRHAN0ka/5o48+qrm5uWiEyHr/6Z/+qT73uc9pbm4uUBKch1QqpbGxMc3Pz0fflLW1Na2trWllZUUXLlxQe3u7rl27Fg4LzRB3dnZUq9UiCELecGJIB+/v74cBA/kAkWKfd3Z2xvu2trZqZ2cnCK4tLS2qWjXQ8fGxKg/e/+joSOPj44GSrK6uRpNGkITW1nq/HJAtOvPCIUTHoPtx2Bx9Zq4kNXFbcG4JTHh3Tyfj0KKf0aM8K6mq5557Tt/85jc1MDCg06dP6+bNm9FlfXJyMn6Gb/TZz35Wc3NzEdjS02dkZEQbGxtN5dbYMt7DnTCXI9BkHCx+JivAGntQTkk16TZJqpYf3mX5P3Oc2BAJxY8ChuiGsHR3d2tyclKPPfaYhoaGlEqltLq6Gqx1nAi8btI7GAuMD5EzkbDUXIYoNbxXFEpPT48GBwfDsSEF4lBytVqNs3posNTf3x/N47yhUGdnZ6Sv+vr6NDAw0EQWcxhvb28vcpFEzggq5DWHo8sPSgKPjuqHuCGcbpxBBRBY5q2joyP6UxwcHCiXy8W8JOeNDY3hSzqDeOn87FVbnpdH2eCYulJhcNT9+vp69MFgLvksBGt3qlzhMHCCcIgxMMyLf4cUF2vnVTYoQkrMcSr5PoYPBc470qHZn4l5wWkD4XNSIIoFueYdMD6lUknT09PR3ZmKKPYVcso8uTPKOiajuJM0MDYtLS2anJxs6pPU19cXssU+BnlaX1+P4x8gJpfLZXV3d0d6kkjbU3RwUxzJwJGBx4Xji8wR8LgRQt5feeUVvfvuu1pcXFRPT4/m5+fDgfnMZz6jrq4unT9/Xj09Pers7NQjjzwS/L39/X2dOnVK2WxW169fV0tLix577DGVy2UtLi7q2rVrmpqa0qVLl5p6SCGXIBGZTCZS51Q5cvox8sTP6GVQ2r29vTj1vlKpBKkXWXXH2yP6Wq0WR4Csrq5KUlQLplKpQLHQK3Nzc3Gtrq6uoACAsKCPcEg8EOA53MlnHziSjt5yFJU9Wa1WNTg4qNdee00f//jH9d5772lpaUnvvvuunnvuOT333HOamJiQpAhUaYLH6c/o/rffflvValW5XC7kpKenR8ViUfl8PpA9qYF08S5OuiZQ531wxNxJ88DNgzPWETLuhzlOrLOCcndDhHHEmGDQtre3NT8/r8XFRa2trQWagdGsVCqRn4UsR1RBa20ieofKOc/Hc/utra3BsqfqAuWFI7G7u6utrS2trq6G8qMxWaFQ0OjoaPBNHH7HIEEsw3g6d8U5BhCw6IzLs3iKCwXW3t4ehtbhaowSzg05Sydo4pQ5kuFpGd8AIE9sEKmZ7S81NyDyxn+kt9gw9K6h4RUDR3BmZkZra2uRTuFeno7xd2XgtDoC5PAuqJdzXnhvYG7nnTBcwXszQRQ2qS6iMkd+HDXk/5BNSI88O0qGtKV3Bu7o6NDm5qZu3bql1dXVJj6U8yKSsLYbU5S8N7o7acMDj6tXr+rKlSuq1WrBw4K3sra21uSoj46OBhqCvhgYGAhelKcc+benY9vb27W/v9+UYvAAAYMN8vAwUnNLS4v+6I/+SLlcTiMjI2pvb9czzzyj7u5uvfnmm7G3+X46ndb8/HwgAhzSur+/r3PnzsVJ52fOnAmSe7FY1PXr15XJZMKZI7XMunvJPulpdKTLLo65O9DuOCNXIDI+j1KD/M69crlccPtwxlZXV0Mn8/nW1nofHBAQ1jbZY4h+VDiS8H64n/cg6urqitJs7AxOgjstoA7pdFrXrl3TxMSEXn75ZT355JMaHh7W5OSk/v3f/10bGxu6dOlS6DB4PKOjo1pZWdHh4aGmp6fjxOjDw0NtbW3FMSEEujs7O0GAhdvHXmU+mFPQFPQ3dou0vgeNTqTFnkjSxYsXtbKyEjKZDBg/iHFinRU2IxPl0SVKB49/bm5O9+/ffx9L/+DgIA45pI8CTgDCSHTLInoknEql3geLJxEWHCgUCKXMh4eHWlxc1PT0tO7cuaOZmRktLy+rWCxGqmB3d7dJOXB9uCEMjAde/dbWVjQWyuVy4dxg1FB+GMZ0Oh2EK1eK3ANB9M3oHCFJQbhFcWHkPCWUJOx66S9GkygGR4f1kBpHDQCvdnR0qKOjI4i9SS4FCAsRqBNI/brJ7yEjHhX6fDjSw7PyPZ4LGcWp8Jw3aR4QCw6idMTCUQyXK3dE3OFzsjFcLCJgHDSpXtE2PT2tra2tmEeMcVdXV1NlBPdzRYQCZD1O8kDOu7q69C//8i/RCDGVSjWdZIvzm81mtbm52eR0E+m7MUX2WVMQR+aONfEo3lE+jK7LFzJXq9W0u7urn/3sZ+rt7Y2zz95++221tLTo7Nmz0RSuUqnEYXmcKN3R0RHk+9HRUc3Pz2t0dFStra26deuWLl26FPeHRH7jxo3g/tHplX3qgVStVov2Ccin1Nx3CHQJucVxOz4+jk6zSWQFfQG6gh5ZWFiIn0HDCCAdLaBwYWRkRNvb2+FkSY194ycVo2PT6XScpQWycHh4qL6+vlhn9J+fjgziwf6XpOeee07nz5/X1taWbt68qXPnzun69esaHh7Wz3/+c01NTeng4EBjY2PhqLa0tKi/v1+tra3K5XLR8wv7dPfu3UDZ0TOZTCZI4lAIkC1P36PTWBNsHwgTzqQHZOgKKBjnz58PdMvX64MaJzb57KgGXjQKeW1tLXKavb29mp+fb+JEkK8HjSBV4IRHruldJp1b4MgGv0O5eGrAuQ8YI6lu+Le3tzU7O9t05s7GxoY2NjZ04cIFDQ4OavPBYWt4yLDpeXaEEO4JigYiMd4yUQCnBR8dHWlra0vHx8fRRwY0ICnUzItHEFRAZbPZILg5IoGy9rlyQqjU3MaaNJCniCivdHiWCIz0CA6aowKeGqpW6z1jtre3VSwWNT4+HgqAqM7XjGfAUHt1hvNPcLCShFrn2+BQs/HL5XKgVzhCOHSUPeNMOhEZZcLw85c8RUM0l81m1d/fr3Q6HSeJQ8QDtndnCDQxma5zZcb8YmR8vk/y4N0uX76sv/7rv9aXv/xlzc3NRYSOU0mKlLkeHh5WsVgMvgTyT5pSapyKzEnvVLlJdRnNZrOxFsw9aQcODFxeXtbR0ZGmpqZivWZnZ+M05M9//vN6++239fTTT2tmZkYHBweamZnRRz7ykQjYMLrIdW9vr9bX1+N8oxs3bujixYtaX1+PkmOqRjo6OuKk5Xv37kW6eHBwULu7uxFQYSh5V6nZmQVRcZQVeaJCD7luaWmRLECrVCqqGrJLuuuv/uqvVCqVoo2/H3nBvi0WixoZGZEkLS0tRcUke4+96si0E2ZxOrzsGX3LfEqNEnQcHlCibDarhYUFffOb39Tly5d19uxZjY2NaWVlJQ53vXDhglZWVpTL5TQzM9Oka3GKcbi6urpCLuAC8S5wetwu8Tz8HkfQAxAcaFL7rJ3z6nh/pxysr6/r9OnTcQjvBz1OLLLCpiCSRMBQzO3t7RodHY38njsieIaeliEnjYHy8laUlKQmAQBOw3FCWZHCQdljiDHObOajoyNtbGzo1q1bunr1qt555x1NT09rc3NTCwsLQRKGJLu9va3d3d1oVw/EXC6Xo/vs2NiYPv3pTwcB2PuJOBqD902rbK/XlxqKxvk5oEtERiAQpJIKhUKTM5fMl6IQgBKZQ67tcw3iw+eYW08J8WysFddLOiu8z/r6um7fvt1Uqs73nO3uSFVy3tisrCXG2yuQuJ4TMB1NIo2EovaUJArBETB3LJAl74LM2tHPgwP2pqen9corr+idd97R3bt3tba2FrIOHM6eAJKnfbmnnJLGxYnqJ3X4ejGuXLmiq1evxtzwrqTgQGFAAJwwKimcRYjgybb0pBdoHXD16lXdvn1bly5ditL2TCYT/Y1wXuFhUKVXq9U0Njamrq4uLS4u6t69e5qdnQ2j8dRTT6lSqfcF4dT3ixcvamRkRGfOnFGtVi+/5TRoTilfXV1VV1dXVPsgk8wXB7Km02ndv3+/qSKO98Pgk/KCwIwhZf+zt5gvCOUYVjemlOlKjfYB6+vr+s3f/M0ICEBMnLPV09MTxOODg4PgdRC0OlmdNB17Gq6XPy966cyZM/Gsu7u7GhoaUqlUUrFYVGdnZzhNrMcnP/lJ9fX1aX9/X8vLy9rY2FA2m9XFixdVqVQ0ODioM2fOKJPJ6P79+8rlctrd3Q3S7Pb2toaGhtTX16eNjY2ooIL0jRyiRyC/esAjqUmnob9d93hgjv52ArmjtNwTB/PD0AWp2gnVOFT4tLe3x4bk7Ive3l5NTk5qeHhYBwcHun79uqTmTp27u7uxmAgsECYCC7eks7MzonB4LF7GR1REV0FSJLSfRkhwLNiMCJjUjMb436SiIAFDHn7hhRfCEXABkhTGDESA56EJHtUBKB7mgXtR9oeihjwIHF4sFtXaWu8909pab1Xd19cXXB5QBISe1BcschQXBGaMLtEKxholenR0FEqUUSgU4vcbGxv6+te/Lqm5WyT/lhqQvzsemUxGAwMDeuSRRyLC8nI9z/my6fkchscVujujnvZDoTPXTmDFaPI9bz7mkaijUV5NBKmX71GK/PLLL4cD4vwbIn2eAblCgRMV7uzsRB4ch+phgwZSJ2qkUvp//+f/1OoDQ+0jnU6rr69P9+/fj/WnYoT0MYgIUSfr3dPTE+minZ2dIN/ye9I9Q0NDKpfrvUrm5ua0tbX1Pk5Ke3u7Njc3I5WM8V1cXNSXvvQl/fCHP1QqldLCwoJGR0ebOHyFQkGZTCbQT/gmPT090XiM0lSuu7m5qTNnzqhYLKparfdJoSs1aYiFhYVAaTF4dPh1PhvDf06n04HeIfs49I7kBqJdLuv/+T//R5L0//2v/6Vye3s0uqwvYf3vzs5O/cM//IO+9KUvRZDBOUUgrlw7n88HAoO+JE23vr4ePVhAwUqlUnQJX1hYiM64d+7c0fj4eCClq6urGhoaigC6XK4faAn35/Tp09rZ2dErr7yiS5cuqaenR+vr63FfystnZmZ06tQp5XI55XI5Xb16VaOjo+ru7tbi4qJqtZpOnTqlGzduKJfLaX9/X4ODg9GBmfUgfUnnZYIdLyJIIqPoJhw49E6yIILPcg+c9dajI/2P//2/6xfb3ZUeZAr+M8eJTQMxSdlsVq2treGoeOVFkvWMo+HQOegDVTcQFinl3N7e1t7enrLZbPQJAGJz7gObzuFjh0GJfpNRuhsiH/5dFBmN20jDON+DOfG0EAJZrVYjHeCRFHAeaQB35KRGl2BXEN70zk+Gdc4Jxk9qKCxXDrwzhjrpoBEZOeELJemnppI6IW/rFUx+TZxP5pTo7Pj4WCsrK5qcnIyoAvjWicSe8mOeHaVLOpqeTkHeUAAO0XqVD3MHpO6GC1RKUhOx2Bv6raysaG5uTnfv3g3FljQcOHLuKHm6j+fDEWfNkV9PAfnfJ3EcHx9H40UnhUqKXkuDg4NxlENfX1/IF/KAviHqxJmmDJrghPXr7OzU6dOn9frrr2tkZESvvfZaOEt9fX1xkvDCwoJSqZTOnj2rW7duBZ/o9ddfV19fn/7kT/5EX/ziF3Xz5k098sgjEXjhXICocDAje+jevXsaHh7W5uZmID/5fF47Oztqb2+PQ0ZPnTqlrq6ukKGdnR2tra1peHg4GpA5ugiygk5G79CcDhmDH9jd3d3U7sD5Ol6+zDg4ONDug3JdulMjy/v7+/rKV76iarWq/v5+zc3NNZ0ijDN+eHgY36VrLK0dlpeXw3FAd4FgnDt3TrOzs4FqdHd368KFC9Gwk0aXxWIx1hhH6e7duzp//rxef/11FYtFffWrX9XExIS+853vNPX1GRgY0Pr6up5//nl1dnbq3Xff1dLSkkZGRqJ8OZWqH1KJo5TL5TQ3N6disahCodBUWUVgR38l0jjOOfTgB10D6udoPA6NI+aQzz0wrxqK+EGNE+usAFtR8kZ5bXt7e0B/KAs3iqR5pIYh5SBBeB57e3tBRgOax9iAMvB/EKvYdE6QdCIZ93MDlIQ7k0RP57s4g3t/f1/Xr1+PXCx9VzzVhQCCalSr1ch9emTB90CLgD2daMm1uHd3d3ccXIjDwPvzhyjKycFE9wwUDqWbpId4X3LZPINzXIhqnPSMU+KkUN4ZB8P/cK9r164pl8spm82+r0oIBYRRIUXorHnm3fPB7pAk0TOp0Tcm+X1HZjyVhSPhFWE7OztaWFjQzMyMVlZWtLm5GZwklKavHQaF58TY4jii4J04zT1JHyWrXk7qcAI7iCX7NpPJRNXH2tqaOjs7A0EqlUoaHByM6hJJoWek+oGizqcD8WppqZcH/+3f/q2eeeaZCBpAbHZ2dkK2v/a1r2l7e1s//vGP9eKLL2p7e1tvvvmmrly5oq6uLl2/fl137tzRV7/6VX37299Wf3+/Ojo6dP/+/UAvFxcX1dvbGwaWlAz7l865BFcEIo8++qhu376tgYGBkBMQZxrL5fN5FYvFkClQOSd512q14NYh91QcVqtVbW9vB1cil8vFHII+ycqFpfq+29vbC64M+4f92tJS75Vz4cIFra+vB5qUzWZVrVaVzWYjjd7R0aFsNqulpSW1tLTEga+0BKCPCTqTIBFdBFfJEfbt7W0VCoVwOCmlbm2tnz03OTmpf/zHf9Sjjz4a83PhwoUoTID/80//9E+B9JJ+wuaAhpHGBc3Z3NyUpKjQ5Bwqf24IxAx3WDx48won10ektwgasR212oOGlw8JuP+zx4l1VoDJaQTEpqFU02v/STn4YYEDAwPRUn54eLjJ+NKiHuNJvphUBhEDxkxqGBxQD/KbePdsWjfWDrM5N0BqZtAneS7Vav1o+1KppIsXL4ZzgpNRqVSigRORlaQmeJeN5KgADp6nBVpaWqJahY3DBsBRcJQGp6WnpyccECescl+MZblcVmdnZ0DtUnODt93d3VA4rDnXJTJKnr3i8+c9ZXAgHP4EFi6VSlpbWwvDheJFRhiZTL2Uk06TyTSOOzmeOnLCGkaJtUUWiFpQrvwfjhrOeHt7u27cuKG7d++GovMo3tec4dwd/qBs4Mk4jC4pkETSdfACuEfSuT5J4/79+2p9cEgpjgKy5eiTpEAC6BQqKRBEHBKqL0A8geRBHEdHR/WNb3xDjz76aAQQ3PPw8FALCwsaGBhQV1eXvv71r2tnZ0cXLlzQn//5nyudTuvChQuxHx555BEdHR3p7/7u79TZ2amZmRmVy2VduXJFd+7cCRJtKpXS1NSUjo+Ptb29HaiFo6E4Ixjbu3fv6uzZs4EmcO4OjoVUR44GBwdD73rw5kERlUPIuiOr8Lac2+GNyFptj5bLZdUe7BvI/Ohf32/ValXvvPOODg4OdPny5QhKOzs7o4oLovTW1pbGx8fjub2z7P7+vgqFgv7sz/5M1WpVGxsbGh4eDocJB8VJrP39/ZIURFnS6pw1t7u7q8uXLweqxf49c+ZMIPrFYlG9vb2anZ1VZ2enhoeH1d3dHUe69Pb2xjUPDw+DG0OQTVBK2TV6maDEbZTUfIIy886/k0GmFzFQKUZguLe3p8KHcPzGidU2oCflclkbGxuREkFBUIvuRtuN/+DgoPr7++NQqKGhoagwwRgi4GxCZ15zHZ7Bmz3xfTaqQ+0YTzYbRtQNgEfVUjPvQlKw3BcWFnTz5k2Vy+Uovd7a2tLW1lYgRY4EoUjZnBhl5sfPi0E58T70BcFB8bQL0TiCnFTGbrgxpJBi6TmCc8S8Mj9J8lgq1ehBwcFq5XJZn//852M9cFT8vlzLNycGHKVdLpdVKpUCeoU4zBryDKurq5qdnQ3ninuBUniKK1kxxFyTekSJeNWQK0Hv+YNS29zc1M9//nMtLy8H38GRF1Ct5PBnc8SPdcDBxznFoNCMsL+/X9lsNjhcrOFJHIODgxoeHlatVgtd4oYPp7ClpX5678WLF5vy/uxt+D+gsET8R0dHKhQKevzxx/XKK69ofn5ely5dklTfv4VCIfQBjgnkZs7+6u3t1djYmB577LHYczs7O2ptrZ9jNDExoWq1qqmpKfX09OjGjRtN7QBcD4Eu0saAFCTOGQapu7tbKysr4bByAjWGj72OE88+gSeC/jg6OlKpVIqgjSZwVKsQEOEgcPo0nBoPEDC8RP3ObXPSaCqV0sjIiC5cuKBisaiVlZVAHnBc3FjTHBQdmM1m9e1vf1vnz59XsVjUb//2b8dcz8/PK5VKKZ/PBx+Q/Qt5X5LOnDmj7u7uOD+oWq3qwoULunv3riRpZGREHR0dGh8f19mzZ3Xq1CkdHR1pbGxM6XRak5OTunTpkiYnJyPdhdzhdB4fH0cvFRxDgml0kM8NOpD5xb441YABGptETl3/Qhfg2XBKP+hxYp2VL3zhC8rn81pfX1c6nQ4jKdWh2s3NTVWr1dh0GILOzs7wUHt6ejQyMhKKWlLTQrP4GECHy5xQBiwHGau7uzs2oCMODpc63wUj4z9jeL26xfkNKMuNjY0mzkpbW1soPeBWiJKSoueDIz4IJ/PnhpZ0lqTwrnkn50HgtKCoNjc3ox8M8+kbwUnBGHRvcObXB23ge/y9t7cXzzQ8PKzHHnss5kdqOCheMfPL0hfcEwXLZoaMzOGXnFy7sLAQ32PgcHmFGv/vaT2eL+nIgRAyl+7MrK2t6a233tKPfvSj4FLhTPJZUBCPpLiX/+z3xBEvlUra3t5WqVSKihipcaRCb2+vent7Q8b94LSTNugSeu/ePS0vL8c7I9vk43FcvvWtb+kjH/lIzDXzk81mw9D39/ers7NTzz//vL72ta/pJz/5iX7wgx/oE5/4RDjdh4eHeuutt6J52xtvvKGPf/zjSqfT4Xju7Ozoqaeeiii9vb09TsyF7Lm0tKTDw0P19PREC4KzZ8+qra1NW1tbgerynI4UYvhwAjjPCJnACaWBHPsvyZ8ClWE/YBxBlVKp+jk66Dbk5vj4OA46lJpbw1OV5EEFiBdBqVcT4nShrwmYCoWCrl692tTV2Um3HGoLWtXW1qZ//ud/1he/+EXNzc3Fvujo6NCNGzf0G7/xG4GkDg8Ph76kdxPHWeBILS0tqbOzU1euXNFPfvITfepTn9LVq1e1v7+vV155RRcvXtTGxoZmZmbU2tqqu3fvBmGewAbHDX5VOl3vmzU8PBx7fH9/X+vr68pkMk1Vnex3R5J93bBH6Ba3b8wtA3sH2oK+Iw1XKpU+FJT1xKaBpqenJdX5JXjlRDkoE+/zQUSQz+dDwdPafnZ2Vpubm+EsYFCJZtgQzk3BU6eHBzyBnp4eZTKZJmPHwAjjpTqp0SNhoHl+j3C4ouBzRC1EuuSKq9VqRDI4atzHjaErFm+a5nPoZ33wxwWbyNI5OZDf3JD6xiFa84ZoKCtQBneYfM5wfCBA871nn31W165da4q22GTcg+E/J//tvTLoQeOOIkodo+BKM5nq80icf+OAcV+PStyZ2tnZ0crKira2trS5uRnpqmSbf6Ir1hRnBGfNlZdHSKwdAwSJCjb2ASk/qZEXd6frJI61tTV1dHerv7+/6cgOT99CtO/q6tLExIR+8IMfaH5+XmfOnNHjjz8ee4UjMP74j/9YR0dHeu2113T69GlduHAh5rlUKmlpaUmDg4P63d/9Xd26dUt37tzRyMiIXn311Ti6Atnf29uLTqbvvvuuLl26FFU+BwcHGhkZ0b179zQ+Pq5bt25pcnJSr732mgqFgh577DEtLS1FxRLcLk8X+56Vmk9x9sAD3gkBBz/72jtyDcETvkUyUGEfgmbBsYLQu7m5+VBuG44TaTeMLXuJdCWcqt3dXb3wwgvx3lJzq4S+vr7oegsK9fzzz4fcwxmBUws9AAAgAElEQVTZ39/X2bNn9fLLL0cFDnaCQO7UqVPRCmJ+fl7Dw8MaGRnR/Py8fvrTn+rRRx/V5cuXdefOHW1tbenLX/6y3nzzTY2MjAS/aGhoSOvr6yqVSjp16lRUoXKo5MrKSlP6TlJTjx/eAV2HPmJd4ORA+Gdvwwt0G8M6+fVJgXpwioObzWZVs0rND2qcWGcFQhJ16Ew25MP19fXoVSA1jmvntGWgeHLPGxsbcWiU51V9g4JIkKuT6s4KfVUODw+bWuEjXEkOAdfCCPI756lIzQY0yRPAGO/t7enatWt68sknmyIbvz7vQ3qA3xFtYHzY+H4NlI5/3nPOzsUAaiZvXalUggPD3LljAkmR+zlB2Il5OIgORXspHZB5d3d3HPDFfPJ75swjtuTAqKNgKf1lzVkHPnt0dKTFxUUVCoVAhlAmPD+f5/vMH3PlqTUY+7VaTSsrK5qdnQ2H0VOK7nS4I+3VRUC+KFWvjEuiOy5roJQ8B5UVRJKOKP6yufyvPlpaWpTKZJrkzRU9XKbBwcEomQVZSqfTun37tl599VXdvXtXXV1devbZZ/XZz3626SBLJyx+9KMf1fDwsK5du6br16+H0a1Wq3rsscc0MzMTqdZnnnlGP/zhD/Xiiy9qd3dXv/d7v6e//Mu/jOg9l8tFGrKtrU19fX0aGRlRNpvVe++9p7fffjt6onR1dTUdcud7GB1I/xYam3laBWSJiiF0AtdAF4IiYgBJObm+QJad7wYCjfyNjIzU5ztxHk/6gT6RFAEWKIp3GWYPoNO4H/uFlgzZbDbQcJx61znz8/P6whe+oKtXr0pSnO4sKUrCK5WKCoWCfvKTnyiTyWhoaEgf+9jHNDs7q9dff11PPfWUstms0um0vve97+mRRx7Rm2++qenpaU1NTamzs1NbW1vx/tlsNqqHTp06FfPs6WHOniJYTqXqJfPLy8sRAGJ7+L0T6b3qjXQh60ewybogv7VaLRx5Cltcj6dSKaWqvyLY/sJRLtdP+KxUKtGi3tMPMKep8qBh2ebmpu7fvx8MehqukdtFYbS0tKhQKGhjYyOEhU0B3LezsxP/T86QNtdAZxhxNzKSQqik5jJbzwt6RIygcW2pwf9YW1vT7OysxsfHQwGBCvH5jo6OaEzE80A8xkCRViBdxmZhbvh/nLfOzk5tbGyoVCqFIwEsDsRMmgzynEf1XAOeRKFQCGXa1tYWJZkYAJQRfBuv8AHKffLJJ/XKK68E0Rq4n0ZcTvjjeRy9cccOBeG8FXcAJalYLAa6Q5UBTrE7qFzbyzQxGHwW2dre3o51gNPjvKVarc7OpyqLNvlS40Rs0qKkN5ELnA2cD94Do836oPyJJD2P/WFAvh/06OjoUOWBbMMzIe2LEaPLs5NlXfl/+tOfDmdearRHkBrOKY7897//fT377LNxzEE2m1Vvb6+2trZ0584dZbPZ0COvvPKK0um0vvOd76inp0cvv/xytHhndHV1aXJyUouLi6pUKnrttdd0cHCggYGB2KOVSkXT09MaGBhoQtQcnfBeLOg3CJQYtlKpFEGeIzQ4wCAMBDCQPOGtITv0/MGJcBmnsgZD25ZqrpIkMHI+DohMqVSKBmmQnJkrT7k7ekupMXoShwUn58yZM7p+/bq2t7fV09PTFOyhkwjGHnnkkThQcHZ2VpI0NTWljY2N4Od448xyuay9vT2Nj4/HQaLce3l5WZOTk0FhANnCoZTqaVmqjiDmElhJagow0fHMOQGeozPupDP4PmvMM3jzvFQqpe7u7jp5O/PBuxInVutghEl5YAy8cx9Ghqjb0z9UUayurmpjY6MpCtrb24t8qvMo2toanSzZuKRI4KmEp5ngIfCzc1UQAoaTHx1V4D3caLqB7ezsDGEdHh4OB2ltbU0bGxvhCcMqB0rGQyev7Z4zxov+K2xiR5bwyiE0o+z5rNQofUXJ+O+4PooCQ878oNzIHTuELTUcH+ZDkk6fPt3EqeF9HB1zYivrQ8l7b2+vcrlc03lQKNakkeZ6nlLZ3t7WwsKC5ubmIqdLVU2S/JvNZpvuhXyQux4YGAjon+fE6BDlsj5+FpC/J2vsqSzW2VMADu/ybswtlXEQC5nbX8b/+a8+HAFj4KBOTk4G+oSjTOULOmZra0u7u7uBbuEIgtayRsjvyMiIZmdno1nk4uJilJ/Cq6P1/tDQkNLptJ5++mndvn07eAiSwlE6OjrSysqK1tbWtL29rc3NTU1MTDSllsvlcnAdeJ+BgQF1d3c3HTGCDLO3iKKRCZwZqXFGlT8P6IjzXnBEcJJxjrkm93VEY3p6Wuvr66EPftHAISe94cUC3nkYZAhZxblxngZ7zjtmg9h4Ohi0YWtrK/YXxn1/f18//elPlUqlIiXvaWGqdu7evRuVY7TWJ6B2ZJnUNc4nh2mm0+ngifX19UXQiT6hgMLReo73cBREau6v4rLKuzFnHiijW5AN79yeTKt/EOPEIisYNgQMpYPj4BG08way2aza2tp09+5dVSoVbW5uBkrDdVkQvFuEAfgSQWxpadHu7m6Us3EvYHOezfO7biR9gZP5f1jbTnb9ZfA9GzObzWpoaEhvvfVWnAeyv78feXjKuhEyoF82HwqTn3H+IBOS63bjBXeGOcJp4bNsICd8shncAeQdUVY4j96kDufNDb9zi/r6+jQ8PKylpaWm1Ery3syZpKgCoxlbMgfPnDsqwWeYdwaOrFRHXVCCvvGZC5Q4KBdOEfMoKaJODKAPTyPyM5EP84qcJR0T/nal/TCn2t/Lh6NLJ3EcHByoYg3/mBMqYsbGxoLzxZ5gLfL5vKTG2U9ErBgrnHOvFuvo6Ig+HFRUEfVLjf2QTtf7eIyOjur111/XZz/7WWWzWd28ebOJi8R1SUvRswWyZ5LTwXrNzs4qlUoFcVZqON2ur5yXhnFnDyGjOPN+Lg4Veo5o0MsFVMKRFvQcDlqgdw8QQZ7v0Dh8HvjgTHojPoIr3hsdQNBGgLe1tRUtE9BpniLf399XX1+flpaWNDQ0pMPDw0CcQUQ7Ojq0tbWlqakpLS4u6umnn9bbb7+tgYGBeF4+LzX6g1FllUqlgvRMAMmcHB4eam1tTU899ZTm5+djfWmf4Rw1Ai7WPUl2dlQFWXCnBFsDYu3BCqkg9Hw6nQ7OFLyo9IfAXzuxzorU6DmSJBsWCoXISdLorFwuh4Ig7QBh0XkIyfwczorUgPKJJFKpVBAeEaIkGRSD5xA6HqwLsdRwWFpaWpo64CarOn7ZaGlpUXd3ty5duqTFxUVtbW01cRc4v4L3JRrh/kRSHDXAMyLoRA44DGw+50U4nOj5UpRY8l2oSJAaJxfDuZAaxEe+68gMz09FQ1tbm0ZHRzU7OxsGhnlnDhgYef8Zxcw9eCe+7xseBc1wI4Ii8KZbKGyQLyJLkC2vvuE+Ltu/aLgMcQ9SpCgsnEH2gr8jz86ach3/vTsmyVTYSRwdHR3aSzWq4EgBp1IpzczMhLKmarCrqyvWc2VlRdVqNQ74S6b1MOg9PT0B/3d1den+/fuRFsA4Ss2QPEgwPTeWl5d17969pkZcyBJOgzsUSd6YpzakumNOFQv72nkf6C5Hz9xJwmlx3hhVKAQnDO7rQYaXEEP+7+zs1HvvvafBwcGmPcRwwi36qaWlfpI0CCO6gR4oGGcn2/v3j46OInXEXiHQYj8NDAxoZ2cnGsThjFG6z1k/+Xxew8PDWl9f1+zsrPr7+2Mv8Qz8G1nAIXBdRhqYZ6Ry6tq1a3EMDNw49KF/V1I8H7KIPnhY0OTrwboSaDsqzVxyv/7+fr333nvB1XMZ/iDHiXVWktEijkpXV1cIH0ob5Z9KpaLufnd3Nwwsi41Aslm9xwBIgm8Wh1dZLK+icMPncJkLi8Op7uggGElIFA+Y92FD0EcFx6mlpd5Lpqen531Nw+iTwHuiNFFOVIT4IXs4Zyg6kAjOufDNmDT6RDnJSC7p1JE3Ja3hz+yRpyMHzBUN8TKZjE6fPq2f/exnoSBRdB5RAKmC3rhcMe8uDxgZdww8DeSG3VETdwJATFAQEBFZM6nZgXICrjsHjuR4qsJRRqIpvgevgDVwJenIEb97WIrHHTbk76SOw8ND1R6sJ/2UHn/88WjKhSFlzlh/ItqWlhYtLS2po6MjDCVySrdXSosPDw/jrCD0R7VajS62GJPd3d1AX+iE6/LLPUAvpAYK5j+7XkI+WSuIr7RW59wtbwLmqWr+nXROk51vkVtkln3DPKKTkugNOoNKKO7j++n4+Fi1B9E996G5JY6+I6jcE0fJnS32gqRwWmq1mra3t5XP54PLU6vVot0D68W8ZjIZLSwsaHx8XFI9mLp582Y0wvMDJ1Op1PsIqdzz+Pg4+tN42s2LE6rVOs9lZ2enqVkj9ov5Y94oEJEU3YqRFzgnUrMDiH4iqHb97D9Xq3Uu0rVr1zQ5ORmf92D8gxwn1llhUol+vISUgSHGiEGmXVtba2K+S2pCMfBGPWp2ngSKAMNO9JKMgpMQPN8luoUI5ZC8pKb7So0OqDwHQpTJZNTX1xfdNb2xF5ELG4N3QvgGBgZ0eHgY6RKqmDo6OrS5udkUeeVyuZjDjo6OSCWhlDxl5XlUh7l9Pl2xe2TIHDh87sNhVSIjd0Scx8S/XZF71AY/weXFFbYjJ/zxHLgbAf4k01OOovD+OBpwQVgfHAwQF97FZYR5dLkiAvL1Zb2Jln2NUCrJ+fA95XvsYfOPw/vL0J7/6qOlpSW6ol65ckWtra3a3NzUzMxMwPtJ3oPzxVKpVFRKYYhwZEBV1tfXw1iBaJCGIK0KgRKnZ3V1Ndq/uwxSOlqpVALZdIPiTpCkMN7IJJ2eeYadnR319/cH14H7JB0ejCucK+n9hFe+x/5348w8ss9AD9rb29Xb26v9/f04I6fJ4bdIHdlm71er1SC0wtVDF7kB9/Syl9+CNPt+50BA0BYQdgIBAin2VHd3t3Z3d6O8GKcToj9n9ZCeRuZwBFlHsgPOVyFA29zcVG9vrw4ODprOjioWi+rq6grZA00DkWb9OQOJFCE9XCA++7MkidPoAqo5QR+LxaLOnTsXRx7w7KkPAVk5udpGzU20pPpGKJVKUYZMugcSKZUbNDDiGi0tzS3l2WS0LWbxUGIseJLcKzW3eef6PBupHYwU3VJxXtz4SA0iJL/n+pICJuRQQu+66oRI/p8Ni9Fsa6sfgjcyMqLe3t7IR2KY+/r6NDQ0FOegQBorFApxyqc/l3vqUvOJxQ7TYphZM5wgNqmjOyhFh5+pvmINGCjSg4MD3bhxowkFQWHhjAHrewmgPyvP5PPlipzPsx7uAPCMfA/in5ORWRcUoaNJIDJckznj2binO35uSJ04y/M4kueoycMcMp7bHRhHe3B2k4HBSRvMA831FhYWorcFhHFvVEZqAb6E84ucv3FwcKDZ2VnduXNHUl2+6eXCuuFMo2fQY/SBArVIpt68QAC58PX0z/NsjgbQyRVUcXt7WysrK0qlUtFoTGqsMTJDd172kKO/IKLMFfsSdGJvb0/b29taXV1VJpPR+fPnVavVq/fW19d1dHSkfD4fpH7kzXUJqIC/K6RVngc5Zx59sG+TVZkEuqBD3oeLPXN8fKxisahcLqfp6enYa5yzJDUIv6Ai6Fc/3oXnRm8iLzj+6BqqslKpejde3g0uVDpd5ymhd5ELT9ehMwnoCFiSqD9zwjP4NXin4eFhLS4uxjvhYLoc/N+oCf9Z48QiK77gGGsaL9ETYH9/P6p5qtVqMOdZMIfcPL+JY0KE42VdqVSqKUXiEJgbBZwMFp0/UjOM7xwMlMipU6f0uc99Tjdv3tS//du/xbM5LHnu3LnYMPfv3498cSqVUrFYjMiK0lOqTlAyCC6GiPnb39/Xpz71qehHkKz+mJmZCcUA8dX7jFCmjJFGeUDUJWIhGgL5khSfoUQQA4Ey4XsoNi+9JfJbWFhQqVQK0iwpLSJcjxCr1er7GqzxO/52QjT/z3qBkjEw/qAprLlvZq9cooIM5cQ6e37fo0M+A2qCovU0pD+7p4CYa0/F8Q7829+R+WH4PPj/n9RxfHysrnxelUpFKysr4WT6eoEAwFsgaoW47kES6dp0Oq3h4eFwfnd3d6OxFxA9zbVwCrLZbHRnxflx6N3Rx8PDQ62urgYvwR1QEDmpgTTi+GcymYiwqVBqaWnRwMCAjo6OdOvWLY2Pj4eOwNlBT3iFEPvRm4YdHx+HrmEfQASdmpoKwvL3vve96AmD/kS2QD8ODw/VYntmf39fnQ+ODaHqCnSEiB8DLSkQD0cOfN/yf45mS3W5X1xcDIeD9hf9/f1xDhvXLpVKGhoa0s7OTrRIwGHb29sL20GFHnNK9ZQ7EKwPuo9nmpmZiSMhGLVaLYIdgiJsE3Zqe3s72lRwH9AUnhGHAwTM0RS4Kvv7+1pcXNTo6GhTsJNEsz2Q+iDHiXVWfPIkxUaRGuQt0IM7d+6E8UDREik7/OlwJoq7UqkEua5UKkX05MQ6Nwr8XC6XmyJ/Fzg2j9ScZ+Z6BwcHWltbUzqd1pkzZ6IFOsIn1aNxulciiEQbTrzDiYC17akT8suki0g5zM7O6uLFi4HKINA4I5C9klAwSosN5PlPzw97LtnPs3Duhs8t+VSPOpg/iHEoX9bWf59EfzAsUoMA7PdEISfRDWTD1xxZ9GciInNHxgdy5sgOyBYOrqMfyWfy9+MduS9/O1KFbHrK0Q2bO0J+X5Spyy9/I+sndeTzea0+gMjpuAr6gbMIglEoFIKYDh+CiBlZ9goKqbFunmrc2NhQPp8PB75arcZRGIODg+HUpFKp6F0Ez4l5d54H64XRQSaTzyA1+uzs7u7G9QgmMpmM8vm8FhYWNDg4GM5YLpdTLpfTyspKU8qpWq1GAMg9QaCkBs+O9Nbc3Jy+973vaXh4WBMTE/H8vI/rP7hqxw8CM94j9QB1wDHB8EJiZs0g+LoDQBoD5wtbkOTSuF4ql8tBoCaAAFFpbW2NgJU1IJWG87myshL8FSfUMnCUeB4nOeMAPvvss1pfX4/GmQTnUj1AXF1d1fDwcHRupz0H78t3QFiQbyp8eCb0Ee07WPO+vr739WJCh6ALmeNfEWx/yUgaC0lN7PpUKhUHr83Pz8cGIxqVGpPv1T2ujFEALBgdDB1mdy+dDYIRZ0O48nAo1dMbCOnBwYE2NjbigEJJkRf19wVloeSa63llj6QmmC9Z2eObkNbSmUxGKysrGhgY0MjISCBJns5x9CEJQ4MUcG8nuTJHnsd2aB0FyO+YK4ekeV5n/SejSC8tZ3P62U+eauP/XBknjbAjCay5b2D/nKNtnodmvjzVgrHgnUBIPAXjw7/HerjDwTPhMPI75j15bYd9XWbc4DG4RvL/T+og5Vku1w//JGJHYY+OjmpnZyfO3WE+2d+gluwrHF6XK+n9a7i8vKxsNhtlsVSRrK+vR1UdwRHrw6nQ7GNSUN5env4uGCqp4VDiLB0eHmp4eDgMKbpNquumfD6vvb29kFsCpr6+vkhNYfTdQXenhedvb2/XwMCA1tfX1draqieffPJ96QJ3WNADmUymzv2xeWtra9PCyor6+/ub0JC2trbgcTg3h1RFMiBxXeF/uwOf1AHurOPkbW1tqVAoxPdBNPhOpVKJ3lfIDY4QNgrZAx2HcsCfnZ0d3b59W//xH/+hp59+uknHSY1zm+AWkiqDfOu8oiRnzbkmIG3Hx8caHBzU7OysBgcHlX+AOrocg5gxR26/9AsCs//McWKdFRQnBqmnpycO9WPx+JyzrZlcDC4lrx65YjzhFWAU/RoIFQtOOgEhgADl0Okvyi8nF39ra0uzs7ONKOP4OBr+8H2EE6TE+5UQabiT5IiPb0Tey/kOh4eHunfvXhzMVqlUAt1pb29XLpeL5wFRAfJ2vgZrgxF2hcDPHpmxLqAlSaIcz4wj4zwK7gWfxp0cIinIeT73zIVHd8l1ckiez7BeyXVMrilzw308ncJ6E5lgAJgLzy87+sdz4SizrknnPQlz839e3eDoJGviv+M+wMn++ZM8yuWy2rq7tbOzo2w2G0gYzv+7776rfD7fRF5E9kAhx8fHI+p15MNlyueUjsOQJu/fvx+pXw9qIN2ybxzmx5Fg/3sqCKOfXF8PAFKpVJTdupzxnDhikOl5HlAG5s4RHfZntVqN8uM7d+7ozTffVH9/f5yw7HqX+/GeqVRzzyc/MzybzepUb2+cG0SHXYy8zzPpKKmh9yqVSnBjtra2moItD4gkPXRfg7K4zgNtpkcLcwJxNpPJNPF4MplMBIO+35L6jT1OB+Df+q3f0uzsbDhaSR3D+7G2+/v7IU/oerIMoNeOgJHiOzg40OrqqgYHB8OB9WDcAy9kjmevVCpq/VUa6BcPhARhw1khgqRc0AXXkROE0yMsScG18KiGz6M8+CyGkIjehQeHCSHBMWCgWJL8Ak8FQZjFkUCZ5fP5OCSNVu+kFJJGlo3K9ZNRIL+nfbTU4GIsLi7qzJkz2t3djTQFyg1FQySHwnClxFxzP0kPLekFgXKl7OWPrkh8U/uaorypwPCUnitGj5Q8Bedz5sbHFT4ojadgWEt/TiIu5sEdNx+kE4m2mCtHOpI59SSCxjo6JyrptDBccbozl3R0HLV0J9tTZjhZJ3V0dXVp40GVRalUikg1nU4Ht2ltbS1KapFvnydO1pWaERRPST4MXbt586by+byy2Wx8F8cSmXa5RZ+wx8vlcnA14Hchr45mehqWZ9/e3latVotKpKS8wwVJ6oi5uTl1dXWpv79flUq9KgRumusOzj3q6+uL5nlOJuU92dseVJFOaW1tlQyhWltb03alEs0+c7lclHlvb28Ht4vKFXQHDgV7b3NzMyqpHPVOOuieHsrn89rY2Ihz3yRFu4G2tram9Wf9PAjhO94h19PVpGRwZHDEcERp3+8cTGyBp/08QHG0h9SYN7Ij6MTxJjXIu+Hscj2u704VzjHr96s00C8ZCBwT604DpDjIm55fBcZ1+N3ZzV6d4mhKKpUKyNVLdfGipQYXhXyhGxQW2tMoQJ8IsRvlZKMwRj6f15kzZ3T+/HktLCxELxgIl1wjidbAPQH1SVbCoHAw6BB3YbS7o0dKAMUJQde9fpScH35GTppIgHfjGdvb26Ps2iFmNgYb1BUqc9nW1qZbt26pVCo1Vbe4geGaGALuzdzjpCWdGB/uLHhU6hwo7pk0Fm5EiHJQqLyzG0aqxhw94TqesnGHI8lN4d1BeLyyyZ/X3y85Hgb9Jh2hkzZKpZIyD5CDfD4fnLDe3t5IyVBaKjUatoHCJgMN/sZxYC+ROnZjMDQ0pM7OTvX19Wl2draJbwa0D6Kzt7cXyAT/j7FHXtwZ4L6uixwFYd9ThICjwB4jBUVgQvrDOTaedqcsm++MjY2FDnEUzg0g6A2f8fSEIy+MVCoVJcVeokv/ELrWSmriZTgSiey77CLP/owgTjgCOzs76unpaWoy58eRcE0OOvQ9z5yh23CQfJ+iS9BNzA32h+dKIljIhyMdHjD5HLguqzxw+uAqOprtaShHZnyu/GccGLdhH+Q40c5K0jhKaoLQ8ESHh4fV0dHRRC6Fdc61EGocBMqMMV4IJikfqXFCrTcWQ9CcLJlMdzjqwv2lBuyGEqEtPr9rb29XoVBQX19fQI+QvFpbW4PJn+ypgZdfrVbjADyikWDfPyDDZbPZuDboD8+CcvDnh7iLUkNBuELDQFKay3uhzDH6ycojJ/AmIVDmnz/z8/N6++23w6BwTUc9/LmYd49KuKbnsh+G6jjk6/C9Ix/MuSsAdyR8TRg4BKxftdrgWYHAJDlQvhcwAMn7MrfuXGIYknPqEVIy4nQEx5X8SRytra0qmwziqFA5hkMNoui9SH5RVM5n0UXs/3w+H4YHh51OuHAVaEEwNzensbExbW1taX9/X7lcLirgcGqQa+eMeUqP53HOHT02MHSsM8+FM4WxR085YuQpUnQpuoFUA062I4meNsLQOaLqez7pPEtqkmXIqj09PeFcQFBlfyfRBIyy1EyGTxrZnZ2d6DeF88dhgs4VYn9xDMLExETwnuCgsFbd3d3BJwKF8uIDAir2O86P86RyuVxTFSufQRaT6etkmskRd3QBMsOcuOMhNewY8+5BMNfh5w8rcDmxzgpK1xUIi8ZGQWlQhszi42w4f4DNg/GmMsavnyTRsYAeySPIUmNhPQqX9D7+C79j0b0DItehyQ9pl9nZWW1ubsbGBBHyvDBGkcH1vX040RepnLa2tjj87MyZM6pWq/G8nECKUgRRQOnQAwXHzpsPSWoqJ2Y+3bN3tj/vzYmllPU5MgDCc3R0pJdeeilSYiBNKGAnVT8sHeNICOvq+fSHGXXfyDyHX5dIE8XgiIgrJ3eG+D+Xr7a2tjiTycu/3VHjHUCzkutOVF2tVgMm5zvc13lbSXQpieo4GfikDmQX54SqCuSsXC7HqeoYyK6uLhWLxSa59TShE9hbWlo0NDSk4+NjLSwsNKWTMARSc5BVqVQ0OTmpcrmsJ598Uvfu3YvPk4ro6+trQug8tZl0Bth33gitpaUlKpucGMo1HS1yB8idFkeeQUwhlJJGcNSCZ0kGUAzu5fyRdEJ+0b0Y8XQ6He32IaqCpB8dHcVxBegZ5yoix9yLvTswMKD5+flIByL3yVQc6729va3BwcEme0L6plarBdrDnnVEGeSFvYY+IVDx36+trQV3MDm/jj4/LIDw3zMP6A9fo4ch8o7SuJPC55LBzAc9Tqyz4jwTRm9vbzQ5Aino6OiIahaMIILgk40xwDCyGE7OTcL27t1mMpmmAxSdY+JOSfI8IElNSAgbww8b9EiAgxPffffdMMrpdL1crr+/P6Kb5eXleFcgPyKt8fFx5fN5VatVFYvFiARANnp7e+PYgpaWFs3NzcXJ1DgA5XI52oVDJgauZk6JUuBm4DRAjvQoNnMAACAASURBVENJ+YYFVnZUpaenJ8q2qYIolUqamZnR/fv3tbu7q5WVldiQKF3aiichZdAe1sFhWdYUtIoeMuSpuZZHPh4RcQ/kBafHI0vunc1mY139GXAOMWrcw1NCwPluSFz5JCNVIip/fuSDvcK+Yn2