{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Gradient Descent Methods" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "This tour explores the use of gradient descent method for unconstrained and constrained optimization of a smooth function" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\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", "$\\newcommand{\\Hh}{\\mathcal{H}}$\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": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "using PyPlot\n", "using NtToolBox\n", "#using Autoreload\n", "#arequire(\"NtToolBox\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient Descent for Unconstrained Problems" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider the problem of finding a minimum of a function $f$, hence solving\n", "$$\\umin{x \\in \\RR^d} f(x)$$\n", "where $f : \\RR^d \\rightarrow \\RR$ is a smooth function.\n", "\n", "Note that the minimum is not necessarily unique.\n", "In the general case, $f$ might exhibit local minima, in which case the proposed algorithms is not expected to find a global minimizer of the problem.\n", "In this tour, we restrict our attention to convex function, so that the methods will converge to a global minimizer.\n", "\n", "The simplest method is the gradient descent, that computes\n", "$$x^{(k+1)} = x^{(k)} - \\tau_k \\nabla f(x^{(k)}),$$\n", "where $\\tau_k>0$ is a step size, and $\\nabla f(x) \\in \\RR^d$ is the gradient of $f$ at the point $x$, and $x^{(0)} \\in \\RR^d$ is any initial point.\n", "\n", "In the convex case, if $f$ is of class $C^2$, in order to ensure convergence, the step size should satisfy\n", "$$0 < \\tau_k < \\frac{2}{ \\sup_x \\norm{Hf(x)} }$$\n", "where $Hf(x) \\in \\RR^{d \\times d}$ is the Hessian of $f$ at $x$ and $\\norm{\\cdot}$ is the spectral operator norm (largest eigenvalue). " ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient Descent in 2-D" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider a simple problem, corresponding to the minimization of a 2-D quadratic form\n", "$$f(x) = \\frac{1}{2} \\pa{ x_1^2 + \\eta x_2^2 } ,$$\n", "where $\\eta>0$ controls the anisotropy, and hence the difficulty, of the problem." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Anisotropy parameter $\\eta$." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "eta = 10;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Function $f$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "f = x -> ( x[1,1]^2 + eta*x[2, 1]^2 ) / 2;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Background image of the function." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "include(\"NtToolBox/src/ndgrid.jl\")\n", "t = linspace(-.7,.7,101)\n", "(u, v) = meshgrid(t,t)\n", "F = ( u .^ 2 + eta .* v .^ 2 ) ./ 2;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the function as a 2-D image." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "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": [ "contourf(t, t, F, 35)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Gradient." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "GradF = x -> [[x[1, 1]],[eta.*x[2, 1]]];" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The step size should satisfy $\\tau_k < 2/\\eta$.\n", "We use here a constant step size." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "tau = 1.8/eta;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "_Exercice 1:_\n", "Perform the gradient descent using a fixed step size $\\tau_k=\\tau$.\n", "Display the decay of the energy $f(x^{(k)})$ through the iteration.\n", "Save the iterates so that |X(:,k)| corresponds to $x^{(k)}$." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the iterations." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "#contourf(t,t,Jmesh,35)\n", "#plot(X[0,:], X[1,:], 'k.-')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the iteration for several different step sizes." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient and Divergence of Images" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Local differential operators like gradient, divergence and laplacian are the building blocks for variational image processing." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Load an image $x_0 \\in \\RR^N$ of $N=n \\times n$ pixels." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 256\n", "name = \"NtToolBox/src/data/lena.png\"\n", "x0 = load_image(name, n);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(x0)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "For a continuous function $g$, the gradient reads\n", "$$\\nabla g(s) = \\pa{ \\pd{g(s)}{s_1}, \\pd{g(s)}{s_2} } \\in \\RR^2.$$\n", "(note that here, the variable $d$ denotes the 2-D spacial position).\n", "\n", "We discretize this differential operator on a discrete image $x \\in \\RR^N$ using first order finite differences. \n", "$$(\\nabla x)_i = ( x_{i_1,i_2}-x_{i_1-1,i_2}, x_{i_1,i_2}-x_{i_1,i_2-1} ) \\in \\RR^2.$$\n", "Note that for simplity we use periodic boundary conditions." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Compute its gradient, using finite differences." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "grad = x -> cat(3, x - [x[end, :]'; x[1:end-1, :]], x - [x[:, end] x[:,1:end-1]]);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One thus has $\\nabla : \\RR^N \\mapsto \\RR^{N \\times 2}.$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "v = grad(x0);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One can display each of its components." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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RZg2WzJ+dawK8WAfWx9N/GFgvvsvn8xoOh+HZSIF6BOq5/UwmE4wbbBbOFEPi69JqtbS9va2rV69qZWVFa2trajQawfkdRXEHiT7m8/lIcONzwL89LeCO2otN2TfYGvYi7AjOkL3OddmnDgBhR+LOy521tHQarj/SoY55ukCKpjl973qq4fbt2xGGBLvA2D3KZ49IS3DAHiWlwRjj7CICM+W/93vwbPyNjfdrAwoRZwfif1cqFXU6nTDHDljQA2e9GY8zy9wzzpJgAwgCfZ7dfjno5B4O/FgnT9c668t9ut1uJNXiqSaCtkqlouFwGIIMT+V4CiwO+piHuK7wvL5fnJVGWq2Wut2u9vf3Va1W1ev1wt6Kr+/PIkfT2mjpKFDQQqEgablhARm+geK5RIwLzhh07EqZTqcDeEDBcQBcAyXBCXpqo9PpBMQqKWx2T414dJDP50PKB6RdqVTChkGRnOJHQTBs0IAwNfzeGRLGkkqlNBgMAkMCuJAUmBvGiZHxTQNYJEfOeABLfNYNPr93epMNh/Nn0zrVLC2jv729vbCheVV8LpcLqTMiWb7j6Sn+sC6sI2MnGuL5xuNxiOwcFABoYDJ4Po+SAAcI11ksFgGgVCqViJNBNxjvcDhUt9uNsFd+DwBHPNLjmXEcpLF4JgeQ5XI54vzm87n29vZ0cHCgvb09HTt2TJubm+r3+5pOp9rd3T2yYIV9hKNy5kBapgOxCYvFIsw7QMeZQE8J+f8BnXFqX1qCWFLMfNcd/GAwCM6Ta6Kj6DQ6BsvioAAd8BQz1+BZnW1BVxD2utsqntvr07Ap7nzH43EkKGA+PD3kgCKeUrpXhM7ex1lje1kT9qYHHT4uxu1rzfpjCwH6BGzMIevoYMxBjte4YTNdFzwg9XQN+5fA2sfKdRyM+tpyzW63GwIQ7sW/s9msCoWCyuWy9vb2ApPPszAn2C3u4yUGgGTXHWwrbI6DsHQ6HZjYXq+ntbU1VSoVbW1tSTrskfO+qllhETyCxgEVi8WwSdnU5XI5sC9E/Sipf9bpTymaA/WIlAinVqsFZwIrUiwWVSwWA92OcuDYUEIiamlpWKCP2TSMiXH6ZounFIi4qUkZDoeaz+fq9/thkzFfDkpA6WwEQF6lUpGkcD0YBK7JmH1zInHDyDgZa7xA2CMRn3c+i5N15I8hcAOI8axUKhqNRsGAHRwcRJyGF/bhjDDAjGUwGAQQ4gID51FMr9cLVCrpRo9KAbOe2/bxkB7wOgJPO/b7fQ0Gg8CueJEz7ByRO6DGWTWOqvoxV0DPaDQKgI/vtNttHRwcqNvtamNjQ6urq4HBmk6n2tzcDMWLR028bgSddAPMM0pLgA9DwXryO3fM6C8O0AMOPw6M7hUKBQ0GA02n03BsmvQd1+AeznSgE16MH2dZ0D0AhzvJeM2GBz/SkiFxhhb7wL3dKTuAY3zMg0fQHsj4mLmn27Y4OIvXfjnYYr6wTR6I8Blnc+PigZSkyKGJTCYTbLqzHHzPGVn2OTbKGVAPStElbBNz7em1uKAzznDwPRgLaiWdiUGnS6WSMpmMtre3IywTegtz7cX2vqaMlXoZXwvAWhyo9Pv98MZsZ/c4Kn2/cmTBynw+Dyc6cGYYjsFgEBw1G63X64U0jE+8pBB1DofDSJRCwWej0VCpVJKkYFwwaKR6VldXNZlMVC6XNZlMwjss6IUgSZ1OJzgVFJsx4CRAsaBVjJFH4x4xsZlRBAdagA6nGj3yBwBwHear0+kEZ42x4vOMIZfLBcYHpY6fdvH0Ed/BWKHYKL/ndgFmzBOMRnxDM+a4EYE5yGQyqtfrmkwmqlarEcPhEQqGAOPv0RZjReekQyBFHY60jEBns2WdEeNl7EQoXJe14N/NZjOSDkIfnDLl+81mMxiW2WwWWCYMAr0XAKxcz9MDGDZSQehcPp/X3t5e0IFHH31Um5ubOn36tKRDBhMgFI+cj4p4fZDvgzjV7YWU8b+dCcCuAGZY03R6WSSPQ3CQyn0ymUw4neEAqlgshgCLeiT0gnvxPIBRrydgjJ62kpa1FHzWo3fsks8JgIQ5idcsYKNgJT0d6gyJByQU0kvLol1nqZ2F4DqAHwcWPEc8reDPgS1gzPdiBD1VxL4tlUqhuNTTYPzbx4gdwR85eyVFWRHWytkN1sZrUzzVyDr5v/k7lUppd3c37GX/OXNQKBTuShkTsJL6xVYBdH1dGT8BpLNazuJ0u93gfzc2NpTP57W+vq5Wq3XXfN+vHFmwgqGVFHJ3TACnfwAgKCJRqDdKIhrG2DvthyPc2dlRr9fTcDgMUSvS7/dVrVbV6XSUzWbV6/WCM/CK/Pl8HqgvKEZOrEgKhXBe5BRPgThaJkXDBsY5OSrHUfk15/N5hNJjLt2Z4rikKOjAkfLd3d3diOHnWjhYDCYGgBQCSs5m9BQEv/cItN/vR1JKDjT4f5yyZsPv7u6GmgycB/PI/Xge2DI3sA5e/Fm9DgS9SafTYR0BYR5V87yAQKLA2WymbrerUqkUPoMxBgSii7PZLDhAAGC5XI6AHB8LjIGn5Ri7s3KeAtvZ2dGtW7e0sbER5vPChQsqFArqdrthbxxV8QjcKWxp6QQIfJzGd0DsxjpeR4FN4XOIn8yBoVlfX9fOzk4AEIABWGNnKtDb0WgUon2cnqdd0G2eg7FhA7FJ7uDdgXsw4UGTO2ZPr3hqwOsG4+yqp7EBX35f9rcHFXFWIs6sYAMBCPxfWp5OcT/h7ITbIU+J8uyAP/72ucDuxmtOHBTxNwGw2yrXK1j+eJAjLcEeNsHTlr5e0qEvItXrrC+F1gSv3J85Izhn3mHMKLPATwFS8F++/jz/zs6OOp2Ozp49G/xgp9PRsWPHAiCPp/h+VjmyYAWGAbTOKRWnKtl0XvjjhaKADgy5I0dpWRfjuehOpxNoN5Rge3s7GCIUAgbG6zJQWDZqPKLjGl606crv0RL0nXToLN1QeP6RiM57dJDWSafTEeBFIZbnQ+O5aPL5pNb4v4sXl3ISwTeZOwqiRgccOEM2v/d+kJaUKM/r9DE6gGEmlcW84ai5nndtZBzMEXrkdDjzgPOYTqehgJYNDUhgLBhENqn3K+B5cFDVajXklT1lxX0oHPcIR1qeVACkM/dE4x6J4zgwkoCqbrery5cvq1Kp6JlnngmpsfF4rEajoTt37gTnAfg8ihKn/eN7TFo6MkAqa8jnAXaennAQTeoO4y8pcqqHOdzZ2dHGxkbE0Q2Hw0itC3qzWCxCJEydQ9y28bm4HfT1dybiXiwD+5654plx/oACT+Xmcrlw0gz749dwOxGvG/G97QxGnH1wBojrsEewe/dKRfu6cV8Hl4AUxurACDvMOD214p9nDhzkYKO4no/NU1ReR+jjcHbGn9VtI+PK5XI6ODhQp9NRvV6P2GS311tbW3rzzTeDXlBnOJ1OA8OC/YH9wv7EmXkHOP1+X9euXVOj0dBHP/rR0FoBm4sN4vneie04smCFxkg4aWmp6B4x0o6ZPLUDEafYPNJ1pMmx6HK5rGw2q3q9rkKhEMlfx6MN2AzqAVA4orX4MWvyl1wPZ8ZpEBYax0K0TfTsFB4OEudHpFYqle7q/4Lxwyi0223VarWQs8UBg55ns1mkwJTn9tbkjJXrV6vVYHwwAM7cwPR4eobnYsO5IYJBYkykb/gc68AGi0fHnjuFTpcUUn5c06vr70W/Es2hV8yP14XgmDzd48cbmVuKk3FMqVQq5HT9fgDb4XCoU6dOhd+jM6VSKbA2sICeXsPgUdBbKpWCw9vb29PVq1fVbre1ubkZ0hq1Wk2VSiVcnxRUp9PRU0899X+2n99L2d7elqQf6xA9Rek0dzxV4vvaHZ6zIP77eJsATwV5xOvsi4MqZxAcxHjk76khrs1JJMS/y9icDUJf4wDNUwP8jucajUaqVCoBQHvthI8H4XpeoCspUvTupy0Zb/zEHvvHgY9fjz3HeH0+HZTFx4ZzZl/G01OMBTvo4PBeusFYWHdsaxyoMQf+XWdi/LowLcxTJpNRp9MJ64T+cT+/582bN+9ipL3GE//jYBxywF9JkU4fnhhstVoaDoeq1+vq9XqqVCp3+VvaQAyHQ509e/auef9pcmTBCujPu5t66sQdCIvikQd/uzPi336qwiNYV05PyQCIPLfJwuJ0HUzAdPBvCuwYE+NywOEndqSlUaV/C04fZ4lT47OgXza2byhPF+zt7QUDBy3JpoaFwekBmKjnwfmzJoAhDAZjoTaIzUaqjrFhLJyZiG9yB6Y0OeN3HDWXlsySMzYeDdGgDjDgoBNDwvz6hnbj5Drlxa6AVaeOnS1ZLBZ39fOYTCaq1+tB/5ylQocwFoA8amvcEPuaupCqzGazIbrxGqVTp06pXC6rUqloPB4HINjr9cJnDg4OVCwW9e1vf/u+9uzDIqurq5EUg7SMmp1ud8ccd2oeZXrqCIm/3wWd5drYDgATDt8dCDrFNWBE+Llfx8GAMxgERehB/Dk83cBa4yBddzx9y9wxJoQ0Vvw7XB/H6sXDccbBa14YA/fDgRIIek0N9/DIn2fz01AOHuIpZOYMu+lgClDruoEt4f8+l/gHL7b2tAnr6mvGtZhjT685ux1PX2LPsC3tdvuutCbfodbw1q1bEdaEk5gwYM7Cuk456Ein0+r1eiF1fPz48Qjjim7iA6bTqfr9viqViu7cuaP7lSMLVrw+gYXCQceRszMeSDy1gMLhDKilgN0AMDiqhj6Hfh8MBqH+AkfiDo7NXywWI03ZcOA4LzaXtMy7+qZGEdn80hL5oiBO08Js4NTJbbOJAD2AJhqB4RAZp0ctTkkSzbMG3rNCWvaf8bw3cwnAYZPEjTGpFmfGnIHwtB4gsNvthrFjPGF/eFYcPAaQzY9wDzYy1+H5mTsckIMRZ1xcF1gPj36ok+HfnBDJZg+PvXc6nYhOYKAzmYw+/OEPB8qX5lEAWgrpPBXKs/tLzXjm4XCo5557TmtrawGk4Fh6vZ7K5XLQm7W1NWWz2XAU8SiKg1Z3HqybsyieCvVUZRzouGNizSeTSaSgEl3xGjMYsFKpFGFH/doIzFw8TcXfABTp7qPUCIGbF7x6StLthrQMdkg/+55D73GEBAYOKJzp9v3nLIUXnTv75OCIsXtqzZ+X53c2gs/6GjN38efl+g6QuBZzxN53oMDcx4uusce+Rs6S8HuCW7eBPD82iOvRXJL1RT+4Dqc06VBLStj1Z319Xaurq7p48WJg3ACJbm+5h7Ns2E1JQYfb7baOHTsW/AT+EB3yBp33quX6WeXIvsjQHQ+Ki1Lxc1IkRCy+sZgs3/RcVzpU/E6nE1I6OHBAzmg0CkxDOp0OtRC8N4gNCwBAKVC+eL7bnaFTuPP5PHKigPwjmwBH61GWp59QNleOfr8f7g2FiJObTqcBObdarcjGdXBQq9UiBaQrKyvh+C4GlT9ubBz4sNF8wwFq+AzXZ53vFXWw9s6OOVDle274s9nDhkmkW2CTMEYeObJRPXpy48733cnxfUAEeigdRvawSdyDFFImk1Gz2Qw1RtVqNcyJg/PLly9re3tbvV4vMGYwSlyT+Ucf0B1Ywk6no93dXV2/fl3Hjx9Xp9NRo9HQYDDQmTNntLe3F9aBAmDWt91uR6LooyS+x925eTrZwbAzFD6nXgfi4nUOXlvGyTRP63pwBYhhnnE2OHfAZbx2xmsx+B32DNreP4dDdAcN0+EsBJ91BsCdrjN6njZwJigu8/myUabrqXfjjgMcT9d7KsYDtGw2G3Sc8TkL4KlgBx2st6+BM8/MH8+LfWTMHvD5/kTP0B9/fsRtpP8McbaDZyaYROLPw/NSo+I1RPgJSeG9QYPBQKVSKXLowtOEjDnOWrXb7cCybm5uqlQqhZOvx44dC0XjBJGkh/L5vLrd7juyHUeWWfFqbHfaLIpPhjsxaXlWHAWPU/kYIigzFJUufP1+PxgUiocQGBkUFUeEcSLSrVQqAfXO54d1F9SPeGSzWCyCwnk6iTSDP3M6nQ79OAAQbDYicpw318M44ZDF6wHNAAAgAElEQVS84JfnAEgAIjiF4CkZCqqIvLwo0Y9YOx3r9OV4PA4nqWAEnKb0HDcO0+eD67GmGGOPZJxNGw6HarVaIXXI2sTHi3Nxg40RjQO4OCDGoHkERuGrA0n0x3UklUqp2+3q4OAgRFRE6m6YHn/8cVUqlfBKBunQELnxpR6HKJ8alVu3bqndbuvxxx/X8ePHQzvsfD6v69evByfe7XZVqVTUarUiTNRRLbD1RmxeCxGPun0O3TH6e3rcWUnRPiroIqwD88XpLS8slxTsBHvQAScAwPcge4f7stbxNJIzzVIUTKGH6fTyvWB+JJ2fef0B3/H9hYPEnjmb4Q7YAyvsA/vZg0gHkdg4nKiDLP52u+mMQ7xAFtvuqWUPYFgTB3Y8jzdSdAbGbQDPC/DkmZ2dcibLU2VxEAZLyz09heV/uw5yHw5xxE+C8mzValXValXXrl0LwYwz8jw7Y6OB4XQ6DT2YhsNhaPgGcIfRZW6oX2m320GHvHv6/ciRBSvSksJjolEmIn6cG8rqfVRgRbwOhM8R4eOEYR/a7XZILbRarbDJOBUj6S7nw+KQ80dhB4NBYGNIg7DAsDbOBsQdr0ceGBfYJN69gJMjvUANzb2K3aSlEYdNYj4BExgJFJKTQ4yJglZnlTiq5ikMokm+B8jxZmqeIvMxspmoWeJnrB9z51HvfD4Px9idRcPISssTYZ6zxTjyDB6tsgYeOXmBHHMcfzsu4/FozFM0rBn/piYJceDNcfr19fVITRVUMNciTVcoFNRut0Nn2tFopPX1dZ08eTIwKERtpApSqZS2trZCmoJ1zOfz