{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Wavelet Denoising" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This numerical tour uses wavelets to perform non-linear\n", "image denoising.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\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", "$\\newcommand{\\al}{\\alpha}$\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", "$\\newcommand{\\Om}{\\Omega}$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes." ] }, { "cell_type": "code", "execution_count": 1, "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\\Autoreload\\src\\constants.jl:1\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:1\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:7\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:7\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\constants.jl:12\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "WARNING: Base.UTF8String is deprecated, use String instead.\n", " likely near In[1]:4\n", "\u001b[1m\u001b[31mWARNING: readall is deprecated, use readstring instead.\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in readall(::IOStream, ::Vararg{IOStream,N}) at .\\deprecated.jl:30\n", " in #parse_file#6(::Array{Any,1}, ::Function, ::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\files.jl:63\n", " in parse_file(::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\files.jl:61\n", " in #arequire#10(::Symbol, ::Array{String,1}, ::Function, ::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:65\n", " in arequire(::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:47\n", " in include_string(::String, ::String) at .\\loading.jl:441\n", " in execute_request(::ZMQ.Socket, ::IJulia.Msg) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\execute_request.jl:157\n", " in eventloop(::ZMQ.Socket) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\eventloop.jl:8\n", " in (::IJulia.##13#19)() at .\\task.jl:360\n", "while loading In[1], in expression starting on line 4\n", "WARNING: replacing module NtToolBox\n" ] } ], "source": [ "using PyPlot\n", "using NtToolBox\n", "using Autoreload\n", "arequire(\"NtToolBox\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image Denoising" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider a simple generative model of noisy images $F = f_0+W$\n", "where $f_0 \\in \\RR^N$ is a deterministic image of $N$ pixels, and\n", "$W$ is a Gaussian white noise distributed according to $\\Nn(0,\\si^2\n", "\\text{Id}_N)$, where $\\si^2$ is the variance of noise.\n", "\n", "The goal of denoising is to define an estimator $\\tilde F$ of\n", "$f_0$ that depends only on $F$, i.e. $\\tilde F = \\phi(F)$\n", "where $\\phi : \\RR^N \\rightarrow \\RR^N$ is a potentially non-linear\n", "mapping.\n", "\n", "Note that while $f_0$ is a deterministic image, both $F$ and $\\tilde F$\n", "are random variables (hence the capital letters). \n", "\n", "The goal of denoising is to reduce as much as possible the denoising\n", "error given some prior knowledge on the (unknown) image $f_0$.\n", "A mathematical way to measure this error is to bound the \n", "quadratic risk $\\EE_w(\\norm{\\tilde F - f_0}^2)$, where the expectation is computed\n", "with respect to the distribution of the noise $W$.\n", "\n", "Image loading and adding Gaussian Noise\n", "For real life applications, one does not have access to the underlying\n", "image $f_0$. In this tour, we however assume that $f_0$ is known, and\n", "$f = f_0 + w\\in \\RR^N$ is generated using a single realization of the noise $w$\n", "that is drawn from $W$. We define the estimated deterministic image as \n", "$\\tilde f = \\phi(f)$ which is a realization of the random vector\n", "$\\tilde F$.\n", "\n", "\n", "First we load an image $f_0 \\in \\RR^N$ where $N=n \\times n$ is the number of pixels, and then display it." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "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" ] }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "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" ] } ], "source": [ "n = 256\n", "name = \"NtToolBox/src/data/flowers.png\"\n", "f0 = load_image(name, n)\n", "imageplot(f0, \"Original image\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Standard deviation $\\si$ of the noise." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.08" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sigma = .08;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we add Gaussian noise $w$ to obtain $f=f_0+w$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.197767 -0.0257282 -0.0123759 … 0.155727 0.0529168 0.325971\n", " 0.145914 0.13758 0.224535 0.400507 0.294812 0.476433\n", " 0.368774 0.155882 0.162269 0.426328 0.472055 0.437452\n", " 0.179438 0.361938 0.176758 0.213828 0.463064 0.495666\n", " 0.374562 0.104094 0.0776449 0.494927 0.460137 0.339856\n", " 0.250857 0.202362 0.351659 … 0.357698 0.451573 0.50062 \n", " 0.301836 0.134737 0.122904 0.34439 0.286502 0.555476\n", " 0.294692 0.165099 0.335817 0.445586 0.485572 0.498635\n", " 0.138957 0.174414 0.188458 0.326686 0.383657 0.391858\n", " 0.224599 0.255533 0.0750932 0.282518 0.230207 0.357829\n", " 0.238367 0.177058 0.0318645 … 0.355176 0.446526 0.214903\n", " 0.151098 0.0564628 0.0627512 0.370991 0.405262 0.295054\n", " 0.260319 0.20488 0.199456 0.389186 0.307049 0.223367\n", " ⋮ ⋱ ⋮ \n", " 0.331763 0.618939 0.63287 0.484378 0.415202 0.469769\n", " 0.418583 0.680169 0.730723 … 0.408707 0.456117 0.548158\n", " 0.478348 0.590665 0.511442 0.433922 0.406942 0.435246\n", " 0.650441 0.758906 0.815282 0.486954 0.593717 0.488212\n", " 0.490201 0.594615 0.528997 0.530642 0.445585 0.505978\n", " 0.517794 0.714222 0.576748 0.541272 0.43274 0.457139\n", " 0.584285 0.531977 0.512877 … 0.340489 0.530489 0.526308\n", " 0.59392 0.587088 0.268857 0.550497 0.548882 0.692324\n", " 0.406723 0.467705 0.35933 0.519929 0.484253 0.580409\n", " 0.484997 0.245728 0.343869 0.51918 0.452523 0.465082\n", " 0.364785 0.297215 0.385938 0.48377 0.394288 0.502843\n", " 0.172342 0.208223 0.316236 … 0.315482 0.364748 0.535831" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using Distributions\n", "f = f0 + sigma.*rand(Normal(), size(f0)[1], size(f0)[2]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the noisy image. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(clamP(f), string(\"Noisy, SNR = \", string(snr(f0,f)) ))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hard Thresholding in Wavelet Bases" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A simple but efficient non-linear denoising estimator is obtained by\n", "thresholding the coefficients of $f$ in a well chosen orthogonal basis\n", "$\\Bb = \\{\\psi_m\\}_m$ of $\\RR^N$.\n", "\n", "In the following, we will focuss on a wavelet basis, which is efficient\n", "to denoise piecewise regular images.\n", "\n", "The hard thresholding operator with threshold $T \\geq 0$ applied to\n", "some image $f$ is defined as\n", "$$ S_T^0(f) = \\sum_{\\abs{\\dotp{f}{\\psi_m}}>T} \\dotp{f}{\\psi_m} \\psi_m\n", " = \\sum_m s_T^0(\\dotp{f}{\\psi_m}) \\psi_m $$\n", "where the hard thresholding operator is\n", "$$\n", " s_T^0(\\alpha) = \\choice{\n", " \\alpha \\qifq \\abs{\\al}>T, \\\\\n", " 0 \\quad\\text{otherwise}.\n", " }$\n", "$$\n", "\n", "\n", "The denoising estimator is then defined as\n", "$$ \\tilde f = S_T^0(f). $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the function $s_T^0(\\al)$ for $T=1$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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14uZpQA5NTuoXf/vb346IiHXr1lX935RKpSiVSpXng4OD9R4WNAU3TwPyKFPnlPT19UWxWKw8enp60h4SpOLpPQMRETHJSSVAjmQqSnp7e2NgYKDy2L17d9pDgob7499ejP/xv/53RER8Zt7xKY8GoHFqipJVq1ZFoVA47GP79u3jHkx7e3t0dnaOeUCe/PFvL8Y1t22J14fL8Zl5x8e3LvgvaQ8JoGFqOqfkq1/9alxxxRWHfc1JJ500kfFAbv17kPzn50+LyZMydTATIFE1RUlXV1d0dXUlNRbILUECkODVN7t27YpXXnkldu3aFcPDw7F169aIiDj55JNjxowZSS0Wmo4gAXhDYlHyzW9+M37+859Xnn/oQx+KiIgHH3wwFi1alNRioakIEoC3FMqjN0TIoMHBwSgWizEwMOCkV1qOIAFa1Xj332ZASIEgATiYWRAaTJAAHJqZEBpIkAC8M7MhNIggATg8MyI0gCABeHdmRUiYIAGojpkREiRIAKpndoSECBKA2pghIQGCBKB2ZkmoM0ECMD5mSqgjQQIwfmZLqBNBAjAxZkyoA0ECMHFmTZggQQJQH2ZOmABBAlA/Zk8YJ0ECUF9mUBgHQQJQf2ZRqJEgAUiGmRRqIEgAkmM2hSoJEoBkmVGhCoIEIHlmVXgXggSgMcyscBiCBKBxzK7wDgQJQGOZYeEQBAlA45ll4d8IEoB0mGnhbQQJQHrMtvAmQQKQLjMuhCAByAKzLrknSACywcxLrgkSgOww+5JbggQgW8zA5JIgAcgeszC5I0gAsslMTK4IEoDsMhuTG4IEINvMyOSCIAHIPrMyLU+QADQHMzMtTZAANA+zMy1LkAA0FzM0LUmQADQfszQtR5AANCczNS1FkAA0L7M1LUOQADQ3MzYtQZAANL9EZu1//OMfcdVVV8WcOXNi2rRpMXfu3Fi9enUcOHAgicWRc4IEoDVMTuKXbt++PUZGRmLNmjVx8sknxzPPPBPLli2LoaGhuPHGG5NYJDklSABaR6FcLpcbsaDvf//7ceutt8bf//73d3xNqVSKUqlUeT44OBg9PT0xMDAQnZ2djRgmTUSQAGTT4OBgFIvFmvffDZvBBwYGYubMmYd9TV9fXxSLxcqjp6enQaOj2QgSgNbTkFl8586dcfPNN8eXvvSlw76ut7c3BgYGKo/du3c3Yng0GUEC0JpqmslXrVoVhULhsI/t27eP+W/27NkTn/rUp+LSSy+NZcuWHfb3t7e3R2dn55gHvJ0gAWhdNZ1Tsm/fvnj55ZcP+5qTTjoppkyZEhER/f39sWjRovjwhz8c69ati7a22nYe4/1MitYkSACaw3j33zVdfdPV1RVdXV1VvXbPnj2xePHiWLBgQaxdu7bmIIG3EyQArS+RS4L37NkTixYtihNOOCFuvPHG2LdvX+XfjjvuuCQWSQsTJAD5kEiU3H///bFz587YuXNndHd3j/m3Bl2BTIsQJAD5kcjsfsUVV0S5XD7kA6olSADyxQxPJgkSgPwxy5M5ggQgn8z0ZIogAcgvsz2ZIUgA8s2MTyYIEgDM+qROkAAQIUpImSABYJTZn9QIEgDezh6AVAgSAP6dvQANJ0gAOBR7AhpKkADwTuwNaBhBAsDh2CPQEIIEgHdjr0DiBAkA1bBnIFGCBIBq2TuQGEECQC3sIUiEIAGgVvYS1J0gAWA87CmoK0ECwHjZW1A3ggSAibDHoC4ECQATZa/BhAkSAOrBnoMJESQA1Iu9B+MmSACoJ3sQxkWQAFBv9iLUTJAAkAR7EmoiSABIir0JVRMkACTJHoWqCBIAkmavwrsSJAA0gj0LhyVIAGgUexfekSABoJHsYTgkQQJAo9nLcBBBAkAa7GkYQ5AAkBZ7GyoECQBpsschIgQJAOmz10GQAJAJ9jw5J0gAyAp7nxwTJABkiT1QTgkSALLGXiiHBAkAWWRPlDOCBICssjfKEUECQJbZI+WEIAEg6xLbK1144YUxe/bsmDp1ahx//PFx2WWXRX9/f1KL4zAECQDNILE90+LFi+POO++MHTt2xF133RXPPvtsXHLJJUktjncgSABoFoVyuVxuxIJ+/etfx8UXXxylUimOOOKIQ76mVCpFqVSqPB8cHIyenp4YGBiIzs7ORgyzpQgSANIwODgYxWKx5v13Q/ZQr7zyStx2221x9tlnv2OQRET09fVFsVisPHp6ehoxvJY08H9fj/9+51ZBAkDTSHQvdf3118eRRx4ZRx99dOzatSs2btx42Nf39vbGwMBA5bF79+4kh9fSitOOiFu/sCD+23/tFiQANIWa9lSrVq2KQqFw2Mf27dsrr7/uuuviqaeeivvuuy8mTZoUl19+eRzu06L29vbo7Owc82D8znnfe+N/fm6+IAGgKdR0Tsm+ffvi5ZdfPuxrTjrppJgyZcpBP3/++eejp6cnHn744Vi4cGFVyxvvZ1IAQHrGu/+eXMtCurq6oqurq+bBRUSMjIxERIw5kRUAYFRNUVKtxx57LB5//PE455xz4qijjopnn302vvGNb8TcuXOrPkoCAORLIicbTJ8+PX71q1/FueeeG6ecckpcddVVMW/evNi8eXO0t7cnsUgAoMklcqTkgx/8YPzpT39K4lcDAC3KZRkAQCaIEgAgE0QJAJAJogQAyARRAgBkgigBADJBlAAAmSBKAIBMSOTmafUy+l2Bg4ODKY8EAKjW6H67hu/8jYiMR8n+/fsjIqKnpyflkQAAtdq/f38Ui8WqX18o15oxDTQyMhL9/f3R0dERhUKh7r9/cHAwenp6Yvfu3TV9tXKz8P6am/fX3Ly/5ub9TUy5XI79+/fHrFmzoq2t+jNFMn2kpK2tLbq7uxNfTmdnZ0tudKO8v+bm/TU376+5eX/jV8sRklFOdAUAMkGUAACZMOlb3/rWt9IeRJomTZoUixYtismTM/1J1rh5f83N+2tu3l9z8/4aL9MnugIA+eHjGwAgE0QJAJAJogQAyARRAgBkgigBADJBlPybUqkUp512WhQKhdi6dWvaw6mbCy+8MGbPnh1Tp06N448/Pi677LLo7+9Pe1h18Y9//COuuuqqmDNnTkybNi3mzp0bq1evjgMHDqQ9tLr57ne/G2effXZMnz493vOe96Q9nLq45ZZb4sQTT4ypU6fGWWedFX/5y1/SHlJdPPTQQ3HBBRfErFmzolAoxN133532kOqqr68vzjjjjOjo6IhjjjkmLr744tixY0faw6qbW2+9NebNm1e50+nChQvjnnvuSXtYibjhhhuiUCjEtddem/ZQKkTJv/na174Ws2bNSnsYdbd48eK48847Y8eOHXHXXXfFs88+G5dccknaw6qL7du3x8jISKxZsya2bdsWP/zhD+PHP/5xfP3rX097aHVz4MCBuPTSS+Oaa65Jeyh1cccdd8TKlStj9erV8eSTT8b8+fPjvPPOi71796Y9tAkbGhqK+fPnxy233JL2UBKxefPmWL58eTz66KNx//33x+uvvx6f/OQnY2hoKO2h1UV3d3fccMMNsWXLlnjiiSfi4x//eFx00UWxbdu2tIdWV48//nisWbMm5s2bl/ZQxipT8fvf/778/ve/v7xt27ZyRJSfeuqptIeUmI0bN5YLhUL5wIEDaQ8lEd/73vfKc+bMSXsYdbd27dpysVhMexgTduaZZ5aXL19eeT48PFyeNWtWua+vL8VR1V9ElDds2JD2MBK1d+/eckSUN2/enPZQEnPUUUeVf/KTn6Q9jLrZv39/+X3ve1/5/vvvL3/sYx8rf+UrX0l7SBWOlLzpxRdfjGXLlsUvfvGLmD59etrDSdQrr7wSt912W5x99tlxxBFHpD2cRAwMDMTMmTPTHgaHcODAgdiyZUssWbKk8rO2trZYsmRJPPLIIymOjPEYGBiIiGjJv7fh4eG4/fbbY2hoKBYuXJj2cOpm+fLl8ZnPfGbM32BWiJJ44yuWr7jiirj66qvj9NNPT3s4ibn++uvjyCOPjKOPPjp27doVGzduTHtIidi5c2fcfPPN8aUvfSntoXAIL730UgwPD8exxx475ufHHntsvPDCCymNivEYGRmJa6+9Nj7ykY/EBz7wgbSHUzdPP/10zJgxI9rb2+Pqq6+ODRs2xKmnnpr2sOri9ttvjyeffDL6+vrSHsohtXSUrFq1KgqFwmEf27dvj5tvvjn2798fvb29aQ+5JtW+v1HXXXddPPXUU3HffffFpEmT4vLLL49yhr9loNb3FxGxZ8+e+NSnPhWXXnppLFu2LKWRV2c87w+yZPny5fHMM8/E7bffnvZQ6uqUU06JrVu3xmOPPRbXXHNNLF26NP72t7+lPawJ2717d3zlK1+J2267LaZOnZr2cA6ppb/7Zt++ffHyyy8f9jUnnXRSfO5zn4vf/OY3USgUKj8fHh6OSZMmxRe+8IX4+c9/nvRQx6Xa9zdlypSDfv78889HT09PPPzww5k9LFnr++vv749FixbFhz/84Vi3bl20tWW7ucez/tatWxfXXnttvPrqq0kPLzEHDhyI6dOnxy9/+cu4+OKLKz9funRpvPrqqy11BK9QKMSGDRvGvM9WsWLFiti4cWM89NBDMWfOnLSHk6glS5bE3LlzY82aNWkPZULuvvvu+OxnPxuTJk2q/Gx4eDgKhUK0tbVFqVQa829pyM5XAyagq6srurq63vV1P/rRj+I73/lO5Xl/f3+cd955cccdd8RZZ52V5BAnpNr3dygjIyMR8cYl0FlVy/vbs2dPLF68OBYsWBBr167NfJBETGz9NbMpU6bEggUL4oEHHqjsrEdGRuKBBx6IFStWpDw63k25XI4vf/nLsWHDhti0aVPLB0nEG9tnlufKap177rnx9NNPj/nZlVdeGe9///vj+uuvTz1IIlo8Sqo1e/bsMc9nzJgRERFz586N7u7uNIZUV4899lg8/vjjcc4558RRRx0Vzz77bHzjG9+IuXPnZvYoSS327NkTixYtihNOOCFuvPHG2LdvX+XfjjvuuBRHVj+7du2KV155JXbt2hXDw8OVe+icfPLJle21maxcuTKWLl0ap59+epx55plx0003xdDQUFx55ZVpD23CXnvttdi5c2fl+XPPPRdbt26NmTNnHjTXNKPly5fH+vXrY+PGjdHR0VE5D6hYLMa0adNSHt3E9fb2xvnnnx+zZ8+O/fv3x/r162PTpk1x7733pj20Cevo6Djo3J/R8wwzc05Qqtf+ZNRzzz3XUpcE//Wvfy0vXry4PHPmzHJ7e3v5xBNPLF999dXl559/Pu2h1cXatWvLEXHIR6tYunTpId/fgw8+mPbQxu3mm28uz549uzxlypTymWeeWX700UfTHlJdPPjgg4dcV0uXLk17aHXxTn9ra9euTXtodfHFL36xfMIJJ5SnTJlS7urqKp977rnl++67L+1hJSZrlwS39DklAEDzyP4H7wBALogSACATRAkAkAmiBADIBFECAGSCKAEAMkGUAACZIEoAgEwQJQBAJogSACATRAkAkAn/H4NMFUmHbLxnAAAAAElFTkSuQmCC", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(-3.3,3.3,-3.3,3.3)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "thresh_hard = (u, t) -> u.*(abs(u) .> t)\n", "alpha = linspace(-3, 3, 1000)\n", "plot(alpha, thresh_hard(alpha, 1))\n", "axis(\"equal\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parameters for the orthogonal wavelet transform." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "h = [0, .482962913145, .836516303738, .224143868042, -.129409522551]\n", "h = h./norm(h)\n", "Jmin = 2;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we compute the wavelet coefficients $a$ \n", "of the noisy image $f$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 23.4035 23.9434 18.6651 20.8802 … -0.0239512 -0.00379351\n", " 13.6463 11.6067 18.1772 21.5199 -0.0969946 -0.108897 \n", " 22.2646 25.0427 25.4722 22.0171 -0.050527 -0.00184625\n", " 22.4718 29.6727 31.877 31.1387 0.0458331 -0.19704 \n", " 3.22785 6.40001 7.23699 4.83712 0.148291 -0.022583 \n", " 3.11166 -1.17377 -3.8898 -2.72662 … 0.0121031 -0.120415 \n", " -1.20608 -3.05126 3.84766 2.25332 0.20346 0.0258831 \n", " -0.354801 -3.08171 -1.56658 -2.78607 -0.178324 -0.0722417 \n", " 3.07279 0.941851 1.33727 2.39148 -0.0102324 0.110471 \n", " 0.0659434 -1.93395 0.147604 0.850266 0.0182762 -0.19824 \n", " -2.2519 -1.40219 2.87214 -0.402418 … -0.106667 -0.236115 \n", " 0.718093 -0.68511 -1.51707 -1.67147 -0.119698 0.167171 \n", " 0.866697 -1.2731 1.44171 0.999181 -0.20175 0.180704 \n", " ⋮ ⋱ ⋮ \n", " -0.00430314 0.128279 0.0298896 -0.0954239 0.0659157 -0.0543489 \n", " 0.101467 0.00657027 0.0887033 -0.0214568 … -0.0798089 0.0685119 \n", " -0.00669084 -0.057097 0.0265939 -0.235845 -0.0265379 0.101887 \n", " 0.00212754 0.0856785 -0.100697 0.134064 -0.103221 0.0145788 \n", " 0.0487518 0.00890225 -0.0626996 0.0209611 0.0528045 -0.0134085 \n", " 0.0710166 -0.0188155 -0.0619025 -0.0201082 0.124129 -0.16348 \n", " -0.0397958 -0.146322 -0.0648487 -0.122395 … -0.0513205 0.179904 \n", " 0.0320394 0.0451983 -0.112039 0.208043 -0.0264962 -0.0583992 \n", " 0.160828 0.213544 0.0399256 -0.0372501 -0.0154949 -0.0331544 \n", " 0.0360121 0.119212 0.255558 -0.166404 -0.0501589 0.0620476 \n", " 0.123444 -0.214716 -0.0860407 -0.0781572 -0.0890156 -0.00945077\n", " 0.0153927 0.0209211 0.0923442 -0.0773973 … -0.0706904 0.00346907" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a = perform_wavortho_transf(f, Jmin, +1, h);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the noisy coefficients." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_wavelet(a, Jmin);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Select the threshold value, that should be proportional to the noise\n", "level $\\si$." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.24" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "T = 3*sigma;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hard threshold the coefficients below the noise level to obtain $a_T(m)=s_T^0(a_m)$." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 23.4035 23.9434 18.6651 … -0.0 0.0 0.0 -0.0 -0.0\n", " 13.6463 11.6067 18.1772 0.0 -0.0 -0.0 -0.0 -0.0\n", " 22.2646 25.0427 25.4722 0.0 -0.0 0.0 -0.0 -0.0\n", " 22.4718 29.6727 31.877 0.0 -0.0 -0.0 0.0 -0.0\n", " 3.22785 6.40001 7.23699 0.0 -0.0 0.0 0.0 -0.0\n", " 3.11166 -1.17377 -3.8898 … -0.0 0.0 -0.0 0.0 -0.0\n", " -1.20608 -3.05126 3.84766 -0.0 -0.0 -0.309199 0.0 0.0\n", " -0.354801 -3.08171 -1.56658 -0.0 -0.0 0.0 -0.0 -0.0\n", " 3.07279 0.941851 1.33727 0.0 -0.0 0.0 -0.0 0.0\n", " 0.0 -1.93395 0.0 0.0 0.0 0.0 0.0 -0.0\n", " -2.2519 -1.40219 2.87214 … -0.0 0.0 0.0 -0.0 -0.0\n", " 0.718093 -0.68511 -1.51707 0.0 0.0 0.0 -0.0 0.0\n", " 0.866697 -1.2731 1.44171 -0.0 -0.0 0.0 -0.0 0.0\n", " ⋮ ⋱ ⋮ \n", " -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0\n", " 0.0 0.0 0.0 … -0.0 -0.0 0.0 -0.0 0.0\n", " -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0\n", " 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0\n", " 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0\n", " 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0\n", " -0.0 -0.0 -0.0 … 0.0 -0.0 0.0 -0.0 0.0\n", " 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0\n", " 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0\n", " 0.0 0.0 0.255558 0.0 -0.0 0.0 -0.0 0.0\n", " 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0\n", " 0.0 0.0 0.0 … 0.0 -0.0 -0.0 -0.0 0.0" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aT = thresh_hard(a, T);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the thresholded coefficients." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_wavelet(aT, Jmin);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reconstruct the image $\\tilde f$ from these noisy coefficients." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.162248 0.163464 0.183791 0.132795 … 0.230035 0.0966428 0.42836 \n", " 0.199594 0.190882 0.198369 0.145405 0.318773 0.221399 0.386235\n", " 0.240359 0.218564 0.210504 0.151183 0.440793 0.390459 0.323647\n", " 0.268364 0.245265 0.231756 0.182457 0.438602 0.394172 0.337426\n", " 0.324586 0.294644 0.267607 0.229726 0.438543 0.42047 0.332178\n", " 0.275504 0.25939 0.24897 0.217299 … 0.43053 0.36248 0.397938\n", " 0.212396 0.216528 0.231738 0.205605 0.424056 0.271152 0.525785\n", " 0.201633 0.202059 0.209261 0.191175 0.411837 0.304244 0.421922\n", " 0.190936 0.185799 0.181536 0.17401 0.393872 0.349106 0.281461\n", " 0.179994 0.176223 0.173392 0.167054 0.397351 0.350038 0.277585\n", " 0.168208 0.164992 0.162682 0.156992 … 0.397035 0.347501 0.271225\n", " 0.159576 0.159941 0.16155 0.158516 0.41088 0.357907 0.274139\n", " 0.154099 0.161071 0.169998 0.171625 0.438887 0.381256 0.286327\n", " ⋮ ⋱ ⋮ \n", " 0.548284 0.538946 0.519429 0.537901 0.445084 0.463475 0.497875\n", " 0.543235 0.547109 0.547777 0.560411 … 0.450641 0.471626 0.502491\n", " 0.515679 0.545892 0.581911 0.596262 0.453934 0.478041 0.498623\n", " 0.572118 0.57968 0.59445 0.582321 0.465674 0.490937 0.526418\n", " 0.668172 0.64451 0.646581 0.552618 0.485862 0.515728 0.576498\n", " 0.61638 0.593491 0.550955 0.581742 0.474524 0.496124 0.543409\n", " 0.565821 0.543505 0.535458 0.47416 … 0.461337 0.475249 0.510077\n", " 0.510661 0.489662 0.476477 0.434131 0.455054 0.459119 0.477654\n", " 0.450898 0.431961 0.411077 0.397459 0.455675 0.447734 0.446142\n", " 0.40831 0.388657 0.369634 0.348261 0.430529 0.41864 0.411234\n", " 0.382018 0.358054 0.335697 0.307343 0.42064 0.422195 0.354509\n", " 0.29491 0.280052 0.273749 0.235521 … 0.353808 0.3039 0.379205" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fHard = perform_wavortho_transf(aT, Jmin, -1, h);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the denoising result." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ccIHld16vV61du5avfVEtL8fn9X9U1q1bh6OOOgo9PT34+c9/jqeeegqLFy/GVVddBQBljt/hkAr+X0h9fT3mz5+Pp59+GvPmzcMbb7yBjRs3Wt5L1tcTTzyh+SZMCYfDOProo3HsscfioosuwtNPP413330XP/jBD4ZVpr6+Pmzbtm2n/wYGBnarzlZCVpxJePB4PKivrx+WJXjppZeiq6sLb731Ft5//32sWbOGrWuy1uvq6hAIBFBfXw+Px6P9nsgyVu+6/vrrsXDhQtxyyy342te+Vvb9woULMW3aNIwZM0a7Pn/+fCSTSa2/Wltb8cYbb+Djjz/Ga6+9hs7OTtx2223o6OjQUIVdaZOFCxfiyCOPLIv7mz9/PrZs2cI+slGjRgEAtm7dWlaHrVu3llnTw21Tv99v+0xZFzs5/fTTAeiEFbv6D9VPixcvxvnnn4+TTjoJv/zlL8u+v/rqq3HWWWfB5/Nhw4YN2LBhA5NEOjo6sGXLliHL+e8kzub1f1SefPJJZDIZPPHEE7jwwgtx4okn4uijj96lTaqtrQ3FYhHr1q3Trq9du/YfXVwAYIe31SJAcuWVV6KmpkaLMdqZTJkyBV/96ldx//33Y9OmTTu9//TTT8eoUaN2+u+KK64Ydhl2JgceeCAAaHFWAJDNZtHT01MGg9pJOBzGnDlzcOCBB8Lj8eCFF15AMBhkdqfb7cbUqVPR3d2NbDar/ZYWLvNdCxYswHXXXYcrr7wS11xzjeV7u7q6LIOBiUiUz+fLvttrr71w6KGHoqWlBR999BG2bt2Ko48+mr/flTYZ7vv3228/VFRUlAX7Z7NZLF++nIlKUobTpvvvv79lAoF33nkH48ePR2VlZdl3UjKZDIrFoqYQ2dXfrp/eeecdnHbaaZgxYwYeffRRVFSUe3U6Ojrw4IMPYty4cfyPYuCmT5+OE088cchy/lvJv9r0+6LIrsKG99xzjwKgxelEo1E1atQoBUCtX7+er7e1tVmSGZYtW/YPJ2xs3bpVrVq1qux6JpNRU6dOVW63m+ELEzYkue666xQAdcABBwwrzksppVatWqVcLpe64oordlrG999/Xy1evHin/6zqMZQMBRum02nV1NSkxo8fr1KpFF+///77FQD16KOP8rVoNKpWr16totHokO978803lcfjUZdeeql2/c4771QA1H//93/ztVQqpcaPH68mTZqk3fvwww8rt9utzjvvPFUsFm3fdfLJJyufz6fBUUopdeqppyq32602b95s+9tCoaBOOukkFQqFNMhyV9pkv/32U3V1dRo8mc/n1YEHHqgqKytVNpvl68cff7waNWqURsT49a9/rQCoZ555xracStm36S233FI2P9esWaM8Ho+65ppr+Fp/f79WFhKK8/rNb37D15YuXaoAqK985Svaveeee66qqKjQ2vSjjz5S9fX1avLkyRxTZyWPP/542b+zzz6b4eCXXnppyPr/O4mzef2TZFc3rzVr1iifz6f2339/9Ytf/ELdcsstasKECeqAAw4Y9ualVGmiAFDnnXeeWrBggTr99NPVlClTLDcvAGrevHlD1uO9995TLpdLHXXUUeonP/mJeuCBB9Qtt9zC5bryyiv5XrvNq7+/X1VXVysAw968lFLqpJNOUuFweLeCgHdXNmzYoG688UZ14403qtmzZzPT7sYbbyzzHf3ud79TANTMmTPVPffco77//e8rr9erDj30UM0/RWNh0aJF2ntmzZqlbrrpJvXrX/9aXXXVVSoYDKpp06aVseWSyaSaPHmy8nq96vvf/76655571MyZM5XH41FPP/003/fOO+8on8+nGhsb1QMPPKD+8Ic/aP/WrVvH97766qvK4/GopqYmdcMNN6gFCxawH/Pb3/629v7LL79cffe731ULFy5Ud999t5o9e7ZyuVyWvrThtsn//M//KABqwoQJ6tZbb1X33HMPswJvuukm7ZlLlixRfr9fTZs2Td13333qhz/8oQoEAurYY48t67vhtung4KCaMGGCampqUrfddpu688471dixY9Xo0aPV9u3b+b7HH39cjR07Vl111VVq4cKF6q677lJnnHGGcrlcasaMGSqTyWjP/da3vqUAqC9/+ctqwYIF6qyzzlIAtMDnwcFBNXbsWOV2u9Utt9xS1k9vvfVWWbtK+aL6vJzN658ku0PYeOKJJ9SUKVNUIBBQ7e3t6tZbb1UPPPDALm1eqVRKXX755aq+vl6Fw2F1yimnqI6OjrLNKxaLDYvCOzg4qO6++2513HHHqTFjxiiv16sqKyvVnDlz1K9+9StNu7fbvJTaMeF2ZfN65ZVX/mFEk+EK1cHqn9VG/9BDD6kDDjhA+f1+1dzcrC699NKyhdJq8+rr61Nf+tKXVEtLi/L5fGrcuHHqmmuuKfstSVdXl/r617+u6urqlN/vV7Nnzy4LldhZeIZ8v1Klze6EE05QLS0tyuv1qr333lvdfPPNZYSfRYsWsdVcWVmpjjrqqCE1/uG0iVIluv28efNUQ0MDK2521P/XX39dzZ07VwUCAdXY2KguueSSsmfuapt2dHSoM888U1VVValIJKJOPvlk9cknn2j3fPrpp+r8889X48ePV8FgUAUCATV58mR17bXXahlLSLLZrLruuutUW1ub8nq9as8992SiCMn69es/V0jHF3Xzciml1D8AfXRkhMvTTz+Nk08+GStWrMD+++//ry6OI4444siQ4hA2HAEAvPzyyzjnnHOcjcsRRxwZEeJYXo444ogjjow4cSwvRxxxxBFHRpw4m5cjjjjiiCMjTpzNyxFHHHHEkREnzubliCOOOOLIiBNn83LEEUcccWTEyYg9EmXGjBmcC83tdvNJsNu3b+fknlVVVXwCbHd3N0466SRcdtllAEpHjNBhilu2bOH8f7lcjnPGFQoFFItFPoAvkUjw8+rq6tDR0QEAWLlyJR+n4PV64ff74fV6AZQOyaNyjh07lo8C2bZtG+fpy+fzZXnqpNBREi6XCy6Xiz+73W7+2+12cy60QqHAz/N4PJzEt7a2Fm1tbejp6QFQyrlG3yml+HOhUODn0rPl33ZC9+TzeT5sz+v1wuv18ncej0fLYUdtu3XrVj4eYtKkSRg9ejSmTJnC3y1evBhAKeku5YqrqKjgdqY609+BQIDz4tE7qJ7UTnQvid/v5xx22WwWiUSCr1Mf1NfXo6Wlhevj9Xr5+clkkq9HIhEu57p165BOp3m8VVRU8DiSfe92uznZrt/vRzgc5u/kuEwmk5zjkg54BEqJjwuFAohAnEgkeF7QuARKSZ2pbVwuF3K5HCePHRwc5DyCSinux1gsxu1G7U7vVaVkBzBFlqVQKGj5EXO5HCfIbWxs5DHhcrnQ19cHoNTvZgJq+tvtdnOfyJOeaexRWX0+H79Xjg+/3689W/aDz+fjo1A8Ho9Wb/ocCAT4UEsS+o38zuPxYOzYsQBK858Oc502bRqi0Sgfcrl582Y+fHLdunX48MMPuZ2obdLpNKLRKGprawGUjrChPKKdnZ18JEssFuOxFo1G4fP5eFxVVVXxESuBQECrJ/X1mDFjMH36dF6fVq1axfWWYzQQCJS1Ic0Fr9fL/RMIBHheZTIZLvPEiRPxwAMPYHfFsbwcccQRRxwZcTJiLa9gMMjaY6FQ4F0+n8+zdtXQ0MBaVy6XQygUYg2gu7sbK1euBFDSOijDcyAQYM1kcHAQiUSCLZWOjg5+T7FYZA0kEolox1N4PB7WBD0eD2thfX19ePbZZwGUjiKn65WVlYhEIloGbdKCpDbvdrtZ08lkMgiFQqw51dTUsIaXSCRYixwYGEB3dzd/Xr58OWtukydPZg0tnU6zpSGPaqB3Ujv6fD5Ne6Xj4QGwlu1yubg9crkc8vk8H+Y3ODjIv5fae11dHWt3n376KRKJBGffPvTQQ1FXV8fvrK+vB1CymKkPGxoaMHbsWNZSZf9Iq9Hj8XA5i8UiKioqNGtHZvKmvk6lUpwtvLu7G0899RROPvlkAMAVV1zBGi+NF+pD6t9sNovBwUHuB1kmaTF7PB7NopMWhc/nY8vJ5/Pxda/Xy5+pTqT9ut1uVFVVaX1D76E6K6WwdetWHHLIIQCAZ599lvs0FArx57Fjx2rjM5PJlB3QKJ9vJXL8BoNBtrBWr17N82/cuHFaH0prJ5/PcxlkG9K99A7TIpJ9SqhMNpvVLDf5DDkmZPt6PB4eu263m+coWVr0nlwux78ZNWoUlycWi/HxJZs2bYLP5+Ox7Ha7+biXTCaDDz74gMtE5XK5XKisrGRr7c033+SyS2sxEAiwxZ3JZBAMBrkM5hiX7UljpaurC4899pg29kjofUBpzZDvDIfDvL7Kvvb7/fzswcFBnsvU/7srI3bzCgQC3JCFQoEbsaqqigeY3AQKhQJWrVrFi106nebBMjg4iO3btwModTZN9FQqhXQ6zZ0gF+piscjvbG1t5fcMDAzA6/XyvRLeMCEQCaOYx0HQxAwGg9okpbJ5vV5tEKbTaTbH8/k8Py+TyXB7uFwuFItFfkYsFtMUAPlOWQ4JC0kIkSAnqhvVL5/Pa3CkrLvf79cWblk3KnMqlUKhUGAlYmBggBfudDqtQRN0anMwGCyDriRUKctMYh45kclkNPhWwrVyQRw1ahRPxnQ6zc+sra3lesZiMe39cuGTUiwWbTcyWQa5aORyOW4PKgdJPp/nhcvn81lCe+Y4rKqq4o01EAjwuyW8mEqleLzSvKJNu6KigssnNxu5gLndbiiltHrQfZWVlfw5mUxyH+TzeQQCAV7sEokEK1Z2MLZ8PgndGwqFeMGsqanRIE05T+kaYL8RFwoFbhuCxSVkLTcL6qPm5mZe3Anmli4Jak+psEpliyA7CYlajQ9SSIHSmJTfeTweXrdknWU9KyoqtPVVjh2Xy6WNUaozzTE5tug30iVBz6B2+zziwIaOOOKII46MOBmxlld1dTVbO9JaKhaLmqVDJnahUMBLL72EWbNmASjBIDNnzgQArFmzBqtWrQJQ0uBJM1m7di3GjBmjkTRIK0yn0+xwbmlpYWfrwMCABgcUCgXW4nK5nKYFSUdyNpvVoCDSmGtqasqsGKCkveTzeX5GPB7nMkjtt6KigrV0+h09Z2BgoIyYAejavFJKgwGl471QKHAfyLKk02lN+5f1iUQitvWhdorFYigWi+zcjkajrLFKzTydTvNpuJIQQc+j+pganoRastksvzeRSDDsl0wm2TInSIQ+V1VVoaGhgd9LWvbo0aO5TvF4nNuMCA52lpfU4E1SBT1DasbFYpHHSnNzM5eZ4ElCEerq6niMSotbWsmFQkEjH9XU1PCckWSfXC6nwYYSSpUEpUAgwH0tCUb0XvpbEmcIxqY+oDFF76V+pQMf6dnSGpAi3yvnW3NzM5YuXQqgBEVLoo1sY6WUNpZoPaDvqA2onQKBAFsrQGkNoTkUDAYZEp04caJGupEujlgsxvM3Ho9raImJGsj6SuINtdv69euxxx57ACiRL+LxOI8JCQWbQnXzeDzIZrOYOHEiAODDDz/kMS4h1WAwqK0zcg7LuV0sFjVkicb4581MOGI3Lwl5mY1DA1xOllwuh7q6Ol5UE4kEY/aFQkFbWAhvPvLII/HWW29xZ/l8Pn5nNpvVFgPJGKPvzbKZrCyrjYPuk7CfvC7vl2wut9vNg8Lj8WhwgDm5ZbmtymA1qCTEQmXL5/MaNCCfI+EEWTe5cMr2kHV2u93IZrPo7e0FUJrMtJgUCgVerPfdd1+elCbsKqEKEyYjyWazWhsEg0F+z7Rp0/jZsm2KxSJSqRSPnXQ6zXXo7e3l8ZXNZjVIFtixiZowjFyQ6TP5TWU/St+L3YJaLBZ5HEjYTrbHUItGPB7njbm3t1eDTk2/GZVHLmg0Luk95mJmNV6kyP5IJBIYN24cTj31VAClefnKK69weeQGZcXItaobbSS5XE7zcdG76Xm0wEto2Zy/ckyQb2mo8piQplJKW0/kZwmdSiVXbuxSAXC73awwNzQ0sL94YGCgzKfJjy8MAAAgAElEQVRPzzPnvizfAQccgL/85S8AgDlz5mjvHIp5bPWdCVmT0kNugd0VBzZ0xBFHHHFkxMmItbyi0Sjv8hUVFZqGJ6EJklQqhQkTJvCuH4/HWdOJxWKsqVRWVjIJ4PXXX0c4HGZNJZVKWVpeEkoj7YXuMzVeO43TJGVQfcz4L6ntyWdLh7FJqjDbw3RUy/dalUVq3dLystPmJcxIGjppjKFQSNPCrD6T5UXOeUmkkGy69vZ27jfS2K3aV2rzEtpIp9MaezISiTAb7KyzzsKvfvUrALr2bTra0+m01vcEJWUyGb5upeFbafDS8vL5fAiFQpYO9WAwqFnZEl0AoFm9dlaunfT09DCcvnnzZo0cIEVa1wQZkUiLV46bXYWJqqur0d3djYceegiATo6R9R4qDlG6EWKxGM/tdDqtISpyXAQCAY2VSNa4HF/mOiPjsUxrywruIwSC+kzG8UnLSz43lUqhv79fi/EjCzydTjNjdMyYMbjtttsAlBh9zc3N2HPPPQGU4EpaAyVBSFrPLpcL69atw5FHHgmgFDtL403GPO6KyHne1dUFADjiiCN2+TlSRuzmJWEiuXnICSLv8Xq9UEoxoyeVSjEs1djYiHPPPRdAiQ7/2Wef8e8l29CkWdMCZprzuVyOoa2hJpbJArJiO6XTaVsIQv5t+rak0D20mNCz5UYky2jFbpQT1W7zkfWixc7tdiOVSnEQLLW/WU/JvARKk4yCfM3Fngb/7NmzOfSAmFjSl2P1bNkf1J/0fTKZ5N8vWbKkjAoNlDal/v5+hgclbCiDguWGS/9T/1DwO5VHKiS0UMoFlMRq4cxkMtoCKKniXq/Xkv0lhaBFel5VVRUz8uSGZW4+brebF04TfrJSbsz320G58nl+vx8ej0frPwmT2Y1Zu+cB0BZoqWDJuSTnogzKNdl00g8ci8XYL+v1ejVlQ/peaSzQs2QoD32XyWR47FGoCVBas6QbQYag7LHHHli0aBEA4LzzzuOyECNQhnBI+FmuH3Kd8fl83F/BYFBTVKxYiFRPqejZJUCgcUOK5+6KAxs64ogjjjgy4mREW15WcQQm25DE7/ejUCgwFJVMJrXUUZQeKhqNsubpdruRz+dZYw6Hw/zOXC7HWs+WLVs0Zlk6nebvfD6fpkFbBRyTdiQ1FQlPyrgKWbfa2loNKiKGk7Q6pJZPFirVYaiUVMMVK6hROvMLhQK6uroY0njllVc0KIrKLy3MiooKRKNRhvBkYGVlZSVOOOEEAMDdd9+NMWPGAChZdNFoVAtwldCrbHcJF8l4HenEf+GFF7R4FNIWidVJgeuyr+PxOL+TmIxASWOWjEsZbCs12UQiwbBjVVUV6urqGB2Q6a7cbjdrrTJtE6UBIke4HUwtmZgEX9HfdXV1bPH6/X5tHEr4S7LrTHhQWkrDtbbkPVQWSuEk4VdpBUlLgcQqdlBaVFYwKLWTDKyndpdj2YTpZfC0TNtE7EN6v0yTJPtdkjGk5SWZsxJ+TqfTGqQo23PTpk1oamoCADz44INsebW0tKBYLPJckmxQk1hC9U+n09iwYQNmz54NQE+rJS2yQqGgMTTJYqOyyXEg60nr4aefforPIyN285KsNfrb/Cyv0WCihs9kMtyhiURCYy7KiS3zBMZiMY0FRL+RgZ00IOSEoY4zoUESgvLsgvqsFqBQKITt27czM4zKJMtt9dmO7TiU7KqvQkKTQGnTpyBYGaQsFyCZ9YF8KObmDujZJWpqajTau8wjKRctM1ejXb3kgiQntlKK4ZpisahlU8hkMvyd9E/INpAblHwXlY3GlFKKIb9gMIh0Os35Hru6upgBVygUMG/ePG7PDRs2ANjBkh2OyEWH6mXVJrK8w4XpdnXDGq7YMQnlODLLYG7gksVL40jOX6CkOJBvrKurCxs3buTv5JigupFyIzc/eif50+i66deiZ5jsVCvo1VzzpLjdbv69rIsJx5tri5xjBFXW19fjyiuvxIMPPggAGD9+vLb52PkaJQRvMsCtFI0vLFVeLvayM/L5vKXlRQuIdH6S9iyx5GJxR+YMiikia23r1q2a5iYHv7kgyywFVr4KKeaAtBugciLW19dj6dKlbHlQ3Bf93sppbkcU2Nl77YgQZtms7ldKoaamhuOI/H6/ZXvIzctcWGUYgIxxqqurYw2V+oPawEyBY9fucoJZ+UGoHNLXILMPSJ+TzGwi+4AyMFgRJvL5PPsjiKQB7MiMcPzxxwMA/vrXv7JF5fV6OWnxY489xkiBGS5gJ6ZfyiRz2JFJ5HgZavMy5yNQIsPU19ezz3NgYMDWKjTfL60ded2uDKaPRfp1pBVD1PJwOIxwOMz1mzBhAlv3r7zyCj766CMAuuVmvlsmv5X9IP3k0g9KiYCpnPI7uflJ5ITGq1W95eZjKl5me8i+p/sKhQLPsWg0ij/84Q8YPXo0gBLpQ6bLsiOjKLUjPq6qqor9v6bSYbVu7444Pi9HHHHEEUdGnIxoy8tKpNZRUVGhab9SU5AmrtSY5VEYpFETRtzc3KyxkKyO1iBtRlJYJd48FKVXys4o3/F4HHV1dWwRmExIO3+g/M5Ky7Uqi53YWWNDwZOm9i7bTtJ2gR1au7So2traNHiRrDC/349gMKgxtqS2KMts+ufsWHhyrJDF4HK5UF1dzc+UGT+kfwKA5qOy8z9Jn4ocU9FoFL29vXjjjTcAlAKG6b4xY8YwGhAOh1nDlUlWreoj20Bat2Z/WfW/XY4/+UwrIaizu7sb77zzDls7BMsN9zkkVvCT/Nv8vemPk/40Cd1mMhleAwYHBzlPaCKR0FiVMtyB5h75kaiNUqkUt2EkEtES9sqsHpLJLPOBSkTAtIrNsA8rKFeiDjQPrDL7SHauyer0+/1lkKPZvuYcKRQKjBx0dnZyTkoz449VwuzdkRG7eZmQE4mkaYdCITalU6kU/H6/lpmbJpZ0LhYKBYZhiPJK9zU2Ntr6oiQJwu/3M8TT1dXFDn15/pQclFYxMFYwjtxs+vv7MXr0aH62NOflhmVFbR9q07ESq3qS2FHoZbYMCTlVVFSwctDX18fO25qamjLYUMIw5Nc58MAD8cknnwDQzwkyM9ynUimNcj0UVGHV1hJSyWQy7MCvra1FQ0MDjyOZ6SWbzVqmzjLDEWQbylMHJCTU19eHjo4O3qTq6urYIT958mSGYceOHcvtmUqlbOOK5HVz0bEbE3YKyFAbjPksKlt1dTXmzp2rnbE2HJ/HcCj1VuWTm4Ice5K2Lv3gMtFwZWUlE2KSyaSWmZ/ek81m+X63260lF45Go2hpaQEAzSctN7yBgYEyRccqm4kV+cpuA5f1lOWUa53ZpnKOyXETCoUsw2iGGhP5fJ7bavHixQx5S7ISxVbKd++uOLChI4444ogjI05GrOVlRcME9DyD0iFKZjFpgt3d3XxaqXSKkuUE7IAgSaOxowCb8JvUsJTS849JC0DCBPl83lJj3hmrSzpiJWw0lIVhBunSd3bBhybU+HlE5pc76KCDmDTT2dmpWQZKKYZb29vbOdp/6tSpOPzwwwGU6MEff/wxl1lqdVVVVWz5yMBoyQKUWjnVzS5AW2a0kNqwFGlhFgoF7nc6q01SnKVmbWbiIJEJklOpFFufL7zwAreNTMRrlpvKRM+W/SuJJaZY/d6EpXdGmDCF5oREBIbze9k/sg5SrLLEmOUHdGo3oCfGltAaUd8BnYksCT2mBWS6K+hzf38/k6oGBwe143zMo4soTEIGvss6Ub9ZEZ7srDCCBgmhkWQyKRJCJEKPLIOEIq0CxWnuEITd3NzM808ppUHrZvD+7sqI3byoowE98l0uGtL3FIlEeIEDSoslHXMtj8MOhUK8aFCHyGdLkQPGpJ/KjB+SoWTFAqQFzMy4QXWQIgeYCdVZYdRUBrO88hl0z1Awjp1PYbhCvwsEAgyFvfbaa5rPSkKNMuaqt7eXlY7XX38d06dPB1BaWAhXT6VS2uF2pi/LVBSAHZsXvTcSiTDMIzPMm/Ew8n+5GJhtSNdDoRC6urosz8kyfZIy1VRDQ4MWpkGb1BtvvKEtTtL3ai7wsu/lGKWYpGXLlmHffffVqNBSTDYZlc1uvJisRLlhDnexMsepfO9wZCj/sWQumvNabl4ygbfJSCWR/m/5v4wh27JlC8dLrVmzRtsIldLjOa2y55vuBbNuO/N/UT1p05SbkJ3fkOoiyyDraNUf9Fua23vssQfPH1NhpLLYHWY6XHFgQ0ccccQRR0acjFjLq7a21jYvHu3s8Xhc07LNU16lQ1KyYUgrJXiInpHJZDSNxgyqJSH2ElDS9AhycrlcGlxDmg2xkKzObjKfbTp17QK1rbQiE94ws3pYPUtqffJZJFYQk6l9291vJryl31Cci4S8qDyDg4MMFcp+q66uxvTp0/m+UCjEMNuqVas0pzdZ38lkEhUVFUyY2LZtG5/31NDQwHEuZtYKOrMNKM/VKNtNnsk0btw4LrdkliWTSe38LDk+pUgiEpFU6NnmfbKtrSzmQqGA999/HwBw5pln4sUXX9RiFuUYo9/bBYCb9TbzekqN3cois6qDKcOBF6X1Kv+X9xGpgD5L61kmaM5ms2zlDg4OaoQr+UzTCqd5K2PG3G43k2tkYuFgMKgFuEtSELUfYB3nJdEXK/RH9lsgENAgSXnWWD6f19AAErOvTIYjiRX8aEUak7Gy8Xi87Pio3ZURu3lRpwB6Wh+Px8MdFY/HNXhRBoFWVFTwoJapbkKhEGPURGclCIHOxgH0hjcD9wqFAg/4YrHITBuT1SgDFOPxOG9yMh2RidETO6+lpQWxWIwHvMTPzcSiJoWW/pcsPLfbzfWU2RwqKyttsxeYg5ogkFAoxApAIpHgLNb0W7kgUhv09PRg8uTJAEq+LBkkLGGb/v5+Tszb0tLCMF97ezumT5/O7xozZgzeeustAKXD9CQsRmOip6cHgUBAS8lEGdVlH0YiEWaPbdu2DZs3b+YNsK2tTTtgUIYbyDQ8kydP5mBXeSJBLBbjRNCUEoraxuw7WlwrKys1P5mEnkyx8h/JsfbII49g/PjxfI/JRKN3hkIhfn48HtfmjAwXSCQSzNTz+/28KQaDwbJEw1ZsYVlmEwKVEK2Z9syE2Ux6Od1n5b+mspBSkM1mecOJx+OsoPh8PstkxFRWKpucMx6PB2vXruX2oHfU1tZqCXgzmQy3WyKRsNyYya8t1xrZZrIdZZhILBbjOVNXV8droIQAJSxMSqFkbMr60rimZOf0fqm0yvUolUpxG6bTae0A288jDmzoiCOOOOLIiJMRa3lNmjTJUuMNBoN8nPaGDRs0rUXCMpKBI5l6iUSCrRkKOiULzw4yM49kMZmEdrERJgRpZZpLTTgUCrF29vLLL6O5uRnt7e1l77EjlhB0KqFUklgsxlbM7NmzWVPbuHGj9uyhYsFIo+vu7sbf//53ACVNr7W1daeEj0mTJuH5558HABx88MFasLhpscpkvuTkjsfj2Lp1K8N7fX19nPjTbFuyBsLhsBbvU1FRoREWZHJVYp+5XC40NDTwMetLly7l+Ku2tjb+fTKZ1KwEeRyGtD5DoRDDkxIipnFk1V4mlGQFlZFIS5A03oaGBiYRbNq0iS1uus+EjAAd3SCLWcax0W/C4bCWssxkkFqxOYdKazXUeJMwmRlgb8fCk+1ififnhUQk5PiwSg9Fqc2sYDDZP8RUBXacDk5jPJvNataaleVoR5Ch/63qTFYTWdoS+pTPNAkf8jlmjKDVWmCOQZOZLRMSy9jOzyMjdvOaM2cOQxo9PT28cI4ePZoXrVWrVvHiRtdogEjzVS6OyWSS8VnyeVlNLjko5WCn63aTTg4CiV3LwV8oFHiBlSZ7PB5nOO7oo4/WYAc5yKU/T76TmEeyrJIFSLT1jRs3lkGLVj4E+VkpPa/ZQQcdBKC06MmzzuzYk5999hn/pr+/v2wDl/WR2bel/+rTTz/FiSeeCKC0KC9ZskSrg9m24XBYy9Lh8XhYUXG73VpAOUGLgUAA6XQaxxxzDIASE1IuLnJBpzaMxWKoq6tj6KSmpoYns8/n46wTUlGiettR2WV9hmKAyt8T5BWNRvHqq6/yNbpuJVYbDB0uSnVNp9Os8DU3N3PexXQ6zfUx4WOTam73bnMc2ClBVhuu1XckVrCfVEDl5kXjwzyny0zGbfVsE4aldiQ2K80ZGaQsf2fW0y7EQG7gVpuXhPrMDd4U8zl2dbODZ81yFwoFLVidNi864293ZcRuXsViEZ2dnQBKDUITaf369TxJKisr+fM+++yj0Z8lfVMeJjk4OMhHQtCGIjOak8iOk4k0aUOwG3xDDTypjcuDMq3o8HSCrx3hQm6EdoPRbnGUFoB5j0mRtqLaF4s7Yu3Mjd9uU5fHo5hkFEpiSr+nvpKO7Ugkgkgkwv6Frq4u7jfpJJa+gWAwWOZTkdqvTAFFWfHb29uxxx57cLb3xsZGbQEiR39/fz+Xv6amBhs2bEB1dTWAkrJFPrRAIMB+ru3bt2sZzGXby/E63AS8psi2t8tyYIZPyM2HFsDq6mrkcjnejFtaWnDwwQcDKFndhHxIxU+GBgDl1H0SK8tMfmdVd6uNzI4MYGeRmWQOWU4ZvyUJNXQ/bWpWaY9kHV2uHcmzY7EYEokEt2Eul9PShFkpmFbltrO8hrrP7ll2YkfAkmOSykr1k2Qqj8ej+fNpXtmtBcMVx+fliCOOOOLIiJMRa3mtXbsWy5YtAwB861vf4gDVjo4OhkGmT5/Ovps5c+Zg06ZNTJ9OpVIaO0syY8jqCYfDCAaDDNVVV1drLC+rIwzoOyvTXGojUqNSqhTITD64trY2rFixAkApd53VOT/S6jDfacIepmZqh0uTSBagFQwqy231e3nWmSkmxVgGdspEvIODg1qCXqnBSxiS/DWhUAgTJkzA8uXLAZR8XjQOpE+H2gQowZu9vb18EGlLSwv7EKVvLBqN8llZ7e3taG1tZZ/R4OAgw63xeJzbaeXKlfyesWPHYuXKlRg1ahQA4P3338d+++0HoGQxkv8MAKMJ1IcytELCpZJNKkM2pNhp1mYyYJM2LrV+siq3bdvGvr2GhgZ4PB6Gf+RhrlR2eo9VMLUpEkK0gsmsPpu/l++U41fS+u2sbHqGTIYr205aW9KakMcjSUjRZAFKVrPMtSrZ0Pl8nhm+yWTSNjEvYG1tmT48KkMgEEA2m2UL2u/3W8Kdsq9MS0vCtVLM/sjn8zxeZB5ZKgddl7k8P4+M2M3rggsuwDPPPAOgtFCtX78eALBixQpu+CVLlrBZTp1HAyQYDGqmrFUKJ4KuJFRn5WswzXQ7M1sOfgmbKKWQSCR4cRsYGGBnZiqVGhIukhCgFYXd3FQl9GJuoEPh13ZQobxmB2HaiYmLU7nS6TTq6uq0E63loiHrLk/z7e/v1yi5MluFjKGTsMXEiRNx+umnAyhtHAQ7mulwCOZLpVJoa2tjpUhCa/LE2ZaWFt4gfD4fKioquGzNzc0MLzY1NXHqK5fLxX46UhisnONWZAOzPYeSoe6TmV48Hg9DhU1NTTwmKf2RHP92J+jKd9ptRCYcOBw4S84vCefR6cRyw5BjxgrSo7rIUwCsFnWTsCEPsLWbS3KdkH7uVCrF/wA9bZLdok7PtSNuyNADek80GoXb7WbFQxK2lFJaO5qhC1YxepJSbyrMphIiT7yQ6dXouoxX3B1xYENHHHHEEUdGnIxYy+uDDz7gXf+dd95hp/dRRx2lJdyUGpnL5WKT1ev1soYjnYimJlIsFjVq9nAdn1bfSw1Gak9utxv9/f04/P9POPvyyy9zfQYHBxmekYwkScggMS0Z8/2k4crfWmn2poY8HMvL1DxNR7WdWL23t7cX06dPZwjN7/dr/UOfKyoqtBOWBwYGNEtbWgCkTcpA0aamJiSTSYYEE4kEwzqSgRcKhTBp0iRus4kTJzJM1tjYqFleVJ4JEyYwWSgSiSAQCDDdvq2tjdtkw4YN+MMf/gAA2Lx5c5mjXsJHsj2t2nQ4LDur7yQKkM1mtQB5QipGjRrF7V5dXa0lvXa5XPwbeSyMFaNvZ2JadHZjR2r5khFIZZDP2xlrDtAJG9LqlnCghAolUkB9ZUdekvWR6IJkC2ezWc09IMtlNzdlPUxiCbXB9u3bMWrUKOy7774ASpYYnVVmIk52YlpeJKblJb+XlqwcH263m0NDXnvtNdt3DkdG7OYVjUa5g6qqqrjRYrEYm+LRaJQ3q5qaGi1DRUNDAzPGZLxQLpfj34dCIc4IDujpoYAdg1xm2ADsYR1z8MtD4RobG3lxC4VCPBh8Ph8PttraWr5Om7Ed28jE3eX/JgPM7j4rMSem3XUT+rBbOCSrkSQYDKK3t5cHvMl+pL4KhUIMa+XzeWzdupXrlMvluAyhUEij/lO7b968GT6fj+EwudDIeDLp16KkqdKnIuMNJYOVKPD9/f1IJpMa9Z7KEI/Hmd0ajUbL0odJ36O5QFC72i1odpvFUNRxuXCb9G1axGUM3lBiKjemWF2TMXlDUeklFOjz+ZjJOTg4qKXskmNHPkdmmLdi9EnYkNYQc17JzwRX0vOsfN40VmU5aSynUiltI7Pqd5pXsj4S4rNam6qqqlg5BkrjV56aITcvCaPK/80NXLahudHK9Y38eTU1NdyGxWKR3QHy1ITdEQc2dMQRRxxxZMTJiLW8Nm/ezJpxJBLhXb6/v5939vXr17OjfcyYMYhEIhwYV1NTw8yybdu28e8HBwdZSwmFQprJHAwGWQvK5XJsxckjwIkcYBXzIckCkpFXKBQQCAQ4lqiuro4JAQ0NDXwU/KGHHqrl6DOJCFbvlBaZaTEN94gKK2aWKWZclt3pwcMJSI1EItiyZQvDexLqzGQy3E7BYJDbsKmpCUuXLtVi8uTz5PEk1L/r1q1DW1sbpk6dCqDU96T9+nw+7ew3Oj4nGo2itrZWI2NQ2eTpzQAYanzqqaeQTqe5bNI5n06n2fIyLS273G92gd5W91lZHWaAsGx7aXnJOEJJVspmswiHwxg7diy3CfWJXbnIQrSyxijzi1k2IoZYwX7SAgiFQjzP8/k8Ojs72WqXcCJ9L/8nkdCpmRiboFNZdpkFw+12a7Cf3fFGNTU1nCFnYGAAg4ODvO4kEgmNvCHLKROQS7REkifMOUr1jkQiyOfzHHsnIfhIJKIFxUuCU7G4I1ejhNDlOJLEGLJk6d54PM7rcCgUYnRDxtESi3t3ZcRuXpWVlZo/gExyual4PB6GEyKRCB/hTn9TQtI1a9YwLCSPrPb5fNoiKKEfed2KUWTFGJLJLiUsRYuWTB1DBzYODAyw/0um6DGp1HQNsE8VQwuBpBVbiUkVlouQHVRox4Iyn2UnVu+U2afpu3A4zJh5bW0t9t9/fwDAn/70J4wfP16DRCUNXy7C5iSVk0kGEtN73G43LyzhcBjLli3j+1paWhimkjDQ1q1bOdyhv7+/7OwiO9+p9IkOt90k45TKO1yh99gpF3JBp8+RSATbt2/nFGC1tbXcVnSvKWZ9ZbmH8kVJ5qyZTYSuy7OwzAMnTd+r3BhNZc+KhSvrI9+fy+XYp1ldXY3KykpLCE/6zOPxuBbmIRUUMxxFwm9ybTGTbkslxGpMmeVxuXZk2+jt7dVSNFmxc802lM+y8oVLpUCmpLKq21CZXYYjDmzoiCOOOOLIiJMRa3mFw2HWfKLRKGu2AwMDvKO3tbWx+ayUQnV1NTvRw+EwOwxnzJiB2267DQBw++23s0aZy+WQTCY1DU9CiFJLllobsCMwdtKkSRwYLY9UkJYWfabfbtu2DQceeCAA4JlnnmGoM5PJWBIxAN15ampaUlPaGUvS6tlmTJqVhbcrloJ8rl3sjzwTTcKylZWVaG1t5etEcjniiCOwYsUKDeogLbeyslI7ekJCL/l8npmDxxxzDMMrr7/+OsNFMkffnnvuiZUrV3LcjDwfrFgsMty7fv16fi71rRW8J53uJkN0OO1ptpv57OH+3iouUP5eXqccm4ceeigAnfBkFyxLYkVksLMUqVxWeS2rqqq0JAHUB2RxS2tKwo4SHpVWi8kelIxJsiDS6TSXP5FI8LEpuVwOHo+H1xPT8rSyvGhMWB2RJNtEjgMqv521ZfWZ/pZlIiRn2bJlmDNnDtdZvtsOZrYLWDZJQi6XSwuElxYZ3fN5CRsjdvOqqalhn0J7ezv7R8aOHcvnJr3yyivcaIODg2hsbNSwccKbI5EIQzyXXHIJT8Tu7m5s3bpV830Q7EibIKBvKjRwiMn41FNP8QDJ5/Nlgxco37wCgQBj45LpI/1Kbre7DJqU7EUaTOZnO7aUFCv2ml0w9HByzQ21IErY0ZwAst4yUJy+l1Rj84DEWCzGPhnZbhI2pIBN+m7jxo1cn/32248ViFWrVmHNmjUASgHxb775JvtL0+k0L27EaAVK/WaXZWQoZqhUQCQDzE6sNgGrxcUOCrYK3diZQkIJZmnzkMmj3W43t4cVzCefLctgt9GakDVBTlu3bmWfiTyjTYbHUBkkq9A80062j9xIrIJtJdRZXV3N46u1tRXjxo2zzRdJ7TQwMKAF7lLb0TtJZAYU+U7KfygzqlhtZPS3FAmREsxdV1dnGU5i+s9MhdVOWZIQKWB97pfH4+F+Mw9y3VUZsZvXIYccolHVaYC8/fbbnHrn+OOP50XnpZdeQl1dHftItm7dig8//BBAafOi33z22We4+uqrAQAvvvgi/vrXv/LE2Lx5M3fw3nvvrWU0NwkbMqaHOknS483D9GSn+3w+fPLJJwDKD6OUmqPU5uXGKPF8qwwB9Azy35HYUeXNRUduJLTRm++Rzx5qwNv5zFwul7bAUP9KkomphUqsfvPmzTjuuOMAAB999BE/O5VKcZsFg0GNlrxq1Sq26mpqavDII4/ws4nqu3XrVmzdupUPkCwUCmyFeTwe7sdAIMDvpBGXhggAACAASURBVH6x06blQmn6vHZGlKHnyf/l/WYWCVkOK8lms6wRy6TDMsUW9ae0OOW4pH6TYSdUF6mZ78wyJERDEkXIR7N582ZeBDOZDJMDisWiduqz1RE39FmWRVpvgUBAI3rIk5RpfFVVVbFl3t7ejilTpvC7Nm3apI1lmi/S9+n1esssEhIz7lSSWeSJ63Y+L3PjkZaXy+XitWnUqFHamiFp82bfDBU+I9uQxkswGOQ5I1O/ud1unmOrVq0a8pk7E8fn5YgjjjjiyIiTEWt59ff3Mz13zZo1DOMcf/zx+Otf/woAOPDAAzFt2jQAwIknnoh4PI533nkHQMlPJoOCSXPLZDLMPEyn0wgEAqxBhMNh/gxYB3YSlPb+++8DAE499VS88sorAKA9S/5eQnskdtH6JKRJS+aRleZk9Vxp8Umx0+xNViNJIBBgiGgoqNCqHHbvkfdbaXs70whlYDL5r6SWnc1mNXqvhF6kxhoKhRj6/eSTT7RkoplMht+zfv16/l1bWxu/RyZrpsBoq2wZsk4mPGtavNIKtwsUN59rFT4hxexzYhICJRSDrEqCyOg9chxJUWpHZgWllAZ/AXouzuGILLfH42HLWzJITbainDMSTpbzRWbYsYJQpUVC9wWDQWYyBwIBbttIJIJwOMzWuN/v12jzEqmQ2VhkNhJ5n2m1WT3LbB87yHCo+W9mKZH5Q00oW95n5/+WoUAmpCnXM3LDfGGp8qtWrWK/09y5c5m63NfXh/nz5wMonelEg3D16tWYOHEib0z9/f38OZ/Pc0NKGIkwZhqwjY2N/Fn6fioqKthcjsViKBaLXLZHH32UB5Df79eyRkjYU8YLyUVHTgQJL5r+FLnwmXCCKXJi70xcLpc2aWRKmVAoxO1OkxEoTdLhZGAwy2T6w+yo33Z1Mn0SRJQZO3Ys+xAllGbGyrlcLi0O74ADDgBQSvBMizhBN1TX1atXM5QlD5mU1Hgqr1XsjlxAAHufl93mYy4m8t6hFAa5iUjYL5VKcX1OPvlkTp0loR/pJzRFwsoVFRU83oc6aWBnIutD82zs2LHcB5JQRPNSJrOWyqWVwklKgiR5WKUJc7t3pKEKhUKs0IRCIdTW1nJycFJ6AB2mzmQy2uaVy+UsNy9zjJrjxkrZkfPHJGjIetuFtLjd7jI3AokcH/K38noul0MoFOI+ltmEZP8AYKNBhlfsjjiwoSOOOOKIIyNORqzlNTAwoLF45FHdxHIZHBxkzcTj8eDDDz/EokWLAJSclWRtjRo1ijWsZDLJQavxeFyD+qqrq7U8Z1J7I/ppW1sburu7WQsbPXo0k0Gklm/SZCWZQ54cLDMbSOiIGF/0nYx2t3OGm/CfHT3WtHRMbYvKKbVKWRYJMwwlw2UlmhkhrJ5tQlmyPSkrBlCCmCW0USwWGfr0+/1sMR5wwAHcB21tbXy9oqKiLNMKwZNLly7l/jEt1EQioUFnVmepmYQNk8wh20ZaGhISlRC0TFws+12OL/P8q2w2y79ftmwZjj32WAClJKoyq4hZbvlsmaVEavMy0FmWaagwC9nXJuFCtrUMQQF2WL6JREKzrOk9MpSCoGSZyUIGpVNbRSIR7LPPPlw3iaKk02kOaTFhTAn70TvT6TT/o3JbHX0kLTIr61WiN/I3JNT/0nKi55uMS5l7Uz7HTIQg+4qeUVlZib6+PkZi7OB4mbljuBl+7GTEbl79/f0cU5PL5dgcl1Rq0/z2eDwMiUQiEfZz7b///rzh9ff34+OPPwZQmgB+v59ZRTJOLJVKcecmEgmm6sdiMRx66KG46667AOxIAwOUqPbkp+vp6eE4kYqKCo0CW1dXx/j5unXrtHPHCLasra3VIAWZ5gXQoUE5GAkGpHuk380q+SaAMliLBnMmk+FYOzu2oRVEIaEwK1jM9FuYi4HdgZ5y88rlcjw5Ojs7+fDIhx56iBWN+vp6DdqKRCKcOuqSSy7BX/7yFwAlZin5Sr1eL1pbW9kvlE6nWVHJ5/MYN24cgBLVnsZNQ0MDBgYGuF0lfJROp7VzpOx8erlcjlmAra2tPHa3b9+usV7p7DBAP/hPKjfJZJLHZFVVFZqamphRm0wmeXw0NDTgpZde4rYykwZTv8gxlslkeKM3z9Xy+/0aO9aEO6l/pZhhBZJiTm3Q2NjIykmhUIDX6+X+oaTWJNJPJTc6OV7k2KusrGS2cFNTE44//niuJ/VbLBZDPB7nvh8cHNTmEvV1Mpnktkkmk1oyXjPsRMJx9J5sNlumzNLaEAgEtPdIP72d8ildF1LRoX6zOp3DTHRMz66vr8cHH3zAWYtkfWQqLQnNm2vWrooDGzriiCOOODLiZMRaXpKpYwZDWonJcioUCqyBb9y4kTWl3t5e7VRYl8vF2lF1dTU7G/fZZx8top4CpufMmcPQElDSiEhrmThxoqWTsrOzE6tWreK4hzfeeIO1k+nTp2skDdJW+vv7y5hDUqRFtTPNltrHDuobDjPMLMtQZBA7JiWVxYzil892uVwa3CR/b/fOyspKJufU1tayhkmaLP0tE+uuXr2arWnJMiUN3apNksmkxrSTcE88HmekYCiI1Y6gEYlEGJ588803eey2trZqx9FLbVoppZ3OK59NY9ftdqO7u5vLI+ObJEHBKkMCiWkNU9lDoRCPdyLxWPXdcMXlcnF9GhoaMGPGDAAldIP6l6xCGU9lZTVI4oPf79dgQDnni8Wi5oYgFnE4HOaEBSYEKC1raTlJ1MLMqEFtIutAvzdZkSQydk+eNVhVVaXlRpRiMgyHYiZaid09yWQS9fX1GhQo+1e+U5KSPo+M2M1LQmZyUNhNCDOwEgCbuOvWrdPYcbSYAaXNh76rrq7GsmXLAACnnHIK498zZ87k+zOZDCfqJNljjz0sy0TMqdbWVowZMwZHH300AOC73/0uw1SrV6/mRau3t5eDl999911EIhF+TzAYtDxW28r/ZcVEHM7ANcWureXkG+o+c/OxCq6k76zKKp9Li4FVPerr6zkrfF1dnZZtQ8JFqVSKF/V3330Xe++9N4DSIkwQYCKR4H4zRcJAwA5GaDKZRG9vLz799FMAKIP2ZL/JOsnPiUSCobF58+bx4pxKpbjdAoFA2YIkkz/TfPH7/bz5dXd3Y926dfzslpYWDc6TsKMpEhaSibGpbNXV1dxu8jqVZ7gioUd5SCulcRsYGCjLqkGbrgmNyfdTO/l8Po0JLP2lbrebfVmJRAIvvvgigJLySmUxfdYyw7zcvMw1S/o4ZXuYmeTt2KSmT5QU3vb2dj7ocdKkSZYUe3qO1QZCDFYr9rJ8vxyfAwMDWtCzdCNI98BQ/s1dFQc2dMQRRxxxZMTJiLa8TAcyUO78lalUALAmWCgUOPZHagkm8aBQKLBm7PV6OehZnp5swpaZTMYyZsJ0VpJFl8lkEAqFmPzQ1dXFQaEej4fzMfb39zMMM2HCBMRiMYYxCQKj95CYAcsmU8iKMWYXfGolww1+tXuW1XtNhp1pkVlBpcSikswy+Ttq96qqKnbAJ5NJjbCRSCS0+B6ywsLhsGZ5SaarlFgsxr+XZ1QRY5WYWFKTNU/hJqG+kto2jXcJv0kNmVJSSUhSjgmJTsjxWV9fr7H1ZPtK6FNq4ub5cdQeoVCIx+6ee+6JefPmAQDWrl3LMZD0bLvzr6TFbQZmS4uIft/e3s6fE4kEenp62PLy+/0aI4/eIyHiQCCgWYYSgovH4xwvWFtby4Sp/v5+RkSSyST/ozJIy5jaxmxbk/krrS0JW0qSixnwS+/s7e1lC3HlypW47LLLAAAPPPCAlqqJ2o5kKHh/Z/GCErYkGNYKPpYMx6HyWO6qjOjNS3ai3LyszF1qNBp86XSa8x42NDTwBuF2u3kiu91uLWgTAPbdd18A0Bhn8XicocZQKIRCocCbipwUJvtLspsSiQT/5u2338Z3v/tdAKUFgK739fXxYPV6vXj//feZDRaNRjU6t9yMzQ1cUozNzPYk5sZgxwocTkCs3WZlvmeo6/I9dpur9B9ZKSEA0NzczAtdf38/XC6X1ifENhw3bhzDyp999pnmw5QQs1xMAGibBY2juro6xGIxhpnkBjOU70c+W/oKMpnMkHRlUsqkmNlDJJ2+tbVVO+TUjoYvM7j4/X6eF6lUihfyPfbYA4cccgiAEqP2b3/7G9eloaFBC9KldkylUtomLTdFEz6W5SEo+OCDD+Z27+joQEdHB/dXKBTSIFr6fTQaZaW0oaEBhUKBGZihUAi9vb18HzGEx4wZwxvz9u3beVPLZrOan0syEWU2Ful/NueTXOAzmQyzP82xQn1Ez5MQNrGXzz77bLz++usASoqXDM2QB0YC0JQ1u7lsKr1W/nQ6ccMq3MZ0D8jrn0dG7OY1FM3SzrkvJwZRaul+0sb9fr+mJcjUQjKL+TvvvINLL70UQGmA0GDbuHEjfD4fL4imRWaXNiYajWpHuVglopUJQyORCPbee2+uwwcffKCdZmsX5yUXRNNitRtgQ20+VtflRByumL+3i/OyI+dQXWQd6HMsFmPlZNOmTVqcixwjcsPZsGEDH2kSDofZJ7R27dqypMOyrjQ+enp6uH9DoRBSqZRGBJIbhJUPkspvRUjJ5/OWaZ9SqRSam5vZB7tp0yasXLmS6yo3c+kDkRujbF8zDlD+PpfLMUnC7/dzBpJQKKQdT0Lly+fzWmYS6cuxSzAr25iEFuuGhgbOpNPY2MihJVQeSVqRQn0nUxmRwkthMJ988gkro9K6MOeOVPzkmJXKkvxNOp3W6i9/I5ECOx8T+dZoHAWDQf4cjUY5I0xzczMTSygkQPalTLFFiIL081u1u9yUZOgNjUPKEGTl25Lj2Bzjn0ccn5cjjjjiiCMjTkas5SUtEpm5QpqyEu4is1Zi6NIKI2hP5g+kvIbyeAUKjDzkkENw/fXXAwDOOOMMhiOJPiuPsCetRgaHSpy/p6cHq1evZvbirFmzGL6i/IpAyfIiTSkYDGLGjBkcfOtyuZhhRPWg61TPRCKhYd+mtWPl/6Lrn1dLIhmKjm/mabPT0ghG3XfffRm6Ia3PCt7s6+vjdvr444+1IE3TciIL68MPP+TzvOSBop2dnWhra2MLIB6PW2q1VEag1FfpdFrzB1hpqKYVZra76V8w2zMYDGJgYABvvPEGgNIYk9lEpMUo/SimxmzV12ami3Q6zVBhe3s7pk6dys8jFEMG1NKRI1aQpOmXtRO3283jf3BwEKtXr9aeTe/3+/2WCIushwxhoT6gozpefPFF7LnnnlxOqoPpf7OqC90n60HjS7IQzfyQJuRmleeU5iKVWyICNTU1+OpXvwqgtH787ne/A1DKFCNzjUpWZCAQ4HXLzJkoRdbHrJdkbJq5OHfm2/q8a8q/xeYlTW6ZgkY6nNPptHawo4T2pI9KHpzW0NCAUaNGMSTY1dXFtPdUKsXR+z/+8Y95ELndbsycOZPPkpLwBGHjwI6ksEBpoevp6WHopb+/n8tWVVWlLeqS7isXlNbW1rIzxahtaGI3NjZanstEbSVhKVOsKL1STKKAPIlWTka7BcB8l6loyI2VfFFPP/00H/SZzWYRi8W0ZKDyt7TomQuGUkpbUEhpqKio4A1LHg44fvx4VFVV8fNlvCEAHisdHR2sEBFBQpKF7FIjmQQNWW+7M6rkmJaKhzxfye/380Il/atmHKCdyP6g+2mMFos7TpCWiayl/zidTmuHD8rFOhAIWI4DM3xCLohut5s3zGeffRbHHHMMv1/6ueRzXa4dp/vK8IRisajFgI0ePZrbTbavVHTkfDE3NwnLypjAZDKpzX/po5WblOmnNs/vonaXcG9dXR37uf74xz8y+Yu+JwU6k8nwuKysrGTfYF1dHa8NJnHK5A5QfTOZjLaRyrAT8/fmBizbbXfFgQ0dccQRRxwZcTKiLS8r2qkZuS4DUiWcUFNTw078vr4+1hy9Xi+b2KFQCM3NzRptlpy669evZw1oxYoVbDWNGzcOzz//PBYsWAAAmD9/Pq688koAO3KoASVqK2ni0WgUnZ2d/IxoNMoaEdGrqc4mWYA0PII5AN1ScLvdrGXPmTMHb7/9tnafVRvK5KykEVplgZCakwyszGaz2gnLMu9aTU2NpTUhnb9ElLGC2YrFIrNEDzjgAI2kIo+/MIkMbW1tAPRAUZerlDRVsgepfyorK5nsEI1GMWXKFAClAOHu7m4tT6EMvqXPa9euZU02lUph1KhRPN5kglVJGa+srOR7urq6EI1GtbaSx61IcgCNiVAopFH80+k0a+ChUIifvXnzZob8CBKyOnmb/iahMUl1JAsrn89zfseGhga+Tx75TiEGMoE2zZ/KykrNipH5OqWFJi0SAFyH2bNncz5Sn8+HyspKDa6U45QskObmZu0YI0lo2XPPPbVMGmQ9yrJZZcigfgiHw5aWVzwe1ywvabGb6JG04uTn6upqra8kmYxYprW1tcz4JEuI+iSbzfJ60NzczH0wY8YM/O///i/XQ2ZakVapPC08kUjwGlZbW4uBgQG2rk0r2Sof6RcWNjSPw6YBRuYrUJpUNEBpcZQQHA0kuXACOyZsNptFb28v02a7u7sZguvr6+MO2WeffbTkualUiifj+vXr8eijjwIobUS0sNTV1fHkGxgY0OC97u5urk9TU5O2EEt/jQwLkLEcMp5MwpNbtmwpCyuQE1suiKbYZUG3ErfbrW2eMuN2IpHQBrV8p+nHsXonQTyAfWolEuqDqqoqzkwiMymQMiPHhHynVdwNLTp253GRyIWFYn2szsNSSjGE1dHRwdBPIBBAZWVl2QIn24d+Lzc1uThkMhltEaVNWo4JWjR35nOKRCKsKNTW1moHQ5rQnky/RT7iWCzGcUokNP8ko5faVP5v1p9EJumVNH55r/kbuamZz5f1oT6h1FEANLcDgDKF2SqThjlWzPpIaE1el+W36xPT1yZPe5BzU44JQE8BRrJlyxZeM6wgayuRbUEhAcPxXcpyfR5xYENHHHHEEUdGnIxYyysejzNs4ff70djYCKBk8hNcE4/HORYlkUhojkdpeZnsLanRDQwMMPSyadMm1lr6+/vZZJ47dy6b4rFYDH19fazFrVixAm+++SaAUjAlxeBMmjQJa9eu5bIptSPvYn9/P2t+fX19mlUpj7+QDtfq6mrNAU6Wzvr16zmYs6urSwuUjkQilkG90vFvao1Si5Oaowl7yPPR1q5dy4mLe3t7WcOTMK5JXKBr8n8SSYCRGqsdk7GpqYlzUobDYS1pqxwTMiuAFHm+E1kzskx2lpcZ3yNPypV1o2fX1NRg7ty5AEpQZW9vr1Y2Ky1dsmPl+WqAnoVGBstLywsYnpbc3NzMuQTnzZunWXUmzEh9msvleO7QEUJSM6f55/V6GSGpqqrSxpppech2J2vLDKA2WW9SJMvSJFzQdx6Ph5mH69atw4QJEwCU0A2J9pjkDWnVWcWzmRaQFAmtud1uXsP2228/nr+UE1POP0mukO+UyZpl3SQqIr//7LPPtLhXs61JrNofKPWBiYRIsXM1fB4ZsZuXbLhcLscsr87OTu2QOfpMJr+kJdNklgwZuUjE43GsX7+eJyAAzvze29vLZYhEIryApNNpFAoFhk7kOTmDg4McTPnmm28yW9HlciEYDPIzNm7cyBuzhAZk+qOamhoNFh0YGGC/V3d3N9577z0ApUSrX/7yl7meMlBUsh/l+WRWcB2JhJgkq1CKPMNozJgxmDp1KvsK165dq22MMtuHCXUMJ9BZLk5mcKc8b01mV6d+q66u1t4hfX1UBkBf+GkTkpCi3MBlQljp65A0cZONKf2Ysjzm4Y1WgaLFYlFLJSTFDKSl36fT6bKgYKtAafmeaDTKGUJo85a/oXdXVFRwX/f19fEYJ+hUtoEMY6Fnd3V1cXtI6JnqMNTCaraRKRIyl31otqPb7Wb/0RlnnMGhBzKot1gsammfzHFglYzAKtifxqK8r1gs8gG2y5cv5xAaq/kmN2n52QzWl78jhReAxj4228wudIbaWI5bcpVYKUKm8mEVsLw74sCGjjjiiCOOjDgZsZaXTGci43NkcKgU8+hyggQB3ZyXGkp3dzc6Ozs1jYggQEmQqKioYGd4d3c34vG4Bo+QFRWNRtly6+rqYg21rq4Oo0ePZk3wo48+YmaYhAOLxaLG5FJKsRP9s88+Y7biYYcdxmcdeTwehlRXrFiBpUuXsvW3atUqzXKT7SmPkaCTnoGSdkYaVyqVYs1NsrVk3rtMJoMNGzYwQ9A874fgRXkUPbEQh2N5SS3ODA6VAcP0rHQ6zZBsa2srstks54SLx+OaxiotAxoDAwMDZfGDVO/Kykqt3+mddGouiUyY6/V6eSwrteP8LaWUBu+YiYAlWcC0vGRckkQoaIxKqwkYOlkqPXPbtm0YM2aM9m75bJlzkxAAmWKLrDtZNhrL8XgcEydOBFBKKkvji6A7MzenKablKC0Pu/qY8HehUGC0wOVyMbz/4Ycf8vyROQFzuRwz68iikxYi9Uk6nbaFi+V4lfkUi8UixxjuvffePDdpLprWsdkGksVLFhmNn4qKCu0sNyLUBINBLT7PDkKXY0e2RzweL2OD2vXB543vIhmxm5dpptuxdkyxumZmD5AMOJ/Pp2WbJpHwUygU4sWaqOm08GQyGV7g5QKUTCa18nu9Xp60Xq+XB+yKFSs4a0dzczP/JhQKIR6P8+Dr6urSaOM0ERobG3kjDAaDOOmkk3ijT6fT7Hf74IMP2D+4detWbXGUwa4AND+V3NRkO8oD+CRDMBKJaNi+FbOR4C4z/x79b5WJgMojRfrwqO0jkQhDWe+99x5yuRz22muvsrqZ8CElYa6pqdEUGrus8BIeoc1Ojh+ZY89OTCaoHJdWkI4d89G8b1eEnifrafoaicJNQpBbIpEoS7IrnyuhNQpViUQiGqxlVw+zbazGhyy/+Xsz1EaGC8jnRSIRfp7f72dFw+fzaf4kE2q3gghNyEwpxXXt7OzkTTKRSGgJjE3YTeZelXWguWQmpZbJDUy4U8Lf8iBV+p7+lxujVXsONfbM+3YG/Q5XRuzmZZedAbBOKDmUmFHscnEOBALo7Ows+00+n2fNo6WlhbHwpqYmfPrpp9yRfX19WrQ7DRapiVMsBz3D6/Xy5vP3v/+dMwnstdde/x97bxYj13mcDVd3T+/TPbtmIYccyhI3URK12NosS15jAXIubAWxc2dkD4IgSG5ykQUIECBAkKusBowEiWHA/izBsJ3EliVHi2VJlkiZEilRIofbcBnODGfrvXtmur+LzlPzvDXvaY7I77/oP6du2Ozpc8573rXqqaeqthwQOLwuXbqksTanTp3SNj/44IPyxBNPaF+cPn1aD9qxsTG54447RETk0Ucfleeee05ERFPLiLQP2fHxcXn++edFpG1dcKmQoAKY9v9cHgSSTCadTPi8eBinZ9+P3WSCns3jyNnzS6WSWqhTU1Pygx/8QBdRPp/XDaRaraoV32w21Wn+5JNPyokTJ3QDYF+dzR5g49mYKMKH/nY1VCbEWM36RgWbfZCvyBc+AYIE3iEWizmbI5QoznjCmy6u4eTa6N+77rpL5wTmNl/T6T24vT7KNu8Z1pJl3yP3Ry6X03lpwyzwe/gArSJhn2k37mazqb6+F154QbOETE9P63Osko5rcT9LrOL3EdlMjhwUM8k+QO6TZDKpSjcsMpH2GMDizGazW9YgW58QuxZsH92ohD6vUEIJJZRQuk661vKyxfGY9uqDEHzwFLQA/l08HndKmtdqNYXtrl696mDH0BBnZmYUTkin03LHHXcoZl2v11VTsQGw0GxqtZpUKhWlt+/YsUPfp1Ao6L1eeeUV1YJ27NghFy5cUAuNE7/29PSof0JENPsASkUAAqzX66r9zMzMqNXxl3/5l1qyfnV1Vb75zW9q0s+rV6+qH4Pz5bFVub6+rn0D/B+/GxgY0H7gUiWALEXa2p0tXc5at298rWbP16DGGj7DQh0YGHAgqnPnzimkGIvF1HfD0M2FCxccuJJrRNmchcxWZPp0LBZz/Fw+pADaqo+Sz9A2/8bH/Pyw2q3VpNli5jANvIdIWwPHGqnX69q/nFED7D62GnwU+GvXrul7ZrNZxy/E65z7w+e/Y8uU+4LrbPkYlnhnX57BZDLpwKgYQ04CzO/CzxVx4Vb8Czh6cnJSodf77rtPURB+PqA53rcw5pVKRZEbDlUZGBiQnp4enecrKyu6H1kXCyMahULBqV3GFhXnYOXEz76+RH+whehjNd+IdO3hxbWCmCzA2C9j1zYCnxc1Y8fxeFxhsZWVFbl48aKSH37605/qBBscHNRFPD09rbEgQ0ND8vDDDyuxg+s6lUolHexaraYw0urqqhPJf8cdd+g1y8vL+pz33ntPEwPffffdsri46PjTcO9UKqUTr1KpyBtvvCEibX/NyMiITuT5+Xlnc2KCAaDFqakp+Zu/+RvtqxdffFFjpnp7e3XTYlJCrVbTRdnT0yP1el0PrwMHDmgBzdnZWYVEGSoZHBzccnhB2DeIsRPZhEAYLkJ/9vf368abTqfl2LFjItKOCezt7VXIKplMak2ktbU1hbVYIZqenpaJiQndAIrFom6INq0W+7i4gOTa2pr2B8di2dRMNgWRz/9kQwqs7+F6h5ePKs99yhWoGfLmZySTST3oT58+LW+99Zb2B0hNiHXzHbScyPbixYs6p0DYYJjLNyd4rK/3/kzcYRiW24Q0W9w/Ilvj2QCZY5w59RO3mZ/JSi7ITCLt9YyE0w888IB8+9vfFhG3koSVWCyma65YLDqHPshgBw8elEgkouv5gw8+0PnO/cGKVzQalenpafnc5z4nIiLvv/++jiNXaJiZmdHvmbwG8WWHsYrtzUgIG4YSSiihhNJ10rWWFwtDNOzcZ5gB0f2+XGDMHEqlUqqJDQ4Oyv33368a1uTk4EcRHgAAIABJREFUpGrZ165dU+25p6dHLaBkMilLS0v6O9ZEWMO0bCQOml5cXPRSrjc2NpzAZi6xsLy87EAyHJTLYQLFYtEJkGTKN5dHYIp0uVx2rLpHHnlE722Dd0XalgE0P8Bl6NM333xTfuu3fktERI4cOaKJW/v6+rRdeC8mbAQxttgBbhlozCxjOGN8fFzbJuKH45gJGYlsVlheXFyUY8eO6dhPTExscU6LbIVEWq2WUvLvvPNOHR9OHOtL9urL/sGwJVuFPiLL9TIedPqbDerlpLQiLvkG2jRTw/l9bGCqZY0yMhJEtw4a+05EjiDhbBDIOsE5DJkNyqxVhqJ9JASIDwrm+YX5DUtsdXVVQ1jW19d1z7FIg30eE83wfa1WU/YmEiaAGMKwLLfNtndwcFBZo5lMRvumr69PXRXI+MHX+9Yjk684RIJL+9yIdO3hZX0FPrGbCi8Spi5zFoxUKqUDNTQ0JHfddZccPXpURFx2zYULF3RAstmsZvhotVqaUQGCjY43AzvhOV6HseRcLufAcWDAnT592tnEuC84ZZA9rEulkl7D/p5qtaqb0dTUlMIZx48fl507d+rf0um0fOELXxARkaNHj8oPfvADEdmMVRNpH+BYfKVSSSqVir7P4cOH5Yc//KH+7sKFC3o9oLhCoSD1et3Z1PF+vCHa2BYWe3jxe4Iaf+rUKcd3YWul4WD94IMPFK4dHByUoaEhx3fC4mN/AZaGr/ALX/iC9i8/l9ljfJ39jPezfYDvGCLas2ePtscXeoA283N83zMUhjay3w7znzO1+GjRvnZzH/hihbYDLwX9xge7irT7g5mDfX196suxUCzXxMI19kBhsb48jotiZZGLhV69elWVmyNHjmhbrJ/Qshc5BAXPrVarOh4nT550KmgEFTK17b/llls0mTXfO5VKaTvT6bSzZmzbfAonKychbBhKKKGEEsr/Oulay4uFrTCrTTBMZ5NaMlTB2g1Hxy8uLqqG+eSTT8q3vvUtERGnKuza2ppTMXZ6elqtt2w2q1pPoVBQkxttQNtarc0ErVevXnWsNbwDk1Sso92a6cyKBGRQrVZleXlZNR8uuVEoFNQSW1hYUMvitttuk9nZWSWx9PX1qQP5tttuk6985Ssi0mbqoQZSf3+/OttLpZIUi0UnMBKkl0gkotbN7OysamLlctnRfi1s6NPYLNuQ5wHDliMjI2q9WuuUa4iJbMYeff7zn5eXX35ZRDbrUPGzfLErnCwW/YV5de7cOe0DrgfGpTQsG89+9kGIeB405s997nPy85//XP/GdanY0goK9maCRKPR0DGs1WoyMDCgYyeyuR7Y8roebMjWFiwQCxvyHO+UccUSdyB8L55TzWbTsZptfCcnS8Z7ptNpHTc7VtZq5vbboF88j6FKTuDLVad53FGnj10CvhybvBYAr+J9otGo09c8dyyjNwj6hPgClplxySxMPD+dTisyEJQNabvStYeXhcwY9/dtJrVaTeLxuC5ghgqZrbixsaGTI5vNyuLiom7+v/7rvy5///d/r/fGBCuXyzpovb29cvz4cS0GNzQ0pNDNuXPnlIWH50IAN4q0A47xTPbhNRoNnezJZNJhWXGEPNda6u3tVSbkxYsX5ezZs/rcoaEhZTLOz8/rpGYW4iOPPCJ/+7d/q36i/v5+nXwTExN6SJ0+fVo+8YlP6OeTJ0+KSPtQ5FRYGxsbyiZrNBoaJH3lyhVtf7FYdHwNNhiTN14buc+bJPsXoAxMTU2pP6BarUq9Xlem1PT0tGZ1FxFNjvqLX/zCCQngbCM2yJjnGxfq48z0J0+elKeeekpE2plREIzL0Bx8tD5oh/011ufVarV0vr355pu62VrI2vp7+W+8IUI4yfXKyoqMj49rOMby8rIG4lcqlS3B5hCmY3PB1FQq5WULIxib/SnX8+cBXuXQFwivEYTBiIiGj+D/GxsbqmTu3btXpqamRKSt7GEdXLt2Tevx4SBjONsXBsBKFA4v7Edra2v6t4WFBac4Lr5PJBKSz+cd5RoHMFP/rQ9wfX1dYcRsNuukgbJ+P5HNahy4z8DAgCpEn/3sZ/WZnAZPxA1FiEajqgxzUdRUKqXuBU7UcCMSwoahhBJKKKF0nXSt5WVr+LBDn7U9NmNZ48R3Iq6TmDXZWq0mhUJBrZj333/f66i1FkC1WtUUOajVhd9BrFbNWiGXOllZWdkSo4br+Xd4D7wzBzkD/kIlaM6bxiwgPH95eVk1witXrsjo6KiTugoaZrVaVfZjrVZTC2ZsbMyJD1pZWdEAbNYKOb9cJpPZUp/JVzupkwPfQh2+vG08HojnQYD0r/3ar2mAbau1We8NQdP8nCDo0tcWSwCo1WrO/OC5xwxLW2KCITcLw+Ezw1SJRMJLamLITsSNQbPQEbMnMf/gwIc2DVKOiDumPouU283WNDP6OCbIkgB8BBZbOoafU6/XnSrnHGdl+4aRC1gNzDDkgGlOjwVr1cc0ZSvMJo5mS4URBS4VZAPxg6Bl3sNsVXhGlkTcitHMUAVjdGJiQh566CF9nwsXLshv/MZviIjI17/+dYe8ZclC3FaGZXFNNLqZDBgIzo1K1x5etVrNgR0gdnOzwYI+CrrF/DmpbrFYVDP9zJkzWxhp+Nf6zAA7FItFB39maikPNG9wvNkWi0VdSOl0esu7cY499EO9XtfrFxYWlPJarVZlaWlJDxleCNHoZjG7paUlpzT9vn379H65XM4pNAnmUau1maR3z549cs899+j1Gxsbej/u90ql4gRJoz9tOAFDiEGBu/gdC2+OaH+lUtHvsXhwsB47dkyZiPDVoZ86Uc59vg7LbOPDq16v6/ywmWLsZ1Z8fBu3j73lo7Jzmxiaw4Hpy9zOGy0XksxkMhKJRLR/yuWyk7WFFQ17QFifrf0dFyi1iqhlD/uuxzuwf45rrAGO37dvn0JzZ86ckXg8vqWSgoibSHptbc3JKIHPOGxYEQx6Zxbeq4Kyw1glyNb9gvABZQ9JVgStP5z7DPMFewYO+qGhIfnHf/xHEWmvFZ+iY5UpPphFxKmGAYX3wQcflJuRrj28WHNjvDmoWBsmClN/IXZj4pIfTNl+8803dcDz+byDZfNGWSqVnE2d08hgITH+DwsIhyRrksViUX1EXPk4Ho87lNhUKrUl1gL3sj4RJpfwgoOmxAcpiC4Q9hXyoZBKpdSxXSwWNe7tvffe02eLtCcx7h2Px1ULGxkZ0UldqVScjCM2RY7P54X35Lb6UoaVSiX9vl6vy6FDh+TJJ5/UtuJAm5mZUf/kxMSE+jfwHJ81gDahnxgN4M2pXC5r4mSuSGC18iCf1/WySLA2zBs8K2vo20qlIuVy2aGA+8gP9Xpd+3Z4eFhisZharNVq1fHD+CjSoOrz4Qzhw5OVGw43gfAmyfdgH6AdDx4r3PPs2bPqv/rqV78qp06d0krRyWRSqeqs7IyPjzvWHpRA3Bvt5v2AD1aem1B6OFUSk0mCqhug6CP+D+Fxs1nleR5wyAQfwFw8FQcm5kg+n3cyebBVai1/ziDEfi4uw4K+uXz5styMhD6vUEIJJZRQuk661vJiTcVSyH2aJ8QHvVgTF2wcYPnQOk6cOKHa08TEhFo9i4uLThaMlZUV9WkMDg4q2y+RSDg0VWYaibjBtGxJQgvbvXu3Wj3ZbFZhQLTZBzUkEglHQ+XilsC4cQ2eXygUFAYql8uOFcQ5/5DoF32Nz/V6Xa2Jl156Se68805HI4PmlU6n1aLZuXOnWm6APQE12pIbPp8KJyPF/5mlCSmVSqp5AqJiyvxv//Zvi4jI888/L6+99pqIiHzqU5/SwGq0Bfdka4ItIs4/yDCwSFt7RR21qakpZWwyY4zhHfyf57WPfo3nM6zD0Bau6enpcfLyLS8v63hxQGo0GlVLpVgs6vhMTk7KtWvXVHPmtcj9wRCvneMM4TNykkqlnLlvoVRfzS2fdcpwKyMkWLMimyVXjhw5oj5kkTY0Dsbmu+++q20/ePCgFlXt6enR/sAzfL5k9kul02kn7IXfm6/hYrA2UJytUd7bGHZnCyiVSjks1lqtpn3AVH327aVSKSeZ78jIiPbBe++9p0hQf3+/MwaRSMRxKcBdMTExoYxNRj6wBm5Uuvbw4hozLJaiyrAFO0J5E+TPDIVhcgX5WHiRB+HcHGOxvr6uE4JhQh/sY53WIm14hhe59cXwpu5z1CPmA8Jxb3w9QyCg8OI5jUbDIYngHcbGxuRjH/uYiLQPLGTFzmQy8u6778qdd94pIiKf+cxnFFJ99913tZ0IS4BwDS4bz8JjZeEQ30bG712pVHQOjI2NSS6XUzLKysqK/Nmf/ZmItMMF8J6nTp3aUhGA28MwjvXL+D6zn4zrKHGSXjsn7LzmA4oJGvZa3/1YWWs2m46Cw+/APg0mKiG1kS/2jue1JSvgWSLuZruxsaGU/uHhYb0e2WB8PiP261jClfVn+2Li+P3S6fSW2Des2aGhIW3zwsKCU8MLhxUOaVYY+ZCC2LkSRD7ig9kXS8W/8ykx9ve237joLafB8vn8RMRxneBgQz/xwcrtERGFCpPJpOPH9oUx3IiEsGEooYQSSihdJ11reXFePhsM6Qu47O3tlffff1/LDrCz1Fpe0KigKQVpNUGWFyitIm3tgjMRQNtj2MVqImx14H4iLuSG5LXWoYv2QGzWiSCtzseYw/fs5F1bW1OttKenR4OPL168KP/yL/8iIm1n+D/90z+JiMgTTzwhb7/9thI4WFur1+v6zuPj4/Luu+/qc+v1umMl+xIa8zujjb6Qh56eHicgFZr0jh07pL+/Xy2+3bt36+/m5uYUVj169Kha+mhLkHXj60ff/GSIiCHIIKae1Wr5e56HIuJAhUHEErYkLUmD0QqIraTMlpe9hinnuA5aPtOs+Z6wvPr6+nQMcR9fwG+Qe8AiDmxt2bWC75PJpAPJRSIRna8TExO611y8eFGJHI1GY8u4M92f6ej8TB4POy8g/G7NZtMZT+4DK77wCViEvJaYpOGztmx+SU4eHRTCYpPstlotJbTE4/H/Tyyvrj28BgcHHViJDyyG/fCb48ePy+c//3mtbcUxHwyT2XgLS2G1lFwRf2oVHFjz8/OK7cbjcV2kzeZmCfB6ve7EH1m2IL5nfw0OOPahMe3dR+MH1MIL3Qf98OZqDzoLyWBhgyEo0j68kH1hfX1dstms/n9pacmhxKP9ly5d0tpe9913n8zMzOhhxgcOZ6rgMYxGo84iYx/c+vq69vWVK1e06ObExITkcjldZFyojzP28/tDLByGftvu4cWwso/ladmGlmEI4TmQTCalXq/rJuyDs3EvhqyZnm7j2fBMrrZQrVadzYrnC/cZr59kMun4SJmavr6+rmMwMTGhyoTNwMCbv4UkbT/x+/j84b6wBB+8aJUGPgQ4PID7LZPJOD4+bguPL/ePnTvcN5YZzb+73oGGeEG+njML8eHF/kSeN6w0Z7NZ53oc0uVyWaLRqPZJOp12Yjs5PRzubUM5PqyEsGEooYQSSihdJ11reY2Pj+tpbpk6HHOC30xMTMhLL72kGriIH5bwsdmYucTaGeccC3Im5/N5hdbm5+edcveAIFKplJMfkYklcCaLtGv+oG14JmsvDNdYFhDeg9vNWhlDrJblxrChTQAKssPq6qpam6+//ro89NBD2qZMJqMVil977TXHWkL7OW/jd7/7XWHh/G5ra2uq3WWz2cB6Qqxll0oltepefvll1fInJydldXVVmXe5XE5zuK2urjoVchkqjUajDpvLB59ZsUQOhsw4F6Al3fB8s3E4Ipv1mkTac42D0jOZjJMEmZ/HpBuu1MsWXrO5Gcycy+W0P8rlsgNZW5KTT+r1upNDka2BYrEou3fvFhGRW2+9Vdt87dq1LUQThuM6MYx9fWWZmBwXxe9q4+MgXAm52WwqWxGWJ/eVJTyhb+x685GkRDbJN8yQTCQSkslkrkvMwjuIbJKyOFsM53f1xZMhXhLvDqtKpO1+AdqSzWYVqVhaWnICtYeGhuS+++4TkTYbG3OSIUn05Y1K1x5eQXi+hRZ4UnM6EytMp2V2IDPA+Hd4lv0O1+EaZvdkMhnF0kdHRzUJ7KuvvroFlw6iRWPxgjWHayxDiNvIh41lhvG7MRZtNwOfb61er2sgYrVa1d+MjY2pvwjYNyjx3F8WkkX7k8mkw4hrtVq62WYyGT0keYFZnw7DefF4XKGo/v5+ZUGtra3J4cOH9d7nz58PnDvcVt742P8VxDa084OT+9ZqNec9rfg2UYYhuQ+QsQQQLSfTZaq87Xe03b4DH5g8V3Av2yedpK+vTwYGBvSgzOVyunlFIhGtvAB2qsjmPOADMWiztf0V9H8It90qHVZpwPiMjY3puG1sbDjMYb4miIHKY+DzT7G/Ftckk0mlplv42So7fE98RvgF97VPGecMHfjsW/P8mYOxsf/gkBwdHdVwIQv/Xo8huV0JYcNQQgkllFC6TrrW8gpi6oi46XFYI+RKyNaa4PuyM5udqkFWm302J8zt7e1VbbO3t1fJAgcPHpTf+73fExGRF198URKJhL4PO2g5ES7Dd7VabYu1xTAIC2vSrK3Z3HF8H8vQ8lkA6+vramGBdCIismfPHk2tFI1GJZfLacVkC3lxW/AufX19TuqqVqsly8vLIiJy7733qkZnNW52BnNbM5mMwhb9/f0KSy0tLcnjjz8uzz77rIi0WYUIKGeSCPe7ZfbZeCdff1rNngkT9XrdgWkhsKp9Grp17OP6xcVFGRoa0jIzly5dUhjUaub2fmx5MQTrm3v4myV3oN1s1XAduFgsJnv37hWRdqkRbgPQiT179sh3vvMdEWlr75wOifuBx57nq41RY5ibrQ4fk9LHWIxGo4qW3HrrrTI9PS0i7TXK1oydywyz+6wja3X44jVF2uscro5arSa1Ws1BByBB8WDr6+tOMDLf37oQGMXh9gRZe0yQQqwg+mr//v1y4sQJb9v+X0nXHl7s52JozzJ4IBZSswPi85nhb2xO+2AqzvCBA4IPEJjS8Xhc/Svlcll+/OMfi8gmM47Ned9ktjT+ZDLpDTIMgkosbBiUmYTzJKItDGkwdR+YdzQaVV8S9yf6w/qkIExX5uzfzETc2NiQqf+J0P/JT34iv/IrvyIibZ8IAp6TyaSTKdz2P9pm65ExJDk8PKwF8mq1mpMDkn06naBnOw/wzvbQxyLP5XJeP459Bztu/DdsTKOjoxKLxfQdOKidx5f73VK2mZ2Hv0Msi9d3ACSTSccnCYh3ZGREDh06pFn7f/jDH6qicP/99yv8/Oabb+o9GXpHH9iM7b52srD/mfuw0Wg4a8cHpeJvODxWV1edzRrzqFKpSCQS2RK0jGdyQDu3necE/Ez4HRS0gwcPapjG0tKSJhPGO/O7+ViIyEmJe/CaTSQSDj0e8x1zhYPIWfB/ViyQPWhyclJE2gHdmIdctwzt9t33w0rXHl5csdXi8VxwzmqLvknO37OfAL4NdHwul3N8AFyUzfqeOAEvZ3GG5bW6uir//u//rr8JOlyDtN+1tTXJZrOKu6dSKSduIohOyxsAL2CutJvJZBx6PVJEibjR9qVSSRfTwMCAatn8zrAe2KfIZBLeQJDR/bnnnlMfpUg7XdX58+f1fYChswIDujf6MZFIOAlesdH09/crhffAgQNSq9Xk7bffFpH2BovPtVrNKUDJCg37Hi0Vm0k8fCDwwcZjs7S0tGW+8fW+8IVqtarzKxqNqiU5Pj4uy8vLuvFxOZ9EIuGQDfAclDBhi97nT6rX61s2ZPRv0HwfHBzU+T45OSl33323rpk///M/1yrPk5OTcuzYMRER+dGPfqSKBt+f/2/fwUdc8Pl/eNx8B6GviGYsFtMEvpwBJpVK6fwoFArS09OjCkmpVHLWLO5bq9WcGCnrcwJCU6/XNQb0T/7kTzS8p1qtSjKZdKx+Rid8ika1WpVWqyX79u0TEfdQyefzTkJmVj750GUlF/1ov4fyCCXz0qVLmmi7v79f1zLPfRsb9mEl9HmFEkoooYTSddK1lpdlxHENIMbfLTuJNVlIUMYEaMI2AFnELQ3CeRah6bEWh2s4qa1lUFmYyeeXYvgJv2FLkDUZHx4OmMHnN2BNlK2MWq0mIyMj6s+yfjK29tga4ftatiaXZGB20r/927/pZ4ZIOJJfROTQoUMiIvLWW2+pRTYwMCC7d+92oFfWENkyh6yvr0s+n5evfOUrIiLyne98R8fUlrUIEhv07YNsMSd892HIyl7Pc4Ktcw72tf5JG4jLdGT2rVm/KFsAPsvLBmOztWbhSE72yrkMmVX4zjvvyKOPPioiIi+88IIDMXFSWrYo2LK2z7VWLa9nfgfeBzhAV0QcFMA3jox8NJubOUtROolzVPLvINy3FiLmPWNtbU3ht2eeeUZ+53d+R0TakOqlS5cCA5t9kHO1WpV9+/bp+o1EIspeZCvO976+AHk7R+1ewvseBzN3auONStceXpzskTe3ID8ONgK7sYpsxbzxG0xiX1R+LLZZm2t4eFip4AMDA1Kr1ZyM7ew8xsHAPp3V1VUpFot676GhIa+T1zp8bYJYLB57QPGE4cOdJyX3IUNHV65ckXvvvVd9EYzNi2xNG8T9x+J7B4Zejx07prFYzz33nLRaLd0cYrGY+k6Wl5f1d61WS/0RV69elenpaYVBuIgg9xP7I/r6+mRhYUGhwqefflr9MExAuVkJ8kGKuJlR8H++zudrZLg1Etmsu4SMI1xslCscc4oshtxY7IbCcLhdOxg7vh8fPgMDAxrjODExIaOjoxrbODw8LC+++KKItMcU/f722287pAq7OTPxgCXo8LKEDe7fTocX94MvFov3i3q9Hnh4BYUTYI3yu/I1mPvJZFLrjF24cKEjQci3762vr8s999yj65cLcvK7dSKjBR0yrJhjr+RMGpzujpUwNgBuRkLYMJRQQgkllK6TrrW8RPy5BbkiqGUeWrOfYSXWKpkWzXCNDVzF96urq0pPnp6elnq9rhovlx2IRjdLLTSbTXXw7tmzRx544AGFwE6ePBlIZ7ewIVtevtyGLMwsEmkTUJh0wtdwf169etXRktgCYOIANHub9846zRmWxTVLS0vaH8PDw3Lq1Cl18kYiEadEBWj3fX19et90Oi07duxwCBPQAkulkqMVQwYGBqRQKGgbduzYoZ9BZOD3DRIfjGKt36B7cCgE+sd3b7Y6LO0Z15TLZSkUCpr5odFo6Lg1Gg1HK7aaMMOQPgJKKpVyIO+1tTWd183mZn7GarWqFitnXEB4AEgJPHZTU1Pyd3/3dyIicvvttzvkKdsXQVaApcrz97xPMBuV78VIChNn+J6MbnC4Q7lc3lJN2pdxhC0Q285Wa7N+W6PRUFfE9PS0/OxnPxORNpEqn897A8qtFYZ3i8fjMj8/r//PZrNKoimXyw4JBWKtQsuihbA1jvXCf8dYc8kddsN0QiS2I117eHHWce6QVCoVmLCX/UIMWeVyOWVsLSwsbIlJ8sEOvODn5ubkV3/1V0VElEEFWVtbc2onQTjbfKVSkddee00nQm9vr8MQtBHqIptQp4+Nxm3zxfTgUJicnNRy9DMzMw7zEHh1KpWSCxcuKJOQFYBYLKaLrNFoKAWXiyr6hBcFDvnFxUWFXhOJhKysrCju32g01P918OBBvYazl+RyOaeOUiQSUT9KqVTSPsxkMtofO3bskKNHj+qmc/vtt8vRo0dFxKUBbzcTAPc1x2jxO0OYJcrCcB6nHELbRdqHLvq6WCxqf5RKJZmfn5czZ85onwAi6unp8VKkmTWH5/JGhQ09l8s5BUoRqiHiJktmqPXixYu6OV65ckWOHz+uzL1YLCZf+tKXRETkZz/7mTzwwAMi0oYNmfXKh6n1P/vEKgrNZtPZLC1UiPYzVZz96SLiuCT4gMHnarUqlUpF+wc+MFzD2TJ4b7IKM6dnQ38mEgktVorD0/rrcT/2FaL9e/bskQsXLujf8vm83HbbbSLSHh/EP/b09OhaKpVKsry87GRD8SVUzmQyqijNzs46acai0aiyeufm5jQUIp/PO7DlzUgIG4YSSiihhNJ10rWW19DQ0Jb4JZGtueYYHrGWEwKGZ2dnteR7b2+vxgRBfMGdnCx2bGxMtcNbbrlFSqWSk/iUNT/O1sExJwyxMEOv0Wio03vPnj2a2HdmZmYLbMgOdPQBZ+GA8xra8czMjLZhbGxMr69UKo4FwyxJfiZrtdzXNuYE39l3Q5tE2k57jMe+ffvkypUrCiPy7yuVimZg+PrXvy6vvvqqiLStkb179zoEBSadsPXMfcvkGq5MzXCTz4oMYhiyA347sCPHkDEsFolEnGDxSGQz2ezKyooTLAuLLJvNSn9/vzL6kIVFpA1Fs3OdkyPXajXve/MYMixmS9jz+rPBt2g/8jky/DszMyMibesR1t/OnTsd1qtde9ezvCx8xmNq4UAuJcPs1CDWqI/ty587WdpBwuPLwu1k64r3MOwbeDffZ0vIYEs2Ho9rvycSCU0APDIyIg888IBazZcuXXLiNIEkcczn+Pi4Q4iLRCIaq3b48GEnvhUIy82WROnaw+u2225zkpui43lh20VkfRNYjAMDA/LYY4+JSNtkBtwECIVhA4bWMPDpdFoPvF27dsnCwoIuTOt/8jGpAHXwc/A5k8noux05cmTLZuYLmmYIAfeHxGIxvR/X3br77rsVQjx58qRubmgHU+J9MJpduPY37MNjZhhDnQiu/eCDD5xDhWHQWq2m437ixAk98KampuShhx5SeHF5eVnb9MEHH3gVCKTb4cML4vNjsfg2nSAMvxPsyIGzDOchGz9fi9+trKwojJvJZGRiYkJE2il5eP4fOXJEr3/hhRd0vjJbEf4qzpLvg6VqtZrOL9Sv8lG2bVgDvi+Xy1Kr1fQ5t9xyi7zzzjv6N7wp/wu4AAAgAElEQVT33XffrVAWUlsxBA4YM4hpZzOG2Lnv8+uicoOvgCS/A3+2ypqFKrcjfGCy2AMK/W73EsvcYzcKxDJ/BwYG5K677tL3BpzHPvPl5WX56U9/qn2dzWadMeV5CPbovn375Nq1a7rvtVqbKd2GhoZU4RwbG1PoGK6aG5UQNgwllFBCCaXrpGstr/PnzzuQGVcu7RTnZfPFWenp6VEYxgYCWyYWVxFFzrZsNiuFQsFx3DM7jNlXDKlwUCw/Mx6POxo9W1qceoa1SoYKbftZY06lUvoOly5dUgskn89vgcwA9zAsxE5uDrJkyMy22zKk8HxOxIvf4W/M2KxWq2oZHz161LFUFhYWFGpkSCOdTuv1NlauXq871/ji+Hj8LImHc1Lye/LzcY3PUuDkxiKiVuUdd9zhoAUMG3LexXQ6re0/ceKEDA8Py9T/pOj59Kc/Le+//76IuEQVRg0AcXM/smC9MFwEEpIvYS7P1Xg87rQzFouppj44OOiUa8HYX7161anGa5nEPK99AmuGIUAfsWtjY0PHta+vT+r1ure+XxCEiHugLfxMFjs3OkHrQWL71hfoy/3EwdxsUYu0rVkkzOWUYdw3TNrB/bAWkQpLZJN0JNImXHEO0UgkosSMpaUlRaY4bRoQoBuVrj28Tpw44TCHfOWsmS0FmiwzlxjbZ3gMkAxMaYa2eOPFIisUCgqB7Nq1SxYXF/V3iURCB5mLGrLg+T6fRG9vry6qeDzuBDlzVudmc7P+FTOHeONHMCkmcn9/v773mTNndEMbGRlxcHaGZXnjTqVSyjBqNpu6CdtASl607CvhBcOl5QHtsU8TEAPT3n/yk5/IJz/5Sb3vpUuXnMMc9+7r69N3ZvYXfIOcyJb9AQydcqYKe3hxOxm6heDg4I0M1zOzrNFoqJ/h0Ucf3dJWjEm5XHY2XvhBz5w5I1/4whfkwQcfFJG2/wj5M6PRqI5vLBZzct8Vi0UHzuZNDIxYhgMx1zgziC8pdDwe1/kxOjoqk5OTurkNDw8rU42LxnKgeTab3ZIYwGbfsP2JeeM7WFkRRLZ1kTashUQB+L2P2s3KK8P8UNZ88CIfUrwu4DbwUeev5y/z+WCRGBf9ZA8tKDjMJK7X6zoGDA0eOHBATp8+7cxxzOvLly+rD37Hjh3a7kuXLkkqldK9U0QcTgGuYa4AIMsblRA2DCWUUEIJpeukay0va2H5GF+s9UAb88FXVmtisbE7EIb9+Pn1el2SyaTGZly7dm1LqQFuY5AEsdb4PVkrDYI6YrGYarsQaPDQxkTcDPP1ej0wfxq/K0N7rVbLKSECC5Hfw763HQNf6h080yecbgvwHcfhwBJsNBpO6QZ8Xl5ediw5JpNwECpDurCgfMSbVqvlBPuytWnHmzOm4/14nPL5vBNrxigCB31yX2WzWalUKppO6POf/7xq2bfeeqscOXJERNq1tD7xiU+ISJucMzc3p+hAX1+fg0KARGMrKgQFz9v3ZMui0WhoezgWicckEok4qAHnGQxK22TFsnp9RAYLyQatJY6ftGhA0DvbtrAFw3CmhfQhti2+oHHbzqA2YJ/yxa319PSopRSPx+XWW28VkXa5GljvEI7tYqiR/24JKNwmJtowQnMz0tWHl4/KHMR6wyHgo/debyL6sGbexG3CzfX1dS26d/nyZcV7GWfvhPfazTEoit4GUNuwALSNSy2sr69rsOrq6qqTIw/XcJA02gBhejz7uRjaW1hYcPoqaKNjPw6XN7Fj0InFhwMGJeMBbxQKBYV1GarM5XK6IR8/ftwpScL+Hj4YGZ617Wbhwysej+uhiDb5rmfILZPJ6CEyODgoS0tLWwqT4l/Olwnp7++XWq0mJ0+eFBGR3bt3a1JXVlROnTqlzy+Xy7KxsaFz5Pbbb1eK844dO5Q9NjAwsC2YzPYHrz/rJ8PcxdiJuJBXMpl0xp4VVuszwu+Q25R9Qdejo9swGv4tM2Kt8nu9Q0ukvc7B6F1YWHAgUG6DyOZY2jySvoPMPscecrx/8BxDH4m4sG4sFlO28eOPP+6U00G5IRHXf2wzlLDSwMIKBAd3B63r7UrXHl7WBwEJoq1ap2oQ1bWTE5WzJlg6MK6bnZ2V3bt3K8abSqV0E221Nqs0j46Oyp49e0Sk7aQ+f/78dXFytrzg52MnLYSp5clkUi0ixJLxwma/H64pFotbFrytQwSBv4b9cYcPH5af/vSneh2nxQkaH/4eh43PsmVhwgrqajGNF4d0rVZznMTI5vDQQw85MSwimxpiqVRSTJ6tBPQJzwO2ptGH/f396kvjjCB4H9bg8TmdTuucSCQSMjAw4GRqwLv29/d7453i8bisrKyoZvvcc8852VDQ15zUGuuACRsHDhwQkbZlio2qUCg4BCm2lNnKtBs6Hza1Ws2p1cUxkxDrv7Z+6qDDC4LvWbG1adHwvd34g5RhPrx82eI7Kbz79++X733veyKyWT9OZNO/6vP/soLI97Jts+3w/R4kNQ4VwTXpdFr3KSYuIRwFlHb2Dw4MDOje66tM4FvbsVhM/V+Li4uqPHJGjhuR0OcVSiihhBJK10nXWl7ZbHYLJCjiUuVFtiayDaJsb4e2urKyogl43333XW813enpafnlX/5lpYl+//vfVwZZPB5XCLFUKqlvwraVtfGgEi8IaGWWF/sqOMAQzwRDkTV4tlw4zyC0YdRkgpbEEMTa2ppqayMjI8pc+t3f/V155plnRKQNhYGxhut9Wjp/D59bEMsLwv4IWA/4/8LCgo5PsVh0tE1olC+++KI8/fTTzrvBMlhcXHSYoawlWiuRv+cyObakCth+nAsQmSfwjIcfflhE2lZHX1+fk0+QLRBOOow2j46OyqVLlzS34Ysvvuj4BDGmoKDjXmw5nT59Wj73uc+JiMi3vvUtzS959uxZCRK7rlg4uXKlUtF+ZCYlswB9viiItU581jjew4cU+AKUIUGUeOuL5f0kCDbk51y8eFEeeugh/ezzcdn/s+81yE/H7fOJtdY4OTjnUAWkOTs7q8Hh6+vrsri4qPXW3n//fR3HXC7nrF/LumVECntLJpPRDBsrKys6l3bv3u1t+3alaw8v9gVYKMpnugJ+802+7Tpc77nnHvnWt74lIm1cGH4rhtxGRkZkbm5OTWve1CORiLPZ2tRKnRaj/T8OOMbD+TDnbM/YALHJ4B52YTPUaBc809gZMsM7rK2t6eb8i1/8QqHKRCIRuNGIbG7+1WpVN2TAoT5/HsvGxoZCg8h6zpm92YeARVUulxUOXFhYkN7eXoXmbCwTi82+wfOKv2eY1dae8lU0iMfjquhks1ln07KFIfnAwr3i8biWW3/jjTckHo+r75FJHty2tbU1nZNQ3FCg8KGHHlIn/r59+zRt2o0IO+f54EH/8MYXdHix2PAWVj5ZeJ0xNM7QKe7H9/X5oTgExWYVCfJF8z2YpMHEFPQ7t4ch3qBaV5YU4TuY+V74G/cH9yveLZlMaloxHHaAvYNcFxZeZaWbn7G+vq575cbGhirTN5seKoQNQwkllFBC6TrpWsvLMgRZG2HTPMixylpCkEALhBbBkMr8/LzeO5VKqdY2MjIi8/PzaiaPjo4qjMPtiUQiTkkJCw/62sz/x/tb6q3IVhgVlhcsGNyfHeVseTEVG7/1lXzne7VaLc2e8NJLL6n2H2Q1QSxxAM9gTTjIamPLK5vNav48EdF/IdAwK5WKQp1zc3MyMjIi09PT+hsfHGj/b4PVmT3J/Wb712cpxONxtXrYUR+NRiWZTOr7NZtNHcfZ2Vntk2azqc7wxx9/XObn59Uh3tPTo3AP16yz2UxENrXgP/iDP9CyMI8++qi88MILItKG/3CNtUp5fCwszGxQtkTZsuB+6mR58Xe8fn2oiy+rRieqvB27ILahr0xOJ8JGPB53SE0c4mCfw6hQp0xAvtARS6SC2EQL9n54j76+Pl2/CBrHOuG+5rbZ+mRB+/Da2ppa4M1m00kGfDPStYeXXUA+7Je/u95BxRsQxGLu8XjcSa0E4QSquVxOVlZWNCnlxMSEMxE5LsqHHds2dDqgODWRxcwZNsTEAYTCZeO5rxjy4o1hbW1NN6GgjAf1el03zVKp5MAHljHG78MbKjbafD7vQJJBB+D6+rousGw26yQnLpVK6l8ZGBhwmJS4Znl5WarVqpPlAweEpbf7FiW3Q8Q99Ht6enSO9PX1OZk0eKwSiYQ+/9ChQzqvAfUwuxSLfmxszMmMz2NgNym8RywWc2jRgHH6+vqkVCrJxz72MW0P5uiVK1cUOkK2C0gQNZvXTLPZdPy9vb29+q62QCGLvS+PPW/+voME1wX5vHj94DnITuFTlhg2ZKr/9WBLC/+iD7gtvE4tk9nuQ3gO7wFW4WNBm3nt412xzqLRqOOXtanAsBZWVlacLD2Y17wH4pDH3GGGY6PRkPn5ef0tfM5B0Oh2JYQNQwkllFBC6TrpWsuLYZTFxUWFTgYHB70mfZA2Yz+LBGuCHJ+TSqXUguEEt/39/fLCCy8ow+6+++5T5p1l40CgpQTFnQXFSDEUxBVOmSHFFY7RZm43NCqbcxBWAvIxwsHPDl8uBVOpVLROD7fLxomx5ggGmkhbQ8T3ExMT0mptZssoFAqOlQhpNBpq7fX29kokElGLgmtETU1NqQVy8eJFtSLn5+elUqnovTc2NvQ9GcbtBHuyWPYVWIDj4+MyPz+vfcrzk534jz32mCZNjUajThuYqQqIVEScGlnlcln7DO+Ase/t7VUoNx6Paz8hr9/hw4dFZNPqFRENVkY7IY1GY0vMFcd8QbPHs0Xa2vvOnTsVKkeiXvRVpz71BSMzFOYjX1kyBn+Hd4BkMpktldkhzWbTYRVzVfROAcu+2DSOr4NVba08ERfR4OfAqmW0gvuQrULM8cXFRYdF29PTo3vTxsaGWtbsaoCFyfsr1hK7SHjfi0TaJaYw5plMRi39UqmkTMaJiQnZt2+fiPwvTsxbLpc1wO7+++/XTQcbqIg78bHxWxPcfhYJpp9aajcHbeJzqVSSwcFB3RCvXLmim0a9XneKVPK97AEaBGPy+zA8IiJOe4KYeq1WS9vGJcV58toASfadcLoehn64sJ1Nssv/dsLvmdm4sbGhk3t0dFTH1x7+aHO9XpcrV64olNFoNPR6ZA5A+8+fP6/PYYaiTeP0YQ8vO44+JqcVUOLRHrsJB/l/+P/sg2AlhgtVJpNJ73v09vbKX/3VX8lnPvMZEWlvVGBjgsUo4qYM881XH4TIMF0sFpNSqaRKBK857hvb/0FMVVb27PfM/rXZb3yMWsCtPuje+nt87bTXBH22c4NDFPh9OMgav8X3/G6cTsyOCf8mFos5jNrrKcm23Zxhg/uBfadQfjnTPGe44ZRSnI7tZiSEDUMJJZRQQuk66VrLK51Oq8n76quv6smeSqW87KPtas8+8d2jp6fHYRHhbysrKzI+Pq5WyPT0tLJ4Zmdn1TLwwYE+DZM1z0QiodoMchYysYA1RNaSLezAFXF9z2ErTGST+YbPbG0xTMZxa5yY18I+Pgc8f4blhXvs379fnnvuuS19w9AignAPHTokIiJvvvmmXLhwQUTamh87nN977z0R2YSYOY7nZuYLB1OzgHnIqby43axBW8ua7+GzDGyyWi6Bk0ql9N6JRMKxJgDpnDhxQv74j/9YNfWFhQWFC8+fP6/oxtLS0hYLwmdl8nzjuCqQAxiCA9Rv78XfWUYexJKcGLa0DEMOyGYID9cjcXMQgcSHTvhiu2y7cS/uL4Za2TLl31mo07IDec1xfzADFX8DzOeLMWy1NkveHDlyRG677TanP31xeNxmTnjNCRLwHGb8crwhr7ebka49vHjycoS+Ne3ZLBbxJ/G17D47eX2HYbFY1EOpVCptmWDMhsTATk5OamlzETfvW1C7uX2cbwzBttiEGI/n+1n2Wau1mceOs5Hw5LfBpJxHMoi9FY/HdTNqNpvKtkTAo88/wH2dTqf1c61Wc/pvbm5OJz/3LW/C09PT8vbbb8vU1JSItLP5P/HEEyIi8uyzzyodfXJyUscDSXkZUuGNhuGa7Yg9vCxtng8pPrxGR0dFZNM/gWuCYCgeK3uocdaVZDKpfrJmczNpMUO8t99+u0xMTCgDc2VlRcM8bCJdK1YpwmeMLwcI9/T0yOrqqipfyWRSmYiTk5POAcHvHORbstAar3+Gtlmp4sMjk8no9eVyWdbW1gKp8teDCzuJZWXaceM9gJU/rlvGz15fX3dYrBjTWq2m7WfXAKoBAELHuEPeeustERF56qmn5Mc//rH2WTKZ3HIAirh+/3K57IwHQ+Crq6s6vr29vfrcnp4epwjpzUjXHl4iblZqiJ1ols6KayqVitO5HJfUabPC5Lt27ZqWDXj99dedg1Rk06qJRqM6WPfff78WreRih5jIQRYjfw/H+rFjx5xM4XxIsTObNxNsBJwh2qfB8wFlfV74rYhLCOjr69NUM41GQ1PAJJNJSafTTvFD3wbf29ur7cQ9kXni/PnzenjZDPec5UREtDDjoUOH5Gc/+5m2DVkjbrnlFpmbm9P7Wk2UwwAg1lq0whYVb5S8cbOFZWPGdu3aJSJtggRr00GxbjwnfBsiE2pwMK6srOh8HxgY0EP/8OHDsn//fvULzs3Nyf79+0XEPbxYe7fvbdvJpCb0e6PRkKtXr+p4ZTIZOX78uIi0q0ZzRW3ud7Z2bHUCFl7f3B4+yPjwYkt0dXW14zVBiheLVTR8ygV/xnrnv+H5CIPBc5ikUqvVdOwGBwe1P7nfWEHt7++XpaUlparn83ldS41GQ62t559/XpVxUPh5T/OFHV27ds0pEjswMKBZOsrlslrwk5OTmmbMojI3I6HPK5RQQgkllK6TrrW8OmHOFirEd5FIRLX64eFhuffee0WkDR+ByumLUvfdO51OK7PR+otsIC+gm9XVVf3MWhhDfhCG/dgKADUcVhvMcX43+x7W8uLwgaD3tb6oID8HtDhQu/EZGlmr1dpSzt62y97X+j+sb4N9Kmx9s1+pWCw6LDy2FiGpVMqxUjnIkq12a3l1ssSCAlc5uJPbwEHK1voNgo9ZS7dWAs+ltbU19cv29PToWPX19ek1hw4dknK5rNT7SCSibEwOn1hfX9e5+5GPfEQWFxedNeOD2ToFdm9sbKiWzvPDN/Y+9iKvH+4na3nZun+MNLDV43s22m3zEUJ8v+8kvnfxWfqcJMD6uBjOY6sMcxn3hsC6g9Ufi8Uc2I6tK3zP78z3sZLL5RTpwJzCfGu1Wk4wNOd0/X/BQxDp4sPLLobt0Ntbrc1qvysrK5p0NB6PO0QKG+fhw/NzuZwW6uNFAZOfFwx8CLOzs+og5VgoYNm+xc6ZJnp7e5WEkM/n1b8j0t5cOAkqxy7xhsoTkw/GoP6E0913yEUiEefw4tgZQBucngq/gwQpIIBd8FvrB2HIDO3s7e118Phisei0DcLhAQwdoT98KYds23wQmhU7nuw7jEQiurBx6OI3PqWD+8R+5gOvp6fHiVfKZrNKe+dDjqHTRx99VJaWlvR3TGjBs9BXgKmRPoorhPPh5SMOWf9yvV7XrOI8JizYxH1zz/qzuT/shu8jT1ho3PY7+9CCSBpBh1cnCNEqIL6aaJZwwv3BtHV+Tw5bsf0Ui8WcUBe8T6lUUmXYlySX28oKL2THjh3yxhtviIjIJz7xiS3+LNzTFte82UMLEsKGoYQSSiihdJ10reV1swIGmIgbIOgjbPjYRkz5rFarei8QHFgT5IBB3KtSqTi04Wq16kAIPu2V62qNjIxs0f45kSbDX9x21qKCyiYw20lkq/bK7WRrAiSVnp4eZfctLy/L4uKiWkHcB5ZQw3CTZWyyNsvMUcCmzWZTHnzwQbWGjx07ptAlB40jO4RI21qr1WqONeCzqPg90YdBUBJfw5Yf19Piz0xttxY7a/3cB5hj/CzuW9zv9OnTDksTsF+1WpVPfvKT2n7OnsF5LFdWVhzolWFuQFjcJ+hfHkdcb5P6ck0x239BNHHLsuQ1xhZMLBZzMscEWT78PAuN+9a5r41B4mOq+iwy/h2vMd81gH65nh6Tc7DmeS3jN1gLPT09Gnw+OTkpn/3sZ0WkXa/t2LFj+ky21HGdSBsp4IQMlpmKPWh9fd1hGAat5ZuRrj287MRmyimEJ4QPS2eWIoQXiPWd8b3ZRF5cXHTiaRiO4o0qm83q4bO8vKw+KiSy5dgsyx5EmzEJ9+/fLwsLC7rxrK+vKxTERRRZcCjx+3GdH98mzBsr2sBQEt67Xq87SUDBLkJ2amyc6XTa8aNw3zIFnjNkcFJa2zaEDly8eFG+/OUvy3/+53+KSBvawvjg2SJtVhbeZXBw0GFsss+QJRKJOCEJrVbLiZGzdGERN/tBNNqOrcP7lUolx9fAxTAhDO/gb7yp82fAM2Bn4v+vvPKKsg0jkYiyya5duyZf+cpX9Pve3l4nDgfvxocnWIPog3w+7/yOGXGQjY0NvS9+C3jSxrb5Dhis8SB/mI/RB5iM47ns763gmUE+ryCokP1UaC+u8X3Pn7HP+N47SJBcmUNK8H6ZTMZR0ADVVyoV6enp0bkhsjlGs7Oz8sorr4jIppIp4vpn8Rwoo+Pj47pOlpaWZMeOHfqbVqulf4tGo45/H2uR/bVhYt5QQgkllFD+10nXWl4W3vE5AX1xU9sR1oBs8C6sIzaD2emOmJ4gjcoHSwGS6WQl4l9cf/nyZRkaGlKNNpFIqBbGSTrX1tYci4bhyWQyGahJMmGEHa4MJzDphIkhFnaxkBPDSr4S6yA0QPvjMWCH8cbGhmryqVRKTp06pQ5o7jfOnGHjxLY7L2x+O2iNDEvx+CBIm9vCUCEsmVQq1TGAPkh8cwX3geU9PDzshbx2797tzIlKpaLZai5fvuxYoxDL0rxy5YpCRs1m04GcuT3MdhTZtIJtLSifdQKLylo4+Jsv1yLuZeHK60kn5jLPy+3sKUEWFaNFliTC7xgEReN733UWOrVWOluFvhjSWCzmECzY3cHW3tzcnIO82HttJ6Dfxwa/Eenaw8u3KEWCacydggqvdz1PPmbqQZi+mkwm1VQXcTd7hun4GSjdzpRtDljkxYz3PnPmjNx9993ywQcf6DU4yHK5nExMTIhIGyJCAOrGxoaUy2W9H5J2irgTyWa439jYcDY732bNsKddpJwBxaZg4gzZgJhisZhkMhmFKkqlkgOFcmAyoI5du3bJ2bNnNYEvC88VXmBgF1omnE/Yx8VBoK1Wy/F3om2VSsXxeeXzed3sk8mkc3j5WHO4t+/z9eAlHJy7d++Wt99+W5+Dvt61a5dDp+d2X7161anxBGH/yuDgoMzPz3urGLAwvGrhZ/adBBVitXCe9TPxPGI/bCwW03e4evWqQpSA3H3t5H+D/n6972y7fZ9t2EeQ78x3f/SzjyUZxJ5ESjmE9WQyGYclyj5NKL+ArMFQHB8fV5fEBx98oPN4cnJyy1rG2ioWi5pxh/cMrlDB6cFuRELYMJRQQgkllK6TrrW8WFhLCcqXtR3tWsQNhLQBhFx7iWvpxONx1VJarZbs3bvXiXfwQTvc5kQioRVtRdpaO1tCXOICz69Wq3L58mV1xDKcwDBQvV7X68GkxLOZvMA58XysLrbQGMILKhdhLTkIWzoWtuDfcMBwpVLRYEjW0vkZS0tLcvz4cf2dyOb41et1L6sLz78eRMcWIiApvh9XpgYsNjY2ptYioE1YA4lEwimFzhYrv1untvmYcbBqYdVdunTJIcoADrztttscS7hWq6kFOz097fQhpF6v6zX4LfqEyToWNoSWPTg4KJlMRis285yy78MwfVCMIQdjM2QGGBTWwaFDh7S9XOIFv+30f9/3nfYPazX63s2+C4990LM5/sv+luPBuN/wuVarycjIiDz88MMi0ob9pqenRaTdhyB2tFotxxJia3Z1dVXHdWBgwImJtbA/7jc+Pq5jz+MzOjoqDz30kIhszqMbla49vJgdZzdLH9xiJ0kQu8cG9YpsZkTO5XK6oXKZ+WQyqQNfrVbl05/+tHz7298WEX9mASvwgQTVueEkm9gwSqWSzMzMaB2mwcFB3Rj+9V//VTcTrsOETRNtKhQK+m4ohY7n+SAZvA8zpiy9HZ8BQSwvL0s2m9VJfe3aNYVx8vm8g5/jetTZYoYa+2GYoo13m5ubc2q5cTAn0+NFxDmk0d5OwqEHyWTSgbyYmh6JRDQL++HDh3Xxvvnmm1Kr1VShGB4e1t8xjZgPRcumZbEbI35XrVal2WwqA/Pll1+WW2+9VUTamw4gxIcffthZF41GQw+sI0eOOHR2zroAWVhYcDbIarXqwOicOw+Cv3/pS18SkfZBwmPPYjdpViY5Uwruz35dHIqAQc+fP6/jY5/D0klR4IB9n+LVSawy7MsQIhIMIVplgP3puI+9HysGuVxOisWisgrxLJFNJrBIO2wEMD1o71C+5ubmdM1hbqE96PdyuSw9PT2aQ/Gxxx7TRL+9vb2aTWVubk5ef/11ERFVMG5UuvbwCqI1W+HJBssDEhRPYQ813IPT2PBCymQyzqHy7rvvqiXmy6Qh4k5K0KVxALKPiC0VtsgwuTBZNjY2VKP66le/Kn/xF38hIu3NFpkMCoWCLC0tOYchNnIuYsjxRnCMYxOzWSDYN4dFwbEkhw8flu9///s6Ue+9917d1C9fvuz18eAgDLKifTEj1rLmTd36tdi32CmzdRB1mrPPcwwYV9dOJBI6NkNDQw71vb+/X60jzm5uFSrrXL9eO5PJpKytremGlEwmNYXTxYsXVdm6fPmyjgcKCmJ8rXPfl+UE/4fmbK1ZPrQguVxOBgcHnZRSbDH63sda2LxBW7IQKxPcHk6/FbSu8Xk7SkwnX3nQO/gsJns/PthA98dnXhe2r3jN+ggbUD453g/C1prdm1hp5YrrbDQwCilWUC0AACAASURBVJLNZiUS2YwnW1hYcJJ5sy8aCbxDqnwooYQSSij/66RrLS+O/o9EIo4G4hOrNQVhzKyN4DrWNFhzgTYzOjqqsMv8/Ly8/PLLWlaiXC471zBrj31p6XRaNZV8Pu/4EyD1et3RwthXkUqltETL97//fb0mmUyqXwwsNLQB+QBFXJycLS8R13Lhcg24Du/DbUNJlKeeekqeeeYZhcxeeukl7TfWzLjP8TyL9UM6acgW4hRpwyO+UiVIyhtkffmsQmiorIniffL5vH6fyWTk3LlzIiJy5513SiaTcfxcuCaVSnn9PSJtSxklK86ePRvIeuMSN+VyWediIpFQNuqZM2fkj/7oj0SkDaUhYLler0upVHKCSH0MNl9+Sbaw9u3bJyJtWJh9GUATLl68KJ/5zGe0Tw4cOKDzkOc4C55j0RO0x1dgERY7fsfBthbqY8uuUzYTntds0XRiJfPcZUo/W9nW2rMBzPbdrP+ck+zOz88HhsBwIDtbbhzMjfvjmdwezgLDCAIyraCfm82m7jUXLlzQ+V6pVOTixYsi0t4r77rrLhERJ6zlRqRrDy/2YzBlmzdhXnz2b3aidoID8Fv2HzH1eH5+XhdyPp+XZDLpxcYZnmFoMJ1Oy9DQkEMbByzKjulyuexUKi2Xy+rn4ewdyWRSseldu3bJY489JiLtDZWx70aj4aV8WwWAyRM2tRH3LW9wHEV/yy23KIzI783wG/oa/yJllkhwWIRPeE74ajfxBmIPQVaCWCwhqNFoaF9zPFo+n3c2CU6JJbJJ8ee4GRFxDlbuj71798qzzz4rIu1acJg7uA+u4XZGIhHHx4O/53I5rW/2yCOP6AFTKBSkVCrp+Nr4K9+68G3aIKXY6rlo65/+6Z/KxYsXdSwrlYoTdtLJ38Tt4TnG1wRlu2CYy0fWYfHFjXVyJ9i/+ZSQaDTqzKkgqJIPSQvdMimC10KtVtMMKnv37lVI9vz58959zt7bzjf2G/I8YgWAk1KXSiUlBPX390utVnMIIHifnp4eJ9sG9ixfPOGHkRA2DCWUUEIJpeukay2vSqUSGKDHAcI+Bh1+x+ZxJw2LiQgI+N2zZ48y+s6dO6eaxfDwsPT19akTv16vO9YSLKre3l6nJteOHTucaHlUIV1dXXWCRgGxxGIxKRQKCsOAvSbS1uwBIS4uLiqMuLq6KpFIRJ9brVbVOmCLKpVKOUmDa7WaOlxTqZRezxYmZ9Hg8cjn83LrrbeqVsgWa6PRcLRq+3wuTc8ZLToJhy/A4hkYGHC0b4gleXBON4al8E4im9oprMLBwUH93dDQkGPJ4pr+/n4plUqqcbZabjJcn7UXiUTk7Nmz8tGPflRE2pAvO/R98xXWJlvE77//voi0S1ZgTjz11FPy8ssvi0hb++WaZpwL8HpsOrYeQU7h/s3n846FevDgQR2fUqnkRSf4M8hCDNvDsmNom5my6AMOwQiCAK3V6kMObD8z85D7gSFFtmiCWND2O76GoWhfvTlcg4QIIiI///nP9Z6pVErnp6/GF7tYOAQGfYukC4D1+/r6dN/hQOSFhQWFBsfHx2V5eVn3DRCbcD+UglpcXJQzZ844bbtR6drDy/pdeAHzZLV4sw8+EnHT/gSl6Tl58qRmYX7ttdeca/C7er0uhUJBn1Or1XTgOVbGTnCGJPn90um0bpgMyViMvtFoKBTU39+vbDKmQSMTOMODvqJ96Ef8y4w6LuxoN13G5vH72dlZJzsGZx3nvuVnNxoNpz7R1NSUbvydJjyPw9rampPtgjcj9ks1Gg3tX5somMfH+sXwfsViUQ4ePKjvgDZXq1WFdHBf7i+meQcdErFYzMkUbg9bfEbbyuWyQ7keHh7Ww29qakqTJZ8+fVrbj1gs9JWtaeZLzQRhyMt3QHAfzs/Py86dO50+vd7hhd8FMYR9cPz1mKqdQmq4f32+MX4f6+MNeofrMRh90omGb9vGjGdWOCGcUBvt4bUdxKhlZiNXW0gmk6pY9/f3O0q6VUYhPD4imzCkj5X6YSSEDUMJJZRQQuk66VrLq5O1xeY7xGpAtuREJxYR/j81NSWvvvqqiLQhES57j9+gHAEICqyNr62teTVZxGyxic/QJ5ePxztBm8f/OQvFwYMHlaW2tramTB9ASjaJMP7mi0dBWziLhK88irVU0OarV69KsVhUK2R+fj6QXQdZW1uTTCaj2tpHP/pR+Y//+I8tv7PCwcMbGxtOBWcWwInxeNyBZTrFVdn/ow9XVlbkwIEDItJ2lKNvSqWS7Nq1S0Tac4IrYjNTj5mc6BMIBzBbBhv/HvN4dXXVGatdu3apBT44OKhW2He+8x05dOiQiLSDRpeWlhTOZkswGt1MJszkAkB53Fc+iygSiWhfX7lyRaamprZYKxC2eO33bAnyfIOARMP35bb5LP2gzx9G7J4SNHd8EmTdXe8Z/FueUwzhs0XDwf8iwRY8txtWF+9HYCofOHBA95Pdu3frXKvValvi7fj9uL5gp2DxDyNde3gxBGPpozwITOtkaqjFgPlQCYJK+PBhnwhTRjc2NiQejysWDHMa7WS/VpBvrVqt6u9GR0fV31QsFreY49jcMpmMw+jB4VkoFPS+qAfEhwf3h48Bh/4BPMAHaxCFnVmMFy5cEBF3YfPiYR8Vj5XIZjR/qVTS4MdoNOpNHIvNwJf13wrGA/3J8NP1Nkr4DDG+1WpV28ahB/gtru/p6dGNPBaLKZTKG03QBmb/zooXb87YdHyU72q1qv4vkU3faaFQkKtXr2ooA8O66+vr+j7pdNrpG57XeLZ9h/X1dZ27qFl3vQPEHjb2Xdh/zO1kqr+IyzYMGsftSlA7+bvtHlid/h/0THuNDzZMpVKqrFWrVR0rrCsOefD5cn1wKn534cIFVYZnZ2d1vudyOefwsoVIITw+PT09Gj7hW8cfRkLYMJRQQgkllK6TrrW8OsVlcfwIJ3dlmIytLYbCIpGIN5WKiMsctAlmIa1WS7LZrDrH5+fntTS9iDjsPg4Q7u/v198tLCyodnPXXXfJO++8IyLi3EekrSVDg87n81oGJR6PKytybm5OWXuwGtBeDnoMiv+AJcvlSnzXcH80Gg1t/xtvvKHsIits3aTTaQfmW19f1zQyCwsL3qqsrJmjLduJCYNGubS0JJFIxGEYcqyLr0x9LBaTwcFBDcasVquqlc7Pz3uDy2F5QeOsVCoOucYXMO+b39zvPIbM3sTz0FZYzIVCQR3tqVRK+3BlZUVmZmacXJhcLgXX53I5h1nKzDJ+prUYQLS5cOHClpgty/bDv3Z+4v+MADCJoFaraZwZ1jjD3HhOsViU22+/XUTaEG+nvvZJEGEDn28UftxuO3yxZ5g7uVxO13mhUHD2NnYV1Ot1LxTJ6alEXLbg+fPn5eMf/7iItPNl8tznlFR8bx7fRqPhJGgGlB2UKGK70rWHF+OmlkEDsXn4LOTF0ALDkNthCDFExdizSHsxgTpcr9eVJlqtVnWC8cFRq9Xk+PHjDkyGhYBMFSLtbODAnhcXF513Y3Yd1+xJpVJaqhuQEicX9h3m7DdsNpsSi8WcMvFBNG0+SDiD+Re/+EV56623RETkJz/5yZZ+RD9xv3M9Lz7oa7WaFxYTcTNpbCdnIUNQaIsv07ltL9OKI5GIvPfeeyLi1nXjAp7od/Yr8SaI39ng1k7QESsXtn18eOEduWgm+9zg2+BNB2OdTCaVLs0+SMuM5b5iH+3q6qoeNvv27XOy+9vN0ucLs74q7g/ObcgbJQ47PgBxn9tuu01+9KMfiYjIgw8+qO9TqVS2wNlBYTS+dtqDK+gg44PYwn9WOo09hNe/rS9o4Xj+O897hgjZx8X3XlxclI985CMiIvL000+rAvCJT3xCQ2DOnTu3xefFyjCHMkA5uhEmJkvXHl5BaaBsdLolB/jiN6wVxOJbGPje/g73KpfL6kMYGBiQqakpEWlroSBVsGZfLpflpZdekn/+538WkbafCxvis88+q5Pli1/8orzxxhsiIvLiiy862bSR5gfvgO+5MGWlUpFqtapaKvvwOCMF/s/9xLFDLD7yRSwW08Szc3Nz8o1vfEN9PJ38ibxgOTaEFwXHIfHzsSGzhYb3tGQCjiezGcmD/CPWJ4NrEomEHDt2TETaSYhtTA6eX61W1bLkOcXKBFevtZuX3UCDtFa2Rvl+dl0wVZ8zXLAlms1mnfQ/nOnFHl78HKSeOnv2rN7roYcekuXlZafvfWvJHl6WvMGkEV85Hv6tiJu948yZM1p5YWlpyUsYQR/y+PjSNuH/Qf8Gbczb9Xt9WB8aK8OcjDgejzsHPY8vKxc2JEFkc9088sgj8rWvfU1E2goAfvff//3fzppnFMCGT/C6/zAZczpJ6PMKJZRQQgml66RrLa/t0i2DsHjW6iy9nplT29FwOwXO1mo1xf1LpZJqPZYtuWfPHs07+KMf/Uh/t2PHDv08MzOjGnNfX58kEgmHBQi/BWfLENlMjgoNiLVf1pyC/CzWyr2ehsmaViKRkFQqFVh0j/2T/Lf+/n6lmvPzFxYWnLFkH6SIqMW7f/9+hUunp6cdlicHKZdKJe039hEFWdx4Z1xTLpc1y8nhw4f1+nw+7wRJl0olxf2t9ch9wSyxoDFBm/CvLTbKgfnMBmPLiwOzWWOuVqvKpIRvQ8T1k4EWDYnFYsqkbDabOgYiouV4MPfZsmWo0scwxOcgSDEI7rWsUx47IAAW9rNMSO5n3g+CLCJ+ZhCjcrti+yCIJcmfOQg4nU7rWCeTSSmVSuqDRXiISLtgKhcWtdlLeN3hM2p94bO1vPDc9fV1x++LeRiNRrf4Zm9UuvbwspmTIRZSYR8ET3iGi1g4ZsRuvHZS8cbLiYF5g+RNK5FIaLoc3AMyPDys9bj27t2rG1x/f79uBu+8847ed//+/c5EKhaLMjc3t+UdotGoFoKDH4azZWCj4smP6/gz4+S+92YfjU3LlUqldCJb3N9CRrjX6OioHD58WEQ261SJbFLvIfDJlMtlSafTujkdOHBA3+3cuXOO7wZzgguAot98VGz2z8BHhcNrbW1NKegIRRBpQ78YDxTXxP8TiYRT8JGLNwL6zWazkk6nvT4S6+NlaI/hSoZIOX1Xs9lUCBNzgscfbRgfH9d2xuNx9WNWq1UHFkqn0wrXco25u+66S30lCwsL8pGPfGRL5V0R2eJzs4cKzzfMI/ZFWcjbrk3+npMaBxEUent7vc+xBCFL3uD3CVIEeTytAGo/deqUFhG1lSx4HObm5lQxHRoa0ntzjbhsNiv1el3fO5/P6/3uvfdeVazr9bozJzi0A0Qvkfa4wfVRq9W0zZVKRbLZrCo8hUJBs8ajlhskqIrAh5UQNgwllFBCCaXrpGstr+3QLDv9hqEtS4WGAB7yMaRs1LolLvjo5BxAbVl7FgqDJnzmzBltUz6fD3TkR6NR1Y6YgMLMOGR6QNtzuZyyF/v6+rwBurZPuN/YyuUAcA4MhXUHDdjWN/NVloYWDE2QLSIuzyCyqcU1m00nh+LFixfl05/+tIiIkyfROqYZGmHrsRP0Y+FktImZg5wxBVRltHXXrl1yzz336PWwrDkxMFfGxTN9MAtbwo1Gwwm0DiIoMaMQIRV4brVa1dpc3Nd2LXFbbG5BaOzXrl2TBx54QETaFoAlXFg24fXEwvv8PVtB12PyBd0blvry8rJaFJ3Ewp68Fjs9hz/zfoDaa5/97GflyJEjIuKiGCLiZKt55JFH1Lq5fPmyl3SGdmEsOTcpE2iYvGWTNrD1WqlUNISFUaXBwUFpNpu6n4iIQ4lnJMjHDL8R6drDK0g6+alYbCYEXvCcwZzrhnFtIF4cFmKzE9S3gdiYEX5Oo9FQxtbevXsdejzMfy6rLeJOcp58rVZLNxbEMeEdhoeH5e233xYRkQceeMBJAGz7hynojHNzeil8bzN+Z7NZbUM6nXYOLI4/sT4ZHF4MdTIdvdVqOcU9WWZmZuTuu+/e8jc+cAG58aINYpNa4bHEYrYHCe6FwwvQWrFY1NpaIyMjGiKRzWZ102RFxyc+phzgN86owkoVZGNjQ9ty/Phxp77Y8vKyFgusVquBmWxYms2mU+0AkNeJEyccyNoeWNtl1PnYw3Z+BimCnaA6m10ClRmOHTumhy7DsCzWZ+e7r689nQSs5DfeeEPHh2HTSCQi2WxW94MXX3xRlRDO7mLZtdFo1InTBNQ4OzvrpJ7jtWxDhwCTHz16VH7zN39Tr3n++edFROTuu++W+fl5hdBHR0fV39lsNtUvzP74IMb4diWEDUMJJZRQQuk66VrLy1o4LEGBfFYjstqoyNasBKurq+rsB6yAa1kLZA3XaoW+AGh7DaAWkbZGtHfvXhER+fKXv6y1l5555pktBAm2CtFOzirACWrhDMe71mo1DQRmB3qQxm77sNVqBSb2ZQLLwMCAWkiFQsHJysFkBQt1clVWHgM4f0ul0pbku0888YSItOPjAImNjo46ufxseRRYOxZSDGKqBs07kU2IZXV1Vd8Z1h1bpuwMB+OL2wJygm9e2QBmzrDBKAIHDLM1vLGxoY76vr4+mZ+f15i6dDqtsFShUFBIs5OTna3MTCaj6MDIyIgSWBAoGxTk6+t3K51gQ99vO93LJ7AuuEZbkAW+3ViuoNgw3zUMM/uYixBGNZjFx7Ahw7PRaNTJq+mb10x6wd6G+5VKJWXuPvDAA4oKHT16VPfKxcVFqVarDiEN7zAzM6PPt0kkbka69vDaLo2YN3frQwiCALGBFAoFmZubUziBcXCb5cF3kOH/HOSICcopbGDWg+W1vr6uZvb/+T//R7NsXLlyxQkg5edy8UVmoK2trekGBPgPf6tUKprGyldLjAX3uOOOOzTdk8WvAQdEIpspnDKZjIyOjupGfu3aNb2mXq/r+4DSi/dfWVnRzaTVaum79fb2OrXK+PAaGxvTIO7e3l69fteuXZqo+MKFCw6kmkgk9DCsVCreZKF2k7IsSYZUmU6O/hgbG9sCI2JONRoNTfs1NjYm9957r4i0fVHvv/++l1Vok08z3Mtjl8lkFCIqFotO8miwNgcHB2VmZkYPp1wupyEK8/Pz+p42qNcKF+nEvR555BFNE1apVKRYLAbS3iEW4rUM3yC5Wdq1iGhQ+9jYmJNBBWus2Ww6c4cp9CydlBsr1hcp0j6UghQnDgvIZDJbfO0irm8edHbMA5vWzhcuZA+VfD6vDNJTp07pPOIE1TMzM5JIJBTu5L46duyYQvjJZNI5SG9GQtgwlFBCCSWUrpOutbxErq9tsWYBTY81DV8ZFIa8RNx4MptXj6+1MFsQvMHPtPFk/H9ofpcvX9a4CmbTIb2OL4AxyJltrUKOF2LxMbnuvPNOERH5r//6L3n00UdFxE1JZSssM7SBPhJxAyhFNsewUqk4z00kEvq+a2trDiTK5A2WcrmsWh1invDeaEc+n9d7wXLk514PLkKbYVU1Gg3V2AcGBpx4KTxzbW1Ndu7cqclgI5GIWidra2tqfc7OzsrTTz+t7e/t7fVq1kHjjnnI8UboQ064y8QJjAvgnsHBQS/rbLtEqEQi4YyB7bcgGCwo2D1onXZiG9pnXg9CxPN5zfpcD9aiYsvLojxBkGgnCDGIWGKZlCw+shH3M2BDnkc+xrO17LnfGVLkMeUgZTB6mcQCtGNqako+9alPiUgbeYHV/2EsVJ909eEVJEE0ZztwzFrjhckMNs7kwT4IEXEgHRY7WViYno/rCoWCnDlzRv0OnKVgenpafSKLi4v6G/a/oa1Bfjd+fys+Hxz/FhMcG+9jjz2mm7XIZoYLTt7LkKhdCOl02ntY2Awb0WjUgQT5wMG9bZaVcrms/ZPJZJyMI8zK8vmBRLZmSQha8K1WSw/OyclJZViNjY1p3zQaDadg5eHDh+W1117TZ3ExSigAe/bskfvvv19E2n6G5eVl75jw5uRjvfoOL/YpFotFOXnypIiIBryif4eHh70HxHYlmUwqrMtt6nSvTpt7kP86SOxB1YltGHStfeb1xsDnKuDxYf+z73nbFbyLb50jwwU+s3LC+xt8jyLtgwj+K/is0H5uH0OACHoWaSucVkllxR+KXH9/vzz33HP6TPbv34x07eHFE6GTlmzTD+HASiQSzuHFGoOlpmIilstlRzvh7AVWfBoWT7Zms6m+jo9//OPyD//wD/KDH/xARERef/11Z4LgXv39/bppMiECwimQWAu0sUzcriBnN09gvp890NFvXFYGVgPa2Ww29W/pdNqbVqtWq+mkRlZ8HF6JRMIhO+DwsYeXXZjwZW1sbOjzBwYGtpBM2I/hS9IbjUZ1TsB3imcvLy/LwYMH9XrMhVwup8/JZrNSrVbVz7W2tqYH68bGho51tVpVsgMsMp82bZUz7hv+HWcCqdVqGhO0Y8cO+eQnPykibVr2N7/5TT30b7/9dh0frk7ACkAnYatycnJSNzCbeJnF+vB8SoPIVqKK737WT9Zpb7CHks+HxQeTfTbvQXZvYcvHd5Da+/F78998VphdmyLuHsRFIRHawtdAUZmfn5fXX39dRNqIBOYn2skHExfUxfjymkUIDP7G78a+YJagNGnbldDnFUoooYQSStdJ11petthfEAWXa1elUinVJHO5nKOtsLbKjMD+/n4nMBjaAlsDbJ0xDCciDvR18uRJefzxx0XEzTSxuroq165dkzfffFNERO655x5lGB47dkyfecsttzgF+GzizKCAYWsZ8rsG+RMYjuB7RCIRJwkr2sNZLLLZrFLwi8WiQlMibdgO/2d4gzXP8fFx6e3tVSuo0WhosCtyJeLdrGBepFIpLQVTr9cdmA/QXiKRcKDgIP8EU86RLQDPXllZ0UJ9qVTK0XDRZwMDA3LhwgWFaMrlssJ26COR9hxlxiWP9/r6utMfPrgwFos5GTbW19e1ryuVilpOS0tLmkezXC47gdL33HOPXj8wMKB9tbq6usXiRR+wL7her6uv4+DBgxpQ6ws38Fn91wvOZuTC51fC505+Ijx/u+JjGDJzmNeaSNtixd/4dzZJMP9roUZGf2ybfQxf9s2vrKxogdT33ntvi1UHazyfz8sjjzwiIuKEpqANeO9kMqnPZGu+WCzqnMjn81KpVJx3xTuUy2WdR6lUSteidX18WOnawyuZTAZCAr70P/CVsGnvw9CZemwzFrAEOVWx+LCJjoyM6PV//dd/Ld/4xjdEpG1Kw0w/ffq0/OEf/qHG3gwPD+v1+I3I1uwQ+A7t5gWDice+JNtmhkQ6+el4ATI9ntvhixPB9yCkiLShsan/ySQwOzvrJErl56+vryvMdeuttzrVk7F58kJAf3EiZmD4fMhVq1U9WFdWVrYNK7EPgeuVLS0tye///u+LiMjbb7/tONBxTbValWazqc+9fPmyQjfNZtOBT0DO2bVrl0PbtxtnEITIsWr8eX19XTeneDwu7777roi0fV7ValXnPA5nkfaBx9R/9tNFIhEnjg1/Gxoa0jixer2uRJBGo+EQjoLICiy+zBVBRIggYlbQvTu1wR4YvpgrPjzxN1YafGPgGzcfLGzvHUTU8d1HpB3O8t3vfldERD72sY9JuVxWpcgSYHwFPfEcvI8l++BZPMeR6JyNCjynt7dX5wEr2SFsGEoooYQSyv866VrLazvOY9bSUV2UnZDWDMc1Pg1KxLUoWDtjQgAsL/yfAzO/9rWvadLTxcVFuXz5soi0IUyGbs6dO6daKlthrLn6aLs+i7NSqehz4JS1TMLridWA0aelUmkL7dy2DbAjrimXy3LfffeJSLtMhq9mkEh7HAA/Pfjgg5rLkZP0JpNJ1ehisZgDjbGWzjTiubk5DZh8/fXXHcs0KAMLfw/6OIIx7733Xjl9+rSItPuXS36wVtpqtTQH4ve+9z39zOQNkXZCYZF2gO8777zjIAU+BIC1cZAOuMIw1zsDg3V8fFwTv0YiEVlaWnLawPWa2DnPMBlb4729vWqJDg8PKy262Wzqe9pnXC93JN6NhfNqBlmfsFquF9jss858v2UI3VpHFqr0wX4WKuxkefn6pBOEai1P/Pbs2bMazrKwsLAlHykH1Vtrmp/pg0j5PZmtixyQ2KNSqZTuDWzt1et1zdaxnTnQSf5/cXhZE9sHGQAT9nU8T0ROCAvWDgaONySmj2YyGcfE7unpcUxiXJNKpZysEdh4kUUe92s0GnLo0CERaW8MgJKuXr2qmwm3yT6n2WwqTLBz506dyNeuXZNLly55WYk2WwYLT96enh71o9xyyy26ITJVnmO+4vG4c5jv3LlT27lr1y4HZ8dCajbbiV4ZsmLYDv2WyWTU/9ZqtZx7ZTIZPbRFNg+iXC6nbUattqCNzkcvRjE/bNb33HOPZi9gyLnV2mQuwr+Je0xOTjoHgU8BuHTpkjMOQUlt2afDjDmR9lwGLNtoNPQ5qVRKlYH+/n4ZGBjQPk0kEo4PjgtqcqJk7p9IJKI+jcHBQe1fLk6I1FXbgQc7bdhBh5dvw/Xdy3dvXO/bTH0xib7PvEaq1apeF4/HHTdE0LsFHUTXE18fxGIxB9JlN8LGxsaW2mciW9nRrAQxD4APZvZZl0olrVqB52BOTE1NqdKeyWTk2LFjev3NSAgbhhJKKKGE0nXStZaXzzrAv6wRMhOLtSOrfbDWxJpjq9VyLACOOoc1MTIyooHEs7Ozks/nVTO32QNwb86hCC0FUFShUJAnn3xS2wZmWq1WU22mWq062hmXbuBYqNnZWY0ny2QyTtYGrq5rSRYsXCZeRLQi8Mc//nF55ZVXRMQlTySTSad+EGucY2NjmicNFgsE1mJfX5+USiXt01ZrkzXKkN3y8rJaDBgjWKa9vb3ab2wBDAwM6PNRZwz35ndEn4hsBq2LbDK1AMd9+ctf1u/K5bJjnWDcYb3g//v27dPcldPT03L77bdrH2J+nTp1SiYmJrTfbE46CM93m6JyvgAAIABJREFUQJp4D67enEqltN/YQltdXd0S24X3OXv2rM7X1dVVp1YTnod3RR+Nj48r8Ygtt1QqJblczmHjMhEiyCIKEgsV8vc+S6zTPTtBjHy9jyDC36PfV1ZWdG0PDQ1pH5TL5S1kEB9sb6Fg39+D/ibiEmhAxOK1zfC8j9UIlIAhY0Z1GIXB50KhoCWX8Deszfn5eSUI/dIv/VIgwvNhpWsPr05JKVmY/cWLjOEWTlbLzDjU0sFkSaVSCo0lk0kdeGwQIu3NmVk4aB/agA2eD9ZoNCq9vb3aht7eXnnvvfdEpL1JXrlyRUTaGwgfUDZI0jcpIpHIFmrzzQoorvPz87qJ8yHNEx/wA/qgUCgo6+7AgQPat0ePHtXNNZ1Oax0wPAef+bCJRqMKhfX398vKyooGJnNqo3Q6rdcwzdyyuqwflQ95zJuBgQFZX1/XrP//l703e47zOs6HewaYFRhsBAluIEGJFCVKsiXZskVZtrwrltc4cVx2VbbKTS5SuU5V/oEkV6lKnFzkLpWyXXHFict2Ylt2RbZs2YokyxIXieIGkASxAwPMvv8u5nsaz2mcM4DI72aSt28wmHmXc8573nO6n366u1AoOKmeGF4JLb6x2Hbhwc985jOqAIyPjyu7FAUe7bPE35DvBQUpRdwND20VEa23JdLdbDqdjvoBq9Wq+t1sXTjLDsNvY2Nj+nwYokIb8Nf6f3yBxO/ED9ILxoNYhiKLvW+Int7Lt4bvWUFC4U2RLtTPkPde+/JOYUOGlbkPvsB1FobGrQshtJ6EhMNDuCBtPB5XCP8DH/iA/N3f/Z2IiL6rdyoRbBhJJJFEEknfSd9aXhzgxumHbOAxEwfq9bpDeOCUP5zqCRq4jfFiy4sTv87NzSmD5uGHH5b19XWFTqymwu3zpWwR6WqyKO0xMjKi8Nni4qLe3+YIRJ/4uugbxz7Z+0LYUb+ysuLAHnxsu93W327cuKHaODtvuSy8iGvlZjIZhT5feOEFHafp6WkdA1he6Ov8/LwmBq7VagrNxeNxJ2D52LFj2l6GRJkow88df5mByjkZkTLp9u3b2rYHH3xQfv7zn6v1srGx4aQV8pEqfP/Dgf3LX/5S53IymXSCPDkfIWvCocSvIImECAKASx988EHVesfGxuT27dvy7LPPikg35hAO9UceecRBCkCOyeVyEottl71JJBLy8Y9/XMeU2XloC+DMULtZ9mJ17PWckKVgIUD7rvM7shuciH5iLk5OTmqMIucsnZqa2mEx+2LIQpZXLwjRtodRJSZphGr1WSa1tbx8KbJ8bWHSCD7H43GdH3//93+vyAuXmLoT6dvNKx6PO7nwQnnFON8eFy+sVCpO4lamX+O6vNDhf94AGA7AorO0tCSdTkcXBztBfewgTBxm8eBzoVBQyCudTjuUfPRxN7Evhm/RyOfzmpHi4x//uG4qyPRhg3TttdkvxpRZTHpsChZ6waZw7NgxJ3tIu9128uLxOVBA4vG4LgzValUajYYTDInFZGJiwoF4LVzEfcMLVavVFK594okn1Ef12muvyV/91V/JE088ISJdViDDX6HnwUHc8fh25QLeBJgBi8BQq2CIdDcLvidvVjZAlucbNsmFhQU5e/asiHQ3IvZT1et1TaxbrVa1bYVCQfuGEAX8/+ijjzo5N9mvxeNsM4OE4Lw7Efsu8eJtKe1om/2enwkrJHvNxoF5ubGxoc+EM/k0Go0gqzD0jobCN2y/GQ5kP2gymXTmAb9L9nq9Qmhs+EuoLbgP5zpl9nEqldJ1924T9Pbt5tVsNtXhf+rUKUcrZQuAU7bk83l1QK+vr+tkwwMW2RmfwwsIa5X84Dibw7Vr1+Tw4cNy//33i0h3kwQRgR2aTDm1OD8v0GiviFuOwE4wvp4V+2Lwi43P6XRaNfPvfe97uhgBv2eqOG9EPj8B98kWDWWLuVar6bWmp6dVWwWNGxYaNDVcl0kTSBu1vr6u7RdxfaKcXX19fd0p78CZJ5LJpLaPafdIXioi8olPfELW1tbkxRdf1HYzpZjHgxeegYEBp1go5gTfi8cKCx3GkbNVcOosbAoYr3g8rs/ObtIoDHnlyhX5whe+ICLbGxTKVGSzWS1Qury8rM/ixo0b+i4hXRfm42c+8xk5d+6cttNHKMA4+zYC3wIa+n03sgJbGCJufJyNZeLNi2OebAYZa5HgM6MRAwMDev7S0pLO63379jnPMNQv7ptV8Oyaw79z33xENVs6CW20EophRRt8z8gm/GbljUvj8Od2u+3End6NRD6vSCKJJJJI+k761vI6cuSIan4rKysKP+VyOceUhtYDyraP4cT4LsNiMLc5FxdrIIADLMOq0WioFcHaM2tRrM1Au/PBG7b8iM0lyDAm+/D4e7ZKrQ/Mh2vjNx4f9tXBiuGxYs2t03GTltoCnDgulUqplcBJk2OxmFOA0lLqIThOpAsNPvXUU06y2HvvvVdEujAorKfV1VUnq8Dg4KBadsvLy8p4HBgYUCgtl8tpUt2jR4/KgQMHVJMEI9V+ZqsU48HWHO5TLpedzCmQZrMphULBqZfGCICPMWnzaloID+PLsDS0cqY8c7JltHN6etqB6YeGhnTsFxcXnbnsy325V/htN8q8z/IK+aXsOfwu2oQDIXSC3zn8b/vD7x7OZzi9Fzzqs6a4PdbqDI1hKDep7Zu9Nx9r1xbMvb1kM8L1GB3iYrKYK/Dlitw9+7lvN6/7779fN4iLFy/qQnX//fdrBoi1tTXHZLdU5lA8GNODQ1RZnCfiQpX1el1KpZJcvXpVRNxFOZVKKSxVKpW88I6IC1uEoEBQ/300Y1sBl6EU/i2RSHgnbyqV2vEy8UTD4phKpZxs8xAflo9+VCoVb92v6elpXShHRkbk9u3bcuvWLRHpTngmAWDyJxIJve6JEyfkQx/6kPqmXnnlFSWgnDt3Tkkvk5OTTpWAgYEBTcv1+uuv6zwSEYXSHnzwQc2+ffjwYbnvvvvUF8SZtDkTAf7n58IkFs7K4VOIUIwS/585c8ab3ZwXR/jSGI7mxZbJKHz+xsaGElAuXryo10un00qAmZ6e1oS7Dz30kMzNzWnml2vXrumzY98e7uv7HKK2+yR0bIjAEIvFvP4ru5H4UnntJiHyRiju1FLTWULZO3a7v2+TCpEqMFdC48YbMCs6HA/Wa5Ph93tgYMBJlI11olgs6twfGBhQd8Ddbl4RbBhJJJFEEknfSd9aXgy1HDt2TIkNX//615Xpd/jwYccyYEvFajAhK0zELbPhs1T4mFQq5Wie2WxWHZONRkOzFOzbt8/JtsH0ZwtpQiyLirVKS231fUYuQ19YAQsHdrbb3eSuOLZcLqvmNDo6qiQCq/lB68J4spWK+8diMf3caDScgOczZ87Ixz72MRHpEhFgTcdiMbVaYrGYEh9APIDmd/ToUW0bW3j79+/XMVtfX9fciyJd+jrOOXHihPze7/2eiGxDeGjn2traDssUf0PMQ66t1el0lNHH1kCr1dJjpqen5ejRo8oAvXHjhpcYwnMFVHvOn8kMVowbB9i3Wi05ffq0ltB46KGHHIiH2aCADTc2NuTgwYN6H4aVLBuVhVGMENTXiwLPFqfITjYjvrPXDrEv7XPzQYL8jtl7ssVrLWge915ECHYjhPrdK8j5ncKy9trWdeG7tq10HSKM2DZijU6lUjrfef1hiPFOpG83r+XlZScjBWePxwK0trbmLGAWNvBRQ30UUf6N6c6Qer3uFLlkE3xoaEgfXLFY1IKTzz77rGZZwOLKLxPTzhkC5IXfblI+/xO/PHcCB2DzgkJQr9cVrh0cHFS2HwvHeaFd7Odiuj/H1GHjmZmZkVqtpvfhQnmxWEzHc2trS7Ob3HfffdJqtXSTOn36tN4zk8k4GT9w/+vXrzt03ccff1w3i3q9ruxFZlg2Gg1ZWFjQRX10dNTrU7GQbr1eV8Ulk8lotvVyuexsRJhHi4uL8u1vf1uzEfC1Gf7mWLChoSEpl8uqFA0ODjphBfDbMazbbrfl6tWrmun/ypUr2oZ0Oq0MxVOnTukzuHjxonz+85/Xsbcblq/IK28M/D3/Zr/vdVzoPIYI8ZcVVt/mBZ9fyJ8FCW1k2Lh8awhXLbCbj70e9yXk8/L9tW221+JxsaxkXifQPjBdOabVpzjhWJEuTAjWJe6DeXj06FGF43m+Ym7dqUSwYSSRRBJJJH0nfWt5HTt2zIl1AazTarVUI2TmYblcdpyINpqeIUJoHMzeE3E1SmZscc5CWBM4NpvNKpttdXVVc+IlEgklCiCgljVwTq7qY2/B6c6OYc6w4dMCARvaciUiOzVezj7RbrcVAmg2m96sGnwvthBhdYWCKXEOqg3j3mwhJRIJpxIzLIBWq6VBysvLy05VZjtmHOiN+YEab9we7o8vIB1wID8fH2HDlpHg8bHWMNcg47aMjY0pASX0TLltyB3oq2kWi20HQ/PzQewTZ8JgcgwHjmMMM5mMLC4uOpa+bx71ggXZuggdg/Hmz3shVvQiD/naB8tptxx+lu3HbbFWlb227RfGbDeoz3eMz91hCSPcRjvOPuIPP+tOp+OQ0MrlchA2ZFKShV65nhcg5oGBAV0PbcD0O5W+3bweeOABZT/9+te/1sU2kUhootMPfvCDOzYvLmfN4qP68mIj4sJsvHk1Gg2HycUMw/3798tTTz0lIiJvvPGGvOtd7xKRrvkMiAr3YtwYTC5O8skTGYsWw1RYXEIQBia7DeQUCVNqBwcHpVgsOn4NXhxx/VKppJAdQ5PWB2EpxRDrZ+NFnftdr9edZwgF4O2333Zo+HYhwjnDw8OaZT+dTjvZKvgFZmq5ZfeJuHAJQ1S8eVm4ihd7zrrAmTNYDh06JOfPnxeRLovWt0BZiIpZtBYWtpnGeaw524y9pojLqhwfH5e5uTknVIT7ygJ/75tvvinHjx/fMX4QH5zHY4e29mLvsTCkF9okQ3Cl3Sx289P5vvedw/MYn0MbvA829LUVYv1S3EerYHIoEITDPHA9qxTZc6xSZ+/DPi34ycfGxuTYsWMiIsoAvlOJYMNIIokkkkj6TvrW8up0OvKP//iPItItxQ6p1+tqkTF0A62YoTloNbbyL8xdn4M0pN3w/ROJhFpV+XxevvnNb4pIl7ABmIstJWuVFAoFLVHBJRX42Ha77eRKQ9VnkXAJA1hk3FcfDMMw29bWloyPjyvZoF6vK2w4ODioGtXBgweVKcd5BRFXhnaj0jTuAw3cElMYvuLUSuVy2UmthGuNjo7KrVu3lKAzOjrqWEscG4Y5kU6ng7BNiP1lLYdKpeLMKZ9lAauSLSK05/Dhw/LWW2/psWgPGI6AazGvRFxGK2vMgAU5BRenAwLcykmLrQOeA9fZuc+oRalUchiolsXHY4q+ffKTn5QXX3zRSYDNffa9V7DC2LJlAoovXglzPGS5+ILy8WxCkORulhvO9VnGvSy60He2P/Z6PsYzW0rcDyAAPqIJz8lGo+EkWs5ms/q8GY7n8227GHnodDpOfCvfk638u5G+3by+/vWvK2R04cIFZ0EGs4WjuW1eNYZxOHCX83DB9+KDhThPWiKR0AV1cXHRWQAOHz6sG9bp06dlYWFBRLr+OMvUwwS7ePGifPrTnxYRke985zv6AgwMDDjBsQxdirj+JHzO5XIaaIpCmz72E2eeRgZ+ka65n8vldPPiRSse367Tw4Upc7mcs4BivEVc2I83tVar5bCbUqmUjkcymdQ+rK2tab49Tsh84MABuXLlio7p0NCQ45fCwj00NKQb7vj4+I6MEL38NPg8ODiobZifn1dobGpqytm8rG+R5wva8/DDD8uPf/xjHQNItVqV1dVV7Xe9Xnd8gLwY8aaSTCYdZig2P2Z/ZbNZbZsNrOY8n81m04EXsegsLCzI6Oiok3MytNjOzMyISDc/5NjYWDCfZ4hVxwqarSjAzF/LurXhIfY4W3MPv6NtPuYvi/Wl9dqEfFB2L7HMQevG8P3G9f0Y/sbz5d9Cwe5QPhECw8keQqxmzMlMJuP4xhOJhK4BrCy12219d3j+3In07ebV6XRUI6hWq07sAGfZxiJcq9W8mpqI+yJVq1UnpkjE9Xn54njY74EsGlh0OMv9yZMntfTEwsKCzM7Oajt5Yzxw4ICmJrJpmtii4cKDNlsGjltaWpJf//rXItJdXKenp51FlCcl9w19zufz8tWvflW+9rWviUh3Y0I2hcHBQZ2gi4uLzssZKnpnx973QmJhCNGdueCdJRdwSRFOkotnsLm5qVR7zAmMcS9CAGvy6+vritt/7nOfUx/aW2+95fXdWIuYtXSm3bMDHsQfjAvPcfanWYo3LyDWR+rbpDHW3Fb8Fo9vZ7/Hhi/SnZ+ciJavh3bgWrZSgg/FsL6fEInIhqqE/EFsjXJ2FrvJsVhLzId22DbuhTxi72H7E+qDter4/F7+ML4234P/Z6ud5xsTsULWeCjUBkqGzyCw7z6X2bkbiXxekUQSSSSR9J30reUVj8fV8mo2mw6GziYzMHJbCoADZOv1umoapVJJ4ZVkMinpdNrrRxFx4RpYOqDGA7pkrafT6WiJ9WazqUGj1o8zNTWlLDPAg7gW2jw+Pi6VSsWpm+Xzwx05csSBUbm0PGtYNsEstKrTp0/L+fPn5cyZM3pdjO/AwIBaYXNzc6pRsS8L2i7a0yv7gs2YwPex0Ba+t/4ZDt6FhsrZS9hqunr1qqNJhujbVuMeHh5W+Peb3/ym9jubze5IeIvxtBov5gsHSjNMx4xE9IdDQ3xWaTwed/x7NnFzCJrzWYk4B+/PysqK+pJPnTol+XxeQw4sNMZsNlwPWT1CVoxv3OyziMfjOxiZVjqdbnYXZBPZt2+fwp2bm5tBeDNkyfW6T8gviudgha1AtMGHQvC1ff7AkA/OXoeF4UU+n1naeK+Y+YxzGLrka/Fay/exVi7PD060cDfSt5tXtVrVF2tra0vhq/HxcYdKjWM4xkXEhUR4YeT4BC6oJuJSRvk8xpQHBgakXC4r7Gczr/uSliKmiWuPwU82MzPjQGFMcEgkEupvgRNdxF0MfLR1FoZG+SXHy//FL35R/vIv/9IhGJw8eVLHlxOg4lr8kgKW8/U7BOOiD4zHMwGCqf4MxXHmCV4o+WX0QVchmnZIQmSfEPUaz5fHgBUvhmtwHhYT3KdcLjuJnBk2hCQSCalWq3rtoaEhR6HgZ8ILom0rC85B9WSRrgLAMKZvfOw44D6hjYmPt8fwO+sjifBnKAaAcn/wgx+okjg9Pe2MAcNavNGHSB62j3ZT8cHCdhPz9Qn/++ahb4PzQay+e+D6rDzyWmXXM4avmQBm5y4Ur5GREVW6NzY2HIOA107ezOPxuHOfu5EINowkkkgiiaTvpG8tr62tLdUw5+fnFdLgKrNM/wTb0DJ38JkzQiDnltWOrKbCVh00k0wmI8ViUckYyWTS0UY4ByME5A7Ow4jv7r33XmX6FYtFLU1/6dIlGR4eVvIBksyKuBAga+mDg4MOVZyDehkCmJubk4ceekj7/md/9mfyjW98Q0S6li2s3Eql4pT54PHE2DAz0Y67PQdiLSJYVegbX5OhFkv75jACprZDcwTkthfLy5JR8D/nRrRBmpbEgPtWq1WFphuNhl6DCTico1Oka6lxCIcPQkqlUlKpVDT4k6tJhywviE+DZwbq+Pi4tm1hYcHJemKflY+U4XumofuzFcX/M4pgWZIcUMvU7lOnTul1mDVn61Wl02kHPr4Tq4CtJYiFEPl5WKjfF1jNrGZYYb7AYP7MY4myQfwugHzD7eRwFLBUOYMQW6VAe44dO6bw+crKipNpiNc6hrJjsZizftyN9O3mlU6ndYHMZDL64Mvlsg5Uu71dIp39CSKu7wVxOCLdwbVplnywEF/LMmsYtrP35cUWk2B2dlYmJyed1FW43vz8vD7kSqWi509PT0utVlNmJKeRsr4bhjUYv+aNDL4ckW4iTUzC5eVl2djY0N84Nir0gjOsBgjFx0bjzxYesZAk94HZSnxOs9nUTapcLms/0+m0swi/+uqrIrKdHsrHtLNi4R8fkxHXwO+84VmfIs8P3ph5wbbjywu0D7LGQolNbnV1VZWbXow+HwQG8T1jjLtv0/dtWPw5BK2G7s9tYOWTN2O+DjYl3iRs5nPchxd0kW0fNmcZYTiR22LZkqxI2bHhc+zmFVIo2EdsoUbfO8PvGI8z1h9OYs4+Vp/vFO8E3hm8b2gXFNbV1VUH/rbFfn1KB0OYEWwYSSSRRBLJ/znpW8trcnJSd3MO4CyVSo42wTnoOCEqm+OsIVtmDLOnWCOzVhz/zzBXSNrttjL1fvzjH8szzzzjwHmsZaN9zWZTz3nkkUfk8uXLGsPFDEHWSrkd0PQ4ToMJILAEOVbuypUrUiwWlcCRzWYVbrEMToY6WOuyli23JySAAdFvtnS4jAqejdWemeAAS0Sky+R88803RaTLpGT2Fbeb+8OfQ4QXHONj7eHavqS91grj821cFh/HCXPRv2q1Ks1mU4OUX331Vc0+w9BNL4uIrWY7BhCbbDkEvdrxs1aXz9Kw31vxWWHcZsxv1u6ZMOWD2UTcucxISoiUwv2xCA2jOvl8Xpm6c3NzjjXDY8hWlLXc9jIeHPieTqe1bSByMSMWLolSqaTnFAoFhbLBQmZXCK8TsLYKhYKeXywWJR6Pq1XnGx9uL9p5N9K3m9fNmzcdfxYvyCEfhp0EDG1BeDEBxMYMJ76PLxM9An8ZPuL78T1Rr2p0dFTy+bzzGyZFqVRyNlzg1VtbW7K2tubUqWI/l4VSWDibiI8JyRs2FACG6jDu7PuxYuGDECsqFMjYaDR0DBjaY7YSEtFC6vW6U3qcFwqmWKMvnKjW1zZenHnz5HMsXMOKk93ofP4aZpDaYGwbWMwKDdqeSqWU2YpNC4vQ+Pi4Nx2a7adlL/po0dxnbF6hQN5ePkTfcb3eUbQD9w2xVjGGeP84eTTGql6v69xlBbHT6Tj+8WQy6SQ9wILMizArrIADfVDyfffdJ9///vdFROTJJ590nrtVgH3UcttPfjd5PGq1mmaXQQYL9IWv1Wg0dA2p1WrOu8zvPF+ba3Axi9AyNDkDEM83rgsXj8edoqx3IxFsGEkkkUQSSd9J31pely9fdoLlmDXHGozP6QjxOV+tBmaDIlnzY1PcOpJ90Aub4u12W5k6U1NTsrGx4SU1sIYLDVGkS96weRg5OJU1RNt31tz4PtAKOXGsiJsUttPZTsvFDmhLnrD94LHwaZU211yz2VQLgh3wnDOtWq06gbulUkmtsmKxqMcNDw+rRcaaKI8XxpDbydYIjwdbRNxutrysZs2WWK1Wc6wBJhixNWLZlLgP1xCbnJyUn/70pyIi8pGPfERERIOHjxw54oWvQ3MT7WH4mS1z1r7tWPmsTxb+3fbHdzzEWjvMNGVLlo/vdDpOLBLDXJhTpVLJsTo2NzcVCWFra2hoSCFzZg5nMpkd+Tsh3J7Lly/Le9/7XhHpMvLYeuXxYEYfxw6iT/jLbWB2X6lUkve///0iIvLzn/9cxyyVSjlwdKVS0disdns7EQBD8JjTPhcLx3Jls1kdw1wu51Q2z2azeu1UKqV5DIvForKn/8+yDTlXIZu4NkA2xIyz2RkgzP6ChOCNUMCjfeFCL30vCQWU2iTBnMfRx1Rj/xugTiwAY2NjOvlqtZpOJl54AZXyJskLNLMVfZsshOGF3diK6K/NMIH7h87j8INqterAyti81tfX9UUC7MgbBI+hj8aM9ofaYNlkfH4oXCDkJ7PCx2Hci8WiwoXFYlGazaaTgcTnqwuxA31tC8GBod/2yibczZfDfWbfFj+fUO7LTqej86VSqeiz5yS/GB+ck0qldI5nMhnd/DKZjH7Pyl6j0dBFGBspJ2LmOW6rR0Dsu+BTVPj9xbX4ON7wOOOJHXeff5/HgNcZKC2+/thr2NADHkNfnTqGdP/Pbl68wDJea/07dgHiyeLDz5koYK9hfWMQvg4We8aFmXDBaZP43nbC8ebHk55fWMbz7cLLmzle3uHhYRkcHFRixszMjOLPhUJBsXJOVQWaLSYl+2h4k+LFyFqByWRSJ+rIyMieKLL2+XDIAwv7wvglYb8QVwHO5/MyPT0tIt0Cluyv5PFFnyB2Xll/h/3e+kSsFcMZWbD58DOw17WWCj6vr69rdYVisSj1et3ZvHx98RE2uP27KRU+P5aPIm2vHfKH2fvbRZ7vF4pxskqhz8rlcRPZiaLAkkqlUo6FBcuLlbWtrS19VplMxjkfpCq0g1O48ViwNWt/88WGwSrmtQPvXy6X06wijAb4xiUUUsOblyV2sdhk4RDevNjPbBOAc9aXu5HI5xVJJJFEEknfSd9aXsViMeg78eHvsM7YV8GaMOP8EGgmIa0S0mq1HE2t3d4uS8HmN0N29l78P2uElupu+8aWD1shoXbW63W1tm7fvq3trFaryu6zMBCXPqlWqw504vOptFothexAu73nnnu8fYZY6jJDIp1Ox8nkwc+Nxy6TyWi7Nzc3NUNFtVrVfhaLRW9WEDuGfH2rrfr+cjtwjrW8mL6N8bx9+7ZcvHhRRLqZVo4ePSoiXR/G+vq68xzYB8csQvZXdTod9ftZyrhvrC0ztZfVZS0gtpzs9e3Y2PEKQaTWOttLe2y7bIgMJ+fGZ5vPFNR1EdfXnclkHD8bl+PhoqyMtuCaOCcEC1tomfvmG0+Rnb5U3JMhUR/Ey+3iucxrBs8VGyJk2+37zDX4mJVo/dn4fq8ulJD07ebFBAcLs/nw4nK57ExKLqrI31taNa7Pf3EfDP7m5qb6UQ4fPiyFQkE3CKaTcgomnkRYCNgR6svQYWPQuH+2vTwpebK029vF4DgmLkS1t5sXb4ylUsmBRBgeZYLE+vq6PPPMMyLSJROgbZzN30cA4M0LUGYqlVLYs1AoOGPLBfSBEhKOAAAgAElEQVSWlpbUb1Gr1fT85eVl/Yy4Lt9iy8IQpk1ZFKKW2xeWiTPFYlHOnTsnIiLvec975M///M9FpBtTh8rDi4uLsrq66oXGuFYZw9zlclnS6bQ+q2Qy6UDGXEmZ/T17gQ19ZBYuKoq5y/4mtBvCCySPoR13+17z7zwnfBAvoHlO3cbzmqFknjtMfmIomQkS/HwZ/sJ7xRsmjkulUs7m6fMxWfG5EdB+G/Lg27ys2OfLSjJD/by2sI/WQua+68IwsOng8Bu/5xhPrhF3JxLBhpFEEkkkkfSd9K3lZZ2dbHn5ktLCgR7SaFir5d9tBgT+zFYcyolcunRJRLY1D3u+rXuDz7FYzGFF+awtbr8PcvAFOVorLBZzswxwX5mZxNACEvqKdDVRDpAFNMdasC/g89atW/qbDXbFPa0F5IMHW62WJp6dmJjQ64I5iHO41H2xWNRr53I5vX6hUHACUkXcwGVfOy2BxvYhxMpqtVoaTDw1NSW///u/r8egD1tbWzrONiCXx8VCduyct/AeyAZra2tOwulesJKv/b52sEXPwakh2S0Y2X5v+9JsNh16u49tyHNdxIWvON+kDXcIkazsGDC0ZtcFzkKB8ywyYq10X30yXjN4HvgYgxyk7IO5fXOSER+fVQX0CuPBhCZLzLLrkSV9iOysFQZBXb07lb7dvOzm4XuwDPdgEvho2tafAMEk4onEizTgq4MHD+rC9NZbb8nBgwfl+PHjIuLCG0xxtpPKpili2GKv9Gv74qLNPFn5vnsJK/AxjxhixRjk83ltM8df1et1yeVycvXqVRHplpD3ZYXnZ4PnYf2P+HvhwgUREfmLv/gL+du//VtnDHGNdDrtnA9a89bWlo4TIGKm8XMBTB5Djs/jBZZhHJ8PFueXy2VtQyqV0nptrVZLYVwuFIqx8W0gvRh9dvMAnP3KK6/I2bNn9Z4+lijaHaL02w2PFTS+XqgtPh+YT0LXsKEivs0c7WaFhDdbXwo1QPs8D3ybl2+sRLaVUq5mweeEmNC8PlmonuOv7DjyfOOUchyuw++VPdcHB9pnY8fPJjXG91bBg7J0/fp1rYBx5MgRue+++0Sku1Yj1u7BBx+Uu5EINowkkkgiiaTvpG8tr9HR0aAZzcQBLhfBEtIKWbsbGBhwYshYU4rFtvOpcV2rwcFBqVarGq1vCRs+zQ8BkoAet7a2nGqjISiHr8HsILYGmMzCFhj+MlTis2TRPrTHwqCAOo8ePaoZQ7heFbQz1uRgDYyPjzssUU5Way1jdsi/+93vFhGRr33ta1rHrVKpODkuR0dHdTzOnz8vTz75pIiInD17Vt544w0REXn++ecd1imzGtnCZKuQCSs4jsVnhUGTRULUwcFBzfpQrVYdMgpKmCSTSQc2YyISPwOMCb638C/6s3//fgcBsBKCqX2CZwrCQqPR0D5wEtgQQQOffYw8y5RjSJCTG+8mPqYcjyeTViy64OsvhGFDnpOchYWJSKVSyanybpnHIBUxc7fZbDqEL86ogTUJbWArmZmQHGDMfdgNUuTv2aryEYTY8oK1Oz8/LyIin/zkJ+Xxxx8XEZGrV69qAvFkMqmMWqwddyp9u3nxy8gQAm8wXNxPZGcgL78UPsYYHqLP38GbV6lUUt8PslbAj4FCdyJdKAufU6mU3ieXy8nRo0f1nNnZWQfagtgF0VL/uW0QhrysX69arer1uT1cmC8Wi0k2m1V4kDfPwcFBXbQeeughuX79uoh0IURE+1erVUchKBQK+jIjOBf3wcvPbC20l+ngc3NzItJN3XP+/Hn9PDIyoi/6yMiIsuuuXLkiH/3oR0VE5LXXXlPFgv1fIt1FA/1ByAPGkNsZmhMhabfbkk6nNXi13W7ruC8uLsrLL78sIt3CoydPntS2VKtVp9glxqBWqzn3tL4XngdQiI4dOxZMFWUXMN+CZjeYeDyuEBFo/SLdcUebWYnCJuSDVq1CYBVJvMOc2ojnNZ8/MjIiBw8edGDrEGXftoV9Y7y2hCpE8Pl28wILd3FxUYPIp6amHOU1lUrpGBaLRb1ntVrV94fXjEwmI0NDQ47fnKn/OI6faTqd3jE/ff74wcFBR7nh9QTXx18Li4qIJu/G+zc5OSl//dd/LSLdZ4J3fmRkRO69914REXn99de947pXiWDDSCKJJJJI+k761vJircE6Ullsfq6QU51hNlzXms8WRsH/NpGmFV8dJx9sCe01n8/rPYeHh4MwTogtxP0MabT463N6MyQVj8eddtuaU9D2Njc3lc22tbWl2nc2m3XYSo1GQ7XSjY0N1URTqZSTAsqWO/FZOpOTk+r0XVxclOvXrzukD8jExISSJWBB2mthfHyMM4Z7MddCjM2QsON+cXFR3n77bW3P6dOnRaRLZsE4T09Py+zsrLb7wIEDDuRk46cwRtY69z1rC831Ygj2YjhyOR7AU8zC892frUIfBNerPQzBW8sLsPbGxoa88cYbau3cc889Xgi9F8vSjiOEx4DRBKQf8+UZtUxWnA+YnNcDZtkCyeF4VEYn7LiJuBY4Ezn4OEamLEszFO/oew9xPvo3NDQkyWRSLaz19XU5cOCAiHTXMK4VCNSh15q5F+nbzYvF+gYg7BPiBRSCB5zNZnVB9VHG+QX20VF9mxe/JLzwQ2q1mk729fV1uXbtmv4Pf5GI6xey7LMQZMXH+X730awtkwuC9nN+OL4mJuXy8rL6axYWFhQiQ/FKZjhirLe2tvS52BcpxOyKx+PqO1pdXZXZ2Vmnb+yHgOzbt09hGC5ian0y7De0n62/0N4v9D/a3mw2ZXl5WUS60DJgzHQ6rQtvIpHQdj/++ONy4cIFefXVV0Wkm4fS55fiBdnHDvT5kuwizO22mx/Et3BzRn+GmX1KpWVp2nb3ChRn6DJEZ8f83LdvnzJ97fXsYs/Ci3qvjc2ntCDnIW8eEN68LPzIEByPD+cS5XmIc0I0fmbK2rphIV+sT6HxvX8QO/fQtmq1KmfOnNEg+xs3bqhva2RkxHERwOcdCsXYq/Tt5gUsX2QnnZUnFgYXDnB+WJggKysrij1zwTpodz5SBF+bfUQQxvpxPlPI0QYIO1nHxsacgom+2BSrQfIEtRuubVdo8/KFC8ASZasI1+b4Hl60zpw5o5sFspfgHCYoLC0tqbWG0g18D9/mxVYQtxnprXw0fK6kvL6+7pAyWHhj5kwrnIHFhk9YirZPsFAzoYbjlfCZF2FYtYiFKZVKOieGhoa8igbfD399m4fVsnttwGwd8Tk2tou1aTt/8NfORVYIes1Xnte2+CFfB9/b+KPdfJK4B1skvk2c/W+c+BmWDizRSqXizFcIx2+inWytQRKJhK5H/HyQKQZoR6vVchQfbi/7t60PPDQ/LIoQUsT4Xcb9P/zhD8u3vvUt+cAHPqDHsvWH9ZrXEp9B8U4k8nlFEkkkkUTSd9K3ltfGxobu3IcOHZLXXntNREQeeOABBzpiOjpDY51OR2GumzdvKhTFJRREXG0vHo872gK0neHhYUeDYa2ftfRKpaIaSCqVUm0VjCLch1lzHHy4W+S/L3jQQmMhyyv0GePog0tarZZSvlOplMKBn/3sZ+XFF18Uke3ccGD+lUol9eMsLS3J7/7u7+r1YJFh/Hw+ycHBQceSQj9rtZrk83n1FbCFxn6upaUlHU8kY2UrFs+Eg5dR8gJjwePBgcUMhVk0IBaLObnwuCAgW7yYezdv3pRsNqv+sBs3bigUC2sV49Ir99xu/s1OpyOJREKp2cvLyw61O2Q5tVotfabtdtvJtBJi54Wkl8+aIfAQlGvnCr8zHOSPe/G1+TNb9L6gXM6ZWC6Xdcwwtnh2hULBqWvFoTs8P2yRUwiXV6lUKnpMqVSS1dVVp8gq+jkyMuLNm2hhQ0aCfGNtxwj/sz+Oc7oi2H5zc1N++7d/W65du6b9w30qlYqOYa1WU7YvShPdqfTt5sXpf9544w356le/KiIizz33nC78lmbOPit2OLPY6HSun2OdxDwhWHqZ374XCYuJL4bFxmJxW6wfAp9t/BdDP7x5scOVN9lGo6Ftw7V8aXlExMlgjsV1fn7eqWlkY2pw//e9733yD//wDyIi8id/8ieOzyyUpTvkWE8mkzIyMuJNBWThET6fNxzrx+EFwD6r0GLLEJNtO//vW0AsLM0LKhf3s7FYvg3TtsduZDzXSqWSHDx4UEREnn76aY3Xm5ubc8Yr5JO0ZJ9eBBBf23r5olg45on7a8eAx9Fe2wftWpKPbYtPeeQ4QPv+87PiOczrTTwe91aktn3jdxn1shiiRZuLxaJ+z2OENrPy5xsDn/+L/+f5ZkkakEajoZCmFe4nlK8oMW8kkUQSSST/56RvLS/AFCLdANn//u//FpEupdjHOLMSi20HcB49etTJqgHtAVpLiIEGsfdhbcmKj3YPzZU1QJ/Tu93epsbjHJ+2GLK8bAAqroO/PhIAW3p8XztWsVhM4bnLly8rTXZ9fd2B4HhcNjc31TF9/vx5efbZZ0WkG1TMuQntWPo0aWQrAFzDyXhDpAqrMTOMw9aRJWhY5zZbHZiXExMTCqvl8/kdGq/vs7XIOOsIhxxY9ljouhYq9BEPYrGYpNNpTXb8k5/8xJuQNWTl43qh30KyV2uLJWRx2v7bee6Dw0LkGl87fYQRzkhjQxcymYy3lhWTr2KxmCSTSW9ldfuZ53g2m/Veu1qtei0loEe+dcsKn99LGA1gAk2tVnMC1H1zIhaLKdsQCQbuVPp287JMMfaD8IPj7xgy45eZHxZPSvsi9GLAWXiGfWsQCydaXwdvFHxtH2wBCJPT4ISSjvr8BLZtdhHkl5T7Y18mwIOM3XO0/pEjR2RlZcU7DqVSScf69u3bmpEfBQD5Gfs2IO5bOp2WmZkZpc7zs+rFRuXPzIriFy6ZTDqbl50v+D+dTisd/oUXXtDUVdPT044f0oovJqjT6Thw3q1btxwmZcjP1mtR5s0Lzwvtx3kM+/AGw34+jGEINtxrCiduV6jdvjmPtvnEt6HZ3/DZHutb/EVcBQ7PiNNgWYp8KpVyIFFOFcXrz+Dg4A5FGefYGny4LvxdOA6bHxdf5aws6XTaUXoHBgZ0reTn1qseGI8B+/1HR0edtHHxeFzvzbFmXBDUrll3IxFsGEkkkUQSSd9JX1terBWyNuGDFgDbMFxiM2lYgfbORAZoW8xMGx4edmI+uOy873o4juG3UH5Fhiqtw9hmHAgRO/h8/o2Fc8B1OtuB1QwXinQ1OXyXyWQUHtzc3FT21eDgoPb/iSeekB/96EdO3je0E/W0RLp10KCFPv30044FzPXBeDzY4Z1Op+XMmTOaJ5AT87IFYeEuju3isiWNRkO1SGt58TU4sLharapm/Oijj+oxjUbD6Q9rwq1Wyxlj/v727dvynve8R0S6Adm+kh1gt+J7nsv8rLmfHKMFuBV9OHDggD4rJqpYxmkINtwtFyBbrYxO+Egn7XZ7R/VzPBO+ju+zz4qwxIOQ5cXfMXrjK7OCzwxBIzm3iJu8emNjw4nrYtjd1rzy5SlE+zmfIdi+8/PzSoQYGxtz5gqTS7LZrDIEORkw542084hRg4GB7YrguVzOeUez2ay2AVlH8BsgdIb28d2dSt9uXhbq2MsE5onY6bh1djD5ONPzbtgvro+0TnyO7xoMWdkNyvqpWEI+kRAMYs95p8ILou++DFn52HkionDixsaGZDIZPY4xe14QeYMoFAo72IYQ3ljZFxWPx2Vzc1MZi6wMhBhddmysT8P6j/DXLtY+iJivz1RpnBNiATI0Nzw8rL4oho99Y8KfeZPybbq2nYVCQbMhVKvVIES6V+kF6fGC6NvALUxv/TV8bR9bsZcvLfQb1hKff/Cd9NH3jliYjNcc+87y/VkZZp91Mpl01hBOr+bL5lEoFKRerzvMa1aWfAxj3/j45itfC771kALACgg2XISB3KlEsGEkkUQSSSR9J31reVUqFbVumBWVTCY1N2A2m92hpXOCVQizdkS2NWQbLMtwGIJiRbpsMhwDpyosD9Ywt7a2tOLygQMHnLgdjicLMeIs84mP7WV5hYI5ezGPrPgsuXa7rRqeje9B0Pfi4qJjeTFLlPvG6W04vY6ICzWw5WVJA+vr63LkyBER6Qb1snXkE9v/EESL6/M9mWwDsd9brZTrILEV5AuI7XQ6MjY2ptVoc7mcExDue9aNRkNGRkacOe+zUi0isba2Jk899ZSIdMtU8BzbCwMtZEHshgz44ppsblJ+L0KIBKMwd2Ip2nbzZ2t1+MQiE9w2+84y5G1zk/qgV36vLATY6XR0DeEkB/F4XM8vFotODsUQOYbRgFgs5rTNMgd5rBn54D7wGHB8XjKZ1Jpfn/vc57zjuVfp281rYmLCGRBIvV6XEydOiEg3ZyEGEDBSKDiUfUlYKJFElhlGnEmAa9Tw+YODg45vDPj3zMyMPPPMMyIi8uabbzq54XgRZHq7XURDEKLtz53AhSE/Aq7J98cxvgWR4TeMB55RLpdTrJvp7GBFiXSVAZvsmDd6hsV8DDqRruLCv7GEFjqGYUJzBZsXM6l8AaXM+IL4Ni8eO8tmZSkUCgqJ5vN5B67F+YAZOfEphz/4QgdEugrF6uqqngOx7dnLxmADrSG7zUf+3bJjfc8k1Dar3IUYdLY9d9pX3MMqhT7mLkPmgOl8fWu1Wo7PHG2Bj4yvjXWGry2yHRBdq9Ukk8moom997bgnMuHwWPjgbDueNs8oz2Xf5pVIJJRBi2D4O5W+3bxAPxZxF6f5+Xl1lv/whz/U3+r1ulPYTWR7MeF4hfHxcU2Gura2Jrdv33aKwTFNnAvecVLZer2uC3QsFtNYpuHhYfUtPPfcc/Le975XRLoWGRYPCPtJWCu1VlTIB7YXYYJAL+EXy97TF3oQj8edqq6x2HaV19HRUd2019fXnbHFs1peXpahoSFVDgYGBrwVjq0FUyqVtA0jIyN6DidxRh8gFqMPWakhi5MzGzChYGxsbEcBP86w4NPs+Xt7/5WVFTl79qyIiLz44otei2pyclLOnz+vc8wWGLQKBmR0dFQLoTJ5IxTyweNgx4d9PNb/Zq/Dv/nmsY1RslWvfZu+T+naS9wZn+uzhnYTO1fQzlwup5W7Z2ZmdC6urKxocUl7n06no+SnZDKpY5NOp2V0dNR5t9DWWq3mjAfmfqFQcO7DVZ65eGQikdA4zVqtJpVKxbu+2n7a8Anfc2Z6fSqV0hCSK1eu7GlsQxL5vCKJJJJIIuk76VvLy5fVQqSr8YL9l8lkHE2NNZVYLKbaANPMG42GWkHNZlPGxsZUu2DNmTUTbg/gGWb0wLqYnZ2VF154QUS6NFG+j2XW7SXQM0SLtpkIfN/7/t/tXhDWyJi269PQwDRiXxDGY3h42Jt5Q6SrISKB5/79+xUyY8iO24L7cPgDfuOyED4okH9jTZStUqY4W7aVj5VYq9UcyK7RaATLl/i0e1i7uHYul9MAaNbsbX67sbExp0ik7z72e+urC0FEto8+aM4GKfdiyrKl7gv5QB04toZ9zNG9+KV6Cft27PV6XZPnTWisLl26JL/1W78lIl0kCBbQwYMHJZvNqiXGz5Q/M+oB9wIHRfP8h1g4nen6bC1xwmm+Rq+xtBYvw4Z2TCDMHGaXyl5Qn17St5uXxZkh+/fvV4fg8PCwYse2Rg9XKGVMttlsKoQyMTEhJ06cULry/Py8syByGh3rwMf1yuWynt/pdBRCHBsbk+vXr4tI1+cwMTHhfXl228R8juHQhhUie9hrsfRaDBg+8y3quBfDV7FYzNm8+FrcvlqtJpcvXxaRbn0wxI+USiWFZC012cKqaA9nGWefDMYM/9dqNX2xmCggIjvgN140fJsXb1ZQaELEER/Bwf4/NjYmN2/e1LYxqQjtzOfzcujQISd2B/M/m80qLGSfaS//xl79QD6at82IYceKIXhe3JjUsFcJQcG9xPZtN6r8O9kY0Z777rtPfvrTn4pId37BH3n//fdLqVRS0hcv8BzzZe+Pwpe2PZZ0xvOV0551Oh0n5tKXbSOZTEomkwn214aN4LqWDGLhX9u3d0IY80kEG0YSSSSRRNJ30reWF2dqYO2TIapOZzsLRjzeLesBurGIy1JkC4c18fn5edVe4/G4av0bGxsO2YC1Nmv5sGnu0zZQtdfmSMP1GKaxkA0kBDVYa4S1X3scC0MH7fZ2WRZof/jM/Wbriq1StnpbrZZDaoBjuVwuO1Zto9GQ+++/X0REvvWtb8mf/umfats4+wAEGh2TJPieLMxYi8Vi2oYDBw5olgG2GkS2IWMLs9mEu7g/1zACKzPk+Gb4LEQv50D6SqWiVsnQ0JBDq47H4wpFTU1NyeOPPy4iXXIMwjREdrJDfUHX3DbbZvRdxA1wrVarSjZgLRtznPvDbfFBvIAWfZTtkJVqIS8fRGo/2zHZqyVqIXgfcsKZWrjfa2trTuYYXotsGSZuX71e91Y1Z2uc+4Kgc/zG7gl+1px1BfUEeZ3woQvVatVJOMCWl4WJmRmO8bjb3IZ9vXlB+GEzlbTT2Y6xGh0dleXlZaeAHMMSOK5arWr6lGKx6CREHR8f183v5s2bil9zmhTQwvGAmHnHk9j6OgYGBpy0Osxk5OMYY+YXiaFP6yewVG4ftXt4eFjh0ve85z26AG5sbDiTl/FzG2LAMBCnQuLxRd/xHfyT+Xx+h48IbKRHHnlELly4ICJdKPfQoUM7rgWmH1+DNykWXtgGBgY0JdSTTz6pma75uXF6Gwu9stLBkIyFe/l5W4gXYlmd/Oz4fPi2MB5YdOr1usNuXV9f12oLzLS1fhT20bIvqhdMxvONIdJyuawU6Gw267wjqVTKGTfMo2q16vgKcQ42BPbf4L2wypqdb3bs8XcvfjK7YfnCGtAGew+0kzNX4L3nNHJ41zBPhoaGnCw/HGrD/S+Xy3oOrxfMEuUNrlgsOkpEKFMLP8N2uy25XM7x/3K/cZ9yubwjwz3Pa/6NQ0gwP6PEvJFEEkkkkfyfk761vEIS0oza7bZW2xXpaoLIAsFBgdPT02qdoXwAtLpUKuVAXnB2cpl53AvwU0gsG4dZY8ziSSaTOwJ+cX4oC4SFF1njD7HbZmdn5X3ve5+IiHzzm9/UTBX33HPPjgBSLj8TgnFCWjtDC6y9M3kD/UTS33a7rRYa10BiUgY+M/TKxAXOrcYs006no/1ZW1vbEaQLsSQXH7mFLSrLQLPW1m7n2zZY5zyEcxHC+oUlJiIOsyt0fzuHQiQN+5nhRbaooFlzcGw6nZZUKuVYeLCwOMhfZBtigjXBFgX3je9tn887jdXqZWX6SAg+2NIXq2YtNzw71KvDbxgfHOMbdzw3C6v62o9xRjYW/F6pVHQMh4aGHDgRx+D5+dwYLL68kz6okefUnbBBQ/K/YvMKme+MA4OOjgezf/9+OX78uIh0F4Br166JiMi73vUu+clPfqLXAFYv0n0xsdANDw/ryzc+Pq6wUr1el0qloiwihjdEticEX3d4eFhyuZwzKblInQ/mw0Llw6JxLMbD+n58FOeDBw/KxYsXRUTkk5/8pAN7WFYfw2khplwvphJvXnhhR0ZGHKgmnU4rPb5QKCiDNJFI6HPjBbTT6Wa+ZkgQ0CdSVGHcMQeSyaR0Oh1lMs7PzzsJldkXxf20i5Qv0wI/dygMdhx5THwSgrasL47hJpFtOCnE7LJ9YOm10NtnzIoDrpdKpXSsuWR9Op2WZDLpbF44bmhoyIHWGbLm4FlOMMubgp0Hdtx8851lt42rl9+Pv/NtclaJse8yMytxTjablcOHD4tIF/bb3NzseX/bD/YxZ7NZJ4nC1taWAykyG5V9/XwNTpTAa06o1uBu8v/XBhbBhpFEEkkkkfSd/K+wvFgs1MOkDHZmi4gGCbPDem1tTY+B1oRrMBkkFtsOcs5kMvq53W47GicHYHL6IIa42u22w7bje46OjgZZP1bb8TGs0Fb8tXAP+s2JZDlfn71HKpVSS6VcLiuBxad1cpv4f+4P+snpoRAXxSzPiYkJEelqe4AQWfPDMwQkwjFb09PTDvRriRyWWekTZluyFWWhEu6nhXt6MdXsd1ZYE04kEnqtcrns1DSrVqtquWSzWYeZaVmn72QM7Hd8HFs3mUxGY5mYeJBKpRQqE+miHXjPjh49qp9HRkYUQj5y5IjMzs7K22+/LSLddxOIBksIhuW28rF7+c5eX2SnFWWfL8QmtfWVfkEuQV4n8Kzy+bz88Ic/FJEuIQe5AO0c4jZYaNJamzx3YHlxztFWq6Vju3//fid2leMk+VoWNuxleVmEBOfcjfTt5uVjZkF4oG1eNDysUqmkJeOZibWwsKCTBfeBcMb6fD6v50xOTuqDRr0afmmx8I2NjcnMzIyIuFnPFxYW5O2333bOASR54MABh8YMSKhare4YA36Z2OcVwv95E+Oga87Yn8lknDEYGhrS3Hmrq6veBKJ8/9DLJuJm26hUKs6kZsr18PCwwijxeFwp38xcQqlxMNgKhYIqCg888ID2LZPJ6DNExgpum2/hZgWk0WhIvV7XzZApxSEq9+joqLz55psKd1o6OmS3RRi/pdNpp/w7vh8bG3MW+Hg8rsxZGxbBi5ZVpPjZcRC6XXSY6cnji82LN0zcE/fZ2tpSxuSDDz6oPtYzZ86oUrm+vu4skKVSSQP7uUhlNpt1fKa9mIR7hax6PQcIv2OsEFgWHcPheMeTyaQMDQ3p8+FA4qmpKV2D2M+H+4SyjKDNrKA1Gg3H58S5QTm3Yblc1vsUi0XJ5XKqBOXz+R1UfhE3nMQq1jyGnDQbyj36fDfSt5sXWwrsbLSLgsW+8X8ymdSFjyPA2VeCB4LfisWiLqLPPPOM3LhxQ0S6GeIxWeBbQ/JJTjM0PDysD+zee+/VjAkTExNy8uTJHVHxIl1tM4Sl2376tBtOPdXL12FfePBS+6QAACAASURBVN4weWNsNBo6PrVazbsxhiYxroc2jI+Pawqo6elp3Qjr9boUCgX1I/JiYDdfHAPrF9eGPwtt5kSlNkEua6++zBU4TqQ7V7LZrNcZjfNwPI65dOmSPPPMM/Liiy9q2zj2j8WOpy92yApryByTF4/HvQsdL4Bov0+DZ3SBFy9rwduYOGx4/NzwHuA4W5QUzzGfz6tlPTs7K9lsVtMrvfnmm87C5yPnYMx8sVk8j/l7+wythHxaVkkOWdDsp7YhCRyjtxv5Aj4yntdsNXK4Aa9z/Hy5nbyR8VxvNptO6IpVkn2pvGDt+ZRpRlhisZiGpkB5uVOJfF6RRBJJJJH0nfSt5cWw0PT0tBPUy8Jak4UAoU1ubW05Pg1ogdBSOJsBigO+9dZbei02hVOplIyPjzswF5vzgHSefvpp+e53vysiXWrqzMyMapybm5saxHj58mWHsYX7jIyMOPBcSJiCbyFEtN1+Zs0clhf6gBpnIjsDqCG9rASWQ4cOyauvvioiXegIrKqtrS1pNBq7JvBst9tqUVkqNuASka5WCG1vfn7eGU/2X3U6HW8mAmuFNZtNhXVtSIRPS7/nnnvkpZdeUr+dpU+HfGGsTVu6sc/iRaApMww56wnDODzfQ/4rC4UxSzSUgLfZbKplzvRva21yUuZms6lzKp/P6zwol8uytbUlc3NzItKd85///OdFxPV/LS0t6THI9OBLXstjZUNIfP4kK7yG2HHywWb2PtZvxPPNBmP74H1Q231zjPtWr9cdy4vnm803yckV+H6bm5uOBc/Pnv1nbIWFUB1rpQL2n56e9h6/V+nbzWtiYkIT3p47d043i5MnT+4gKIjshBM5M8Lx48f1WuVyWV8eZIrgis1sfvOLjWttbGxIp9PxPniuxPzGG2+oTwfwDEfMg0Y8NTXlzciMlFRoD0MnIr2xfR/1PiQcQyTSXSAxPlxDyFL2Qwtys9nUvrVaLXnXu94lIt3NCxDi6uqqLCws6OJkHeAMaWLzymazEo/HNXZvZmZGqf8vvPCCA73wnLDxddxuJuHgPrlcTk6ePKlJg3mO+fxCON/ChAz3+AgugDAZ3mMYJ7R5IZ4RxzGUbJ8DxoD/sj+P4wqHhoZUMaxWq078FTv+0+m0k0GB526tVvP6CpvNpkMHh8/r1q1bzrvFWWjsc4LPC+3i2DBWAPizXRN8PhgLFTIRwiZ47kWsgvC60G63HQjbR+IRESVI5fN5OXDggJNs3BdysbW1pd+n0+kd85pdCj6p1WqyurqqIQpjY2NOuBArf1zLLpRiLh7fTpHHG9nS0pL3/nuVCDaMJJJIIomk76RvLa+5uTkNYn3yySd1l6/Val6zutVqOWYuM59Onz6t8NXW1pZaAMgQAI2GtWe2yBKJhGr8P/nJT7xZAERc9tby8rIT2CmyrRElk0nVtizFmanl9XpdNbdKpaJwjaWQs7XI97EQgk+L42Bpka7WzdoihDVPC8EwPbdcLjsZST71qU+JiMinP/1pDRSfnZ2Vc+fOOfnfcE+bTBRa+vj4uKRSKWVznj17Vs6cOSMiIl/60pfkZz/7mYiI/Ou//qveG9ovQzRsvXJALKzAyclJ+dSnPiUvv/yyiHS1YrSnWq1q32ySVM5KYinXEEucYAh8bGxMXnvtNREReeihh5zng3sVi0WJxWJODkPOQ8n0eEsOQL9LpZKTlxPPdGRkROGe+fl5h47NfeNQCp4DIOHAKstms04CAVhes7OzalkAzmcSDdcqQ3/S6bS+f8jrx3kTeb6wJctzm5+7SG9KvchOWNlaaD6SlS3xghAZkZ1IDhMcwDw8f/683H///V7kg8dpZWVFyRBYI9lKhpW6tbWlawb3s1QqycLCgrbn4MGDOqdsEDrnTOSyLJbMgnep0WjotbDm3qn07eb12c9+VmOMkDxWxJ0ElgHEuD3HbCE+RsTFiy10IyIOHIHFZWZmRv7lX/5FRESOHTsmzWZTYUhug024yS9vqVTyQkQMazFVvlgsOgvvXmin8G0wdOIT30bEvoK9CC+OPH4cP1KtVnVB/PWvf60wwsrKimxtbXmLhdrNC74nke7LyLXXmK2IZzU8POwsEgyddjodZzNnyJT9Vb/5zW+8cXxjY2PqWxsfH+85zjYOxye8GLz22mvyla98RUREfvSjHznHsLASYn0V1kfD50AsFMQKGtJ1jY2NOcVUc7mcLoj79u3TUAr23dRqNdna2nIgeDw7hr/GxsZUUXjjjTdkenpaTpw4oW1jXxa/P3gvsJnzb+xX2osP0Y5nKCbMsgt9Pq+9hj/Y6/BnbDD79u2TWq3mrerAik46nXbmBbdVxM20w+E5kIGBAWd94zgvWzfMjptvfeA1oN3eTp0HheNOJYINI4kkkkgi6TvpW8vr5ZdfdnKjcewCM2CsgxiaQjqdVmjhwIEDqt3U63W9VrlclqWlJS3BMTU1pZAGZ5e4cOGCmucXL16UXC6n8BEHQI+Ojur3lUpFNZtCoSCrq6uOo91X86rVainJY2VlxSk9wk5zKxYiYmvNV6rEMrF8jER7XKg+Ez5Dkzxy5IhmTLj33nuVvbm5uamWEuqucXVraIZsXTGEIdKFOwCpLC0tOZAZEzusY9wXKxOLxVRjz2azGrdXKpXkueeecywS9HVyclL79vjjjztsuF6yF439wQcflB/84Acisq2Bi+xEChgeZC3YBilbFi6TDTjfJJ7Jq6++qoHE7373u2VxcVGDvDOZjAbbzszMyGOPPSYi3efIcDHmLgRjzQHqrVZLTp06JSIijz32mMNuZWjMlh1hy4uhVGadMqJhrYG9xHnhPHzns5p8v92J8PmYR4cPH5ZKpeJAnIzKcNC4zaDCz9dHSkICX5HuONsxxTrDFdOthRiKI7VB8Pwu34307eZlaZps1nIdGqaWt1otfek5WzuSvoq4Zu3Bgwfl/e9/v55TKpWciYMHiuJtIl36N29YnGEDkwL3YUbQvn37vAwlfvmYBg0YC2IXoBAcgXvjf174fIt4iKbO18E5LPblxeQ9d+6cfOYznxERkRdffNFJ14VxRvAl4+lYRI8dOyYf+chHRKSbmQQ1v2KxmKysrDiQGV4SHtuxsTEH+rXj4lt0OBi61Wo5aY4s/ITz/+u//kt9P5xxwo4bF5n0PTO+D/pjA1o5FKPT2a4pZjPo9/J18qKD3xYXF+VDH/qQiIh8+ctfVgUgkUjIxYsXtQ0jIyP6nmUyGUcR5AWQU1yx/9bWYcM5a2trDrzO4S0WGkSfLWzI0GUo6Hu3zWs32Q023Mu5dtH3sVEt7M/vKfvZh4aGHJjdKpYYm4GBAV2nisWi4+ssl8uqNNRqNWd95bHl1FehMeRn6GM93qlEsGEkkUQSSSR9J31reYWYcrFYzHFCAs6Ynp6WUqmkUB8Hmr7yyivOtXF+Pp+XX/ziFwr1WQcjW1fQjkZHR4OOcjhCIfh+eHhYxsfHHUcsApavX7/u1ETifIrValUtAmZPsTlvISK+rxX+vZdW5LM62JIEOQZ94UDRY8eOyfPPPy8ios9GpDvW1oHOMCi0wkajIb/5zW+0b5xncXZ2VqGIxcVFDYIcHR1VLX9yctLJ2RbqG8ejtFottcZRrwrPkZmXCwsLcv/994uIm38Qx/D4WvgVY2itb44hA0RqrT2M9cjIiELQ+B9zPJQWCJq9L7ehyLZGn8/n9d3Z2tqSdrstZ8+e1eMYngJ0y9o4IESGxtGfyclJBzJmuDWRSGi7md2WSCSUhdfpdBTCtHFelvXJ89WWUdmL9EI0esGIVnyM09A5/KytlYg+YE6LdAk0jNZwULqIOIH9eAdLpZI+j06nI5ubm/obw7o8dyzr2JevE9dja4+RqLuRvt28OHM718aybEOIzQbBrKrTp08rdMjlsHEtNs19G2aIuSWy048SOo4DSsvlsvrQHnnkEfXx3Lx5U++F/jAW7WMh2dx2vFDxwmczcXBZdd6M+HxcA8IvDBZ3YOS8aIR8c3bh9lG7BwYGnCBnvIiA1fj5oA2rq6tOclMck0qldtDkffnpbDAp59Lkz6y08BjZZ81zx7eJ4Ri+tl2wfAzYUqkkAwMDygrk8u18bfb3YDHBu5DL5ZwqCpxLkDcoy9LkdvNizv3j/zudjpNVA8+HFTLk6OMQEjz769eva+gAF4kF7MhwpfX14v57YRuyhJiHvT6HxK4J1g8bEn72u7Ek8df6Pvmd500FjFH4GX1zWWR70+HEvuAa8JzwjS9nU7kbqFakzzcvjvq2FYbxmTU/1myHh4d1oD/60Y/Kj3/8YxHZmZyVYzPY/8STwC4MLD4tyYp9udLptGqfc3NzurAMDQ05mRBEtieS1eL4vtY/4sP6R0ZG5NKlSyLSzVLCbeYNZ2NjQ7Px79u3T4kMLJzCBhoub6a+go/NZlNfHhBoWIPnTRt0dMbsO52O46jm2J3NzU0dH445W1pakmw2q5Y1z4/QOEFJ8FmxPOa82LMF5btPSDNnWjLPHR7PeDyu/VlcXJTDhw/LfffdJyJdIhAUH9zL3hNjiGtwBoelpSXHl8J9Zv8V9936kqyPyVpC6A/7rHB/PD9O44b2rK2t6dzLZrMacoF78uZl22jbaX/rJaGNyaeg3I34lBvbxl6+Ooui+MIkWBGNxbbjA1EBgBVWbhdvXkwYY+veKqw8D3xxoncikc8rkkgiiSSSvpO+tbxGRkZ2pOOHMC7OmgBrZK1WS1lg169fVx8TawWwGqB5VKtVJ0MHtHxb8JL/2s/QPH2woU8TZKsjl8s5fodUKqXWirVu+N42gBlaUL1e1/5cv35ds1386le/Uhbg8PCww8CcmZlRtuDNmzedBMXcd4Y2+K+FW9mfAV/Nr371Kzl06JBagI1GQ/t98OBBZRteuXJFoaN2u+0EZ8bjcdXg5+bm1LoaHR1VP9nZs2dlYWFBa0QxjGqfGbOlrF/Vp2HavrMmakMR7PiJbId5MLznaw/L8PCwxGIxtdrb7bbDIGMoGPM8lUpJo9GQBx98UK997733ikg36wlka2trRz5EX5gF+wrZ+gXEzdfg2mscSMzZMTqdjlpb99xzj7aTw2N+8IMf6HOr1Wo7Ms/sxgL0WdG9gsft+b2+Y7EWd+j8kDXu83n5hOeXtbysFQaLd2BgQBnM8BszHI35zvMunU47LhoO3WGUii3uXqVf3qn07eZ14MABL8TT6XS8fim7ecXjcX1Jn3/+eY3FYYcihKnVwNzj8e3Kp0iSC2F6a8hJzG3j4+094/G4pquCo1yk+2JPTk4qHbvZbCqcxj4Ne02eSJVKRfs6Ojoq//mf/ykiXcWAcWnetGdnZ4P3YUovL3AWyvUVsEN/REQzKnBxTBxXLBblpZdeEpGuLwvPbWhoSDPt49qccuiBBx4Qka5/E87tixcvOgSaoaEhL6TRaDR088Y8Qtuy2eye4oisn4rjmnj8oHhVq1XZ2NhwqnBjvgEi4+uIbFcawJjkcjknpILHE2OTyWSk3W6r4nLjxg0dk+XlZYcibRcq9l0yRIrvuTgoHP1MzMCmBMUR/cE7WigUJB6PK+mk2WxqQuTHHntMY+r++Z//WWt+NRoNqdVqOn9xDVybF26GTjn7Dr7jflkJhVX4xEdqQht8n33/8319G6sNj+H22zAIzCP2Pw0MDGg8K/yGeE84ld3g4KAS13jzEnErB/D8b7VaTjJhfpfuRiLYMJJIIokkkr6TvrW8RMJOYoiFEiuVilOhGMSD1157zYHcOKcdW0WdTseho3OJCG6Tz5GNz6EAYYYn4/G4aq/z8/OqFf/O7/yOvPDCCyIi8o1vfENEtokbvbQ6CIgD3B+GXgFB2vx2mUxGYcR2u+0kAIYWx31la9NCINZKtqw+jCdT/HkMrcMYWjlKn/MYcDkPyObmplPaXmS75MT8/LyOO88Dy6CzkCJbT6Eg2BDD0F4bkM3x48fliSeekKtXr4qIyLVr1xSiZeKOvbd1yPvmG0PJ+/btk3w+r2QdHm9GIDizgoWurAUObZzhu3q97mj6zCrEd7adIjurdQP5eP3119UCnZiY0HFDIl4fA7SXpbRXxuFexNLg+b3eS1t6wYZ2Xvmsut0gUV+ZnHg8rnMikUjI2NiYJvedmJjQzxyQzmVtcC9ffbJYLOa4Vvj7u5G+3bxCFFx+ier1uvo6ZmZm5NatWxoPsrm5qQvv9773PScWyzLIeJB9Wamr1eqOSenLTMGbF0/kdrubQRwbBm8k09PTSpv/m7/5G2fjEBHHp+CjxzINGhkPGEbxwVIM/TD9HH0FzDMxMaGwFGcyYLw79CLymOAvNmJUAPAxl9h3k0qldFO1z419L5lMRn+D7wzHiGxn3n7xxRe1vhgvmrFYbIcvjNmHPiXKtxjyQsHH8fPAfF1dXZXvfe97Oo6nT5+Wf/u3fxORbiFTTlMGsfWd+L2wCyrOP3jwoJRKJY2dO3XqlD77oaEhnV/lclmvXavVnIWr1Wo5ixaEk7uCvo7NrFarqdJnoVo8t2Qy6WTP4HRCb7/9trZtenpa/XyYhz7lyX62lPS7hbFYdlNUfBk1fO3kEBqsHz