Rh6RzzbOe5FQQhoG5mZ6eDtlj7/f29jY58fQvQlZJfWIEfT3S6bRKpZI6Ojp04cIFLS8vR7dVeFUe8VKNyFlCb7/9tiYmJqK7K/rFW8vzHu7o8v9JY+Q/U5LtzpY7UFzX0Wv+Rh55d6+8A3VwR8mdcb928uckHyq5Z2tq9E9hTUhnOLJCaopjRngud3Zwtny/Vyr1Q237+/ujO2smk2kinTpykwwyjo/rzeOy2ay6u7u1sbGhnp6ecOqTDg+9wZz3EY5aulE56Y4MgZyjzayzD382v7bLpuscT5cnERPkwxEw7kGQ+mGhrCfWWcHwO4zGxqGED0cCfoCnAojiPUKEFe0CiZODE8JwQ+cwfzLS4e9kGgMhlR7es8ONEEgF5F8cBXo4UGY8MDAQSEmyogBnBfQD40RqAUeMZ/SSTK+KAhnB6BIpgKyQOkpCjH7mBhsDVMSRC4ef2bDVar3nBSSzlZUVraysRBoP5bSzs9OkLFHsTtT1dJ6vpaMf/n84KKyPryGfdYfW4VWPJHGQmTdk0SNs77Hi0SBoFfl5NzRuqJIy4wqQ4c4Pc4dS43k83YPTlOQgJOfipI1UKhWON04tRpDfMW841pTLS4qGZ21tbUHC9z1crVa1tbWlSqUSTs/KyooKhUI4HSABOCnORWlvb9fy8nKcFUQ/EVLcbmBYB09tYEC9BQBBD8N5YxjzZBohmVLg/d2pc4fHD9D0ufbI3x0sRxofpl+lB72SHiBerBcoI3sdIw4SC4qB7gH98OZtjkw5UsGxCYeHhzp37lxUIbmxxj7gQPT09GhoaEgbGxva3NxUV1eX9vb2mk63diTFD0xkHnB2mQd0NboZ7iU2zNfHHSj//yRK4p9PrnsSKfG14t/u6PgaJR2mD2KcWGeFhacqiKgaQWZiaZtP7pDIlWhRapy3gweOw+ML4i2nkwsvNTsmXJPhhtsX1Z0UTyt49YxzSXgHSSoWi6pU6gTf3t5ejY6OamBgIOZle3u7SbArlUpTB1yen5/9DBo+f3R0FKcsj46ORj8amkZxjVQqFZwg3t2hTwytzzfHFqBMKStm/h3xwqlhbTn11o1wPp8PWB/jirNC1IpCdLQguT48czJaSEaGvlYP+x1OkacL+D8UPBCz80GSkSzyxtkj29vbjWPZE04I74Ahc4eFd0DxgAQko2mcWv4gC25UuFYynXbSBgaCM2aoDEKvpNPpqISj6sNheuekMd8YR1ITOJ35fF6FQiF0CNd0Q+nOBEgKhHGqZJwYS7TvSAsyjrxR3ksK9tq1a9GR9BeR0CXF2juS5I6J73G+19LSEgc2wk1L6kv/2fcFcxv7ydJAmUxGMgQbniBoOM3UuEayZxbOnTdxSxp27ktwAu9teXm5iWOSNNCO3IB8sr7e8wabwvviQDLgToE8eyVTMhXtqD2fgZ/JtVwufd/jYPnn3Anhmh5g811sSdLW8X4f9Dixzgp5WASExSQV48RKTtf1FA0IAcKKsWTSk1FmciShVRbao2XGL3JQkv/mcwgPzlculwtSLILHZurq6lKhUAjiLcgGXjgbt1KphDCjuGgEx1xhqHGEstlsfJdIg+PP2ZypVCr4MkQwOBVEjryLRzW8O5vdSWWSovT8+Pg4elkkc6eOfsHn6ezsjIoFFAfPyNyyTsiEozq+NjxXsoLGv+PIiTsILgtJBclz4Bw4D8SfwyMy3q+1tVWlUul9MonBYf64HwrVnzMpn3zH14HqMI8m/zs5KzimXnmzsLAQqUuPmh3FdYOFDvGUCygu8skeWV1d1dHRUXQ1RfYwujj0rgu2t7ejyRfonfdv8pSAOzwEZalUKtK0t2/fVjpdb/zmQQLz4IhLKpWKikFHmqVGisZRFXSR1HBytra2mlBEnx+ff5w+PxalXC43HYzH/2HQeS6KCpBZ7uPv5EbWaQC+l9FBjkoR1NCDh2vyt7f3BxHxIxNAtqQGeumoJs/jiAayB4G4Uqn8/+2dy25j55WFFw8vkngVRUqyVOWqSlyxg8RIAjizwJPM8hb9Fj3up+jXyDSjTAJkkEkcBDEcxwnssnWxKImkKImieOmB9P1cPFXd6AZSjoTeCxB0I3nO+a9rr335NRqNVuZcnkgA1lk3tpxYuPHjJIW9hNd60LNf0z0B+fid7wqPlqwwuFlgISue5eABhx6c6Ol/WJCurDjbZFNjc/DOeRPD5HWQBn+tx9n4xM27DbhHDt3jwEKsA0krfmcWDyyayWSi/f39VPWWz9/Y2EgWWz7QEiJULBZ1enqaagh42uJsNtNXX32VFB7acTQaaTQa6fr6Wvv7++k5IDHEBkjLFFoyHEjR9rgaFna/Pya0Tz6XOP0UZSxRFhnOYqHNfaEhPoh+8MVUUtqs8n0mLWui5P3ybvW4dcJkZ2F0d6S7cXi/kxcnPFjYroT5osx7WFCcHLrfnXvM35fPFV8c3Vp1AvgY4c/B81G1k3WD2ILr6+u0aUnLscEGySbEHOc17nKmOmyWZcldy4bLvHYJnkD24XCo58+fq9frpbUDo4CYMc/+QjFjc5lMJvr666+1u7ubnht1xuP2IFBOSjzTz8fxm9yceTcBajdl5PMkl02ZMco18/MPeHE+Vz4Ys16B2BUIv2+ukZ8n7B95QwXli8/IB9HPZndpwLh9eJaNjY1UnBKDl/GEksW4QW3Z2NhIBp6fqMz7PUiZe8nHi7xpTDMueTb2JVfveS5vXz6Ha/LdA7DzhOZt49GSFRQTUox9M/DFuFRaprflJUjfKHwQY/Ei5fE5vsF6WrFPDhb4fHEmv2/uzyU2aZmpQvBkvV5Xo9FIBaTW1tZ0cHCQGD8yq7u1SCnkqIFSqZROd2bCoED4eUpZlqVnZSEjsC9vWfP8XHM0GqVJ9+WXXyZfa71eT4enXVxc6IsvvkgLTaPR0Pb2tra2tpLEzgJOn/oC4laPW2lu5bkVx3PzGhZEV1G4fyw3xgD9iNvGxxSWC5PWLVI+3xcVfmZsEmfD53B9Hx8+RqQl+YGIeywW7i7/DIgNilDe9eTWHM8GQfeUeydPfKa7GB6zssKzYZwQ8MhYoS3YgBjzbiV7G3rWBW3jFVlRRdwaXiwWOjg4UL1eT2UHGIMnJycqFO7cq4eHh5Kk7e1tDQYDzedz/fjHP9bZ2Znm83ly/04mE/3pT3/S6emprq+vU8VcrHTGTqvVSjFvkCTWK3cn0g7uVnDCyjMwjhkntA3Kjpd/8PlInJCrAcA30/l8rsV8WeWaMcihqWze/l5i91z99j7jOdnMfaw7efd5j6LDNQuFQgqiHo1GKaZmPB5rMBikTCHWUq+bU6lUUm2d2WyWFCNIGW1BPzD2eBZe565e30+8z7zvGF/0nbRUhd2d6O9jrXQ30JvcTG8bj5as4FZASXB5S1oycRb0vGTpUhnAWmTj8sP93JWBSwbLwdPJmJgM3PygAUwaBh8bAQvozs6OWq2W2u122sxbrZbm87m+/vrrNCGn07uzTagVUa/XUxYLmzHBeZ514+dWYAXyjJAyntVjg5B3WWQIPmRSj0ajtPhDgJhQ5+fnSb6mCBdplMR2uCTtlqb0eo4/X74Qc10npi4Ru2XjLigWUyevvqD5zz5B/R7d/+/97eQlX+TPx55bqfn3ce8sXq6M5V1CuPzyhIL7yhMkxiHVkp1kc11fBEGeqD1G0PeeTso8hODyv263m+Ki+v2+ms3mSkwYyq4rqtTaYBxCjlhLdnd3VwgTyiknNEtLZe2bb75JBsTvf/97nZ6eJrcOG+eTJ09SjFueVLirg9gzJ/g+rylt4G3kaxXj3GMyGL8ee+XHZjhhyLtSPeaGzRFUKhVdWBVuj+XhuZxY+fjGhcffiQdhTfCYE9xrzWZThUJBZ2dnSV2eTqcrROX29jbV5VksFukQQfoYlQ4C4sYi98RzE0SbDzB2ZZYChfksVnfdQJCJlckTUF+TXAVj7XaD3dcHN864rmeGcr9vG4+WrFA1sdvtSloWYJLuXCQnJyfJx0lhJRglA4PXvymewckMgxDp1X3XlJxm4jAImAC+4RAIxmT2CUpnF4tFtVot/fKXv9Te3p7W19d1cHCQrKvnz5+rUqnoL3/5i7LsLgDw4OBAhUIh1Yh5+vRpWqzcIsblQln6i4uLZIVJSxcNak6329XOzo7m83k61I0AtEqlktxTJycn6vf7SV7G9VOr1RKBIBD46OhI8/l8hcSwgFF1OL+oSauLIZPJJ/dsNksFl0qlkhqNxkotGT6D8uROblmo/FosXIPBYGXcOTFzC5yJzzhiw3drlJ8hZnlJ1dUixiEkyC1Nt9j5nn8Gb5u8ROuuI/9ifLo7g83MTwP2tnis2NjY0NAWcgJVqaAMUWFd8QDI2WyWgmil1eJ5rAM3Nzfq9/srBhXy/mx2d9YWZw9Jd/1FUDz3xPyA5HL4oCTVajW12+2VZ6IcAaoD6xGKDvfHa1A2pCUx5rU8MwSG5+T9GBa+YbnR4AahuyreZCR6oC/tWzYifHNzo9L9vbIhu2vWyRD3yTUhD7zOg1ylZZAsru56va5CoZAKxNGWTqLoA/+7r9959YZy9k76eW5IgpMmxoOrIZJSRqUbSK6i0Pbco7u/fG8CrhTnVTN/n7vw2Eu4z7yB9TbxaMlKr9dLE73ZbKY6Bj5w+Y61zcBANvdFWlqNsnarEvbuFq9PwryvjwXeyU6WLf2TbMLO/qXlcfJOMGazu0DXg4ODFXbOAoiF3e/3dXR0pFarpWazqf39/ZXF0/2t/X5f5+fn6vV66vV6qTCWPzcTmPvleZiwbLak7TUaDV1cXLxmlbLYO/unDT0TIr+x+4Lmi2deegc+kZwEuQuEz+G5PHXTN2g2q+l0ms6NkbTiSprP5ysLl0vIPv6kpWvHZXLajs/jve764nX+2V5hmfc6WAy5FshL7a7yuavPJWV397jyR9s/ZmXl6upK2b3rRdKKFO8HiELUINGMC8YCbQRhHY/HGo1Gms/neuedd9KJ6bhcGZMc8XF6erpyX1jiklaUYSz7er2e+uHq6ir9DTLJOPGAS8iAV+VGZaCQG/PKq8/y85sCxJmv3KsrcayzuDxZ03yTdrWG9nfXqo+tSqWisZQyCPMVut1QQN0GeeIgKbnIWJdKpZLOzs7UaDQ0GAxSrKAHMuO+8dgRSBPzymMlIVWQYNrI4yWJT6GdWY9Q+Gez2Uo7eXFRV10Yl342kgMy4oqv9xXkMl9ygj5HpfGCfL7OzOdzVb6DteDRkhUkSI/W9o7wYDFntC63ecN7ZDMbXr4QkG+e7kLwYCgWB5fe+EzfZJ0cSEpl1SFcHGIIW15bW9NgMEiEx48OYCCfnp7q1atXWl9f15MnT1KAK9ckaLXX6+n09FTHx8fq9/tpkXY2zqRjYmVZltrUNz3UHNqEejZMBtolX7Lc2542wCfrmVlssnyOq1h5gsU9e00dCgMyZiARvN4XRn92aTnJnTTwnnxQLH3t/+NvqEt+vz5GfGHgNYxH/sZGQ3u7O8kX4jdtKDyLKwGMiby6k/dn+88QII+DeaxgHHiQJvEDzHuMmJubmyTrn56epnHuRBhjhViQvb29RIBarZa63a4uLy/TBrSxsaHT09NEXDzNGfczyu3a2lo6gK7X6yX3E65aXu9pxnwOLgg2MPqPzUdScnPQBhBVMm18Hvo66+4e5iXjlNcxrvy+XBlwIv/fWenT6VTj21s1m01Jq+u5f/lmXywWVw7/y68JbOySNBgMtLW1lVwbuML8oFz6hvvBFQuJZ0xJq8HttDlt4PEo1OihNs10On3t2AM3YvJGhStc7kZkHHMvecWXn90VhMGdJ3asCU5w2BN4rizLNLt9+4eaPlqywkDEooGp0lG+gUhKAbHOgrFiGOxMJjYmj1Z3FcAnIHClhQFF/It3PouVy5dgfX1d29vb2t/fV7vdTgNvfX1dT58+1eXlZZLhiVT3jXU4HKa6AM+ePdPOzk66p5ubG43HYw2HQ52cnOj8/Fz9fj8toLizPL3PnyVvFeL3vbm5SZlA4/E4LUZ5YrhYLDQcDlesPuAuNIimtCQhlUpFvV5vZQJyf0xiNnC3iCFobATum86TjHygHeOBzdwDU6XlApRPh/SFwb874cnDF3Xag2dlvBCcxzksTrhdAfQ2daLi4wzimW9/iJb734Fb0k5YHisggBgXEBAWfFwA0+lUjUYj9cO7776bxsTFxUVKky8UCmlevHz5Uv1+P/URwbl5i5hYNPqCNr29L4Dmrg1pWQxtOByq0+mk8YZ17soXgbVePdpPJJaWqercm59B5GPMTwWXVoNvPUvSXfE8i6uN/D2/brm7HPhz397eqtZqJXc16ijPSZYVZANCMBqNVpRP1gliSk5PT9XpdFaI63x+V8GbozIgb+4GYs9gk/caPBh9rEHHx8fa3d1dUY5wN9ZqtXSUA+0PSZnP58lN50YN9wIhc7Xf9yp3E9FXrmL7euFzn30PY9Lj19zV6cYYc+ht49GuNmxAfggf8qvL7eVyWaPRaCXI1qV4BhyDkYHBZGOyuzTsAy/vF5T0GgHxgw9doeFvuH+2trb04sUL7e3taWdnRycnJ8kvur6+rt3dXX322Wfpfc5ykSWPj4+TJUGMDW4vMm0YhAArwdN/8z5mLBVSpofDoa6urnR1daXRaKThcJhiVvy91OuYTCZpUXRZFNJD4BptzzOyMdJ2TCSug1QLWaKPWHxqtVo6nNFdKvzsfelqCddHXkXJ8Nc6AWIcMKbcYvex4VYklnBeUmXT4bqQldFolMYj1/CxKi2LgvEz/cf4ZqHy+/C/eyErwALn/vXHTlayLFO9VkvtDfHEaqbds+wulorjHo6PjyXdte3W1pba7bbK5XIqtf7y5cv0GqT1xWKhy8vLVN+IA0Gvrq5SGQFIKOnIeVVMupsve3t7WiwWOjw8XDnDptlspuwSns/PyuJzGEueHcnGTDweLqIsy9K9skExjt1IZMxA9jzmz4Ebw+dhfuxzfScua2trurp3mWAsYTQOh0M1Go2kLI3H4xV3Du4y+pTn6PV6qtVq6dT6i4sL1Wq19Hrf0Mmy/Pbbb1Wr1XRzc6Nms7mSTekbPu2PK5B7QoG+vb1Vt9vVN998o2azmd5H5hAkif5yQyi/1wBXWHy9zLcxr/Vga747IWFesFb7NRiL7BOu2LxNPNrVBtmRlEBYKS4cb2TIgrQ8XVRaTSPFQnGJnpgQUmCd+OAnzPtepdVqovP5/LX0OqRKBmKpVNLTp0/1/vvv6+XLl9ra2koT4vz8PFlhz54902g00vHxcbJ6PZ6CIMB+v6+vv/46kTgWY6++iV+WRYVndv8yk0Va1mgpFArq9/vKsiyRlNFopMFgkALJnAzQJ+VyWWdnZ6lkPJH1brWxuEurSg7qCmmWbNjuWoOIeZE1FhJXdPi8/Fji+tIym4HieixiEC/AJu6KDZ8PGWEiu8IEKWaB8O/uVqQo3nQ6TaqRkw9323g8kJOLvIuI8c3r+DvEyftCWmaCIPHnJfrHilKppPF0eQI1Aamcmku70f6lUimVmPeNGBcs3//+97+njdHV1kajkcgIxkez2dTh4WGqMDudTtXtdpPawaYxm82SqwbX8Pb2dtq0XbUgtsKNMe6zUFgWe4Og5McQiQsYd9VqVdLSaOGefH2lgKNn2ribiddiYLi65D9zv5VKRYt7FYX7qt4bfRiO0t083draUr/fl7R0ufJsb9qwfWN2t1+9Xk/t5HW12NhHo5E2Nzf1xRdf6L333ntNsXAij/Ljyi7rFevDaDRSo9FQvV7X2dlZMlohVh4XyH17GzlxYW7m40n4n3sF2Hd4NtRDH9NucLGOuCvL3XXsHYVwA/3PoIE5M8MVhLyKkfev+/9wSxBw5gGudDYbfb/fV7/fTx3LWRT5Uspc360J7oP/seh8+OGHeu+99/Tuu+/qyZMnKeCLUvdkFnA9AoqlZSwM5CnLMg0GAx0fH6ter6vT6awEFa+traUsAo+58WwpVJaNjQ1Vq1XVarWV4DdP2/7mm280GAx0cXGRrkHbuNuEDS+fWUVbD4fDlbRj4ndoM9Kd6XfKotOXfkq2L4CTySQpbhsbG0nqdsuO+wMsUJAHJxaMrbxfl00dYuZWFguEK2FZliVrUFoGuTLWiFnCEnZLyO8pT0j4HGIenEh70GL+GVyOZ7GCdKI4ucXGvT5W0Fe4SFg/IACoAxA5Yj/IyMEKPjw8VKFQULfbVbPZXAkyH4/HqtVqyZAqFAqpFMBgMNDOzo62trZS+ivVav1MGGl5mq8HeDIH5vO5Njc3UwwNn8FaxGtdpXHXAq/jzCGvsUNRuHylVQw5X9e2trZS4KrXE2H8QfLy8w6XCWNNWlWrAXPAVUBi+zx2hDWm0Wik/vJ0bD6n3W4nFRb3Gusj18FlRtB1v9/XT37yk3QWVL7oJ99d8We+MoZ87mbZ3WGXuJ3c/UffuQHnazB7A+3K+kT7sVbQxrSNExXcnRSkc1cR66j3MX10fX2djGDau5xTet4GHi1ZcZbJwK1Wq+r1emlDkZalkN29Q3S/R/tDVFgQSOHD4mSQF4vFVMuEczfG43HyXbvriAXd1Qu3+D/++GP97Gc/0/e//321Wq0VVwVuHKwEFjTu29Ui9ytiwZ2enmp3d1etVisNPtIo2+12ctFA2FCc+H+n01Gz2UynLxOJT1tLdxbV/v6+Xr16Jen1rBe+s8lxKBuS52tBWvcWJKnOjUYjTWhffN19xFjAb+1lu1mo2YC8CBwqC/fn0igEjs3Yn5mF2i0P+oDX5q0gFoC8rMq4cLcY1jMxCIwfX8xZ7D3Ak79zj28iNPkYG9oOMpMvosX/+e4WW96d+dhw1eup3uncWbD3z9heX1ev17tLX53PVdLSpTsbj1UvlXRznzXSqFY1Ho+1e+8WzcZjnQ0Gd+N+sVC1XFapUFAty6TJRLq9VfM+tmF4c6Pb62tdfvvtXVzJZKLpYKBFsahKlmlxr0ZWbG6UJC2urjQ1VWPnnhi8+vzzu3ot5bKK87l2arVkoReLRU3uN9/kPtTyfK5kzJVKKqOE3M+1m/ufb+9Jix85UCoUdDsea6b7E6OnU20sFrq9P/RvYz5X5X7uUTHaYwQpbufjd3Y/xgrFojIjwrv1ui7mc12ypl5f6+peZW02m0kpWi+VtJhOVZR0e32d+qvdbN4pZzc3WisWVZ7PNTo+vlPLskzTweCuPycTZfO5SrhMZjMtbm9VkDS5vlarXNbVyYlK9/OsRtzH/Vq0USppQVr1dCpNl3Wz5re3Ks5mWi+XdXNPsFLcy3isSqmk4mymkqk0lfvnqWSZbu9dWKhRNUmL62tlWhqFs9lMa+WyxpeXWs8F2WbTqUqmrBTnc2WLhcqTiebjseZ2TErJYusKb5jnjSzTZDTSRqWiBUaR7Ud6S8Tl0ZKVwWCQDgfDgi4Wi+p2uzo7O0uSK5HW5XI5SZr4JPnCSueLQdFutzUcDjUcDnV7e3c4oPsTC4WCNjc3k0VRLpdT0BRWz+HhYbJ0IEMbGxt699139dFHH+lHP/qRXrx4oVqtluI+CKREISFWgfgV1AKyBDjLB9dDuVzW8fFxsgDff/99bW9vr2yK5+fnKe6k2Wym+2o0Gvrggw/UbrfT4YAuR0IkUF86nY6ePXumTz/9VH/+859fi9vhdxZH1JOrq6tUtwUydHl5mZQcJnm1Wk2yNoTMsxcgf1Qz5npYMfP5XNfX14kokFqKKwxFieeD0Hh1Yz8OgDHjaom0mvUF3JXF7x7v4QoecRH5ANpyuZxccE4UuCbWj6SVe5SWJBaih6XnFpcH8rIQupvI5wn4rnzUbxP/8Z//+a++hcD/Ev/27//+r76FwP8FV1fSvVvtn4lHS1ZwQ8D0a7WaBoNB2sAlJQsbqxSV5fLyMsmblIon5gHSwe/EDvjCj7VeLBYTKSmVSimjplgspkMAJaVAWfyhz58/10cffaRqtZrO/IEQSUoZNsPhMG2u3AcWLpsY7ivUJCpfXl5e6vT0VPV6Xe+88446nU5qOyROAlE9iJfTkwlKdSXApVYnN0+fPk0+3E8++SRtckjOns6MrEp/QcQWi4U2NzeTAoUFhkrlLiWIhrQa/+PZSHyGx7DwXlwkkBP6BWWDMzpcdoYI5ANt3aUE3A3osSPuWqE9XSXCNeZtgEKTV3E8SFFaZgPgRmKOuOzuPm6Pq+J/jAdkeT7P/dZ5eT4QCAS+CzxqskJ9gvX19WSBQxQImnLJHmLjfj42OeR9Ito5wIzsGII8qYrK5ruzs5OsVQgQ8MqwXK9ararb7arT6SRFhw2SAmSoDv1+PxEWLFmP4C6V7g4llO4KvUECarWaPvvsM11cXKjX6+n4+DhVpJWWAaRky0hKqoaklG3j0eNslBAHFBY2OzZcqtnyXsiDp4GzEe/s7KhSqWgwGKRAW/qBZ3WlwLNuUFt8PHjWlQeuosDQB151mP6H9PAc9IMTFldJ/Npcy