7+hlZA+DEBEDPKQoy8Ja4TwAxA5opCWIibMrrD0OA3sEWPZ+KL7PPJr19CzO0lMppDWd+fC0ip8SA7wgbkOwV4Ajd5w4y3uBsXhKg7oOt1dxkIR+Mk7G5PvUgygPfBgvNtev4TaD+3malv3Fs3lRrLO/nlbnnhwJZ1/EU9XORPAcnnr3n/t68H0XxkKQ5jWSHpg6iPD5c+b34OAgUjPpjCDBarPZ1HQ61a1btwLg8muwhtyPFDt2Z3V1VVtbW4G5IzXK+Onf1O12lUqlQqYCVvt+5ciClXjFMs6N32GM3Gjj1L1YkUWSdJdhYqF5WRT0Jc6fTrndbjdcF8VHqRkfDdRQQlgPFhmF4LgozlJapigYo7Q0NB51o9yAImkJxhgLjoYNFWcW/Fitn2Th/hg1DO+Pq9NgU8FyAASy2WwAEp7/BcDEi2CJdOhdgoH09BQRrm8yB2TT6TQ0JQJ8sJ5ev8Gc+xzjMABiLjyPR1TT6fKNz6wNz8L8AWY8cndnwnXr9XoYjwNWnmk2m6nVaoWmhOiVz4XXLnnqazAY6MSJE9rc3FS73Zak8AZX74zaarV08+bN0GjOT8HFGz0dFQEUoyNOs7sTwz6QToiDzPhpDilKmeMAefcW9QawEOiWsxbxa2EvYPucWeAZuBYBm+uXp2hcPE3KHMRrEqQoCJGWaWNPYcdtSdwRMw9cg/QXgMKZB18LruOnY5yh8DUEBDKXPBuBp6+fgyPuw7+ZG67vLFm8voXPxkGSsyPcK55mjLNU0hIgYXcdYDFeT+U4KHM95N6kXZxd4Q9gotFoBJYEXwnbw1xOJpOQSeh2u+r3+9rY2AhdwunhQgaAeYsffimVSnexifcjR7ZmxRccZ+yGBuMgLRXFow3/2yN0pxqhzNmYnk/GAAAkOOrp+VpoXZgUz616dT5j5h6g8XgzMTaUswauzCB+j+AzmUxIRXjOO346AaPnyJ8NjwFCyTA85XI5vN3ai65A2EQ1pFagap2JYN28MZ8bLcbsBphxe/2FU6xuOBkTcw9TwbO6cXdDS8TkBtL1gP4lzJOn/Zh7fsbmR88APRh5jxZZUwBZuVxWp9MJ40B8fHt7e1pbW5O0rEdyxyodMjz0Ycjn89rc3LyL9u10OhH2ADAOWEcvOPEUZ+iOkjB36J3vc/QSRi7eBI+0jrNviNdOSFG2A331FA1BDbVNpPecffRImxSvg1+3H+iRp0i5d9xm+P89LSItATQ67cGXNwq7lx1yoEw612u/sKs0GWTO0am4k8b+wVT4CyHZO14vw7zyTPFAhuCMuUTiLBRBoAP0uO3gWvF0XJxx9bShBy9uq+PsjEscpPk1eQYPFCVpb29P1WpVjUYjAGP/biqVUqPRUCaT0YULF3T+/PkIK81c5PN5tdtt7e/vq1KpaHNz867XS1D7ArPNc/qpOPQIm3e/cmSZFSbdc+iSQhqITYryIJ5OADkSjTpydTAiKTAzOBrybhigcrkcoi1vpoOx8vwmtSpxtM1G9dM1TmPicP3EgNOf0jJqxNktFgutra1FlNTTNW4EnBrH4UmHIKhUKqlSqahSqajZbOrkyZM6ffp0eA/SsWPHtL6+rieffFIvvviizp8/r+eee07VajXMDWPz9BG1NdRisG5ej8TYPK23WCwiNS5sYjfU/soFjK2kCLNEUzjWwze+pwed+udaGJR4OsiL0VzPmF+eiz5BOH+vJULPABO9Xi9CfTMeWKler6fNzc0ApBgDBmJ/f183btxQp9NRs9lUrVYLrOFkMglgOpVKqVarqVAoaH9//54NDDF8R1WcOcQZo+teeO8ABbDqzsvB+71SfA5KvYkb+oreY1e8PsCv49GqtHRwBES+/wHH/hnGJUUbovGMDjjiDrtSqYQUtus9oBZH5MEDzwpAoHM3z0+PLOwb7KakEPhJ0vXr1wNDwNw4WEBf3bE74+PpEQ8iWWdneP35sUOwxfHAzYMYB0I+FvcnzLun7n3MALU4YPH0VZzB81SbM1FxZqzf7wdmxG0p1yUgqlQqunLlSuiP4vaU1DH6ADvIWnBfgM18Po8EyNTpYXPjPvlnlSMLVlhg7w1AhBh/KZ1HF84ggPwcjbuTZ3H5w33I/4POU6lUeCfMbDaLVLZLUVoRQ+QvPoxHQzgbzw0zPowcm5uo3bvxeqOr+XyuS5cu3fPUEMYGam40Gmlvb0/lcjnUvhw/flyNRiOgZ1JAg8FAly9f1q1bt3Tr1i1dvHhRFy9e1IULF/Q///M/unnzpq5du6ZnnnlGjz32mJ5//vngIInSGa+DTd+gnvaQlq9RwGB43VE89+wMgEfK5MF5fkCnM0cYLHTMf+ZOxGtXALzMIz930OnGk88RbTIGQJgbKNJBfMaLlwEPAPQTJ05od3c3RIGS1G63I6nN+Xyug4ODUPyWSqXCaySGw2G4lqcvrl27FtkjpNKOojjzh0EGOOCQAScEJPwcXWNN487dHZcXRzoTRZ2KtGQ8PBXg4ByQACiHWUAfcfpx9s8jcf8/zsXZN+r+GD/Ph6Oi0N6duqdYSD8R3PF7evUAcCjEHI/H6nQ6EfbDAxFqox599NGwF+7cuRN52WYcJDAut6OIf84ZEWcx7sU2+f5lnpwtZp6c2YqDCoQ1dqCALfY18yDtXuyKO/n4HDCHzvTBvHobfj6L/tH8cTQa6ebNm5HMQrfbDS86dfsqHQIXxgsD63qFjne7XdVqtYgOOnP2s8qRTQNJUSVlctjM/B7mACPvmxinzTWcvvXoFmHD4WA5Gsb3cR5EbJ4rdCqYaIKfYyQ9l4oBwRjyM+7Dddh0nG2Xlvlo7kk9AyCLeSJlA5tSKpVUr9fDG6rL5XI4AeKdUPf390PvjV6vFxS9VqtpOj088k064pVXXtGpU6dUr9f17LPPqtfr6eDgQLu7uwFte3Erz8/6uRFgkzHm+AkwSRE62NffGTKMGZuauXDGims4kPXIiL9ZN6978fHyTIjnpdEpj3Zwcm6UZrOZms2m9vb2IkWVfmwbhqXRaARwU61Ww0sJd3d3tbGxoc3NzZBPzufz6nQ6wQGTIsKRTCaT4HA2NjYkLfvV+F45iuJpSjeiFLveS9zZsAasObroQZRH1dPpVNVqNcKq+EkQBwBeOxIHF4zD6XQHttRk0fgvnoJyMBJnSrAZ7ijZC/F0g0fvpMv4PmwcDs6PZ8OalEql0CCMmhLeI8N96N/B3sJxzmazUG9G0ELqRYp2uWW8bkdxuMxbPJ0VZ52cwXEn62k6Z189MOH+Djrj/8Z/OXvj4qAKBgtA7TrGZ+OsxWKxUKvVCill9MptVrlcVq1W0/Xr17WxsaFcLqdWqxUKaldXV0OwyfrSJZt1BYjyLKVSSd1uN5KCww/RSPR+5MgyK5IiCy0pbIx7oWomCcMsKRKhAi5QJDc2FCYy+Sj6/v7+XdQsG4H8HcaNSNcj7el0Gjnp4QW/FC45UsXYeG7W6U2n2TxdkEotm7C1220tFotgSABsW1tbYW6Iut96663wb+ZnZ2cnpDCgsHkmf/8Q/Wa2trY0GAx04cIFfetb39Lu7q6q1aqee+45Pf/889rY2FCtVgsRvG86CoLjRwaJRpy9ckMLc+JUbZyxYe09p+6UNr+P56SZey94Zmysj9czOOBis8YjP09/8XmPPlhX0gU8B6kzxkrh7ObmZiiGG41Garfb2traUrPZlKTIm1ahh7mWN53K5Q77qQCgKKSbz+eRo9JHTbzmCz1iHqVoTQfrSU7enZCDBPTO07ReC4MTd1qc66M/CC3ePU3h+s21/Rnixc/si3gxJk4S8TSDs7EeffM87G0vsM1ms+EoNmOZTqcBLNH0sFAoqNPpRF666c4e4O0v6PSizkwmo42NDVWr1RAwXr9+XYPBIPQZ+nHdcwEq/Jvnj6dtsNMeBHitDT/z78ZTsl4AzXzyOb4fB6pxNodUnq+Vp4j8eVzPEGf0vbQgHghxfXSUztnUaHU6He3v76ter6tarSqbXb792/UWtsrZKIC/n7bluWBs7leOLFjxPK47n/jP2QwwBQCcOIXrxoYun57n5bXXHO+VDo/6Os0qLbvK8mp3NgG1GdQpEIl4oS2UPGNhU3sRJGOHkoxHVgALSREghDLD9gBMGEu/3w9FVBSh1uv1MKc0fVtZOXxxox/59R4gvPmz0WioVqsFpVxfX1cqldKNGzf03//933rttdd0/fp1Pfroo3rmmWfUbDZDisajS0mRbsAAClI4fgwUGtmdD/PIZnKAQ/pGUqCrAQQeweDQ3EBxPJj5YY7ZrIiDGKdQqYHCYODkPK3DmqI7qVRK7XY7Ygx5btKZnU4nvA5+d3dX29vbajQa2tjYCNeo1WphH/BZal0csJH2y2azkWiVCM1fC3CUxJlXABr71AMDj8h5I7bbDnf6fA+QAQPgTC5FtB45OzvjtS3S0vF77ZQ7UGdsiWo9FeDpBQAAzsVPFwFUKPxn/3mhJeLO2QE+L23k2isrK8EW8BwwJ6VSKRJwMUYaD2IDOc2CjSK4qNVqKpfLOnbsmObzua5evRqZK69H8ft45M+8Myd81vXAgYEzmvgMT5dhd9AlxuMghc/FbTZriT4QYPo4nYW5Vz1mnJHhety/1+up2+2GgloPoNjf+Xxeq6urmkwmun37dkjfUPMI6IRFZI69yRt6xRqw1tjWbDYb+jbdrxxpsOK0vFOe0rKYK86m8B0Qn1O3/N+dFJsEBaS5DfQWjg0jRFSEc/MiJBwKlL1HYfwMtsI75eKc3WFC2ZPiYJPR7h+qFIPMRiwWiwEUOTDgfRKg3nq9rmKxqLW1tfC8hUJBvV5P1WpVmUwmdH9ttVrhdAzHXxk7HVEBMpLCcbnbt2/r9ddf182bN3X+/PmQ5vKaEiIVQAbRKTlVDLEDGWkZFbGegD3vseGFtnRxjPdTYBwe+WKY3BCxlhhM7s01cGb84Q3X7vz83UtONwN4qOz3Zmzx6G8ymYTjxqTqjh8/Hoka0eHJZKJOpxM6FXe73Ugtxdramur1uobDoQ4ODtRut8MrANbW1nRwcPB/uKPfO6HezIGmF4S6U5F0F5Pm1LunUKRoIasXO5K+pN6LFuQARVK4Xr/lKWwv2EenPYIF8HCCi/QO+sZzwiTCWsTT4rCk7CWvAWGM3jeG9KGnblZXVyP380CReRwMBiHluLa2FnnTL+w4fYGwOzQ35NRaPp9XrVbTiRMndOnSpUgTNg/omH9P73jBOI6eYMc/Jy1BojeeY5zMFc8Ec+YpFl9PT+cxrwA87BLiz+Brz2f8FJTbc54JYQzYYXxG/LqwWRcuXAhNPk+ePBn2hteEYhPxV5wOwxexx3i1iAPCRqOh3d3d+9y1RxissMggb2oOPCfJCYrpdNmK3KMjKUrdeRqCz7CQGAj6pTSbzZDTZ+PMZrPgDAFRsAUoteebpWUumU3CO4Y4Vofjh4ZFwegm6IVVbKj5fK4XXngh1CjQrr/dbuv27dsRh9/pdHRwcBCc8/7+vqRlbxIieZwrLMtkMlGj0ZCk0BzMGyjhXPf398NJIvLMbAQMxrVr1/TNb35TlUpFn/jEJ3T+/PlInRHNiIiKmD9vQsUGhnaWFDFK8VQKz06E4HPreet4qpG58TQca4oDwskBoOK1CdCmsFwYAc/3As48is1mD7so83ZljDN6gA5zRLnZbGpzczPSFM5BkdfoAGSn02ko0gZAM0eZTCaAOkDrUZRutxueCfbN2S9AJ+vAaTb0zj+Ho5GW/ZskRUBuPJ1ITwpnLlzPvJ4EuwLzQQCEzsEsotswq5lM5i5mhHHD/PjhA4/Sn3jiiZDulZbtCFqtVqS+DL0qlUqBVSAI8FoQwAbzlUqlQtv4YrGo/f19pVKp8BoK6liGw2Gog0PnvciZdSoWizp79qxms8PXUFy9ejXsT2epfEy+x/EXDtxYQ0/VOePkberZtzAb2AT3H8wv98EueV2b1z86UOJvt/XxuqN4NsEBCc8/nU51/fp11ev14LO4H+MvFAr62te+pmq1qrNnz4ZgH/8JYOOgCGNijQEq6JUTCBTvz2azd8TKHlmw4rUdXsshLWs/AAKwDTRik5Yt93EYTLhTbXwGYwBbMJlMQu1Hu90ODt3rHXyxnFHxk0U0TJMUYQlwfERjGD4cMWmCeG2FdFi4trKyopdfflk/+tGP9MYbb+jmzZshbVGv1zUajUJBVKlUUq1WC9FBtVrV6upqZF5JSQAM+RxGfzAYqNVqaX19Xb1eL4DHwWCgY8eOaTgcand3V91