4Fie9lIUQWXoMspMiZ50dHR53NC/NyeHhYN69EIuG8D74+oT0cVwixmfzfqUSwYSSRRBJJJH0nfWt5WfjJx7TLZDIa54I4LmgArVZLHdtTU1OOFQXt3Abe8T3Z0vBpOZbtI+KSQWz8F2ulnFy4Wq1q/r5isegEFbZaLbXEOHmmjTeChssWFX7z5YfkuLlarSYnTpzQbAqzs7PyxhtviIibRcJqgT4Iw7YtFGuDjAC+xKlsUbG1ZWPyGKoYHx/X41ZXV51KsBwIPDU1pWPFMJntj50Hvv74tPgQw8xn2Yu4pVyWl5c1rqler3uJMrhWKNCa+wIoNR6Py8bGhlPyhcvucPJbZtpyvE6j0XAsLGtt4TMzDGu1mjrut7a2gtAa94FLCnF/OFgdlgWzendj8d2J9AokDh3ngxLfCVSJ98AH3/pIXyHxEYfYDZJIJGT//v06J5gYNjw8rHOHS9QAZveVqbHviO/7O5G+3bw4I4TItsnLsBhnqjh79qzcvHlTadGtVkuLHR4/flzZV4uLiwpBgCHFjCsODmZ/E5v29XpdN5VkMukkIOVihcxiLJfLO9hcEJSzL5fLO5L8AsJjeJCL1OXzeZmbmxORLkNzZmZGr8vtZhYgv1DDw8Oyuroq//Ef/yEiXSgJaXkajYY3iBXX833fC5rhRcbCI/g8ODiosAVnos9msw7zr9Pp6HiMj4+rQnL9+nU5duyYiHRTVcViMb3ewYMHVdmxjNGQryIE3fggQzw7phvzgsrPA8oEjr106ZIcPnxYRLrU5dA4hoL0Y7Ht8IVkMql9Hhoakps3b+rGODY2pvDc/Py8juHAwICTJo1TrTFzsFQq6abEGxmeJ/vA8I5sbm46Ch6k1Wo5gbDDw8NOoUteOBk+teO+26Kez+fl3e9+t/rAWZHrtUmFrmv9dj6lzrYt1E77nHslI+BjmHFtj8c1uJ/tdluh5NHRUZmcnNTNa9++fU7iZS4oyhluqtWqPlOeyyLirE0M3d+NRLBhJJFEEkkkfSd9a3nZnGWs8fKOD41sZWVFSqWSlzlomVI2X5evPhh/z3E/iNUB4YJhRw7i47xz2WzWKQ2C9ol0NRbEeU1OTgatGxE3ZRR+O3r0qBw/flzbxnEemUzGIWxw7TNfADZ+42DXUMkUyygKMaFC8BvH+7AzuNPpqGWQSCTknnvuERFXy8dxGF8mVYyMjChp58KFCzIzM6PplKampvS3kPYNWAvtrdVqPTVw32cbRMoWt51r0HgHBgYc64ahI4ZqLBHBB223221l7a2srMjo6Khe+7XXXlNH/dGjR51gX2jV165d03mO+/rqbNmAbbYSGP5lco6PMWoJQyLb7EXcZzf2nh0Dhicffvhh+e53vytPP/20iLiIQi+kIERQCBF1fEmyfZYTP0MumYP2sMXJRDW2tuz750M/eFz5dxvHNzw8rPOFmchM+Gq32zI0NOQks+a5x/Oa4w3vRvp282I6LGO/HGw4MDDgvHDLy8tOAKUvkzb7SvDihOqG4T7sOxoaGpJYLKYQD7/M7H/ilzKdTksul9OFotls6qY7MTEh//M//yMi3ZyD7INAe/E/JsPIyIhuUDMzM/LBD35QRLpl1S9fvuy8ONwG3HN0dNTZdLhGGi8UtlaQDz7DNXxMO1yD//L37LfAfZjtePDgQXnve98rIt1sH5cuXXIWQQj7r1qtlsJf09PTkkwmlYL+h3/4h/KrX/1KRLobOycAtosMPwefQrEbs8y36fNigPNZ0QDcEmL3WZaZZbdy26Es3bx5UyYmJvQ9+eEPfygf//jHRUTki1/8om7mq6urCj+/8sorcujQIS0aaX127H/yvWM8DiKusmX9mLyQMyOVC0722rzs9z4l6sqVK/KBD3xA55XdQEPX8o2t79iQrxN98h3vm0cYT1ZcrIKwm/DcY8XJziNWckdHR53QGXwW2d4AUbeQFVsfJT8Wi6liDxfOnUrfbl42NgSLOWeNaLVa6vOamJiQkydPqk/jxo0batEwxZhjl3ybF/ucfBZZrVaTw4cPqw+NiQSDg4Oq1VrHa6FQ8L7o5XJZI9/5JQVVmduN8zOZjBN/hUVncnJSVldXHRovp31BOQ8b09NsNnVjtfFXfByEXzAsQGzhcaol9lXal8+nkKTTaU3vlEwm1T/ZaDQcanepVHIsSVyr0WjoJo2MKRi369evO2U2IKy0iLgUdGRyx/dc3cAulLwI+67Fn5GtAErD6Oiozld2hvcKS7DEBd4UbGgJ2sQkp5deekmrLVy6dEnnCuYwCE+2cjEXzWRFh+cvvzNs6fMYghDA7wU2Wf7ehgiw2PhHHgOeX1xNwsZM+awXqyT08veGlJhQbBm/LzyGeF98Vi5XRed7WoIYJ0G2cVr2/ph7XASUP/MaaMfBGgToO1vMp0+f3nHvdyKRzyuSSCKJJJK+k761vIrFou7yqVRKLZ3V1VXVRpaXl+XRRx8Vka7G/6UvfUlp3uVyWZO6djodR9sDFRSahS+/G2sdrMEsLCzIzMyM/OxnPxORLl4MiCaXy2leMBTnE+lq72tra46GBq2lUqlorr9Go+EED1v/BjTeTCbj+ErOnTsnIiJf+cpXZGtry2EV4rjFxUX5whe+ICJdSw1JcpeWlqRUKqnGy7ABa8+caYLLv6ONHPjqo1JzvTXAI2xt4fPo6KjM/H+MybW1Nbl9+7aIbCdaBhSxsLCgxfT27dunDDjLkuOMAefPn9fEr6urq3Lz5k29P54hrAyMx9bWllcr5STBsCbYR+QLUq7X6+rP279/vxMoevLkSc22sbm56YQ/sHVlrWEOPA1ZAAzZ5nI5HdN/+qd/0rGemprScVtYWNjhI+Vcj2Cp1Wo1BxHx0fsxBpxQGagBcmzC6i8Wi/qeWwnlIrTWKL+/nEGlVCp5i7nuhREIK5stJLYwMd6MAMCKYnYpW0sYAw5dEHHfGWuB+4LqE4mEY51XKhVFKzKZjEJ4yWRyB1wL4f6wRcbB/4BaeY75zmm1WmrZw9d8p9K3m5f1tzCcB3/TqVOn5KmnnhIRkWeffVZGRkbk2rVrIrKN0Yp0Fw1bQ0hkGxbDA7IwCPubeKFdWVlxMttDrCOWJxhPHot5M0bNUKUdD84Q7Ttnbm7Omfxs2sfjcfX9LC8vKyX5iSeekNu3b+u42dgdLCx8LV+qGo6jY4LBXmI9GF7hhKHNZtPxxdVqNfXDDA8P6z3X19e1bVyvqtlsOrh/vV7XlEPNZtOBeNFPhkRFdtaSs9lZIMiigjHhxQ3X40S6iURCqtWqQ5jgjYhhpdACwmIXV7Sl0+k48XrVatUhFWFsnnrqKfUBHj16VM6fPy+/+MUvtG+8OHJ1b4arQhlIQpkuAF/74qNC0osIwd/b7OY8D0JQYSgGzSqRIuK8f3xv2y5fEnH2FTKE32tjtnMKgufK2WY4vRqeqci2KwZhN1gDjh496qw7rGzx+oZUciI71wPMCYQ/iHTXI2S0uROJYMNIIokkkkj6Tv5XWF6pVErhlrffflvrQP3xH/+xQkIiXYc8gjFHRkYcpg2b4qyRWcejTwtk62hkZERu377tkD7YCmFSxfT0tLbLUq7ZQvNpeD4KLWtZfBzG4O2335Z0Oq19YCd1KpWSCxcuiEgX+gHMdvXqVRkbG5MzZ86ISBdOAyur3W475Sy4LdYyZMuJHc4hsoEVtnjxrNvttsIe5XJZzp8/L3/wB38gIl1nMIK7f/SjHyn0+sEPflDhN5R2wbUrlYoGqk5OTioNf21tTYkLtj9seYWSCaPd0GzT6bQD6+K57d+/X0kzi4uLDkmiWCw61hLOr9frDhTG/bEEA/6fIbJkMulAvtCmT506Ja+//rqIdK1XQHbPPfec5HI5efjhh0WkCy0Datzc3JSFhYUdY5PNZmVoaChIUPCNLSxztjx2s7x2uzbfI0TdF/GzRntBiNbiDYWGsCBRNj5bYobIzjCgXlYh3wfXrdVqTqB3LpfTdwbPXqT7/uCdR4gG1sqHH35Y516z2dTjVldXHWsvm83KkSNH9HqAtovFolNjDujCyy+/fFeWV99uXkzFXFlZ0VimD3/4w8rO440jHo87JeQrlYouDOwH8UFZzI7zQR0c5yXiTkQbxwOa9uLiomaIP3HihOM/Yv8IbzYMw4BhibZVq1VdHHlsePIDiuLrMdzK94eA0YTFcnV1VRdym6YIwvAZFACGpfhl9BVVtBKiXHN6rImJCfnsZz+rSsOVK1d0PO6991497tvf/raTNop9N6xcFItFXZCZQQfhNvgUDbSb//KYcIwhF/2Dn61UKu2AnNjvh+ww6XTagYvRD59wTA7GBhkTeF7hc6lUUhgIdbREuhvRxsaGwszpdFr9i8wcZCUKD5xzpwAAIABJREFUsGmI3RZKacVznseQJZTNwve/D4KzcNteNggfm9R3Dt+LExBb/6Sv3/gcihvjNtvMKtb3xMoj1rpEIuHMUU64y3GW+Xze2Uw5npTf3/X1dW96NXbLhOJC70Qi2DCSSCKJJJK+k761vJrNpmMhgA02MzOj5u6JEyccTYDzajWbTWUVrq2tOZkVWENleNImsrUlsUV2wgnZbNaBmKDZHzx4UK/7iU98Qv793/9d2wOigEjXWYo+VCoVh2xRLBYd8gFM83Q67Q3GRvsgzHSzWj5bI5VKRf9fXFxULTyTyaglaeERjAesM/Rha2vLm02BtUNYuD7nviVB4HksLS3J1atXHfgLY3DgwAH9/siRIzqGyAHJMConmwU8Mjg4qKw7m4CUYTurcXPMC5NomDDBsrGxoTAsCEU+zXpqakqDqR999FFtC5cMscKwWLPZVAgwnU7L/v37d0DQIl0IEHPyl7/8pcbXHT9+XI4cOSJPPPGEiHSRD8SglUqlHfAlxpNjkSxhyWeRWYuDYybZIvFl8uD54utbvV53iDaMPIQsJ56vnEvUQpDxeNyBxrmsjCVycKwZw79sIdpr+xh9lqRlM+TgerVazamijbHhMkx4b7C2LCwseC3QZDLpICr5fN6BHjm+FeczE9pm73mn0rebVywW0wWxXC4rG65arWpg8oULF9Sv9MQTT8js7KwuvEtLSw6zkFOehNhbFioIBUaKiD6glZUV3Uwt/IUJduvWLSe7eT6fV+x4dXXVy85rt7uJMDmFko8RxJsCjx3/9UnI78f03IGBAZ2slhLMLECMpchOH6DPn4fvfe1jCJJ9drg2+8Z8/bFMwV5+NzCkjh49qqEDmBMhqJDbaRmFTM32wWS8UGHMOcM7Mx4nJydFxIVnfJCML4ODPZZp7MwwFNmGGkdGRvQ+CE4+cOCAtoH7ikXJKie+d8s3Bpx6ixUFX6YTKxx8jOvxe+rLqI7F3rcp9PJr2QBvvieE083ZTTp0H/aDclCyL0vJbgKFge/DSoOtFIDv+R3mhNc2jRtnmqnVagrP8zzgtaFararbAS6cO5UINowkkkgiiaTvpG8tr2w2qzDZxsaGasa//OUv1dI5cuSIWkDf//73pVQqOfAVWy3WIS+yU8u2n33MMlgqcGCfP39erT8LJ0DrQU4+XGdxcVEee+wxERE5d+6coxGytmfJJdCUGEJghqS1FEPWTTKZVAjq5s2bMj09rVo2B56iHyKuFsfEBwt7+JKT7kV86W0sEzSVSjmsKIZmmMGG71Op1A5yC8OdYB5+8IMflDfffFOPqdVqSmQYHR31EgY41s2Ov+23hZC4b0zIQTsLhYJCeFzxmdlrtj0i2/OjWCw6kA2X0GH4iuHj8fFxtbKBXoDBydaNTZtmczVyn3leW0sfY2DTQ/ksL1+cmCVUQXzwF95rH2GjV9xcL6YsX5vhM3sMzxF+Z7iquEUNQqQXFmtx83iE0t0xsYstr1Qq5QTC83iylcylceLxuBNI74MI77Y0St9uXktLS06GaX5YgFc2NjYU+qnValKr1XRScACoyDbMx2waLLQ+9pTdvBhvjsfjTmJdLPYc1c8vqYhrtqdSKWWdbWxsBF9ym9/NJhS25+ClDlF/IRsbG+rj+dznPiflclnvs7GxoWPAAcOZTEYVAAsNWv8GJEQvxkLiC+DE5oHPvtx9eFYQHieMHb63mxcfhzGYm5uTn/70pyLSrQF2+vRppz1207FtQ1sYbmWoz7e4Yn6gr5ubm95Nm1mI2Lz4ehwOgsViYmJC6ezNZlMKhYK2zWZawHhsbW1pP0dGRmRwcFA3M/bFdjodp+Apb4qsIFq2H8NSNt8lz9+9BLVbJdOnXDDEjDbwGuKDQS18zj5v3syazab2lWun5XK5HWsGlCVe+CuVin7mpAA8T/kvrucL6cE5DHP7YEN+L8EY5cS8mIecGYjZxp1OR/1euB+vW5wQAoYG1rg7lb7dvGZnZ71kg3g8rgtqrVbTF2ljY2OHdgOJxWJKkmAqNxZQn7/G3pM1mIGBAbVcTp06pZagXegwYRqNhhb4w3GXLl0Ska7PzLcoW39cPL6dVif08tqNyl4XY5PNZnWCfec735FTp07Jxz72MR1TJPrN5/NKdBkdHVWHL29kWJzteOFvSMNlDZ6xdaaZo4inSHfDHxoacl5SzlLgy1iAhdJnSbJjWUTky1/+st6f/a14ZhC28ELEH/7MvkoeJ7QD/eN0aNYnwpYX+9pY8arVarphnTlzRhcOLDjs+4DwfZaXl/Ud2b9/vyQSCZ0jVjHgeY0NLpfLqaWLdrPwM/GRe9AeVkp4I+A0S/zXt0mJuJsNUAws0HbzgpVdr9ed1GZsOTC1vFAo6FiNjIzoezExMeG0OZVK6XH5fF7XDE4/xps5NnL2gdlyODgOgt9DmxenNmOftci2Qj81NaXPsVgsajtZqcU7AX8ob/ocanP58mW9PtaOO5XI5xVJJJFEEknfSd9aXjYo2CeWDWPxdPY1+KAWH44cMtkZvuOsFrdv35aXXnpJRLqQ0wMPPKDHQauenJyUGzduOLAANKZUKhVk54V8Vrbt1p/gY0laFhb3c3V1VZMYz87OKi2a6d6sIdZqNdXUALXw9Rje8PmIABvacgu+z5ypgoUtToZUbaFN9ilwuZRUKqVjcvz4ca2JduPGDXnrrbectvqgQvyGvzzme/X1WUiQc9IxtM00aF/IAY5DUuhCobAD4vVZ4z5IF/1kPxc/e1xTpDvWoNpDy2dLgOccw5v4jITXPsvJsvOY4cgQMrN4MSZoM8vAwICDFvC48725b7DIgLzgOSDwW6SbiBqfM5mMc3+fjxL34efBFju3ga17W9DT+pnZIvWxpy3DlAtLssXJUCGjG8gAwxArLGgR0TXjzJkzmih8LxBwL+nbzavRaHjjSexE5c2Lf/fRkiEhKMuSDyC8ACL+DC/p0NCQFkzk72u1mhICTp8+LS+88IK+DENDQ9o3rsvFMjExIa+//romooXvQqTrXPfFEWExDBEM0Fdk4sDvi4uLCjnl83n9bKsqs/MWm5ddFHkB40zydlNl/2CIopxMJnV8OBaH7yvizpXBwUEd5+HhYWeDqFQqGgPDDutKpSLPP/+8Xi+TyTjwLZNwmKpv51Fo0wpR3XmDYP8Ezwn2MSHBLsNfkIGBAQ0hWVlZ2RGXGFr4fJsalCAfkYI3ak7uurGxIdeuXdOFfN++fXpt3rDa7bbju/WRMdAfXoQ5NIN9nDau0LeI4/lw3JeF50PtwbUYnmy326pUcZUKVohwXZ8ybMcbgnfXF/7ARCT7DBmCt33zpTbDO8K+Wl94CvvW6vW6FAoFZ6MF9Dk2NqbVPP7oj/5Ivvvd74rItk/5TiWCDSOJJJJIIuk76VvL69ixYw5z0FpYIq410SvAz1pTltLK12PLDffnPInZbHYHvRVtSqVSatFwTrxbt27tKK0BTRLWgW3npUuX5Mtf/rJaBMlkUunTt27dUo2Xz/MRNnyUdlsziFmaDA2wFccU9kql4mR7sPAgw0IYj0Kh4ORWtFYYWxuwdMbGxrSfCJBkbZyhXB5PwGeHDh2SWGw7G8ja2prmDGRtlR3blnAAlhW3AZ995B6Mh88a6GXpV6tV7evExITeh0uloIo4k4/wHFKplBIHcKzvnqHPdn7E43G9HtfZSiQSammMj49rEtbTp0/LiRMnNJnA+fPnHW0ewpYOM3Ax9hYO47/o5+DgoFo+ExMTDisZiMD6+rrjNuCaU/+vvS/7keu4zj89Mz3Te/fsCzmkScqiSYomLEsWJNk/KXLiGImTOEFiBH5LgLzkPQ9B/goHyFvilyQOEMBxHgwncpBFXiTHlqDF3MxN5Gg4+9LT+zbdv4fGd+arM3WbFPXUSB1AUHO6771VdavqnPOd75xir5K9OAtHYt5MTEzof/g3EyGYbcioA7edGcIM51lhZjN7PnymIHt0uB8jDz7yBhNOxsbGJJ/PO1V60F5Oq0gmk/r5wYMHks1mHVYi3tX6+rqmC929e1crs3zve9/z9vFxZWiVVyKRcGIXWIyNRsOBjnjiWSXlg3F44tgYBjN9Dg8PFabb3NzUvK5MJiONRsNh52BTtufnYOIgh4g3NCyMQqHgKAh8fvbZZ+Wdd95RhRWPx+XKlSsiIvKzn/1MN2j0A31jeITpsVE04E6n41BgRY7YSAzLchkq3mQYExfp57ChOsSnP/1pLYe0srKiY4NCsdh00um0lqHiNIRUKqVQWLFYlNXVVT1M8uHDh/rsarWq47GwsKBwxYULFyQej2t77ty541UkrLygpHmDhYKoVCr6d4arAM2xEcEbCCtmCyNhMygWiwq5LS8va3WCarWqY7u2tiYnTpzQ/KuHDx8qM3R6elqv5znNBp4VVlhciaTdbks8HtcqMCsrK8oyW1xcVIV18eJFhcyvX78u//7v/673zmazGgexz/SlhqANDIlyBQdIOp2WfD6v7/vs2bPatvHxcT2sdGtr69j7wbqo1Wr6TlkRTExM6LtiyDqTyUg6nVajYW5uzlE+fHijNbjxO44rRcGTVqzxGMUwZsOY780KW8Q1aObn53U9MnW/Xq/reHPVlXfffVf+4A/+wDFG8Zxr164pW/f999/XffN3fud3HtnHQRJgwyBBggQJMnQytJ5XqVTysvMsQw0WiI/A4CN6RLHx8Hu+BlYLjtYQ6cMRbE0z/BSLxZx2cmA7m806NdAYwmBrnKGbWCym/arVanr2EnulNskxKkOeA7EMASIvysdC4/Fl+Iu9JtTKQ4WOM2fOOEmoGLepqSmHTReLxdTySyaTCkWxxc0B8F6vJ5cuXZL/+I//EBGRV155xYHwcE2r1XKsyGazqc9tNBpeL4ShI+SMsQfOY4Xx8FUUsKxPXAOLl61/ETfwn8vl1PusVCrah0ajoXPl3LlzMjIyot5Wo9FQbyCVSnkZbIDpGLLi+cEeJnuLjUZDc8UqlYp6Olx8+s6dO3Lq1Cn9DTP/qtWq5j9ubGx46+BZggK3jaE5y1ys1Wp6Ltorr7yiHt6PfvSjY0QG/J/z+pho0m639f0yiYfHDHmNvsK+jE5wTiE8Lc7n49qVvvVm5+agfYrnGrMN7X0ZXcD8QkUNnuM+VIVrYk5PTztHohweHp1fNzc35+TUoQ1ADJ5UhlZ5ra6uelkz9vwrhr+iXpyIGxfigR4kwLgnJycVxvnoo49kcnJSIRWeOFy9g5VaPp+X2dlZb0yOlRcv0Fgs5lR13t7e1vPBTpw4oYuMq2AANsR3DKseHh5Vv+ZxA4zjiwN2u+55YPwbZhrF43E5d+6ciIh8+ctflqtXr4qIyE9+8hMdG8B/IkcVCmAAdDodBzbEImfqMcb+i1/8ooi4RT/Hx8c1PtNqtfT6UqkkhUJBN16uZoK+2/HAovaV8rHU9qgYK+6J//PZWrw5tlothaOffvpphUuLxaIDz2CcnnvuObl586ZWA1lYWFDlEY/HHcjLsiXxHLQF3zE1nOMztVpNE+kLhYKyXjlx95133lEou9FoyMHBgbz00ksiIvLd735XvvrVr4pIP/0C48YwFtYiG0gYN65azsZSLBaTTCajc/nNN9+Ul19+WURchcdV5BOJhCSTSR0fps1zHNOWvoLgFAf+G88dVl4cO+YqP4OUF+9Nlinsg1jtHmap8pyqwgxDNp7ZQOPEfn4fHCqYmZmRtbU1p7AA5sLy8rLDxsYzkeT+pBJgwyBBggQJMnQytJ7X7OysN+GQLQu2mGu1mmPN2MRRDnayB2GZOwyd4LlMEpmcnFSIS+R4AjQnU3JQvlgsOnAJLCWGxmzdN+53PB5X8gazfnq9nkMI4D63Wi0HxuDPHNRny4uF+2atRb623W4r4eP27duyu7urbcF4JJNJ5/gPWMMifQ8C1i8zMZm8wXX/RMQp7TQ5OanEkEKh4BQPvXPnjrz++ut6DUgNNqeP+8nvods9qj9YrVa1D4lEwoFa2u22My9hfTKU5IPIYL1+9NFHzpxgOA/SarUklUrJ+fPn9Xfcfowhn2gci8VkenpaT40+deqUY3FD2LOwiedc9xBwNvpw9+5dEemvkRdffFG+9a1viYjIV7/6VZ2Xi4uLzljbecj3Zo+RYWq8b3hhIGlw+a61tTX1yFutlsMWzGQy+u7z+bwsLS2JSL+mJHsIzFDE+CDfkQtj+xjCFkJkVi4z+vjcM8vUtW1gMhY/yyJOvjxJFoQuRPprkdc8t5v7XalU9HM2m5VyuazrjFnJDOuyt8fktSeRoVVeJ0+e9BaLZCpnp9PRzQ0FZX1JigwHjI+PR1Ll2TUfHT06jPLg4EAXwtLSkvOCbTIlU1Mh1WrVOfCRE2lZeXGtuL29PSdJOJVKOQnL2KCZOo1JiGcXi0Vd3BxHsYreQoJsNHDFBF+NQLR7Y2NDf4d3wovvxIkTupDr9bpkMhl95gsvvKCQKBsdvV5PNyMoAbRhaWlJ23by5En5x3/8RxERuXTpkvYZsRaGtgCbcYoDC94tL0bMw42NDd1EJycn9e+AVxiW5bHBM5lxBtgUY1IqlTRuePLkSWfucopCPp+XL3zhCyLinrbAdSiZ1j0yMiKnT5/WWOHzzz+v43NwcOAYdTY+ykxSKD+mfKdSKXnvvff0861bt+RP//RPRUQc2v6VK1cctjDXc+S4EG/wNm2FY8SlUkmNpU6nI2+//baI9Ncf+lYsFh3llcvldJ2cPXtW6dyrq6ty584dvRe3Be0ELMepHrzZc6I5BBV28E64P5xOwnsOfsP/jjrJgaFBFhsSgCQSCVlcXBSR/h7IcWKbooDrq9Wq/n1+fl7q9brOA44B8prlfYUNzCeRABsGCRIkSJChk6H1vGzpG875YneXz6SxFoCvxheu4/9HMX+YJGJzTtjF52v47zbAyu325XYx0w4lpDhng2uecdkWtlbj8bhaezjaQqRvBflKxVg2Ggvn/jDcyuMFOAXtPjg4cPoAxhkzleCxgEhRrVaVsMGBerYIUecN7dzd3XXKOzGBBoJx8rHBohhWgLLQRmZcIb/J/h3/5yrbPkiSoZ9msyn1et0hEcALK5fLjpVtn8OQE/pz8uRJrc+4tramZ3KNjIxIqVRSyLlcLkcSUFiikpltEix/t7S0JDdv3hQRkf/+7/9WpODzn//8MTYnvwP24n1l3PgZmKsWYrNta7fbyihMJpNOYjzD3Fw53ZJHmPhkYTl7rAv6Bm8NaJGvSEDUONu8N7u3+FjAWPM+9ivnf/G74sIOaLfvNHf8W+QIMuf9lceejzFCW+zJAh9XhlZ58WbJbjb+jf8DHkkkEsdeNsRu1lEsw7GxMef8KghXcOC4Ff7viwXZDHiecHbyQVhhplIpr5IQcVlAlUrFOWNnaWlJoZyvfOUrDoOMlY9tvy8+yO0bGRnRsa5WqwoTLi0tSTqd1g1xbW1NGXAzMzMKcX3nO9/Re1WrVel0OgqT7e7uKhuO69jZYyxmZmY0nvbhhx+qYmQ2XLFYdDYTazRALB2eIbNut+skBkPJnjlzRmHM3d1drTqBagx89hgbJGx0cIx2d3fXOWYG72pqaioyHmfZkoDCKpWKvPXWW/p7ftc7OztKLbcHBPpqG9rNmmN4ttirVX7ozze+8Q2Nj7z//vsOCxAKO5vNOgYSQ3C2jbxx8/8Z7mbjptfraVsSiYRTm5DrhNZqtWNHkmA8OFmfv7OUeI5tMzzabre9G7hdb1EQIBsXvu9xLZ+lxvsRh0h8idHcH64MwuPB1V2Y0W3fCRvQPsbmk8jQKi9rvfJAsDfCOUGD8iR83pH9Ta1WU0p3qVTSl5DJZBwlIOKn2Vtc2/d87p/IUaVw/IbLUPHGG4sdnTHFyjybzWogtlarSa1WU4tzZ2dHlXAul/OW2PKNA7eZNwlM0MuXL8uf/dmfiYjIBx984MTW2BItl8saT2DvDtUL0DZeWKlUShVZtVpVS7ZcLsvBwYGOx+TkpJMu4Cujg0NMeXPkDcznDVjLk40Y9h6r1aoG/RGDgSLh+BePtzVOOK2B4yicF8UUZ65yjr76Sg7x87HpMvmI15LvvCcoSV+OH1/Lz+z1eg6Zg2Mv9gBMvA8uMYRr2FiKsvLtXPXFufP5vJNHyCSYZrOpuWGcOiDiR15sJR7eQzj+zAdOIraH92BJFYP641NSbHRbpWYraUDYI+MxtJ4XG29sTPCcPDg4cM5PtIYCE64w7nwY8JNIiHkFCRIkSJChk6H1vJgqbrFo9n58dfwgUXCexcthiezt7ckLL7wgIiK/+MUvnIKbEIaDRFxLxbIAIbDiOFYBS65UKjlHijN9fHd311uPjZ+fz+c1nvHgwQO5ceOGei4rKyvqDaAeHq71pSHg33ycPSSRSGg7k8mkXnfv3j157rnn1JJlqGR3d1chTbYOR0dHJZfL6fgiJiHST5F46qmnRKRfnw4w3Ycffii3bt3Sa2ZnZ3UMGo2G49HwOUU21sDvzTe/AJUwhAePc2trS/9eLBb19OmrV6/Ke++9J6+99pq+K99JuWz9ptNpmZ6ePlY5QqRf6BTecyaTUTRgcXHRieEBKscYIIWDWZVg8OHfe3t7znzD9ZlMxoED+T2yZ2y9B/zdpguwt2cp0/hNrVbzQpR8f/zfwl8Mi7KXysgFC3vgjUbDKdDMe4fP27QoENh6+A4Q89bW1rGaoRh3jtvzWrCwoB0Pn8eK+0HYw+JrUf0G17NXaUMXjMow1R3PRJiAY7Q8PoCIc7mchgOsV/txZWiVF+fRsIJg/N2SMGzOFX/nC0LC/WfqL2IqtoyPL0bF39vvuC3AlLk8EsM1vvONSqWSzMzMaD4LxzssHMm0/Uwm45A5EOuICp5iIrNC59JXDNEyTAClks1mnfynVCqlCpwhRC4nUywWZWlpybuwOp2OU/bJ9g2bU1TRYR4fxLx8cAtvzpb0YhUbQ7z8Dh8+fKh/n5ubO5aPiHZyvDSKIMF9ymQyzmaEcVtfXz+2OeFdcX+4zzCc0IZ0Ou3MN34Ozy+mhkdBXlEUaYy1b83iWfzZxqfRNoYDbf6Xj7xgxRqavrZxvIfvy4V5EWPmoruYo41Gw2uc4LPvnC1bImvQeLD4qs3jGb7n8D7DigxrnhUW+sZ7LcOegBB9ZB8mmnF+rM95+DgSYMMgQYIECTJ0MrSe1/j4uGMd+bwby7yywXm2+tmyj7IICoWCJuExU4ctastyKpfLCpnxmUrW8ux0OmrJsdfA0A97OhsbG/Lss8/qacy4P4QtVKZQJ5NJvcfq6qrCoG+//bbzHMu+ZDo3QwNRCd2ACebn56VcLuu48DEKpVLJqSoAeOXGjRsyOzvr9fC63a5TVYPJDszAtJVWLJUZ/7fVMiA2OZZPlraeNge2IblcTo/fiMVicurUKYckwcF+ZoJBYJlz8NznVbKXu7q6quQDtAGQYlR9OrDPuNIJs8E4CZbfgfV2fJRtvibKW7Bir0c77D3s8weRn3isLBvR/t1+x14Hp8RMTEzo2JbLZalUKk6FGE77YE+D56etlcjfRXleuI/vO+sZoy/Wg2Z0IOrUasuetAnqIm4IAWcV4h61Wk33gGw266SR+AhhTyJDq7yYHWcrIDPLzLK1fHAPb2AWIrO0ZgjTRFnw0kG1nZ6els997nMi0se8UYnbbpT1et3B0xGfyGQyXkgmlUrJxsaGQ7MGzm5hE3btC4WCjskzzzyjiyyVSjm0V44V9no9vXcikdB4C0NHlh6M+BvGnDd43Htubs6pDsFnop04ccKJDzKkgrHlQ0jHxsYcCnksdlRxn+FJfr9oV1TMi4vfAi72UbJtyoIdGyh8KGOGouPxuBfishU+WEGw8mJIBhAzb+qAFC1jkucuQ8FcSgzf2bFhNiP+7oP2WGwchT/bsk/8HAul8uco2NBuwtwGqxjxG0vt9il6NpZ4/6jValKv13Ve7u/vHzOQRNx3DTifYUTumy9Gb/vD/+Z1xUYDYEOOJ3PMig0iZobiniLHS1fxXmmr5COH9NSpU/LKK6+ISJ+JiJgYM2DZ2H4SCbBhkCBBggQZOhlaz2tmZsY5RhzWQKPRUI1+cHDgsHvs8facPMhHFXCAlpPq4IWIHD8rzJIxYMVsbm4qfMQnKTPcVK/XZXNz08mZ+OxnP3vsmUy+yOVycv/+fSc3BW46M/9GRo6OEInH484Jqc8884wGlvP5vMJPXKsxlUpJr9dTSG9qakrZQqOjR0dHVCoVB85DW0T61hbGF0QTkf75U8zEgkf33HPPSTKZVEuWIVoOBLP1m0wmJZvNOnANvD+0ywrgRK6LB4sXZ32J9PPhuCKFrRzBVVx4rmCccb4aw7Kcn8feKyMI7AFbggR7HXy0h2WGYQzYYmcvHd4a2Hf5fN5ZI0xC8MGB+Dd7SwyJ2gRw9nrxHGaDWo+K/8/vKqpmKNriCwlwu/lsMUY80G8f05SrppRKJfUykHCMuVwsFp2284nLnFTPiIDtL65hJqPPG/flZvI7wBlkTADzkcEYEuUqMxgPPgMPwon3+/v7zv66t7enRx9xwevJyUkHCfokMrTKy5bywSAmk0mNS+E4eZGjjYrdaVYKvoUAV56TMyF28TLGbJlt2OC5/A+uw9+Z+XPp0iX5t3/7NxER+ZM/+ROnYC4EixITIJfLeWmqUZsMxoS/w295E8ZGy3EZbGi8IVtYis8tYyh3bm5O71UsFrU9k5OTTjUJxuP5OZwQyhs1xp2NkKgSSpwcy1AQv99KpeIU6UXbfMrLwnZoMxd+tWwuHzMU1/HfLYsOY8rXDapU4IPJeOPG2LIhFpWCMkj4/gxJWpjLt844rutjDvr6HRVPg3Hjg4l5vnC1el96i69kWFQ1FhiyFu7EPTl2xNeNjY2p0WBhw6jKG5xszO+N41o8D/HZlq9D26JYnlEQL0PRpVJJxwaFtdHvYrGoh+OePXtWY+uguYIKAAAgAElEQVR3797VijSPGweNkgAbBgkSJEiQoZOh9bysO43P09PT8l//9V8i0j8CnI+lZgYaWy2WBQQo7eLFiw6bj61PLu9kSR38O3uciI8NiSNQYFWtrKxosHNvb8+5Nz7jyAL2vFC8lq1nzjmxlo5NrvSxkABb4n6x2NERIDyG9rgKy1wEbDA/P6/XVyoVJ2mUP1vGlU0SRvvZu2KPj+FftmIZBsa7YOjz3r17IuIGmfmsJ7TL53nZQqec7MvBevYmWLioNJ7DY+AjNeDfEH6ffD17BtxmS3Cw5zj5noHv0NdqtapHr2QyGYV/7T14bfD1fH/2clGqypf/xGKZkAyhDUq2hdiiBL5alvidj8Fq2YrcTm6vXW9MlLHCDEX2ntnrt0QhhqztnPTBslEEFp+wpw4E6Pbt2xpC+NznPie3b99WQloul9MTrMfHx3VOvP766/Jrv/ZrA5/1uDK0youZZoyfcxFXLqr5KOGXd+nSJRHpD/RLL72k9+Y6g3wNw4G+hEuGYRhy44nDE8xuYpBer+dUVLeboD2QUcSFm/A5KonUB+OgX4xPM0MRGw0nKNZqNVlfXxeRftJrIpHQvubzeU2s/uCDD/TgxGeffdbB4i3jihW4DwKEAcMMQ67BxnEcKM9OpyMPHjyQa9euiUhf0SJp+8KFC/L1r39dRPoUdBx5jzFjpcIQK481M10ZNrTQMsOVGCecueXbVOx889G/rViDyioBtMFWPbDwJT8Hv52dndUCy9vb27KysqJ9sZujj87NlTwSiYQyO0Gv9rF9eVPn9w5DkONp3FeGuR8HNmSFFwUb+saK+8uVO7gtDO8xI5crnlimbVRhAF6/Fmq1Css3hj7xwYYcQ0yn0/r39fV1abVasrCwoPfGM1utliq1sbEx5QDwob1PIkOrvCqVijOpsIkVi0UlBKD0kIifKu8rVdPtdtX6fvHFF524jKXxMt3Z0kshrDxteSj7WwgHQhOJhBe/95WP4XszDZUJKLypTkxMOJsgW2t8yGWr1XJOpIXlVSgU5OzZsyLS9xaxYZRKJfnFL34hIiLLy8ty4cIFfRe7u7vqxZw/f96pMM8LkStP8Pvl2JrNRbFHN2Bsstmsc9Al2rK9vS2Hh4dy8eJFERH5+c9/ru0ZGxvTAPzh4aETm0gkEjoGOzs7WmKrUCh4Y1RQxPg3v/dms6nPYY8XBBSfYmIFbit++yq84BoIV4dA3g7mTqlUcuIjXPLLki7wHkulkrz55pvHnuOLvfoIKBzHWV5ell/+8pci0p8fnGNn451MMMD7mJyclNnZWa3oz/OWiVRs3EDYe2NiiY2rop+soAalCrAiZWp6KpXSXLF6ve6QmtBnNmBgKHHxW9xvYmLCUVBsGNRqNZ2/bPAN8rx8MT30BfeemprSdt67d0+SyaScO3dORPrpJSBcVatVuXHjho4NTrXAMUVPKiHmFSRIkCBBhk6G1vPiKhCM51vGDFt8DPfYZDu2KmGlgM0X5VVxhQ9+JreD3Xm+h42PJBIJheDY2uJjIWw7bX8hDI2xtYrxgIWHc7PwO4b2QHW/ceOGTE9PO3AA+rC7uyvvvvuuiLhU+WQyKS+99JKI9C3KX/7yl/L000+LSJ8e/8wzz4iIyG/8xm9oXOnu3btOn9jiZWuR4RXfIXm+9InDw0Mdj1arpXMgl8s5FQNOnz7tFK8FFfrw8FAxe8T84HH+9m//tlZQ+eijj7xxLQv3sGWeTCb13jb2OmjucbzWwtS++Kv9nYW9OPHYxiujhJ/DXnIUfBll3fPvy+WyeiNcuxJtjCowizHs9Xqytrbm1BNkiVqzNgXDx1C0sS38nuOEeCb/m8MB9iwrXn++eDi/Q8wJ/ndUDBBSq9VkenraW7Tbvo8o5iH6DsF4+JK2uQYiz1HMj8PDQ/X6fce0fBwZWuVl4w6syCBjY2O6oW5vbzvVIZrN5jG6MK7BBgaKty+WxFi2L87lw9lt3AEuPzY2rnKA38Ith9jYmm+jYoXF7caGygvYF/gfGRmRxcVFEenngl2/fl3dfh7DSqWisa3FxUVdkPl8XmNZMzMzMj8/r2SS+fl5fSc/+9nPHPiLhZVkVHUIG49gMke73VaFVa1WdWxPnjypCjOVSkmlUtF/nz59Wt/Jzs6OwlcLCwtadb/X68no6Ki+lzfeeEPvnU6nnTG0RAMmiHCRXcR2OE+m1WpJo9FwFDrPbVsFBr+xY+hLB7H34rnDm6Mlc1iJ2pywXgaJzxAT6ROUcAoC4j6WsIDrGVpHqGBjY0OuX7+uUO78/Lx3fHhzxRzCvL5x44acPn1a2zaI+o/f2L3BFyPkfEXExXxpCSzWAGH4OYoYwrK7uyvPP/+8/OxnPxMRl0A2CPq0fWVDg5WXrUzky+OLxWKa89jr9ZxY8CeRABsGCRIkSJChk6H1vLLZrMMCZLIBQ24IIF6+fFlWVlbk5s2bIuKvCSfStybwudlsOoHder3uJXkwAwfWqo8GLOI/0gEBdLbK+Jk+Cwif2bLG9a1WS4OlqVRKvR5Yccx+4kx83Ovg4EA9r3g8Lt/85jdlfn5eRETu378vt27dEpF+Vj0IDvV6XQOwyWTSqS7BZ0HVajWH7ReVNGpZdD5IhRNIucIKxgBQSalU0vG4ffu2PPfccyLST5jOZDLah9nZWYWsbNKnTQ611jD66iP0wEL21eLDmIgct+DtsT++pGuGu3ysPJuUCrGsOa435/PGLWTGYinwTNKw6EiUF+TzHABz47djY2Pq5XJdwG63qzB3s9mUXC6n76RarUYmenP7Dw8P5YMPPhARkV//9V9XT2Vk5KjIgPUWrecYBftBbPqHiDgwN3thPo8K7Y9KmfBJOp2W3d1d7/E1Fi1iyJvP7WLhVIRarXbM0wL5iAuNcz85MdueqfZxZWiV18LCglPOCPGiXC53jI4q0oeB6vW6Q8nF4PHx3OwKI47jY7BZKMFXiRvCiwwTlBWUiByLi3GeVpTwJsb3qNfrCuedOnVKIRBAJYB1KpWKtm1iYkIn3kcffaQb+rlz5+QrX/mKUsXPnTundPK1tTW95o033pBXX31VRI4rUj4Pq1qtRjI+udJFs9lUphhTj7kyP0OIiI9ASdVqNYUDf/nLX8rS0pKI9I0e5NBdu3ZNJicnNbWiUCio0k6n0/qcZrOpCsbCK6yYrVKz7ElsgrzxdTodVbK8uaG8FCtnjuH5Yi9Wudi28u84b48NOVaYeBb/3yf8vpvNpjd3CZtmVGza5lphnHhMxsfHFQ7k8l3lclnfNQo0Y93s7+87hi0zbfF+wO5FXPeNN95Qg483a35vHIfl/vGY4O+sMG38OupsuyiFGBWXwlhZwUkYeCd2z4iar/ZZrKixlg8ODpy+NRoNncvZbFbX3M7OjqY/jI6OKksV7/JJJcCGQYIECRJk6GRoPa+9vT21IGZmZtRCqVarjmvOdQFbrZZa0+12W/N9OLjPUBa8sCj2Fgsnqtoad746g+Pj42qJZ7NZmZ6e1ja0221tN+ep+IRdfYZU8PxGo6En+qINsCTr9bpaQRyoX1hYUNLKxMSE7O3tORYif8a4z83NqRfGAXwwktA3m1zuq5aBv/uSenH8hL0ez2UPgqt6gBQRj8fVOpyYmHCKGOfzefXCTpw4od7n1atX5cc//rEz5j6ykE1OZeE+RMGgLPBKHycZOWpORgXgLWHD9xt7D763/U2329V3Pzk5qdU2GIWwSfdRa8nmXjEZivPRGGaLxWJO/VCbg8kEBe4Dk2P4uaOjow46wNf4xg3v3Qe38t+ZQGPZwvxM9mRt5QyGpu3zosgXUWSyKAYq+uljOXP/2SsGXIw1JyJaY7bX66lX22g0FDH7pOd6Da3y+vDDDxUOy+Vy6qL+53/+p3NgHCZEtVqVqakpjYGtra0p1GA3UYhVXgwL2SoFFprgf0MRVKtVjQWh8oRIP9Zy7tw5TaysVCq6AQxSXsxq4hIsfI4ZJwuCaou+1mo1ZWn1ej2deFNTU3p9KpWSX/3qV9puhq/K5bKO1/LysioFVDnAGPKBflZ58WcLlWB8ULXbjg2zt5LJpBQKBYdKjXGfmZlRGKhQKKgyR5V//O7EiRPy7LPP6nOw+PBecN8ohRUFHfHmC4lSRJZRyArvURT0QczAqGcgZuZj/nE8jTdeX7vxTq5cuSIPHjwQkf77wTzA2HDZI8uc5d+hX6zomcnIRqaIOO/dKi++HyslVl68tvmgW19fca+o2JNVWDbOhXbxfmBZ0r4wBBu8VngMfcrLp1htm+yc9CkvvobnPpLGETPe2tpShvLp06f1TMOdnR2vYfAkEmDDIEGCBAkydDK0ntfi4qK6nxcvXpRvf/vb+pnL5XDez8HBgdy9e1dE+tY0F+31JcGiwG1UfUS2dNg6Ylc/mUzq/Z555hm1OjgZNJVKOUm1NsE26pkcfB0ZOTq3C88V6VuoXCeNWXSjo6PqkaTTabWaFhcXNZiK6xFw7Xa76g0uLCzovfnoc87fQLFcn+fFOTT2bCO2ki0phU9yZpYclzMaGxvTPoyOjqp3lUqlHLYTl9/a3d3V+bG/v6+e5O7ursOWwnjj/z6LNyrgjc8+S9ZHYngUdMPXMcxqxeYiRnlxvvvisw/CFHETTzc3N3WseE5inHweBXtHLBgDZuZh7vHzR0ZGNBzggzSZCMFIBdq2t7fneOC2DT4WJ56Lv0d5N1H5qLVaTebm5jR0AWYlfmdhTLSZ6wny+onKrbNzi9+jzUWziIgPIeHxtOPRbrcV5el0Og6ECPRic3NTyV/I53tSGVrldfHiRfnXf/1XEenXpENh0Hv37jksImaw7e7uOlXiuTZaVBzGVnHgQxGjXGmuTJBIJHSCvvbaawpF8SSw0BoSVEXEUUg8wVFsFrEGVpKdTkdhP66niOu4xh4rXdDhX3rpJb0vagGisObExIT24aWXXlJWI9c/ZCYXFBfHvLidHH/jBRa16BGnEjlekSKdTitl+v79+1rx+vz5847ChmLPZrPO+11dXdX5wfE8ZhvCOOHnQqKgGoZWfOKDlUSOx8n47765Z6E9+wxfVRaf0vDJ2NjYMSOON1Fs/Hfv3nXYeVxHT+QICub3WCgUvAYNV2sQcTdHhoxTqZQaKphvDI3h+mazqeuCE/F//vOfy+zsrMPIg9jNepBSiopz8We8g/39fXnxxRedmpBcpQRGIdcfHR8fl5mZGaf4NH7H+wSLT7H6kpR7vZ6zz3HCvK1cE1VxpN1ua7WZkZERjTOPjIyo8lpfX5e3337baceTytAqr+3tbd2EmM4ei8Wc/C9WSmzdW+sGwsoLyoItHy6sacs7ifQXEqqii/Sp1JiUu7u7jnXMC5Y9PhFxlEoUCYDzqfiUZr4X05az2axks1m1UjOZjHpeqVRKN6CDgwNdFI1Gw7Hqer2eei4fffSRs7HwJoFxxiLAPThvjReMja8MymfxxSBjsZjs7e0pyeLrX/+6xjTv3LkzkBwQRbjg94G++bxXn0SRMHzC42E3k6i4A8TGYR8n0D6ohNPj9MPnZbBRhbHhXEbEiDjAjzm2vb0d6b3aNviqo3P5L6AWTL3ndYbfLS0tyT/90z+JSP8YpXQ67X0eeypRZAcftZznpe+abDYru7u7jiJhFAHKOJ1O63qDAeGLGdlqG1FxrUFIgaXN+9JwOB7HuaGYU/iO29lutxUl4wN1H/fEjygJMa8gQYIECTJ0MrSe18bGhtKaK5WKQlYjI0eFZ1nLD4JULHWZ40gWmmKrkmsRwrvCZz5SBMder6+vK87LVF0wn3w4N1s6bDV1u10nYbder6t1A+YdrgEEWCgUZGZmRuv0ffazn3WgAjz/4ODAgSaazabD+AKWfefOHVleXtbf+eqaAZbjmBek0+motzc3N6fflctlh24f9a7YK47FYpJKpZT19oMf/MA5zsMH41js3npyUZ4XzwPreQ2aYz6oz362v/exDaOo8qOjo5HXDIp5sXcR1R5+DnuI+Du3AePO1jxSSBiSx5rlQ0n5uJZcLnesLVEerZ1vDLXhu16vp3HM//mf/5FPfepTItKvuiIiuk75OTyG1mvhuedj+PGY2bZPTk7K2tqac7QRFwyAcCoHjlHC+2232/rd1NSUerKlUskLYdp/27ZFxWtt5Rf2stk748og7Hk1m031eGu1mt77k3peQ6u8yuWybnYcL0kkErpRbmxsOKfzcnzDwkeYoByHQeyK4SvcL51OOxsX5xel02knT4oVHi8yG2fzKa9EIuEoMkyCYrHoECsuXryo1do3Nzc1RtVoNDTHAqcVQxlubm46CscG4fH/VqvlzZXhGATDgXwGE4K9bFBwrAK09R/96Eea7nDmzBmtMCHibiAcPB4ZGXFikO1224mj8GbviytZMgynP/CC9RkQ/E58tGoffOf7HT+HNw3ETn25YRZi5Wt4c7M0c+63hUyjoKTHhQ19sWAfXMWwOTbuZDLpkDfwDlqt1jE4zHcqeafTUUPVEl1YkXFpIoalT506JZlMJrLfPtjQlvhi4fdj9w+eEzyXGWKdmJhQUpI9pJZz0hKJhJ588NZbb2naC5+T5atc4usPQ+H4jhUrPlcqFSdWbwlX/H64+g3i/pVKRfsZqPJBggQJEuT/nAyt51UsFp1irPCICoWCus/37t1TzwQ0cEgsFnOCi+yK43qQJdjCwnNmZmbU2tvc3HSSkjOZjHoRIi7BAJ4Tiv7imVGeF1Njx8fHlbVz/fp1mZqa0lOAAR+K9CtKgEnFFne1WpVGo6H3uH//fiQZhCERTjq2lFrci+tGNptNhe/g0fHxJBjDSqWi7X7ppZccq5yTu9mD4AofbC3C+obFeuLECYWlAKeiP2yVswXNx9QMIj746Ni2nexRWYKEPf0Y7WQSECf4QnzEDraekYDuozjb6/m4Cr6HSDTNOyoJmiFWhlR91Sl8MJqvYK1If10zO5bheK4TymvW3sMydJnghOunp6edecVjMIjUwF6G9XKjIET2eLnyDHteuVxOmbKWss7n+9XrdV0/L7/8skNU4/XC3hv3Dc8VcWu9oi8Y61wu59SR5d/hmYlEQq5fvy6XLl0SkX6IhElaH374oT4Ta2xQvczHkaFVXpwLxRWm+eWC+SdyBOuxy8xKiSEIdqU5tjUxMaEvjvMYZmZmdFEkk0lJpVLeycsb5ejoqIP5+g60w/8ZQgQE+PnPf16Wl5edKhSobMA5NByDaDQajtKMYrCxgsIiw0TkaxBj4Xvj3fjyQnA/XsysSCwW74PWoijjg9hzlrlo2V9RCjxKouIwNhZk78vv28dUHdSWQX21jC/fWNn2+hhwg9rgmyuD7o97W0jUB+VaZQxh9qd95qBnR/XH3mdQDNHXnkFxSh5T7o9VzFZxMBzto/dbaC1Kmdpn2kr6UfMffbepOshxFekb54ib12o1DRXwmr927Zr85m/+ptLgS6WSGvftdtuB43nf/iQSYMMgQYIECTJ0MrSelyUYsAcASSQSatVaz0vEtZghFj4ZGTk64Xhqako9rJWVFWUrXbhwwfHc+LgTC5PAEzw4OHBIELaGIoRJCIlEQuGEixcvSjabVVh0dXVVzypjkkgul9NALrwunxcVVcvNZ52y5wXriY+o4Hy6QYw+9nz5/CCMkfUobJutN2CtVB/85fv8KCvb9iPKk+TvOL9oZGTEYVxGJdhyYmij0XDYslZ872NQMV87LpYp5xu3KM/LF2iP8j4tMYrHitdIlLdnPZKoNkR5w7YNvv7wfX3yKCKH/Y6LFLB35BtnRmJ8OYhR6AiuYa8en23FkigSDr8DJqpVKhUpl8tOhRlmC/NawN/n5+flhz/8oe413W5X92Iu7sAkj/+zsCHYKyIuRZM3Zy5+y2woEXdSsSLs9XpOwjHfI5FIqPv8zDPPqPK6cuWKutJ7e3vHFjozijBBTp06Jaurq9rmRqPhbOrYwAuFgvN8dv9brZbGliqVik5Kfma9XteqEzYZ2iYiMk5ulQLDiBCO0XByN1cIwTW+M7wsTMqLnKFLvoZjALz4bDyF22oZa58UVhokvk0cn32bU7PZ1LghvxvETaJgXd+/oaweBecxZO7re9R4+GJYg8SniPgeURuq73v8/+M8M6ovtv3W0Iza7KPuNwiqHNQ3jptZeDHKQLDrhJWf7Z/I0UGfrFgRRuC9stPpaOy1Xq87yowNy0wm4xipvGd0u13dl8vlst6Pi0VwTJbjlE8iATYMEiRIkCBDJ0Prea2srHitFg6CJpNJtTJscJ6DmGwlc2mndDothUJB7zc/Py8//elPRUTkD//wD9Xz+sIXvqD1/lDbjeE0Pj8KntKXv/xlJVi0Wi0pl8teYsjMzIxjafHR9K1WS0sgca5br3dUdqlarTonEne7XU3uZk8wFos59RTZwmVvx+a2YXy5hFS73dY+w1LkwLBNquX3A2Fvjz1jht+st+VLQEbffFa19dSiyA4+iGmQRe/7G787fk69Xldvnu9pGWKPQ9jweUM++IoJPb57RPUtSgYRf2w7OHAf9RwL+dl54bv/oLaxRDFAo9oQ5Tn55ON4bvCaONndR6TwPZ/RFy6OYHMzRfoECy4CHo/HteZgpVLx1i8EBBkFBfMexInIsVhMUZ5yuazzGifSi7j7BPaIJ5WhVV7z8/ORODkzePjl2g2A8V4ICtGK9Cc4v/j79+8r5Z6Lz/Z6PWeyVKtVhYL4OQxvMnUUyc/cbt6suX/2PCKmCw+KSeDviURCE4Pn5uYcCIBZiHYhwMXnDZ+ZRzZhEcoXmybaxgqP++xb8DZehs8+o8XGe7itnHw8KOZla+9BBimvQUrMMu2i4iWDrh+kmCA2PuLboO31PG7cj6j+2LGNUpL8eZBCsxAit+txYV3f8+1Y++JMUW3z9cV3bwjD7/wdx7zs9fw3Nr54XvL6s32x7xG/a7Vazu/43ECeEyMjI07dUp8RhYoY+F2xWNRY+zPPPKMnL1y7ds0pFMHFCZrNpu4Ho6OjGtctl8uqyKLOJntcGWrlxQuTN3HeYNlKsHR0fOaM9tXVVfVmWq2WM8APHz6Ur371qyLSPzYEwclYLCabm5si0leS29vbehDbzMyMFovtdDo6qW7cuOHkF3E+C7ff0kltxXtWwI+K0fR6Pcnn8/K///u/ItJXXrieA7FjY2NOgLZcLmueB2/cXLE+kUho37jEj1VenU7HW9zYbgy8mG1sbNAGy8JKiS1/9kAGxSceZ4OzZALbB/ydr7H3edwY0+P0OcpAi1Je/G7sc3xrxSdRhkbUb/Ec33y397D3e9w4pPVScM2g9j3q/TyqLWwsPc79mbBhUQNfzifa73tH9XrdKbGFNJ65uTmp1+uqiOr1unPALZTSRx99pBXhG42GVKtVNfzPnDkj7777roiIfOtb31LkZn5+3ollcVubzabuIezt4XQPHrcnlRDzChIkSJAgQydD63ktLCw4yW4M2/lqDmazWanX6+opVCoVvWZzc1PPcUL9P5EjKjjHwwAH/upXv9L41Z07d/T4+L/5m7+Rw8NDhc2KxaKsrKyISJ85CEuHqyyIuBUy2EputVrH2GT4jN9a8TGpILu7u+oVbW1tOfXHICMjIw4WPjo66rTPPgvX4HMqldKjVmAtMtzJsJ+PKgxICW0QcT0dPs8L1iHSABhu8cGGzNCysCFbwta6HQQb8r19ydmAi32epH0WBHFGnzdg6ylamJCfG+W9RcUzOM0D7eD/41ruN9/P3nuQfFzLOwpO42fifTLiElX15HFr6z3K08ecwtzhGoFR8UmILzE5FjuKP/u8M2b4+mj4HL+q1WrSaDT0frVaTfe97e1tDSGwp1StVp3DZe/evavI0ujoqP4OHhT+btcMH3cEqJBrV6IK0JPK0Cqvs2fPOgexIfYi4rrt2HQXFhZke3tbA4rb29ty/fp1EelPcBSztPdiXLrT6WjB2x//+MfqPl+4cEG+//3v6325aO+ZM2cUalxdXdVTRC199cyZM/LBBx+ISL+0EV52pVJxNhCuzswLZnx8XBUmU66Z+NDtdqVUKunvVlZWIiERbtvo6KjCqjZwixJO1WpVlXk6ndaDLQGBWHjByvb2trzwwgsi0i99FY/Hta+cF8VlbGKxmCqyvb09xyBhqNBCVKwweRNmIsOjlABvllEHmUaNKdOFcX/cl//G1V5GRkac4H5U3IPbbQvw2g2e28SK3lZ+EemvCztOPug0Cga1/bPjEgUHWkVqT3ywz4QRxAW0ORbLpyVwu3jcBsGWnF5joTKuhBNlPNr0D35XPD9wHRN3EF7gseJyYvwM9LNSqTjxp3K5rESxhYUF+aM/+iMREXn//ff1YMyDgwPnANpr165pSCCfz2tsbGNjQ9diLpdz1rlVulwGC0oLJ1I8qQTYMEiQIEGCDJ0MrefVaDSc87C4qKXPYi4Wi0rnFOnT6MEcTCaT6kHYQqATExN6TavV0sDj9PS0WnelUsk5EiWXy6mnksvlHHiTj9Bmef/99+W1114Tkb5XB7FWoE0JYGv4UdfAi/RdY4kQUbXRrAUPaCEej2sxYnuGUhRTjhlnzz//vPz93/+9iIj83u/93rHEaPaiuPIEW9LJZFLfA9PrfZR4keMejyU48O+jyCCWmemDpdB/37tnGNP+PYpMwh6I7xr2IKI8L36mhQ6j4DibRB7lXfjgxEFezaNIHrZ/gwQUfPYYOfEb7eAE/UFjbfvDbYmCTa34vEqG//AMvge3k4ldUWvRJn9bYhfWabfbVTJHo9GQW7duiUgfGgQDulKpSL1e13VmayPC2/KdPs2eF6eG4Pn5fF5Onz4tIqKEtyeVoVVelUrF2ShYeXHldgza3t7esZJSUFiFQkFjNPPz88oOhHAuAxQWYmgi/arlfPDh7OysfPrTnxYRt5I1Y+G8ucViMTl58qT85Cc/0XszhR3CGx1T+PEdi2/xIfbii87UjlcAACAASURBVDPZBTtIeWHRNZtNZSEuLCxon0ulkuLhuC8/07eRvffee/K1r31NRPrvqlAoKJTbarWcskmAdTk21+v1JJVKOVXHozYju5n4UhkGxaV4s+dN0J6lxc+xyovHwHcuVJRisH/zxbGssWLHwOY4Dsp54mvsRsX94+8GxZJ8MRr+t2XTWUo9j5uv79wnEReCi2Ktov+++TJoXflgWDzfN56+Oek7jNLem6Fjy5yNmidsMHO1jF6vp8prd3dXldfNmzc1bIHxYAiezxTDnnrlyhV9zs2bNx0olU98aDQamtM1NzensCGU4JNKgA2DBAkSJMjQydB6XmyRiIjjWjOEx3UB+ZpOp6MwVyqVco4eB+QH6ApWDc73EomueACiAXImRERJIjs7O15XHBUtYJlz8qBlefGpzCyDLF5rkUdBQYMSeRlq5Dbwabh8BAJbmDYXituF7xKJhGO1dTodTRbHEQ0ifaIKAsa93tF5QtlsVrLZrI4pn/7MHi+3wbLzoixmvsZHUngUm80G56PGwPccC8fgs+9eUV4N/sZeFDPWeO4MmkPWu3gU88/3N06W5fZEzXcrUX2079RXgMD2x3otUX14HBjVems+6JY9e4toRLFeH3dceQzsnOYTz2OxmCYMr6+vq+e1s7Nz7Jk8dviuVqvJlStXRKSf9wq24uLiohPKYaJJJpNRb+3cuXPy9a9/XUTE2SOfRIZWefHhbYyv2qOsLeTHFTcAG9qkZi5cac8NA5zHZU54A0kkElKv17XobqPR8G62nMiLQx0xaTjR2i5yZhexYrXQwCAasoV98BxmNbGyYghhYmJCYdBEIqEQRK1WU2iAYVx+Hr7jZ+I56XRa2w84AWNdqVQ0sbJYLOqk73aPCoGeO3dOFhcXtQ+1Ws05eNBubhAeQ64yEgUdoc1cDWVQnIs/Pwqas9CkjbVFKRgLXz1qk3tUeagoZR4FpQ56pv07KzGmlnOBWJ7vLDaR16fArfJiFl9UvNfeIyp+FRUXs7Ahf8ftbLfbDmOUzwrktrFRyEYC9+9xxgD3arfbsrW1JSIik5OTeu9Tp07J3/7t3+o1mBNQslyYF99tbGzIX/zFX4iIyIMHD+Qv//IvRUTk5MmTsre3p0qKeQQTExN6DuHh4aG888472udPIgE2DBIkSJAgQydD63lZOIBd/0GQClvZnAgIsZ4WJxNz8h8nxPosalwzMjKiFsjh4aF6ddaaZ0jSQhU+iAq1DKOC5lFWPt9rYmLiGIxhP4OgAWttdHRUx4DZhq1W61iyLPfT50kyoYDzi0qlkkO2sUQIwB69Xk8t2UKh4Jxjxp65hXEgGDO29H2/8wlb0z6vzjIXOWkzypvm+4LIwXOPj1UfRCjwJWTz7/h9joyMOGvJeiq2vBL3Z9D894kPerTPZC9Z5Dg5hds6CFJjD4+9ZM4X5PfDa9tC6FFEjqj1GkWAse/GB8/b+/EaAeHDNz48LkwMqVarcnh4qHuQSD9HVkTkz//8z7VoQqVScWq6ok0i4uStivSLMoiIfOlLX5JXX31VRERu374tlUpF0ZfR0VGnDBzat7i46KyDTyJDq7yiXOYowUtnOIGhP16wXF3C0p99tHe7MdiNChsFw0r8fN5kcA0kCqp5XCiKBewkS9HF/30wCDZX7gNXn0YfrIKx7WAlxZsW+p3NZjU2eHBwILu7u4qnc0wym81qukKv19N2ZbNZp1gyMym5HXa8bMzpUYI55INCeX4xE8wqL1asvMi5fYDC+Wh2VmSDNld+dwyTcWUTTmq1CiGKGs7Kqtvtamz46tWryjRlJeC7j8844PGMx+Pe+Jcd3yiYDsL99o01V2HHnPZtqoOgwiimbtS69F3P7cTneDzurDdbtYXnARuzPsHZXHw/VBOanp7WIrutVutYXJWVFz6fPn1a/vqv/1pERL7zne8ohL+6uuokQ3e7XScejtDJZz7zGbl3756IRNeAfFwZWuXVaDQcb2AQ3VjkSHnZCWuFF68lbNiJxMWAIbCWEaPJZrMOAQT35sPaxsfHJZPJeGMnNjjPpA6rZHynRfsE3/MGxovv8PDQKZg7MTGh1UT4qAObbxQV7GcLfmJiwmux8/tAVRFOP0CllEKhoPkh7DVMTk5KKpVyNhrfnPB55j4vyOc54bf8XFupwafUMFfYWPJtfFy1IplMSqFQ0DlSq9W0vXwQK9+LrXTcD3E/3vTgTeNzMpnUgH6xWPR6XuwFIi517do1ERH53d/9Xc1N5Jgxj61VrLxxtVotxzjhotAsPIa82XOMFu32pdGMj4/reExNTTmGQaPRcMaH2+0zgnjcreKM8g6tocESZdiyIsSc5mo1iAvX63XHoEEbGo2GxONxzWnd2dnRSjg7OzvHUCbuM9rIaTlslPFhkplMxjmsN5vNOgYJDM5isegYr59EQswrSJAgQYIMnQyt58WHN3LtOxa2WmCNcUKpL2mUBdaQzwviv3c6Hce6azabmqSbTqfVU+h2u2qV9no9LdibSCRkcnLSqRYRBRfBGj04OHDYk8lkUq3KRwlbUewtcY08Hs9UKqUJwysrK1obzcJfUbRffI97MdTIz0bf9vf31eMT6Vt1iHPNzc3JyZMn9fnMvkwmk5HxJ8vkw2+s94rx5HfNTE48lw8bZSuaGXTspTPEyrEXhtnGx8f1+TMzM/LpT39areT9/X29Hw4+FXHhPNuf8fFxtbjL5bIe9cNWcTablfn5eWXH7u7uOu8U7Umn0w7TttFoyGc+8xkREfnpT3+qc/xR9Qc5pQVjWKlUnMNXYb2LuAWju92uWvs2DsssY+t58flxQEEWFhY0tQNJtJh/j4Ik+Tn8e2Y2+7xprt5jkQpOxOf6qrzGksmkZLNZB7ZHH2yVH7SlVCrJ0tKSvqs333xT96b79+87icSYn8w6xrixYF2gSLmIKOsY6zQWizmVcJ566ikR6Xt7GA9+t08iQ6u8EomETl5WXjxxfTi0Dwrizc0GWy3pwxck5s84owovhgPQNibCNFnGi7kqAENRvJnkcrljlG0OOPvaOGh8+N+86WA8uLwMJrwdD9+9HhUP4EWORYogO5MvHqcSvYVoBsGYaIuFhKLIAngmiiPzGPrGwKcwbZqASH9+AFLhje7w8FD29/c1AM5VvlnpW2iPx01EnCLTKJY8Pj6uAfxGoyErKyv6HHuQIm/I1rjizQefGdp+1PuB8OZon8OwPe6J//sgWrxDH42ff8cwGeLXUXGqqH9bxcwwpjXeRNw4Et4T5yLyNTDQGO7FemeSFMaaoVOeayBYwVBOJpMacyoUCnovO558j2az6RB/fPFE/A3vLpPJKD1+enra6QOPwSeRABsGCRIkSJChk6H1vBhisSfyMjRhj+JgCNCXfc/Qog1cRlFb2YKAtcmFfn0sPJ/n5SNsWNYatzMWi3mvQdv5/7gXk0YG0enZ2+v1jpKUOQA+yAuN8sgsnOdjxuEd+rwya+1FBc1Zopho+A4EiMuXLysTy/4On2Gx+5im6JPtJ/6OMUylUjpnCoWCUpcZLu52u3JwcKAQGp/DZD1Xa83Dk+l2u5qcOj8/r885PDxUiPnevXvy7rvvKmyXz+e9MDnOS+N2crUY9sL4/frWi298mYjEdT3tuXdRnhdDlYOQh8f1vJid6ptbdl1FsXV5/TKrslQqyfPPP69sv1wup/VVZ2dntXgtn4KMChbwphleZQjPJimXSiWlt1+4cEF+8IMfiEgfosWxJ2gr+sYoBO8r7OExIjIxMSHNZlPX0tzcnFy+fFmv5wLeDK1/Ehla5cW5B5ZyygwcCDZuVjS8SHlSY6Dxonx5IvF4XJVPOp12XjDHwPg7y/ji/C9mVnEcg4sBJxIJjWHMzs5KrVbTvpbLZcWyozZ1Sx+3eU2+xYf+gPXW6XR0o+OKFCyD7mVTHJiFiLY1Gg0ZHR3V54yPj3vzt6LibLYNvrO1cI2I6CL7/ve/L6+88oq2AX2OxY7KcrVaLalUKk4buG+86fHfR0ZGVGFwOaRqtaoH/fF44v3zxgVor1arOVAbbwYWqmOIFxsLzy+R/lxCe7k0mc3X4yoYXLLLBw2jD7x2RMQbp+KyXhwzg4LxKUPLArRxTIj9DfpmqeG8Nu06YfH1E23xlSOLxY4qvLfbbe3/lStX5Ic//KF84xvf0HtxaSUoqGq1qkZCuVyWYrHowKpc0cI3ToeHhzI1NaWU9nv37jnxecSqRESfg3HiGDjm2/j4uPMchvPz+byykhH7wjvgCki+akhPIgE2DBIkSJAgQydD63kVCgXHMuAEPxzTce/ePc0PSiaTMj097VjQ+N358+fl5s2b+ne446g/yBAeLKexsTG1WjhrHMw0sJqiWI2xWEx/g+x2dsdxP67Rl06nFfp55ZVX5NatW3L16lW9B2e3+0gN8FoYbn0UJAIrHVZ7r9dz2s3eLXsdvjwmK/y7TCajv9vb25PR0VElMjBEzOQcm4QbBbGyhylyPLgP6Ob//b//p3OCrfSxsTH1AiuViuzv7zvH6figQguP8nwZGTk6fRnVRERcVmO73ZZut+t4O3i/e3t7+vx0Ou0ls4i4J113Oh318DjfqdfryalTp9RrX19fdzwvCBOCYPGz58WeCo8bX9/pdLynnC8vLzvMPwiISz6YOQqutaQbK4xooD+AIH35R1E1OvmZ9rfsnaAf6BvQmhs3bsjv//7vK4uX+8Zt4yOAHj58KDdu3HC8IMxL3g+5Nmqn05HPfOYzelbXxsaGtiGTyWjber2ernEgUVjblUpF118qlXKqs6DPiURCpqamNFndVjBidAB78OOyo6NkaJUXQ07JZNKBHYAdX7x4URdSPB6Xra0t/a7Vasm5c+dEROS73/2ufPGLXxQRl9UFuIrLnDA9n9lxFmqJinMxjGKhOYbAGMbkhcmJyJ/61Ke0wvNPf/pTrUjB8QDfBo/vbKUIvobHmRVQt9vVzZaZhz7mkU8sewzSbrf1+kKh4Bx0FxXHGKQYrVj4FH/r9Y5KTFkIlDdN3tD43VsYNOqzjUlCWJH52Ig8X/jIdXzmFAlAr5w+wNAMGwAMO0bBqjyPmdJvz4hi5WXntI0d8SGRiNPEYjHn3r7i1/idj+lqYVA7bj6oj2ExVsS+MYhiLlqjIcoQ5HXFm32z2dS+1mo1h/YORcLsy0ajIbOzs961UKvVdGy5VFutVpNbt24pBM5Fruv1ugNTR4UUOFTA1W5w8K5I34jiQ2ht/N3HG3jctRslATYMEiRIkCBDJ0PrebELnkgknBN0cVLn2bNnlW01MjIiH3zwgRIe2u22XL9+XUREXnzxRYVNer2eY6EyZJVIJBwvjIOiNn/Ml0PGFipbhGCiAUZBUqtI3zpi5hCgtPn5eSmVSgp3bm9ve09ltcxB+1yItRB9TCNcw0evsIXLz7TCkIwvj67T6eh1KI3EbfPBoNzmQfk4VrifXIaq2WxqwPmDDz5QxhfaB7HJplF5gdbzYviY8+h85bK4z/iO4R6e+zwno9hgeBb+jvXiY9r5GLn83uF1cdK1793jOA60jZNnO52OwmEPHjzwknAmJiaOzWVfkN/mT/JYskdkvWGG87jA8qPgQdtnzElup8+btn3jkk7lcllh3ZWVFXn//fdFpO/R4P3m83mZm5tz4Fv2ZIEY1Wo1xxO9fv26E9ZgEhDnDqLfmN+MqsC7T6VSjheGzyiY4EOc7Dr17T9PIkOrvPL5vDPYeFm1Wk0X7M7OjhZ7hUJ59913RcQtEMuLzLq48XjcoREzNMYKMwo25PvF43FHQVlsHRUQ5ubmnI0c0mg0FBq8d++ebG5u6oSvVqsa33hc2jorDFsYlDcwjvUx+4nPI4oSH3PJfo+/Yzyffvpp2dra0rFiuMkyxFgpDoqt8eLh2IQ9NQBHof/Wb/2WvPHGGyLiwiOA73xQlFVcFqLiGIsvlmKhzVjMrUHIRpQPAkwkEg4bk79jCJFZZjBmeKOyioD7gHGysCFDaAwxQ8Ck5Odg7kxOTjpjxzAZKyuebxwL4xMeMN99Z9NZQwPPQUWXx4GxeG/wGW623clkUq+pVqv698nJSTk8PNRqNdvb27q2m82mHpTLxkmhUJCTJ086VHnAi8Vi0YHzuSamhSHxHb8fy9K0exrPKa5SYpnYbND4mMBIpBc5Xrnj48rQKi+c3CnSHxxs/Ddv3tTM7kQioQH4RqMhvV5PXn/9dRERWVpakjNnzuh3WBTsUeGFYBNdWlpyLCre4C0pg61c3C+VSukRBDxRdnd3JR6Pqyc4MzOj32OiiPQnIsgFm5ubxyYYvAa7SJkyDi8P/ebgK57JFjJiURgDpmzn83ndBG26AS8ka4nyxsIUbSjqS5cuyd/93d851eNBoslkMs5GxRstx/DsRsRxLjw/mUxKs9l0PGh4Wz/60Y90PDmYH4/HpVAoRB5K6vNg4EnjGvaIbE6OrZbBOYs8blFVRjjnkQ885bFKJpM6tru7u7K3t6cbGrwdXx/YYkalEYwJhJWsVRS1Wk3ny/j4uFb8uHTpkm7IpVJJ1yxSEngMYESw19HtukW2ebOcmJhw5iVkdHRU3936+rpkMhm9t/XufcYJKy/MKbShVCrJ9PS0iPTTEBDbKxaLOseXl5dlfX1dCVf7+/u6tk+cOKHELD7mZ2ZmRp566ind67a3t9WQ3Nra0nHK5XL6Ph8+fChra2t6YjLHa7PZrO5HrLxR/otJRWhDOp12OAVMKKrVavoemZjBex1XzGea/pNIiHkFCRIkSJChk6H1vEqlkmr9Wq2m2vzVV19Va2R/f1/d5Xq9Lq1WS6E1QCwirjXAbnoqlXKSZ1utViQVmv/O3zHM1Wg0tD3VatWpF9jpdNRj9HlNEPucqIohPoYU2uWLB1gYzFbuwJgyDVdEnJiIpaeL+GvasRfEz8FYbW9vy8zMjGM9c7yHY3t83yjoh2NMUYmttt8MRfNvECPyXWPHgJ8ThfsPgjp9jEURFyK1TL8ohiD+jXth7uNoHljqzICDBS5yFBcSOaJBc+zTx7zld237k06n1Ur/xS9+4UCIzJrj8eE5zlVO7Jjb9ehjjTIjD0d+RLFBITakYCvNMCSI6zY3N524H55fLBb1WCO0AR5NMpl0kvJ5/XKskSn18Xhc3+H+/r56rwcHBxKPx7UwbrvddqqhYD/iEALOzOPjgYAApdNpjUfzO/DFxnncGf3hWOMnkaFVXuVy2aFlovr222+/rRDX/Py8gw+32239jvMVWGElEgl17S3V2FcCR+R4ZW97No5vU2flhSDq8vKy/pvv7Vt82EB95W64fTZAypsbi28DwP9ZefGGwkFvG++xpIoo2juEYyjr6+uyvLysUGE8HleIIZVK6TuxSsASRXgDs5sQjwf/HePrO2lXxH9AqW+jxL/57z6KsK/duIZJBCy80XI80PZbRBylwjAb/g6KNgfuAQuvra05cVB7ugG/e2vs4NkcF242m05BYGyoL7/8ssZuNzc3j8WSbayN34OIu4kiZsdEBsSsWVnw2EJ5+cZ6EM2bP3e7XVXA09PTuh/dvXtX5y7nMuKQSCbXQHn1ekcnThQKBVUWzWbTKRdVLpe13zMzM6qw3nvvPWdsRkdHFQK/c+eOXLx4UccaZaP45IZut1+aDBD65cuXvbF+Hne8D5+xxXHmw0P3RPBPIgE2DBIkSJAgQydD63mVSiXvuTa93tHxHdvb22q9l8tlqdfrjtXOnhuTKhBItowv/Bb/ZwaNhbDg1XGSMVNTuTacSN/y8dVqxL/xHP6NtfJ9dQbtvUTc83rYc8H9GI6Atcv12TgQy/XYGD7hZGoLrTEMwrAJn6TM5zVlMhlNcWDq8OOKpZwzpMsWvPWoogg5NhUCEgVbsrVvf8deHf8W/ec5Bmm1Wg50ivHIZrPHSDyAkhhCHBkZ0XlYLBalVCrpOtnb21NP5Utf+pJ6AL/61a8cdMFWUGAWIYSPA0KVEkYyMP8rlYp6KisrK8oQ3t/fl1QqpUgIV55hL5eZiyC2cN1EpMswQYAJCSBV+Qg1NvnZB2UDgUB7GBVKpVLOmGCcS6WSjI2NOaeFwxM5f/68vPjiizoGKJ4LtIj3AOx7H374oRJD4N3i+itXrshrr72mz/mrv/or/R6EjbGxMYUQX375ZfnmN78p6+vrItJnNtv9Df1m4XlgPVMIv7dP6nkNrfI6ODjw5juMj4/roNy7d0+efvppERGtFo6FXa/XdcFwEdhcLqfXAMrijZvxWh8dF4oL39XrdV3ktnguXurY2JhuzhCGA5mOik1rYmLimLLy0VRtnglPsGQyeSx3B+3kzZpjH1xlxB4AiHamUimFIECR5vgkC8cJ8JtisSjZbNY5Gh6QKhsTdqPmig5oE/rNCgvXoHoB+s0Hf/KZatx+C4NGwUq2WgHDxDYOiecnEglnc5yZmXEgQczr/f193YjHxsZ0szpz5oxTQeHg4EA3JC76y88EXAV4fXR0VCG869evO0VhIVC4fHghb1oYN95Ex8fHpVAo6Py1cWFAXjdu3NBnbWxsSKFQ0HhLLBbTecVznMcAY4vvFhYW5O233xYRkRdeeMEpeYT2JxIJpwwT94ch2nQ67cTsuFpPu93We3OpNx6DkZER3XNu3boly8vLyirMZrO6B8zPz+tzstms7kcjIyMyOTnpMDPRh2vXrukels1mNX5++fJluXfvnvzLv/yLvlNQ8qenp3VdVSoVPeR0a2tL3n//fR3D2dlZZz/yxfNFjjNVud8++Np3qsfHkQAbBgkSJEiQoZOh9byq1arjefms54sXL8o//MM/iIjIs88+61RGSKfTahXl83n9PDo6qgFrwGUcYPTBPUxcsGw0hge5lhh7XlzXEMKQFcMEbO1wcmaz2fTmoLH7DpYas7lY2Fq0Xq2PDGIhQGYnWQYefmdzyADVbG1tOecTcUK3Pf5jUA1FH3mCId5HVQLhsWBPxbIxo1iFLOz1cu04m7TJECDuUavVZHV11Qsls4fGBXvv3r177JwqPjOO2wLP7datW/K9731Prfbp6WnnTDHLyLRjZPuDfmA8mDjBBV5jsZjjheDzyMjRWXiLi4sObDg+Pu4QEdA2XqMgicBz2t7e1nlUrVadHEH24LnILb8TRlUmJiZ0Lo6Ojjokl26360CVTJjivErca3JyUtLptF7DeXNbW1v6TvEdnj89Pa0w4tramlOEAc+Znp7WZPt//ud/dsIV6XRavvCFL+h4oj+Li4ty4cIFbT8zAWu12iPZm/jsO82dE5OZgOObUx9HhlZ5ccFKPpKcD2u7du2antX04MEDOX36tHzqU58SEZGpqSnFezlmhYKZuNfh4aHCMMVi0SnLwzEZwCuAU9AGZuQwRGVjWqxwRNxySrxJWIq2D16sVqs6qVOplAO72LgBV5jHpjE/P699xv9xP24bs9ZarZY+f29vT6GnmZkZmZub0w1kenraKU8DhbWzs+MkAmcyGY09zs7OKgzCFQI4ZoC4J6CckydP6oa4vr7uQKJIIH3qqadkZ2dHYyIMD7Ji5ZgXnsnviqFLNqJYQfE5cZwcWq/XnbPSeENkWJhLV01PTztJ7Jh7d+7ckUQi4VRxYWgM47m/v699npubkz/+4z/W2NatW7eOVVsX8VP6o5S/jxaNkx/43gzfMuyPBOp8Pu8oba52w3HZarWq8Gir1ZLd3V05efKkiPTZeuj3/fv39d5LS0uOguHxjsfjqjDB8IOw8YjflEolWVtb03d69uxZ56QAxKJ2dnZ0vk5PT0s+n3eYhBiP9fV1PX+L42+jo6OSy+UU3nv48KG+x3g8rmv06tWr+py5uTlJJBI6D65cuaJn1vV6PR2Pd955R6HFc+fOST6fd8IlPhatTS9gxWTjvxxDxN/xzp5UAmwYJEiQIEGGTmI9H/4xBPK1r33NyTOB9bmxsaFW14ULF9Syf+utt+Spp56Sz372syJy/FgITqa05ZRgRVWrVb0ml8s5wV9bCscXjGQr0gas2aKzEBVb8FxjzDLi4O3Nzc1pIHh/f1+9INyPYTsmncCrzOfzjvfJZV+iGHUMo5w4cUJzSXZ2dmRlZcW5NzMu8X729/ed/B72tphhuLi4qPlBXGQ0n8/LuXPn5Pbt2yIi8uabb6qHNTc3p1byzMyMrK6uiki/+O709LRa5mxx8zEZxWJRrVrUk2OL03oXGE+0bWtrSxYWFjTwvr+/r/k1p0+f1jlZrVb1mWtra3L16lWtcXf27Fn1qBYXF9X6RkkhjNvY2JiO79NPPy2vvvqqiPS9srfeektE+pAVEIiHDx/KgwcP1Are2dlx3g/e+97enuMBMKlB5HgdRIyBLbjLJBqGF5lEZJOPmbEIpIDXTKvVUk/lzJkz8vzzz+u/b968qfvB5cuX1VNZWVlx1ixDjwxPLi8vy/nz5/X5eAc7OztacunUqVPy7LPPOoV1GbaHZ727u6vXFwoFJw+u1zsqCL6zs6OkilgspvNocXFRzp8/r5Di4eGhlpd6/fXXdc2/8MIL2v/bt2/L/Py8fsdzbH19XechxlGk7xWePHnSyanzEaEYxen1eg4D1dZKxbpqt9u65mdmZuTb3/62PKkMrfIKEiRIkCD/dyXAhkGCBAkSZOgkKK8gQYIECTJ0EpRXkCBBggQZOgnKK0iQIEGCDJ0E5RUkSJAgQYZOgvIKEiRIkCBDJ0F5BQkSJEiQoZOgvIIECRIkyNBJUF5BggQJEmToJCivIEGCBAkydBKUV5AgQYIEGToJyitIkCBBggydBOUVJEiQIEGGToLyChIkSJAgQydBeQUJEiRIkKGToLyCBAkSJMjQSVBeQYIECRJk6CQoryBBggQJMnQSlFeQIEGCBBk6CcorSJAgQYIMnQTlFSRIkCBBhk6C8goSJEiQIEMnQXkFCRIkSJChk6C8ggQJEiTI0ElQXkGCBAkSZOgkKK8gQYIECTJ0EpRX4fqhywAAAElJREFUkCBBggQZOgnKK0iQIEGCDJ0E5RUkSJAgQYZOgvIKEiRIkCBDJ0F5BQkSJEiQoZOgvIIECRIkyNBJUF5BggQJEmTo5P8D+BFfcw8oL38AAAAASUVORK5CYII=", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(clamP(fHard), string(\"Hard, SNR = \", string(snr(f0, fHard))) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wavelet Denoising with Soft Thesholding" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimated image $\\tilde f$ using hard thresholding.