6/n5MrbnDbAxcO9efCfB227IsJzQnZ4BmnpQuJnxp4HfrtLzl2oTqg8MNKzUPx3nvXRqivHx1K1KgXxerhYLO4sdCn66jHA++t+n/ln49GSFaxpMjZOTk60vr6u8/PzVMUV1URapu2xyVEjxP31kJV8mi5VHqvVanJjEJTmQbncFws/Ed3ES7A5shnxeZeXl5pOp+kArKOjIw2HQw0Gg5XgKneFECxaLpfVarXSfZdKpRSwNZvNVohKo9FIGQ3l8t1hggRQXt0PtHxgK20nLQNJvZgUG12n09F8fleW/8svv0yxKWz+HozlaeSt46fqbgAACZxJREFUVisFNkJoUDtarVYiSl4vAquf+3QXE7UOeC7alU2e9EVUAlQ0+s0DWbMsSwoaSo9nFniEvLtoIFV5NxHtSVt7sNtisUhxQTyru40gP56WDDmGvKKM4NoixsqJG3Ciwf9xr72JhHjQnitFjxI7O//qOwj8b/AWXAmBt4i33F+PlqxIyyq24/FY29vbK3I/ha2owXFzc5MOpapWq+r3+ytVHyWtWOCuZGD1Ey2+sbGRrHsIicdosKjnLWBIBtHidetcSmefn5/r/PxcZ2dnKQCYYFAnNvV6PVWxJX0bVCoVffjhh/rjH/+o6XSqb7/9Vufn5+p2u6lWQalU0t7e3koqd6VSUaPRSCQAa5+Nl2ck2I42cMt7Z2cnuSKc5EA4uLarFLh/XH2hjDhKFkoDJMEVhfn87kwPsi4AJMn7VlotEOhqAvfE9bi2Kx/Ssuy3uwWBq0FOUFwJgkhwDo2TEuKBcC/ymRAinsPTUinN7YHkno30P8Wc5AmpP4tnLdA+xH9BOAOBQOC7wKMlK55a6pk5bGiQCuR8iM3GxkYKnHWiweYjLV0XBLES41Kv1zUajZJFywaL6uF1XiA8l5eXuri40Hg8TgrHO++8o+FwqK2trRUZnk3U0+g81RZ15uzsLG3qXn/E1YQPPvhAf/vb33R9fa1+v6/Dw0O12+2UStntdjWfz1OhKndj8TObubssPO4BQgIBqVarqTgVhZl4Ntw07ipBhciyTJubm6mmDMoW7iJiZLxYU/4+cO+4OuDBopAOJx6kn/KskAYIrBM0FBX62lONneQ6sSMgmfb1eBUULFxNjCcUI2J6UJm4H1c+uA5kOp86znO78gf5zKcd++/87HE+EBSP3cpnCQQCgcDbwqMlK+R6szh7PAO595ShlpbltZ2g8JXPU5eWlvjNzU0iBF6BlcU75Znfx6XgUplMJjo5OUlpqFmW6dmzZ3rx4kXKWJKU6qiwiVDRkqJtxORId6d3Fgp3R5evra1pc3Mz5eGPRqMUdzIajdRut/Xzn/9cv/3tb3V1daXT01MdHh6q1Wppe3tb7XZbxWIxVXlkk2Zz92fj3mgraRmYyWuw7nFteUl9+gh1hfZ1wuLFkkgdh6xUq1U1Gg31+/3UV16HwN07Ttrod57HYzrI6mIsObFwVcTVOvrdXVGME4grqeX+P9qGduaL/iMTCFcWrjximPgMV5hwb9EH0upRDrRRPiDWXVYePAvo43xWlyMf8BwIBAJvG4+WrPzqV7/Sr3/963Q65mg0UqfTSdUHqc2xtbWlQqGQCvkMh0NNJpNUCIqAWkiMZ3IsFgudnZ2lTYpMErI2ZrOZdnd3VzZh/t/v9/XVV1+lhX1/fz/dC26Lcrms4XCYgmLJCtrd3dWLFy9SRg73f3R0lKzoH/zgB3r69KnW1tZ0dHSkLMv0hz/8QWdnZylraH19Xb/4xS/0ySef6PDwMLnMPv7445SFlFcvIGMoUdLqKcSkAUtaseIhO9IywLVSqWh7e1vdbldXV1c6PDyUdOfywi3HV5Zl2t/f1+XlpYbDYaqkSbp3u93WwcFB2tQlpX7DbQSRgJSiOPmmijuNz6XqJ2ckochBEjc3NxMBkZRIAsSIAG6ILYW1yI7K1yxx1YOAbVK5/UA6lDgOmoQA8Tn5Am0es4LrEFeRu4/8O3+n5s6bSCl96+5AaZX0BAKBwNvGoyUrm5ub+vjjj/W73/0ubbQeuEl6J/72TqeTDhejJouXnXbrl4WZr3xGCpkWng0EQaJ2COWysaYLhYLOz891dHSk6fTurAnKNvM7roCrqyt1Op1EaNgoz8/PJS2r2FI7ZT6fJ7Xl6OhIpVJJ9Xo9HR3fbrdTZtHR0ZGOjo60t7eXAmy5R5QpL17G5oQ7whUpbyPPHAKoRBzHTtYPKpgHBeN62dzcTBshpAMVxF06tD/xPwToorDks6co+iZpJWuqWCxqNBqlDZv/4/rA/ZT/nxcJ5Lp5FQowDguFQor1cXeTVwjNkwcIGEpXqVRK8SOetsy1GaNe4tv7yxUmJ07MBYiKt59XQOVzXNEJBAKBt41Hu9oMh0N1u11tbm4mlwoxHR6HQkl3CADxI5QLlpaytm9oeeQX+MlkoouLC52cnKQyzpxmjPXN5/J6zvUZj8fqdDppc8ISzrIsZSBRw4T7IivFPzPLMnW7XWVZpvPzc7XbbR0dHanf76vX66WzjYjnmEwmiawQkErMhm+yuBy8vodvergJaAt3NRBbQVr01taWdnZ2koLwj3/8Q69evUrvZaPnPqkVg/uM/sM1RME/XDhs4NRG4Vh3UqshSbQjxMhL71erVQ0GA11eXq48CxlfVCX258Vt5Qe6QZJQ6GhL/4JI417kMyFBTgI93oTxRDyPp1TnA31d7XJXkKsj7t6SlrEtuLKIR3IFJk9M/7u5EggEAv9sPFqy8vnnn+t73/uefvrTn+o3v/lNCkCVltkPuASo8jqZTLS1taXxeJwIjlun/J5Pz3RpnHocvAeyUiwWNRgM0qF5LPBY1dRRIZOG4m1k3sxms7QxsvmxubkLAguf7KHJZKJGo6G9vT398Ic/1F//+tdUERVXBFlQxNNw+GCr1UoZL8RD+NlIbEz5WB7awlNi/W88c71eV7vdTmegSFKn01Gn09Gnn36aNkQ2bjZjFA0ClGlL1A6+UIHy9+aqBTExuFdQWWiXcrmser2+EoAqKZ0H0mw2NZ/PVw4WpLqtk0bPqgJec8er1rqCwvvpc0gEz8w9S6uHVhKv5S4gD4Tmc1zpYnx70T2IKGMe95gHJOPq4jPfRFIDgUDgbaKweLTFEgKBQCAQCPx/QITzBwKBQCAQeNAIshIIBAKBQOBBI8hKIBAIBAKBB40gK4FAIBAIBB40gqwEAoFAIBB40AiyEggEAoFA4EEjyEogEAgEAoEHjSArgUAgEAgEHjSCrAQCgUAgEHjQCLISCAQCgUDgQSPISiAQCAQCgQeNICuBQCAQCAQeNIKsBAKBQCAQeNAIshIIBAKBQOBBI8hKIBAIBAKBB40gK4FAIBAIBB40gqwEAoFAIBB40AiyEggEAoFA4EEjyEogEAgEAoEHjSArgUAgEAgEHjSCrAQCgUAgEHjQCLISCAQCgUDgQSPISiAQCAQCgQeNICuBQCAQCAQeNIKsBAKBQCAQeNAIshIIBAKBQOBBI8hKIBAIBAKBB40gK4FAIBAIBB40gqwEAoFAIBB40AiyEggEAoFA4EEjyEogEAgEAoEHjSArgUAgEAgEHjSCrAQCgUAgEHjQ+C+37eA+ATwBZwAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf;\n", "imageplot(f,\"Original image\", [1, 2, 1]);\n", "subplot(1,2,2);\n", "plot_wavelet(fW, Int(log2(n) - 1)); \n", "title(\"Transformed\");" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0" ] } ], "source": [ "print( norm(f[:]) - norm(fW[:]) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 1__\n", "\n", "Implement a full wavelet transform that extract iteratively wavelet\n", "coefficients, by repeating these steps. Take care of choosing the\n", "correct number of steps." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/wavelet_4_daubechies2d/exo1.jl\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check for orthogonality of the transform (conservation of energy)." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Energy of the signal = 10875.709\n", "Energy of the coefficients = 10875.709\n" ] } ], "source": [ "e0 = norm(f[:])^2; \n", "e1 = norm(fW[:])^2; \n", "println(\"Energy of the signal = $e0\");\n", "println(\"Energy of the coefficients = $e1\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the wavelet coefficients." ] }, { "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": [ "clf;\n", "imageplot(f, \"Original\", [1, 2, 1]);\n", "subplot(1, 2, 2);\n", "plot_wavelet(fW, Jmin); \n", "title(\"Transformed\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inverse 2-D Wavelet transform.\n", "------------------------------\n", "Inversing the wavelet transform means retrieving a signal |f1| from the\n", "coefficients |fW|. If |fW| are exactely the coefficients of |f|, then\n", "|f=f1| up to machine precision.