\n", "suffers from many artifacts. It is\n", "possible to improve the result by using soft thresholding, \n", "defined as\n", "$$ \\tilde f = S_T^1(f) = \\sum_m s_T^1(\\dotp{f}{\\psi_m}) \\psi_m $$\n", "$$\n", " \\qwhereq\n", " s_T^1(\\alpha) = \\max\\pa{0, 1 - \\frac{T}{\\abs{\\alpha}}}\\alpha.\n", "$$\n", "\n", "Display the soft thresholding function $s_T^1(\\al)$." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "thresh_soft = (u, t) -> max(1 - t./abs(u), 0).*u\n", "alpha = linspace(-3, 3, 1000)\n", "plot(alpha, thresh_soft(alpha, 1))\n", "axis(\"equal\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Select the threshold." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.12" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "T = 3/2*sigma;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform the soft thresholding." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 23.2835 23.8234 18.5451 … -0.0 -0.0 \n", " 13.5263 11.4867 18.0572 -0.0 -0.0 \n", " 22.1446 24.9227 25.3522 -0.0 -0.0 \n", " 22.3518 29.5527 31.757 0.0 -0.0770398 \n", " 3.10785 6.28001 7.11699 0.0282908 -0.0 \n", " 2.99166 -1.05377 -3.7698 … 0.0 -0.000415364\n", " -1.08608 -2.93126 3.72766 0.08346 0.0 \n", " -0.234801 -2.96171 -1.44658 -0.0583237 -0.0 \n", " 2.95279 0.821851 1.21727 -0.0 0.0 \n", " 0.0 -1.81395 0.0276036 0.0 -0.0782404 \n", " -2.1319 -1.28219 2.75214 … -0.0 -0.116115 \n", " 0.598093 -0.56511 -1.39707 -0.0 0.0471708 \n", " 0.746697 -1.1531 1.32171 -0.08175 0.0607038 \n", " ⋮ ⋱ ⋮ \n", " -0.0 0.00827876 0.0 0.0 -0.0 \n", " 0.0 0.0 0.0 … -0.0 0.0 \n", " -0.0 -0.0 0.0 -0.0 0.0 \n", " 0.0 0.0 -0.0 -0.0 0.0 \n", " 0.0 0.0 -0.0 0.0 -0.0 \n", " 0.0 -0.0 -0.0 0.00412859 -0.0434802 \n", " -0.0 -0.0263223 -0.0 … -0.0 0.059904 \n", " 0.0 0.0 -0.0 -0.0 -0.0 \n", " 0.0408282 0.0935444 0.0 -0.0 -0.0 \n", " 0.0 0.0 0.135558 -0.0 0.0 \n", " 0.00344442 -0.0947161 -0.0 -0.0 -0.0 \n", " 0.0 0.0 0.0 … -0.0 0.0 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aT = thresh_soft(a, T);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To slightly improve the soft thresholding performance, we do not\n", "threshold the coefficients corresponding to coarse scale wavelets. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "4×4 Array{Float64,2}:\n", " 23.4035 23.9434 18.6651 20.8802\n", " 13.6463 11.6067 18.1772 21.5199\n", " 22.2646 25.0427 25.4722 22.0171\n", " 22.4718 29.6727 31.877 31.1387" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aT[1:2^Jmin, 1:2^Jmin] = a[1:2^Jmin, 1:2^Jmin];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Re-construct the soft thresholding estimator $\\tilde f$." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.17342 0.172939 0.180234 0.158508 … 0.255154 0.199273 0.372073\n", " 0.220494 0.214632 0.219834 0.18375 0.367321 0.278738 0.359332\n", " 0.31405 0.223571 0.256948 0.20457 0.393764 0.382782 0.339736\n", " 0.2457 0.334712 0.228548 0.198712 0.365888 0.395095 0.345723\n", " 0.306345 0.244577 0.230353 0.213414 0.410374 0.41148 0.332919\n", " 0.262049 0.253532 0.294156 0.252261 … 0.392707 0.38587 0.374777\n", " 0.23185 0.221291 0.208176 0.204602 0.361887 0.34105 0.45209 \n", " 0.216931 0.225198 0.242314 0.226402 0.380157 0.36792 0.397082\n", " 0.211362 0.208991 0.204999 0.207057 0.379989 0.343004 0.286999\n", " 0.206785 0.205693 0.202387 0.207343 0.372409 0.339608 0.283301\n", " 0.200998 0.201812 0.199364 0.20909 … 0.381969 0.345516 0.284561\n", " 0.199728 0.200107 0.197878 0.20538 0.384736 0.34371 0.282915\n", " 0.200235 0.205325 0.212106 0.212574 0.372693 0.346922 0.285712\n", " ⋮ ⋱ ⋮ \n", " 0.447267 0.587864 0.55065 0.481604 0.430423 0.458212 0.475337\n", " 0.482199 0.572619 0.562989 0.525241 … 0.437193 0.464077 0.485725\n", " 0.506143 0.523933 0.538793 0.57405 0.435456 0.468018 0.486883\n", " 0.571099 0.60005 0.650946 0.603556 0.465469 0.479141 0.522486\n", " 0.608928 0.602742 0.585026 0.549187 0.507303 0.479119 0.533026\n", " 0.577622 0.565062 0.527825 0.547373 0.48129 0.472961 0.515253\n", " 0.540969 0.536617 0.552423 0.493 … 0.434287 0.466616 0.496802\n", " 0.524274 0.473703 0.407297 0.399989 0.465619 0.460971 0.480883\n", " 0.467991 0.478424 0.442465 0.422222 0.434949 0.468163 0.463228\n", " 0.442474 0.381928 0.417023 0.367842 0.41544 0.430894 0.446091\n", " 0.379162 0.37951 0.384954 0.298317 0.420509 0.401609 0.429261\n", " 0.299488 0.298653 0.304555 0.243132 … 0.333849 0.342525 0.411283" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fSoft = perform_wavortho_transf(aT, Jmin, -1, h);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the soft thresholding denoising result." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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P1b//L1leGzZsMADMhz/8Ydff97ZNX//61xsA5sc//rF1/+bNmw0Ac+WVV7o+X8StTe+//37j8/kslMWzvDri+bxeZAmHwzjmmGNw9dVX45/+6Z/QaDTw05/+1LrmheJa/n9Kb28vVq1ahdWrV+Pkk0/G73//e2zevNn1WrG+fvGLX+zR35BIJPCqV70Kr371q/GBD3wAq1evxpo1a/DpT3962rWjo6N79W9/NHen3HLLLfD7/TjvvPP26vrnn38ed955p1rOIj09PTjhhBPwhz/8wfW+LVu24L777sOb3/zmaTFG99xzD+68805ceOGF2LRpk/5rNpuoVCrYtGmTki+AjsW5bt06rFu3Dvfddx927NiB9773vRgfH8eBBx6o191www0YHByc5h9atWoVjDH44x//uMe6dnd347TTTrPi0ebOnQtgOgkE6JARstms/j00NISRkZFp18l38qx9kaGhIbRarWkkn3q9jomJiRmfeeuttwLAjESZvW3TmeovpCauv5u4temll16KE088EcPDw9r34+PjADpttWXLlj0+869ZvM3r/5DIQiITeNGiRWi323j22Wet63bu3IlcLqdkij3J/+bG5yyvm1x00UXIZDK48sor9/q5hx12GN7+9rfjhhtumDY5h4aG9uofs8D2R2q1Gn72s5/hlFNO2euFdOfOnQDgyjBrNBozBrX+5Cc/gTHGdfGU+r/xjW/E8PCw/tu+fTvuueceDA8P44c//KF1j8/nw4oVK3DCCSegp6cH9957L9rttgVZ7dy5c8ZyApixrCyVSgX5fF7/PuqoowAA27dvn3btjh07LGj4iCOOwDPPPGNtvADwpz/9SX/fV5F7nMG7Dz30ENrt9ozPvPXWW7F06VLXeEWRvWnTmeq/Y8cOAJgGjbuJs023bNmC//7v/7b6/hOf+ASAjqJx2GGHveAz/2rlxTb9Xopyzz33uDpvv/KVrxgA5hvf+IYxZjdh44ILLrCuu/TSS/easDE4OGje8IY37HdZR0ZGXCGkWq1mjjjiCOP3+83Y2JgxZjpsKPL5z3/eADCHH374XsV5GdOBj3w+n7nwwgut7+++++69+sfkAJa9hQ3//d//3QAwP/jBD2a85rnnnjPPPfec/r1r1y7j9/vNKaecYvXv1q1bTTKZNK997Wtdn3PYYYeZhQsXuo6JzZs3m9tvv33av/7+fnP00Ueb22+/3SqDU8rlsnn5y19uhoaGzNTUlH7/4Q9/2AAw9957r3X9RRddZACYBx54QL9ziz3cuHGjSaVS5sQTT7S+P/zww01XV5eOCWOMueuuuwwA89WvflW/e+CBB6bFeVWrVXPAAQeY4447bsb6vFCcV09PzzTY9u1vf7uJx+NmYmJi2j2PPPKIaxzXnmSmNh0ZGTGRSMSccMIJFunisssuMwDMmjVr9Lu9bdO77rprWt9/5CMfUTjbGaf3UhJv83oRZMWKFWZ4eNh8/OMfN9/97nfNt771LfPWt77VBAIBs3jxYit4+Z3vfKcBYN7ylreY66+/Xv8+++yzrWfOtHmdeeaZJpFImH/4h38wP/nJT6xFCcA0X4pTHnzwQePz+czpp59urr76avPDH/7QfPnLXzaHH364AWAuuugivXamzSubzZp0Om0A7PXmZUzHh5BIJMz4+Pgey7g3ctNNN5mrrrpKF5JTTz3VXHXVVeaqq64ymzZtmnb9m970JhOJREwul5vxmYsWLTKLFi2yvjv//PP1+dddd525+uqrzfz5800gEDD/9V//Ne0Za9euNQDMpz71qX2qz0w+rze/+c3mwgsvNDfccIP52te+Zl72speZSCRifvOb31jXrV+/3iQSCZNMJs1ll11mvvOd75jzzjvPAJgWJD0wMGDOO+8885WvfMV897vfNZ/4xCdMT0+PiUaj0wK377nnHhMIBMzy5cvNN77xDXPFFVeYVCplDjzwwGk+zDe/+c0mGAyaT3ziE+aGG24wr3jFK0wwGJzWTps2bdK+Ou644wwA/fumm26yrr3++usNAHPOOeeY733ve8qU/eIXv+jajsImXb9+/Yxtvbdtaowxf//3f69teP3115sLLrjA+Hw+c9555+13mzrF83l1xNu8XgT51a9+Zd7znveYgw46yCSTSRMOh80BBxxgPvKRj0zTyBqNhrnyyivN8PCwCYVCZsGCBeayyy5TyrTITJvX+vXrzUknnWRisZhSoY0xplAoGAB7pA8bY8zU1JS59tprzWte8xozf/58EwqFTCqVMitXrjTf+973LGthps3LGGOuuOKKfd68fve73+1zNoyZ5OSTT56RVu+0PvL5vIlGo+aNb3zjHp/ptnk1Gg1z3XXXmSOOOMIkk0mTTCbNqaeealnJLJ/61KcMAPP444/vU31m2ry+8pWvmIMOOshEo1ENVXj00Uddn7F+/XpzzjnnmAULFphQKGQWLVpkLrnkElMqlazrrrjiCnP00Ueb7u5uEwwGzdy5c8255547Y5nvvvtuc/zxx5toNGp6enrM3/7t35qRkZFp11UqFXPJJZeYOXPmmEgkYo455hhz5513TrtOxpXbPzfl67vf/a5Zvny5CYfDZunSpeaaa65xtWpbrZaZN2+eefnLX+5aD5F9adN2u22uu+46c+CBB+p8vfzyy6cRcfa1TVm8zasjPmOM+Z+GIj35vy+rV6/GWWedhcceewyHHnroi10cTzzxxJN9Eo+w8RKVe++9F+eee663cXniiSezUjzLyxNPPPHEk1knnuXliSeeeOLJrBNv8/LEE0888WTWibd5eeKJJ554MuvE27w88cQTTzyZdeJtXp544oknnsw6mbVHoqxcuRLtdhsA4Pf7NRFrPp9HMNipVjAY1M/ZbBYnnXSSHuJYLpf1cMVyuaynlzYaDdTrdQCdHHXNZlNzwJlOULdeJ3nZpqam9NC6arWKUCikRzP4/X4tZ09PD+bPnw+gk8OsVCoB6CQObTabel273dYjETg3oTFGv4/FYpiYmEA6nQaAae8MBAJaTmmbSCSCRCKh+euknoCdy65YLFrv9fv9ehhfLpfTYyv8fr+VH0/uabfbqFarAIBkMone3l4tQ7lc1npKewHAxMSEHq2yYMECzJ07V4812b59u+a8KxaL2le1Wk3L1Wq10Gg0NLGtz+fTOnHdGo0GUqmU1j8ajeozwuGwHo5YrVa1zO12W9uzWq1iwYIF+p5AIKDtEY/HtT7GGIyNjQEAtm7dimq1quVOpVJ6XAi3X6FQsNo8HA7r71I/aUO5P5FIaNl6e3thjNF+kIMORbq7uwF0xqscR9Jut6clA5Z3NhoNfWe73dbxEgwG4SQpy/jv6+vTxLg9PT1atlqthmq1qn8bY7TdEomENSbkWc4Eu36/X9s3kUjo3B4dHdUDOpvNJqrVqj47lUppuavVqs4fPnKk3W4jGAzqdX6/X5/N8zccDuv3qVQKPT09en+z2dT512639UTq7u5uvS6dTuv3ixcvRrFY1DUol8vperB9+3bNk7l9+3YdF81mE4VCQZ83OTmpffroo49qv4fDYT2epVaroVQq6ZiXNQDo9COPY+nrwcFBLF++XMuwefNmfXar1dK2dTvdmtdk+ZxMJrXMtVpNn9vX16dHx+yPeJaXJ5544okns05mreU1Z84cjI6OAuhoAKJdixYFdI6jZ2smHA7r8d2lUgkTExMAYGm4iURCtRnJBC7aUT6fVw0kHo9b1oTcHwgE4Pf7LS1IjrI3xmgGdr/fr9ofW01yndzv1BBFWq0W5s2bp9eFQiHLCmEtUrTdZrOJfD6vWnc6ndbrpqam1IorFArahtFoVDU+qbdIKBSyjkyX8oVCIcvy48zhwWDQKrO8hzV5yXgu71ywYIFqbqFQSMuwa9cubN26FQCQyWSmZe2W8jSbTas95bNYL/LuWq2mGcG7urq0T9gyDwaD+OMf/4gTTjgBQOewQhkHtVpNj73I5/OqSQ8ODiKXy+kYZeuTx2uj0cCCBQsAQK0HuccYo8+LRCLavmwVTk5Oot1uqwYdCAS03YDdlnY8HrfafXx8XDOiP/nkk/q8UCikWnYkEtExLnNCLCRjjI6pbDarWn61WtV6+nw+hMNh/TsSiWg/7Ny5U/u0t7dXnytzVq7j9qjVanpdd3e3WpjRaBTxeFznTbVa1f71+/1aTrZ46/U60um0WivhcNiy0KSteJ62Wi19ZzKZ1DUD6Mwfabd6va7WYigU0jE9OTmJcDisFmMkEtH6ZLNZXdsqlYq1BoTDYUxOTmo/yIkTyWRS7/f5fNrOrVYLPT09+oxoNGpZ2oxKSJnz+TweeOABbSvpT8Cep61WS8dKNBpFNBrVOSVlBaDrrHwnpzTIeN5fmbWb1+TkpE707du3a2dFo1EdbGLOA51BuGvXLj1igiGmWq2mnTI5Oan3+3w+BINBa2Pi50nHpVIpvV8WftlIjDF63lUymdSNjKXdbqPdbuskDQaD1iSVcvIGFwgErM2MIU2uN99njEGr1dL6FItFvYdhtng8rgtgLpdDKBTSgcyQkc/n08/NZlPbY2pqymonKa/c4/ZZ2lye1W63dUGr1Wr6nHA4rIO+q6sLBx98MAB7w5Znu8GwxhitWyQSgTFGrzPGaDl27dqlm6HP59M+iEQiFhwWCASstuE+kY39oYcegs/n0+tyuZzCk+12W9swFApZkHW9Xreex+OalQvu91arpYtYOBy2YDq5LhqNWht7MBhUKGdqasqChRgKlj4VpU7a0efzWf3M/SvvbLVaKJfL2qd+v183C15MK5WKtfn6/X5LYeL6SFtFo1EsW7YMQGezKpVKVrtJ2dLptG4ePJdEeZX+kXfIvbyRcXvIPCqVSmg0GtqnqVRKnx8Oh9Hb2wsAWLp0qbW2cF9VKhVtj3K5bMHuAp82Gg0YYyyonesg76zX61oH2Yh505EycF9xPaV+ck+9XrfcGNw+7EJwimyyixcv1vHVbDb3eM++iAcbeuKJJ554Mutk1lpemUxGd3MAliYqGgg7nIPBIDZu3Ij169cD6BxquHz5cgDAM888o7DQjh071PRtNBpYtmyZaoZCxgA6Wou8UzQroGPNsCY5NDSkZjdDPGwp+Hw+NBoNhe3q9bqWu7u727IgGP5yOrnFImGrI5FIWBAia8O1Wk3bKhAIqBbIJIT+/n7rIEWx3pzCxBAuSygU0n/SD2y1yPcMIYql1dfXB6ADYzARQ55dLBZVWxaIiq1CEYY3fD6fwsCRSMSyKJrNprYVQ6WBQEDbKRaLIZPJWH0ibZXJZPTgwVKppOOzq6tLT/MFYBFYeBxFo1HVqoX0wpYpt4+0B8NFQqqQ+skz5Tdpt56eHr0mGAwinU7rb/PmzdN6i6Yv10mdA4EAfD6fBYdJ2cLhsJbNiQwA0DGezWa1bM1mU/ugWCxqH6RSKYyMjFgWJ89FuWdiYmIagUSk1WpZlrWcQrx06VKdY36/H/V6XdEStqqCwaCOMWD3uKrX69pOfX19SKVSWrdEIqH3dHV16fowd+5ci9jVbrf173K5rJBztVrVsuTzecuyrtVqWoZ0Oq1tUKlUtD137dqln8PhMKLRqD6boT0htwCw4D6fz4d6va7l3rlzp0WCk7IFg0ELHQkEAtb8E5Rp586dOn+kXNI3f4nM2s2rVCqp2dnd3a2Tj5luPT09aorncjmkUin1v/T29losIlkkurq6FO5ZtGgRtm3bps9gqE6YiPKZO4InEsMgoVDI2iBkEDQaDUSjUV3sUqmUDhx5N9AZEDJwBe6SMrAvyefz6SDJ5XI6qeQeuS4Siegiyhsum/ONRsPaFJyLBEM8vEGJCDTB0AtDSeyr5A2SF/t6va7tK6w16R/ZLLq6uqYds+7E5+V/WVikL0SCwaB+t3jxYoU9eCOUCSpt2t/fr22YzWa1PRKJhKVEORUPhpUZ4uXNgv1C7HsBdsNeDNnJgsjXyUYQCoUUBnUqIAwFNRoNXXR47PEGIzA3M/JEnJA1L7xSRhGGHZ3XAZ1ThFeuXKks1K1bt6r8bYbDAAAgAElEQVSPJxwO6zzlfpS6uPmMWQnh+otvTcrtZO6y24DLx/czBMgwJ89Zhh0FvubNizc2GVOsOMp84Q1C5pwxRt+7aNEiVcZbrRYmJyfV9xmNRrXd2VdZLBZ1zanX65g/fz4eeeQRAMDChQstGFTatNFoWPPauRlxu8l7mB/A7bQ/4sGGnnjiiSeezDqZtZZXtVq1iAci7BAsFouq6VUqFSSTSbW8Go2GagPMNmSL7rHHHrOc1pVKxXLYOssD7Nb0RCMql8uq6cRiMYVrWq2WXjs1NYVYLGZpPqL1s0XELETR5FnLFo2MIcBUKjVNy2QtW8rA5QmFQqrtFQqFaWxIft9MFifHwDjbh2NG5H4nxFStVrUNmCRSLBa1v4844girP2fSjAUGkfpIO1erVQvmCoVCqrEef/zxWL16td7PcV4TExMYHBwEYLPzeHxNTExoH0isIGuiYt2USiUdE+xAF/aom6OcCRcCffJ7ZhK5jqEoeS7XT8gPW7Zs0TqwBVCr1SzLi60/YLpVIxIIBNSiCAaD2o8MJQG7x1F/fz+efvppHQeTk5PWe/L5vD5XJBqNWlaqkHLkNx7HHJPX19enkCLDYY1GYxrMLHVkBMEYo9f19vZa49pJXuLvZS4Ui0VdJ1qtliJJHP8pECgzB5lwMTw8DKAzDu+66y4AnbUlHo9bjGd5diaT0bIlEgntm3q9jvHxcXWr8HhpNBoKMYZCIQtKZnieiVHhcFhdJ5OTk/q9xLzur8zazYs7Ph6PW0wzadBgMGixoCqViuLUhUJBYaZQKKSstVAopDRVXtwBOxiaMX/G38W0Z3+WiMBHIjJZFi1ahLGxMasOfA+/n+vIfhApu1zHFGURYdNJuev1uk5Snoy82LOPTp7BECLfI9dEo1H9LO+XyVMoFCy4yO25fr8fjUZD+4ehilAopJ8POuggPPXUUwA6vkr2RTHMVa1WLUiFN2+uG7Ab8tywYcOMDK25c+fqwlmv1y3GpWx+xWJRx5G0JfsKuH1EieJ+CwaD6iuTZ3A4B/vmuA0luFmexwxB3qTZ5+WEw4UCXqvVrPtnghrlbykDj1luQ4YHnQHyzAble1kRi8ViOv+q1aq1Qcn7G40GEomE9beIKCvyWXyqk5OTqNfrrjAotyf7dIDdm66sLTLGyuUyBgYGAHT6SiBmfi77nYHOhrdhwwYAnTki7V6v1y0liH1erAhGIhGsWbMGQEfxEuZjuVzG0NCQ5feWuTg6Oqpl6uvrU/b2jh07LD+f06cpzzLGKKTLEL+zrrye8PzlEJr9EQ829MQTTzzxZNbJrLW8GLJiB3EkErHS8LAmkM/n1XzNZrNWgK5AE4VCQa0zgRzYwpPrOGCyUqlYGipbOxwjxY7YYDComtvo6CjS6bSVlke0ZIYxWZup1+uqXcnzOD0NB7GypcRpYJLJpGUBiPZdr9etMju1aWc/yP3Snv39/dqGrVYLO3fuxOGHH67tK1o/WxoMW4pTWQgs0WjUCoYWyG716tWqEQpxggNaGaIViGpqakphDyGPcLtLGdauXWsFmss9uVwOW7Zs0UDLqakpqw1Fm2QoO5vNKqsPsK1Cv9+v44AhnVAohEwmo9YnO9dDoZCVmoxhWIa52WrgtF61Ws1i03FcYSKR0DHOrFeGr1jjBzrzhC1Bno8iEkfElrG0tcSaATajVoLd5Tq2Pp2pibiefX19aq0Ui0Wtd7Va1Tnj8/m0j1KplMVkjMfjallz8D9bXRwkLZAZXyf9yPOS6yLzTf4eGxvTNmDGZaVS0b4Wi52tNvmcz+d1jP7mN7/Rz0uWLLHitAKBgNZ7/vz52p6RSMSC6XO5nAZes+WVSqWUJDVnzhyNQRNIVtqQYfJarWYhRNJunLpsf2TWbl5OHwlPJqYUMxuP6b5MdeXNp91uW2y0yclJy6chDc9MuVAoZC1gzLxjFo4zQFdEFn7eZBiikYHHcJMszhz0PBO0JyLllXfzgsTXNptNnTACxc1ERWa4SMpZKpUsVlk0GtUJY4yxGFLsp5OFslKpWJR6XgBisZjen8/n9ZpIJGLBurlczoLgWHgR3tNB4jNBYewDdAYSO/0gUjamnTvfyQsaBwgHg0GFciTriLSn+CMCgYAuJtu2bUM2m7Uo39LnssC6vZ/r4FR2GM7jhUnKCHTamoOP3UQ2JTefpBOmk7YulUpW0gEnpMhziJnDvIEGg0FVYmKxmOv7W62WZgABOlDboYceqnUTeJ/fyW0jCQuc+UClPBx4zqxX/rvZbOqGxwHYPp9PlZ5KpaIbDGD7Pnlt4zVHNlmeA7xJciiFtHs0GsXxxx+PBx98EACsLC3CjHb2h4T+ONsE6ECizAafaR7sq8zazWtPiyl3jlPDlQnn8/lUq63VatMWJ3lHMBjUhfzZZ5/V+8UxLNezdcaxO86y8kLFVovTYnOjwAO7J2k6ncaGDRsUt+cNjzcFeQZgx70BHU2UtXZOlySbIi/CIqytuaU5yufzlpM7kUioNcxxUewD5MWR/XDSPqJo9PT0aJk59EE2O9bamawjwu3uJtzWIs7Ni7MZMPU3mUy6ElMk9Q+nJnKLRwuHw3pNPB5HuVzGYYcdpu0mqcXS6bT6GiSdFdCxamOxmIU2SNlYe5bnAfY4k++5T1hjl2dJ3eQ9iUTCShXlJsFgEKlUSq/j1EDOTBwyDtLpNIwxlsLoJICIcNYUppM3Gg3tK7ZYmUSQTqcRi8V0PTjttNPUZ/Xoo49qCrJQKGRR+nkuM0mElcJEIqHv5LYV5ZdjDLlNpK3r9brVn+Fw2NVvyNazPE/auVKp6LoViUS03iMjI5oomAls+Xwejz32mLabxHBJHdwo7hKbJu+NxWLaJzt37rT8fn9pZg0Rz+fliSeeeOLJrJNZa3mxsDnPLESmxYofZdOmTQA6WtvixYsB2IwkZ+CsBDACnWwZop2Vy2XVZhKJhKWRcVAeMw+B6RCWCFteTuoxaz3sJ0gmk5a2xVopsw0ZWohGo1YwpBODl89OyjVr1BwG4KQ5A3YCVCdDy1lOptY6tXxmcHLeRy4HB3pzfkWhzgN2KAT7WtysLBa2SjmLBWcMYb/S2NiYBgJv2bLFsvqdVg/3m5SH20WOfnnmmWcAdCwseU9/f78VQsGQWalUsphiHMDM/lYny1SsAz6ehGFVhrw5kFqe4QbHAbv7t16v46mnnlLfJSd7ZQkGg9NyG3KSW4ZB+R4nauGGQuRyOYVh+biVVqtz3AxnyhGorNFo6Bir1+sWdMrj1RnKwLCyoBics1D8iewrl98YkZCsKVxXXp+clruz3QHb6vb5fDqWBc6W69kPOjU1hUMOOQRA50gUzq/KVjKvWbxWjo+P6xjjRMnSJ/8TMqs3L2k47ihewBgvr9frSCaTOml4gPEAz+fzukFJ/IssBplMRgciQ1QMTQiFVyZpsVjUhSEajVrnKDGEwBRYpvgzdixlBTqO+kQi4erHcPo62G9RKBRmfA8vWkxtdQrHb3A8C5dFBq58z5NMJmmpVHI9W0iIMtJXzWZTqbjtdlsXYTeauAhDc+wrZFw+HA5bJA0htMj9nOaIY5IymYzWZ8uWLaoE+f1+hZh4U5MMLgJ9Shyb/OY2DrPZLHK5nMKtxhg936y/v1/LySmpJHuIW1yRwHaAvRG1223k83nrRAInvV3+d34v7cMKGseMsfh8PixevNiCyXhjlY2D/ZgyHjndFSuFMg6SyeS0MckLPGd0kHHU1dWlYzQcDltxea1Wy0rVxsqBm19L1gi5n8kO6XRa+7C3t1fLWavVUKlULGWL46zcYH8pA2+ATM5xUzTcYkE5rZcb1BgOh9Hd3a0b/EwKDacpE0hV+mfHjh048MADAXQUAekDPpnjhZTHFxIPNvTEE0888WTWyay1vFhDZO2ZWTetVsvSUph14/P5NCiQYZ1arabWgFNDKBaLSrXlc3o4A4RAGG6wkJQJsE1+ZuYB0wkXXB/RFvv6+qzcaNIOACynvZuw5cWn83J2B2ZV7UkYkuSEn/J+gVGZ6SgWwOLFi9VJzaELzIICOtbF0qVLAXTovdIHzGrM5XLWERF+v986boKtdKmTJL7ltuLMJFxmJ2lGnsH5KuX58n7RpEdHR61kx41GwzX/IFsjrVZr2vEzQi1+6KGHLHKMMNCc0B1b91ImeZaIwF9u/cyEDy4Lw7nyHjcWrdQVsB348mwpW39/v8L5c+bMscgkzIJjtCMSiVhMWz5bbyayFJeP5/nk5CR6e3u1fSuVCh5//HF9D7/fDfZnshZgn7hcq9W0nBzoLQQlsSqZmMEhCgyVSn9ycgQ+a8wZvgDsHkc8n9gyd0s40Gq1MDo6qlYVQ7y8bjFy41zLksmkhhvEYjHL+uXsIX+JzNrNixs7FAppZ7PviCcI002BTgc98cQTAOxj2ePxuHXWkuDhgM0I4pgvxnSFgTdTmh5nqhcAuoDKM2q1msIOvLFx4lgZXAxtyeepqalph1sC031pzPBjphBnz5e6uDGE+HnNZlMpxXzIpUxkmaSy6QJQiE3ag6P4u7q6lF3H0OfWrVsVYmIorlwuW5OB7+FDEJ1nR3V3d+szODM4l4eZnE6oOp1OW74keX6j0bCOXs/lcnoPZwB3bvRO1h0rRXIW3WOPPWbFs3HG75l8lezrSKfT2h/bt2/HnDlzLD8xw9zsS3YyJLm9ec650ev5TDa5TsrKsCG/x63PRHix55Rw0h8MSXLmDIYtOf4rm83qgh+JRNR3uX79esuHyO3qbA+GZTlOU+rGm1cwGESlUrHqwH5VN+ZitVq1DjJl/z6Pd85KIjCyQJecUoqZnKlUyjrpIJVKWW4Rp49R/neuC7JhDQ4O6j2jo6PKimZF5y8VDzb0xBNPPPFk1smstbycJrM4nDlmy2m1MOzgJBG45c5zZqSQLB2ArekAmAZ1sPbImS+Y9cZHgHBWja6uLnXCDw0NWXCN850Mbc3EEnN+zyeZcmCwCENhcjTHTAGuzJTj2CfWahluYaiTLRqGgWOxGHbt2mWdnSbllPaXZ4tG19PTg7lz51pxVtu2bQPQyVMo9zOUVqvV1OoCOtAjn3skFngkErG0b2bu5fN560wjZxyPvLOvr08tdXaac3swUuAkHkg7AB1Ihpl+Im6MP+57QRe2bdumlv3pp5+OBx98UPuuUqloBpOJiQkrp6O833mUDLNgmR3njOnh67g+gB0QzmOMA/6dMWhSDk4wK5AzQ5o8fzhBrFiYkuGDM2Rs3LgRQGdcidUC2OQJZ2IEHr+8hsj9THAS+JpzGLKLg6FZ7ldGOxgCZ+uIURgpozyjUqlYMKBAmps2bdJEuULOcWtDrieXyy0RAI9d+f25556zWJ1/iczazSuTyVi4MA8wGQTMXJIIel64efOQAcEZHGSzYyxa7nFCcyKycMtv+XxesfVsNmuZ4myms9+lWCzqAsIsxHa7rROst7dXYQQR3sgYnpB2isfj1oRhaCASiSgkWi6XtT0HBweRTCYthh+3m7Qvw6iJREIXSnkuL3zsK5Rn5fN5DZicmJhAPB7XsjGkOjk5qf6RxYsX60Tq7+/HihUrFLrs6enRDAF//vOfrQWRUwdx+yWTSS0DsHscJRIJnfCFQgG5XE5/4zRh8XjcWozkc09PD+bNm6fsrUgkou3B7FYOog8Gg5bvgzO/xGIx3TAnJiasNGXd3d3WBs+LKGdNkXrff//9GBgYsOaSJBTmjOzJZFLHhEB+rCDJ4lQqlfT9nBlFMtww5CTCn51pyDgLBQv7EDnhrkCiMp+YEcdZW5rNppXqLRQKKT2+XC6rUjM5OWmtGcwO5HkQCoX0nUNDQ9YmLWnOent7dUwnk0lLieHTBarVqgUniggcyRC2fK5UKlZCZva9ArCgcRHeWAcHB620bRxk32w2LT+zzBGuo2x4TPGXspfLZVXGk8mkugM8tqEnnnjiiScvOZm1lteCBQssKIu1dNEm8vm8FVfBrEJnji3W1DihK8cVsQUg1wIdbYbzgrHm1NPTY53w6xbsK3FiXDY+NkQkEomoVvv0008jnU67muAM01WrVbX8JK6KrT+RdrutEEJfX59aN81m56hwhoqYyCDPGhsbU62uUqlo2iKxwrit3QKjh4aG8PzzzwPoHFvitIzdcu/V63W1Fuv1OsrlsrZHoVBQK4wDMBkuFsKLM1ZFysZpcCTOy+fzIZlMYs6cOQBsqJCT4rLVIeQLPoKFHe3s0OfkqM4Ab7asRWPn9shkMti8ebOWzZkAmI9mkWDdyclJy/rkPm21Wjp2pqamVPsWBIGhLbamxYJxsjS5T+VvZx32JDOlFfL7/RZBwgnhcbo3Tl/EFl+z2dR5yiSJVmv3GVWlUskiPjiTA0tbVSoVKx7NzVIqlUpoNpsWyiPiRgaRsjiZsyJOOJOhvXq9blllbvAykz9kjvJ4EyZvd3e3RTRjghGLMUbnDCfwBXZbf25EnH2RWbt5HXzwwdqIzA6qVCq6CI6Njam5vHnzZgCwYAPuHMbF2Q/Eh0nyRiC/Ax04gGGxaDRqBZsyNMcDmQ/N7O/vt8xsNwosM9j6+vospprTVyCfJRBXPtfrdSsglQedDLaRkREL3ikWixZ7ibNky/u7uros1p0sjuK3ceL28pu8p1AoaLCvQKXMinILK2CGVj6fx3PPPaeU+kKhoH3O97PfRfJT8nsYAuQFSCA3ya348pe/HEBnMZCJyWOq1WpZmc57e3u1fXnR4wwOzN6SNpB+dAaOS1tzn+fzeQwODk7z9Uq95XM2m9W2kSBpZnpKe3D/8kGq8Xjcgr2dAeF8EKn0u+TVlHumpqZ0/LOS4AyGlro7xdk2co0E7ktZuU/4pAH2HzebTcTj8Rkzoku/hUIhhfMZFmu320gmk9bi78w4L99zMLck/gZgsQjZ3+Sks7OCxT5r3rw476pT4Z4pfKLZbOo4dB5AK/WTdmd/OPcH/99qtdQfvW3bNlV8isWiKsnC7N1fmbWbV7Va1QYtl8u6uGSzWSu2RCby0qVLUalU9O9isagbm/OICMH8xVKTTkomk1bCWcaTnXFRPBB58LmlcGIcG+hMZs7AwJqWXMdHbgDusUiArfkJTVbu5cEjTmtgukUm7SLC9eZ4Em4D9tUw1d5tE5N7OCuI8zcpczKZ1HgcXgALhYKFpxeLRStOhbNbsDLhFClnpVKxFjNOqZVIJHQRi8ViOun5sFP2wabTaSupc7lc1snc39+vkzmbzap/hBddZ7uVSiXrb17seRw5fRIcxydzxynO7AwcE8fvSKVS2g+ZTEaVqoGBAbV4y+WylU2ciQR8wreTHDBTqimnj4Tp5FIWWbilflxufrZzjPGJyazgJJNJV8KVExHhzcw5590+b926Ffl83jpokjcAni+Mwjj7nftUNkbO8i8xVm6+KE6rxf43zqjhbCtWFJyKhjNESCzZhQsXWiiIzNmZUuXtrXg+L0888cQTT2adzFrLq1Kp4MknnwQAHHrooaopjI2NKQ14zpw5qrUsXboUo6OjqplLbjHADmxuNBrWIXXMEPL7/aphMjtwcnJSNUo+H0f+ZzorMwxFaxLtSMo6Z84cPPvsswBgZREIBALWc50BoQyD8vesLZbLZdXKOAEosyqdmjD70DhzBABL25R38tErwijkBLqcT1GsH87TKO3LdWDIS77nAxbF3yT0+Hq9ru1bLBatgFiBftPpNKampqxDL2Xs8Flw9Xrdslbnz5+PI488UvtEtMrJyUllVRUKBUvLHxkZUWtg48aN6pfq6enRPnZCkKxBcyhCsVi0oD22jjkI1EkzZ3SBLRPxvwAdS4Mp13y2Fh/XwsfeSxJhoHNsEFsqcn8oFEIikbCO6pB5wRaw0xfttB5FOMg5HA5rnwqUxsgF5zeVsnHGCYEJ2dfN7SbWdDKZtDL5SHkkewgzEd2Ql0qlou0+NjZm9QlnruAg50qlYoXXcJvwvPD7dycwZla1sCLZRypt4GQyMtTIwczOHKhumVpCoZCV4UaOQgI6c1b8utu2bXNN5r0/Mms3rxNPPFEHQr1e10VjfHxcM3H39vZajnq/329lOnbLbM2pjKTTme7LG5lbtnf5mxdi+RyLxRQHrtVq1vk91WrVygIi5WQ4AdgNEcnk5U3UmT1DhHFoxsmdjl2ZCJzOxRlnwhArw6jyDMDOeCJnAb1QPBKXuV6v63lWUi+ePAyjcvaB8fFxa5JyWh95NmeNyGaz6Onp0VOex8bGlGjibBv2ZQ0ODupizZn9GXLjrB7hcBjFYlE3/VgspsSbvr4+vOxlLwMAK1FrKpVCJpOxoCARXkyci5GTcOEGPTIMJEqP+KmKxaLl1+X6MDTIELxTWeIxyqc/c1osHgPONEFMenFC7W7wM3+WOksZeD5Ho1ErBZm0WzwetyBF8enJ+6Q92u22tfDyHOPzwObPn2/5UVm5kDEtG6z8zcqSM9sGE044aS/7w3gNcmbSCQZ3n+LNiZudMCyP1z1lwuB3yudcLof+/n5VBJ2p+Dg8R/pgJuh6b8WDDT3xxBNPPJl1MmstL4H/gI4pKtpJd3e3RWPmc4sCgYB1ErJoksyWYtqvHHMgWkwqlXLVXpmQIJqnvGdqasoqg7CLmN4rdPwDDjgAQAd6kbIxzMcapZOayjCKnF0G2NaAQBtskYgwVMi54cRqYW1PpFgsWrR5hh34eraCmMbMdeB3FItFzJ07V9uKGZds/TIbrlwuY2RkRJ/BDmxpB/lf2nbZsmUYGxtTS52t4a6uLu1DZyaBJUuWKLwXDodVS2b4mRPR9vb2IpfLqbXFGTKeeeYZHQdr1661IKZ8Pm8FwjPRhIkUosHmcjmrTZk5yxlhGDUAbBaeMwuEvJ+JC9Vq1ep7Dv4NhUIWmUjas7e3F/l8XpEHybwiwkkCnOfNuTFFnWgH19lp2TOxQ+7p6uqaFhDtRu1m6JXHnpM8wVCjkzjFTEyB1iSchgkbfI+sQYFAQC0/YzpHGrllJmExxljnibVaLWXhTk1N6bxyMnrFqpyamkJPT481XthdIcInqUejUUxOTlpjgokhYpX29fXpeJVcnfsrs3bzmpqa0obr6enRhmK8m49oF4qpbASZTEYblH00TuYWs85qtZoVf+Fmvvt8PkQiEZ0IfIAl49K8eYlPSOrA7EO/36/3u8GcjJkLRFMoFPRahi2cTEievMxc4sEqvice5G7ifA/HFzFswL4sTiTLCoAchidtxf7BdrutEz4WiylrT9IsSfkYhnFmNJdNTQ5HFD8XZwKZnJy0xocs7qOjo6jX69q+1WrVgi45ibP0Ry6Xs9icfK7U4sWLNaauUChY7SFZNuQeqTeHYvj9fgtiku+kHRlKYviaad4zLU5Sd+kDgS7b7Tbmzp1r+SHlPo5D4uS3lUrFyvYC7D6ni8cEQ8SyWThZgVIfFrf4S6ewwsmbBfsCpTy8GXNoiHzvjJ2amJjAYYcdps9z83nxuwQalDZgZiZDbjze2b8swiE+cg+vP6JYyN8MfTr9VzP5ToWiD9g0/EajYfknpb3kbw4XkDAYTvzsxvbdF/FgQ0888cQTT2adzFrLa9euXVbGAj7jRj4z81CICqL5pFIp/S2fz6vWw4xA0WrFbK9Wq5ajWzQdhukCgQC6urpUE+HErRzXwBCmRORLfFlXV5d13IokCY3H4xaTzEmCEE2HYSknjMKfhVUk10mZOQuHvIfZem6a20zxHhL/JRoZ5//j6/gYlmAwaMFhDBFVKhW1WubPn6/aWyAQsKxxJqCw1cL1r1Qq6O3txaGHHgoAeP755zV4t6+vT8fB2NiYWh2FQgGxWMzKIiHlFpgL6GiYkuj0mWeegc/n03uq1ap+3rRpk5VXkOPznGwyPs1ZRI7WkHs4LtB5ZAUzavl7hubYgmYSQzgcVmd8T08PNm/ebBE7nHGHUk+BCUdGRtDb22sFuHJ+SKlTV1eXBQX7fD6LvTjTWJb76/W6WnlSN7mf4z55HAv8JWNpampKLWsnRMcB7szijUQi6spYvHixNdelnM6kAJwNiFEiaR9nuwoczwiKW1+z1S9WlFg7oVBI2a2FQsGy8JjYwsJQfy6Xs84nYxdAOBzWNY3j63bu3KlzJJPJWDlQ/xKZtZtXOp22IDM+E0k2omg0qg0UDocxb948hZl8Pp81sWSDqNVqumiKH4ij7RnTdWMBit/E6c8BptO/ObN4Pp/XQTE+Pq7lFuad3MNwh9Ccpa4ycPisIxYnxTUajerCx3Rj9t0I1MLJfTkAWYQXFi6nk13GmylPRGYECqTC0CMvRuLTbDQamDdvHgDgnnvuwcKFCy2WI1OpRThDQKFQwOjoqJU9RN7DsCUAq50ff/xxnYDpdNqifwsMVCqVNNzh6aeftnyCzmBZXgDYv+P0nciCNBN0KzCj1NctaB2Yfvy7E5pzE35uMBi0EiTHYjGLkScSDof1PU6IiDdmvs+ZjHimoGXefJvNppVwwAk9ijCb00mVB3ZvFMPDwxpyMWfOHCxZskTvZ0WBYVxOMwbYDF/2eUldpqamUK1WZ+xLDl2Qjcf57Jlo626QKkOCnC2GWbNOH6AIl9GpNDt9gLKm8fhKpVLWuitt77ENPfHEE088ecnJrLa8+OgThhpEgxgYGLCOpg+FQlY+tQMPPFB/Ewjx9ttvx9q1awF0tGe3gFugo71yDIwz4aZoK3PmzFGNjpNdyjOA3UediBZUqVQwPDwMoHOSK7MNRST3HceqsMbK1gRrmc4YEA5s5Fgm0aQFzhANtlwuW5q9W/wWx8b4/X5Lw+Q6sEbHpBeBa5n1KW2VTCa1r2KxmPb7wMAAqtWqRdARDTORSFhkFHZsc4LWJUuW4KmnngLQOQNMUkDJtdLO69atU0uMT42OxWL6znw+bzH4eBw54SPWeJ054kSY/OBkFErZJCntTHF08p5kMqmB1c5z7twYfHKvvF8YsMKO5YB/JhlUP54AACAASURBVGWwhSexVCKc+5FTYTEBRuaRjAOOEUqlUpYVxTlLuR48rvnYkL6+Pu0rgVEFuRgfH9dcqUyYYlITw9eS79LNemXyBlv9Y2NjFrzpjOfks/GcpAgR5/vY2uO2dZLDBLJ+9tlnlUgxb948PPfcc/ochgo5dtCZT3Gm1GRcn3Q6bY0dqfNLNrdhJpPRjWloaEg/z507VwNN16xZYyVDZXo8+wra7bYOxFWrVmmj79ixA+Pj4zrgdu7ciYGBAb2fN0yGfgKBgF735JNP6iLIC0O1WrUCT50wkUwY3qBYOP8cYJ+5wwuAlEneMVPAL/ufEomEUoXT6bQmEQVs/54zewezkGThls3BzY8y00IpbSG/cy4+zvDB0A0rFkAHApLJwdlDuM3ZVwrsPncJ2H0Gl9RH/BmlUgkPPvigQmannXaaKheVSsXaiNwCd7mOznZzZlnYUxuJRKNRXYSTyaQFoTvvZ/h6pmDbmTY+N3o2s9+YkcuMM2dIBwvXkcc+s/+azd0HSLK/ZXx8XN+fyWRUoZE2EeG2qNfrOhd5jkjCbK4P++PcgvrD4bBmjejp6UFfX5+lXLCfXMaoQIXSnu12W8MnotGoznmei8Fg0FJOmAnpdF3I50QioetZf3//tD5lZYCVUvY58/N48wqFQtbYdYbEsBLDCaelDSORiLprZgqC3luZtZvXkUceqZO2t7dXG2pkZEQH+MqVKzWWYMuWLUgmkzjooIMAdCaepJdqtVpqhTUaDZx33nkAgIcffhirV6/WgbRlyxbVNiXaHdit8YpwJH9PT4+lFYrGzpi/UKmlUxuNhmYMYYxYjk4BdmswnDxWNm2/368bmXMBYWp1PB7X5/F15XJZFwOxGNifJiLHkAB2HFE0GrWO5eDEtpw9u6ury5p87OxttVpWtnHpa06UDOw+ZG94eNg6+XdqagrLly8H0KG38zulLJwlAujEC/KBj48//jgAWFn1hRYt991777044YQT9DfOzCB1Y8tbhH1ebMm6bX57knq9rn0tMXysHDD9Wz7v2rVLF15RtthnLIpCIBCYRvcHbEq5CNOq3Y4DcdaHFz6nBcH+VX5PT0+PtuXo6KjOZc6iAXQWbz5wVMrb1dWlG0Q8HrcSxHJ6Nl5sM5mMKnLJZFLbmtuht7cXS5Ys0fpMTU1ZKdTkWblcTr8XS03KXSgULAWYxxFvVkz04nbjGDbO1hMMBjE2NqbWFrdnIpGwiGpM/XeGWTBJhDc/SYicTqc1NhHoxNtK+4ZCIb1nzpw5+iyx/vdXPJ+XJ5544okns05mreWVzWZVI9qyZYtqJyeffDLWrFkDoKMRyblSp59+OiYnJ9XaYtiOYYYdO3ZYyVn7+vpUa5g/f77CRcuWLXM1ewXWEjbaoYceqlgyW0rAbg1owYIFGBsbs/w6bLKLJuv3+617+LhyznPolj1ArpF2ATpWEEOnfEQFw3z8bKcm7ZZlgTVKoeBK3ZguzYGRPp9P+zOVSiGRSFi5Dbk9RNh6FVo1M7tEC2QfQLFY1LpEIhE0Gg0r+l98jVu3blVttV6vW3k0mQlZLBaVqTo8POyaPUSgFrY02Hrh/JD7I5wTj/2tnNnE7/frWFm8eLGGZXByaCmPtFuhUNCxv2TJEivg2OmjYYiX4Te2kp195wyelzo48xfK3+w/SqVSrkw9gaXZEmOYXMrD52I5n8NnTjnP1mN0QawbSa4slkQkEnFNXs0WvM/ns9iPbO2xq4CT6tbrdfh8PkUh2Ap06wugY+0tWLBA1yP2bzIDlNuGyyzCIToyDsbGxrBo0SIAu9ENtmZ5fZT23Lhxo2b7eMn6vDZv3mzBLYJlZ7NZHHzwwQBgwTtPP/00+vv7rUwJ7HAVn0Y6ndZBKNmQ5RkbNmywEphK4yeTSV0Q6/U6ms2mDt5HHnnEInkwWUBgkXK5jKGhIddB2Ww2FT/P5XI64Hbs2GHFPzWbTR0s1WpVFyP2R5TLZQwMDChUkEgkdAPngcupezijAGCHJUSjUYU6nVR5Z7yVWxxQo9GwIvdlgAt2znR9bkN+j9xfKBQs0kcoFNLNMBqNWueOMcEiGAxqHQDbbyB1f/7559WHOTY2homJCX3e2NiYOvcPOeQQ9ZtxVg9Jw8NZ+9m3xbF2zkVDxrgzfMGN8CHEA1ZC5J2ZTEbHqzPOy+fz6bzw+Xw6dvgUcPZnyLNlHLFfhuFnPo1A/KbOLC9yD3/mbCq8AXJcESeF5jCRarU6LdUSn1Ys93P/SMJgqR/HIuZyOW23aDRqZfKRcZNKpZBMJvUQ3N7eXp3LTFNnSDcQCFjnujGFPRqNqrKUzWZ1PRJFR8aLJL12vofncjKZxOTkpLVRyQbKsCFvmEJsY4KRPLtUKlkxcOKqiMVi02Bu3rxkneF1TubN/ooHG3riiSeeeDLrZNZaXrt27bJo7xJUuGPHDt3xS6WSRdl++OGHlQbPOcs4R97atWstZydTYAcGBvR5bBazyS0ai2gqAwMD1plTYl1wUk6hTgu7bWRkRDVm51k8Uhah588UMOhGYQ8EAlbSXQ5m5lOR+ZgPvl7qJ1YIJ35lRp2THtxqtbR9+YyqOXPmWHkoWVNzZvXg86dEy2YRjZ9z0km5y+WyWubj4+Naz/HxcQwNDVkavFgaQ0NDFmNLLMdAIGDRvnO5nFp4Dz/8sEIio6OjqqF2d3e7ZkqQ57kFbUuuR7lvT9kI3KwZwM4uwdZwrVazxgS3O0NuIyMjSorYuHGjxQ4Mh8M6T2q1mpVLT/o0GAzq2C+VSpblwuWeqT7ymce1/CZHxkiZmR3ITMJwOGwlWxaXAFu5gpawxSrPi8ViVpiHZE1Zvny5jilpT05uwNaPtI2sUXINZ9hgmL9SqVhHpzjbhlENHu9u0Dpgr1V8D69T0lZAZ+zlcjkrlIfHCJeJw4UqlYr2d19fn0XwkbblRA1sye+PzNrNa/v27dNS/QA2fJXP5zU6vlQqYfv27Trgurq6rEhzNmXF/K/VaqjX69qJc+bMsRhW4hvgNDjRaBTHHHOMMtACgYAOWk4Yun37dn2nZOmW582fP1/Zhlu2bLEorLxJSn0BG/NmuIZhHIm5EmFfknOAcxYOY4wOWJ5YvDg6hTe8YDCodefj3wWHd75TFizG1gWunZiYsLI5cP3Z11ar1fR+XgCz2ay2ZzgcRj6f17KKLxAAXvGKV+B3v/sdgM4x5uIrDQaD6O/v176r1WqaUqpQKOgC1t3drQtdNBrFxo0bp6W/knKzT8d5dhPHKbISxIwtXhh40WTok8ctQ2viw2AGpjwvHo9rxn3uN1ncZc6x0lAqlSy6tGwczmwKM2XOcG5+zjRW7DNmqFPeMzw8jHK5rEoIQ3Mcj5lOp3XjyGazVts7E+PKOF2+fDle9apXabuJElUoFFAoFHQN4OwsrLQwtX3Hjh2W/4qp+pyVg5VngVTlmZlMRsvJrotisWj5yXndYPcCK6+xWMzaCFOplM75bDZr+f1YMZb5n0gkkM1m9Ww6Hm8cw1qtVlV5FR/s/ooHG3riiSeeeDLrZNZaXpK1ALChJIafEomExZKLx+MWw0i0o8nJSdUgON5C2IGi9TP85PP5FILo6urC0NAQgI52xhH/XV1dqpHFYjHViNLptJZ/27Zt2LVrF5544gkAHZKHlG3FihVaB4Z7/H6/xRZkqILPDeOchW4R8WwpiMbL2iJbXVLvmaLqZ4It+R4nG84ZqyLv5GdzX7P27LQqne8VicViVrC6iEBkfE6VyPbt2xWW2rRpk2VpcS49lkajod8PDg5aGRw44XOj0bDGJVsaztxw0hYcjMzJfIVNK8/iTBETExNqTYbDYYvV6Mzb6BZzxaxItgakXM62B2wWXywWU2hR5iWTWJysQqDTBxzg6wzcFgtxeHhYLaVSqaT9m81mUSwWLWRCytNoNLQ8TBao1WqYmppSYoTkKpTfZM7m83llMq9cudIiaQlKA9iQJBOcGC6W8+bcAtSZgcpsY2M653ktXLhQy+OWw5GtMCE4caICFmdAsgi3G8dwMlmI31mr1RAOh3X8OrNtcG7SmeL79lVm7ebFE5GzKzCrJplMWmcQsa/CGKNwwsTEhA720dFRXbRk4xKfRiaTwdNPPw0AeNe73qWw0MKFC3VSCLNHFpBwOKwTgVM1cdqZvr4+LFy4UAOlX/WqV2HdunUAOixJmVS5XE6DrtetW4dIJKKbTzAYtBKnyqLlZJaFQiErSFnaY3R01BqgHDnPSVnlO2lTZju6JbgV4UwevHm5TQrZ7PjcLpFYLOY6EcVvIeKczBxoyhk6nJuXfN68ebPFMpNNQuBdqc/ExISVQV+g33g8Po06LQoF+/OMMRrouXz5cv0siztnxRC4JZ1O6/fOecBB6JlMxkoqLcKQV7FYRDabtdJfiTgzsIgIPMvnpfH4kDIFg0GdS4FAAIVCwcqIIsKwLm/gbmfIyXgfHR21UkqJCAuXadjSBuzT5Kwr3d3dFpPR5/OpEpJOp62DZTds2KDXHH300dq2nFDYuXlxH/DpE3w2ljHGUlj4pALeCNLptI4jvp8TJTBjmg/CFXELYneG/fAYZUWDmcPsZ5P0YcxA5eQM0oYcdL2n7Ct7Ix5s6IknnnjiyayTWWt5FYtF3cEjkYiltbBDUphxAkEww0+0hEqlYmm4zuMiWBuVoDzWopy5+4LBoHXCL6dgEW2P75FjQkTby+VyatXF43HVxrPZrKZdmjt3LkqlkjLinIG8UrZEImFpzbVaTbVSds5z8CIHD0t7OSEjYDf0AXS0QIFXuc5u531xvNJMwcfGGMuqE02SiQP8LLlW+sppcbJVyslVWUtuNBqWlS1t3dvbq3GAMoa4TTmOjtmT8v5IJIJwOGyxU9mqECh6165dFkFjJrhWglXlew50ZTjPLW5MhBPYcnJiFiZV8HEtorG7xRul02llzSaTScydOxdAh1iyceNGa54yQYEDiZ3iFoDLFnxvb6/1rGazqYSnhQsXav/k83lFN8bGxqz0R3zOVbVaVaZoq9WyYraknXbs2KGoTrFYRKlUsk48ZpcG9yPPeefxQCJOK8yZMIDnD79Txv74+Dhe97rXAQB+/vOfW3Fj3IbcrkyOYZhP3sMWuLQnE6QajQYymcy0NY3LLc/iuLe/RGbt5sUwhTPbukyq7u5u3RCEgcOUa9kUmHYbDofVLA6Hw4jH47rYp1IpnYzAbrYcM3WSySSMMbqpOCnKnPeN/R71el1Za9VqFSeddJK+R6CO8fFxhbwCgQCee+453H///Vo/ud95zo9spDKgmNbM7ciLngwsyTDAwbIc8Mt0WreNVP52o0XzJsmZFQTeEaiBg5QZxmUWlfM8pXA4bG2crOjwgYShUMhiP0mQ8eDgoHV4pPgj/X4/pqamtH7S38DuxKkALJaqZJ7nxZ9zUnLGAw4Gd8KqTO0WYap7PB5HsVi0fJZuSZC5bfx+PzKZjJWlg/3CvCkwtMQB96FQyDooU/otl8tZZ1Hxosjv4e8ZihL/phscXCwWtR/7+/sVJh8bG8PmzZv1by5nKpXSoFo+tFMgL14DZJ4Vi0Vrg5GxXywWVaGRrPrsI5JNJZ/PW6xXzrYh7SXC5eE+diojvLGIkijnCALAGWecoSFB0n7sV5U6cC5NDlIulUpWX/PY4TnPflRJMixzhg0Fp89sJoVqX2XWbl5O7Zs3AumQQqGg1yWTSbRaLd3MAoGAald8qjJ3ojhRpRNyuZxaclu3bsWqVasA2NnE5XRS3hSccVaAnbS0XC5jy5Ytlo9HBiJPZiZ8xONx1Ot1XSgefPBB1TaB3QOOUxkFAgGL6up0nsp7eKESv4mUO5VKWSdNczJQ7g9+ljMTgAhj+6lUSsuZz+cxODioygVTjKvVquVklvLLO1hD5FQ1Mql27dplxaY4D4OUjSyfz+tm3G63dWGTxM+caJitR5nMO3bsUFJANpudRt139pO8h8V5QCf7ydhy47i9VCqlDv3JyUkdE87TBFgrnmkx4c3TjdYuZYtEIlrXcDisc5EVwYmJCW1DqQ/7UeRZ7E9st9tWJhqpI9AhQkmfHnrooXrwJxMdnOU2xui8jEajOo5kEZb1QPpdyuZGKkokEtOo7WylSt3S6bSmlHNaP3KCOmBvhvI7YI9xmbscTiHowNjYmPplh4aG9J2LFi1Co9HQ+ckZWNgnKZn1gd2WlpvFy+NVDv6U+5mQw9dyYm5ez/5S8XxennjiiSeezDqZ1ZYXa6J8nDV/z0cOyHeAnWEjl8tZrC3RbBKJBHp7e1XbGxkZUdhwxYoVuOOOOwB0kvSK5rlw4ULL78DJUePxuHWwnZRlbGwMGzZs0KSwfPQDayqch08YXhKEncvl8OCDD+p17OPhHGXpdNo1ESz7EDivGQecSju6Reuzn4Bz6jlZc07WGsNs8s5YLGblDwR2s6GmpqZUixscHFQLNZ/PI5FIWDAmH0XBcC8H9XL4RCAQsBionJlBLO4//OEP6O/v137MZrMWxCL9tnnzZiuwmnMGOunbbr4sCTRnBhv7S1lEwxULgs8lk/bmw0rZ78DBuE5hC83JQK1Wq8qs7O/vV2uPKd+VSkX7Y2BgwDpLLRKJWFalWFd8yKtYZFw2bmuxVDZu3GjNeQ5VcVpeYv2mUqlpfkuxQjZs2KBWEkPRPF4HBwen5f6T53Egbq1WU5/mzp07LTp9KBSy5pdYUdVq1YJbpW6RSASlUknL1NfXZ1loZ555JgDgla98JX7xi19oX8nv8j/7tmS8C9Ud2A1lOsMm5H/pNw5RkkTJzGoV4WN//P7dxwbNlOBgb2VWb14yQDnDdLvd1kVnYmLCSjDrhE6c0BYAizotCV2ZuisNPzU1pZDM448/rrBjMpnEwoUL9SwpdoTG43HdOJiWXavVkM/ndeFrNBo6YBlqSaVSen9PT4914NvcuXN1sa/VarpZ8wDp6upCqVSyoApuD2krhm5mIlTI/zxY+SRnmaTSzpzxw/lsaXfZ/PjsLHkev1v8GWvXrtV2ZqIGYKeHarVaVpowhg1LpZIFX7FPRvxcvb29+v2CBQssOncsFrPagA+9lMXVeRAq+3GYBMCQtyhA7BOUOjIt2umbSCQSuiDxeWWFQkE3YDntW9qalQRWqpzCCxA77sXfIe0uz+Nz7arVKgqFgqWIiTCE57aJcv34dAAhNT355JNKxJDNz43YwWOP4XNxDcjmyqcvO4lQDDEz9Or8n+OduE+53Z2Z791CUJxtwmfgjY6Oap8ODg6q/3vNmjV6jYTDMHVf1pBkMqljKhaLWRlLGDZkBZr91Fwu8XExJMmHc7LfUPqaN+j9EQ829MQTTzzxZNbJrLW8OC+YaH2ArdU64TuGCtl85kj38fFxtWYkkadoW11dXfq8iYkJ1SqfeOIJtZASiQSefvppNduPOuoonHrqqVo+gZs4D51EzguEIBRuoAMNMFuRk5GyRSCwDdDRtkSjYgp+X18fnn32WWVPGmOs3HNSH4ZeRVNj5hAzw+TZPp/Pyg7B1iqTYJzWr0gwGLROZWb4iDNnNJtN6zRcJuA0Gg3LumGoUWBDhj3kf2GNMkzW3d2tlnUul8MhhxwCoAMX79q1y7K8OCxAxmS5XFZrb/78+cpclX4UcWYZ4WwOnMXDmb2A24bZhkyP5+f29/dbVryQEkqlkhUEXqvVLItKpFQqWZYbk1vq9bo+r6urS/uVEZFqtWplsmGWZ1dXl/UuthKA3f3k8/kUzsvlclbiZAmlkFAVtmJ4LHNuUCZcSA5PoEN4kDPamFTE9G+n24ItCs6VynAvW7TRaNSC75noUq/XLdhTLLeuri4EAgEdV5VKBYsXLwbQgU6lbSKRiH4vBCdmC8s6MzAwoG6IwcFBPTlc1kaGsMWKYmIWE8YEFWJil8zFSqWiqBKzcBmS3R+ZtZsXNyJDEDxhKpWKBVs4Kdt8UJ9MhMHBQWsRnpycVNbbli1btEM2b96sHbVw4UIrwWWxWNRkvIlEQsvX19ennzOZjHaomNVMYZdJwlCLE/tneBGAxZKUcuZyOYVDRkZGlJYv7xW4c3R01DprjGm76XTaYhUyNCYQFcMz3CeSOUMWKmcmabe4HlnQedHhZ0s7ODHzSCSiC0I8HregV6bXc4JcnpgMHwP2celS7nq9bi2CyWTSSqslGwRvsplMBqFQSDc5DkVgiCufzyuVm+FEEd6MeBGVZwls48b4CoVCOsZZWZMj2p1/S/tI2wwODqqSKAw8uY4VH2B3RpRgMKgbMI8bwGZJOhcxdgFwGRjy4sMggd2UcWc7cRs4240/O6+XOkQiEaucrDS4QYiAzQzlzZP7Rdix0sfj4+O6KTlhS5mjk5OTmD9/vrZjKpVSaJoPsGVY2MnylZg2Kaf0qfPMPD43LxAI6NjhWK5YLKbvlLR6zITkcAN5trgunO2xP+LBhp544oknnsw6mbWWV7lcVoiFc+ktWLBAd/nt27dbgaqVSkUtEvkOsAObJyYmLEbirl27LHiSz2gShmEikVAttNFoWHDAyMgI1q9fD6ATjyKO5cHBQbUGhLwheQsHBwe13N3d3RbBgK1Fdpoze6tYLCqEwFbC+Pi4dTZWKpVSS4MTlVarVYuBx8GMcnwL0LFu2NEu9zizh8i5WUDHWhOLyRlIPFN8j5PRJ8+ORCL62efzIZFIYOvWrQA60I2Uua+vT4/2CIfDVpyY3++3AtfdCCgMCTHJB7DZl3y0SDKZ1M8C1Yglxqcq9/b2qiYajUaVPTo1NYVyuTwj044hZ2eOP2bxMduWj5Lhc76KxaJ1th3Ho3FSaMnrefDBB1vtxKw1zt+ZTCa1buVyGeVy2YJ/RdjS4KBdZx04RokZhVIn+d9JBGJUxEnS4HblwHGxdnK5nBW87HZysTDoGN5ky4szSnD2n2QyabGg+fwr6cuBgQGMjo4C6MxRns+cLLlQKGgfci5SaScOkGfrUd6ZzWatjEFMLuOzvTiAmoPbxfpm4hSvm+yq+J/KbThrNy9nGhyms8tEymQyCpmNjY1haGhIzWQ2cRm/ZqlWq9i1a5cF98hZX3zGDcNKQruXSciLdTab1cU1Eono5GFoQeogCyoPRP4sg4sPk5TUVaOjo+oDSCQSOPTQQ/V+ZhvG43FrwWP/FQeg5nI5LWs4HLb8hgwFiTAU1t3djaGhIV0AyuWyK9zC7wyHw8jlcpoxZN68ea4UXKdwAlCGxvhwQoah4vE4YrGYTjjeVBheKZfLqoDI4sELFVPVuSyyYExNTSEcDluZSWTs8ILGWQnkUEURpoyzfzAWi+n3TkjW6e9xQp9Sflb+OMBW7pM2FMVNAoz/H3tv0iNZllz3Www+zzFnRE6dWVlZXc2eqpqUWk0B4iABFNQECUI7aslPwK2+iSABAqSlVpogiVCJ7BYpid3FKpE1ZVUOlZGZMYfPY3i4/xeOY/G7N140uyr/m4DcNhkZ4f6G++671+zYsWN6z0ajkcPkd+/e9U2SSu39fj9QtWBums6WxkpjEJvGUOxFPR+q5/M9KRQKwbize4TO2el07Pz83J2yzc1NZ5o+fPjQ31n2wtLY6fx6RmazZ8p8WtJGps2K96hxI73+k08+8eJjCZAnMTOpCkK5r1iejeUtUgbRvRFapLII85O6DrPZ2qbrfPXqla2trQX8A4orKLf24sULn0e/iFn6y9gcNpzb3OY2t7ldO7u2kRdDcwrBssAvlUq5V1QoFOz4+DhIzpO9RdhBPzcaDTs9PfVwutPpuAwN4Tyzy1CNPJpsNuseyPHxsV9no9HwokQJt8pDfPTokbPjmNSl5yeISgn+4+Nj99Deeecdh+mKxaLXwzx69MhevXpl77//vpmZPXnyJIAhBU9sbW0FOnqUjllZWfExHY1GicQZyjHp2bDrNGG6pN5A8iJ1P9SNS6VSgVdLOI+1YpT7oWAuIbLNzU1bW1uzTz75xJ8Da82YsNZ46j5Y+0PdNjJD2WanUqkE0UXSMyWUtbq6au12+1KNm0zHPjs7CyJ4kpIYAet5yXhv1OYk03VxcTHQPBSUpvbxrI/Tc1xbW/N5/fTpUycUpFIpy2azAZysY3e7XffMHz9+7HOnXC4H6QGOL7Usy+XyJT1Sfa7T6Xg0PhwOPbohWUGmSLLT6Ti8/+LFi6C9EeFajVm9Xg8gNI2R/tXPHH+hHixSZmdnnefu3buXOlbz+ZA5y5RIvDYl1Vn1+32fR6PRyMdG0CDhV40v4VLKTp2fnwfC0ryG6XTqEXixWAyKu1/Hru3mRXjj7OwswHQ10OVyOcBqk5Sz9R0ZX3gNMplMfJkZvius3tzcDHJTPA6hm3a77RNHze80efL5vENmz58/D9qYkxbdarV88hwcHDi1m7j/xsaG9yDK5XL2zW9+0/HnH/3oR55n293dDdQyNAZs6Gk2W3j5IlBMl9RhQln1et3vlcK6WgxlhDZIHSbESz04bqoqjGZRuow5lUwm4/NDcKDgVm4qzNstLi46dbpcLgelAGy+yBwCKewqZE6iTBPGIVQZ52POzs6CHlyE/Th/x+NxIP5M5iDnPyEiiuQyp5LJZAKFD/7ezIL7obqKIMQkHU32tiLbTxAg86itVstWV1eD4n1Cs/rcYDAIxGYpdkzW3MLCgr9/hKljFRjmiEqlUiIrksW6gm6TCvlpS0tL/jzq9XrAajw5OfENvN/vBxtWXLycdB7eM+eEio3ZW0tzlNqTzB/v7OzY3t5e4n3TaaFzo/FkuQsdbT1fMjH/n928Ym9CA8V8U5zLivHqpA0mk8kEnp6ZuSd4fHwcJPH5XS3Ea2tr1uv1fFKSzs6NlWrXxWIxmCA89qeffur1Nffv3/eJc3h4GCwAu7u7vnk9e/bMyQEPHz60733ve2Y2U+E4PT31zevOnTtO1Pi1X/s1++CDD8zM7E//9E/9OtXZVgsSa6nS6bSfv1wu+znZRkKdpLUYt9ttzpT9IQAAIABJREFUf0nNLMjxsL0Cc4L0aNkVeW1tzb1V5TPiJodmocoJve9arWa9Xi8goOi5TadTvwdGZ/fu3bPPP//8EjkiNnqo0+nU6vW6f0d5JrPZfOWCzJwOkQNJe5nNovakWjk1vdQxOMfinJnGNJ/PW6PRSNy02+12kM/TPNYmLy/7+PjYc5pEQVh+IbIFlR9INFEU9MYbb/jCPZlMrF6vu2PIsSKpIamui/knRmVaRIvFYpATJQ1eyitms81L5+H8YBsmiWTznFRo5waj8VADTD2rbrfrtZpsNcT1i3NKRsc4rpvU90m8mUwmfg/Hx8fevoZq8wcHB5fEwckPYNTOmtqlpaVArYU5QV4bx+Z1bJ7zmtvc5ja3uV07u7aR13A4DLxFeRaMrggnxlTn6XQaFFkqGohD7IODg0RWDI9NncLV1VX7zne+Yx9++KGZzbwbFTnTi2LhnqrgdY2MLnZ3d92b+eijj4LWE4PBwCMPQn30KhcWFlyodTweB00046aK8p5///d/Pyhs/slPfmLf+ta3zGzmlRFekU2nF72OCKE0Go0AHmTLeOaoqHMm71/Pp1qtBl426bhseUNWIYt8i8WijzULO2W6vqOjI/urv/orM5tF24q4X7x44cfa29uzo6Mj95JfvnwZQMn0Sgmd5nK5AK7R/ayurgYsQUZranFiNouCmJ9Maiuhdhn6G3U66ZlToLbVagXeMuHBuIUHvXcWoW5ubgbqIcw/cx7GNHYZx0oCy2YXUYXeha2tLZ8nnU7H74EQldAWzQteA5ECzlGJ7LLxqlh0jGQ5x1XgrnPyvgqFgsP+2Wz2EuOPRqUW3fcbb7xhP//5z33cGFXGaxFTHDp+sVj0zxWLxaBX2cnJia8HjPAomKvyCa013W7Xn+nS0pIjAK1WKyg9oDHSp7ap1iDdz+vYtd281DfLLFRNmExCEUqFyNls1vL5vE+4brcbEA/0ghQKBX8pyuWyHR4e+v+Z7De7mHj9ft+Pu7OzY1tbWw5P9Pt9z/FQWZxkBeW0RPfNZrM+Wc7Pz+0nP/mJmc0WXiXD79y5Y81m019m5vTK5XIgB6N8zeHhoVUqFZdDmkwmDkkS8yY8c+/ePXv48KHf33//7//dG90xT6faLH1fm18mkwnye2traw5Bmpkr6R8fHwe5LC62cQ0Nm2vqOrVIsQ6H/ZpkpVLJF4bV1VU7Pz/3/29vb9tbb73l467zv3jxwhezZ8+eBfJB3CwIPbFWTtdP6ETzgBs45bq0EWlBWV1ddZUDLhSxBBqlgHq9XlDvp+dLoo3gu5jCrZ9lm5ub/o5IzJh/52au50vITNeQlJfh5tnr9fz8WiRZdpK0ERE21CLM+4vTAHomWjMajUZAZGi3277Ys3Ypl8sF85BzTUoyZrN1Qtfe6XSCTZ95JEKsfLcfPnxoP/3pT/3Yun/lJim9pvNwvm1sbLhj8YMf/CC4huPj46A7AZ1C1tp1u1379V//dTObCY/L4atWq0H9JVU5zMK89VUElqTu7F/H5rDh3OY2t7nN7drZtY28VlZWAnUJQgzyahUVmM08tf39/aCKPEkrTm0l9J3t7W33fLa3t92jIZ212+16BCEqPb09MqF4HpkKBEV4YCv1YrEYnEd09k6nE1S7DwaDgEIrqn232/UoSGwg3U8ul3OPant72z0hMgePj48tn88H/cp0HgpuEvZkIfDi4qIdHR0FreH/4T/8h2Y2gyB5LYQzGVWxGJLwFQV/pRdI5h5p6yz0FkwoYs0777xjZrNCS0UqZ2dn/ozq9Xqg9fj+++87jZ9JZ3qVugb9u7S05M9OPd/0nVggVkaWJ3snacxlcasSEoRYyiBjBBCz5GiDwcDhdDJbxXzUOFJkdjAY+Ocmk0lQeMvIi+2FKAZMCDDJdG+EYcfjsT+3er1uo9HIo5hWq5XYgof3LHah5i81E/P5/CVWsH5mFCZxXrNQCYQqODxvUjSu9MJkEnYB53UOh0O/vm63G6xnMqq+/Nf/+l8tl8sFGqQkmhC6I1mo0Wj4WjYej4MSAx1rd3f3EvQXj6tZqATCZ0BY+uvYtd28Wq1W0LSOtTZ6oPV6PYCVSHsdj8e+8DBk1v/NZqHwr/zKrzjst7q66pBIo9Hw8LlUKjnT7+zszG7duhXAaYRukhpBCrYRBLixsRFsRIL5SG1l7skshGHYGyxJKofqDlogm82mT8pKpeL3LNiUquFa7L/44gun2lPqKZ1OB8rXVBJ4+PBhoOKucSuXy/7yaiPS8ykUCj426rFmNnvZNLa9Xi9QD1lYWPCxZs8qwkDdbteGw6G3TN/c3AxUI/QMVldXfQFaX1+3SqUS5HiYa9C48aXWAqa58/bbb7tDIYq/7ocyOs1m08e03W57rZnGicfnz5rzzKWRqUbHTfkazn9uHoK/qRYvirT+FivM67lx4RYkymuQKS+jc3PRo6ILoTHm5gaDgb/zYu6yXCYJStb/dS3pdDpowkjmIT9HZ4vlOeyxxvwRx5PQYiyqPZ1OfR5+/vnngQPO7gKsc2QpAtm6hF7VCJLPhCU+fNZ6VgsLC/bgwQOfo3x/yuVy4KDHNH7eDx0+PgPlkpPyn1/F5rDh3OY2t7nN7drZtY28WEy8uHjRI4q7ecygiZk77FFDiJEFompDYDbzNFTwe3R0FGi9kZBwfHzsRIhqteqQG0V/GQGZhcnTRqMRMK6UPGbCWrUXTK4nwT/UJVM0w5br+k6z2bykh6Yx2N/f93qQpaUlv57bt2/7de7u7rruo9kFIUHdfJm0ZnGqxlCRnb5Dr1TkBTMLGJb0qlUzIw8zk8l48TEZZ4uLiy5+e3h4GCTu2+221xuxsPnOnTvOHlMRLIu4k1o/jMfjAGIaj8ceCe7v77v3yY66jGaozahnRX1JRgNUQzG76E/24MED9+bjImXOFWpCEvYj3EU9xOFwaPl83u9BcJaZ+bPROUieIstxcXHRj8+IiChKOp224XDo91OpVAL4SdHVzs6On1f1m7ofzjeSikj40HUSptX8I2xYLpeDdIA+s7S0ZNvb264iwbrTWKSXtrh40RmakUpMdCDUyiL7TCYT9ADTseJ3hzqSGmMdj0Q3HVfRO9dUqpTwOIRkCdXrmsxm0bCeYSaT8XFiH7mvY9d28+LgUlA1nU4HUkKa1MKo+R3CPQyfuUiwzfsf/uEf2r/9t//WzGYLHRWh2QyPDeNWVla8MRxZPyzwW15eDooCG41G8DflSjjZh8Nh0BuHLx83tXw+7/mik5MTe/XqlW8YsXSVJhNfzIcPH9qf/dmf+RgsLi76Rra5uekv9osXL3yBf/nypdNxO51OUMTKxXoymTjD8uXLlwG1nA4JqcjZbNbzMFRmMAvVMzY2NoKNSPf29ttv2//6X//L70UFqmYzh0ROx8LCgm/yH374oX9fz4nwbxIDjR0IpByvF/jJkyfOzosV+7WJkzlpNpsH2iQLhUIgSs1cC9Venj9/HmwWdNwIS7MwmWomhOaGw6E/g36/HyzkmUzGr/vly5cBu5MbQlyYT7UNMkP53CnZRXq8jmE2m7vcaGPmnK6Bfa64oMeMOcp03bhxw+9nbW3Nr40M5cXFxUCRIobQ+KzoXHPcSZV//vx5kN6QSV5LuUZKXJGazg4Tem46L0WYY0eBzmuz2QzU9ilazDxbrPbBfCvLWORE1Wo1++Y3v2lmFry7X8fmsOHc5ja3uc3t2tm1jbwoaDocDt0b6XQ6gddDb4gWyztRbDKu1dEx9vf3A/FLhtzyWkajUZDsp4dHj4yJ6ThhHkcT8poo0ZPJZKzZbAbCnAzh6TErKmy320GNDyVuzCxI6pJpR8YjiSWLi4sBjMA28/KKldxXtERPeDAYBBFVXNxKbUBKR1GfjkZYSCKmGjeNQaPRCNqgq2+Wmdm7774b6B7S49Z9vnjxwtbW1i7BYXoGSc9Nfaz4dxauMjrRuEmDjsdOKuqkVy0onAw/viN67oTpYjklGmu54o7djE44hwij8juMqs1CbU/CR4wQ9b0kIVo+e6YD1A2bRbEyiQObzSKAWGJL45NOp4NW9bw+vvOa78+fPw8EZ0niYeqCxdg6hqLkw8NDJ0JsbGz42JJR2+v1rFKp+PqwuLgYEJZkHHfVHsZjqrFJarfU7Xbt+9//vo/d7u6u/eZv/qaZmf3H//gffX4RNlThfNLaG6cqWPD8OnZtNy/mjNT/ST/LSHdOqgSnfhipqcyvsPj30aNHgYICadp6oGJViYLOxT7WViQzbjgcBjg9Fbf5OTKxSIteWrpoZ09B1kaj4Quy1A+o5cdNVi8M8y3qe6SXZGlp6VLfKF2bPpPP573YV/lCbfpsgBk/Q12zimv10vMFjhlaPH+c65Cx99ODBw8c4lKvNjH8jo+PvffZxx9/7PNjY2PDFxZtXMyjUF+OGy5VRthjaTgcOsuS8BNb23e73UB1JDY6W1SRGY/H/i7QKYs3rBjWolgqi/LJIiQcz2fRarUCNmic99I51aHAbObo6PtxwfFVxvnC/Ao3hYWFhUDVgvlos4t5ePPmTT//o0ePvGBd98UyHI4BC+R1n9IzTRKaTaVS/r7Eot9kxBaLxUDpheuU5v7x8bEVi8WghERO4XA49POPRiO/fjEpuQFzLdR5yJbM5XL2f//v//Xz1Go1+8//+T/7/WgMTk5OLglgE3pkrp498wR1Kv3wde3abl6UyGFSlth8/Hl+jsKibOkgmrbZxQahRazVajn5olQqJdYUKTGvnE82m/WH9PnnnwdeC2s+uAjSWFfBfJ6iNZJLKB8kYy3H4uJi0FSOnXpTqZQv6ul02pPxGxsbQQ0aPVlupuygyyT7s2fPgoiI40slhK2trSDfc3R05PkwRtlxHVNM2uGipXutVCpBA04tYEtLS3b//n37u3/375rZLMrU893Y2PAmhBQmZa7UbLY4c2FgQ09GzHwu/X7f75WLAZP7+htzUTKSQRjpMHmve01qncKoVhGZrjWXy/miTFUP5qJyuZwtLi76eVlLdnx8HGyS3LwYOXU6HZ9jo9EocLxitEQL/Pr6uo8vN7kkj59RkK6vXC77+UkQ+vGPf2y7u7suTF0qlQJZLZ2LyEI6nQ5axJBOzrYy3AgpxxaTMziezG3TkRXxh+9snFPUvyR2jcdjL+FgDSmJJVR7J81eY83yGqr8ywqFQuCQDwYDJ3BxrDjHf5Fz9svYPOc1t7nNbW5zu3Z2bSMvMnUYMpMhRTaNWegNU1SyVCq5t1EoFAJdwLOzM2f70et488033UNtNBqBEOh4fNGMcnl52b3Fzc1NL+olg0c0b32HUCGjidXV1UBHj+08KpVKwLhiXkf5Hmmhyftst9tBlKpzqi267sfswgs+Pz93j4sFpPl8PoBs5eX/9V//ta2urrq31263/W9U6HjrrbfcG37vvfdcaNcsbKAXU3EJR1AsNZVK+fefPn0aXJuiyFKpZLVazSOxs7Mz+3t/7+/5WHz88cdmNtNfpCdLanir1fIIgkocjBalHsI+VSpYvnXrVtC4U2NL6Jr/moUMRc5JwWW6VrIvGW1R9WU8Hgfw4Hg8Dpihiojq9bqPU7VatbOzM4+u+/2+z3GyaJl7VQ6S80jPoVAo+O8pci2YUMeg/iXnAVGYJCFu5kGZh9TP7733nr169crHgCxYCvMSHZCqhj7PomWKX8dRJZ8v889cJyg+PRqNfK4JRSGrkDlnpj44ztQgZZTdbDb959FoFCBO4/HYx4BlDcfHxz6Ptre3g/WVqFehUPDnqwahOg85BK9j13rzopwR80r6vdTazWYPni8jFQfMQjknbopcNHK5nP9fL65ZWGMl2r7+XiqVApUB4spatJSX0kurhLjZ7GFrI+n3+wGWTQhBCX6zy1h2DFUkkTzMLrDweGEgZNXr9QJKMcWFBY9KiV7fPzw8dLmqzc1Nn9SdTie4JsFDKysrTvTQMUhr1jOoVCqXap+SZI/4sxoc6l6q1aqPe7vdtn/37/6dPxOKs1KVmzAzSSsxXE1Ym8QddkGI67xiog9zLzrPYDAIcg2cuyQYkbRCGjPr1KbTaZCHZONQUq5ZExjfz9LSkkOfg8Eg2DBjRYtY1ULn0T1ks9kAZmXempuU/h+PddL/k2Sb+H3B6WxcS5o3NwKmCjh32+12oI5CeJ/EFq4thNOp3qHaSFkMmSfNa/1f52dt2MLCQgAlS6Hl1q1b7uTS8VW+Sp978OBB8Hz4TLlmcF4RLmUHbTML3t/XsTlsOLe5zW1uc7t2dm0jr9jroiYdP6Mdv1Qq2UcffWQPHjwws8vtNKhrxmiGXnLcc0qEj9PT08DjX15e9uspFAruYbTbbY+2+v2+kzpigc5ut5sY3VDEVd5/UuTF8SE0GKtwxNRtJmB13NFoFFwDWYEc93q97tHW2dmZ/Zf/8l/MzOyb3/ymvXr1ysfu3r17QXErCR8qcj49PfXCbf2NbRzoxcUtGJIo0owgCPnVajXb2dlxuKZarfqxX7165UluKqMUCoWgnQ3Zlyw9iLUCW62WHyOTyQSUazIHGXktLi56NBp7r0kUdjHGCK0lPXvOlUKhYCcnJ37szc1NH2teDwlB8vj17EajUSDMS8icjECy7ZaWlvz5ksJeKBQCtY/9/f3g3dS9NZtNf6/+No08krQ4xxkdlUolH0uKLbMFyNHRkf8cR/nLy8v+PlcqFY8+VTqjcSccT8Yy51S73Q5QJSoBkRIfK1ro+3EUpXvX9Qh5YAftuANyv9/3z/Ha4v5kXJuWl5f9mTx9+jQohdB52CdMrMOva9d287p7964/yE6nk0ibZQ3N7u6uvfXWWx4K53I5/36tVgtkeSjhRKiBITvlg9jTSawq5o80qQkN8Fiq4WEIngR1tNttzzv0er1g02NtCyc14Q0dj/mBpDoiMpyEY1NZQEbZGObJWq2WU3j1YmtSk4nFnGS9Xnel9kqlYkdHRwFbiWw/GTcILc66Bi6uk8mFunmr1fIxXFtbC/I/7XbbF14u3OPx2D/z8uXLS4uDFsRerxcwtMhs29nZcZWBdrsdqKOTBUi5L0qDnZ6eBvkczSNCzGpzL1j2KptOp+54PXr0yNbX14M5LmMtYjabDfI4XIhjJ0pG5qA2riQB3lQq5ddz48aNoKZPQrsyLXi3bt3yd5l5Mc3vv61XFHOAen+5QLOMRveWzWZ97kwmk0DBpVKpeD6s0WgEeTu9I9wU1blB843vMu9Xx9A5M5lMIiVfx9C4EZLlWAyHw4DVmLRmML1hZoFDxHIUKvFMJpOgg8XZ2VmQM9Pv19fXPZc8hw3nNre5zW1u/8/ZtY28yN5aXV31KIp1WfSe1ZJCuz298X6/73AeC+/YJ8wshF5yuVzA8tLnlGSnZ60opF6ve+1QpVJxEsN4PLbd3d0gamBtljzrer3uMJ0gIt0DvT1GWmLhyZh0JrklTv6yvUIqlQoKsun5KWKdTCZ+be+9957dv3/fzC5IM9IMpAYck78c27/8y7+85M2TpcXfxywzPi/97vz83COYR48e+b3s7OxYs9n0v52fn7s3zRq66XTqsGcul7NcLhd43fSUNQaMrsrlshclm1kQibJ3GhVUpJ6g8WURe7lcduj25OQkaM/S6/WCJDzhINnZ2VmgiZfP552RypYzhFj7/X5QdxXPlVgMQMbea+fn54HyCou2dW/379/3yLFer1ulUgkYnBrfo6OjoPiYEGA2mw1IEnFPLH2OhALCe4VCIXifKf6s94KF+uqzpzFgbWWn0/Fo7fDwMIhuYnRAxyaLt9fr+dxLp9NWLBYDdReOr8aJRDWNBT9HkoiumcxQjQ0JLSSaadwpctDr9QIotVar+XtFotnJyYm98cYbfp7XsWu7eVGMt9ls+oByESbcJXjoqpwPHy6FUtlDiJtKLL0jiyndw+HQ/35+fu4vX7lc9s3r008/DWCmWIpHkzefz/smLekg5p+SoBKqJ8TSO7QYQuTvmZfhQkVqLL9DwWCxxQh9cKNJUnYg+09/42LChZLSPsTjeU2TySRQFSH08/Dhw0CyiAs0z8Nrbrfbgdix5kGxWHTnhFAcoTT9nwW+eoaxY0DWWNyDS1YsFv3exGzVokHqPZlunBOZTMb29/c9F7y3t+fXRuUL5o8FZcf/NwtzY7o+s9kiWq1WfdPmxrq4eNHjKZVK+XyXo5IEk9Hx4kYk+Ep/S+rfpe8zr8uxp1oNIURdo9lsjutd1NrC8aAyv54PuxuwhIDXpPthnk5rhu7vKodT15nL5fz7jUYjEBOQUr9ZOL/IKuaGquPyPZfD3Ol0gmPxfujA65507CSJr69jc9hwbnOb29zmdu3s2kZe9CZY7xMXScbdluldyRgZZDKZoDiWxIy4Lbu8yMFg4F6kEvBkoDGE1+du3rxpP/7xj81s1pGYbUyuEgqeTqcO90j4lSK7shjSkSeshDOjzCSjHtx0Or0kzySLa33kVW5sbHgRbuxhsm+Zxt4slDJSV1sleQnn3blzxz3z4XDoUUav1wu83/j+9P18Pu8w2/7+vv3jf/yP7Wc/+5mZzWAdwn5kVVFGZzqdOgzIPnDNZtOT1Ox/pQQ4SQAsPibMHRN1OH9jSSGZxuD4+NgqlYpfw/HxscOBfFa6Jo0RO2UXi0X/Dlm4LPJWFEeSVJI0GXUB19bWrFwuu9bl2tqaR2Xsir6ysuI1ktlsNkA+4jZCMvalUndwXUf8/rKjL5ETRveUUavVah5h3b592+dRr9fza9C7y3dW10OIlXqOivRilEPGeawO2u1221qtVjCvGOmIGCb5Lv1e5zObzVfdD6HGuHaR48HIK5VKOQuXNY66F82jt99+O6j3IwT5t5Fpflm7tpsXH24ShTg2QYhJ1FLCgcy98LMy4s2CxjiJVMFOjT0ufPp+o9FwLTXllZIWS20eOicZgSwEpHitWbiIMLdwcnISNBFk/ksTNJvN+ksqqrAWW+bQKOY7nU59sna73YAezALber1uW1tbZjaD3HSezz//PNBmI/R0dnbmObOf/exn9g/+wT/wMdBCF1Pl+TKSiVkoFHyxf+eddwJ4r1gsBuUQ3CyoNMJ5Qeh0MpkE48ECXzLNpGphNttMqbLNHAQtqZhc98neUxz7mNHK8dT4bmxs2OnpaSCsS/hLxyasHcM+hJ/IvC0UCu4M1Go1e/DggS+wJycnfq+/+qu/6gvql19+GZyTz1HXFJ/zKpapxlqfW19fDxh5HBNugLy3TqcT5KZZOE8K/9LSUiBIzOvh2sC5w/nKNeP8/NznxNramjvCvJf4Orvdrr8j7ILQ6XQCJ4K5LbJWyaglC9MsVL9fW1tzOL/dbgfOVSqVCjQMOR5suhk7X1/Xru3mRcz9Khw4xoTj75PmSa+JLw8FSfV3s7B+g4KbUp7Ww6KnlE6nA7z4P/2n/2Rml4VF1TjTLIwKJT2l60jCy2XcjCnsuba2Fnj9SfjzYDAIxIBF/zcLm15SEZ3EFNYNNRoN29jY8AnPeq6zszPfyO7du+fXmcvlAm98PB4HhAflrJRf0nXy5U6n04FgrQgBN2/e9Jf35s2bQb1duVy2p0+f+jG5eTGvyfxgvLAy6teYSWGeHa3Z9VibKSNzLY5JSg2KlswuBFE1tltbW34PcTTA8gld28HBgZVKJfeYmVzP5XLuHORyucDL73Q6HjlR2Z55x2q16gvq+vq6bW1t+TX84Ac/8AivWCz6vf2f//N//N2RNBNzdTKqj5C4YHa5XIZzlLkXvcuZTCaQQIpVehTJTiYT/0y5XPb7bLVatrCwEOTqtPkQHTk5OfHvq8SBGyAFfD/55BMzM/sn/+SfuIP34sULe/z4cUAgkdHh29/fD+bneDz22qo4P6/3vNVqBY4wCVik9H/00UeByDXrxHK5nHcp39/f9/E4OztzB4ARXRKZ6KvYPOc1t7nNbW5zu3Z2bSMvRhqxllcSo1BRGP9P+ItwgOzs7CwQA5X3YjbzdCQsubKyckmzTJ4g2wEw2mPDOnnYjCTZupwwDu9LhaxmF+KvZpep8vTC4oiNqgvyeMvlso+vGuDJY4ujWcKbhNbk7W5sbATf7/V67m2yyWUul7M//dM/9d8zmo2ZUPLiWq2WffbZZ2Y28/LpvVK1QWLIGnfS85eXl+1Xf/VXzczsT/7kTwLY7pdlRfG5kE0WF+5SHYHjlwTt6f/MNWoe9ft9nx9ffvml32elUrFGo+E5iatYq7lcLqAxc+6Rrk/KNfMWjUbDbty44fN/MpkE0UBSmUc2m7Vyuexz9PDw0O7cuWNmZk+ePAmEfZmvYW6KYymBZLPLhfi6Jj0HKo7wO3GRMtEOshXJiNWxDg8Pg2vhGHI9YcHw+vp6wP4kPCitUv1NiMRf/dVf2W/91m+Z2WzuPn/+PGgqyvnKshH93Ov1bHt7O0CZyF7U+SmsIGq8isDZgDebzV5CeXSf1WrVjxfrQHJ91XniYuyvatd28yKFlQtvr9cL1BSS8FuzMM8VK1BocghmI3YrG41GDpONxxeN6VS3w4VPiwnpwaTDLi0t2atXr4JFncoGnKzE7Jm0JgU2TmbHmyJlflhKoPHs9/vBpnTz5s2g/1FMdtHnuHkJUhI0xBdT32+3277J7e3tOaxGwozOR+KAoInhcOgvIhX2zWbPXuPARnvD4dDnQrVatdPTU4cN33///SAfIPtF+SeqEbBZomSXdE4ek5g/KcXcrOJ/mXeMYUN9ZjAYWCqVcqiu0+n4vIwp7Mxh5vN5f/aVSsU/pzxGbMVi0Q4ODoLFUs+O406R3WKxaNVq1edFKpWyL774wsxm8425ElqcF0qy2HngdxYXL3pjscyCuZ94bYjl0Lh5CT5j2UqtVnMo3CyE9HksphqUf6eSPMeam42UWfb394NnT7iW6wmh31arZd/4xjccYh8MBj7WzHNLzUTn7vV6QScI9o/T/CX1P5vNBgpAhKbz+XzwLrP4WE0fAAAgAElEQVTO7HVsDhvObW5zm9vcrp1d28iLzB1GJ2tra57cJ0whmI6Rl4wdfc3sUuKSHlFMvdf3RQF+9epV0MaEUJY+q9/r51qtZu+++67DMC9evAigGxmvmdRgs1nkQQ9T18lC3slkEkRsZEJRMYA6awsLC0GimWPI8SD9mxGd4JCkolFCJcfHx/590rV1DpISRMNfW1vzqGk4HFqz2fQIoFwu+3eKxWJQWE3oWF6m2QwekboDvcrYYniPkAjhGkXmgl8YcWkcYpUTwk1kwBHyYjdsHrNYLNrLly8Ddqp+Xl1ddS+fBbnqziu0Ip1OB5EXi1tloqKTDMIokwXQpEgPBgO/dkaMm5ubTl4iAUVIQxLMzSgsJjzFaQOOdRJsKFISnyMRBcK/pLrr881mM/gb2Zx8V6hUofFNKjyfTqf+3A8ODlzjs1qtXio259xRRLa6uhqkJxgN5/P5oCWQIvOtra0gsid8y7WB62E+n/f7lJg40Q+uGVRA4jr1OnZtN698Pu8DRYX3s7Mzz00Rs49V2M0uJnkul3Oo5ejoKICtRqNRsPnEUIPZbIIJl/7X//pfB/RpKllTRfr8/NzD916vZ8+ePQvkaQizcTGSqRaFUBvhFeay+MJQCmt5ednzIAcHB4GqAHsqvXr1ynt19fv9AKpgHYkmOTdMscWSFDpI7z88PPTnmU6n7fj42CEI0rQp3bOwsOB5E20WbJSpexsMBo7Fs9ZHsIv+trGx4RvNycmJ54WSclF8DswXESrh86Qyt8Y4vjdCR6p14zOlyr6OVa/X/fzKj2qxy2azXovYaDSC2iNBN8oB6vlyU6DgLevZNIZ8DszN6b5fvXrlY1uv121vb8/nXjabte9///tmNpPsun37tpnN2Gx6l8vlciDDxk0l3vR1b5p7zPOyBx43L7JBh8NhkGvjJqkxiBVLtE5IGJzvLB05jqnmlGjmmgdUdJHih1moaNHv94OuDhQRp9Px4sULXxeq1aodHBz4eXO5nK+Pp6envqmcnp46BD8cDgOh7I2NjUA5iPwCXUu73Q5q4tg5YWlpyc/P+TqHDec2t7nNbW7/z9m1jbzIOqMoJjXyWJHPZLXZhXqG2cwbePTokZmFDLjYWHPFCnt2ol1dXbVOp+NRCCGvhYUF//36+rp7pTErLYaP5Imurq7695vNZuD1k+FEVmWczCZcSSWAmzdvBqKjVO5YXFz0KKZarQaQ3lVFtbwWMhSp3pHP550JuLOzE2jHUUmDSe/xeGx//ud/bmZmf/RHf2Q//elP/Trv3r3r11av1wM1Bv28srISMLxOTk4CT1bPt1wuB9DvL9KElNHLn06nfh5qBMZGWGw0GvmzXl5eDqK3VqsVtNNhlKAoqlwuBx4vmZW7u7sBTEPSTSaT8YT++fm5KzoMBoOgu3dcLB8TV+LxIIwqiJYtZwT/8rpWV1cDcsDx8bHPC3aQPj8/D+DvmH2cxOAkCy9mG2cymaA9Cck1mlOx0gojeEbWg8HAUYOjoyO/hlKpZHt7e2Z20TvuqnnBaybhioo7MdlHn+OcKBaLQb0g0x1cP1jsXigUbGtry8fg9PQ0aNvD65HVarUgsmXB/ubmpr311ltmZvb48eOg+/nr2LXdvDY3N32CsCgvlUoFcjt6iDH0w0U8n887bLKxsWGPHz/2z3DyEIJbWVkJGqzp+G+88YYdHh563o1FwtPp1BegZrPpMNB4PPZiULNwk+SkevnypT/wXC5nqVQqYFVxEeCGyUU8nU4HRcaCldgfqdPpBPCI4E2z2UQWjMFi23jxkKmYlJuPNgv2qxoOhw4PffnllwHdPhZU1tgeHx/7fVarVXv48KHDv+1221la3KCWlpZ83iwtLVm9Xr8kxGw2cy5YBP2L8l9c6DQO3W43kB+KocYkdQqps+hYhO2oVC6xY7MZ/KYcxu3bt4MF/rPPPvMcHhljZ2dnwcYaF6WzqJ1QFhcmbUb8f2yE70ajUdB88O7du55vIRx47949h54ajYaVSqWg0SWhZEq90YlizpU/c4EnM1TQPh0PMnwFs1Gx/+zsLIDz2u12IkOVPa9Go5HPd40ZGcdJSiJ0wM1ClQ0yUCkekM/ng9wrc32FQsFzsdPp1POgqVTK15nBYBDcT6FQ8M+xWH04HPoY3Llzx3Z3d4MgQte2tbVl//N//k8fKwUdzN1+HZvDhnOb29zmNrdrZ9c28jo4OHBYid4IyQqZTMY/ozbfhA1Y10EihbwJwQ+EjwiL0NtU5CRvk63Qk8Lj8XjsDK1MJmPFYjGQniIEIKP3rmRtDIvouhht0SOkpz+ZTNw7Ojg4CKBC6v3V63VvAdLr9Zzhl81mHeYi24oMPnmHZMoxkiX7k2NGth/r+Dqdjj/TL774IohGWq2WX0OlUgk8OwoNswC82+16dJLNZoMoiEw/euX8N4446OVfVXwcw2kUcdac+MY3vhHAnQsLCx6Jvnz50qNhat89ffrU1tfXvQ5ueXnZa6lSqZQ/30Kh4N5vu92+RFJidKFxL5VKHimpVUkSDBlrapKZlkqlPIrhvB4Oh34/jUYjiEBSqVTQPTxprAnrqtMvWW+sO5PxmegeFXlkMhm/TpGHzELG5/n5edDmh0QKMwvQDZ23Xq9fEk1IYj/H48ifY6k2Ho/1U4wqSaw6Pj62995779LnNI4aQyJGfB5iFWpsdC0SmNZ60Ol0gh5ehHhlSUX7X8Wu7eb19OnTgPlHei0L9DQJRRHXRBqNRj54FNlkaK/mc9QDY4GebDq9UBkvFosBQ6lQKARsJR5Lk200GnkBon6vSV0oFBJ1CkVJ5oZB/DresMwuNmz9LZ1OO3zUaDQcxtQE1HdKpZLDBgsLCwGMyAlP9W5NauUGSakldZmLPxtbUqGCeT/m237605/a3/k7f8fvv9vt+vgS3hiPx74AcsOU+rY+12q13HFhpwBSnFWAmoT7E6amwK8chqsUOzi20iV86623LuXaNK9LpVLQeFRw3Jdffmn/6B/9I1cM+dGPfmT/5t/8G79O5jrYrp095zqdTlCgq/trNBr+szQ2mbug8KreK25ehULBstms3b171++Z+Ro2veSGOZlM/HjpdNodEupqFgqFIN9UqVQCvUqNN6FCCmHrPpkD0/hkMhmH1vv9vr8v2WzWr0swru6V8HMqlfLnS2hfTrHOyY4GVBXhBqd5mETdp/pH3MmC7+by8kV3A5aG0BHNZrOBgojWBbPZBqz1kQxUNQdlATWL5XXO9fX1YE69js1hw7nNbW5zm9u1s2sbecW6Xkxwyosrl8suzaRaG3lEcXTyi1g/9IJYV5FUu6TwXYytuP+OLGZl0dsaj8cBHMfvMMJM0nTTefS9uNUDk+iMAslW5DmT4DFGEIS1SB4R/BVHD4y2yIbjmAgG5jNl4SvllgjPUA+x0Wg4/CXpGv2sa+52u9bpdPxvsZ6izjMcDgOV8FiPkLCKzlkoFALiEMeNXjojDZIDCoXCpTY5bFtP+IoRd6PRsL/4i78ws1n0pmvY2NhwpfK1tTVnfz158sTq9XqgDk7NPmoOxpAXYVWSXmSc06rF1FjlcrlEBf5UKhXUB3H+DgYDZ6dKus1sFo3rZ2krKloYDocekZCAErcDInrD92o6nQbkJf2etZz6Dou7NVbs3MA1S8cWkvDgwQMnCF2lUxj/y/ElA5XfkRwUO0lIN/Hp06cursDo7OOPP7ZvfetbQaE1USHdz8rKin+n1WoFZB+zC1gw7gAQy799XbvWm9dV1f/EXRnaikpsdnVLlaSJw/9zssR5ELOLhVbQ2uHhYXANVHog/ZShue7DLLmPUnydsqs+F7PhKJLLxTFJe0/GRnXMFXJSUqGAxbVxfpFUX77kejZaJPQ3LtbcvDiG2mAIL1IZgDkZ3fPe3p41Go2g+aJeWEIqZInqXkj957VRGJjU8vh5ac6enJw4lLa8vOyQDKFbGTcvKjNQaaZer3v5wOLiov2Lf/Ev/HhaTHZ3dz2H+fjxY1tfXw+Kq5W/zefzDoeL2q17pmbgaDTysWYRO3N7FKjW+LKBLJ0j0vPpMBYKBYeiRqORb6xbW1t+fjFbBfVReYY6hRTszWQytrS05MfTuOpeqaHKXK7mh0Ro6RiTfSs2KBuc6nPsp5VUosNcVrfbtVwuF5THxBuajqXz53I5a7fbgSCD7vPmzZuJ7WLefffdYDNkbqpcLjsrOW4USkYqG2ISsr5KBP3r2LXdvCSAazbbpDhQ9P4Y9bDnD/9G2m9MyKDXQc+CCg70HBuNht28eTNouEhRW32/VCr5otXpdKzZbCbmUfgzF0B5jlyU9Vk2n2M+IkkNWkZKLjevWOiUE3FhYSHoQM2eWf/jf/wPP26ccL4q90PlesrdnJ+fB2PN8Yi7ECv/U6/XA89P986cZqVSCTZt3YfZ7DkmlR7EPzOJn8/nfRGt1WoBlZwRGvNszM2l02lXDMnlcgEJgKQXbvpxToSdez/44AO/BzoqqVTK56T6f2m+rqys2MOHD81sttjqmVLNgbJEuoakebiwsBD0bOIxGAWRIGQWqthw3JaWlgJ6PREFOlHMX7GcJK5xYgTO+8lkMoEiBYkLckRfvnzpeVTVr5H0JVtbW7MPP/zQzJLl6uiwUSWE64zm8draWlBuEKMdzOEllWLo2ESPtMlzDVONFlWLdN2pVCr4DhEenmcwGPhYMffZ7Xb9GSY5aF/F5jmvuc1tbnOb27Wzaxt5ESpkKE1dMHpXgvnYkkQeCFmAqVQqgPBiLTxSjCkArGMdHx/bD3/4Q2cOZTKZoCCUWLyYZfJQia0z/0VvUd6NKPik/yaF41JqMLMAbjALo1dCe/TSpTzAVhayxcVFv2bmuX73d3/X/tt/+29+b+l0OoBk6OWSeUhtREZ41K4cj8eBph6VSHgNx8fHQa5J8yWbzfo9/PVf/7X9/Oc/9zEcDAZ+nidPngTRRHzfhAQJryhyymazDskwt6h7ZQQub7pcLnsuKpPJWLlcdi+V2pXs3Ubty2q16pRlM7NPP/3UvfbRaOSwHeFN9VdTzqjT6diPfvQjMzP73//7fzvk9ezZsyBHxGiLEJzZBXuSudfxeGyHh4f2ne98x8/DjrxJc1+UfKINej6M4Bk9C+4iTEXYkDkrMoKpJnJ2duZsxfX19SDC0rtcrVb9uUqZRe8ZmZnNZtPzSsfHx5eieaqhMAqTsUykXq9fKrtJ0j0lq1LIB6NzflY51kaj4fcmOFBrGCP9fD7va1gMWy4sLPh3nj596tEr4dFut2svX740M/Nx+bp2bTevuMYpiXARL4CTySRovsZaKmLcknBJpVLBhN/Z2bGf/exnZmb23e9+1xcDKrVrMVLIHCt0EMYk/EbY4Cq4irawsBAQCbiRUYh2PB4H7eeHw2GwOMSQnv4l7MCxYv0TnwGhxcePHwcbZavV8knd6XQS4UuqkQvC4HlICeY5teHlcjknbeg6mXejygE3FUFtHB+zUNnkKukhGRuPUuWAG146nfYxENVcz0DPR/kcXTMXt1Kp5Nfd7XaDkgktep9++mmguME5xRzx2dmZb4pSWdHxfvu3f9s3svv379vHH39sZhcNU3Vc5aP0f8LKvAfNSUGlFNPWtVF9no6GFk39rdPpBJR8Uu2Ze6EMFXPGdCJi8hPfg1wu59BYKpXyjTXOk5OgoXGNjTleqshzY5cRbk2C9rrdbpAS0bXrvpPWCuWPdY29Xi+A+jWGpVLJoeNer2e7u7v+/ydPngS1ZbwHwrXD4dAdejqZHJvxeOyb2uvmvOaw4dzmNre5ze3a2bWNvOgBxNXoSdT0bDYbJAuz2azDAfQQcrlc0FGUbc2fP3/u6gUvX74MEv3sgtxoNLydwOLiokdoOp5Z6JHp/ywkTGI/0guVt8ukpzyqXC4XJEup0xZ70By3JCUCszDy6Pf7AUQjI73/448/di9XXqTOxaLR4XAYqIrEniM19tgPiNfP4tZ+v+9joGJVGaM6QUJmM8+WPcE4d5KiZMGTnFtksOn80+lFK4tMJhM8x06n49AL5+Ha2loAEeu7ZheRpdmMlkzaup7PO++8Y/V63aMbQlksaCcCIJhRcN6Pf/xjF6m+ceOGz92Dg4Mg+mUPvX6/H8CGFAmgZ87ocXNzM4DziEIQ8iJVntEwiQiks0vRRe953KaGJQ8ca7L6GCEuLCwEY8hUg55HsVi0drsdEML4zpCBmtRaRP/nO8+oXazG+Nhxrz7eD8k18fGk41oqlQJ9VUb53/72t72/IM/DeT8eX/SBa7VaQaTNsVYfMrPZXOFnXseu7eYVw0dJ8jSE7NS8UhOU/YjITiKWr/PoJcvn88EmJWgiVpgfDAZON97c3PRaM12TjpvEcNT16Jwxtk8IMoavqEjBnBlp96Q4l8tl/1tct8LJzxwNqcfMwQk20NhqUmuCa4PY3t4Omvbp/KS1F4tFm06nvhkeHh5eotHrZ+WLcrlcQLlmDoOqBK9evbLvfve7ZnaRE9Iz7ff7Dntsbm56XyxCi1q0tTFyweJmXiqV/LnXajXr9/uB6oYsl8v5+Xd2dhJzaRorzbFarRbkkpi3JATGnKRyj/qZ0FGpVLI333zTx15jXa/XfROgGoScBh07k8kEdHL9fm1tzcdA5SCE95iH1D3EyheDwcCp2cViMViECRvGDh6ZqjJu9HTcJpOJVSoVz5dyXnOseG/cfCjnFhtrFOlYx+vVcDhM3Py4cejzXA/0c1xSw7VxcXExEKZmPlDrFHtxtdtta7fbQU8yOhRJpQfKgzIHrjXg+fPnDokTJn9dVfk5bDi3uc1tbnO7dnZtI6/JZBJARIRXZGSFKYFPjTtGJEqmn5ycuMcv2IKaffoOSQDsAVYqleyLL77wdhwPHjxwZYPz83OPFJi8VTJb56VGHz0tQotKGNPTodIC740eHRPlVzGXKOKqyEkQAlt9Ly0tBVAL24hrPBuNhg2HQ49UWq2WXw+hJ0Ylt2/ftlevXvnfGJ0MBoNAOJbQVafTcYiFyf379+8HEZ7EakejUUCeYDHn8+fPA6UH1luZWVBvIyMaMBgMnDghZRcSBvSsSqWSe6Jvvvmmff7552Z2oU/HOa45trGxETDdxO6LIc3l5eVA/09jGEPUnU7HI6/NzU3vs3V6eur3KY08GYk7bNFCFIQ6lIKbdV5eD+dhHFksLS0lRrlkWRItUXdszctOp5NYNM02NRp/wnuyVCrl8431oIz22AcsNhXv6pq1PilKZm0X0Q62W4rbqJB9mRTVEabXcyJsr/FuNps+TvF9MsqlsC7Xj2w2G5wznU4H74XudXV11Ulw2WzWC+STCC5fxa7t5jUcDn2B3NnZCSA8LTC9Xu+S4oEGlzme8XjssBbbzAumu0rGJImpNxqNrFwuOwV1OBz6y8H+N3GeoFAoeAgvBXwdN6miXuE/IU5dz2g0CpSyWciYTqcdHjk5OQk2fS4a+r4WCR6DdH1CEEnNEsUiZB6N5QKEi/Tzs2fPbH193b788kszmxXOkkbPnJueZyaTsb29Pb8HQjmHh4eJauD1et1Go1GQByGslVQ0nmTMOzAXpbHlxqN75WJPiJVw0lWMOP7MfIYWrXhe6X7i6zWbLSZ/+Id/6BT909NTdyROT0+D53sVTE1Y9ip27Gg0slevXvl7cXR05IvY9vZ2wJ7kgsgSEvbw4hiQKq8x4DhyLnM90LWmUinb29sLKOA8dhIcx83rF907c2vVatVp4jdu3LDRaBTAbvo+BW4LhcIlhXytb51Ox+87FtNmQTrn9WQycWfnxo0b7mBwk5fDrveCPRJZisRNMZ1OW71e93Gv1WqBtJjGlvPwdTevOWw4t7nNbW5zu3Z2bSOvTCbjCUYxXcxCIdqVlZWgvodsGHpEcb0CvRSG40zuF4vFgFkmz+L09DSQsWELgRcvXjhsqe/Jms2m11Wcnp4m6inmcrmgPUQ6nQ4SyPSIZL1ez73vyWTWnVheGltJxMWhOk8mkwk6/NLIDBsMBkG7CrKq1tbWHM4rlUqXWI4aC33/xo0b9uLFC7+27e1t++ijj/xzjPxYK1QqlXx8P/3006AztKL0Wq3m4q6CmKjlxzoakmt+kbFeUN8ZDAbevr7ZbNrS0lLQiobHZOTFiIryX/qexjdJ11PwHXuXaTw6nU5A8mBCf2trKyiy13gcHBw49Hl0dBSMu5klRj58toxe1alYxyiXy4H+ICWydC39ft9yuVwQGRNmi+FwXVMsm8bu5SIOkADTbretVCp5dB9LXCVpoLLOTGvJVfNE93xycmIPHjzw8SSLlREiJe6IekjiTu9JsVi8JDzA8+k7CwsLwTqh+XZ6eupr06tXr3y+FotFOz09dbINu8brGZmFhfj9fj94t9nu5Pz83N//73//+/489e/XtWu7eXHyxEW11DWLmVgsWGRvHk0IMvo0iXS8W7dueSi8t7cX9P3Sy6IXhWKteim2t7eD3k2sel9ZWfG8Uq1WCyYladqCWtRbiMKeSRTy0WjkMGE+n3c1ATMLJmRcCKwJqvvX+MRQVpKe4ng8duhpOp3a6emplw7Egrky0cnNzPb3921ra8s3mXq9HoxVUpFzt9u1P/mTP/Hxabfb9ju/8ztmZvbnf/7ngbKKTH3HNL7sNXbVYkAIRharO5iZb5b6ezqdDvILVEpXUTALyPU3LQa5XC7ovaS5Sy1DbZD8jhatpaWl4Plo4b9//749fPjQz8uGiZxTvG9tshwXdnLQs6eija5L11Mulx2y+sY3vuHzjSKwygtrk+P3s9msv3+9Xi+A1nS/ZqGqBseD+VI5A0ls26tgQ0LJ2iCS9C/pJDNvqHdHz4p5Om7MhOa1kTFnzPMRGmdhdL/fD87DTVLv2Lvvvuv51na7bcVi0Z1c3lcqlfK5x1yYNlJtjGQyZjIZL7lotVrBtb2OXdvNi/VX9NZI+SbZIs5dkTZrdpF0rVar/iKk02krFov+kkn81Wz2QCQFtLu7e0kCiB6VXpI333zT21WQBKA6Ji28sSqHrrPVatkPf/hDMzP76KOPvN2B2ewF1udY78T8h+Rt2JVYL0C8kcUvT6x6r/Fg2xF6+cwtlstlJwFUq1Vf3LgArK6u+u8zmYwdHR15foSixUxyc8E4OTmxbDbr0dYPf/hD++yzz8xs5gzo+rn5xZv48fGxL/BJ4s66T6pp65hmYf0UcxNqw8LmllrEqLbeaDSCXAW7EXQ6nSCy1RhQ7FWbsa6hXC4H0UWSnNndu3ft1q1b7jidnp4GpALeY0w7J+1b98ayEYo1q9VKUv4qn8/7M+l2u/6zuosndV/o9/uep6bDaRY6ERTWJSKwubnpn5GDllSeEkdbtHgO0KkjcUc/03EU2YL/Z0NcRqy6Zm2y+g5bnTB61fHMLjpgUzCa74LO8+GHH7rDlU6nrd/veyTGfBjJOfl8PnByp9Op15BNJhNfN1dWVjyCjwknr2PznNfc5ja3uc3t2tm1jbzYNC8uJGT4HDPF5MWVSiUXhuz1en6sly9fBhpzw+EwKMqTd3R0dORhccyaoRDl2dmZRyTSkTML203IU5N31O12Azo7oz15m5VKxVqtlsMs9OK2t7fdy2Z7BUVRut5cLneJyWR2GY64yphfZFlCJpMJ8jhkWRKS7PV6Dv00m02PtATf0bONWXhmIXU5m81apVJxSOPo6CgommYETn29xcXFQAePeZQ48jCbeZixTiAZk8x5xfkf5lt1bLYGiSFRfp8ae/EzIExISLDf7wfMWUbZyq/eu3cvKD8Yj8cehTECYDuQlZUVG41GDmMSGuP1MI8znU6t0+kEtHLNfyIaVIDRsZM0LhmF0ZuXggPTBUlansydyq5ilSblla5SYNHndM3r6+v+jsa0/Ti65rVp7rKBZ5ya4HdYekMT05fXrmcwHA79OgmpCsLU+ibRAF2bjILbuk5CsbzOJN3G17Vru3kR1uGLTTkYLkx8yGYWiEhy0VpdXb0EAfLFIJGBsi2cOKwn4ySv1+u+eR0dHQXyRf1+P6DUkmii3xeLRV94s9ms3b1716+HuTnWqnGhFBau+2O337W1tUv5QV4/a3oIMfKF4iJK+G1vb8/eeOMNMwt7J7EsQfCGnlWsKnDV5sW6IeY7X7586YtbKpUKoFe9VK1Wy4rFYkD3FXTJl9nsohZIveO06DBHxLxJLPF1dnYW5FUp4Eu7avNiB1saHTepynOus3ZH5+Kmom7LgngWFxd984oXKs2b3d3dACrUdcTXf35+7vNTm5fGlyUkImaYzZ4jG4yaXRCQmMulbBMJVyql0OdiKI2EGC6osfgy51XcB1DjGdP2mefS3InhPL5XFGtut9u+nlA9n3Czuh3zvuN1Td9nrZ/gV1231s7Dw0Nfp9h8VefS3+KUi8ajVqt5PWu1Wg36HXJ9brVaDifGklavY3PYcG5zm9vc5nbt7NpGXjEziO0vZK1Wy5lcBwcHAcxFxQNpm+nnqxKzV8EMjEbk0SUVGafTaT//jRs3/PetVusSxClPiW3V6V3t7OzY8fGxw26dTifodsprJOOMvXkY1cXeJaMbQoL5fN4/u7S05N4ZPS2qIsioZyhYllELvV9BCzoPYRjCjo1GIxC4/Y3f+A0XlSXDsFAoJAqirq6uBuoM+rvuR9fGKFDXR6iQz54QFyHE7e1tj2gIsy0vLwdRZTxmhKYYKRCu1XlE9dfY1+v1REZXsVi03/iN3zCzGQTYarX8mXz++edBmQefD+noqVQqERaiXiUjURJuzEJlEbKCGaXE0HFM1mF6QPOTc0jfIRwei2Hr/P1+P2DU6ueTkxOPjq6CChWpJZF4Yto9z805bnZBruKaoePr3hi5cAzIShwOh762NZvNoEQonU47tH7nzh0XGt/d3XVWsiIozkeyubXmdLtdRyD0WSFDmUzGbt++7d8nhP+3lZ78snZtNy8ObFxhLyNuSzhR3xcDZrlBw9sAACAASURBVG9vL7EfkTahJJUDwg5kRGUymSB8jqvdie3rnHt7e8FkyefzAWVYE5z4+MbGhm1sbNju7q5fg46tOg2dnzkILhSk+JMlxnHSS6FzdzqdYMIK3nj58qW/5BTm1cumCa/zms2gSl0nq/AlUsqXnosBadm6/na7bffu3bPHjx+bWTgnKpVKcM9UIKdKgb5ndrnminRns4u8AaHFQqFwSdnA7KIGjc8kKU9GuEeLG+vwYhFUjS/rfghPfvbZZ8FmKltcXHTWqpqvatOnnBHnYKFQCBZ+Mhn1zHQebiRcUHUfZjPHgWxFnYu5G9XDkflHtRrWCcXqI0lwWjqdTlRNEUtVmz5zN6VSKRE25MYhFiXvhw4jNzw+X1LiuU7QOZpOQ7HbGJrmGqR3rNFoBIzPeA2g8oxYwVTSX1lZCeb/ZDLxd7Narfq4dzodZySql53+VigU/JmyNCR2Fl/H5rDh3OY2t7nN7drZtY284tAzSXOMXrGgL30unU67p0KNvbhmJK7f4OfozatWJ2aZEQIgZEWTWoeurdvtelR4cnIS3JuOdXJyYisrK0Hdi66B1fKDwcCT5Lp+XneSyCbHU9dPJhI9azIZ2XFWkZdgpPfff9/MZrVuJLCotu3g4CCAPbPZbKCNxsiY16Z7yWQy9tlnnwUKJqr5un37dsCG0/kbjUYQfcawHcciZv4lJeGpt9loNDxKGw6H1m63AziXnXqp7sLPxEbFD0Gn/X7/UhEtmYzyftnZeXV11Y+l1ib6XKPRCMRVNZ4UslXBtOYbx4dIBdEJwVWalyT4EBa+qtBX46xxX15e9veXHbSXlpas2+0mRljxWOq44/E4KCCOi5FjyPOq48kowNvr9RJrzrQWMUIUiiEh5/j6ySTVOfV9RpWxLufy8rK/j8PhMFGkQMeQMapjjSfTE4Qq9S5qzu/t7fn8MAvXYtZCvo5d282LiwlfErPkSRYLzI5GI4fcCAFwU9JnORHJVpTl8/lgAdnf3/fFqd/vBy8Wi3r1c6lUCuj6VAM3syDfo88cHBzY5uZmoOihkL1Wq/mL3Wq1ArV3blg6psZDxyZdWeckDMKFm/R4nV+FyWazRXptbc1fzH6/79+v1WouQZPJZAKm38LCgheBk47e7XaDXJjGtlqt2uHhYZB700IZOxAs9iWDLXaINI9i6JiwMHM/S0tLLrzKxosqhdACQqgwl8v58+h2u35tk8lMQJUlB8x9EEpiPoIbSVzyoA1qe3vb8yutVitg25L1try8HPQx0ximUik7OTkJOjQkOWh8L/P5fFC0HOd4SannRsB8K50Y0vsJi8kRJBxHGaf4fDonF2tCrHFhtiwpd8YcGov8dW2E9mNG7WRy0SWD0Fqc6qCKBTc/sjRj2HQwGDiblDnWuKuE5gSdFLMZRKy5fHh4GPyec49C2VzfeB/j8TjoFvE6NocN5za3uc1tbtfOrm3kRe+IUAmLcGmCBtiPK+l4scxMPp93Fs7Ozo5rgeVyOf9sp9NxVmM6nbbf+Z3f8YiCnii1wGgqVpRH0u12gyS+PCXCAf1+35rNpnvqtVrNvcROp+OeEuVcBJVQSousNY4VGVpM8tJYYzSZXLQAGQ6HDtk1Go1AiJbHVksSHStmSRJGVXE2oxZCP71ez168eJHY2ZjEg+l06hGeYI+r6qcISTLSYqKasF02m/UxWFtbCxijqVQqkPyiwLO+zxYTxWLRtre3XVZLHbrNLBBK5vMUBMpIUNANmXvf+ta3ggi12+06mWR/fz9ohcFrjgk9ur+4t5Y8es5Xs9m8kMZlXNjLyDb+HbUj5c2T/RhHVyySl7C07o36gbJ2u23r6+secf4ieFBGaFHnZRRCJiIha5mgUhZqc90iS5PEpWKx6PfDAmYiNRz3Xq9npVLJUYxWq+X32ev1HCFZXFwM5MtIChIb2iwkJUns3OyCUEQR8aS1dnV1NRAjeB27tpsXjVX0hHjMLph6KvAjKyleLM0uwxbNZjNoEqnF4ODgwF/SXC4XhMWVSsU+/fRTM5s9bH2uWq36IhGrL2QymYAuTNYamUNkgp2ento777zjf1P+6M/+7M98gjOfwRbvOgb/T/YUN3OKm3LRMLNAnYJ5C43ZkydPrFar+cv14sULp+eSARpvalyEyTgTq0nPSt9X63KyufRM2+12sODquBJDZu6TRvhE9HHBQBrflZWVoA+bnImtrS1fjESR52YmZ4cF6YTV2u227e3tBfBREqzFzYvFyrpW0ZXPz88d5rtx40ZQKH5ycuKw0pdffhn0SCPkpes/ODgIcmhnZ2fBhsfCa/2+Wq3a0tKS/f2///fNzIJiatLZxY4zu9iUCKezYJlwuuanFlSdd3d318eaCvWEQbPZ7JWOZVyMrOcRF/LT4ufD++R7RSZhzDakQ0KdUs4ROjFXqeKoDEDFxEyLZDKZgCXN4meyW1utVmKzXzJTm81mQMN/++23vQlvLpdzZ6/VatnPf/5zM7OAgfx17NpuXqSmmlmA99JY98EJwuRvUv2FjBOOXYS5qbAjcLPZtA8//DC4TnpkjBC5MMUtVpLo0yR1SBVbEV46nfZo57d/+7ftX/2rf2VmswVVm4W6GlN6SvdACi6vLY5Qh8NhoFqijTmOdrXY/8qv/Ip98sknft9vvfWWvwinp6f+DIbDob+A1Wo1yA8wemV+5RdZ3CCRC6BMdW7a3PmsuFnEkmNmFjwTCqpKcuzGjRv29OlTM5stDMxDLC0t+ctMyaKFhQWPCnd2dqzVavn4vnjxIuhUIOOcVj6SwseaE2dnZ56HpXh1p9Ox0Wjkz4+bSuzEcGwHg0EQ0VJ6ivlj1hfdvn3bF7d4vhFRkOmd5abNNipJz02me6AyyWg0ciIU2yjp8zGao9+T5s33N85Z0cFLooPHv2P0xmgpdtbY1PTw8NDHlNJizFsyf6b1gzlsPsu4XtbswpGkmoneG9Z5ksSja6ESDcuX9NzH47FHXnEngK9q85zX3OY2t7nN7drZtY28mBcyCyEvekTU+Is9a8JESSoaKrLU7wqFgsMrLDLO5XJBUeOjR4/sBz/4gZmFYpxkRbFHlgp0da2bm5t+bb1eL6D+s23D2dmZQzybm5sOG77//vsekpfLZY+8Pvjgg6AqnkW+hFAJx41GI6vVau7lLi5eNPcjtfvo6MijiUwm47maf/bP/pn95V/+pePshULBode4dEEeXb1eD+jcvB7CrTR5xWRSsXU58zXME8S0d0acHHc2eDS7iMDa7bbfj7QFdU6Nwd27dy/R5AXhxaw3zYnT09OguJuMT81lfYfR0dLSkp+X19Dr9ew3f/M3fXw1J5rNZvAcqJHJ6DeJBUgqNb1pPet0Ou2adicnJ/Z7v/d7Xv6wtrYWQOMaT8FP+j2jIYoGc+4NBoMAzuL9kJ4eN3ONtTyTIpI4nxZHW0njwSjuqvyX8olk8VJonD9rTm5tbQVwJyPB8/PzoFRF60K1Wg3WMMLpjNr5c7fbta2tLV/ryH6UILhZCMerMaVyaKenpx4xjsfjAHbXnIjZjl/Vru3mxY2ID5sDvbCwECR4p9MLAc9OpxNIqzCk5wMl9bjVagWLF6EXbn7czAj1cbKfnZ35A11dXQ3w3+l06pOP1HIuYOfn53ZychJg/SRfCOdfWVnx7q3Pnj0LFgd+J5aaka2srNgXX3xh29vbfg+Ei5IEkZm/Wl5etnK5HDRS1IK6ubkZ5PDYx+ng4CAQ84xr53SfdEZiOSG9PMzBkFiiF05z5CrpnfF4HMDFhJKYR+TCz00+hrK5uHK+xlDaxsaGK4ZsbGz4OTkPqWKRyWQCQdV4cVEO4jvf+Y5T+o+Oji4RfDiXCSXFOR6+M4KFON8XFhb8PP/0n/7TgNgROyFU2ODCTdiQihQUmNbfNG6EtuLO2HwXCWtdle/U9/ivjOtEDBUmfZ85osFgYEtLS/4u0lniesRSjBcvXgREIJExzGbzQ8Syk5MTn/Os60wyzkOqYwwGg0BxXnOcEDO7Oqu0hRJoHDc63Vr3XpewMYcN5za3uc1tbtfOrm3kxaRzLMUvj4GwgzwBwQv7+/tO2yU0QE+W59LnGI7Lq2OkoXYG1HJjsau8jpWVFYfZVlZWAhiFyVIWXNKDSqfTNhgMgjYiilTW19c9Umo2m/aTn/zEv0dqNmHM8/PzAGLVZxqNhlWrVffqOD6EXm/duuVjQy90dXXV7ty549FWvV4PoDF6mHqe/X7fyuWyH0/3GFuSyoXup1qtBmxDCvhSn7DZbAbPXmPAdiIxY4xtKsrlsn9nY2Mj0NLUfZZKpQDWGY1GARSVVK6QTqet1+s5W5CKHYTwRA03mz3bdrvt8+rk5MTb/nz729+273znOz7WgoROTk5sNBp55MUkPMsFzCyAm6jaMBqN/FnFzDtBqsVi0Wq1mnvg4/E4QA10PTs7O0GxOwk6MXOWShEUH2C0RRSBkTqhZLPZe6I5khQ16WdG5jHkpu8RAWBkPR6PA/3ParXqczsuFWExtt7/mzdvBoQr6i5++eWXAVSqZyPCDssKSGTiPOT7R33S9fV1f8+73a6/Y71ez+fk9vZ2IJR9dnYWoBU6Vrfbtb29PTO7LArwVe3abl5cYJvNpj+cuJ8XewItLi46fLW+vu4PPq4tIabMiXx0dGQPHz40s1kInwRB1Go1m06n/uAI9ZlZAL8p5C8Wi4EYL+n5a2trgXRPrLxOJhWbx5FyzU2WKgV8AVkPs7q6Gkxq5pJiJqLgzqOjo0CaSdf1+eef27NnzwLVEsJCslg66/z83Bfl7e1tr/O6asIrn6BroypHDJ0QJqxUKv4yEd44PT0N1MQpiRP33GL79O9+97tmNtsE9Dn1FmM/LcK/SbkWbXZkPPIzSbkXQXY6Rrlcdsh4Z2fH5x5h38lkYq1WyzcM1tfFtVg8P6F6bgo0bipqMMo8pt4/wlKEFuP/8974mfPz8+D6r2KjxvdGuDafzyd+L871EbK+6jzxukGJLOX81tfX7dmzZ54rpCPJsc1kMv685Ajz3plDY1mD5rH69PGZ8/1NEqXWO8+x5sYsRyWdTvs7n8/nrd/v+7q3tLRkN27cMLMLCTLdZ5IU2NexOWw4t7nNbW5zu3Z2bSMv9uaK2yiwHQkZYyx8bbVaAUmCXmQMfci7WVtbsy+//NLMwvoReqedTifQ3DOz4BrkIbKeRnVi1I5j7ZDOUy6XAy+bnuRoNPLk+MOHD70eptPpBMlSwgPpdNq9sNFo5J6SutFqbFXgrXthwl4RTalUCpiU+v2zZ88sn897vyjVpZnNIkTCOIQQ2drjwYMHDq9Q0YKmMSMMSs1C6kuKLXXnzh2r1+tBNKCoTL2x9NxI1KlUKv4cut2u3b9/38zMHj9+7McqFovuVadSqcDz5Rh2Oh2vPYqjDjLohsOhR+M0eq+EOc1m3v2v/dqvmdmMJba1tWVmZn/zN3/jhB550rzXJKiQHnpcLH1VwW4ulwvet7jGjnNPn+N7IJFrQqT6mWLaqVTK53gSQSGpfovd109PTy8RDJJIKbFdFXlRaYLXwjndbDZtc3PzEqFE39G1bW1tBe1mzEKFE/2sNEI8BuoWzjmehLwQQtQaqmh4YeFCF3N1ddVJRJVKxT+zv78fKG70ej1f6wiJElFJeo+/il3bzavT6fjLTcolGWPMi8m0CK6trQWYLPHmmAnFB0zpG6p3aOEQFV15By78VDBnRbxYVGQiccPUpDw+Pr5E6Sc0RkaQ4NHhcBhAqtxkRqOR30+5XPb8yM7OTvAZLk7pdNrHnaK28ZgRLuKLsLW15ZtHUpGr7j+bzfoGzJc+k8kEeQKOgxrv6ZklQYz9ft8XnVarFTgHZsklF+l0OoBN4sVJ17a6uhrkdJTvOTw8tHK5HLCrBPG+/fbbDiUVi0Xf5BcXF4MiTlK7Y1FYQrwxtMaSBzkO3CRFbScNn0XGFJgm5EaaNwt246JXzg9eKwWiuakRllJ+UseIS1001sPh0O9N7yjzx7webjhxjiqmvmvcuIEn5Y4EJev/sXAynxWdz3ht4uZB50jvPx12HZuwclJOVeo4uo58Ph9sKryfWD1Exz4+PvZ8er1ed6efEnn6XvwsdV9xhw/+/evaHDac29zmNre5XTu7tpFXpVIJQmF5YfTgVehpdhEp6XPHx8eJrUHo3SgRTZhNxoSvIgWzGWFjMpkEhbysE6PXokhLnj1ruxSpPHjwwJlYjx8/9nPm8/mgWDWVSvmxe72eExzMQoFTEibo/bXb7cDLpodLIoSZBRI/SffJYtv9/X17/vx5AHnIk87lckHSXPciiIxtXQRzHRwcBG1C2HqiVCp5FHNVMTOjvcPDw6DWhpBKp9MJxoPnyefzQdda/fzq1avAG48legT7kczRbDY9QhuNRg5L37t375IXmwRtM7lfKBQCNpgEgc1mc1QtgBhlNBoNOz4+DjTu5Ok3Gg27e/eumV1uB9Lv9wO2H+uVKCuk59FsNoNCXEZyZAW3222fU71ez7a2tgI5Io3heDz2ZxlH2GT/0gaDgUO0inx1fmr5xQxB1gnKSOJRTZ/GYzgcJsKojLQogiujNqXuLW6TQ1tcXPTviJhhdsEw5Hn0zvT7/WBNJBErJsbo2p8+fWrf+973zGz2/un5LCxcCHPr3dHfUqlUILTAtVbfIcHr69i13bzicDyJFZXL5YJFk+F4jP1yEY2NeSVCkiyMjDFmLWhcrFdXVwOMWy/i3t6eLS4uBioF+o6K/sxmauCCkvjy6RrjHmNms8VA1yKRT40BxYCp35dkhBRYFiAjjGN2URy6tbVl3/ve9+zzzz83M7O/+Iu/cEi10+kENGi+3Nls1ll80tLT/ejeYzbccDj0l5VUd+ZN9Dezi0VLnyMTk5qS/K7o9FwwBbdms9kgb0fhVzJQqfTA58F5yHmie2WxK1lvspOTEyuXyz5unU4nKArmNdMBIRuMYq+VSiXQtNNnmAPUtZHVSwq95viNGzeCa+DcOTs78/OUy2W/ZjVO5HvG+yGMGTPlkliaKysr9tlnn5nZjHYeH4trRZJaho4v4z3wOV5lcY6HJTr8O3OAzGvrunQN3W7XYWaOEzVLNRZJ0CebSVJPMR7TtbU1V+/5yU9+4uvUt7/9bc9/Kccl5i61X5eXl90pK5VK/v6/Ltvw2m5eZsmtC7jQUeliaWkpaKpGyiaPFQtu0kuNq/r5glDSZjgc+kvCjs2NRiNYNNiM8mc/+5n98R//sZnNFjt5yT//+c+9ncGv//qv20cffWRmM6p+pVLxBYUK4JRGWllZ8Y1MCXBugLrXYrEYKBnQrhJRJT1XY6VnoHt+8eKFffrpp4F8lu6bskCsX9H1iEDS6/U8pyH1Dd0zveXRaOTeHL3nOO+h8xQKBev1ekGkoHtgBM+Xut/vB5TgfD7vit23b98ONkZGM8ytcdPm/JpMJsGzYlNQXZ/uh99hfVK1WvW2PepWoM9xHivK1zuStPBpE9R96n5IqjCbzQldw8LCgm9e+/v7HjG/8cYbNhgMEh0CswtvvNfrBfOo2+0G/2d0QLWcWGqIG4HG9OjoyEkrjMD1eV1TvNjTuZDFdVlXbV4kL8WbA50V5p+uEoiOrVAoeP43n88HERUdmNFo5OsO3z/dq66H5SxmFryz//7f/3v/WZ/7+OOP/Wd2fzYLSV+dTsffp0Kh4HOCHbu/js1zXnOb29zmNrdrZ9c28qJnbHYRwhMOpDei1gKk0cuY1+Lf4uLLmDJ9FaMp7inGaI3ad6TQ37p1y9577z0zM/fkzWaqDSx2ld28eTPIUzFnxmhoeXk5oLwSaovHkOMhi7H7GKIldELWG5Uu4tYHpCTTkyb1Wc0YzWYMJ3l16vVlNoNN2Ip+PB57juX+/ft+noODg8Cr1nfkPSdpC3IcyXxUhKc5cnR05IXAxPCz2WwA88XUYZ2z3W4H/aY4V1iOkVT0qt/rPCoVYLSVpMpB5pd6oOmYUjcxmz07RvOChAhlmYVzmfOhUqn4vY1Go6DUg3Mobr0S3ysFdBnFaF6tr697nkf5WX0um8069M5Sg7jom8eWTmbS9dDiiIgRGmHYpJREHHmRkUf4OuncSe8nafPsESdokL3xFBkLeTC7iHz1c6fT8RKQ8XjsDGEWl7PAnrl3/U3PZ2FhwaNfld78/2HXdvMiTZNhNsNVyv3EpAM2eYuN9UqEpojNx9JKhGS4QVB6Jxbi5LUsLFz0cioWi36eUqnkm9IXX3zhv79x44bVajWnxI/H4wAilUmo1Gw2sQaDQUCPl3GD4QujGrqr8GmSZvgy6wVhB+T4PLru+FiZTMZWVlbszTffNLNZQ0Hd28HBQWJuT10G9DI+ePDAP9doNIImhsLvpaie1NNM/zcLpW6UM+B8U3O9733ve8ECwjmwv7/vEA8h61ar5YtEtVr1HmByNJI2LTpHdCay2WxA3e/3+/4zyzm4qXW73Ut1Qbq2Wq3m70g+n/e8RQyjEWpnrm9zczPIb964ccPnHoklhOm4WSwtLQVix5R+IrHq6OgogPBIya/X64HajBwMkio01oTJKCEWlyLo/LHSSlLd21Vivdq8uNjr7ycnJ+646W8yNZfU/ZBwwTWDEJ5k0Mxm77zezVu3brmjzHWzXq9brVZzZ7lYLPraVK1W3UE8Pz/36xcZjvNN17C+vh70AExS2Pk6NocN5za3uc1tbtfOrm3kRfHLOIF91Y7OvzEK0t9kcYTG5K2gH3XHjb9LDyY+3i/yNBi58Pvdbte9X4rqytNR595Op+OU+kwmExRT816Wl5cDGq68oEqlEjAPSacn9Jh03WYzj4r0XzIaNzY2HHJifyWSKuK2J9PpNPDMyVySLS4uBjqFhCMajYZ985vfNDOzTz75JFH0WBEDWafxffFc+gzZfoPBwKExFnrSk55Op5bL5fyZbGxseAQwGo38eZAmrvl9FWyUdK0aQyIHLE7VXKnX6/6sRdrRMXK5nAtWxy3fr4oiYtN9DgYDj3Lz+bwtLy87vFcoFAIxZRIHdOx+v2/FYtGj3sXFi1Y0jDgZCbN4muOon69KCSwsLDhKw1KROMol6zYWBv6qihGEFwn7v/nmm45Y8JxmYbnAvXv3PJo/ODgIUidc5zKZTABDErKmad7EQtGDwcDnK3Vk8/m8PxtF/UKClpeX/dnv7+/bN77xDT9HrATzde3abl6sYaFCBhlNVJhX/oDhPCc8cXV9XwoSeljD4TBQUEgyqUHE/YFii3NsXKwXFxe9HkWwi9mMUk+R3jhvR+X0JMq3Fjf97datW05hjxmG2og0Tkk4O50BLgYcT1HeyfLk57jYE4KgMglp/PGizSaZrDf67LPP7A/+4A/MzOw//If/EJxH16LcAF/sJFWOmFkWM8BYe5Sk1CLIWt85PDx09uT6+nqgoKLc2lUKIUljQDiRECDZee122zsDdDodX1hevnxpk8nE72EwGPjmxWs4OztzmLler19SVmC+RtDRq1evfNHS4qzzSKhX100jLMlmrplMJrGcg7lTKWwwR8t6SkKAMs09UcD/5m/+Jsi/sq6JNZ+6l5iOftUmRthRGww3WjEh9/f3gxwVTdC/2Sw3zo05yZleWFiwbDYbCEsLNmy32wHsz82YDg0hwFar5ZJj3W7XnRF12dDGRIfi5s2b9ujRIzObrQdswvs6NocN5za3uc1tbtfOrm3kRcJGOp12OC+Xy7m3kslkgpCf4XScCCecIO+93W7bZDJxb4JFz/SiaGLjkLkkb5yQSBzaEwahZ/yjH/3Ia75U46V71rXHv2PPrRhG4efG47F7j0zOd7vdS5FOkpfE5DzHg89GsIe8rV6v58ccj8ceLVLtYzQaBYWz8h7NLNCNVM2Vxnkymdi7775rZjOoUNAL9SFJUpEmHZPmSTU1HEN5pTEpRn/TPbDXUVxwHCuTqOh6e3s7UHOII6x4Luv3jLw4l3VNukbOfRJQGAUVCoWgTYeiNR4rZkAuLy/7PKIw9tbWVsBCk4Ynx5X3F/+O5CjdHyORJGhP71jSe3YVFEwdTrPZ/NWcIHORxBTOiZisFD8f/v6q9Yj3yYg3jsCpRNPr9QLdUlrMDlYx82QyCTRZiThRMLfZbHqExp51KysrPncPDg6CmjAiD3wGx8fHAdvwqlq/r2rXdvPK5/NBWCtMNpPJ+GJA2aZUKmWVSiVQNSeLiUXKOlav17NOpxOEuUkvD+EZ9c7R8TKZjF9DrOYQ49LcjMU6e//9972R4/HxsU+oWq0WMAx17bouHUsNCnUt8UZC4zVzMWFx9o0bN3wM2YOsWq1eEmHVMSkbw5eMEkqxyGev1wsgHl1zuVz2F/Hk5CSAKXhtqVTK8ff79+/bBx984MfViyioQ9fW6XQuLZi6Hz3f2NEwu9ic4o1Zx5Usko6Rz+dd6PTx48e+GD18+NAhu36/b6enp8GmyTHlPGShNyFNQWj6PueH2GPLy8t2cnLi8yqTyXhx+Gg0CgpaKaMVw4baDOkcfPvb33YYVIXQXPBpZA6zPIOfixfbWGXnquNR9YRC1jHDUc+xUCj4Qs6cd6/X8+J7fl7GlERSSQ2hOG1CSezlxcWLfm+lUikQdDa7WLcqlUowPrw3Fp0zhcFcLBnX0+nU7/n8/DwIArrdrr9Ljx8/DsqPtFlpzWP+WI7pBx98YG+88UZwjXoer2Nz2HBuc5vb3OZ27ezaRl6EH+KwmqE5JZzY9ZbEjDhxGnuH1FqTMbkfS++QOMCiPrLm4oQxvVzCE0dHR+71xElUtryIPVF50s+ePXNvnt8zm3lOShI3Go1EiSx5rYoUPvnkE5erovzQ0dGRQ50xHMLPiXVmFrZiJwtK18B6kiRWI6O4hYWFgMRTKpWCCETRVqPRuEQ+0XiUSiVnbOpvujaZPFTCbrqO7373u0HUzwLSWq0WsDHFvrx79649efLEzMyePHkSzMlisRgw4P42JRzHGwAAIABJREFUi6OP8/OLPmaEss/Pzy+J6pIJybY9SQK3SWxHXjehyjgyINrA+S77ZRmNjKIYCetd1DVQIo51UWQe6hiswWSkrfVgZ2fH5wdZgLGkHO+J0UUcRcZF6RzTJFQo6XOMxmlx2xySoTRHCV+TlEFii47NCDEJro3flfPzcz/P5uam3bt3z8xCgeirCEm/rF3bzStJuNQsZKbxgS4vL3ujSLPLE4UbVqzCQfUBQYqdTidQeNf1CPfVotPpdByiYREfX7DBYGDHx8ceZnMDfvnyZaAeoGsZDocBNKVz63OCGuJix7OzM6fkFgoF/w5p0dx8NDaaiNKo0z1o3Dc2NgKqP1UeCCHUajXflFgs22w2g+e1uLgY5OA4NmSZ8uXhZlir1XxxnE6nTmdnHymZrlU5Tp2Hag6kdZ+fnzt8tLGx4XTls7Mzf1abm5uBGvrW1pZ98sknZhZCKvv7+z6G2WzWIdHpdBosKPFilARFTSaTIOfEHBPZsb1ezxcQjZmOt729HbxLSflAnT9pEeXm1e/3AyiZi10mk/H3IpvNeh6T2oZJjF5S1ZlXit95Qn06Z6FQ8J+ppal8q94Z5UJ1nXpWTDnEBe3cmKhEn06n/X3jhtnpdGxjY8PPyQ1wOp0GeXetJWdnZ9br9QId1SSokixevX/s5CBY+PT01GFdwvTMt/FfHY8UeubG+TnCrfl83h00snuT8stfxa7t5hV7w5roShyaXa7cN0t+yfiwzS5eGnoRZrOXTKKnGxsbicQHLsz6mxboeKERoeBb3/qW/fN//s/tX/7Lf2lmFojFktoeK1Bf5e3FtHWZNsyk+hommUlbpxctS3IOzCwoS9B4SEqJXV6Z6CfmruOWSiVb/v/Ye5PnyLLkutsRiHlCYEYiKyszK7Mqq6vJJpvdomgcxbaWTAstqKW0kek/k5mWWtO0oEwUzdrYoxW7VRyqu6bMrJyAxBCIeQAQWoSO4+cXD8XurG8Tn8I3iQQi3nDfffe6Hz9+PJ/3XN+jR4984ZjNZj6erGebzWbW7XZDaxxtMN1uN9Q7sWYsn8+Huhbmj0iK0TipfYeOR6FSLsKpyPDFxUVYhKh4z7nLBqn0gBndkCxAJ65ardrZ2VlIvOvvk8nEF9FWq2WPHj0yM7OPPvrIXr586dd9+/ZtX6x7vV5mXZVo/1nXw/rJ+/fv+3G73W641ul06p9bX1/3zZQkD50362eqo3Nx1nVmbXzMJZXL5UDEGgwGjlbontJxT+d7SsbgHNOmNJlMvOzl6Ogo5KvowPL++C4ywiwWi7axseH3yvYm6XF0n0Jn5LwdHR358d566y378MMPzWz+Lun+eR1mcWMsFoue5+ZGViqVQvNfIk5Zken/F7bMeS1taUtb2tIWzhY28kr7+WTRbs2uohXBI6TAksYrODAV3zW7ynUdHh46DEcq9OXlZYCy9DuzuXckz+vx48d27/8292MUdXZ2Zh9++KFHbfLKzOZFgfQ4qZ6g45tdzzUwumJExsZ/LMDmNVNPTgxFwqrMDejaCMetra35ePb7fet2u55rbDabHr2Skj+ZTAKTslgs+r1RjLdUKjnUwVYYYrPJK6zVap7Pe/LkiV8bxWEVuTEXRY89S/tSn9EYHh4e2p//+Z/72OhZk2VWqVTs6OgosE4FmZlZgJUIpbHlTdrmXcYC1JTCz8iaEA/7xZ2fnwd6/LvvvhsaRgr+SiMvjlMawWvu3Lt3LzTAZBSTsjw1btKo1LFoVPlIi4JT5RVdK6MBs/h+KsIUfJ2VUuDcT/N/XGfIfmZjWOpiNhqNUHjf6XQyc4o8Nst9ptOpHR4eZpY/UPGHTW+VW9W7xF507XbbPvjgAzObr2eah4r8sloKMTfIRqppzzw2C2VxOaPfm+7917WF3bzSvEVWXQU3NeHYGuBKpeIL6mAw8LwFjy28WAPfbDb9c8wXEW7SOdgVVef89//+39sPfvADvzYt8AcHB/Zf/+t/9QXlG9/4hh+vXq+HXkc0qp1Pp9Og/MzFhPUjHJ9UEZ5wHpOyOo7+5c9MTFPMVJO6UChYpVLxjblQKISFihOZ10PqMJtMEoJkzkw5Ii1IzH2mdW/8TnpvtBTr13Wy/KHT6dj3vvc9M5tvslmJesEr2iC63W6YY9pkP/nkEye91Ov10DfrJgWHFBbmXLy4uAiLPTccbSqj0SiI1FJ1/PXr1yGXm3balRGKLpfLThAiZH5+fh423RQG5XUy95NCTllwntnVs7u8vAxzmbWINyl5pONK2HwwGAQYNs1t6Z5fvHjhG0YWccbsZpiP5/6qe1tZWQkbAXNe/Pze3p599NFHZjbPYQ4GA18bmDPmxsx8pM7Fdz9LgYjv9f3798M6Ssib0m/kA1Dl/01sCRsubWlLW9rSFs4WNvKiN03P7KbiR8FnTNbL66hWqwF+omdPIdfxeOye5Hg8DgW6qagliQi6pv/1v/5X6PmkUL5Wq1mr1QpQYEplNrPANBIFWJphGxsbIVnK66ByQL1eDwyhLA+VkIG6MtMLI42XcB4LK+mlz2Yz9+Y7nY5HGq9fvw4dfVNBUF03PbRisejH6vf7IYrq9Xo+vsVi0b1AFoCPRiMXqH3x4kU431cRYPh8q9Wqn/fOnTuuQrGxseFsw3K5HDz7fD7vEcmvfvUrvwdCneVy2anYDx48CGgAoTpG04wm1Foni/DAiNVs3l5Hxx0Oh37sZrPpXjo7ZacECHrp1Wo1tB76rd/6Lf+bInBClTKiA7q2rCgrZTnKsogUs9ksQIVfpeLAguF+vx+iezLubtIx1bEnk4ltbGxkXjtheyI3aWsksjnTNEiaAiAbkyK5+v3JyYmnJ/QsNd9S5IXwNfUUU/Ylo1LqXQr5OTk5cWUc3RfHk6iD3lGV37ypLezmRRmdm4wbh9hJrN/QMc7OznwysQZGihjM1+jBnZ2dZU4wwR6cCIQABQu9fv3asXAt3Lq2o6MjZ4M9ePDAKdZ8qZSbYwt4vnCELdUssdfrec2YxoBsPUIaupbj4+MACZpdbczNZtMneKFQCPVXbICp4/O8ujbZixcvwmI1Ho99fNrttv9MGal8Ph/yFlzUy+VyUBYhI1AvWK1W+8ocy000cbOr0oJvfetbvjC0221XEnj69GmAWngM9lviHCoWi/7/k5OTcD2TycSvhzVfKbzE/4/HY38+zG9qsTabz8larZZZ40T5LTprGj9Cn9owt7e3/djM++m5ESpkLieluMvSdywrt825n7Jw089nQa79ft9arVaA3TlvszZAbjCCalmDSaaePtdutz1nfnh4eO2dJXSaMouz7ietb+PvmcbgMVSyoN9RzonG46U9+GTlcjmsYaurq76ZsY/h1taWb6bT6dSbg3LjfBNbwoZLW9rSlra0hbOFjbwIBdFLKJVK7i2yNYKSx9rt6U2x5mM4HF7rFKrv0OsnlEDVh+Pj46BYoL/rX3qlYvr0ej07PDx0OK3X67nAbD6fd+jl8vLSYTYlf8mSzKqraLfbDkU1m007Pz8P18ZOxFSEUGSxublp4/HYz1ssFt2jevTokX388cdmFrtW12o1j1YFtWq8arWaj+fW1pZfGwkBilZZ8a8ojSwmRs+6L41Bo9HwwupWq+VzZG1tzT9TLpetXq97vV0qYJylvaZx1jz4V//qX/ncUcdkHVvXORgMAuGCsGqn0/HC5HK57PP11atXoWA4l8uFiIuwLhPjqaqMIu1qtRoiJY376uqqbW9v+5gQIur1ev4uSGvR7CryYldiXdvbb7/tcyVtkcF3Vvek77NIXqaIORUNSL+f9txjofZNrGTCgaurq0FhhmN4E+GJ0ZGgWj2T6XTqSAUJV/V63esVFQXzmWi+s05MDGHdy01qGyTqzGZXOoVsEaXzkKRBDceUUSwInGOd9i1L1YeyiHODwSB0G9d1pgS039QWdvNKFSFk5+dXbd65IGcVyvHBM8xn7iWFJLLkWMgiarVa4TtkOFLx4OLiqnHbbDYLyhP37t0Li0YK15hFSMsssrR4r9xUer1eaE9PViTHgxChev5oAyUsQ7VoFormcjnfoPSy8NoELdy5c8cXty+//DL03OJCNRqNAqxLRh+LkpvNpl/PZDLx83DRIryjBYhFzxwL/b/X6/l8a7Va1mw27e233/Zr00vPzY/nEUOT0KUW+Lt379qPf/xjM5uLHgtWEnQqYx5yZWUltILXXKjVajYej8MCQgUTjdXt27fdGdBGKvmefr/vm1RKvadqRKFQ8AWYrFc6R2Q4Co7k2GdtEPz54ODAisVimI98PmT7psIEN6k38L3V9Yvqn6WYQbYxFVxoaRlAPp/3Z01ojOuMPs+cpBy+L7/8MrxvZDWmGxhzUSySlhPVarVsOp2Gd5N5bv2eDmKv17NXr165DNwXX3wR0hUyph2kHpKVnyyXy+4gPnjwwP7xH//RzMznzJvaEjZc2tKWtrSlLZwtbORVq9U8amBSlCzCYrHou79+phAlYSrWBFF2hnVB+ru+Iw+m3W67l767uxsK/qjzd3Fx4Z4Y2XnVavVap1qxCOk1kS1WKpW847CuNauuiZ7i7u5uYOiRmZZ23ZWcjKJDyfwQkphMJh6RkDXHglqZPDTqQD558sQhSHmaMhJyGHlRN05abzo+W1mwXTrryQhDyRiZsj+Snm+tVvP73Nvbs8ePH9uDBw98rFjHQ/YVI63Dw0P/W71e92d9eHjo3YYJMc1m8y7RHAddp+aWWaz1EUOMz0TXUCqVnOn23e9+173svb09++KLL+xf/st/6dcjWa719fUgE6ZrFtJA3UWRgiaTSaiL4lhTZojR8OrqamDXUqYoZd7JOHfr9Xoo1mfRNCOqtDYthbpuEorl2pJFkNA1MhJlx3NCiKzLSmvdCKdrPIiObG1thTY5tVrNr0Md3M3m80O1lOlcLxQKAf3R86XmqdqbqBawXq8HOTISpogq3VTfViwWnYD2V3/1Vw43a415U1vYzatUKvkDIoTAFyZtKtfr9XyykI7OAspCoRD03ES9NYvCmpzIZhbyM/qujC8PNz9Ntl6vF0RDm82mPX/+3MzmDzhlAulY3JjShYKmz7XbbavVan6tbK45GAx8PP/4j//YfvrTn5rZFaykxaHRaIQXmNBWWmRsdgU9cdFi7kabIhlNwvt1P2kfJX2WeoHKM5LGr2tYX1/3nwXH6vuEsth3bGVlxfNC3/zmN/2a2u22/ef//J/t29/+tpnFjWRzc9M++eQTM5uz7nTc169f2zvvvBPye1k0/MFg4HNvNBrZ+vq60/AHg4HPUaoc7Ozs+KInxXzmPrMKluv1usOeJycnduvWLc9vsCCceUhCv9pctAjduXPHnwPfEb4DhMxTm0wmQT1fcyprM0kLy3VthOO4sfB6SC1P4bdCoeBzgyU1fPcmk0nIDaaK8VTkuWnDS3NCvB+uO0xP6FmrQaveGW4kur50bOSEaa05OTkJ60ZaamE2Xxd2dnZ8vp6dnYXr5P3oXKkSPYMAOliFQsHn4a/TKeGrbGE3r3w+77TkQqHgC/LZ2Zl7npR9ms1m9uWXX/qAnp2d+cJDcgAp36Kca7Apm2R2tUAXCgX3an/xi1/Yw4cPnXwxHo/92KVSKWwkOm6tVru2iMnLPTo6CpOFuR8dU+dhdMFIRYt9sVgM9zAcDsME0z389V//tS8mpPmazaM3OgBpKYLGWi+SZGvY5VnPp91uu/c1mUx8EabwqO6Hgsd6Ecvlsp9nc3PTPvvsM3/e9+7d8wV6MBi4JFVKJefGXCqVwsKtnz/++GM/57/5N/8mqGTfvn3bn1uv1/MastPTUz+XPGZFXv1+P4wbm1kyulldXXUPfmNjI+Ri9Z1PP/3Un9FkMgkNQiuVSpCXUnT06aef2n/8j//RzOYba7fbDdG97rXT6fjv2ZFBzUo1x//kT/7EnS3dh56VFjdF3FyUKerKJq3pJsd5lUX44MaqcdBYVSqVzJpLOpJ0ZHXdRA5YYqC5m