\n", "\n", "\n", "Initialize the image to recover |f1| as the transformed coefficient, and\n", "select the smallest possible scale." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f1 = copy(fW);\n", "j = 0;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Select the sub-coefficient to transform." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = f1[1 : Int(2^(j + 1)), 1 : Int(2^(j + 1))];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Retrieve coarse and detail coefficients in the vertical direction (you\n", "can begin by the other direction, this has no importance)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = A[1 : Int(2^j), :];\n", "Detail = A[Int(2^j + 1) : Int(2^(j + 1)), :];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Undo the transform by up-sampling and then dual filtering." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = cconvol(upsampling(Coarse, 1), reverse(h), 1);\n", "Detail = cconvol(upsampling(Detail, 1), reverse(g), 1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recover the coefficient by summing." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = Coarse + Detail;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Retrieve coarse and detail coefficients in the vertical direction (you\n", "can begin by the other direction, this has no importance)." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = A[:, 1 : Int(2^j)];\n", "Detail = A[:, Int(2^j + 1) : Int(2^(j + 1))];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Undo the transform by up-sampling and then dual filtering." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = cconvol(upsampling(Coarse, 2), reverse(h), 2);\n", "Detail = cconvol(upsampling(Detail, 2), reverse(g), 2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recover the coefficient by summing." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = Coarse + Detail;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assign the result." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f1[1 : Int(2^(j + 1)), 1 : Int(2^(j + 1))] = A;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 2__\n", "\n", "Write the inverse wavelet transform that computes |f1| from the\n", "coefficients |fW|. Compare |f1| with |f|." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/wavelet_4_daubechies2d/exo2.jl\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check that we recover exactly the original image." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error |f-f1|/|f| = 1.0854933f-7" ] } ], "source": [ "e = norm(f[:] - f1[:])/norm(f[:]);\n", "print(\"Error |f-f1|/|f| = $e\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Linear 2-D Wavelet Approximation\n", "--------------------------------\n", "Linear approximation is performed by setting to zero the fine scale wawelets coefficients\n", "and then performing the inverse wavelet transform.\n", "\n", "\n", "Here we keep only 1/16 of the wavelet coefficient, thus calculating an |m|\n", "term approximation with |m=n^2/16|." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [], "source": [ "eta = 4;\n", "fWLin = zeros(n, n);\n", "fWLin[1 : Int(n/eta), 1 : Int(n/eta)] = fW[1 : Int(n/eta), 1 : Int(n/eta)];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 3:__\n", "Compute and display the linear approximation |fLin| obtained from the\n", "coefficients |fWLin| by inverse wavelet transform." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/wavelet_4_daubechies2d/exo3.jl\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Non-Linear 2-D Wavelet Approximation\n", "------------------------------------\n", "A non-linear |m|-term approximation is obtained by keeping only the |m|\n", "largest coefficients, which creates the smallest possible error.\n", "\n", "\n", "Removing the smallest coefficient, to keep the |m|-largest, is\n", "equivalently obtainedby thresholding the coefficients to\n", "set to 0 the smallest coefficients.\n", "\n", "\n", "First select a threshold value (the largest the threshold, the more\n", "agressive the approximation)." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [], "source": [ "T = .2;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then set to 0 coefficients with magnitude below the threshold." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fWT = fW .* float(abs(fW) .> T);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display thresholded coefficients." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf;\n", "subplot(1,2,1);\n", "plot_wavelet(fW,Jmin); \n", "title(\"Original coefficients\");\n", "subplot(1,2,2);\n", "plot_wavelet(fWT,Jmin); \n", "title(\"Thresholded coefficients\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 4__\n", "\n", "Find the thresholds |T| so that the number |m| of remaining coefficients in\n", "|fWT| are |m=n^2/16|. Use this threshold to compute |fWT| and then display\n", "the corresponding approximation |Mnlin| of |f|. Compare this result with\n", "the linear approximation.\n", "umber of kept coefficients\n", "ompute the threshold T\n", "elect threshold\n", "nverse transform\n", "nverse\n", "isplay" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", 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