9Y7UmSaeUi+8ywVSGvUhsOhH3swGAQ5JUZHfL5EByaTSZhTmruq32SjzbS5ZXqf4/HY2u122PQ57nSIKItXq9VCnSPf01Q2j8d5U1vmvJa2tKUtbWkLZwsbeZFOmmLi8lpUOGc293pIiU93/SymnjBdenVZbEN+ptVq2cuXLz0CIJR3eXkZGvAJopJoKsN93VO1Wg2V98yjXF5eBhiDLdizwnxCqOnfmCdLCzPTayXmfpMXx2OlkW1Ws8Otra3QsPLs7My/88UXX9hf/MVfmNk8WlNOxuyKsXRwcGDf+c53HF48PT3163z77be9mv+///f/HgSZ6UH3+33vddRut/1zrVbL81Lb29thPNgHKWVi6dmnkQRLHNj8kiw1CrpqHFMVF11b2l5Fz56QLmGd1dVVj2TVgFP/Z2RaLpdDdKTIoFqthtxjt9v1MaQWoM5rNo/iqC7DKChlgPJn6u+lluW5E34zi1AfI79CoRAKbNN7Z2REpQkemyxAwtQpq5l93VI1F83xtbU1Z3mura35taUpA0LzPA77z7GgfGtrK0SM7G/Gou/051KplNlrjAgL4VpR67UGkdXY6XT8falWqyHv/3VsYTevWq3mD5j5mlu3boXaA3aSJfmBmwox5rS/E+mtfCBsqkalh8lkYs1mMyQ7+cIIryb2LDIJJ6JeWEIv5+fnTmzQvWixHo1GoW6CFNZUiJMTkcl+XichCE7Sdrsd4C9+nxum8iJqMkmBVkJJGoPbt2/7pO52u1Yul/3F3t/f97/1ej1fDCgB9Vu/9Vv2zjvvOCW3UCj4y0e1imazeU2hQtfw9OlTe++99/w6BZ1Wq1X7/ve/7+esVquhySPvmzWGLGMgNMXeUU+fPg2UYkJRn376qc9r1paRiEQqdq1WC89K0KOOTWUMfV8Uej2fg4ODAPnKbt265RBvo9Gwfr/v98M+VawhvLi4CKSKtGQii4hBurUW5JtyvsxzsZaKnSHYUHN9fT1A0lTB4fiaXTkia2trmWrzJCVRIV/XTSMdPSWS6Nq4wPf7/aB8wXq01KmkaexzuVxYF7ixcgNleQ1NBDjNUaYaqtVqULvR2BwfH1u1Wg11Y1QMkjyUuj+k4/kmtoQNl7a0pS1taQtnCxt5VSqVoDbxxRdfmJnZ559/HqiYbH89nU6v6c2ZxcJbQRVmV0w5tiDgz0yUE16heKwiMZmgATK8JpOJlcvlwEqUF1UqlQL8RD24RqMR1CbIvCNUReFXhv30kmlp0Xe5XHbPaTwe+3VXq9UAE8guLy/9M7u7u37PMt4nv0ev7d69e65Acnl56SK6pGKbXUFHvV7Pzs/PPSpkHzUqLmxtbQWVA4kia3z08507dzzK3dvb8+8oWmT0SliX10UYh4XJKysrfp0sHWAE0Wq1bHNz00knz58/Dwl0nYswjK7xpiJhefaEJ83mZBAJ9d69e9fPMxwOXZOOOniTySRoAfI5ssiYRbCpGg69/nTcdP0pXMhoi/DiyspKgGEZmRJOGw6HgcAi0/PRe5KSP2Sz2VVn6nK57PNDCE9WVDQej0PhfPqZLNg+jUr5vqQU/ayeW5VKxYuU19fXLZe76qHFMSRawjUjZYvyOkejka9tREuOjo7C9THFQciZbFh2rn4TW9jNi8yju3fv+sPi5vPs2bPAPDw+Pg6TKotCmzZoTGn4WqzZWj6tJ+MEqdVqgZ2jBYySPKpjYt2Zrns4HAa4iIsWZWgmk0lgpqk+i3UzulcysWSU2OHCK0qxoILV1dVwbBmZR2Q+HRwcWK1WCxR0wioU8GUzStadbG1tBYhHxg4AYkdJoULXajaHCtlPTDUnn332mZldLfq7u7u+WPd6vSCSS7khwkQUVKbKAQVQda36XD6fd2eAAsLMTfR6Pfv7v/97+0//6T+ZWVxQSWEfj8eBNj8ajQKUyEVLC3y6mJ2enjpz8Pnz5/65w8NDV1kwu9pkhsOhvf/++y4YPZ1OQ22XNizWXymPmlXnxUWYGwTfI103S014DxrrRqNxbeHX59J3nkaBZn6f40uo8Pz8PDy3tM+WjCmA6XTqzlG/37fJZBJywRSZZg0dx4ZrFWvLlL81m88dslbTucjxpKoOc8EcH65hfL5kbwuSZf5VsP3m5mboOqDyj2U/r6UtbWlLW9r/c7awkVelUgk9auSZtttt9xrYcuPo6Mhu3brl7K5KpeIequqf9PvU5F00Gg2HrwhJUgGiWCyGxGqxWAwdmxn1iLyhOhG299Z1rq+vZ3YxFeyp/6f6b1n1KIIjWbdCb4veGZUVmERPu+PKmIwmpCrPkdAQ4SB5r81mM8BAaSTHfmuEcqgmMR6PQz0YiS661lKp5JGWPE95tqz5qtfrHvnRw9W5WLzLn3mPHINerxcUUDTWJK2kRb1mV/V1PDbh3nw+7x6uhGyZECecRy1AHUN1jCyq1fcLhYKfN/0M2Zjq+iwjtJ0SArIgK9Y4UviVjESz692gecy0f1wW1JYWL6fnySquJpSrMUmvhcXg+j9/1t82NzedKbu1tRWixxTdyCJSaa7eRLLiPODYkGiWPg8yWMm6TSNWkmMUMalLs9n8PU7HXZ87Pj72aL5er3s0/+u0tfoqW9jN6+7du/4CvnjxwsV49/b27Oc//7mZRaZdPp+3ly9fhtCaBb8Mn6lQwAlycXHhG87q6mrIIXBh4kZQLpftz/7sz8zM7C//8i+dcj0ej0MBdSqXI1iJeQNei6AATUo2hiMEN51OfVKLKccGkpp8/D3ZdKIaE8aknFJKO9f5Oe7E8KfTqf9NsklmsVeaTOccjUaBkUd6vu5TOS9uXllKIJVKJcCe0+k09DTTC0xsP4WouPCScTUajXxsyHiTeneW5E+5XA45Vi6g6+vrLmJ6586dzBxRqVRyyFzFw9wIKOVFx0fP4NWrV1atVv0euHmxILZWqwVH6eTkxJ+PIDCzKwhNv9cYHhwcuGi1xkTzZTKZeP7o7OzMf68i7dRBMYswGx2IVDkjLWrmPOLfCOGZXTkIlH6jAgs3tPPz82sC3MwXae4cHR05Y3M4HIbceC6XsydPnpjZPKXA3l6UzqIkEzdZzoOdnZ2whqUSWSxf0Hzvdrve3eCTTz4JKvlMOxCiffbsWcjZ6bmYRTX7VqvlTtjKykqg7X8dW8KGS1va0pa2tIWzhY28RqOR/eQnPzGzebRFT1jeLxle1BE0s8DUIxMr7RrMUJjeMyOIarUaPJt8Pu+Q5WAwsB/96EdmdsUgM4vJX8GBZM6JeMB6MIqJphAR5WkIlTSbTU/GKyLS59i3ixHe6elpSF5XKpWgA0m4SNFjq9VyqJNQXFa0QC9dn6MkjqARRmJkEWZJ9yiiohgoSQ2UEiL0VK/XHT5m3zEate4EwaTF5xobJqxTD5lEFXqlLBrXnOr1ejYajTzKpOBupVLJlOhJx8bsqgh2a2sryITp/BsbG4E5yE7b0+k0sGZJ6OEYlMtln6/9fj9A84oGHj58aE+fPvVxTLtbyzMnnDcYDGx9fd3/RtkmQtlpKw6OiWrfND5kMqatbDhXNR77+/teO0jILoXv+ExTkVqSuWSK3skGZXshMvKEKqk7Mc9LdEHf57vGaNMsztFmsxl6Fao2dTqdWr1eD2mRm1rMEK6laMLa2logU0kkoFqthnTO17GF3bx++MMfei7p8ePHDuddXFyEDYKFdmQinp2dORxA/bGU0URtQ+YARqNRyF+lKgu6hv39/QDhsTqdE0+sILP5RPr93/99MzP72c9+Fiisop2Xy+UAZzGvxBenXC772Ihuzc2ZKvva9N9++20/z5MnTwKUynKDRqPhzKF79+45PZ6LMAU69X9SrPVCUw9OJQlUShFl/ODgIMBi3NgPDw/93lOIivqFupdmsxmKbRuNRhBolqUFx1SoYE+zSqUSiowJR3JDLxaL/txu3bplH330kZ+L+SYyHimIzI4E1GCUo8bFjaoa7LFGOPHw8DDAYLqHTqfjC+fx8bF/RkW0hND07Dmvh8OhQ1GvXr0Kiy0L4VlMzTyXNjVC44T2ZCnNnOULacmCngmVJlJH6/Ly0p2y09PT0Npe853waMpS5OZJaD/NnzFvVigUfM2gIk2/3w9ahiww531fXFxkqvoIztQYTCYTX484d6mBWqlUbHNz0zftfr8f8rq6b7Ksq9Vq0Fft9/s+j+7cueO/Pz4+9k1R9/umtrCb1/n5VUddeSRm1xsPckOg58amk1RGYAQk4+LLpnf6mXR2s/mD1EbAXNDOzo4nK7vdrovF6kHrxWo2m+6xHh8f+2Sp1+vutShfo/tJa0h0zb1ez37wgx+YmdkHH3wQpGNarVZYLPXCfP755wG/f/jwof3N3/yNmVmQ+NE4mllm11VdV6/Xy6TnczyzKv250SvRTWciVTLg8+WicXFx1dxSNT1mV7Jc2tyVM9KxuAgzCd7tdv07v/d7v+cL2snJiXuvjUbjxiQ+PXPKKaWipczf8F6ZA+RzFxGEuVPWzjHCY06kWq2G+2bin12iZalo81cZ5cuYN2Meho4C3yW9OyQbZAljc1PUBsGxJ82b3YJl2jBT1R2dg3OKllLyGWlTBYbXoc8owswSs6YjmV4XuwNQ5Sclt6T3wbVBkezW1lbIRVFZiPOS85DvLyXQeBzdn2xzc9OFm0ulUmaH8jexZc5raUtb2tKWtnC2sJEXoaB8Ph+YK/SaCDMwH8C+QdS7Y2SSz+etWq1ey4HxGvQdhd+5XM7W19c9B0CMOZfLuQeyvb3tsGev17NyuRwgNEVebEFCmqpaRzB/JEtZVWJyibml++F3qOVXqVSCMPDJyYkfY3d316ML/d1sDgsJjqBHpuJY3gMhRXn51Wo15KUqlUrwpnk9gr9SPJ+eNSMNtnQgi/D09DTg9CsrV8oX9LhXVlb8OsUylaf5t3/7t+5l1uv10PqFMG4aVenaer1eiI7YKJCPoKrHAAAgAElEQVTKLcwT9Hq9oF0n0+cJpWad0+xKb0/tKvg3QaLsFdbv931+bG9vW6/X8zEgisH3g1GT3le2CiFcRy3OtPSAUUM6z9O/KwKipiPFAPTO1mq1wFAkSkNjFEX6OIt6Uw1Uiv4SeWF0JA1KjSkFr09OThxu5fNM4cl07t9kPG8ul/Nzsrcd+/wpdcLWNlozqDnKSFIwP6NcvWeHh4f+fbYd+nUi96+yhd28+KIzxGWDRS5MCrE1QZrNpr98JAewLko1OHpYUtM2i5JQPE+xWLThcBjyP7xmhd0nJychv8IFgB1suZHwPJrsJCWQzs6uxpqsLAfQuHGTY5NHvfzvvvuu/eVf/mVwDnQewQs6DxcmJvMpFksTxTi1crlsnU7HF2g+Hy4SaRkDc4CEpcxi878UGsxa7HO5XKCzCyakuLO+Q1UN5iAI73Ah57kIg15cXPizOT09Df3oDg8PfUGjCsX5+bk7QcVi0Tqdjjs+9Xrdv9Pv98MGyIWQuTW+F6yfJNSjsgSqamTJGVGCLR1f/p6foxoEn5nuL63n0vd5rFwu5wvzP/3TP/n8bzabwblJ4VZeU1pbZRZLIdifLb0GfoeqKxxPEX+Y7iAxjGK8NxFDUpWSdLxoWbJcaa0b818UryaRic4nJaUmk0moB0s7CHCdkX1dVfklbLi0pS1taUtbOFvYyIsMGHXE1c/0qORpdbtdW1tb852fShxs7VEqlfwzorCzV5G8jnq97t/vdDr+e2l6ialzcXERPGNGizrn+vp68GQbjYZ7yXt7ewHekFf94sWL4NEQBhUMaWb28uXLEBGNRiM/dqfTCV6Y7vPly5dOr69UKvZnf/Zn9sMf/tDMInQ5HA7dcySTkh6pSBGp6oC+k5W8HY1Gtra2FkgFgpXIUjO73laBUZGMyiQp45OF7EyuE/rk/BI5QJ4si13J4qtUKt5teX9/32HAdKxJvlhdXfWIqtlsBn04sSnN5rRzdsaVlyyvmqK/srW1tRCpEKpkR+xKpeLPdG1tLdNjFqmCkQCJN7o33rM6lDNiJKRIiJDiAXw+6vOWGhVUhE7ovOvr6/58qEdKhEXziwSuLMIGy1HYYiaFDYlCpNAYafPSydSxGXnpGbDQPIXmOA+zygV0npS8pHPyO+PxOMCJ7XY70PU198rlsiMvGxsbQQHm7OzM58mtW7f8Hs7Pz/07rVbLn+HX1TZc2M0rn8/7S3t6euovKllenHjKh3CC8YHK2FcnlVThpODCQgUHySQpV7C9vR0WFx5bD1QqB4QKaFz49VKsra0FIUxdn8aGnyMFvVAo+OZ1fHycqUxQr9eD9JaZ+QZMDJ+LMPM66TUREuF1Zv3O7IoinaU6PZvNAlx1k1wWadE8dq1W85eH9GyzqEaSwl2Efrg4MY+aCvFSTHg2uxKfJYSYwlIpXMU6OKmukE1HdiHPZTZ3YrhA6Pdp+QIZthR7To9Nu+mZ8liEzPR8+B3Cg/p9sVgMedDRaOTPi3M5hekIx3EDTVl4fH/5fULyzFfSoUmVOzgnsuDo9FhcP6RAQXhRViqV/H3jBpPeS+rEaQwnk4mvh3JM9LdarRacg6x7zuVy15xKvYu8h8FgENbXWq0W3k2+f/qOevWZ2Y2NbH9dW8KGS1va0pa2tIWzhY68GL6y9oehMCMLesypTpo8pePjY2cKCiaUF0eoYDKZeCHvnTt33ItIK/xPT0/dG0nrVATvfPrpp/bo0aPAXpJH1O12g6iliAOXl5d2dHTkigg8NplcadRQLpddAUHQlI5HtpE8pSdPnli/3w/jywJXQqy65k6nE1ogpOQJWdbveFzCbFRGYP1JygRjR2t5koS/Go1GYHLSs9XYybLYbBonPRMWYzKBPp1O3fsV85H1ZaoNy+VyQSOQrXkuLi78GOVy2Vmeu7u7AdKkDh7RhdevX9udO3d8rBQRs+Nten+Ej7LYdzcZozpGKLo2RcJZ0QlryNivTfcm0klqhMk4BpxvXA8YlfK553K5cK9kPNZqtdAzL1Wr0PeJSHA8+v2+Q/CdTieoseRyOY9oOp2Orwfn5+eByUlW5vn5eSBWMFoipCnIjhGZ2ZUgcHqeWq3mJDOtJUSpqNmpder09DS0AyqVSr4+mV1FrRIr13hI31HvwJvawm5eR0dHgVKbVcy5urrqm42klfhQ9ZIQB57NZv4QNzY2goCv2dWCVi6XQ5NJfiaFILhhEtsXtEgJG32f161F5+joyK9Nk4kLDTciHa9YLIYmeylbSOcZj8cht5CyL9linMrr3Dy1OOdyuUDF5gvPhSZ9sdLFhGNCVXgyCkk5Z+F4v993mC3F/G9qDsjPEQYl7JEFjRImy1qcBRMyb0ZxVN63nlWhULD19XV/wW/fvh02ZrI/uQCRicixKpVKXu6QlgewlMDMwj3cJBqcstv0OeYUOffk+LEXleYINxiOcUoNTyHMm1h31Wo1/F/nobNDSFQQXioTZRabjdIRLBaL/jz03ax5vbW15X3P2OhTnSRuKuXJUvwxm7+bmhObm5uhHISC2ZrjdEjNYk6YBeG6HrP53KMKDOFJrSEyrRnj8djW1tac5cli5HK5HDY/BhRfx5aw4dKWtrSlLW3hbGEjr4ODg8xo6+LiqgsxGWvFYjHI/5hZCHmzpHMODg6sXC77d6hXd3l56WF+Gpnw2GaxkJRRmD6jVt2CHk9PTzNJGiyM7Ha7ob326upqEObU59bW1hzeFLShiLHVannkRLimVCq5hybGF+FOWSqmq++zw7GKjfk5RjtMtNPjFgtO/6f3qwji9PTUn9VwOAwss9FoZA8ePPBroFfNPmGpDp4slXZitGd2JfBMyInfYQSicygKWV9fdw+VtUONRsN/r2S6NB1PT09Dd1xqNarw/f3337eVlZXARCQ0R408tpvhGPB+hsNhaNlBUkYKt+odocfNVjpqOSJY6ezsLLPGLzVGVWlkTNMYttvtMJe2t7f9vskq5vun+SokhAy/09NTJzilKYSb6q/MruaJ+gjqnlM4kzqdfKaspSQ5SExcjSkhdMGrFGiuVqvW7/dDPzzquxKFYORFWJnplpQco/sU85B1nxQ75/qa9b69iS3s5tXpdMKCSEadFgDCV8Vi0Y6Pj33hk9aa2XxSa+KmOPLFxYVvKtzILi9jC+50I9UDKhaLAVKUUUtwZWUlwJM7OzuBfaWFkorfab6AEI3Z1cSgkrYmm+6BBa48FvMoghnJQOM5uMlmsTyl6M7icFoWREUqsIzOAH8vU+tyLm56pqnih56blN+z7oGbLBcJvrC6bhnhRX5f/2qBff36tc890tlZOqBno/wchXmpVEEacqfTCQXqhA1pdG6KxaI3Ekzvp1wuB+gu3ayyShbG43HI11CcOBUDyGIlppvSTcW33NQomK13SZCx1Pl1nqwNV+zLLJWP/f39wAJmmYUgfG1qdDJTlqW+w00gvScydymky/XMzMJcplMmViaP2e/3rdFo+Lug+zCbP/ss5q8Ym8yb07h58fuCG83mDmMaVOjaqcf6dWxhN6/j4+MgAcPGkDQ9SLUWoYAsvQF+XgMtTJpqCEyKEr9PacOso8lS/Nje3vZNUS8i8XQ+YKraM3fDFincDDl5T09Pb5QCms1m3qqgUqn4S/L69etruUNNSm4iw+Ewk6wwm83CRsjnclMy3exqIWermtTOz88zz6kGoNyItIhWq9VrUj78mS8ghYqZT6Ojw+ajqSqDjkXiBBc8s3lEpGdfqVR882ErGo2vvH7OvU6nY2+99Zb/LIes1+tZPp93T585FV4z6wNFjpHXT7Wa9fX1a89R3+fYsxN5LpdzB4X5jXTz0njpO4zWZMqv0NkiiUeWtrLJaoWk79N0XG1WXKwV3RwdHdm9e/f8+1yEiU5QYZ01m+fn59daofD6SeDIus9isehOz8XFRejIzcg6n8+7c8t3Kp/Ph/q2tEaRzgSfBzdwjnWao2brGTMLiAsdJ5I/NPe/7ua1zHktbWlLW9rSFs4WNvKi98hmafS82YqaOQh9LivySnMyZleeDIv/ut2ue1SkjCu6oYdI2EPXd3Z2dq23D6GGLBYePRnlyNhTKe3jo3MSypxMJoEpp8r54XAY8i2MovL52P6ckSkZjjJ616LZKzpgVDidTkNEp/FQUSUhlpuYSWTDDYfDADnqPqlbNxwOQ5EkI5Kb7qNQKPixlK/S/9OWF7rmRqMR2LCM6syuFCs6nY49fvzYzGIrHUF5hJw095gfIVNQc1fjyPwTI8ys+0wL2TU+MrLMNI/1f+Z0yahlBJ7CzoJszeza2MgUdRE5UA+o8Xjs8zXVQyRUNxgMAsNQUT3nhJASRkXs1UVEhHNf40RmoMaW0B7hSZnuP6toO41EmQ7gfGO0yHxgVjFzlvpHCsmmMDCLmbOMBeVCwpiD51qsqJA5awoDv4kt7OaVy+VCV2O9zKwUZ0X/YDC4RqzQ4DJByZ+1MHCTFJxwcnKSCVVubGxYv98PGDyhJBk30xQ2ZLKT+SdurFrAqDjAeq4sgoJq2whjEgvXJOU5lSPi/zXuKVzEhVbXcnh4aLPZzKEXOhTcJFlnpgWD90Zqt8aNSf96vR5UwynlxSQx4S9BsnwOrN2hLBBrsWq1mkOSXEy42XBBz+fzAdIcjUYuH/bgwQP7/ve/b2bzl/nTTz/1sel2u5k0+lu3bgUlEJJZOI6sbyMUneavNEZm801X4/bixQufh+y2zDyW2RyuFFQ4Go18UeICJuFoXRvheNZ/8f1NlSum06kfmzlSOlTaWHV/nU4nbKZ6/pTEUl46a+FtNpuBeMP5IVMZgI5Nx5Y9zLj56f65kXCdyMr7poQzXZNZhB3NYv6Zjjqb6HKs07o3lpRkNQDV53Rc0fa5geudrVQqXhfZ6XTcYc7iAvwmtoQNl7a0pS1taQtnCxt5mVmISLIYSQxrFT3QSyU0wDBfxujMLEYqLEokjHNwcBCS6PRw6ZmwgFq/1zUUi0V7+fKlmUX4ieF7mjTvdDohOU0PiBAgIQ11l06PzWuTJ5uld0f2VEreYGH0ZDLxSIUMtlQENmW8pdGBTMe6e/euQ26K9gihkayjeybdWb3NNG6FQiHcmzx29iMTJEWhWtlNHWL1rDQXm82mffe73zWz+XxT0SlLNtL7T1UkSPnO+ryuR9ekXm7p2Gh+pPeXWqfTccju+Pg4wJAUwGYSP0v7kEw3IgWcoyQOpPMti8XH+TkcDgOaQFTkpiJnkXMIQXOsSVwg8YHHvby80i2t1+t+bPYH5JzJYlXy5yyGo6BGRq+KRKXikd6nlDJ4rywszio3MotKM2mElFWkrD5fGvsU6hfxiASUX6dU4qtsYTevwWDgk6HZbIZ6HxkXGU18Tn42s8xaNAQzEibTwslNgZ958eKFbWxshFwQWU06D1usV6vVAOcR3hwOh5nUVOHdZBhmsXfSRY/wFXMFhHGolK5NRd8hg6xYLHptyS9/+Utf3Eajkd+bygsEk+3s7Pj3d3Z2wlinKhZZVOzV1VU/9t27d+3JkydmdgULZ0EnrD/J5/P+DHUOQryUvtJLdnZ25vVJ6rWkeUX2oxiPPLfuhwripVLJx1MbgZkFGS5t7ITMqOiQqlDo91yoqAD+7Nkzr3tjfkT/J+uNEJysXC57vaDgSTZmJBybBWVfXl5at9v1sapWq37tw+Ews+YyzSnR2UpLPgjJ12q1AGFz8aeDRaYe4WjmuSjHxGNxs7q8vAxlCaenp55eWF1d9Q2GDFapgHAD1/2w5oq0f405Oyzo+XIjKhQKPt917RoP5eTNogh5mtNU6YmOx/IhPetOp+Pnr1artrq66vAg+xUqb65jZQluv4ktYcOlLW1pS1vawtnCRl7lcjnoehEuoneWto7IKoakJ0vPbzweW7/fz4Qk04JHedVi1WQxu9grjO0vTk5O7L333nNv6enTp6E6nVEHGVqMQtbX1zN7WWVBRExg00NlgS/HiRBravr+1taWjwGhGzE05S2+evXKyRuz2VWr8EqlEjTPUtYaIwNBsv/zf/5P/75gPo1PtVoNpJH333/fzMx+53d+xz777DMzm0O8vNaU6CJLk+Qa19QIeTEKFJQmrzSXyzlcyiJaFs7XajV7/vz5jTAb5ySJNiyKJ/TZbDYDMy1lsKYQpc7JdyktrNUc7fV6mQQlEhx034yWZFnn1u/TOi/Nd/4+Ze0x+kzZgrJKpXKNZZwVlVEtJo1q+e5wvrKwmCxgQqqaHzy2rFAo2IsXL8zM7P79+4GpR4RCkDzH12w+DyR+KxUcKgOxPpYQbfpzVm3YxcWFz9GdnR2Hwk9OToJW6r/4F//Cfv/3f9/MzD788EMvtq/VamEN/Dq2sJsXxWPNzIsSmZ9YXV0NUBQnfIprZ7Hz0gJbfVamRe/FixehCSHpubyGZrPpcALpr3fu3LFWq+UF1KycH4/HoQDwJhbg2dmZM74kxWM2f2HZQ4wb+ng8ztzoz8/Pw0JbLBZDPx/Z6uqqj8G9e/fsJz/5iY8LCxGn06mfp9FoOPz0/vvv+7jVarWA5adK44Q3xVYqFAr2xRdf+H2WSqUAS+kYlFY6PDx0VX1CoOkYcHNKVSoIG3JjIyxFySVt4ITQtJgMBoPQtPLdd9/1cTo7O3PIiJsXad76v8Yml7tSqae6ysbGRtiQ6RhwUeamy+aP6QY+m818Lr9+/Tpcj8Y6zaMqL6LzpzlOs+tOA+FBwoupYC43+Uql4s+eDislzAiNj0Yjq9VqYXMnpE8IUZDz5uamz+PpdBo2qclk4msHOxCk+Twu5MwLr6+v+zg9efIklEjQIVhZWXFoeza76p9VKpV889R7Szha47m+vh7UUDg/Ob7M++k5mM2haOa8yuWyX0O1WrX/8l/+i/+Nkn3Kfymv/6a2hA2XtrSlLW1pC2cLG3kRxuh0Ou6xqq7ILApUqr6B4XNWW3ZCR/obSRJMoLOIjxpwjNQIQw4GgxDByJt5/fq1/eAHP3CP5OjoKLTNVqTQarWuwUWU+WFCnRFaWsDJOitCUbxnRq+EHRit0dubTqd+/d1u1yOyarVqW1tb4XPyKtvtdqZmYhqt8dpIumk0Gi6F1O127fj4OBPi3drasqdPn5rZPNpLRUqz4BHWraUssVqtFtrZZEFrHGexXjk+Ykmurq7aBx984Peja1tdXQ3Cydvb2wHKzSpCFyHgJuiS8yAdJ0KCnB+E5glLVavVUFtJKCtLs3AymdjZ2VloQ3ST8Zp5PSQ8UILJ7IodNxwO7eXLlx79NRqNwEom/KV7FgTIaJt1a0JJZrNZqL/kfa6srPjnWEPGWsxqtRoIZGRP5nK5MDZaJ0iWEPTMGjJeG6F1RpEkXzAyPzw8DAjCTeOepkv0fcpTCbpVxMl0y9ramp+nWCxmChu8iS3s5sUQfHNzMyzwmixnZ2cBPuMD4YZFptDFxVVrbDVR0/GkHWc2fxE0wXVusyuYgougvt9ut52RVygUPGQfjUbWarXsF7/4hR9b3yc7h7Bhmrsj1Z7h++XlVd8kTTBOcr48ZF9RHYJjzSJjsytYggtGsVj0TeX8/DzQ4LkYdLtdH+u0GSAX//Q+WTAsWEsLJTcPGdlOgtZkfNE5NhwDCjLrGHqO1D0k05XXILUCPe9SqWTvvfee34+umU1Ed3Z2bHt72yHS0WiUSXXn2OgYsmq1GlhrbNF+kxOUwqWk/7Nom/kKdiFInSUummx+etPmlVLG+S9zVqenpwGOo4r6xsaG36s6Q5hFDUTeW71et7OzM4fgjo6OQmE/YUNdC/uw6RrIPuT7T8dPc+Xi4sLhSn2OSv+CCpmLu7y8tNevXwcleD6v1MmT0Rm/uLgSGq/X65mdG5S7ohMjI7M0dT4fPHjga2G323X6/rvvvuvzhUHDVzkwv479/2LzovgluyendFizuKhpgg8Gg2uqAfpsLpdz75cSMlwAisVikIhJqcx8gTVxsuRTlGQ9OTkJi7AefNZETZPoZjFJTEV4EVuycg26PjMLuQktlBQhJWlE97O5uemtOe7cueOTWN4/N0xN3na7HbpEs9yBOck0V8nohHkgdiLmWNHbU9NKXVur1QqqDTwePXbmR1dXr1TqK5WKlwEwMuamOJlMwv1IYFXXIBuPx/6sPv74YysUCr5J0rlgjirNVfI8k8nEn8+dO3c8MidhQ7lT5muyNm3OFVHtmZckzTwrYlbehAtWWiuVdW/pJq3/U7WcRAjVnGkc79y5E4gUdIJkej6McLIIV7x+5kvlkGVFPmm0x43kJickn8/7Rso6MV03BbQVza+vr4fNJiXk8H5pqYNlNnf6U4dNP/f7/eCA6LiPHj2yH//4x/aNb3zj2rEHg0HIs7OG9OvYMue1tKUtbWlLWzhb2MiLkNfq6qrDRymdVSa8nN6iYK4XL17Y/v6+mV33WtrtdsjXyAiPVCoV/3kymXiRn45HqJKaeIyuWMxYr9cDi4fMp9SjYjt5UchZzFmpVG6kudPzYTRBRp88c0EaZhbGXR4msf13333XPvroIzO70nZjdKBrY7uJNJc1Go1ClEpPlkWnjDIGg0FgZslKpVJgljHSun//fqam3HA4DAosZLOVSiW/tn6/H/IjsuFwGERk01woyxqyCs0VbSoa7/V6oWSCkBq9Z+bdqMX5+vXr4NkTaVhdXfVIcDwe+89k5JHhqCiFxeqc71mRl65PxtwcYXYeN6u8he82v0MEgqUIKQOUMDmhbOaWSqVSYCuSscwcuiIiXWOWNihVb/S99PwaD85xsioFLfZ6PXv9+rVHZZubm77GpSUBhMlThILwLxEajWGz2bThcJj5HKmKw2als9nMHjx4kBmpcw3tdDqhz97XsYXdvPiATk9P7Xvf+56Zmf3d3/1deHApTEAoSguIJoNZFH7Vy8KXJyu5z2r7nZ0drw9LjS8iuzKbXW/sqEn+7NmzoMBASr4wcDOzd955xzcc1pPpXDo/N5JUpV5G+EqbLD/LyczcGuvZWH/FhDFzcLdu3bK/+qu/MjOz733ve/6iC/6TegeV8PkMuHCXy2Wr1+uZSWBCWScnJ04/f/Xqlb18+TJsHoRj9ft6ve7zpt/v27Nnz/xauWjRuGHqmlk/SMhL56TTUSqVwvxl7pXfWV1d9UX06OjI6vW6Q7Hps+I9UK6rWCz6Bvz+++97+QHp7OyCfHJyEuAwbvrpXEkt6/mQ8MFrFhyo73CxYw8/MwvzK805cW6nsky8rrSsRsb5xueRSkVx88vaJM/Pz/06NQfo1Ok9JTTO95WkDjMLG4yOaTafB4ITW61WqINbWbnq1jCdTkP3c60lqstkro/OAQkbzL/t7u6GzhQcA8pdycmm0s2b2BI2XNrSlra0pS2cLWzkRa/r9u3b9uMf/9jMolIDYRqz6Fnn83n3EKkOweQ+vXyz6MXR8+SxDg8PLZfLfWX3UX2fITs/x6isXq9nwnTFYjFAhWxfMZvNrhEueA9pgl/XJY99Mpn4NXW7XSuXy+FvjIIES52fn9s777xjZmY/+9nP7Nvf/rb/PBqNgmes7798+dJ/Pjw8tEePHpnZ3CNLo1dGw/R+5W1Wq9UAaaTGZLyq/YvFon3xxRfelVjFpmbz+aWIhlqVKysrtrW15ZHKy5cvQ2GznsHa2lpoP6+/a6wIw8oKhYLD32tra4GOnbbP0M9scbG+vn6NbMCfKVItmFzwl8gcbDNDaK/ZbPr3VXKi/1PJo1qtBtUIPTcV/rKXU5aKCd9RzV2yQXltOn/aSZnHJbqRqkikxBAiKSnZhNdjNo9y2DopvYesyIti3noOfCa61hRe5XXe9Ld+vx8iIhYLc47oe2YWtCaLxaLt7u6aWSx657XqX52z1Wr5utBoNGw6nfp6wDnBVAGfIVnab2ILvXlxgmXJKaXwweXlZSbDkGwlNmvT37joZLENUyNMpc/q99xUKDhKmCllBvGcxI7ffvvtEHpnwUrlcjnAEdxozSzk7cSq1AKjv0+n08A21MvKsgRCg9xEdnd3Q8mCmF0aT01+QnEqUeCLysWA9XV6nqurq7a5uemLQfqiE9bSOHc6HXvvvfccLhFTTT/rufPllwNzU4NA4flffvllWExYK0dZn9FoFCjsFIHl+JycnITnq02OEj/6l1R1wnHc/CgLxXIO1jXq72ZR5UR0Zy72MuV8zaKck6jyUhO5detWODbPlzqMzNWRTarnk17zTcY8dapWw7HiusGNiItwrVbzZ6C5n6Wmz/QCc0yqlyIMyBIdqqTQgeC8pgNMR0/i0WbzDWJzczM0T9UcYykF79lsPv8E/XOupzA0IW9Ckjwe1w8+X210b2pL2HBpS1va0pa2cLawkRc9p9XVq/bT9HoY9mrHl0dSKpWCp0U1BbLRyGgjA03RgVkMpVMPkPUg5XLZezdR10wadFmMvJSpp/PX63V7/PhxZqG1rl1jo3NWKpWgm6bvmc2ZTPT6b/JkUw00so0UddTrdfewHzx4YJ988kmoI2I9mTzCL774ws/5rW99K0SmHAPWrdHLNzN76623XEmDUXLWMzGbk2tOTk5CcWhW0nwwGHg0KsaaIl7qy71+/drnxN7eXmCmUci10Wj4NVUqFfeaV1ZWAiliPB7bnTt3zGxOLqG4MRmFMkUgJPjo3ng/9IQVWeja6vV6ZpEx67/M5tAudfVk4/E4kwg0m83s8PDQoSlFLfpbqghhdjXXdK+FQsGJCL1eL0Q6uk95/FnwPqOWlGhDJmEaecnIytzb2/OIfX19PahqpEbUgEw7ikKTvFEqlTziZsHyeDy2jY2NUNivuXN0dOTXP51O/dmIvEUoVu8sIzTqMSqCIqNZ7yKhT6Jcw+HQKpVKQLPSecFjm8XUz5vYwm5eZAjS0uJfPrTJZBKq4Lk4Evvl4sw+Sim1U8dmaK/PcXEiVCjqM3v2VCqVa4yorOLjVBmCubVU1YOLBuER5rlqtZqrV4/isyoAACAASURBVO/v7wc6LWEy/U7GRYNK8LxWthAvFApBEJXOQFbPIDW25L0RCmaOgfdMxYIUikrLEsyuK6qTTcbnmeZDeDzmF0nlJlOP5zCbv8iUVuKzSh0L/Z8q6GwtT3afyhV077du3Qp5GMoZaTEplUpWKpX8feJzpBPF9+Xi4sLeeustZ7dy3G4ybTBabFkqwu+m1Pa0154grHq9HqCydOMgxZ/Pl/kjllzQ0mPx/2TqUfQ2zUfrGaSCvWQu6/rMIpPw/Pw8lFLwWafF6uzBRweATliaO9aGyQ0mFXvmeqKN1izOw6yyCD5TviOcb/qOVHje1Jaw4dKWtrSlLW3hbGEjLxIuVDhqFpPRLGQsl8vW6XQCo4fyUvS+eKyLi4sQMpP9JS/w9PQ0XAu7lbIlOCFIs9gSPY3qGCnwd/q9arFYpMgoJKt/j7wp/Z8tN1hMTTZbsVgMYrr1ej0QD6gJSe9LsEe32w1Fn5TYYqKd0Ku6OpOMQa+fMjyyy8tLGwwGDisdHx8H7zuru6/IEoKCGEGk0kUpxEyvnR25mUCnJ83k+mw2C8xQnWs6nTpkLeairm1tbc3vZ2trK3jmItro/gU96lhm8/mf6urpPsfjsXvBn376aZBUy2q9MpvNO2NzTPk5jg0jAEoQ6X7NLBCkGHEr6uLfdTyK3JJEpAhC49Pr9cK7SSSBcByvOyV6MYonZC3G6eXlpVWr1WvF1WaRVMGoUlE6WycRvmaPN87zlEnKFkCsIWVKo9vt+v/L5XKmoANhwrRubWVlxaO1zc3NAE/yHWNky7rGSqXic3JlZcWZrRJTf1Nb2M2r2WwG2E2hcalUCrg68WE26mPDOPa8ItNHGnR6sdOGi1oM6vV6CJcZcjP3srm56dpff/M3f5NJl04thbLIXNLxza4rT2hBpZK+2c29k7ioFwoFf6HFktNCzFb3zBvwhecmq9wiJzJfZhmLUZXPIFQhWCstgk2LY/li8Rp0P9zY8/l80JQkNZ0MVI5bWujNgmPmm7iYaBzZsDELUmSngvQZTafTUMRNRRdCR4PBIEDjpNR/+eWXfi1sxU7Vka2traAxmWWC3LIo3IQ+i8WiL1p0gMzmz415HTpYXHjJaGPekJAXoeR8Pm/VatXnCzf6wWCQyUROnwOh3MFgkLmppefPKrJOf6ZJIzSLETuZTDJ1I1P1CqYEbmKJSleQeUPOf/08HA5DcTvHJtWOzXrP5ZykcLv+5dhmOVdvYgu7eW1tbYXEISnODx8+NDOzv//7v/dBkzev79RqNY86mDxuNpu++WkxTOm+Oj9xbS0S/X7fhsNhaKyoF6nZbLpqRD6fD943vTWzuKBxk9YDV+2Roj92NS0Wi4GGmk7ErGR2mifUZNXnuYHqvnd3d0PkxfPo3tTJNcvRoNI5ZXTUPFLPodPp+GLLhYIRokRotVCtra2FfJoIFkwqS7ZGnqDGROOeJasl71LHHg6Hfq9saEgCjhLjXJB4PI3NeDz2BSRdEC8vL11u6uXLlyFq0DNotVr25MkT34w1LrpvzffBYOCedC6Xs3K5HISUs/JFNDlnmuNsariyshKeFevuuLCxnpKtTtI8bjr3SMygpdR2lmak9ZRmMSKSsWyE71LWhplFrc/atIrFoo8tyTAi8WQ5loPBwK+VnQbSulOzKLybpf6jtlCMpjVfGVlXKpWAbqQRN9/nm3LRjLxYz1UsFsO81nslZ+pNbZnzWtrSlra0pS2cLWzkZXZFE04btjFvwMLMtHhQEde9e/cyMWZFIPJu2G5lPB77sbe3t4NqQ1aBstmc4vzf/tt/8/OnBctZ7Cd6VNSXGwwGtrGx4d95/Pix3b1718xiMSa9tZTp9FVGlmba+E95pcePH9u9/yusS3g09QLpTdPjbjabmaxKs7nH/Omnn5qZ2e/8zu8EJQIdm6w9icNSwUHPQXk3HlvXRuiFRhowI60UbiKzNC3WTUsXsqIYjZ2uJ2V8MUej3Jb6Lek6UwhRkSQFc8lgSyMO3aPOo3NWKpUw91MVDD1TtbDRfX6VtiEjLM5Hwl8yQWF6n99//31nx+oYOieN98CogTkasvDU6y8rl3oT7MfP6x5o+v/R0ZH3bvv444/9WprNplWrVZ+LZImmKimpEggjPhlhd+bShDjxfVQ03Gq1fA0is5TITNa98brS8eEaQP1ORn56FwlTvokt9OalzYc5K7M5rGIWawpSW1lZ8UX44OAgJIk1qQUtMhfDh8Uq9rR5neANKlrwwTHJrAervxGCIEzAPlvKb+jv7FvEcD5LHkqmKn+zSO1OE7mdTidg5hr3nZ0d3zwIR5pdbRA6DuvBUlhI98xnM51OHRI9Pj52KIxQ1uXlpcOjmgN6MZlb6/f7mbUlqn/JqqMrFApBzSGVAEpzj/rdVyk48BnQUeFz08+lUula00fBT+fn50HclPmZZrMZ5iKFUgkLyVL4jFASlUWycjoay9PT00xYl4senTP+Lh3DQqFwDdbWs3/+/HkmSYNjK8ctK6WgY5rNYWo5nHt7e9eIQHRIuElnSTjJuGHqPLu7u17zOJvNfH6pu7gcEh4zzXum6QQ6GhxL5ijZISJV89H319bWQjNXQp2sDeN6ovvQOb5qfeXmRWKW7u/rbl5L2HBpS1va0pa2cLawkddsNgttKUiHpSdNUVQW76XQGj1qeQzj8dhOTk4CvEcmVhYEohA57f1lFnvzkCVGFqT+T6+SHh2ZZfS8SBzQveuaFV2lVP1yueyJ9vX19UwITyw3JfvPz899PAjD8Hsseu33+6HdQq1WC+eRt0itPJmO8eGHH9qf//mf+1ize7OiM8EeWQwwlk/w92L3aR41Gg0/dhqNsCj+Jup9GjGT6UrYmvOwUCgERQnZcDi8pv2WpS9JWJtFyBo/kV5IGOEcHwwGAVJlsr5QKHgkSzhc6ILuldEa1TvMrtAE9QnTHE37XOlYfC/0XvJd4Hn4LjOS5ThmRfT6PlnFN0U3s9nM5wSJKVlwGan/hKaJwnBtSYvfiXwwwuNndL3pNbD8YjAY+JhJ4UfPhApCFJXWucyuRBNuEsPmPEvnHKHgLAJLoVDwNZDz5E1sYTevi4sLHwS+wK1WK+C9pGUTiiJGTBX36XQamjoeHBz4pOCm1G63Q7NCQh/NZjM8GMIjOlan0wnSPapDM5tPHi3qUnXXeZh70TiYxU2KUi9UIxfDifct6HR19aoZ5q1bt3wSCiqhvAsnHxc3qmpQiHNlZcVZlsLgZVyAeG/n5+feV+rhw4cu+3T79m2HkS4vL/36U4YUa/dYX2N2xTpTc0+Nx/7+vudUVlZWwrMi45QvpvIlZtf7gaUsN52n0Wj4s9b16VnpnJ999pltbW0FKJbUYkEu5XI5qLvrd2ZzmFv5L9Z56VrNrqC5LFhoPB6H0hKZNr8sFh9r1c7Pz30DlqwXF0SqjuvZDQaDoFSe1thxA6eQLWXOarVaZt6NubB+v+/jJMeHThXzRzp2u90OKhYpXKnvVKvVANdqfNSDT9fJ+scUMibbN2U7cjNnnRidXEqT8d/d3V1XRhmPx8FBSmtQWc9J0z2wTITrqb7PVAPrRvV8Kfj7JraEDZe2tKUtbWkLZwsbeVFLbDgceiHxaDQKBXH8vLr6msV6lu3t7aA1pySmvB55CLu7u6GmRx5RKjBJMV6zGErT02KozSJDejqsgbm8vAxiqPTu19bW/NiMQPh/1X8wUtD3e72ei8CSFbW/vx88zOFwaAcHB2YW4U7eG3thpYwk1qBQWWQ8HgdINJfLeVS1srLiz6ff7/sYDAYDhyNLpZJtbGxcu3eNGyHitLBSY3B2dhb+xqg21Wz75xib9OSlYqHzvHr1yvtpXV5eBjhPCfz79+9bv98PEQTrArMKhFPNRo2xriGrJkgtc7KiR/1f9y0rFAqhfnE6nQa4lUXSKcuMKAT1LmWE5pX05zsrdKHf73tUyahaCi6EcvnsZGmBfqpkQSOMyiiZc20ymXgUc3p66te0vb3t485IIyWwsHg4i/0q4z2Mx+MAz7MInqkKkk4IKbI3HyHNfD4fIjLCtSkZLIt8lRrnFNm9We/qb2ILu3lpgTOzoMbAUDyraI5MKRV9jsdjD6sfPnzoYbXyO5SHosCkILNUwaHf7zssRHZNqgSg619bW7NqteqTot/vh3wCWUhUxdd96B4omMuJRLZjWkxJKEsbwf3794OyA+nKhULB8yikT6+srPjLubm5eU38k+w8Xc9sNgubcbrJkaGoRb1Wq/mLlc/nHeJljk+meXB6euqQJtUlBJnpu6enpz6ehMXo6Ghs6ZCwQD4tljW7gmvJNOV1Eu7RZ/r9vjUajTAmzBOlEE16HP2fjg83Bc2VnZ0dOzg4uFZsmvVMeG7mXHO5nD8TNhGlIHMuNxeeJWWb/c74LpM9yVzhdDr1ecWx4nudQl1p7iXNzei47Hun78mycpqE0s1iE04WI3c6nQDRkkmZ5uoJs9ExoFOaOiZU0kk3R/2egsAnJyd+jF6vl7mBSB2G933ThpreD8f1JhiW3Rq+ji1hw6UtbWlLW9rC2cJGXmr/YBYTpISyWKcym81sY2MjeBNMwqcevH5frVZDInVvb8/MovglmXrqv0MyBr2TNHmvYz1//jwkP+lV3gR7sGZKY5KeM4VHUlYVWzyQ8UWoRuOaji9FPvnZyWSSSR4xu9J003iytiatoSNsR5IIIV4+X8KDJPS88847mb3O5L3LY04lmRhVpgXefBaKiOjhcpwl66VEdbFY9OiEMEz6fKl1SE05Hp+/F6ylYzcaDUcXCBGJIGQ29745R1ISAqOwlNRBOI3XQJ1QHVvRleb4bDbzd+7WrVv+rBqNRqi1Ozg48LrNo6Oj4K0TviLBIWWtEmLlfJeJQXdTwXxWFJYWk/PftMaJTEgSVgjVcS5PJhOvDSPrj5GarjMLviYEqpo1dh8n85CQrd7lVqsV1hXqhBL2Yyfmr4LTue6QZHJTW6tf1xZ285rNZj6RWazKSVUqlcKC3Gw2PY/yq1/9KnPRYsNJQXZanEqlUlgA9OAajYaz6Q4PD68tgppI1Jc7OTnxzxwdHdl4PA5Ualahkyqrz+jz6eZkFl8eTihRrAkRZancszC2Xq/b5eWlb0aVSsUnfL1eDxp5xNWJxXOBpc4a2Wc8p/KZFAemSn2W7lyqTsEXu9ls+t+q1arDwvl83iaTiT9fMsi4mKU5BEK0+Xze59TR0VEYWz6rRqMRBGvJrGQuKu2jlqWkQaiTTRCVa2R/LzUiTQVZWexLiDOFh7TQpA1KuenX6/WgdkPqv65la2vLut1uYC/qnfnd3/1df747OzsOx5+cnNhgMPDn/cUXX4RODtr8aDcpXehnjVtK/2aTRebq6HSkUGOaW+fGzGPp3aG6u3K6Wc5OqVTyOcXNWCxeNrEl1Mjnq4J2rUVcQ/isWS4gaH5ra8tqtZo/U/YDo5oR56GcbB2b+XSKB7Ch6D/8wz/Y17GF3bxGo5F7lVTFbrVa1+oi9PNoNAoLJ4Uj+TJzkeCEb7fb9q1vfcvP8/Of/9zM5osW8yPqXmoWk9msWt/d3fWakc3NTavX64HeSlw6fcl0zalxUtJTopeZqhxkef1pPqbX64VIii92qjghS6OW9Lw6tl6Qvb29IL1Fuj1JM3qOMgqYkhRBpyOXy7kIKPM4Kd2ZC3S6iDMCorc6Ho+vdd5O7ezszL7zne/YRx995NfMOi0tjvSKOYb/nOl5pJTvNFLifafOAkkFWXmYcrkcNnCq19NRYCTJKGw0GgXxV143nQFG6qoLk7zSysqK/epXvzIzs+9+97v2+PHja/emvNRNxB1eZ0qeIuGBJC0pcZAkxmhGyixZERrV95nnrlar1m63Xe6NuWBGKnx3ZrOZR6Nm82hW99DtdjPfc52TeTcZOySzDCGXywVEhZ/jBsV8ftoBYDabeTR9cHAQcs5a97LWhN/EljmvpS1taUtb2sLZwkZe1WrVvSsKvKa5E+pwifWl71CZgFCU2p7I45d3cfv2bfvkk0/MLBaMFotF/7/yYmrLcnJyYs+fPzezObwib+PRo0f2i1/8wsyudPTkkXQ6HacBHxwcBBhTERCVHMyiYghhKbMrSE4RYRol6ThZ4qgaM4X9VDAgnEBLPd80J0I2qI579+5dh2TliWcVmhaLxaDwweiV9Ot+v2/3/q9oMIV52+22P6vt7e3AAGNLkna7HfKW+vns7CzkcghjCoY0m8O9GoOdnR371a9+FaBt5j4Jz6R5AMKQWb9ncWyqFKFr0j1k5X4EK+n+yuVyiIA19xlZXFxc2Obmpj87Qm5mVzA5x0DF8vTUya5lIb2g6NPT08AA3NjYsH/37/6dmc3LDfSs+v2+PXnyxK+NGpUUDWbDSCp5qHiZ96BIod1uewRBFIZrjMaGxf8syiWcT3ZwrVa7sdEk1y0Wn5+fnzviRNiQ5xkOhyHyIksyFeklk1q/73Q6dnZ25mMoxQ0Z1xwKODCfxehtf3/f18C1tTV/z9MSo9/UFnbzGo1GPji9Xs8nG/s1MdwtFove88ksypRQPuXs7MwhplKpZGtra/63drsdYCnZZDJx1YcXL15cw35lFM588uSJX8vKyoqNx2P/zvr6ur/0vV4vQBXMtWRNdt2PjAnj9G80Qi+s1ZlMJkGZwewqD0M8ni9vKkBM4+ZXr9d9I/nmN79pz549M7N5boOEGMJxac2INnmRMjQ+3/nOdxz6+elPf2q3b982s3kN26NHj8xs/pKen5/7Iri6uuqQzDvvvOPfV52W7u3WrVuuxMGNjAtI6kBxYUznh+bB7u6u5x2yoFZCXsy3MHe7snLV86pYLPpGkCbn0+acdN6ynJssEgA3UN1vqVTyXFan0/Ecrxb+rDxipVLx3Nzh4WFQhaCKy9bWlj8r3ufx8bHnUaTmr+9Uq9Uboe0sco4+xwVez45zMq0XZG6Lvf5YTsI8YbrhpbA9Swco5VWv18O7wM2L40Y5pjQPSAc4Xcdk7JjOFIuuT7/X9ZdKJatUKu74s3nq8+fPvYb05OTE52QqEfab2hI2XNrSlra0pS2cLWzkRUYeGXBZ+m1mc2+EmoNkzayvr7vXTzih3W4HynWz2QwsL52f3rdgjyySBr04MtNqtVqAyUajkXs96+vrwdvTtYnhpeiAXiQ13NIkM3UcbzLqLLZaLbu4uAjaj/QE6TmSbcgOulQjIDR3fn5u3//+983M7I/+6I+c0LC9vW2ffPKJ9/MaDAbuVVKUlhHIwcGB3b9/395++20zmzPYxLj61re+5dH0ixcv/OdGo2Grq6t+rWT7PX361L1IqlMUCgX77d/+bYep6vV6KCK9iSyUEkDo8QoqbLfbgTjECKBWq7nW461bt0I5iOaAPHsSJtjbjqxKzU8VDuv6Op1OUEBgKxnNiZOTk8AU5f2yEHlvby8Uu5NRWyqVfEzPzs6cFNFsNv2au91uaE1jZqFMgrCsUBhpK1IQmPOSZAOK15LMcX5+1faec4xrBqMjRWH6W6fTufY3syiemxbVk+jCuVMul/0ZvHjxwjY3NzN7yzFtwFSHVE0oYKCfB4NBIEXJzs7O7Je//KVHSx988IE/q36/H9YPzV2903oOjCq3traCkofeF4kivKkt7Ob16NEjf2n7/X7mJODEabVadnJyEtQZ9EDu37/vC6W+ZzZfJCg3xYXTzEKe6+/+7u/MbL7ZVCoVXxC5cFE9gOfXQsKJyF5lhMm0iEsYWJNnPB4H8VzeC4/LfBQr3zlWVKhn/ZfuVVDd2trajbCDLK2BISPp4uLC4aIf/vCHoSTh7OwsyEWxPodMOVm327VOp+Pj/vjxY4dHxuOx58ZqtVqg4HNx0pik40ZWldl8Y8uq49E96Tu8z5sshXS4qVA55tWrV/aHf/iHZjaHPgUvtlotHzfRupmPFZzN0hLK+ui5k3mrv6USbBqDu3fv2mQyCfJo+nlra8ul2jhuw+EwiFmT4cu+UGTKvnz50jY2Ntx53NjYCHCcxoZzVKUDfHZ69nyGWVB0FiNPf//n7CYJNKqzkM0qUeisvG6qbqHPpDkywpCDwSDkm9L3jio7MtbHUbpLotj62zvvvBOgT417q9Xy+5FTy3klozPNcdf7+aa2hA2XtrSlLW1pC2cLG3k9e/YstDinIgW9HnpRu7u7QaCVtQfyMnq9nkcDm5ubdnp66l7Do0ePgoKDPNzDw0P3Do+Ojmw2m3kYzXqH1dXV0HNH3gy1FXVswhZMlLOf2GQyCcoisjT5TJiN8EIadfD8bHMxmUxCJKbxaDQaTlxg9T/hrvR61tbWvEiYPw+HQx8DKZQIyq1Wq56Qb7fbHnXQi6xUKnZ0dOSCt+1222HDjY0Nf6aNRiPUcqXqAxpfRk6FQsELYqfTqX3++eeB0EKGoL6/sbHh99Pr9a6pm9B4Hv3caDSsUCj4vb711lv28ccf+7UJQUiVIgaDgc9revppNE5mKaODVEFFNp1O/Zzvvvuuff755x7RlMtl/87+/r5985vfNLP5HNczOj09tXq9nhnFsKfY+fm5w7V/+qd/GiLts7OzzPueTCZBx7LRaARWIQujiTSwnQifA+cuowZGZ2RvpsoSPDbJS61Wy5EBFfFS5zOLBZiyLVUkr78x+tWxCWkKHmUHdrJoqYGo39frdavVaj6PqGaUz1/1tiN0OxqNrFarZRZ6pzqceh7/z8KGzENQpuT8/DwsJmw5TSonGWBsc0/rdrv24MGDAKfpYZ2fn/uCSrHJi4sLazabYWILAqT0DYU9NZGzoJu0kJY5L/asItTHyUJqrM7Fhn5UdCA0QKmYlGYtY0PO1Gng55gPePbsmX3wwQf+c1YxtjZpFu+yX5vyWmdnZ75BzWYza7fbns8iXVkQnFnsqST2G8eH8BULZ7XJaoPTWFcqlSBjpfH49NNPfU7wpda1yphr4flHo1FgtxIuSlVSZBp3Xg/hWi6O6abGDV1zrNfr2be//W0zM/u3//bfOuwoVRLl/ThfKVDLjadSqVi/389k8bGUYjqd+vVTQkvjRsUPbj7a8OTU8T3luNFSWJebGPNcWVJQqYNGRRaOoT6bnj+F8TgedFjZq1AF8VxbZP1+351k5pt1Ds1X5p+5eZVKpSCizI2VsOx0Og1wPu95NBqFxqZcM/T7k5OTzG4Cb2JL2HBpS1va0pa2cLawkZfCVLNIhOh2u+6ZM+Te3d29luSVB/L8+fMQZvPnZ8+euacg705/I1tRHnOr1QpREL1xsyu21N7ennuW1Wo1MBkp1cJOziwWlNdED5OMHkKq9OIYcTK6oDGBrvYdrAticSk9LZ5HHvfKykqI5JrNppNj2DGWieDXr1/bbDbz8T44OAgsUkGAs9nM64hOT0+t3W67ZFC/3/fIuNFohJo+Xb/Yc1keM6EWRp6VSsXhG7M4j8bjsV8PJaDOz88DRJtGsvTmyUyr1+uhqJXXRgkzPSsVgLNVD+H0rBol1V8xCmIBsz5HXb5ut2vr6+vh2ctyuVyQ8pJ1u90A42te6PlorLvdro/baDQKUG6pVAqwP6FkQcwiVaVduTWmLLRO6yR5vSRJkFDFaFxzSkxKRu1ZJB7Clopg2A9Px6NM2MbGhgsTr66u2traWmY9l9nV2pL2TcvlroSYKRfHlkKMqBTB63OEZTlfKcWXy+Xs5OQkpEsY0er7lUrF58fXJWws7ObVbDZ98pOey5zOcDj0gkmz+UtPgUg90FKp5BOECh3Sb+PilMVkZMFkp9OxZrMZmjHK+LJwwZASPSvktXD/9m//th+LNOZyuRw24yzY0yyyHRXWc8KllGmzOewg9fxut2v1et2vh83sUhYdoQUuBL1eL9DBuVlww6V23urqamBSkjWl507oSLlFLlp6Gc/OzoIjo2NJuJlsTvZLk+4cFxMtBvp/tVoNf+PmI1PegVCw7CYlkTSPks/nfdFKWaLMgzKvyhyaPqt/mbvhJsRSiLW1tUzhZBWnU3OPdlNRcPo3XXev1/MxpOOWxcLVhvXq1avwzqbOGlVCCEfz+TAXnI5TFmxPR49pC7MIofGab8r9prBvPp/3/HGz2fTzj8fja5Az52vKjNSxmZtPnVTCoxpDlRKZzTcrlqekjFqmGvgzC5tTlf70enTOr2MLu3lRkZkeHSVpWEtSLpdtNBr5ZkYx0r29PfvJT35iZhHfbbfbtre3F4gVnCykb0uyJZfLWafT8YeYSiURs+dmwU2FifYvv/wyU0lDkUxWiwdaLpfzxOvTp0+dxqxrIeYuCvzGxkZIxpOc0u12Q3JfCx8X23STZ2dlPism0yn0ur+/b4PBIJQLyEihl2qKxqXRaHgOjLlPCh3TEx8MBmGxZ3KejgFJDNpU9dLXajV/6dlENEumScfodDrB8cqi0otUwU2XSXweX98/PDy09fV1f8bc3BmlM9FeqVRCPuz27dt+7Ha77d/v9/vhZ0qVMToyi3khRj3pNTPCklE+TCUwrDvT8+VG1u/3/VkxSjCbP2NFA8y9jEYj/1y1Wg3kknSsNXcqlUpwtihzRMeJxCrKaqWb18rKlQDwvXv3fNNmV3SWAWWNITclbtK6T9XKsU5Rn1tfX/e1odfrhfrWvb09j8pE6tHPXNuIBty5cyds2nzPmWfXtX1dwsYy57W0pS1taUtbOFvYyIseDam/ZldhMb2E4+Nj29racuox6c+DwcAjDbGV9H16DYwUUrbUTbRbs1i4yrb31KdjHoMUdOp/0du7uLgIUYzyKmaxP9nl5aVHTTs7OwEnJ659eHjorSeeP38evCsK/dbrdfuDP/gDM5tX/LNpnixVFUjbbxAepOKCIN0nT55YpVIJreV1n5ubm/buu++amdkvf/nLa00d5WUXCgX37I6Pjx0C3NnZcY/9vffes5OTE1d3YITLqJIRzOXlpfX7/cCUYnFr1s+iydMbJ0xG+Cpl43FeU/iVsz3+eQAAIABJREFU0S8jgxSKJQOVeQ/ZdDq1crnseWLOUTENzaLqhEStCZeS6q77ZMQq9lpWXom/X1lZ8XnQ6/WCek21WnXVB+ZLfvSjH4V8T61WcxRhdXXVmaK5XM6ftYq3zeaR8MbGhkf6zOuurq4G7UsqmzCfmIois1g3q1idxzeLzF3Cm2axcD7VQOR7LqvX677OVavVUMaSigTQiGQNBgNfN46Pj4O4g+ZHsVgMiNfBwYFH/ZPJJKQXGA1rPUi1O39TW9jNq1KpZGLZfMB8aBcXF/by5ctANb97966ZmX322We+0KU02clkkomTU32bYb4S3qzf4HXq2KmMz2QyCaE+FxpBVFtbW05WKJfLVq1WQ20VoTFOFm3Sp6enYSPiQpPP512eiYr95+fnVqlU/GX/8ssvM3M3fHn5gqVq3fl83jccdgNgAlyQMMkKWpxGo5E3sROdPGs82Eft+fPnDutSWbzT6QSxZGL4l5eXQXpL4yQYVZvhYDAIhAkZFxY9dy0G+/v7vqASPk6hFjaa7Ha7fg+vX7/27zC/qho2nYfqFGdnZ2EjYx+o9fV1+93f/V0fE6omcBHmuLE+jhsw87/MPWkj5rykWoZ+Zl5a/by0cJ6cnARVG22e/+N//A/7xje+4d/n8+p0On4Pl5eXvvBSwkn1dHznCB9zU5GlNXAktzBnpvPqfulYE3YjPCjFef0+zbVRCDpLHk73ZDaf7xxzEmWYyy0UCk42KhaL9urVKz/248eP7f79+35+buZ61iKd6X1kXeN0Og1NfHV+Pdc3tSVsuLSlLW1pS1s4W9jIi4V8hKxoDNmVqJQ30O12HUL4+OOPM6MrHkdGL4oqCzIRQbKuiTRkXpuKhQV1VCoV/9zLly/tL/7iL8xsLpD5t3/7t2Zm9uGHH15jSWV58GZXrC3R+AkvyhM9Pz93iJKQmTToWHB7E+sti82mz5FyLRWMk5OTzCLn6XQa4LDLy6t+ROzuy9YtqaZaq9VySv69e/c8sn777bevFSnTM8/qr8TxlIet77zzzjvuVfb7/aCDSbiHHieLw1PVBnnC29vb9vDhQ4+0C4WC/fVf/7WZzb1cRqx6bro2QteErEmo0e/X19dtMpn43CMVOkUxdJ2CEAml6r7TnzmehDTH47HPy06ncy1K5ff1ndls5pT44+Nj/3l/fz/MFULTKQuXY51C3SzeJVVeEUg6x2XVavVaBJ+qSphZUBhJ2YhkTJpdQWtra2uhUzdb1ozH43DfLB7mfRHy5RpodvXeKHVhdiV0zh5v+n69Xvffs7h8PB6HayBrm8zhbrfrzy2rTOc3sYXdvC4vLx1eYP1VumjKNjc3rd/ve1h7dHTkE+dHP/pRppQJ80g6HvNfgnHIUMzn89br9a7VhOn7VJvXuQSPaFIwp7K7u+uqEb/4xS98IrO9uq47a9GigoRkXlLRTh0vzfmYzV8eMsPy+bxv+mpuqd9rcU7rlSaTiZ+rUqn4RsKNSONoNn8RWq1WyOVofDluhKi0sOhzlIoajUYOUXzyySf+PHZ2doL6xkcffWRvvfWWmcVFlJuvNqFU+knXoI1ENWQyvsCkzfNZ5XK5MAd++ctf+qby8OFDz2Ps7u4GmTFBmK9fv7bpdBr6Nem5UeWDaib379+3o6MjV6xXiYSeL1VKqJ5PoV7Cg5wr3MgExVF9Q++vNmgdS+Ok3K3m/Nramj19+jQ8B7P5u635JYo2YUwuoqxx4hzlu6BNwmw+d7Ic0YuLC7+Xvb29wNbT9fF4uuc01yUjC5D3RlUSbrA6Bin3ej5835TC0PHS+UYmL9MJguHNYmcMlh7RedX5mcPm2kQ1JK2byuu/qS1hw6UtbWlLW9rC2cJGXltbW0EFQkbYg0oPT548CXURq6uroXKdsIWgG+kP0iOiVhzhDJnCb3bhZaSjn8livLi4sLOzM0+E7u3tuafS7Xbd85xMJiHBWqlUnIzR7/f9cyxeJPNQ95Z1PUzAE94cjUZ269Yt97jYq4tjRVYhj5vP561Wq4ViTLIPU+jUbA5lUemEKiN8hmxvksI5ZKkRBhoOh86IEsNLx1tbWwtEmyyWl66Dxd2ySqXiUSkJRYK4ybIiMSTrPFJQ0T08ffrUnw/VXdKC1GazGbxh1jVR35Fw3uXlpXeQfvvtt/1zw+HQx/f09NSPJdKL7odRKucoiRPFYjGQS16+fBkiBZmiOl1X2u6EcCvnNeEzMwvzUsaolPefoi4p7JdlJPdo7mZpDvL4ZjHiYlSYQpL8mdErrz0thGfxMqNKsQd1/iydTbIIdV/6//r6uq9NZuasZEZ+hPXN5gQhpkjIqlSt3v+zChtHR0dBHZkvsAb04uLCB313dzc0vSuVSvZP//RPZjYfcMElx8fHDtVIkoe4MOntYowR1lJuQIsbv29mTtPmwsAmcmZzRp8WyWKx6JOg3W6HRa/b7fq18jzczEejkcMytVrNtre3fbEgJMKyglqtFsL/58+f+4RjHybCK4VCwWGGwWDg9zIej68pG3BT4Uuql7LX6wWJHSoO6Ly6Tj1PtSrPoufy/GSz3b17NywUjUYjNKaUcWMXls9NQd+XUopZhG60QWbBeem5eM7Ly0tnnY3HY7t3756ZxXKOlZWV4GxRuaVWq4Vi5CyJnlwuZ4eHhw6XqtjbbM4y0/08ePAgbBZcBFkYnDo32lQuLi7s8PDQ/3Z6ehpYjTLBzGYW8icaRzlRw+HQ3zEJ1ur7dAhUCiDThksx4X6/b/v7+06V53NMn43GgDlZNWgko072VRtU+i/hTToxdEa4YRGWZYojheIrlcq1nHB6PbPZzJ9NsVi0VqsVUgdykre3t/2ct2/fDor/ZldrWKFQCLlCvr+aN4SL38SWsOHSlra0pS1t4WxhI698Ph8K8dhOhDAA4SJ6w+w8XC6Xg+eWFiL/czCbCobNrsLyLG9a5Aedk2KxhEd4vHw+78n/VJg31RxjfZrGo1qtBkksRjiKVswi+YIiuPl8PkQ+jPBms1moM2HSPIuxxmvQ35jMTtmS9LjpfVLq5vbt22Z2JVvFiEj31mw23atkO/uf/exn1mw2PYHcarUy4V56jioQ5vXIyMhjVCkIMqsuMUubTr9PW8twfnCsU++bckqabzw/YZzxeBzIGJ988omPQavVcuLR8fFxiMzZnVrjonFn4p9FtIwcWNh/E+uMUJiuVUn+VNeP7zzTALw3ogYkj+zv79s//uM/+lza3d11RIPPkYSadrvt80bjTNFhzmsyamUp3Kb71VjeNCYpSSLr9ymika5FWQxlzglBoiICPXz4MGgYagxqtVqY74TgiQCk/Qr1/Zvm/q9rC7t5EcOfTqeZKgUSRDWbb15sLHl0dOQvI/NAZlcvk3DstOhWRsaXTA9GE5sK841Gw194LurccM1i3m51ddV+/vOfm5nZN7/5zYBrp8WU2oAbjYbf2/b2thdwPnv2zNrtdmB8aXFqtVrhJWcxJdVMmJ9QjzRdJ184UoKZp6KWX1qSwPvnAsCGj91uN0ATKjQ/Pj62zz//PIiLyqhMUq/Xr6mwP3/+3MzM/vW//tdO4yUTK6Wfs5A3ZWtR+SJV2OACy2LqtMBd3+dGNJ1OM5XxCZkrT8bNK6tnEhd+6WrKkfvpT3/qY/Uf/sN/cGj85OTE5+7//t//25rNpjM4K5WKzz3dh54BNTg5VmyeSJg6zd2kG56e72g0CrmxlNJPCnoWo67Vavm95fN5u3//vo/B0dHRjZuH3p1GoxHUXTT2uh6dn+zYm0p6zKIzfHJyEpR16PSk7GcKEFMxiBspLXUKOe7cTOhc836q1ao/j+fPn4c5zmdMoQbBkGbz9ZCF5l/HFnbzokeTqhMzcqIy+f7+vg/269evQ06EuSx2DU47FGdJmrAuymw+sfliyYtjdMUciJot/h/23qQ5su267t/Z9w16FKp7Tb2GtEhakmmLQVJhTRxhTfx5/Bn0KaSRhvZAISlCA9lqImSKpPneY/ea6guoAhKJ7Ftk5n+Q/7XxOwcXlPhqBCv3pFBA5m3OPfecvddee23SW6lkz6aXlKQiqSCfz/uEZ/I4k8kEVOPJZOLH++ijj3zsptNpkPfQizwajYKFuFwu+0ubSqV8rGKygUy5NDYYTHIu6KmJ4MBcAV8EqqbrWkRWSCp54P9jGR9e79nZmb+wNyXtRWPWdyaTSdB5OK7j0Xjymej+zNYvMNtSkI5eLBZ9Ed3d3fWNVR0FNDYUV76JGh5HwDE5QddD1YZPP/3UN6xerxfkMOI8l6JZ5ryq1arLTvV6PZtOp8H4sKsDNxtdJ9vKaEx0npikoe9rw0siWenazUJFF9XNMUpNUovhM/2XCB38HNeQ+G+k9MuIiPAzEgZOOne1WvWSmsPDw2vIR9JaGb+/LEfh5tVsNhOFebkxqzaV5TIMKPT9QqGQGIl+HdvkvDa2sY1tbGO3zm5t5LVYLNwDYNtrejqDwcA++ugjM1vj2r//+79vX331lZmZffbZZ+6107sjjTkOpZljItRXLBYDvbDd3V1nMh4eHgZ5JTG5qGgxHA5tNBoFtFWyFSnmq2ur1WqBB8Ziznq9HlDqxer57ne/G8AhjAbK5bJ9//vfN7N1ryQdazgcBgw9wlekC1NRwswC75lRaSaTce+PjEDlXnSfzFuk01fKE/V63TXYhsOh5z1TqZTt7e05+5BtR9LpKz22Xq8X5AZZXP3q1SuPPk9PT4OCVkaLbLsTN09Myg0ul8uA7ReXZiia4NwdDofWaDQcJnvw4IGP+6effurXQ8hP59T4UvmBeRCzq7xmr9cLaO+1Ws2v5y/+4i+8rICoxfn5eUCJH41GQbHso0eP/JkKNpSOJpEC0rcZlWrcarWanZ6eBko2bK3BhqeahyptieEynYeRFwvCs9ls0HCVOTNZnOtMYvDp+zG8p2OR9k6EY2trKyjkZeSl+9zb27N+vx/kEVmUL/1R5nur1WpQLmN2tV5SuJl5dhUoa93Z3t4OkBOtWxRi0PhyvdR3yEQmk/PfLFVeD90shJ9I/65UKg5b/OAHPwhUrhuNRlDzQXkXKjtwY7uJpkrIIZ1OB9X2MXmBZAl+nxvJbDbzidhqtezg4MDMLBBqFazGsgCZOtDqZ02o4+Njp6HrO6wZkZzSeDz2xe3g4CCAGtgHiTVwhOOSGtGRbJAk+xTL0xCO4+LAOqBYqWIymXiSmXkuOQJm65eZeQJu5vP53DsxP3r0yBXzCSMpv0rSSFLSm4oJ+l5M7ojvrVgsBrU2PAYhN3YeHo1GQUffuPMBz0NojTWKzF2y3o4L0dHRkTsA9+7ds6+++so+++wzPw8p8YLJqSzO45utqfJyFNrtdkDW4SZ59+5dV9UgDEpokMcVpMqccdJGRpisUChYr9cL8oMkG5DkwfnG95cbJolhxWLxxlKIdDrtEH6r1XJiVfx5baBco2RcTwgR05nmvEylUsEc0+/jXmV06kgUi8tWOM4sbyGUS5icawHX8K9jG9hwYxvb2MY2duvs1kZeTOKT4DAajZzp99/+239zCMNsXdWvUPfw8NDZUuPxOIBxWHQaEzTi6Mss9BYzmYx1Op2gwJIEA13zhx9+6HCetMcY5cmz3t3dDdpxkCIdK4vQW5SpgNJs3fqFKgf7+/t+vOFw6AlfdZbVte3s7Hj01+l0/G/sHExPNE6yk+rOCI1wBhU6tre37c2bN967iZ7oYrHwSIrtTS4vL63VankPqlQq5ZHkycmJR2QPHjzwcX/z5o1dXl51nSVB5/Hjx164PhgMAmia8MhNtPeYeBB3GibLS/dQq9X8nILFNI/m83kQ3SR1/a1Wq/b8+XOHVdU9XOdkxC0vu1KpuDivWRil1ut1J4l8/PHHrsLxz//8z4FWI4kUy+UymDt6diy2N1sXiKvwncZ5XK/X7fXr14GOJ8eAZSdkpsZED5JESBYgKYoqMERSCBGbXc3tuNiXzN1cLhewL0keIVJBCH13dzd4f0jC0c+xXqb6DZqtkaRnz5752MZqG3wO7HmX1PE9l8sFhI16ve4o1dbWVqBJyegqn88HKADHjHCpCEo/+clP7Ic//KF9Xbu1mxdFIM2uBEW/853vePi9tbXldNgHDx7Y5eWl50jG47F/fzQa+ctM2rvZdYYRz8l8T1xXkQQlsdr/xz/+sU88LaxaRKk+zVofLo5xo0xCn6wzI1SZTqft+PjYlRpOT0+DzVCfS+q5pPMMBgNfdNhAj2Og8+pa5vN5oIDCjYxwhO6/1+t5w0OzkOW5Wq0cMz87O/OXqlQq2aNHj/x6Li4ufAzpAHz22WcBnZfParlc+hhSWoxMSN6bnkPS4sSaM0Glsdq3/kZqudh9okFzgdb9lEol/1xcnkDFeV2T/iXdn04Yx5d5N21OZmsFBR13b2/Put2uOzup1FUTUCpf8N70s66n1+v58Qk7xoseWZ/MIzJ/RiFr5amp3hHfq+6Tz4LvqY6jzzN/zLwsj8vnkEpdCTSXy+VEp07/5zk1R2u1mo8Tae+CnrmZMj2hc8bivXz2vHc6AMvlMihDIKxKZvdwOAwa4jKNwZQAe8ERZo9ZxG9jG9hwYxvb2MY2duvs1kZeJGY0m02Htb71rW8FRcGsb2CBHCGibrfrv2cEYhbW+8RJWkI6ZONUKpVAm1B/q1ar7m3u7e15FPjxxx/bz372M/8O24HErRIY2g8Gg6BQUvcQwwGxffHFF2YWsn0I99BLE3yl+55MJq5ykM/n/RjsBM0CY6mXJEV1vL6YSUboh7AsI0zVrZmt4czxeBxcG2uXdG3NZtO/w862+j/b7LCYW/epViDU3yMESEiTNTCdTidQLmG/KF1nq9UKmINUM2AEsbW15SSG7e3tgL0pAoDZ2mtnQp2KMPoOa4o0VhpfEik++eQTRzcePHhg+/v79v777/vnCAHqZz5DQvtmoVJKrAghiyMv/U6mz1YqFR939sIzC+Fotm7h80kqOOf3WTjOOibO5bgeNKnLNAlOSedhuoIQJCMVpgTIeL68vHQ4jpCokKCk/nFct0jKqFarQffy2WwWRE43aaOOx+PgXjWvGo2GQ/Vkc99U//avtVu7eTHk7XQ6zhIbjUYOYZTLZX/hPv74YxsMBg51nJ+fB4t1UoGtICWytH6TlI3Z+sGTdTMcDgP4hZNaxxXExQ1Ci1ZcgK3viFnGcJ4U/3is9F3i3wzhGeZzwxQWTlo0RWGT8iiFQuHaxniTJUFcWrh5H3zJyFzigkiog5DVzs6OXz+VWdLp9DV2noxU7nK57I5Gs9m0fr8f9OaSDYdDzzdRzUXwEK9VxsUgZrdms9mgxxkhHs6p3yQ1xXsiVV9s1kKhYIPBwN+Z8/Nzh91j6SJdS7vdtlqtFrwLgr4J4fG9imnU8TUmQXt8J3TfzDlx7sTvFb+n6xkMBsG81EYkdmAS7M38Ip2yeE4TAmSejMzDarV67V28KYdOqFJzT0LhWhPOzs583MXw1LhRjWW1WgVMRFkmk/FNkuLM2qTZdJLOsMajUqkEudJY4EHn+uyzz/zY8/ncnZs4h/fb2gY23NjGNraxjd06u7WRF4sKSSL46U9/6uHz9va2e5Q//elPA9ZYp9NxqIFeYSwQS0+H3UVJGInbd7Ow+MWLF85qJDRHD+bVq1dBQn86nbpIqOAhs5C5qFouyk1pDAqFQqJnHhcSkzAR15kxClwsFu6lEgJcLpcBzJUkaSNjEepNkVhMfCCMSK9WnZgpVcN70TGSSDOE/MzWMKDGKpPJuMeaz+ftk08+MbN1cTdh4dFo5J6krsVs7YkKHlEBtM5RLpcDmIztRGQkBCnqICOOUbjgwZhgxHFkHQ8hoslkEkBRpVLJ34W7d+86a02dqM1CgduTkxObTqc+bsPh0D1/wl8s7tY7RkILo37OQ92n2sxzzt6kD8j+c4zkyOYkYSYmQjHSv7y8DIgmZP4RhYkjdY1BDG3qvOVy+Vq7F+oWMjLXsUks030RUSDLWcY6UdWGspcc70fz586dO0ENHWtiza6K2geDQUC+IqFrNBp5j8RisegF6uVy2Zmq0kA0e/vI69ZuXmdnZwGMImNOpNvtBoM7mUz8IQ6HwwA/1gSJxXPH47FDQVIjMAtfIr6wmuBJUFAMOWqyqPKeIsLK3YxGowBHjtlOPPa7777r90rGlyx+8eN70IswGo184Xr06FGgZvLy5cugCJW5Ob2k1GCMmVykK8eQIV965gf53Fg0yryD4BEuiEkF0OPx2OGQZrMZqDvMZjM/9tOnT73AfTAY2C9+8QszW+P329vbgc4fF2hCnbrmSqViFxcXgSJBnJPQ7wjDcjObTCZ+bSxWpbqEYCky9mQs8K1Wq76waN4xp0jNTRkXTeVQdG3VatWdxE6n4w5ikoYkNyLN5a2tLR+rXq8XKF8kwYmxcQy06ScVhHMzZdmKHFHqTfI9T4I7SS03C3M8HEOyTtnsVNet66FiSVwWQaiSmznf/5vmyvn5+bUNi7k+XRvXJtHk9f7t7OwEavGcKzr/fD63brfrzluv13MeAp2bdDp9raHr17Vbu3k9efLEF1QmLrPZrL88VHTXJkDigBa+5XLpnmyv1wsWk2Kx6AvV9vZ2UE/CRZgtUVKpVNBWQpOADfDoufV6Pdva2vJFaTKZuAfDzbjT6fhLUS6XA5yeShps10AiRJzD0+/MwoR6uVz2xe3v//7v7ejoyL7zne+Y2frFphSPor1Go5GYG1SCVscmjV//1/mpFl8sFgMyCp8jFdn5Gf4bqxFwMZPHpzIKUuUVSe3t7flms1gsvH5MxAfOHW5+VA/QvUm9gTVXjE54jfTEp9NpIIKq66xUKokNUnVeShpxA9czPTg48PssFArX1D/kZRNdoBxSsVi0VCrlTt54PPa/jUajoNsDUQtueJwTvV4vyGlK4kvjz/IFGmW+GNXyOXBM4xxqvLkmqZlQ8JqU71gphpH/bDbzc5VKpWAToOybnovGTb/r9/s+R5nXJRKhe01Sq6lUKi6DJ0IRx46Ok9YTrqGNRsMajYY7JOw4wTKefr8fKBbN53OXxcvlch5taUzM1rWmCgbe1jY5r41tbGMb29its1sbebG1NfMtcZgvz0RYbZK6g5kFMAFp3plMxj2/i4sL91Tiynt6esTPB4OB5xAODg4ciloul+6F7e/v29nZWUDJT8olFYvFwHskns58VqzRRk+LUEWsXJE0NovFwrrdruv8nZ2dOSWfVFnqyTUajWvFzYQ6OG78u8Zje3vbZrNZUHRNSIbQi7x83ZfOG/cNY0RD2jyNzL90Ou35xvfff9+++c1vmtma1fX69esgCuJzk8X5HrLjCKOSVt3v94PWEYSZ4hwiowmdfzAY2M7OjkdEMUzMsgZS8Mvlso8jcyzKOZmF80twLTUQSZWnigWZnGytQ6g9hgYV6Yglp/nMZ89j837iImT2wFoulx5VMgpSsT4ZdcyXJqUnOCe5DulvbLfC/LOgNDEIid7wnGSqxgX/LNvgupckCi1oMI7web36PiNmRslMaczn80BblJFoq9Xy66ZgNBm+f/zHf2z/63/9Lz/W29it3byYEOfDihctLUYKwzlZuICQpsq6rE6n45O62WwGCzxfFL6AxIVrtVpAS2Z1OvtsvXnzJlAJ4GKrnwXX6D663a6XAoxGI8eVa7VaQI2N+z3xvrkIclLyXlqtVtCvidI3hOm0KcT1LEzIc7EdjUYODfV6Pb9OLb58JlwQec1xEl7XzjEU/KtnwI0nk8n4HGEOIZPJOA35zp07vnmn0+mggyxrb6iGEJdfcAGIYVuN25s3b3xDJblHn2Pn76RcZr1ed4V03Q83CC2icfPUyWTi9HjmaEki4OalRL3m2L1793wjiMdQG1Gv17PT01P//9bWls+pSqUSKDOwxxRLX7i5U+2i0+n4s9KCyvWADoBgzOfPnweUfj4HnZvH071xTnIespEoFTaazaYfd3t7O5DlomwS58RNOWLldJlfpAPBsYlTGlwrY4dS5+f7S+fLzII1VWmZ2Wzm43lxcRF0p2cda6FQsB//+MdmZvaHf/iHiSSjr2Mb2HBjG9vYxjZ26+zWRl5bW1tBmwomyukhkg4b65HdBPuxip4EAyZPCX/R05NgqTxRsnhYyEsdPSp16DuMVJg8ll1cXNh3v/tdF05NpVIehbEjcExbJwxSLBY96njz5o3DEel0OuiWbGZBX6Yk6MfMgu9QK+8meKBer7t4br1eD2CKWD9QRkizVqsFY0KKsPqQmV21utd5FIHs7+/beDx2T/bs7MyePHliZuuoW1GQIDwaISR6tWxVwnkYF+kmqaawxXr8ufF47L219D2ZPGH9S3iQ/bzI0ozJD+zMnPSOxGoK6XSo/kHyhMZja2vLx/aDDz6wWq3mRKRf/OIXPl/b7XZAKqIRuoxVKPRMy+Wyf1/ROCE9vttkIst0PzdpQjI6IuNSnxcsp3ut1WpBLzlFhXFExegmhkSTKPB6r3Q9cSsbrkGEIM2u1g4KdfNzjAILhYLl83n/LqNskngoDHxxcWHZbDboUag5NRwOPV3y61//2stMfvrTn9rb2K3dvLjwUtKJNFmqWMR013hR5wTVwk9VA7Nw4WftRLfb9e9UKpXgek5PT/0h1mq1gHmkCf7LX/4yYCuxp1KMZes+Dg8P7fT01GG3TCbjVPknT574Is6JF2PzFJ/d2dkJNk+x0QStUVWdOQTZYrHwz6xWqyAHwXqwbrfr18z7/OUvf+ljo3OSCUlIh23mxaqcz+eB2CvZYGTt7ezsuFr9/fv3A8h3Z2fHjxfnRFmiwO8QNpzNZgH9l5/h4sRaFy5GjUYj2MDjmkPBLffv3w9yc1qQX79+bbu7u/7sz8/P/TlyY1SDQrM1nJfL5fwYMQzLxV5zr1qtWjab9UWZUkLlctk3/UePHjkcORqN7H//7//t70Wz2fRrIxzOxVH1VoQU99KJAAAgAElEQVR1yV7U71lDVyqVrFar+Rz76KOPHE6/uLjwc3a73WCBj99t5nI13+L8ld6jcrls5XLZx4592chQJmSte+Px9HzYty9WZonr4DT3OCe5sV5eXgbNaUulUiL0Sap+pVIJrnU6nfr4DodDf7ffe+89++d//mczW/cKfPTokW/g7Xbbj/369Wv7+OOP/Rko7fDBBx/Y29gGNtzYxja2sY3dOru1kRdJAzRGA7HWXawwkQQTkJ2Uy+UC8kOsMyhPlHU3xWLRnj9/7mEyCRf5fN694qdPn3r4LI+Oago8Hk2eqwp3WQMjVqOiP7OwYHg0GlmhUPDr6fV67iVfXFwErMSYZUYSQBJZgIKbq9VVp15BJYpc7ty5ExAXdNzt7W0/lno/6boLhUKQxNd5KpWKwxTj8dj29/cdhnzw4IFfZ6VSCZLpJJ8Ui0Ufg/l87mQRkhVYJ0Myg/6l1uJvml8k3hByZoRGZQhCqRoHnZNQmDzhe/fuWTqd9uhiPp87IlAoFNwrbrVaPqf39/et1WoFpIAk/UBqGSpRz0hb51mtVj6+n3zyif3RH/2RP5+4gFvjTkiSgsqKOgirsl6Q5BiO4XA4dNHgo6Mjj270bPUdMuNiUoPuh23r+RnCmcVi0YrFoj+ffD4fFJsnsWt1b1rH2JaJa0YMo8aQLgkwZPfJms2mvXnzJoCck8QZqGUoqJVkHb4L+v6rV6+C2szhcJgI/zYajUC9RPcp2Pjr2q3dvNrtdtB3iFAhGXkxXZqLAY2UU8KJnU4nkcLKvEG5XPYH8uzZM9vb2wsmKQUuxcC5d+/etdxTDMuYhbI80+nU71O5PS3qL1++DGAY0oj18/n5eaByn8vlvCKeYzAYDPyFXy6XNhgMAsFN3hv7CRHao5L33t6eb9Tf+973HOu+uLhwmK1erwdMLFb/p9PpoHW5jKy/5XJp7XY7YF9qrMrlcjAGlFaiFNBoNPLnU61Wg7nCl5cLVwwt32QxPKjzMC+bzWYDeJLOxe7ubkDZ5sKiZ/PRRx/Zl19+aZ9//rl/R1JpHLdGo+EbT7/fD0ouWNTOYtvDw0OfK3KItEkVi8VAjkjz9fz83H7+85/7OE2nU99U/umf/skbxbIZbCaTCSjbxWLRNx3mkpk/IuRntp4Xur9Xr17ZO/9//zrKiZGNqs1L73a1WnVIlGoXpIlz85SUEkUTCNtR2IDnHI1Gfp3sk0UHmqY0CMdH18YcHp/1aDSyO3fuJJbBsMA9n88H7MuYaRoXSmvc2U9vMBgEogP67P7+fiAvRUHkt7ENbLixjW1sYxu7dXZrI6/Ym6B8kIxeBiVV9C+jBrKy5EFRskXHI9OGGl/ydvb29gKoj+ehJ395edXqu9vtBtEWPS9+Jy4WTKfT7g1/8MEH9urVKzNbe04aBzKClPxO0jnLZDIBrKLfD4dDazab7tnFBaWEJ0k2UGTxzjvv2HA49O+fnp7631hrc3h4GPRUI4yh6CG+NtZCqUU8a+VITJHt7u4G2n1v3ryxn/3sZ/45QWsXFxcOyVQqFY8sut2utdttH1O1ptFzI5QUR0osJlZkSnYroThFAtS70xxL0u3T9b///vv+HULG1IGkJ51Op63RaDipYXt7O5Hd2uv1nOjy+vVrr/XSefQcdnZ2gj5oeu6LxcI+/PBD+5//83+amdm3v/1tf67tdjtgc9Ij598o1cSon4iInoPei/F47G2Qer2eXxvHRsdlPz3da7vddp3RQqHg5yeKo5o+knBiMQGzUMZqPB4Hkdd4PA4iryRmqo5BqC5Jvoumd5wwJNcZyo9p7hcKhWs6oYy4yPImxExyC9e32WzmqNByufRCbUlJfV27tZtXs9kMqJhaALrdrof8Z2dngZbhcrn0F2GxWASwB40qDalUyv9PXb1yuRwcW7+v1+t2eXnpC3GlUgkKT6mDx2aJhOa4KBNHZhGu8mJiVbXbbRfTnU6nfn5CZupFxd5HOjYbyV1cXAQv5uvXrwMaLjdDUuL5UshevXpl1WrVr+fXv/61H5vlDtPp1DeVbrdrxWIxYDWJYr1YXIkOTyYTP5c2Uv2/Xq8HzMwf/ehHfk06rnT4lJ+czWY+7nqOZuvNhgrYLMYkM6zb7QaUfH1GbC2Ob1yArHvjwk3q/ePHjx3+YilFoVAIFDXS6bR9+9vfNrP1Yq1FYzQa+T0sl8tgEzg8PPQNXGOh8/A6tcHV63VbLBaBODH17viOUUPxl7/8pf3X//pfzWw951nQKlaiil017nfu3LlR4YKbKxfx4XAYOEJJ3Q7YPHWxWAtP6106OjpyRZVWq+WLOvObMdM2dgrJFuZ4Msc1mUz8ec9mM/8bIfPBYOD3qbVI68lwOAyccV3ncDgMNjxu9HHjXOXCyuWyO2hm67mjdZTNaKkdS4con89bp9PxYv7d3d0gZ61rm06nPm+USvi6toENN7axjW1sY7fObm3kFcuZUI5JsBRrQczWHoSUjlmLQUYRPRbV58RRlVlYQ1Yul4MIpFwuu0cjdXBdM7sQU75I9xH/bbVaBR5iHP6TGUlIT57OyclJ4HmamUMqzWYzYLfp/HEvMNYlTSaToBBY3jjJBtls1r1DMQ11nUzq3rlzx8eN5A3BLiy21fOZTCZeixUXmSvy0FhSpZuRRlwnc5MEEj1+jbskoFiHI09SXbR1ftZ10ZuWp6/x1TWzvkiRGgvCGU0z0mCBPplm9LKbzab3iMtms/arX/3Kf57NZh75sHcayRuEseKaSV63jqFjczyWy6W3lnn8+LGrix8cHATkK85jFhZXKhUnfBCiSiJh8fkk6RReXl4G8l/NZtP/Xy6XfS6SJBUXkLOuimQljgE7Cufz+WvycIT6eZ3sZEE4v1KpOBRbKpUS4TyuBVozeA28VjIsCXlTWo9/Y80khQAEmeu973Q6AZuQ9Y9M17yN3drNi/Rr0kwJB5ASKsaaBpeYLunjZleDK4q4Hhwn0e7ubqIAaj6ft/l87pOSLUQqlUpQVEi4KJVKBXk5Lm7KDaiKndfGHBwXQb3Y6iWla1ksFq7Ksbu765Pq8PAwaD0ui4VO6/W6n2dra8sXoMXiqmnfZDLxczabzSD/0+12/edSqRRAdsotHB4eOkvKLGQoJTX00zUXi0W/h06n4/DVarVySHU0GgULSzqd9k2BDDKqhJBltlqtgkWdtr297d+/uLgIREvJ8uQmGzf803c6nU7QKLNUKvl8i5UZuOGZhe3t+bM2NtLWxTjVxjabzZwZxjEm/CZVEEJbcg50TTq27rlQKASL5ve///2geFjzkKy9ra0tOzk5CXpTcePkBsUyDf7L646dDr07nU4n2CQPDg7ccYqh6VizU9dcrVYDKFnG6xVUqM8o36hxZh9B3XMM88/nc4c3yVAul8v+jjLVIfEDXTfXGfWzMwv1QzVfdR902tmnq91uB3l/sysBgXq9HkCKFD2m4/U2dms3L+LssUgvac2MlOIkqB5irVYLvP6bBHfNrnodacKbXanP67ixKkbsBcnixLuuoVKpBElvGXuQaaFNUtBnMjqVSvnC/fLly6C/0IsXLzyPcnx87NfJpL2ukwsSz0n1AE32+/fv2w9/+EM/brfbDUgWJJ2op5Zq0MzWhIA/+IM/8HPkcrmAPKHNfDAYBAr32jDNwq4DzMGRxqzFQM+Ukcp4PE4kPsh71+fa7bYrm4jIYLaOeBUhplIp6/f7gYII+4Hp98+fP/fF7ODgwGq1WpBv1c8UZGXEqxopEhEo4cRIkBs/iTtcEPmc6dDo3dPzvnPnjj9HRls6l86v7+o8LIVIWlxVj8boUagBkZO49pBWKBQSxZJXqys1f0Ujmgd8VkRuYoITiT+DwSCIxEhk4Lxkzz7Wt52dnSWiP7FgLx1WOco6HiWxWLNFAgk3KTrWPK42eX2ODiejQuYttUnKCaIaCgWNza7mUixR9tvaJue1sY1tbGMbu3V2ayMvekHFYjHQbSO+Sgo8jUXGk8kkULSgx0DY4fLy0qGsp0+f+s+EJ+W1EBqTEeJJaoFAJQx5QdQiIyOqUqnYeDwOuhozelTOy+zK07l79649e/YsaCcvqGJ7e9t/z+JfXbfGhMWMsQqFzkmv/vz83HZ2doL8ke5nNBq5KshyedVrqVQqWavVsm984xv+TBSRVKtVz8/0ej1/vi9evLAvvvgiGB8ZaealUimAWk9PTxNzW7PZzO+T+oGCwvS57e1tF/Nl+/VqtWoffvihmZl9/vnnAWuNTMThcOie+d7eXpATpf4e87dicOo+qd9J1REa9QeJTiiy0d/6/X6gE6hxq1ar7nEL1tbcbrVaN+adWEZArUZq9MXzjdEEtUZbrZbPAzJyc7lcALNTEYaQIqNudjVXtMi8tZ5pqVTyCDGOiBjZk4moAmSzsAD7/Pw8iH75zpLFm8/nAwiQUSkRJ0aPjJx4nVL7YJTD3BjnPp9BnANj3p7tpZjHZZ6ZYs1UbWHHZq6NX8du7ebFF9AsTJ4yLGYeiOEr1Te4oMZJcv6bzWaDholPnz41s3UtExPBZqEaOGt39CIxRzSfz4MHv1wuHXLiy8fJkslkbGdnJ5hIpOcmybRkMplgU2MuKM7B0YhT86XlGJJ4wInPHJlZSBdmhT/JEtPp9FrNFBPD8YKo4x4dHQXfYe6TpBheZyaTSWylTrhoNBr5d1SPw/o2UuK5MVJFg5sMxzeuV0rKV8XjS0hU5zVbw6iDwcAT5fECQqOcEnOstVoteL4kXMgxkDKJjNBcnMfgxko4kd+nIxoTpFjOkc1mA8iKcCDJDkwRMJ9NNRJKMMXEqUql4lBwr9fzd75UKiV2ftAcIMymjZllFTE5J1YJSVLySbKkTSre5HisGDbU3K5Wq56zpioPpcI0VqT0c+4zr2tm1/6vz+mYan6qsXkb28CGG9vYxja2sVtntzbyYlKUnhuNDCd5ofpOqVQKWEEyRl6xFYtF96ZXq5V7uCwWTPLmkujG9NR0XUy06xoI3WQymaCQ+cGDB64dx0T5YrEIyBuEQVm0PBwOvS3ByclJ0EKEnh/Hg5EXIzKen+KdEgxl1KDC1Vwu58+D0Uy73bZ6ve7nbTQaTg/mM+R9ZrNZ29/fd+JAoVBwSv/x8XEQuRFqIauKc4hQKSPzxWJhFxcXiRENn3W5XA4EctnuJG7tTk9Xv4+hP6rIkOBAZqla5KigO5fLBdAMdTljWIpKCxR/1ncajUbQjqTX6wXsRhIc4l5w+plsP441Nf+kq2e2ngcUrCa8SM3POFKJSUxENMhQJonI7AruHgwGPt94LJZ5pNNX/cxEgKFOIZmHsR4gr/lfiryWy2VQ2hGTHJLSEHHpAt9NkjRE15exjRH/ZQTPOUE4UJAwEQ6tlaVSKWAos+fd29it3byKxWKg/JzENiIUJbpnUsO38XgcCFveFLJzAYkX9Hjz1EMtFov20Ucfmdn6ZaTKARlnhKn4ArOmh/T+VCpl5+fn1xQmksZJeQLJXelzd+/eDSjghD5jxhlhWcJKpFLrhaXMUr/fd/FXs/WzotK5xpNYeKPRsO3t7UAJQOMzHo+DGpxYMFfnJROKEBXvRYruFDGmCDIZnxRAJdU9nU4HcCcXYVkSDETHK+59lmTMEcXSQzq21PM5X7jR3wQhxvfDhU7fp/K8zkN2GynozDfyOumssP5Jf+f16J55v4SfCMETfouNeWaOb7PZDJw15ow4RlxDBEmaXVenmUwmQZ6L5RhJ9xj/P4b9ZPl83lMIbC6qcdJ49vv9oJ9Y/I7SMdbxKckVs0S5Hki1RL/Xz1T5F3NXOfRGo2G/8zu/48drtVrXxmPDNtzYxja2sY39m7NbG3mx82+pVHIPZDgcehLy7OwsKAZlt1DCdrlczr0QEizkkTLBL++XITKhifjfVqsV9I+6qW0IQ+jxeOzCoKyiZ7I0m83a69evA2iLxbs6/3Q69fOn02nb29tzOOvdd991L4pQUlKPKRJAGC2RiaXi5/F47D/LQ6WXrOio0Wi49/XmzRuPQKrVqqXTV52D44LfGNbQdaVSKScVZLPZQN+OhBN+X5qXeg6aE4zwut1uAHXyGPP53MeABCESLnRNMnmpGo+45kq/J7zIMYwLhvWzxo/RclKn3ficPC+ZbiQ+kA2qMdA9MLKlJmXcDqRQKPiYxlBh/CzNrt4hfS6uMZSRTSfGaFLkw+i1VCoF5Byen9EsI1ba5eWlRxnSKaVQQhKKwfdS81jHZmROAs1yeSVyrbQB2ZgaG6q7cOzIrtUYCOKlMghrVbUWJEH6LJrWvepaKC6s75mt33MiF6rTjDVlf1u7tZsXHzxpqvV63aVv7t69G9DHOZH4IhBX1mfNrkJ5LhQybmr37t3z75OmbxaG6bGSBycbJ8S9e/fsq6++MrO1EkESG06m4xWLRV8kyTxcLBbBvZFxFbMIYxaejkXqcUzx16b/+PFjzwE+fvzYJ3s+n7dKpeL3xzFIp9OustBoNALYg/dAZhcpztxwtSGQ6k5WlIxjKMHRJHgwFsnVtfFadD26TpZsMA+kHESSWKvGMf5Zzylpo2axLRdawddxITv/pmOTNk/ILIZY9ftarRYozBCebDQaARxOeDL+mTlSXjc3sjj3w3vg3KERPia8WCqVEouUY0X0+Lpl/D3/xvymcq9cT5Ly5nTIJKzABZz5L+YkNW8uLy+t3W67c7C7u3tNqFtjy02SBd26Pp2Pa11Scbmum7lKvS+DwcCfg5SLNK/G47E7fK1Wy/74j//YzMz+5m/+xhU64ua+v61tYMONbWxjG9vYrbNbG3mZJdchZDJXQqkSUTUL4RWzsDaFBZw6ntm6A2iv10v09iqViov8JkntMPIgw1HeBiMLwThimJ2fn9u3vvUtM1tLATHZymiCBA22s+d4kEmmBC9bttPjZZKXNR8xbChLpVIOsR4cHHjUsru769qODx8+dFafxoAin7pmRiblcjlgG65WK/c2yZZi1KGWEooET05OApZlEiyl58i6MbV02N/f96iQpApFqNQGZMGy9BlZUN5ut4Pr5vlvImgIgiS6wHl4U10Vo614fHj/JImwHx2loxgpzedzZ2/2ej3L5XI+j1gLFUdRvGeiC5xvlJ6iZqIYbHyHY/RD9xlHOiSdJI0VyVuxEe68KQoTrKvPM6Wgv/Nf3Q81/larVYCC8FxJ81XRPIkmjGQ1nkQnhBTo+XPuEn4mk1H3T4awni91PtWH0Gydgnj27JmnC8rlss+Pw8NDj8LYvkokjq9rt3bzYthPpYfhcBjQyWMWE1U1iEUrDzOfz/3nL7/80h4+fBhsGEkFjwyrza5rqNH48sWFmoQAyTYkW4r3X6lUEgs/0+mr3j4xdTlmliXBhmSFxfkHnme1ulK8J0w3GAx84n7++ef26NGjoNBbzsXr169dC+3o6MivOZNZt5iXkoZ003Qe3TMpzbPZzObzub88W1tbiUogVGZYrVb27Nkzh8NWq5Vvfnt7e65g3m63fTPWIkE6ucaw1WoFKiW6TpUnJLFYYwZp0gal/7P5I7Umk6BFme47l8sFECsXM24edLxi0zk1v3WMSqXiUBBzhWaheC03CzU81Gc0v6iQI4V5bhix8xSPh54P4T32nyNkLFNRPYuJ+W7qPIQDKW5stp6LXCfiTU+/p1oPhZh5Hm6sXFv0rLhu8RyE5m+CXlnGsr+/H+RHmafjHBkOh9dgZrNQeaPdbtt8Pvd8ViqVcmf88ePH/l7duXPHy3v+zarKc/PS/83WXqAWkFj2yeyq3Ue73Q4aS2ogJ5OJSxbdvXs3wILjnIoW6Phl0e/MwoQtPbo4uUrqLyfF9vZ2sAHrxdZnKZWU5K0lVfHT2yJ1OUnJQJ4er0GTulareZ7rzZs3PsE7nY4v9qlUKogeidlvb2/7ZJfSh659Z2cnGDfdz8XFRbD5KrrRIqW/jcdjv+Z6ve7j1u/3rzUXVfR3cnJi/+7f/Tu/buZE2FIln88n0tYbjYZfz6tXr/xZ12o1KxQKQUQj48JLBZXpdGrVajUopyBBiTV9N1HgNXZmYUcD5kCUr+E8SNoY4/rH1Wrlc3A4HNrr16/NzIIO2KlUKnAk9cx07JjcZLbOnahOTblkEW/oYNGRJOGpXC4HjWKp4sBcEqMedSrgMeKcj+5Bx6MyC5U3NIY0Eq5I/1+tVh7NyvnSNfO50wEplUp+DSQFVSqV4Gc6a5eXl8FzYC2WnA7em9o4Mc9MgXOiMEIaRMCRZB67RJfLZZ8fXAviDum/rW1yXhvb2MY2trFbZ7c28hI9VT+TMkrPXD/TizcL4bjpdOpR1HA49KJA5ajIZJLFODsLdPm3mwqeM5mrlgrD4dBOT089itra2vLrjZtpKkoYjUa2Wl21pSAMOplMXGkil8slFnuahRg8hVdFezVbqzY0m00fH0aM4/HYvvjiC/+OrrVYLNp7771nZutI5/z83CO0vb09e/jwoZmZfec733Gvmr2BzEJIgfg7i4cJswleIn2b+UW2bmAUMJlMfHx2d3c9wiLculqtAnrxZDLxUgYWU7948cLH5/DwMIB36NmSZRbncfSZO3fuXGvzzjYXvAeWbMSFsEnqHTQxIQkPJzFiWbCsvBqhYKqWJNlvKtClEdEYj8dBhBQX8vL81OwcDodB5MFUgaITQnMqTtd5Xr9+HRTwxnCajksVGyIXzFVS7SLWY4wjQZp+T5hQ0LPmKFGdOCrleNZqtWslAxpDvkuca5xjLJ3huImta2YBUqPP6djUcWWJwk1r47/Wbu3mRZpmnPwlRq4FSBCRXsBms+m5jlwu54N/dHTk4e6LFy8C/JiLaIzXUuyS+HG84RGy07G2trYCVfe4FxXVC9iQMJvNen8jKkqkUilfAJbLqyZ7tVrtGl2Zk48vkppE6vwvXrzwY+s8hULBr6dWq/n9FItFX0zu3bsXwGn7+/v+/S+//DJI7scbNaGbpLwH6cpanElU0XNkMrperwfJYybat7e3gwaLgj5rtZrDO7pWLSBffPGFP1ONr8aW83OxWPiLzZwoxyruJ0aCDok2It5oDJLEUDkmOjbztXoeVDXX35h303g0Gg0nsFSr1WAh133oOHxWzOfR+P/l8qpT92g08o2j3+9boVDwaxWcxTE1W78v6oLcbrft+Pg4IKBo0ycxi5u+hKBl3Hz0f52fDo0+I4iaMnBJtHcei8fUdTK3RoV6zpvBYOB1rJR2umnzGo/H9vDhQ39/c7lc0EeNTUA1p7XOsbSCaREKQZOIxc7KZhY4IexOQBWbt7ENbLixjW1sYxu7dXZrI6+bihfpmU+nU4erDg4O7NWrV07PpFcZs4Pk6W1vbweJVFFizdaeJsNqEjliT4uQTMxK1O9Z4U6vhxT+GCpptVp+DxTMJLuuXC67Z5/L5YJCXEGPOh7JJIpG7t69ax999JGfp9Pp+PdPT0+9IDyVSnl0QpqsOjcnQS9mFni/VAW5qTiUz53F6WJyUUFFhbOr1ZV47WQy8TlRrVatWCwGhZa6BxYfM7LX//W8K5WK/y2J5aWxZR+0OBpnFBWzAOn98meiAUm0bB2D/ZZ07EKh4KzMbDbraIH+puNMJpMAIiJ0xOcY93GKlTFky+UyuB5GCknitSpYJnGGAsCMFvVeiwXICIcdsXktVDlZLBaOYnz44Yf2/Plz/z6hPkU9o9HomiBBfP36OalIWr/n/5MiN423roU9uFh+EesSEgGIhcOJCt1UtpHJZBKje651jGQ1Flo7U6lU0GmaBCf9rPTB17Vbu3ndv38/oGnKWKFP2ajFYmHtdtvzWYSl0ukryaPZbOYL3c7OjnU6ncReUmS2cWEjrKBjK7SuVCp+TubStLjxO2RLEU7gZkVYlKF9v9/38+zs7ASMPB671+v5Pezt7fn3j4+P7bvf/a6ZmX300Uf2B3/wB84A42K9t7dnjx49MjOzJ0+eePNF3YOun7JcsXQO65hIX+bGRIpyLpcL4A3Sx1nj9/r1a5fVEdPJzOwb3/iGffvb3zYzs5cvX1qlUgk2d7Gv2NcqZvTlcjmn6DM/mZQ34M+EsriAcH5RvohUai62lDOi4xbnrxaLhc/leAMWLCxnRvdHZiZzHTqO2XqDIJzd6/WcZXZycuLvWJy3TKVSQZ6I8CCdKDJ/6cjF6vV69v1+P5DvilVc2AOMz5GbMeHFL774Iqi/osQWpdZYP8byiZiVyZIJzcmtra1gUeccZ95xtbpq6KlaUJ0nbqjJe2O3hYuLi6BZJ/N2vIdY5Dpp7nE8u91uAJnP53N3ALa2tvxdMrMActb7+7Y5rw1suLGNbWxjG7t1dmsjL3UfNlvv5vImyDw0u2LWiH3HpDU9R6ptyEt59uxZQERgVBfrwbG6nR4F2TWEqGq1mnuRStpT6YE/6zzlcjnwIs2SvRf2OqKAqJQ8qOXHiFPH2tnZCZQAzs7OfHy63a4zHgmJVKvVQNBY4z6dToPOu3w+vB9CnWahmgH1IRlNkLChe9PndnZ2gsJmXU+9Xg9EkEkUefjwoXuF+XzeI8mXL186PGq2jkLEDL24uAiiQkJe9P5jdirnKIuM+TxjmCupjiuGJ+O/UTWFY6gx0HGT5lGs40iyET39crnsz6RarQbEIR6LsFStVrMnT56Y2ToKZBQkyPno6MhGo5F784J5dd0cXyrCEELjGNBY+5TNZgM4ndFsTOQgAYXPnbWIsXKFrNfrOUv1xYsX14StOf/1e9bDCTXRMWPRXY1B/F7z2ccajpyvcRTGzyWJg+uz+gwZsavVyqOt2WzmhBp2JX9bwsat3bwGg0FAz1Su4vHjx8HD1kCfnZ1ZpVLxwZ1MJg79VCoVf0Hm87kv7uVyOWi6FysRkLVDTJkyOJKYklGBQZtAJpOx7e1tPy/hPMJnk8nEv6/cQhJMpeszW08WYvu1Ws0hlhju1GZarVb95/l8bsfHxw4B7O/vB/R8HbtcLjvcFN9IQugAACAASURBVCtaxKoNup/BYODnGQ6HQc5P46J/9axieJH5pkaj4bmPbDbrz5pjXavVgsaW0+nU5042m/UNS9CYxo2LVrFYDOYOmwUm5V7FpuNziEs3kowLDTcvUsZZLCs6OxmXFDemXJbgKyri63ikdsvijZQF1blczuf4gwcPfKPn92O69mg08oW81+sFzTB1/WINEtblAq37mUwmweYVb8TMrRGa43iMRiOH17lp0/EpFAoBtVz3U6vVrNVq+XWSlcxrqdVqvs4on07ImcxQpjQ0zuVy2e7evZuoLDQejwNFGToWfP+Wy2UA2yXlvAjlm603Y0L4mjucUzqejj2dTr2AuVKpeH7r008/DRTz38Y2sOHGNraxjW3s1tmtjbyazaZ7Df/hP/wH++u//mszW3sDCkcZprNw0Wzt+VEPkbUy9JjNrlqyj8fjIBrg5+QdqUZLHp5agpiFhaskaOzu7gb1R7HQL+EReTr6PgtH+R39v1gsBrpk7D/FYlnW0zx8+NChxt3dXRsOhy5YaxbWtDFJzQQvmXGx0Kk+VywWndV1dHTk9yYIk54oi22TWrqI+EBpIspt6RnwmrPZbNDOptvtOpRFmaR+vx8wwfiMGOERntE1mK3nRL/f9ygzhgAZUZGpF0M3N8k/6fyj0SiI6mir1VVbm+l0GvTc0vzW3+j138RkZBKf71Wv1ws8eH1P0HFS/6ijo6NAsoswaswKlBg2x4I6iYoKk3TzWMOmd8Fsjcrcu3fP35M4smWNEyMVoiOsyWM96WAwCASnOadj+a8keTdClYVCIYhWYsg4/hs/QwLITQXi/D1h1Z2dHR/3zz//3DU/P/vss6AwO5vNBmzS+HgaG6Jhb2O3dvN6+PCh/fjHPzYzsx/96Eeuk/X06VN/Me/duxcoFw+Hw6DvEJUmVPDHB6CwnOKiZCKS5q0HXavVgkJNssx+7/d+z18QvpTz+TxouEgMfzAYBIubNhUtujoeoQ5i3hcXFwH1meKx7PGTSqUcWtvf33fB3PPzcxuNRl7kWK/X/d6+//3vB9BakoCxCi75Ny5Uem7tdtt/r42Zhdo6HhVD+PKKRaXvnJ+f+/289957AU2ccBdh2Xa77XCgrkOmDU50eCpKMK9EWrOem1QjkvqLxf+P8xs3LTqEtUTfnkwmNplMfKMmPX61WgWbHJVA2LZeG6DOERda67h0UAh9np2dBQsVmXqEmVKplDsuDx48CDYbXVulUgkUHQinMb9Jqr9gPkJrMuaiUqmU52GOj4/t1atXPo46l66FY6jnzo1Myh1kitKZpcgAN/N33nnHC+FjB4+mMRRbmUxT5t2SRH71jiRBp/H4MCdKWPb09NTXma2tLYcDueZks1lrt9tBWQLZtVq3hsOh/d//+3/NzDyw+Lp2azev09PTgHauQaQ81Pn5eYDJklpNz5wilDGV1OxqEbu8vPScSKvV8t/n83nHu0Xe0AJCdQm1eNCxWRvGCVapVHyClMvlQDCT8kWZTMYXfyZca7Wab8bf/OY3XcLp4ODA9vf3/RiTycQ3sEKhEJAVlGxNpVI2Ho994dN1mK3FeFnzQbV2mSKvpAhtsVgETgMjBnrTug4ZX14+t8lk4rm5733ve+6oHB8fB83ybkoy0+NeLBZO8mF3YF0nIy965poTVAtRzoxOSFJExdyaIgjWfVG5gpu55vhoNLK9vT0fUzoAce2P5ufx8XFQJhHXW3ER5KZGi0kdmlNsUTOfz4MoZD6f+7Nqt9tBHoaLpkoG9LekWkgzC+YnN7k4ytDc297eth/96Edmtn5fmM+OvxdHw/FnNA/pVCU5Gvy5WCwG9VfM9dFRYS2XhHjj+RtfG3+f5PTERCLdIxvYsp4rJvQwameE+fDhQ4/Q9D1dN+vBmMN/G9vkvDa2sY1tbGO3zm5t5KXIxCxsQbC3t+e7/LNnzwLh2VgbTd4ehSPJUDQLI4JCoeAwJFsQkLI6nU4tk8l4tEW9u06n41AFISHR8+VhnpycOBV7MBgE+R55tePx2CqVinu29K4ODg6CAm5Fhc1m07LZrLf9iNlk8pRarVbAYspkMgHLURHWy5cvPRLtdDr++9lsdk2RItZbM1t7Ybq2uA1F7DHeBJ/REy8Wi34Nn3zyiT8f5hZIu59Op95rS89E19ZoNIJ5xVyl2ZU3HkNUSR6/Iir9jXBLr9cLxEwZmTMK4T1wbPP5vF9zpVK55nUnQUSEv3WfhDuTjO9F/BlGzITMWZSfz+etVCoFkYYi4/l87nDtYrHwIuft7e0AaosLvfUszs/Pg+iZgrWE8/g8z87OAtUYFpsT5lZhsL7P9YMQ5HQ69bkcIzkcQ14Xc6nMxZKxzChdReMcDx6PLGAxf5kfThpDQsFsi8MCdZY5MEUSp1S63W6wTlCYV+dhS6K3jbxu7eZFAgYXQcETZuuFgQlELi6kGJtd0eD7/X4gZUJsnZOqWCwGGx4hGfZLijcIYsxcEMvlsn311Vdmtt5k4s63+px+Ho/H3nHYbC3jpDzVYrEIYEdRwSuVSnA9FOMlZMWFVmoOvG6N6XK59KQr+yEVCoVrtVg6tjYM3b+w8OfPnweNIJl7jGFIEj5oJARwgadKCRedUqkU5C4ymUwwPjw+6374HLjhVqtVX4SZj9D36YQI2js4OHD1kkKhcC3XQhgzaTOP556+q/PE0LSOxZ91HP4//j7nPhfZ+HpopIwr90JIkErjOnaj0XAqthw/LpC8N9HOj46OfAxFeqFCDQkP2nxKpZJD7lKNoewS5a40r+OaMa4l5XLZofbd3d3EWio+m3i86EBzDlarVXd4ORZmYTkHy2ioFCMVDMpIkXRGSJQOGUWidS6z8L3iPJIqv/4/HA6DXLvWCdapJRGQfhvbwIYb29jGNraxW2e3NvIaj8fuRXU6HYcN2u22J9pPT0/dy1f7CxkhJhrZVklGnUJ6QTE8QjhP0UC73fafW62We37ZbNZ6vZ57S6PRKKDQJhUiHx8f2927d52x89577wUJV0V+cc+dXq/n0U4SnVgWqz6QKq5ob7Va+bHYoqbX6/nnB4OBXVxcBIoDGvdiseje4tbW1rUogbAuoRNFdbu7u+6ly3PWtdXr9aD1QpJSxPb2tp2cnCT+jWMoxqTZFQOO18N70zxstVpBdCYWqo6t5zgYDAI2HWHQuFwgCTrNZrNBh2QeW383C9vW87iK6OJSAF035x4jgvl8HpCfyKhLKsYW8sEifZ5TP7PDudQYSDqhKoOOdXx8fC0iSCIliCRhto6uBM2nUqlADzSbveoknslc9d0j04+qEypyVoTEiCQmb8TXKWM/MSIkqVQqWAsmk0nQgVjvyMHBQXA9nBNECvgub29v+3ik0+kAvo4RIo2HWvXoPLofdUsWY5OtU0ajkf30pz81M7N33nkngB3fxm7t5kVh20wm4zDMcDj0QWP9CkNas+sQABcg4v+ErwqFQqAMTsFbwkeUfeEkbzabDm++++679umnn5rZVV0Uw2hNEEIYlUrFF+t3333X9vb2AmaXcgiECfgiaXFk5byM+ZH4ZzMLWG9JrCbCnPP53K9FeZx47HlefY69gSiqHDPydM+DwcCfwXK5vNaTLKkmT/egayaezxeYGxaZqfoO6724qVCEVSY1By7CXNwoNMzF/jcZnwtVSmjMaXCuxyUGMa2Zn+MmIMiv0+lYPp8PNjMac27c5LnwkZ1HCnupVApyTzGjlEYo+Cbjd8gGjec45wdh7njusQSE58jn8/4OkB7/m6DVuIZLFsPNhG4Jb/I5xhAvIeS4REDM2xcvXgTqMoIGldvT8fL5vK+vvV4vkHTTPZ+dndn7779vT58+NbOrsg2zME/G3mk3zZ9/rW1gw41tbGMb29its1sbeVEJQP83Wyd86eEoiRr3UoprYOTNlEolh8LiOq9yuexe7mp11SPq0aNHDhMKIkpKSrKNw89+9rMA2qPgJaGOarUaJFvfe+89v496ve7MrHa77QlsepHskKrWJKwloodJ8VzCDIQRCPHwO9RMY/JYrTOSIC8+Jxa9plKpa6oaMkJRjJJ5T/GxyVjj76fTqRUKhUD3jcQSisDqGXQ6Hdvd3Q28fpIDZGQrivjDrsVJxbJkuZGtpWtIYgLmcrnguIwaCAeSxECPXceQN03WZ0yU0T3v7OwEzN3YWFyuz6TTaavVah5hTKfTIILg8yFBSb/jv7wmHTvWybspuk+CrASJcryTdB3jKDBmcgrOI6zMyFzHMLuau4p2qtVq0BmZaxOj37gQXsa6USIF6nau/ytFYbaG3fVzvV4Pukz3+32/nvPzc/8+W+FwHGu1mn3++ecBq1HHU5G+2VWLJDML4M+vY7d281LrbbNw0WGvo+Vy6YPGwTe73jiQvZv0s1iDlLRh7uO//Jf/cu339Xrd5vN5kFfSIlYqlfxlPjg48IkTFwUSmuN9EloQJVjsthgyk3E8eC06BlUSNB7lctk/R/qt2fW+UISb1Dfr6OjImZPaMGOKua6TEIImda/XCxyAeHHjwp/E+pMliZ5ybFg0rs/pvvkya+zMroqnuSBR5VvPt9/v++9VRM9z8ZnoPPEmHy9OScb7idlb8f+TNghdn5ygfr+fCNPFC3UqlfJ3i/kvPlPCqMphas4z58W5R4dEz+1fKlaP7/GmHF783KiQo2tMOs9NmychP25YfNZxUTAlx5hHXCwWAYtX71uxWAzukxA4qfdJHQV0jWRpiqUs07HoiJycnFilUgnyqnpusVNI2jtFIJjzYlqFTip7xH0d28CGG9vYxja2sVtntzby6vf7QR0Ba3KotyXvUNERNbpk9MBTqVRQGNpsNp1tVK/XvX36f/7P/9nrqn73d3/Xi5efPXtm6XTaYUS2yqZ9/PHH9g//8A9mtvY8R6NR0L6CLDwavS4zc81BJsf1f91bHEHI84o9SerbEU4k3EkiQ71edwLKeDz2n58/fx5IQFF7jhAkoaxMJuPfLxQKQddbeq+MvOi5ilGYxBSlaCnPKYktetzyfinCzLEtl8uWzWaDTsq61+FwGCAArA0zC6NUeqKC/VgQKw+ZkOZN9puiT0KISZGf7kkQEYkUglV1P4TPKMkWw0gs5I2JAyQ5yahJSVFbEQ00vtVqNUAOZDGjL5VKBWw7nicpApfEV5I2Z3zsJAhRkF9S/WH8XaI6cesgSovpGVQqlUBCje8FdTUpL8W5K8hba0CpVArIR/oc69nY3ojjY7aGwxkx6/f9fj8QG+/3+4GsncaG32GH869jt3bzIksrbjyoCcNNwCzczOJ8jQZX+Sf+zBb2LLDVebhBTadT6/f7QbM/bYbNZtMfHIs01YuHG1PSImgWYszHx8dBDyHSW5MKjgWPMg/IRVTHns1mAQSpzdVs/aKS4adNmxvcbDa7sTngTVAHteViuCi+B/6ecAdfjNXqSn0+l8sF90ZGXwzr8Dp5PdwEOp2OPXjwwMzWlHjSxAlXxYyzeME0s0DfLpVKOZTSbDat2+0mUr5jphw3LUJwtBgyizceOgTs0Sb4mw6IVOnZD4vHTYJrb2Lp6dxktrH5pJn5O9vpdNwp5OYXF3DrOLyvf40lwYNJG6POqXdeVHQyKZO+w2egzYqLOvNSMv7eLKTUk0nMHO3u7m7Q4WE4HAbHSHrPLy4unMlcLBYDiPf169d+Tfv7+y4m/PLly6DMYzqd+vwdDAbB/FAAwE2SwuBfx27t5vXuu+8G6uSaOMw10OOezWZWr9d9wGazmS/2xJXH47F7OuoKq5epUqnYt7/9bTMLN89ms+kN+IrFor1588Yr/mu1mn+OdPCXL18GFHbSa5l0Zy6M3nO32w261sYLPF8Y5hDK5bI9e/bMzMw++OCDIKfFTZsbO+Vd3rx5cy3ZrWcg4gGjGTbM1PHojbN1S5zLYkTBRY+/Z2M75jq4scXXGxNjYhUIHk/H4gJdKBQCkkRSxMuGlaVSKbgHbqzHx8deb0TPvNfrBYsdN8N4PGLKd1zmoHtj1BB/hlR1oQvZbNYdFdLcFdkkRbmcezFRhmPFseZiPxqNnMqtc7BjOh00WfxMV6tVoLSSRImPHYC4NIH3pmcymUyCyJgq9NxUYvIEr5O55N3d3YCgI2MpBiNePUMqABGd0O+Hw6EjNgcHB/b8+fNgLus7i8XCNxUKVnc6Hfvyyy/9fur1uuew//Iv/9LH8ODg4NpGq2Ow2W82m/W1odfrecT17rvv2tvYJue1sY1tbGMbu3V2ayOvZrPpXlitVgu8PVKpCbuQ7cNeWBcXF669lUqlHIp7+fKlffTRRwEjSKH0ycmJn+f09NTzX3/7t38bYM4XFxfeJqBarQbQAin4ZhZ4UYQTkmAHebg3tZYn44u5FrLJut2uR1sS49TPMkGNjJDosSoCefTokcORmUzGoR7dD709Rl43UZcJ5bJpJhmS7GG0Wq2CvNtN+R0dQ59hlEiIqVgsBv3VSF1uNpv25ZdfmtlaMYBwqY49GAzs8PDQzNYFnHGUwoJWRmSMrigwS+M13xSB6d+kiHU+nwelHBz7brdrd+7cMbO1l8xI5abC6TiqS+q3pkg4ztmaXaeT81g6zm+ym1iH8XfF0I2vORYIuCl/1mw2HVprNpuOyChHS5p40jUvFgufn41GI4CZh8OhR7kxgsD8VQxj0liUL2iO7WH0f55T87jVavlzOzs7s9Vq5WjSeDz2tZKRb7fb9f+Xy2VX0zG7YmrrvjXfM5mMR6wqkP66dms3r8PDwyCxy8WAgreERTqdTiDaK2iPEjCj0chhk3q97viu2fpl0t9ms5nnez788EMnX3Q6HSsUCn68fD5vv//7v29m63oJhczE6SW5pHNJHdwslHeKE/Kso8nlckFtijbEs7OzoI6I8lenp6eJNRtc3KRCrYWkVCr5GGazWZ+Iw+HQNxjWw8XHjhXnlcP48ssv7dGjR35dkrXRd7iA6CXf2dnx8by8vLTJZOKfY/0WoVdSsZWr0BgQrqnX6/4ixovFeDx2Z4V5Nn6uVCr54iYVD25SVIEhRCy7vLwMBKeHw2FQbsB8K1VWaMxjcuFOoo/rGtT12SykdseOUuws6domk0kgp8R7plNG+DiXyyXOw6Tc3U2bwk2bD/OdqVTKF3USd/6l8xBa03wlhBjndek0x7lGHevi4iJw0Or1emJjSKUUdJ+E4QlP6rxmYf5Lwrw6z2w2cxWMf//v/30gUybY8enTp0G5T7/fD+a4jjUYDNyZ39/fD2Dv2WwWiFSTdq/16G03rw1suLGNbWxjG7t1dmsjLyYHza48FRYfE1YiOUP/ymMl5bTZbDrcI7UOQl5KJqs3ltla3YJqHGxVQg+P3mEulwv0AE9OTjyB+eTJk0Q1BEYJ0mljR19CW/IwDw4OPFKSF5jkaXIMdTyzK4iKkAQZX0nQXpK4K1UTeH59/9GjR/bjH//YzMx+7/d+L4CY2IOIieler+dwhoo8mfhPgo/n83lA7yesOp/PPeogpBPbZDJxr7HX693IoItb5vD5x0l4XSfZioSpGo1GIlRYq9UcQdja2grINZwvMXGA5BjCi4wUVOBqdp31GsOIeg61Ws2h5JhtyE7gjIZp9N6TyBlJECF7dml8+Ew5BoTg2HsqJlkkMVDNLCBI8Z24ScXlJsKGvsP3QvcdQ718F/n+kgBD5Q2StETH17NaLBZOEPrVr37l83h3d9f+7u/+zsyuaO8aUxUtm60jRKIyMURNpirTILJareaRl9aRr2u3dvOK6z24YIppVKlU/EWKFeSLxaIvYqR/ZzKZoBne+fl5Yg5ha2sroOfr+5eXl1atVj1vQJFcwhZbW1uBcnW1WnUWYKlU8uuOX6p4A9Skkmq3jIs4BVB5vJgOngRBaBFmXzRuoFy09CKwt5fwez2farXq3xkMBgHVXfBqt9sNGhkyV0gI8ezsLICEyNhstVr+TJrNpi9Us9ksUAvhQsENOJfLBZs+LZfLOSQYKxvEqvBmV3WEXFw49rqHePNaLBY+plyEuREOBgNnlmmD4aYvB4nQHhdxGTcsjcFgMHAHj88pnocch8FgcCPT7vLy0hcu5UdjWywWfv50Om2dTsffUy7CPLYawOr3pJdz3HidGhOzq00hybkg9Er4PEm4mc4Kjbkw1oKNx2OHBAuFgo8Jj0WIOGbH8nisj6Njoc2LKRa9f6lUyvv+PXv2zPNfs9nMxuOxH6PRaASOqebU3t6eb0CvXr2yTCbjUOHOzo6/P8x5V6tVTzUwL/51bAMbbmxjG9vYxm6d3drIK1ZdkBWLRfes37x5415Ct9u1er3unl8qlfKkO6G9+/fvu5dZq9WsVCr5MTqdjkdlbMlSKpXca5InxeS5opB+v+/nSdIi1PFYt0b1D7ZDIBtJ/8bFojKNh8aMURXPzcp9/Z51JvoOYQOSY1gbdlNEslxetf1gbVen03G49uLiwqOveKzH47FHpbFuZLFY9GtjtFWpVIJi27h+K6lQezQaXWsZY3adMEAiRPz7mGBDFh0jiDjZr3vj+eI6r5sYhSRJsCCbNYGcG9KUJDSt+ZLP5xOhU16HrjGJoMAoX/Axi/dvQgB0zn6/b0dHRx7lxp/ld/j7TCbj90rmL8c5Lpwnq5dzPIlIYhaqodxUdydj2oFFxXt7e37MVqsVKMwkHZvzU+fRNceKJfyZIgPL5dKjpfPzc2dCf/LJJ4F2KovdSYhbLBZeoD+ZTPz7zWbThsOhp1UWi4WPIdeGvb09+53f+R0fg7exW7t5ES+OKbmaBNvb28EinEpdtTJnby5OVjPz76tqXAO/vb3tITfzaaS5mlnQ2I4LLPF8tvDW/2Wk5zJHlEqlggWZEBiNCxoZdLGxSJH9pgihiN1Eth7VC4jTk73FF0F/15hyQZXl83mXuhL+r/seDofBpi+Gk6j/Zuvc3uHhYbCZUgZHUAVhLSpt6F9KRyXRt+PvcgGJJZTIzuOmzTnBhSpeMLhh0chUjR2abDYbNGbV87l3754zZfm+6Fj6f6FQCJqFMseTdC36G+HOJDacziFYSSUY+g4XX52zUqkEzSmTxkFjzUU8nU77MbjRE76miUGnceM1ZDIZP/94PA4EvvXOyom7qVcYy3P0mWKxaO122xf7u3fvBg6pHDSqBLGcRdfN+9Y7RiFs9cWj8yaYebVa2Z/+6Z+a2fq589jlctnvL5PJBAHBf//v/93M1lDjn//5n5vZ2un/5S9/6cFBt9v1eysUCkF+6/nz5z4Gb2Mb2HBjG9vYxjZ26+zWRl5mYbEpf05qUSFPnB70TaE+C/xY8Mvogj/T8xyNRra7u+uejq5JfxN7rFQqBTqLsYQStcAYAbCNAxmXTGbHYxRDLTpesVgMvGzCQYSBYo1IwkX6mV1V40iWHiJZWTH5hB4qiSGTycQjrFwu51EdI9FGoxG0ceh0Oh4Nq2VFfM2KlDh3YqZkPGYyjhXHQ5ZEGuDndN2r1VVfOEayamNByCjWcTQLYTHKBZmFsGysN6kxFCzNliaEfAlZ83kRwiKExqgyhjpj9mFM6DALNS5FemHkpOuM5xS/x+MRliVzL56fZKrqmPoOUQdaPKeT6jEZYZZKpWsCxCyEJ3TLc8W1cUnEEsJ0jCDH47HN5/Og3YoQj//xP/5HQDTju6xj6vwUAJZ94xvfsPfff9/MrmrBJPZQLpcDhrfGimjLTZH8v9Zu9eYli6ncpIzzJa3VagHTRkYoy+xq89KGwIeq77EAmi+YxEyZuyAjSHjxarUKwnQuoiw8JSuLD1ubqr4zHA4DxhXHhpsXX8blchmwFbmpUE08Hmvi39wUkr6j+yKll5sFi2O1sU8mExsOh+4AcGHhi1ksFoPCaCp21Gq1YAHioseFLYZ4uCAx7xQvTEmbB3NEpNOLuaVrkCKD7kFQGiGmfD5v1WrV4SOqbVDRneOh8gn9jY1M37x5E+R7ubHy/9x0Ob9iByidTvvC9/LlS4faqXrOjVCQ3U2bl4wbpxZ+jrUgYzLyWB5DOFT/5wasc/Kdz+fzgaIKYfM4JXGToxOryHA94ppBFmEsxs1NkixPrQEqGUnKfbL5I5mtum4Wket4cX6Un+e7PZ1OfU40Gg37kz/5EzNb9+2T49VqtWy5vOrnRYYynard3d237uMl+39i86LFURh/H3cB5UDHVHqzq4dLT0qfGwwGwcsj06KnY7OTMam20+k0oMozV8BmcfHLHF+nvPG9vT1/seM6npjYwkUj6XdUWSgWi5bNZn1xGgwGQeTDPA5p88wNXl5eBh4b5Wm4gFDUk1FkKpVy/Nxsnb+Jx1OqJknyWzfVWCkaYosWNpDkvd1UF8UolXkyNijV+TnWesbtdts3FS6A5XLZGo2GbxAXFxcBPZ73INNCr7EvFAr+8wcffOA5xUql4s9Ti6tyGlRgiWuMdD9CJCQf9Lu/+7tOuW6320F+Q89HVP2kxXq5XPqciqNNRm/Mt5IsxA1K32XHZuZymWPS+6J2JnSwuDFpU9ve3g5ahfxrTA6FWSgFJichCYUgwYL1ivFnuTZRVeP4+Dh4rzKZTEAA0bMajUZBPRjbHrGOrVqtBhs4nwHLkij9Vi6Xg27O5BHIkpyX38Y2Oa+NbWxjG9vYrbP/JyIvMrli7JjeFPNH9CxGo5F7nswdxZFXDBvq94PBIIAr6vV60JPo4ODAzK407nQsNn9ThBMfm7mgdDrtIf90OrVKpeLf6XQ67sHTYpYYVQ4IFcT5KzYNLJVKHu385Cc/Cbww2Xw+d4+bhaVmIWwg9lNsZE2qqaOOz6j07t27dv/+fR8PnoN5AkZ7cTPQGAKkOkpSicFsNnN4NaYmx7R1eaUsxhZERbhSHvze3l7goeoz29vbroRgZvbzn/88yEuRRatnJd1IUpT1HE5OTgIoTD/XajVrNBo+XweDQSLkpTE2uyoj0LHPzs58ThF+Y9RUrVaD95TzejabBcw09tbTcTTmeqaE2BqvNAAAGNhJREFUAHmdl5eXVqlUAvhVz4TPlwhGuVy26XQarBVMPehnwmelUikQ8yYEzsicTL1YY5ORSswWJPKh6xdzmNELf9Z3tra2fO6dnp7azs6OHR0dmdl6vj5+/NjM1mxBXbOY1bof5hFj1ETXzHKgWq0WRG9kiOZyuaDYnujI29it3rw4ef+lgdCE4oKVpNyu/9Mo4ZKUEyGtu9Fo2FdffeUP+ODgIOhHRNiBk4LCq4VC4ZrIqkxYuIQ8tWiQNJJ072ZXKhTKJdVqtUT4KSYhLJdLz8s0m82AjKLJ2mg0Alo1X6qYpJF0zljih4nuWL2AmwA/H+f6khTE9Tf+zJeJeS7Co4Rq2AH3JiJHrAZBAgqvheQNQmlawCioysS9rFKp+CIqeIdSWnompVLJFxAScKbTqR0fHwcbPOFOXU+hUPANTl17mdhPWri50Ak2ZV5JxrwWVUFECuFc4hwnnMYcF/ODbLgYvy9JULLZetMkkUmOC4lUL168uNblPIlAtlwuAyiaOUrC+9yMqULBea3xYO5T183Nl/NYebWk5rh85wgLC7qN6fYaf8L7dJS4YVUqFR9rKuQMh0Mfgw1suLGNbWxjG/s3Z7c68iLTJqa+mtm1ZG+r1Qq6ndKLo6IFPZDYO5LRuyFhYzab2aNHj9yTXa1WDomMRqMgAR5HEzoPiyHp4Waz2UAPjEwoJtqpmEBLp9M2Ho/9GHHESboy4YRsNutMwL29PW8Fk06n3Ytiq3Hqn8mDI5TLa+PzIdRC1luhUAj0IZNKB5RkjyFSnYPRJ9umrFYrj3IPDw89imGSeTwee+RZqVRsMplcg7R0r4xAqIlHrbhCoeBzplAouAcf61NOJhOPcklljqMEwcWKYEiLppet555OpwOB3OPj44B8xKJnQuOEz4ggxBE/x4BF+ZVKJSjYZ+sUXWcul/OfFfWzYFg/U4ha96R/U6nUNZas2fq94LsaK1HwGsjMlKVSKZ8H29vbAZxP9CdmOZPpyvdqf3/f0wDVatXHY3t722E+EnBUoM/r1ngQ7uXaVqvVAuSkWCz6syuVSkGhNUtdGA13Op2gkJ6MybgkQcfI5XKeaqBqC3svvm3kdas3L4rFUqqJUkKaLMPh0O7cueMK3HFdEpUiYqYbISNuZGQ48eWPYS4uonp5+Rn9jTATe+ZQjkmwoXp+6douLi6cgkqJrPil0vXG90ZbLBY+tjofFS64ON4koaTPS2BX54yVRZIg2X6/HzQb5fOJpZQI6cQyRzJu8svl0iW+er2epVIpz6F9+umn9s477/i9sGRC33n8+LEVCgUfF+Y7yZQjkyu+nvl87s4AYaC4Vo8s2OFw6D8TrqGY73w+t52dncAh0M/b29vB4swyj2azGcCTzOcRCubvY+iUG6uujQttvV4P2KVyAswsYJJyYVbjRM7buNuBzp8EW8b/53ulY+i4VMggDMl3ns5JXMvFOVYul53JSDh9PB77Zw4PD+3x48cuRh3nb9k5gXJZr1+/dmen2+0GSi16f6i6IpanNq9OpxO8pyzp4f2TL5DL5dypq9friWVJytfqfTw4OAjWVB1ra2vLHbK3zXltYMONbWxjG9vYrbNbG3lNJhP3mKlcwTYog8HAPZODgwM7PT0Noi15EDs7O14DE0NMrA2jF2Z21Y9mb2/Pjzsej4PII2ZsUfGDKhqsM6GG2fn5uSdvs9msMxd/8IMf2KtXr5w5NJlMHM67qUZJkAoZk7HQb3yd4/HYstmse2W9Xs+9q/F4HNSqsaKeiXGSItijiuwtFmwKgtR9l0qlIPpkxMrnyeiNESUjonQ6HXSCXiwW3o35nXfeCWqZCFHpuPv7+/bmzRv/G9UDOAZxwSYjbcLCk8nE627o2Y/HYysUCn4M6lh2Oh2fO1QskC6hPPNMJuNRTcxQk/c7nU6D80wmk6D2JyaqmF0RNAhJ6vuEyajaIniMDFB21CWzU/NAZAsy2BjlkiDA6Irv22q1cmisXq8HItUsqmdtpo6jfykycNP7omvSd3Rvih41thqPV69e2R/+4R8Gz0/3RlZit9v1d6nf79ubN298vlIppdlsJo7T5eWlNRoNb7c0GAwC9iLnIREVFswPBgN/buyYHpNJdnd3/b63traC72ut7PV6Pndj8e7f1m7t5kX5EeaC9LDM1puKfv/q1avghWHu5yc/+Ym99957ZrZ+manCQWFb5tZYIMuXXE0m9WCGw2FQNMrQngstF5d8Pu+bQpzv0TULM9dC9etf/9pDe0IacelALLfDzyXl9mLjIhYvFIQgeAzmKl68eOHnjyWndJ21Wu2aTBBh2JitpzHkPZHxFcOGXGTiPBkdlyTFktiB4VgT4prP505hH41GNp1OXYF7d3c3GMP43GZX84PFpvp7pVLxBYBOkKSzCOsQHuTPLNxl8Wyv1wuuQ+NJ1p42BMKihMOVK2R+UexRLtByIujsEc5X0bcWeC58HK/4+bKwdzabebeC8XicWLiuXFxSKUEqlQqYclSN4HjGVHnC9nRu6KxxI5lOp37fw+HQfz49PQ2chmq1mgjVd7tdPzb75MmZoPSanEeWCyUxtpPmSzqdDlIXLF3I5XIBvE4xAR6L4/E2toENN7axjW1sY7fObm3klc/nA0FTeQP08u/evesh9vb2tj158iSAdfT9Dz74wI/LBHgM9zBByciCLesrlYqNx+OAdSNPQ7qHZldMN7O1RyX4xiwM4QXb6ZofPnxoZuaJ+U8++cTM1t5WEnQS10XF9U/yfihnxMRyfK+UEmLnYo2Pvs/kL6MqRh2s62I7EGoW6h4YKdBiYgbZhzJ5rGbrKEjXrLqbJF2/drsdtI7Qdxjtm62jRN1Hv98P5KoUPafTaSsWi84go4wUk+s0eexJArEqatfndG+5XC4QoyZsp1YhMt6zkvlmIQmHUTbhL7EQWSfJgnLNcb47sWwTIWchBmYWtJ8X/KV3qVQqBTAV2X5EFzhfs9mskyc4X1OplL//l5eXNp1Og7/JiIoQ7dG96jNkHw8GA/9cDAtSPqnVagXw4unpqZmtdSi/+uorv2Y+30ajEUTDurZut+sRJjuML5dLOzk5cUbtcDj0er16vR5IPSVdp/6vMeG7WavVgvUwl8v5XNrb2/MxIJOYx3pbu7Wb19bWlr8ItVrNJ+KrV6/sww8/NLP1QxRkV6lULJ1OO/arF91sDWWxqaEwZhV8skKf4TN/z8I9LjpmFsAtgpJYBKvFjC+ZHnD886effurHHY/HnufqdDrXemjpPFy0Yu04Qp/6mdCEoDCNSbfbDfIgOicXEMIEOja1zW7SkNN43r9/39rt9jV4T8Y8FxlRsbiwvlMqlRyy29racuj16OjIZrNZwPxTbuab3/ymLyDUcMtkMoGKxPPnzxOVypOKvjnuzH9xY+YiHI+j/ra/vx/cp35eLBY2HA6dMXl5eemLFptRlkoln/tanPU3npP0/JiFyOJhFkb3+30/NuGqUqkUCAqzOLtcLge5Pi3C5+fngSMWs+PIAozLCJIK2Tnu2WzWr1+KIVxgZTE0Hmtcml2pguh+qGxycXHhx5MYr45TKpWc/fz69esgbyjHKd689vf3g02Xyiia49PpNIAN+/2+ry3j8di/z/efY6M8o8Yjm73qEVev1z0t02w2gzWHjsbh4WGi0AJz24SAv47d2s2LXtTFxYVvUpeXl/bll1+aWZiAf/nypXU6HY9Udnd3nfzAl5mbiPBdehqxMoDZ+oHoxW6324F3wU2uUCj45tXtdn2Cq+OtJt+dO3eCc8pGo5Evrv/n//wf6/V6/jlSXXUf+pcTVNdkFkY+MTbPexyNRn7dukadU9dHj51RnBLrjNaSXhhFJ2brTeXv/u7vfHGJIwgdi7JTOzs7AWGDnnCn0/HFgDVAGkvdLxtDPnv2zMkOjIqVzxC2PxqNgk2bgsRsYijvXtem++71en4e5kREceZiSTUDbioaN7Xc0H2vVivfqIkobG1tBWLRjEL4fBaLRdAeKFanoRPBnK+eAWuPms2mdbtdP0atVvP7fvTokTtho9EoWJA5BmwgSwRhNpv5dcY1RPT6za7e2dVq5c+j1+sFqMpNyEX8MzdPyloNBgMnje3v7/t5WOKwv79vvV7P7/urr77yOdZoNJysVC6XPTrLZDL28OFD3/CWy6Wfp9VqecRbLpf9HRkMBnZ+fu5R3Xw+D+q8NI/ZsZ3KKhpf5qN1PXt7e/4Mh8Oht0XRtRKxYvSaVCP5dWyT89rYxja2sY3dOru1kRfbZpB6zFYHz58/958Hg0EA0bBnDgVRq9Wqh8WiZdPDSoJr4mgtZqDJmDuZz+dBG4q4DTlhO56frC7meGLMnsynuBCZuSV62YSf4iJMiqUy2qMmnq6TcJOuQc+HKiOMnMgQExVc0V6n03E2aOx9k1V2enoaUOoVXVDAmPep6Ex/63a7Qa5NsEetVgv6ahUKBfeYCRUOh0P3mKWGYHYF/SYpgzAiymQy1zx2qsgkPdNYS1C/0/3xXqiqQdWG6XQalC9oXkog2Sws+FfBMovvmQtkOYiis8FgcI3dqmjpV7/6lT/rRqPhUaBykmKt8fvD4TCIohgRxeMj43Uyh6f3heMYN56UxYobPHYS/Msi9u3t7WA8Sc2vVqvBs6ZIt56V4GoyMzVHC4WCj3ur1fLv6BkqwhoOh8F8Y9kI3yv93WyNUgm5aDabAdVdc1xsRd1TXKSvseI9k2H9dezWbl58mVhB/sUXXzhcUy6XfULqISb1J1IvKLMwgS4BUx2j3+8HVHluKvp+r9cLlJMnk0mwcFJJXhOs0+nYaDQKJFh0Tn6Oatl68JTb4YZxkxGyIlRI6RxSvvUiC8ppNps+YSkvxZoTStqwlsTsSq5Gx5b1+31fpJ4/f27NZtPHand3N6DxE2cn3blWq/nLXCqV/GWsVqsBGYVkieVy6deayWR8HnEDPz4+DjrOshSCL2OxWHQokjlVQW50LqiMwByT5k232w2gcapv3JTv0fPUd6bTaXCv7BFFuIe5vkql4s/3/PzcNzL2xVI+hHOPsJCM99PpdIL6QyrJ379/33/+xS9+EeR0BoOB12Dm8/mA4MDzxI1dNefY5yqGOuP3hWUWN6nQJDkQ2jA1L3O5nG8k3W436DQg50SEKyrR8L4F81EZRfC77nWxWARKHoITmcOXYK/mYqfTcYHm4XDo5+SYMW9lZvbuu+8GUm3MJYtsI2if961x53rGmrGk7hK/jW1gw41tbGMb29its1sbeTFkvri4CLx5smRevnxpZlfelLygWHVBv69UKu6ZmIVRVbVadS9oPB67x05oQPCfrq1cLieKmK5Wq0CJIDZ5N9Pp1EP2fr/vCXh5fvR+/yUTkYSlAFQGEXQkiEHXMRwOA1YiE61J51WxrM75m4qMGTUQLiI8SNFSkmtIyhBFW/AiIyyzK0+dUJo8QkKnTDjr2EdHR+7Vxvcd088ZRZHxFhc983tJ48Eidl2bvF8qsLBwvlgs2ng8DoRsKXLLqIEKG6PRyMf+6dOn/i4cHR15BDAYDNzLF2FE10qqfKvVCspW9PtyuWz1ej24B1K+RQRqtVoB1Z+KKDs7O0HPKl1PXLSey+WCCIean6SzUzCXkSQJMYzOyDYmAy/WeiR5iSSi2Wzm9/b48eMAqisUCn7sO3fu2Pvvv+/XSRFnknqod3lxcZGoHjKdTu3jjz+2733ve2a2Rob+7M/+zO+bUKHmxH/6T//J/uN//I8+vhRuJimsVCr52O7t7QVivul0OiBcsXA9Ljv5unZrN69utxtQLjVQw+HQJ8jx8bHdvXvXzMw+//xzF4k1CyG8Wq0WsPu0WbCOxSzE7QeDgbMVqRAgSSrlzeKNi6oC3Lyq1WrwkjFXwLoM5sVY/U8snDkA0tGVp2NTQ03Kvb09e/XqlZmtJ7heEPXvYr0Kj8cJqLGp1+sO72iRS1KU4ALIlvWSh9I5t7a2/OdSqRQw6PSsRcfXIlir1YLx1YtdrVYDSjLV0qmYPZvN/CWTA6R7J7TM8a1Wqz6nOD8FT2pMx+Nx0N2AMlQywa1cqPRzp9MJ6gq1UO3v73tdo9kaHqRaDHOSmpeCizVfuZF9/vnnvoC1Wi2fa4INNRfH43HAtJPl8/mAIUmon45kNpt1hnCr1fJjHB8f29bWll/33t5eQG+PKe1m5jC/7ufOnTv22WefmdkafmaDUM5JKn5wrpuF6i0a63w+7xCpIF3NK6YXWAdI5YyTkxO7e/duoFZx584dMwvfc9WNml0JUWs8KHd3cnLic3JnZ8fv/5133rEXL17YX/3VX5mZ2ZMnT3yONJtNh2spaTUajezNmzd+D8zV5fP5YK199913/WeyW8nMXC6X7nTk8/kAxn0b28CGG9vYxja2sVtntzbyms1mHuayRw0LI4+Ojuwf//Efzczs3r17dnZ25t5NtVoNuhLLC1ytVteK6+SRsR/Y/v6+PXnyxI/NxOdkMvEEOD1eJr2fPn3q8Nxyue63Q/FKfW53d9e9+U6n4wnS+/fvB8WlOo5ZSDqJox5GS2RMxgXHZB5KrzE2sc50TvZ74hgy6mB9DqGaVCrlEaaiGYoLJ2kA8veCz3Ts6XTqnjFVNRhRrVaroD8ZI0FdUzy2s9nMZrNZQNyhvhyT6TGkqjFsNpsBsSNWoTBbRzMkk8TFnbpmRuLPnj37/9q7l53GlSCM44WQACUxIjcsBIoCYoGAV+EleCQWPA072PAAIy4rxIKLxMWJSQQIyCyiar42sziaszmt8/9tBjSQxKbt6i5Xd4fiHz+PupafVqn5exZFYb9+/YoqUH2koMVGKysr0bwoXclDU/W6KKymiHyukBat+DG8vLxEIzL/uy8vL0ft6uvrKxqx+rnRduQVmn5tX1xchGtTR8PVdqDnqrq6jLeD+fn5aLSoe/bpv9W0uV5Lfiy+H5iu4uLt4/n5OYx4NVPia7hqet3Podn3QuGvr692cXFhZmZHR0f2/v4eCpGazabt7OyY2feEe7N4tFmr1ezt7S0aYfnP6eLC/pn8tap7l+l51BSxpub/jZnJP3lY8h+0v78ffe83da3Oe3p6CkPh19dXq9VqUSpKV2vXXK6f6Hq9Ht0g9Uali47qHle+tbaWVvvvjMfjKJWlKcy5ubmo3FiH3Hoz8JumP+/yY9UUjc7c18my/hqa4vHz8fn5acvLy+H9tfKqLMsoGFcX8PTf8ZSBrirgVYC6qrwHtslkEs5TWZZRw+90OuGztdvtsLSSNvharRbd2Kp7YflNWG9uo9EovG6e59EE97Isw9d6kepisR58taLVP9Pd3V00faJamabf6z5pOulaJynrsmNavajPA7XCy28y/hk0RaPPQcqy/BF4/NnWzc1NVGHoN0p9rjsej21tbS2knzRtXq/XQzuoLvZa3YPLP49uM68VbP1+34bDYaj01Am2emy64r5XKPozltXV1fC3K4oitCOtCPZKOX0GrqX3fj41HdhoNKLn3KPRKLzn4uJidA48EN3f34cOq1f9+aMHvU8URRH+Hvpcyj+rX4uDwSC019PT03Bd6eIFCwsL0bWwu7tr29vb4X18NZbz83M7OTkxs2mnYX19PXT+dHCgE8/1nuWdEw3Ufn702Xyj0YgqbQ8ODuxvkTYEACQn2ZHX3t5e+Hpm5nt77vf399BTa7fboWdwfX1teZ5br9czs2kP0Xu/+vBVU0e+461OPvzTXB1NyfgozHuV2sMcjUZRAYf3alutVrQ4qj4U1fSZTsr1tJSOkLyH2el0oofpupaZVq1lWRZSTDpC06G9L8RbXX6n+rXOjanVara5uWlm017g4+NjVNSg6RY/H3r8vuWHj4yzLAu92izLQm9VR2tLS0vW6/VCr/3q6ioqWvGeaKvVin5mYWEhtBcdDevoczAYhN+ZTCZRgZAuYjwcDsPX2isdj8c/9jjTPab8OH0ivdm07fnv+XH7OWy326Ey9OHhIVrsVbcqyfM89LJvb2/t8vIyvJYfW5ZldnZ2FhVmaPpSR+k6Qmw2mz9Sw37cuiiz86KV6gRY96eil6WlJRuNRtH6lTqPzN9fC6HyPLeNjY3Qrp6fn0PbaTabUbpU96yrjrz8HHa73WgUp3OxvE10u13r9/vhPYuiCNeYrxNoNh3N+3vkeR5VL358fEQpbz/XumBvvV4PbdXP6fHxsZlNl5fyzMnW1lZoH9fX11HmQtOtDw8P0T5qWsnpcy79/1z1mte5hzp61CzR7Oxs+LtpVqbVatnh4aH9rWSDFwDg/4u0IQAgOQQvAEByCF4AgOQQvAAAySF4AQCSQ/ACACSH4AUASA7BCwCQHIIXACA5BC8AQHIIXgCA5BC8AADJIXgBAJJD8AIAJIfgBQBIDsELAJAcghcAIDkELwBAcgheAIDkELwAAMkheAEAkkPwAgAkh+AFAEgOwQsAkByCFwAgOQQvAEByCF4AgOQQvAAAySF4AQCSQ/ACACSH4AUASA7BCwCQHIIXACA5vwEXpBv8QkX+AQAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(clamP(fSoft), string(\"Soft, SNR=\", string(snr(f0, fSoft))) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can prove that if the non-linear approximation error \n", "$ \\norm{f_0-S_T(f_0)}^2 $ decays fast toward zero when \n", "$T$ decreases, then the quadratic risk \n", "$ \\EE_w( \\norm{f-S_T(f)}^2 ) $ also decays fast to zero \n", "when $\\si$ decays. For this result to hold, it is required\n", "to select the threshold value according to the universal threshold rule\n", "$$ T = \\si \\sqrt{2\\log(N)}. $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Determine the best threshold $T$ for both hard and soft thresholding.\n", "Test several \\(T\\) values in $[.8\\sigma, 4.5\\sigma[$, \n", "and display the empirical SNR $-10\\log_{10}(\\norm{f_0-\\tilde f}/\\norm{f_0})$\n", "What can you conclude from these results ? Test with another image." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtSolutions/denoisingwav_2_wavelet_2d/exo1.jl\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Translation Invariant Denoising with Cycle Spinning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Orthogonal wavelet transforms are not translation invariant.\n", "It means that the processing of an image and of a translated version of\n", "the image give different results.\n", "\n", "Any denoiser can be turned into a translation invariant denoiser by\n", "performing a cycle spinning. The denoiser is applied to several shifted\n", "copies of the image, then the resulting denoised image are shifted back\n", "to the original position, and the results are averaged.\n", "\n", "This corresponds to defining the estimator as\n", "$$ \\tilde f = \\frac{1}{M} \\sum_{i=1}^{M}$\n", " T_{-\\de_i} \\circ S_T(f) \\circ T_{\\de_i}$$\n", "where $S_T$ is either the hard or soft thresholding, \n", "and $T_\\de(f)(x) = f(x-\\de)$ is the translation operator, \n", "using periodic boundary conditions. \n", "Here $(\\de_i)_i$ is a set of $M$ discrete translation. Perfect invariance\n", "is obtained by using all possible $N$ translatation, but \n", "usually a small number $M \\ll N$ of translation is used to obtain approximate\n", "invariance.\n", "\n", "Number $m$ of translations along each direction\n", "so that $M = m^2$. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m = 4;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate a set of shifts $(\\de_i)_i$." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "16×2 Array{Int64,2}:\n", " 0 0\n", " 1 0\n", " 2 0\n", " 3 0\n", " 0 1\n", " 1 1\n", " 2 1\n", " 3 1\n", " 0 2\n", " 1 2\n", " 2 2\n", " 3 2\n", " 0 3\n", " 1 3\n", " 2 3\n", " 3 3" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtToolBox/src/ndgrid.jl\")\n", "(dY, dX) = meshgrid(0:m-1, 0:m-1)\n", "delta = cat(2, reshape(dX, m*m, 1), reshape(dY, m*m, 1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To avoid storing all the translates in memory, one can perform a\n", "progressive averaging of the translates by defining $f^{(0)}=0$ and\n", "then\n", "$$ \\forall\\, i=1,\\ldots,M, \\quad f^{(i)} = \\pa{1-\\frac{i}{n}} f^{(i-1)} + \n", " \\frac{i}{n} T_{-\\de_i} \\circ S_T(f) \\circ T_{\\de_i} $$\n", "One then has $\\tilde f = f^{(M)} $ after $M$ steps." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialize the denoised image $f^{(0)}=0$." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fTI = zeros(n, n)\n", "T = 3*sigma\n", "index = 1\n", "for i in 1:m*m\n", " fS = circshift(f, delta[i, :])\n", " a = perform_wavortho_transf(fS, Jmin, 1, h)\n", " aT = thresh_hard(a, T)\n", " fS = perform_wavortho_transf(aT, Jmin, -1, h)\n", " fS = circshift(fS, -delta[i, :])\n", " fTI = i/(i + 1.0).*fTI + 1.0/(i + 1).*fS\n", " index += 1\n", "end" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(clamP(fTI), string(\"TI, SNR = \", string(snr(f0,fTI))) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercises" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise 1:* Study the influence of the number $m$ of shift on the denoising\n", "quality." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise 2:* Select the best threshold $T$ for the translation invariant denoising." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise 3:* Implement a block-thresholding method, that threshold coefficient in square blocks according to the energy of each of these blocks." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Julia 0.5.0", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.0" } }, "nbformat": 4, "nbformat_minor": 0 }