uN0RKkkIX4GKxqFwupzt37uj73/++UqmUPvaxj2lrays8NywS8+ZsiaQwv27IiRQxGBg4HAfGyI+joxsOLrymwE+Hec0GTg8d85wz94uPIU7r8s4RHBKgCMPDWrue4kSR+XwegMTJkydVLpdVLpdD3QU0Nc4S8CkppH2Yb7qvwh6yV9CDo9pun5RWnJ11R0WKtVQqRdLL/nsHBE77u/MA2DtTE0/FxFMR2BFpWdBM4CMp2D0+4ywBdg57hP66Q4b94z58Br166623dOLEiUjwt1gcvg+M58K54RDRYV7+6ulZ0p3T6TRE3AQssEYweMViUe12W5VKReVyORyZ3d/fVzabDY05vZ08z0lqqF6v6/Lly7pz506E5WTufNzOdkrREzfOuviae3rIg+M4I4pO3UvQCd+78TF6mi/OtnkGwNfQdRfdcFaJa+Fv/HnRt83NTR0/fjzYG/7mnrAoLv1+P9Keo1wuB7/odUsEdO/EdhxZsIIhYNJYeKff2YwY3DiIYIGh4JyCJYJPp9Oh/sQRLRQd7/jh5zhe0OVsNgtvrKXWwdM9kgI1jEKhPIAQlA/gguFEIfl3oVDQuXPnNJ8fHvvDydDXgCPIOC9YHxAvG5NnIQUEu9PpdFSpVNTv9wOK7nQ6wcFBi3Y6HZ08eVKZTEa7u7vhzcCbm5vhpFEulwv0L2zUYrHQ3t6eLly4oIsXL+rs2bN68sknw3i8PwsO150+a8bmwrh4EzPem3MvQ4Jho36A63jem5+5EWPsjM2pWaI/B9boEk4To0204tGgM3xOG1NUyOcAsb1eT7du3dL6+rparZY6nU7QW45XI3EgTg6fWoTt7e2gP07Tkz5yI3eUJP7SNjfkgFePrh2o4FzccTkD5z9j/zNnXgtBewLsEfvX00kAbsbpxbLsXWpD2LdS9GV8XEtavgbC9R6wls/ndfbsWV28eDFEzs5icj/+9tNF6CdgllM+tHMg4FldXQ12A32vVCphvuibhF0gbdbv99VoNEIAhN2npTzBEeNrNps6duyYDg4Owjuu2K/MKafhnCVlbp359n3saWOXeIkB1+H72IN7MTrxOhgvXvZ0jqeOXPfi4NnvG2fUeM52u61qtRr2Otcm3fuLv/iLIcXjL+tljfEVpBIlRfxZJpMJqUFP3ZMNwN7frxxZsIJDYRPjjFhgqErACw5LWh7tRXG8qI1NBDiQFNl40iF7Qd0GjAWfAxABXLge13aanxynt/D3YklACGCAhSca8xqPbDar9fV1vfLKK3rjjTeUzWZVq9XCEbFKpRIozE6no/F4HAFh2Ww2pAEojDs4OAh9WPgZVeWcqV9fX1cmk9Hx48fV7/cDwKFQl5x1tVrVwcFBMHzUPlD4iWGiaPntt9/W9773PZXLZb300ksB1bOxiTC8xgRQQzQrLal5ntEb7rFJPSohaiIt4mwXBsHztdKyYNPrbBwAoIMYWYzbaDQKETI6Sj0MQCadXvZtwQEBkok6ca79fl+tVkuvvvpqcH6NRiPsCeYBwFSpVEIqDOPjNVQeCKBLsFeDwSCkDI+aNJvNSIEhwNVpcwCetOyF4hG1FO1J4qyZsxm5XC6wjdgagCX6gW6jl7CGMBvoFevn9VRex8BeQK+9OBd9dSeBDc3lctrc3NT3vve9EDXjMGGX/P1rgDdS1oAAwDgOjVQPthBgMBgMQvocxubGjRtqNptBHyUF5pv7Y0+Zz2q1GgI/ZyVITZ05c0b1el2tViuSksGRMz9+6ooaIBhR5h476wDddYH/Iw5qXUdYG/TMU4SuTw6A/G++w9rBiroO8/lUKhUYdCSbPeyH0ul0tL6+Hu45Go3U6XT0n//5n1pbWws64PaVeie/Dj6LeUNv/UADOk4q0H3m/ciRBSs4LH8RWdzYYJTdwTiaZUFB5CiYR6BMshfpYpQwPoAGp2GhOmGAqJaHrvSmWgAu7sPJAzYCp3NQbI/+cXKLxUJXr15VLpfTBz/4wTAHUKf0UWE+cJDdbjc4Sc+Zjsdj1Wq1EMnQ1IcIm0p88uTXrl3TxsaG9vf3QyTOiaLpdKqDgwNVq9WQPjt27FiIjiSFkxIYDJT/woULeuONN/Tcc8+FuolUKhX6BbBmGEXG7s+ErrC2MF9sIndKTvl7F9k4xQsIQTzdhPPxz/tnndqNn27i9zB+gA50O5s97HHCm5a73a7m88MXELbbbX3jG9/QuXPnVKvVtFgsjyzCELpe4gx43TuR03g8Dik+jDifTafTarfbWllZCUehj5oQlXqaJG47sAl+Wg/bQRQ5n88jrzfAybB+gGtnvnD47rh8TNIyYMLJePEia8D1vHbKj4nGHSm6GK/J4rnn87l2d3d1+vTpUFfAs8NIejpUUoi8HUQxHmoY2Cc+V7VaLfRnol6l0WiE6wFYCBIJcFqtlorFosrlcmiq6UEoc4QvyGYP36+1t7ent956K4AagjSvFXMWE0CJjY+nZeK1J6y1H991Z+zz7bVPHkR4Cpg5Zx09mHKg4jrrmQLWxoGZ6950Og2Fr86Ufuc739Hp06fDzwA/2ELqkgh8JQX7wilZwEj8+H21WtVisdDu7m4kI3I/cmTBCovonUNZ+Mlkol6vF+o3QJ1Qs97AJr4BWXCcIIroeWg2ISgT+hyl43qgzNnssECVl0qNx+NwDQwG6RYUAyWLAygv4uO7i8XhKaA333wzFLtxPU99gZ5x1kToSD6fD91rOZ6KEZ1Op+GUEIaoXC5re3s7NAva398PNN/q6qoWi4UODg5CC+der6f19XXN54cdVP0EDoaHzeT56N3dXaXTaT3//POhqR1FXx6hul7ATjldjlGlrgO9oDAQ6ttTMehWPB3keoPRcordnRv3cQMAbc91XYfjoAjj5wWVnISAsn/77bf1yiuv6OTJk3rxxRcDa8N9OAU2n88DCMUpw2g5AwljhhEql8uheBeW76geXSbdJkVfZkfQQGGnn7LytKvXJDmg4XpE4Xze2TZAkEeorC/2wp0W90NvvBCce3gKyFMD6B3fjwdtSKFQ0Ouvv67NzU0dO3YsAAxsHo4QxsHTkZ6qIMiAcfY9ORwOtbGxEdKovG+mWq2GIMXrUlqtVtBV7DVBEPYOHQfUUY8FYANQnDp1SisrK/rhD38Y9r0XgTJ/zIkXpRI88TP0ACeMLWL9mN97Xc8BCDrnKUa3NTwDdsZr4PzanjLi/3GbyDrGATfB6c7Ojr773e/qscce04svvhgCJ29zAaviQZwHefhAOrIDsAGg0+lUe3t7wfbVarWfvlFjcmTBiiPceJ5wOp2Grq2gQX6PM3cnAW0Jg4Hx8PdXYGzS6XSIJjDk1HP0+/3IOX5puRFarVZoYJRKpVSpVEJetlgsRqIzxFE9KRVvLAfdBgB68skntba2plarFQwEhUzQzBRPEmHguGEGYCv8OCRn5TlZAiPS6/VULBbD0eXxeBzSDr1eT1tbW1pfXw/tntPpdMhl5vP5EFXRYAwKWTrsC8AYJOkHP/iBer2eXnzxRa2trQXGC+PngoEBnGIEnB2jwdd8Po+8eRlHwKZmvgEaGAMKYN3JeZSLbqKfgAKP2IiMvNDSWT8//g4w5RnQs8FgoB/96Ef69re/rU9+8pP62Mc+plQqpW63G5woUSnPmMlkAoD0e3NUlEJo6dD48f4nnFi5XFaj0dCnPvWp/8st/Z7JN7/5TUlRKp5/OwNJETHOIe7APZXkdSHYC3cgUjTdmMvlwlr6UV1JEcckLZkV/57bIrcb8cjdHS0OzoMz9gFpP8AatgZgSmTNvemB0u/3I20gAGrYTeoU6PtTKBS0u7sbgqTxeByKMev1egATq6urIVCp1WqRFDIsDTpJETJgnxPj5HMAACAASURBVPlnHnK5nB555BHV63VduHBBnU4nAkhYKw9KfO24lgen7H0HmIAM1gawxP/RFX7uqRuuJS0BEf+WFAG4Hpjz/zhIAdRgz1yf0Mfd3V3dunVLb7zxhs6fP68zZ86Ek04EzqQxPZWE/SE1SGDZarUCeOfnjJ00Xj6fV7FY1Ic//OGfYadGJfNHf/RHf3Tf33oI5NVXX42kSnAIGBMmzPOlDmrYyF74Bj3l5/U9BeBImIgcx+VFpmwqL56i/wjGAyTuwIbPOmL10wauhDiyYrGoc+fO6bXXXlO1Wg2bDtTMUWsirGw2q36/r263G9I2RNBufL1zob/sLpc77NPxyCOP6M6dO8FYdrtdra2tqd1uh2I4UjX1ej30VYBhSaVSIT0F+vbTB6TCWLfRaBTu9/TTT4fvO2PhoIX1Zb4oYMY48G90hLXAEBFBYrj8nUSeOnKdwOh5JCsp/M6PfcLmeBSNHnqkxd98Bt3kGXu9nt5++2196EMf0tmzZwONXq1Wgw7MZrPQ4I+apP39/aCn1FpRQI1TouZAOnwj8/b2dggEPvzhD2t3d1dPPvnk/+m+fi/ka1/7WqSDJuBfWha6UogNCJeWxY3O0qJzXgfB/3E6BD5cj/2Pk/PUAWvCtVh/dMqBDKCY+zgLJ0WPvXoagf+vrKzo8ccf1z/+4z/qzJkzYb9gJ70QGR0mDbyxsRGON3OSBz3lZKCnYQF7g8FA6+vrunnzptbW1kKaB2aP1gbsP4ASNtzf6kswA2CQljabtWGecrmcGo2GUqmUrl+/rkajEVKdAAnAqLPqOOZ4Qz/mgznzQlO3Bdzbgw5pycD5H2ernHVlLHzG2Ryu5+vKOqRS0e7Abrtgt9966y1tbm7qxIkToQYQoOXvXiOYx47x7Nh/gtx+vx/ssrPRtMfY2NjQ+fPnQ3B9P3JkmRVSB9KhggISFouFqtVqAAZscI+sMTjk7AAaiBdWeVdHFol25aRaGo1GMDD+Qjg/VcCCQmm6c0SpUEyeiSjcDQifQXFWVlb0D//wDzp27FiolpcOIyYiROaAtAz54P39fRUKBZVKpQBI+FyxWAxdDweDgZrNZqgZoe4BpCxJW1tbSqUOK/l5XlIPMDyLxSI0n2MDsznc0KfTaR0cHGg0GqlarerUqVNaX19XuVzWlStX9I1vfEN37tzRbDbTuXPn9NnPflaSIqAF0IljYJw4B+bTGSU/+szvcAjMjRs3ruMnfhwoOrD14m+vkWKs8fVl3BhtDBGpRFI/t27d0mc+8xmdPn06RJ0wBUTKsFCz2WHzPzpVNptNNZvNoKvUVrEOsAzsl3q9rp/7uZ/TY489ptdff12vvfba//M+fhCys7MT/u0RLwXi9Xo9AGQviHawK919ekyKvpUbe5FKpSInZOgZUigUArjEkVC4yP/dWXmNDU7I7ZuPi2fzYk1nVDKZjJrNpv75n/9Zzz77bIRlw654UCYpMLEUxMKw7ezshEBtPp+HE3/s70ajEQI7mBBSOgSVOEcYS+adtDC9XmBhsfmAP8Y9m80CE8X8EnDM53NtbGzoQx/6kHK5nGq1mi5duhT2vJ/8Ys75OWspKaSB2NMOFLDrDkQdgBCAScsj9OgI//dTYR5kx+/BGsfXHz0hCHTbkk4fFuzfuHFDb731lh599FEdP3488nJZSii4NwGLl13AkPR6vbBmrA/2lnc33bx5U6PRSKdOndIHPvAB7ezs6MKFC/e9b48sWGFxyRviODilw+TxbzdKThGSivG8tacPstlseMdKuVzW/v6+VlYO35GD07hx40bY0PQwQaE8HQEgoa6DfgHS8ig2hbcoHqiYqNu7tWYyGf3oRz/SmTNnAhVKnwO+jxNlc1HYytE9TgdRL+KpJxR9Y2NDV69eDQYShede9Xpd165d03Q61Z07d9Rut9VsNjWfz7W9va1MJqOtrS2NRqNQC0Ekv7m5GfLVMA6LxUKPPPKITp06pXQ6rdu3b6vdboc023g8Dq8GePPNN3Xjxo0ISwK4iG9sohkcs7SsBfK0HbrgusbPMEzMAZXt3JcTXv55d3AeNXGkj/QX32NcXBcACfU6mRz2+Tk4OND6+nrQWXR+fX091GvRaIu5oW6AyP7g4CBES/5yQsAmKUZJoXfL3t7eO3q3x8MiOEP2PfMBuPcIFHvB97zWA2PuxdPoUtzeZLNZtdvtAFR4qWG32w3vXfHmYg4W0COP4r3OBXsA5e/O28EM4wIE3bp1S81mM+x3mAVPRVMTQt0dwRon5QhasD/ci3uXSiXdvn07FMZSq+edvm/fvq1ms6nd3d1IAS79gmD6eHEsAQKv8wAkTSaHbwqnWeVwOAy1Wc4sAZoymYxOnz6tCxcuRNhnSXfZExgXAlyvFXK2y++DOJBln1Jvg30CEGGP3OZ4ahghLec6yeexcfwc0AdY6XQ62tnZ0erqqtbX1yPpM/rbwCahs+yZVqslaXnykVQpDBfzin7A4FYqlcCo7e/vR3TsZ5UjC1YwoqBRkLMfPfOFxug7S4GSxPOO3gvDqbnxeBzqJVZXV4PCNpvN0J0V1gDHj6Enr4dyA0hw3JnMsiMk6ZM4qgWxEkEPh8NwfA/aGsrUT0FxfJncr9elUBlP5XaxWAzpJMBUq9XSyZMnlUqltL29rWKxGHqtjMdj3blzR08//bS63a6azaaKxaKuXLmi2WymEydOaDQaaW9vTysrK7p9+3bYePl8Xrdu3QrV47VaTY8++qiazaba7ba2t7fV7XbvYp2crh6NRgGweXTB59gURBmpVCoAM2l57NjXRoq+oFBaFtt5Go6uvKQCSXVhkBx4SNGmb86osBaez2Y9/JlIT0iH7ECpVNLm5makM+TKyooODg7C83H8nJw/zgLHLCmAVe7DSzsnk4muXLkSAGSlUtGVK1e0t7cXKSA9asJ8A9pZa06ueVoAACDd/UI87Av2wqlvgDE6QzDC9b32xVODzuIBOBx0sMaSIvdzwIqDdefr7KKkoLOSQl2Jp8KlqEOkqN5ZQO6PHq2srIQTajwHIKPX64WXmPIuGQD/6dOndePGDTUaDc1mM925c0e1Wk2VSiU0FhsOhwEYed0Me7FarYbn6Pf7IeXioIN1Y+4Z8/Xr17W9vR0Bng4AmDtP/zG/Du49Jcx3ncn1dA9/WGscvKf3PI3lNVCeHvJro6v+HF5WgN7fuHFDuVxOp06dCiAGf+FvUiZ4AbASwPhrF2g5gS/0tBwsfi53eDS+1WqFLsjvK7CCorLh/HQCky0tc9Ce65eWx49RPi9ak6JV/f6+HZA690Uxer1eYAfY9E5BwqSgABgXDA8KmEqlIqCHqDeVWnYQ9XQUCkT+FePCiShAHA4L40kqgnoaantoy7+5ualCoaDNzc2Qh65UKlpdXQ2daZmTtbU1XbhwQdVqNYCPxx57TNlsNjjV48ePazwe6/jx45IOu9cCYOr1ura2tpTJZLSzs6Pd3d1AOWMMASwwAl4UN51O9cEPfjDU57CJPP0CiPWaA0mRxlA4AoCLR7Ze68JmI3VALhuAG3dETs96tOTpJoyPA2cvsvMCUNibs2fPSjo0QhS2pVKp8DIyGDwYtPh8AlwBfzB7sA2ks/L5vB599FFtbW2p1+up3+9H0kVHTdzB83/ScuiTA1MYsHgAhBN0NsOZM1IiACKPjFlfABMOEbvgLKr/DHsBO+JF6Pycv9FrZ35wKrzbDNvoNtPToRTPktaB4SuVSsGx8YJXjs/TybpYLIamhOVyOXyWQlp+fufOHTWbzXDSjH4rNI3DiQN0sMGk3OnKjc1wJtOBpttR5kGSHn30UX3nO9+JvBIANimeQnMQg02BEUV/qJ8BqNxL9+bzeTg+7Glx/mBP/N6Mx5kXt2WseZyJ8Z9xKAPb4TU1PDevVen1esHeM6/MJ0eWpWXwCEvEnqEI+uTJk2HtyFJ4UPmzypEFK94Mh9QAm92dBcgQWkqK5goxGJ4bJHWDE+AEC1Qm6FFSYDjY1DjEdHrZ14LxptPpUMjK6R4oekfARLJefY6T5f8YD6rEOZkEBUuX2Fqtpvl8HtgLUHCtVgtHB6lHYCy1Wk1Xr17VYrHQ/v7+XfnJtbU17e3tKZ/Pa21tTfv7+9ra2tJgMNDW1pYKhYLeeustTafToKRXr17VysqK3njjjRChnT17Vo8//rg2NzdDERY5ap8zd9q8hBGAyQa+fPmynn322bBucVqXuXJnBKvFZsM4OLB1sMFGdLaD3LgXA3ttAOuMc0I3MBxscE9FuX6i20TnGLkTJ06E9B5HuEl9oT/S4duu/aj+fL4sFua5K5WKFotFeMMq44cCXltbUzab1f7+fuiL4z09jqrgeFOpVHjXlwcrBAukBqXlSRBfL34XByMAZ4AA4MJ1E727F6MDIHdwRKqPezp7CDh3ZofxMR6e2RkjD9RIIeTz+QBI0DNYBlri8/ZumsOl04e1cHfu3AlHkonC6d1TrVZDv5RisRhYlMFgoFqtpslkor29vfAKEFK/8/lcN2/eDKc5qWGbTqdhjA4o4rV6rKU31cT2nz17VpVKRd/73veC72BdPGXkINYBgs+vFz0jrIWzcozb68vYj26/WBf0A2DEd7y0gP1I0IX/IHswGo3UarX0yCOPhDQ/40PfGDuBL/oKgOFenDLlkEStVgu1mgSdpVJJjUYjrCvP+07lyIIVIlSYCqJJz9NJCpPquV8iYxaYjctigVi97gFWZGdnJ7AW0nKjUyhKftXFnR3K7i+RcsOConn6ydE9zwtFyykjDBhFlKSl2u12xHlh/NzY0PcFoNBut7WxsRF6spBfpYtpq9UKlC2dJ1utlrLZbEjdnDlzRpK0t7enUqmker2u3d1dbW1t6eTJk3rssceUy+W0s7MT2BR3CNlsNhRuYSyI+EhrkfoYDoe6fPmyisWiPvrRj0ZAjrNm/lI+TyV5FO3RFP9nXtEv9KhYLIYaHOp7fB1wIjA1PBfXIfWHUeR36AFOg3oWokeMdr1eD4wKrAhABHDOnHGsvNlsarFYhJoT9AVg9MMf/jAA8FOnTunEiRNqNpvq9/vqdDpBh2CVjqJQTAhQcVYBYb29ZTx70mtIpGivC6f43eFIyzcNw2oCuomuHQxLy865cfshKeJUHWAB4BEHVdRbkBL11gxcg4BlZWUlMLNE3NgOakOk5cs32We9Xk+VSkWtViswtgRplUolgLfRaKRerxdSvvl8PpwYWVtbU6fTCTaHOS6Xy5FOyrAzfioLwIUTZ47YcxzN9XXJZDJ67rnn1O/39f3vfz+wo37QIp5awUd4fZMHKXzOf46vcftPiwAHFoyZoNjHCqiA/WQNWQsv+PZggv167do11et1lUqlSK2K1zg50KEWybME3jCS/ZPL5bS3txfGUi6Xw+GNwWAQSVVLy/T7/ciRBStEqUQdTsU6EIHWJzr3qAanDzDxCUQ5yX2ymTlpRMoJKpW0j6RIESzGAKPkNRQ4Ie6HcwL0uHHib2g6nCNAxAtxqW2gToEahV6vF5Sv0WgE4EYDOAroUqmU2u22Tpw4EWoVyuVySBsQNY3H42CYeO/Q1taWms1mpLB2MBjo2rVrWl1d1dmzZ0PPhd3dXQ2Hw0j05vlz7yoMiAPVsxmggmezmb773e8qn8+HFBU1KmwuNiObH53w0xvuaJxuJTpx5+G9BriWF+h6pMraoFd+8oKoyetYYGwYH+zYzZs3w1tmjx07pk6nE4w2DAs/81fCk49eLBahkJECXBoE7u7uhnn1aBXqtt1uR1hA3rZ91ITXBLAfi8VicLruwDD4ftrCGQ/Wk73p9XOeDuZeAFSAp9caoEOe+/e6J3dg6IcDqMlkElJ4iLMskiL3Qg89heQ2BuAAUPH6ECJ69uzBwUE4Go+dA4SgwwRDBFZ+DJZTUrR/Jx1UKBTU7Xa1t7enarWqY8eOaTRavoGd9YPdgVEG+GFreWYHp86KpVKHR8o/8IEP6OrVq9rZ2QlrTRmBgyFPD7vf8SDHAW48FcRnWG+eBUYlzq64H/DnYhzOADnzAzACqNy+fVvp9GGTvFQqpbfffjusKYw7ANWZN64Li4Lf4jg3PVbwgXQrL5VKQTepY2KfvZOGkke2z8q//uu/BiYAx8sGRnnZYG4MWAQMAQ7RWRWURTpUZs6Z53K5UB/ChsDhYNRwDjhD3p7sSs93PG2FckrLY6s4aJSPzchmo9iJ2hWiNdgGxi0tDVe9Xo90IIShSaUO+5bQSp0TM/EjexgSjDYAApC1WCyCo+T9MSdOnNDTTz+tVqsVCnNJBWEo2BAeBVIzAXPhdQV++gojmUqldO3aNZ09e1YnT55Up9MJ9R2ecgGcMqfcA8ExMB7GyZqynl7UCDhC93gejJpHSh4Vc28vtPProg/tdlu3bt1SrVbT6uqq+v2+9vb2AhBlfTxCc/ANOMGwssZebM0z53I5HT9+PIyVI+ySQj0TtRZHsTHcyy+/HJ6/0WgEPSa1yppBzbMmbvwBojgZdBAbhH3x1J4bewc1nkIECBEIsIake7EJudxhsy63Q+gRIAM7B0ACtLPn0ul0qD3AjsD8sL6cwCG4I7ghSub+nAqRlml0t2sU86+uroZCWfYxx11XVla0t7cX0jWDwUCnT58OjSVhujy9C0PB+sAQSgpO1VO5fmiC8TkIO3funP7jP/4jBJP0iOIa6ADsrRStKXMGxFPLDgAYH+sMO86YGSPAwwMgfgZgdLbG04bSstdPp9PRhQsXlMlkdO7cOS0Wh6dgYWYlRUopsKnM08rKSjgRRBdzZ6PxIYDgZrMZ5oY6lXT68BQSdqXX6+nnf/7n72vfHllmBbqS4leobTYtG83fHQGo8OJVok2chdNoXEtaGn+iBZgFnC8UPaAnnU6HUzOgUNgbaEXeXEvPFs8nS8scN8rIBmKDD4fD0BKfKASDx4mXRqMR6hoATnQ0ZQ7o+bC/vx/Q8OrqanirKWkiSTp9+nQERPT7/ZDiGQwGarVa4SWGq6ureumll9RoNHTlypVgbBaLRThFk8lk1Gq1AkuBg65UKmo0GqH6n0Zm+/v76vf7oVAMww+jMB6P9b//+79aXV3VCy+8oDNnzgQjAYvjTBmOCbDjtDEGH1CMEce5wW6VSiU98sgjkpaAwZm0eGrR2SJJwcnRTAkDh+5ymiqfz+v06dMql8thjR3o+XNRZyVJ9Xo9dAyFns9ms4FFyWaz2traCvVYFEtOJpPwjiec1+nTpwOjd6+I8SgIUSBzKCmwlc6sSMviQY+S+QxRogNAr6/yNDPr7iycn8TAUSDYGGdx4s4fXUQ3HThJy0ZiDnwlhf3E/iMIItiBUYZxAhiQRqHxIw3f6GRbKBRUrVZDOwTsDfPj6WLsCi/kJI3AuJrNps6ePavhcKjbt29Lirad4Fnp1OwMBvdlT8BieV0QDp+gAwCUy+VCy/m33347vALA02EEG86yxIGLByse1N4r5d9oNLS9vR26AaN/fAegBXjwukzuRerLx0FdDM37OP3jLB0sn+sRAddsNgvvhKNdBGlk1y/qH/FL/J7+TejX2tpaqF15J7bjaFobLd/PQaU4NQRsSmgtFBUwwsQ7vY9DQbGJmPg80Qc5WEABdBbXqFarQWlms1moRyBXnEodvvCpXC6HiJ1aCtIzGFAMhKSwSaDmJQW0T/SGUSFd4MWz3sGXvgTHjh3T9vZ26PHAm5G5x/b2tur1uvb394PjlRSK44jACoWCbt26pdXVVVWrVe3v7yudToeOqjdv3tTly5eD0YKuJeoj/QSlzLNyTwAizoKUG0cbs9lsiExovz2ZTPT666+rUCjoM5/5TOS4JZsTQ48Rwjiw0dwAemqGnxFR4NTeeOONcHLh+vXroXbFWSl0DEPrxbXe54Qx0LOn3W6HefI2+swjL3XjNQteCN5sNkPXUdg2109yyW+++aYmk0kEOLfbbfV6vTA+P1WHMTyKwukbUhesKWsEwGCOJEVshTtLxNME6Dr1IawztRL8nwCGfYTN8RoVPod9oM7JmR0fG84NB0yg1G63Q6TNPQDk7uAohKUmjf3C37PZYQv9nZ0dra+vh1Qjx5O73W5wTHt7ewE4UKQJQwEr0G63tbq6qlQqFdq6P/nkk8rlDl/pQd0c8+m1NeirO/n4wQuYRmdjvFiY1Jw74LW1NT311FNaX1/Xm2++GZgOWDD/vq9/HMAQoABavY7JgQz9knq9XrClnqJjfV0v+NvTfp4G4vr0VNnc3IwErNg/2DBqAT3NRL0JaUC3fegXaXbeU+bpJAfrPm4/RHE/cmTL+VEyIgB3Hj7hHsVCcXnVMkKEwEbGmcQNPNEHAEhSyLvCgkCDSgqoFRaFKIMOjh7BQQlykodrFQqFoFSOSD2NQUQ+nU5DhO7HdwFn0Jc7OztqNpu6efNmeHkZxXHj8VgnT54MBbEUgUGde2+K0Wikra0tjcdj7e3t6eTJk3rhhRd048aN0EgO2pFutmw6Nv1oNApt3slHQ5d7galvQo6/se7MB9e+efOmdnd3dfz4cf3CL/yC3njjDV25ciXCnvmcYRwwQlwHx4MR9Lw4zzCZHDbG297eViqV0qlTp0LO32sG3LC4s+faXsjnBn5vby90m0V//OQRxqxWq0XoeZgsIjcAIWAN8J1KpbSxsRFhB/wt4bPZLERNfvzeC/iOkhB8wEjSaM/rvnD06KjbAtLAfE5a7g2AHTQ98+fOB50icCqVSuFN2OhwKpUKp2lcH7FTnp5FsG+AG1hJIlyKVQHfsD2AasCJ7zU/IYL+UjNGpE3LBopuARqcBGR+CFB4jsXi8ATadDpVq9XS2tqaTpw4oZ2dnVAf5alhfxM1+u3BHYwZ+s19mFPuTRDq9Ua+Nox3Y2NDFy9e1JUrV1QoFMIrCdz5xgMdvs8Y+Rt9AnwRbLLnKVlwX4EOMR5sqTO1XifldXmAv+3tbZVKJW1tbYW5oNCbsbLGfsqM2sRcLhe6ha+srGh3d1cbGxuBufeUOfWGHC1nTsfjcWg0Jy1fVXC/cmSZlVKppGazGRaeuglnG6Rl6od8PakfohtJYYOCxFkEr8Ug4kR5MGBUxlMJzQaA7YDaZeNT24BBAzETARHJkuJgXJ1OJxw9BojwPNCqKA3UG2kVnDFdZ2GJJpOJTpw4EV5ESBOmdDodlJwOp6lUKkRRVHmThrhy5Yp2dnY0Go301FNP6Y033tCtW7fC/PJWX/LvjB3gyKbd3t4OtSlEW8wN9KGnZzx6dEpXOtwQ/X5fly5dCmwMxs/TTV5LBLiLU7pQ1jBBbtgZT6lUUrlcjryGgXVkfDgdj4AkBWYN48PY6FUwHo9DMSu5ftI/gLzJZBJYLe5drVbD8VAKzXO5nOr1emBiOJXR6/VUKBS0vr4ean0w6jg+HDS69k4q+h8GIQIEpBBQxCNGB7AYdvacFG3OBWiMp46lZQE3exqgwl6iKR+OwoEC+xnnAriWoqcLpeVbh0lX4tRI/QG4sD0OgKRlWoqImv1XKBRCjQOM03w+D8eQOZrKCR7ADFE53/FaFQIodHY2m2l9fV23b9+OvNUecMIe9WJnd7idTke1Wi0AL7fxDkqYU3emvk/5LPd55plndOnSJV2/fj2ABUAl/4Z58WAJneD3nsbn3sw7R7/5Duk1Dy4dODoDHAdH3AtG9s6dO3riiScC+IGd9uCd1DXMCrqSzWYDMEdns9lsYE28dUSj0VCj0QiHMNB7B80OePnM/ciRBSvUi5B7dmeNoqEobC6MDqgcJAlrgmMispAUju1yHVgLp4LZnKBLlAG2BAWRou8xms/ngZImD+lUJ06KnO54PA5dATGkzgZQPwEYSqfTYVwAlXa7HepuyDWvrq5qf39frVYrpLJWV1dDKolxlctlra6uRujVVqulra0tFYtFvfDCC3rrrbdCLw5qU7rdbgBNRKvScnPBAGxtbQVQBVtFPZAbAj+KjaEgDUbETzoklUrp1Vdf1VNPPaXTp09HImio9Hgk4BQlkS06AbPGvfgOnWL5HEckWVvofmqdpCWT4jltOhYDDm/evKmnn376LiaD+b9z505wKo1GI4BC5osGboBpDIZ3sM1kDl8w1mg0QioJgEUhNKDZ+8bEj+gfFQG8OxvCGvA7ghXAQBxIYEe8IJy9yLW89QHG3dkW7ocDo1DabYKDW8bujB12Tlo6YvT1+PHjunjxYlg/L/52cBYvBiWYAKQQSLEveSMyafhWq6XFYhHSoOl0Wq1WK/ICU0A0wZik0E5/OBzqzJkz4c30DvKovfIuqgSR/NvTaIw3l8uFwwI8u68T8++BhxTtmzKZHLb0f/755/Xmm2/q0qVLYf/H6878/zyfBx6Ip4pYLxw69gAQG+9l5HUm2ELWEKYDfeh0Orp+/brOnTsXWW/3j91uN/JWbFhDUt/D4TBy0rBYLEbem8W+qNfroc7NUzz4Z280iZ6+EzmyYAUgQFGttOy7QTrHT11gINwx+KkWp9NYVMTpO++DwaJ6XQonXjBMzsb4YqGsjsQXi0UoMEulDo+GkmLAwdAsCZrPPw+bQ9fITCYTiuGIhMfjsTY2NnTnzp1QF7K7uxs2P8ebKZDlpY2DwUC9Xk+3b98O89HpdFQul7WxsaGPfOQjobYCJ8ZYeA8Kc0J1OV0qU6lU6JTY7XYDiPKXoOHEPS/Pdf4/8t7sOc7zOPu+BhjsM5h9sO9cwE0UJWrxUpKcpeyKXY5TcRzHqZSrcugc5F9IjvMPpJKjLAdxFucgpYpLjm35LUm2SUk0JVIiABIEQRDL7IPBPgveA+TX0zPS932h3oPPqPepUlEkBjPP3E/f3VdffXXfOCc+E1ABWCuXy3rvvfd07do1jY6OmrPg+8M4sIY+g2FjYzc4IuzDMyuAGGwGBwYD4QEXWROOB5DGvRwdHdnJtD54MqocRgowGo1G1dHRofX1daNiycrj8bgSiYTi8bh67wlEVgAAIABJREFUe3uVzWYtc6YNHzE42hZKQQMDAyaaJED7MtppvHiufg/6v+P0PRjx2TD+xItcYTN5f36H5CQUClnCJDUDD+9PN433RSRVfrKtLyV6hkVSSycipx4zHgCBNfeHb/LMkdfzYY8MbJOadH4+n285ZsIPheMeAN7BYNB+nwSEkldPT4/S6bQSiYQ2NjZUr9dNU0EChu8B8JOAUCaCJfMAko5JxMC+S4v95ssX7EkYLPwAyW48Htdzzz2nmzdv2tRZQI8PvJ514+/tsYcLm2sHI17M70GPv2evi+HyWqijo5MjUAYGBjQ8PGy+jNIO4IGkia4zJoo3Gg3zB6wtzBbCacqRjJsg4cen8juspz/c1dvw01ynFqyA9BBVcnmxqs9I/AwTjBNEiWP2g9r4OVlJPB43hsWDDBwMdWQ+4+joyDYW02XbqVeyDURJ3jHhtJaWlswh+H58nCTonRITSBbaPhwOa3d310pM4XBYlUrFghsBs1QqGXLms2jlzOfzts6pVMo6rRKJhK5cuaJqtarFxUVVKhX19/ebrkFqdjSFQiGbilkqlWwgFGwA/f0EiMHBQcviGdXN98aRoXaHtcAZMQL/+PjYujwqlYoWFxc1OTmpiYmJlo2PCJvPb9eWeMrVU8g4dq/rwN6gusmWuF/+DsuCYyQ4Ui7Aqc7MzLSAUTo0sFnucX193ej+jo4OpdNpG2gGwEFMywFwfIdYLGbUNpkvpSxaFhHYseas32m8fMbrGQsfaPkZgAK787ZA8uLZEV928MwVztp3k/gys6fFCXIETK9Z8eCGC6bWA8pUKqXl5WXzE+wN/Bm6I8A6vs7rFrgv5mgwG4PP4X04UZpzxbAPgANaJ8bvd3V1qaenR5OTk8pms7aH+c8HfZISmgUYYEiS4r+/L+vT4ehZba/x8mvpL9bB68aOj481NjZmepLNzc2WMh330R6IfYLDM/Q+jjXy5SXsgC5SnwCRNHmg016K5CoWizp79qzZJN+L1/nmAFrgWXNmdLEesOv8Hcb9+PhYo6OjxgZtb2+3+AQaO3yXEnvls1ynFqxQS4MyBTAwTU9qGie0OKUf6F2MLRgMGlrEADzalmRAQmpV/gN2KBd5g6RFywc1qblJCNA8QIyqs/OkH359fd0cKFmED8xcfrP4eRmHhyfnyDAqn2wcehedSSgUsm4lnC0OHefWaDRMLHf9+nXNz8+ro6NDDx48sNbjarVqzAhlGIJzLpczAJVMJm3DogNpdyQIDynRwGCwIemAwQETpNl0rKXULOU9ePBA+/v7unLlSovmxXcQ+FIQwRl74Bn4AAYAITv1pa54PG73Ctt27do1feELX9D169d19epVXb58WePj4zpz5ozm5+c1MDCgvb09LS0tmbOBQUEQi+34oEurN989l8uZRoBaPl1isHbJZFKzs7Pa399XoVBQNpttEURiw9g1+4Zg9VkzpP+/L+ryBAQyZBgSvifBxovqCU6+DMOF7/AiSOzQl2alZtsqoJpMlCAE8+E/A7vr6Oiw5Irn4bUk8/PzKhQKunv3rgYGBhSNRj8BmFkH3h+dQyQSsfvC5vERMEnonAhkJD0kCYAfzw7gR8+cOWMJz+PHjyXJdC+wfXwn1pAuIQZAArRggH0Jxz8PGgb4LoAG7wu9z+O5SM3AD5gcHBzU17/+dT1+/Fj/+Z//2RIDeObEGNYUW/G+3/sIbw/ez9frJ3OVtra2dHR0MkgvHo/r4sWLisVitjcrlYrW19fNfz98+FD5fF4LCwt6/vnn7TsiXeDeYKmJU8gWiHEM8Ovp6bHjTegcxPbj8bjGxsZ0dHSkcrmsTCZjvqW/v9/WHS2ej3PtzS3/43371L/xa3JBL6LWp23OAxIAB+2yPByMGqfkgxKlJDIVHrQkoyV9iclnWiBQECWZBZsEQ/ROhtIMNDIOCR0H49x9doXh8d1xbjA/29vbVivu7+9XsVi0VlY2gSRNTk5anZKzgXK5nBqNk/bn/f19lUoly8T7+/s1NzenxcVFLS8vt2h2ADMEaNqe6WZJpVLWCgu9yHOiBZn1gTlhSBWbnzkqkjQ8PGwAS5Kts6/l+gtx7cOHD/XgwQMTZ8NmwJYBisgycJqAMX6OA+rr6zMn0D7Th+82NjamV155Rd/61rdUq9W0vLysO3fu6K233tKdO3cUiURsOu3Zs2dtQxMk+e6UZQgOlAa7urosa8VZVKtVaz8liHihWzweN/bKBx/YSh+gCcKA+nZgedou9i0Bg+fnnyslAJ8Rej1Du8DRi0al5kAufs9r2LAVz5YQhNGG8FqeMx0+sGG+k0Rq6gDq9ZOTzpeWlqxUw/3gY/juPFvvz/wBdLByMCMwG6FQyP6NMjHjBWAY+SzKPiQpnMYOQGTU/s7OjkKhkJVs8vm8+bl0Oq3t7W0D5qwRSQFgxHc38Z0BAbA9BG90OTwDALgHiTx3YkcgEND09LS2t7dNR8jasx88KOG5e+2Rtw8/CoD7RuPkWbkzZ85odnZWi4uLdnJxrVazU+rxqWNjY7pz545WVlZaBNnYNx05XjOD7ZL84HtInr2mizJeMpk0vRfHcPikH1vzDCHrBHP0WVjZUwtWoKNZCM7CwZH7uhoOm42JkbWXZHAsLDBUO0Bmd3dX5XLZDJdNCfDA8Gj19e2CAAGCAwYAE8RnQhdTw81kMpZN4axwqhgX5YdIJKLe3l6NjIxYho4gjlNQOUkZ4MJp0BzfzomnOzs7dlhYuVxWT0+PZmdn9eTJk5aN6U9X5TNZAxzU/Py8rSffG1oYUOYNmTKe1wiR9YXD4Ra9CcHGl2V855ckE9HyrNfX1+3sIs9+eZuQZAEBm/KaBAAdtLkP7pRN0PN861vf0vnz5/Xmm28aWFpfX9fY2Jj6+vq0vLxsZZy7d+/qi1/8os6ePWtg0AuAETN2dnZax0U+n1c2m7XOILQ+BFdsjCwHpw91C5vCvpLUcuo1/+YFqN7xnrbLZ5FSc4Q5+xpbZF/6cvGnsUqeoZCaMzekJlsHa9BuQzCDXmQPcCYxIoFqF8Z6oS4aBEo2JAqRSKSFqSEoolvAd8CCkuDA3DBjA1YPAMD3J0sPh8Pq7Ow0QXwymTTtVG9vr8bGxpTJZFpmzeDPtre3zUa9P6PDDn/avjfZu750iziV5wywBOQDXtrZWg/K+Z4AFi/K56iLu3fv2ppiA9wjPs4zK95m2IMEdOyQ5BlbGhgY0Oc//3nV63W9++67dvTA0dGRleQAmviES5cu6ebNmy1yBH7mP4tJ7PjFWCzW0qjQLhz2HUocZ7Kzs2PlYe7ZM0btZbb/0+Tm1IIVzquRZJSYFy0i+GLB6JLwm8E7XwIpD8cDGgSlftgWGwLNCRuDeiwlA5x+KBQyus4LPBHIYuy0mBaLRdXrdQ0PD5tiG40LlC7lBTY52QxGiLAVJqNUKhkAg/WhGyiZTFrmJJ2wLrlcTvl8XslkUhcvXjSAyFHvOzs71q6YSqVsQ2xsbOjw8FDDw8OWJTH7gDWGjgVMSs12cDIfmJd6vW6sFc8O1TodFFKzBZFgimPCaRDwsQMobGyBdW1n23AuPqP2n4FNQUtzL6lUSt/97ndVLBb1xhtv6MmTJ1pbW1NHR4fOnj1ra9HZedIuSinr4cOHunTpktXvCTBMCGUWDWf5pNNpO2CSLIeJwzhoJhZ3dnZqbGzM7McL+rBfgrYvF0jNwXas42m9/MGf+AjPivkMnWCI9okAJ6lFhCm1dpJ48EPAJgjAmvjgTwLiQTbB0gdO7skHQ69VCAaDWlxc1OHhoWmRSCB8Rw+/QwbN51A65sRlAFb7IYzYWSKRaCmxd3aeHESYzWbVaDQ0NDSkkZERY2Z7enqsXRn2kGMIEOT39PRoaGjIfBV+ncszmYw/AABJzRZuz2i072v8MAwNlz/WoF2nxPtfvnzZTo9v17Z4LdenAVruB2DCmvK8ebZDQ0P68pe/rKWlJf3qV79SoVCwNaTxwtsLPiocDpvgFRuu1Wo2sgL/TkwKBALGqmI/JIo+gSb5T6VSpnmhNOSBCmCrHah4WyWZfNrr1IIVzoogG2FjYpCUCNgQZFK+xhkIBKxO7LUI3sgwUJyN12ZgoLynZw6kEwPF+WMMPuMic/ElB1TyjUZDY2NjlkFwD75uyCbGgeGA2QTUHdkYHGbY09OjJ0+eGGUME8CZPolEQplMRvF4XFeuXNH09LQ2NzdVKBTUaDS0ubmpavVkFHs8HlcgEDCRXbFYVCqV0tDQkG0wP/dFaqrmEcBxXwA4GDM6oXy7tKfpYY688cOiEAjQBPgA02g0tLa2pmeffdaeM+DDi7BxWFJT/4Tz5v1xtDyDSCRidvXtb39bP/3pT/X222/r0aNHxqbMzMzYZmdKZ7FYtCmjlUrFNEE4m56ek1NpS6WSCV+h0QuFgtk8mRPlToIImTEt6PV63WhcbBZH5TVRfL7fK9jWab38cDH2oc9AyYRxxDB2vqPDB0FP/fsSiy9revEqf/80fZhfd0mfAIZ8nmdzCAQ835WVFWsvxjbbfV97hwxJiJ834oG9JGNRmYc0NDTUMqcDWyuXywqFQkqlUgqHw8pkMgaS0DU0Gg0bYhgIBIyVjUaj5g/4/nQbeT2h1/PAfvMM+DMSibToSHxpzusE2e/tjBl2367tSafTGhkZ0c2bNyWdgDx+5u8DP+FtxJf0KbngmxgU2t3dreeee04///nPtbq6qs3NTVUqFU1PT5u2h5jibY6GjpdeeqmlBNPV1WUMiu+a5N68uBYmFqbal8HoVGQOEz4b39feLcv7sT7ci7fDp7lOLVgJhUJWs6zVatbCzKJjNNFo1Lpa2LTSJ2uEXryJYbGZoRZBq5RvMEgcGq9nA/C7sAfQp9yzzwBwGNC/PT09xmzwczYwyJUzYqrVqoEQfzQ7BoHmhLN/VlZWNDs7a/VOQF9Hx8l8FU5RHhsbU09Pj+7cuWNMFe1tBHVGa/f19WltbU3nz59Xf3+/NjY2zCkMDg5a2QIH4Ge11Ot1K2EQBCORiNLptLWnS60DnUD/lEhwYl5gxwaGBfMljXw+r66uLuu2gf6FhcJWuF9vL777wM8vaTQaKhQKSiQS+upXv6p//ud/1u3bt/Xxxx+rUqnoS1/6ksLhsLa3t+2gNq+VgDE6OjrSgwcPzNHyvTjrCl1So9GweQz8zM80YH3JimDgAKU+M5SaYkLPMuFUKbnhkDxVfNou7p1gjD15Jhbw5veRByftIMLT9z67pt2WZ+FLzh7AE0h9dt5eXkbLAADxZUpKQNFo1D4XAIsd4ec8M4wNMiV7cHCwpdMmGAyqVCrZHi2VSpqamjJfQ8DDr8GUDA0NqaOjQ48fPza7QigryRKYeDyug4MDa4em7RY/7eeAUPaBMfVJoW+f7u/vN8GvBwrYNTHCj1MgAfQMO2vVzkR1d3fr6tWrevToUUtyiq/zx2bwTD2I4ndgxX1COzQ0pBdffFFvvvmmNjY29OTJEx0fH+v69eumTSFBx27wS8SmqampFraUhBYbpRMQkMzkYeyBRJzn71n9jo4OAytSE5TAcPM52LlnaNv3z9NepxasgAAbjYbNgZDUwrbUajUr3+B4fXbPZicjIGsGZPA+lD0QgrIxENISJKTmuQcYLA+IQOHruJ4WxmjJMqQm84MxgnihMXkvsjS0OqVSyWi/arVqE0zT6bR2d3d1/fp1SbLDBwED9Xrd6Nvp6WkdHx8rk8nY+vkZHzilaDSq+/fva2trSxMTE1aKYIw2rYySzJkcHBzY1Eu+G+xOMplUNBpVtVpVqVSyIIlDbKe8EUCTMQAyfLufd278fX9/X3fv3tXMzIy9H+wTm5naK84L9gVHRmnAZx7T09P6gz/4AwUCAS0tLenBgwcKhUL60pe+ZB06TALGYQB2yeAajYY5KRwxWTLgZXBw0IIgMxGy2awymYykpqgcOwF8MMQLR8Z+wJbRYLVn8AAmX88/raUgHDisAd+DrJrvjl0RWFkHArMHa36t2NP1et2CIYFYOtkHJBp8ttd0EXh4RnwmrCDTi/kcr9caGRmR1GRO2il6QJb/fxIfSpm+jRgWipEDdPKg18L/wdTVajWdO3fOSo+UcdlLgCT86sbGhjo7TwbYARxJ3Hzg53tUq1UD/Phc1i8Wi0lq+mBfYvNlIf+svB5LUgt4J6gScPFVgcDJXKi5uTn7HM+e8ey9r/L3SbImtR5YGI/H9Ru/8RsqFArK5XLa2trS4OCgLl++bFoVzxJxf56VIwb4Q22xSfxJKBSyigAgkHKbT+6wK5/I0sGKL/KVAP992xNHD/DZR097nc7DPf778k7Eo2WCIBoAAjobGkfgha44Dd7TOyP0FuglACxeEAUgwUGQtWFUXL73HGcGqKKsQOvYyMiIyuWypOaZNGhmyMA7OzuVTqdt8igAKJ/PG0sjNYeURSIRywgGBwcVDoeVzWbNQSYSCYXDYZt8ScmLshpDhdbX19Xd3a1YLKbR0VHToBweHtoUXZwOAj1ADx1IGHswGFQsFjOGDIfMRgEQMOqeZ02AZ80RDLaLET1Q8XqCzc1NA0jFYtFAE47N/+k3Ir/PdxkeHtZLL72kubk5/eQnP9Hf/M3fKJfL6dKlS5qdnVWxWNT9+/dbbNczeWihcJysJc4E2/ITRbe2thQKhcwJ4GhQ/DOgECAUjUYVj8cVDAbN8QHqyHyxZTQVBDKvzQEAn2ZmRZKBS8oBBFvshA4XOnP4sx1EeNvwoI49DrBlgrTUPMGd9/TaKt7La5X8MEV8GBdAgCAzPDysev1kdP3KyooGBwctueL54fsCgYCGhoZ0cHBgx3lA80ciEQMPsNgkFEdHRzapm4nY+JPj42Pdu3fPuoWOj08aEwAT+LrBwUHV63X7HRhbgi6aLA8E8OMc5gmbDEPgR9ajZUHXEggEWmYU8RxYQy7Al9eVsA88m9HV1aVnnnlGP/7xj3X9+nXzS/h8wEG7XgZGhSCfTqd15coVhUIh3blzRz/4wQ+0v7+vyclJezarq6stdkbSATODTyOG4Se4p3Z2D1bPi6z5TjCKaECPj0/Ob4rFYopEIlpcXLT35jvgE9pBPnbNn4A4z6A/zXVqmRWcPUfYo1+QZItYLpdNrcwGw5EAUNgM3lHzdzIwn1XBwvhsuqenpyXYSE2D6uzsNCESTssjfIw6FAoZa5HP5xUKhbSwsNCSFbFhmTLb19dnY6oPDw8tmEuyqbW1Wk3Dw8MKBoMqFovq6upSOBy2YT7ZbNZEuNFoVKOjoxaMdnZ2Wo5gD4fD2tvb0/LysiKRiIaHh1UqlSwb4zUEW/QQCL4oXVQqFXMQCF2z2aytHQbuqep6vW7v7YWPOL9isWibd2BgwCb9smnas2AypL29PV27ds06pHg23gZ8ECFQsCmfffZZfec731EkEtE//dM/6Z133tHm5qbVw0ulkgkc2fy+ZOCzXF+C8bQ99lutngzIOz4+GcbE/2NbtCp3d3crm83aFGBANEGSbJPSpdSsYfNZgBFsHt0Xa9+eSZ2miz2O0/YlXEm2Tz046evra5lEzPNrv7w+is/xWTfPnOeEH0CLRlDDsfOZXtzry0VeI0N3mCRtbW0pnU632DJBkzb2VCplvkOSBcDBwUFrZQ2Hw+Zj2VMMmkSY2Wg0lEql7ORdQA2ZNElOoVBQpVKxhIjONgAB31GSAW7+HzYaW0c02tfXp+3tbQvWXhviWQH2OtpE9hjsEaCdJMcnor6k48ujgUBAY2NjWlpaMt0Y6/1pl9e0HB0d6fLly3r55ZdVLBb1i1/8Qqurq1aG3t/ft/ERnlHmvf3sGN7b62N86Zr1QCND3PHiWJg1tIAkQNgAk8R9yR379ayT1+qwFn49udfP4jtOLVgheFNvw5l64yIrxdkgYPS0IujfC4UAImw871BwajzY/f19AyO+TOCpZTIW35IrNTUxvjuAf8tkMmYgABEMr6urS5OTk+ZsKEc0Gg0Tvz1+/NiMCVFbNBq1AWD37983gHdwcKAzZ85obGxMu7u7Bmo8+AuHw5JOmCvms6ytrbUIUOkSADz6Ug+dLNS5g8GgxsfHFQqFrFMFI65Wqy2iYNgCHJSneclmksmk0um0ZVpscl+XlpqsiAchCwsLmpmZUSKRsGAhNYGJD0zQ2vV6XYlEQp/73Of01ltv6R//8R/10UcfqVo9mQsxPz+vTCbTAsxw3JTsyDawPe6RCwE29smzwf7IegcGBiwYkkVTX+7p6VE4HFYqlVIgELDJlKydD6ienvXOBJbQdz54MHnaLuyPNSew+WDnAzz6Bz8J1ZdefOmGgARb4+0GkCLJ7NYzNPgtz+pxL2T8/vN5TwIIZzuVy2VjYAGl/C5+gAzfd/cxaiGfz1tJhe/FnkIzwcDGo6Mjzc3N2VylRuNEOFsoFCTJEjm+JwPqmN/k25SxTRgXgBcaQU4yR5tzfHxsrA7rjN16UMJ6e5adALq9vW3+jOfRXnry82m4eAZDQ0MaHh7W6uqqMUHcs09yPaMrnbR6T05O6u7du7p7965993A4rOHhYVtbX27lvbyeqF0j4kuFxCy+AwCDGAMjDdADqDA/p6ury4TSJLb+fryWzZdI20s8vizKvvksvuPUloFYWN+2y+L5TQzV68/HIMMhkPksC5RI2YVAh7FTakEw5s+lALygNfGjy9sRJgyPH69PSQMWAaPzLAwACkdzcHCgcDhsZR9KGhcuXLBBeT7Ll2QMDm1szz33nGq1mj7++GMDVQ8fPtTY2JjVQ+v1upaXl/Xss8/aHJbe3l4VCgXFYjEFg0HLxjDKQqHQovgvFotWm+3u7lahULDR/Z7K9OJEwCbInwzy6OjIyk4wWIBRNiVOHyrdo3vfHvr48WMVi0VNTU1ZNuODGa8jePT29mp0dFQvv/yyfvCDH1iJJxqN2iRZf/pou8gOO5LUQhdjh1ITFOXzeUUikU/Q/9g3nVMcWYBGi6mjnZ2d1rFVKBRagjG0eDtA823w3DP7AFodx38aLzpjcNZScz35f/wJQA7KHHDjNW8+QeJZ+g4iv/9x5pTzfAmZwOJtl/fwoBJfQICVTmwqGo0qm83aPaHpa2/1JTGS1HLSeiQS0dbWlqampkwEjlgfsIa/zefz6ujoMN1GoVCw8mQ0GlU6nW5heplthI6lu7vbxivAnPiyC0w4foa5TewFPwARFndwcPATOgmAGvaM34chZ919+QbmzLOIJK1SK0iQThip0dFRra2tWZdee5kD2+ruPplsPTs7q9u3b6tcLquz8+T0dDR+lUql5XeJF9gOduG1K545rtfrNmgPNlxqnkdGFw/fjS4kD0KJcfjqJ0+etLAqlJU8gCPWkdhwTwB4ysl8l6e9Ti2zggNpNFpbDKXWMgJOBzTph4N5AZYXaGIIvD/dFHwGxg1w8Bk+dLsfWETA5QFhbPwODoSuJZwgIkl+D4NGVAoAo/9+amrKRkzT7oZmhd8juJdKJQWDQZ0/f960Ijg/apTb29saGhrSzs6OFhcXdebMGWUyGasV9/X1KR6Pa29vz+rSqOWpdXI/OOt0Om2OCuEe4JGyhq8lQytSFgHk1et1bW1tKRAI2Mh4fodsEiePs0GL5Fkj6cQZlMtlra2ttQAnXsMm7OrqUiKR0PXr13XhwgW9++67unv3rp2JQo2clm3eW1LLnAgcuM+ovcC7s7PTGKjh4WGjp5ksi60AVgDOBByf5TN3gRk7/owaftcHVUS2AH+coddhEbB4TqftIugQHPnTdxL6LhyyRuzUA02f0Xtmin/Hdj1L4gG5/0zPhPhAyd7x9+9pf8DwyMiIZfc9PT0mroZZ9sJ+9iUJXzwet6ms+XzewKwvu6KB4jTjiYkJHR8fG8CHneL7jo2NaWNjQ5lMRmfPnrVuRmycMj52R7s1oHh/f1+Dg4Nmp/F43HRwvlyKPo4gy7qwnt6GpZMkaGtrS5FIxHwmft9rsWAQ2v//0wIuxxSUSiUDlawbVzgc1szMjMLhsFZWVrS9vW2dkn7ejB+H78tS3l580sH9cOXzefX29hpY9UyRT7yxc8CQT0RgVaLRqCWVfgqw9xeeOcF38HPP0Ho7/r+qDMSGhiXwBomB+hIAWSsPh43VvqA8KE+L47R8ZuGdG9QZRkDA5efBYNCm68IySM06IzQmwANqljJQR0eHDQNjWFOxWFQkElEul1M4HFYsFjORGmI+RMBMOWXsPSLYyclJbW9vK5fLGetCqSqRSCiVSundd99VIHDSu4/ehnsnQ6EeDLvBeSQIazc2NrS/v6/p6WnV63Wb0yI1xWqUqrq6uqwLiBIfgZ7nQRv2xYsXNTk5qa2trZYj1QkqUrM10zsrmC//711dXSqXyy1lGRgpHPb09LQBtp/85Ce6ceOGRkdHJUmJREK9vb021VFqbk4PZLEdH9zIrKVmBgZYYcKsZwjpPuvq6rIJpdiuLycmk0klEgkrifl18c4GIMjPvbic7877s69wxqfxAjD4Ui0X353X+N/hWcGIeqaMi8Di9QTt/87z8RmntzvWmYuMn2ePXeEbAoGAJTZ+HD56s+7ubpsSC4tBuQe7BexWq1UTv0qyIXGwtlzpdNq0atg2wlnu8eHDh0omk6Zt88Cd/wccc9xAIpGQJJsnRFIVjUa1s7Nj/+71XTA09XrdziZDFsAeZj3xr+Pj4yYk5X4J5l6H4ZkWLg9cfXKVTCbtuBI+j302NjamwcFBlctlbW5uKpfLWakrmUza8/XxAfvx4nb8BveF/UhNALC6umogF6YU0OqPKMEm29+Dch3n+5CMelaae/m0pN8ztXwHzwZ5RvNprlMLVqBWmeLanjWDrn1dmA3Y1dVlo6w9tY6D8U7dl198W59vCyRQ8uABQ57Wx8gY3HN83Dygi2Ds/+zv71c2m20R1VJSqdVqikQi2tnZ0dzcnPb29myU/9bWlmVBvlSSSCQ0Nja1ZcBCAAAgAElEQVTWMjqf+ixInsFu3O+jR480MzNj7AogkKFiCOk6OjrMwaXTaeVyOWs9pDw1MDBg3TfQu57FCoVCymQyqtVqNqqb9SGb29nZsWm409PTBpj8z2GwcBif1tLeTqdDyzcaDZuuKcnYjkQiofn5eTUaDX300Ud6//33VSgUNDQ0pHq9romJCR0eHtrxBR6MSs2SCxvYa6Sg8f0983e0Jn4sPFOJEVnTsYIDh0GDYcHZVCoVy4IIbKwHgN13i+B4fPmBDOq0dwJJTREt7Ken+3lOBAXPPEnNNkz+9MHFC6W9foXPkpq+i8yf13FfBE0PmLxuCla1/ZlTmotGo9re3rbEBvEq/svrvPL5vH3uzs6OBVTPCHGIJntjaGhIR0dHZntScxQEycf6+rqSyWTLNGpOXkdzBkiBWYxGoyoWi1bWxXcMDg5aMoXWhmM3SBIrlYq9vy8RSWoBYsfHJ+PisXlYIal5fhjMD+sCMMBO+L7sH34HxtuzaOxhZslkMhnzlzBazD3C1vie/Om1Yl5I/Gl6Fkl6+PChzepiLfg9mHxvgyRugHDa6ikZeb8K6MCXeF9HvCP59msBOMGPfJbr1GpWeHCIOH3NkQ3jkSiZFA6Xy+sjcB7tokNJ5hxwZO0ZJ1QlyLFdn+KFVlzthyKy6djMHOyFQVJr5N+ZNEv7387Ojs6ePWv1WEoRIyMjlqVD7e3t7Wlzc9NKNL72vrOzo6WlJV26dEnBYNCAD8DBAw1ASqPRUCwW0+rqqpLJpNWwu7q6LKj7+SWJRELFYrFFfIzeprOzU8lk0qjlSqVi69/f369UKtXSFcVasqk9zQ74JGP2G8UL4Dzjlk6nTTx85swZHR+fCJ7X19d1dHRkh0tWq1VjtKBIfaDy2TKfy2b+NP0KAAIb3d3d1dbWlp1W7QWaHFbI4YTMSZBk80OCwaAJwL1+BoaPfeDZMj7Dl8n8/RKcvJ7ltF18H7Jvz3J4bZrXCLCPfSeRD1xSszzjmRoCAEyMr+Xzd7Re/t54X18mbf88H0AouVKmZs6RZ4Sw8729PWvN9gE9kUiYRg29HuwugksGNeZyOUUiERssCCBHWMu+oTxM6cmDAM/g9ff3a3NzU8PDw9rc3DS2A9YB/+2bJfz8oePjY1UqFRuKx3wYWE58ZCgUsoGM+AmYF++jvVCUcj/Piz9h54kT6FG2trY0Pj6uVCqlnZ0dlctl5fN5OwGdBoKenh5rcvCfj234Ug//1s7E+nIUMWljY6OlPZrvQ8kIG+zv77dEzZeDYJUl2SGoXEgr8Nm8N2uEXfrSld93PMvPAlhOLVjxyJbLi2R5oN7R4AS8tkVqnkkDUmdT8AB8VsKDIlsIh8OWNUHngihxiF445kGBr0OCwimHYHg4IwRTkUikZcogKPv4+NgGmrHRYrGYDWcCTI2MjNhUSehhsgLpxGmlUiklEgn7vUQiYQcaMisCERjZFCWgRCKhg4MDxeNxE/xxPpLUzBSOjo5ss8BgoJFhAyHsY5iddMI6IdxLpVItmRHvhROENvdOEafAZoIR476q1ao2NjZ07tw51Wo13bp1S52dnUqlUuZs/OwGhIYe5EKJegbF18RxJF5Pgz2Q4eLoyMoBRtTlEXdLMg1Bo9Gwsg+AtN3Z+A43r0lhT+GsvWaF54ZTbNcAnLaL4AIw4Vn6M74IYj7R8KUv1swnH+xZ/o2A5EsLBGFeR8kXX8DnY4/evwG8vR8hOXrmmWd069YtYwEo+1EGr9frNqCR58s6NBoNa5dlr0QiEdXrdTsDKBA4GTj35MkThUIhO+yQdYExYf/ixygloJXzto9fRaAbjUb16NEjjY2N2WcCwGAtJNl9euZnd3fX9HMwU7T64wt4ln6uje9okZpdWsfHx8Y4UHar1Wr2PSiX9/X1GQNcrVZtuF0wGNTq6qp9T5IKfMXR0ZE1DGBnPA+YS1gzrs7OTjtgkv0rNef2BINBbWxstHS2kbhg24AMZleRQAYCATv9fWRkRNXqyVDO7e1ts19sGZbKsyp+DAJx2ZepfAn+s5aQT20ZCJoKsRUdI9TcfdaMARKweHjeEQEwWHDfCcDCBgKBlpOd4/F4y2sBSRi4d/D8f7t4iz9xFkdHJ6cR8znBYNA6YWhV3t/fVyQSMYfrdRJ8j2AwaAALsDQ6OtpySBn0KGLZYrFoLdLlclm9vb2KRqOqVCpGB9LlQl2c+SZM5cxms6ajoDsHYAX48AGwXq+bw4BZYR5DvV5XPB43IIYAjdJWuVxuoUt9tizJXs86Ss1TWQG2lFT4Gbaxvr6uhYUFmzFA+QqnhKP0AZznjiDW610IgJTT2u3Tl6VWV1fV3d1tB1/GYjEDLbVazY5UAAhjyx0dJ4cg+vIQ4nP2jA+ynlXECfkgiLOTmmJUqSnq8wzlabp4ZnwHShTYDXved4949gtb8zS31NzjPvBgjx7g+UwUAAKrxeUTLP95HR0dlljxLH3ZmFI4NoVQlTkn9Xq9pYPR3w9/R8cE01irncxqArzSucNskp6eHmUyGess89NlOQCR/QxLSKmahgTuc2RkpGVtYYEAIbDb7aUNylcwZIy18EGRBAiQT/zwoJt9QMLkO39gddDowEAyY6u7uzkNuVwuKxKJmCwB/R0iVM/4e+DhY4YHMrD3lLaxM28jtVpNy8vLmpqaMnsDyMAE4/98cwifVSqVTPtTr9etNO4/ywPtdvCOryOJhrX0TKK/36e9Ti1Y8c6jWq22nEYLWqdm74cx4RwQHUpN59T+IDBsULQP/PydoMNcAzY6WbTXIuBEvLHBBFWrVRPEbW9vG/Jm06Dz6OvrM9U8GwgHtb6+/onhc4y4n/7v8fkMUGLtACrLy8uKRqO6cOGCORvqwbVaTWtraxoeHrbhdWSFMD35fF7ZbFbz8/Pq7Ow0VA77VK1WFY1GbVgfAAVmpre3V1tbW/Z5vb29pp9Bie7P/uC7Hx4eGsVOEGWj+FIaG8Q7PmwDB5pKpRQKhVQoFLSxsWHPDWfDTBpmTbS3v0qtZ8SQHXldAuwcdgTQ9tldsVg0RgiBNIP1+vv7lU6nLcgStOr1uuma/HAu7Bin6B2HFzlTsgI8YZe+fEGQ8XX003j5enqj0TCbAHB6caRnWjzj+Wm6HR9ovFYFv+B1Aj6DZq9xP77k550/9iQ1xdvsUfwRQJVnKqkFwPPZHqRIMsFnd/fJOVMAlWAwaKUYGE2YaTpYKP0y54U9zNEOlUpFk5OTLd2NZP+lUskYoEQiocPDQyslEZh9dxCsIT6dz0LM748HYL/5soNnq4gHvhzq960vCZJYUHZmPwMIQ6GQGo2TWSR+qKJnb3x51Zdj/DNtL2Gzx/B1sGLtJUde9/777+uFF16wBB3GkNZzv6Z+/QBCtH/DyPoSHLGsfV944OF9HevuWcr20tZT7dun/o1fkwttB6AAo0AA6AWwUmuvOq/xLWg4KTaxfz20G0pqb2Tt3TDUCSXZDAycBYhckqF2jESS6VeYW+LRby6Xs9cRtJlFAMswNTVloAnH1Wg0bMw6Y/UBPWTuH3zwgbEGqOM7OzttYFswGNTExIS2trZUr9dN2Y+TCIfD6ujoMHZmd3fXpqly/75dkhITGwCKdnBwsEWIV6lUbAougCYUCrWU8Qj01K7ZgLFYzNbPt6Dyn2+fnp6eVjgc1tbWlhYWFhQMBjU7O6upqSlzDgBcKGK6JnD4bD5Kj+2MSaPRaHHC3lnxb9jR3NycOjo6rKXS07meGsbePXsDiAC4ez0UHUSe0cEZ+T2CY8T+CdI4Wj6vvSZ9Wi5YNQAawcRnibAengFl3XgPMmkPQHxZyF+eCfBB0WsQvDjXJzz+eTcaDRNx+w5ESVYuGRwctGfLvmNuEyCJ+UYEpUQiYc/VJ2XJZNISCcT+MNidnZ26f/++lXwlGetDWZjyASVlfBbsApo42uu5ZwbAhUIhWyd0WvgvnoNnZvwxHz5BJSlCN+NFq7DzPE/2e6PRsDEN2AClZe6BcisdlZFIxAYwYheeTZGaWiTPNGB3Xifl9W0kMNijL8nwewwPHR4ettkq+CKejQfjvgzIPBovecAGfaWCi/tq/3eAjGcJvaaGvfBZfMepBSvMtCDz4+F4R8SCAl6kZk1YUovjBrx4tNrZ2RzZjHPGOfmaqdR0JL7+77supKYThA7l/fym4kwXJsZyP4lEwsoplEFo7QsEAhofHzfaDuM+Pj7WzMyM+vr69OjRI2MqEMV2d3fr9u3bGhsbs8DsSyIMjUOdn06nbf03NjZsU+/u7mp6erplTsLOzo5isZgNdCI74X77+/tVLpdVLBZtrRlCRQbDd+UZAOa8eJB7BRDxnBAPAsrIiAAJ+/v7isVimpmZ0drampaXl1Wv13Xx4kUlk0lVKhVtb28bmALw8Jlkbjxrni+vAczxvXHIgJmOjg7rHvLaq6WlJfX391vpKxQKma0cHh4qk8nYYYi7u7vK5/M2OTQSiSgWi9k8HtYFxwF48dmbZ2CwNb6HLwd4W+QZe4d0mi6CCCUE9gIak0Cg2WXmtUf4Fv7u18X7FR+kPHjxAYxEwjcC+HX3LI138pI+EeC83dEZ6bNi2ooR1ZIgIZodHBxUpVKxz9zb21NfX5/GxsYknex1hrdhWwMDA/r44481OjqqdDpt9sg64hsBD+g76E5LJBLma4aGhmwtAI2M3kcjwvOAYUS4yxlF+EOpWcphoBx/5z4qlUpLgsG6evAISEKk69utAVzpdFqbm5sqlUrq6elRKpVqYSnwVzw/n1BIzeQJm/CXT563t7fNb/A6P+oBNuPjjz/W2NiYIpGIJLUkxsfHx5ac4cvoWKWkjI4FfwfQ8eDG3yd7wpfifXlb0idACz/7v6oMBB2J7sKfgAxdCCr0Ajff0eMFQhgHzAs/4/d5eAROZpUgTPUTK9s1CWRhvpTkKXy+BweKRSIRQ7eMyKcGCwiAYqVE8fjxY2N+dnZ2NDIyosnJSe3v72tjY8Mclc/Y3n33Xc3Pz2t4eFg7OzvmGAhGlE36+/uthJXJZBSJRBQOh7W2tqZgMKjR0VETf/EZIH8YIuYlHB8fG1UajUY1NDSkWq2mYrFo+hSC8d7enkZHRw184oCPjo5sWBRI3mcY6E58uy5/UkcdHx/X7OysnYQ8NjZmgFBqZtIeKLU/W29HfL6v5XpmB1ukvNPf329smRegbW5uKhaLqaOjo4XRYaw+gBPH0tvba88jHo8bhQ8DxOdKsvXDiZLtebYGB8Z8Di4fFNsp3dN2wYiy17EhbMyXumC0vBjbZ76ezub9WFOSHal5tAZ+hcMjCep+0JbPfmEOpGZjAN/BlyJg68LhsAFpRuDHYrGW0fqSLGngNTArBGZKtwjwPVMhSYuLizp79qxCoZB1m7WXADo7O20wGeAcX8OcqHg8bsACH4vWxJfs8Z2UfWEZdnZ2DFTwHdlLACKeI0AUwOIBu9Q83JK1phzH4DySzGg0qkgkokwmo56eHiUSiRatjE9isQtJLYHfXz54e40IAA2/7MFDuVxWIpFoKae/9dZbevXVVy2OIeDFpx8dHbVo9lg3DkDlOZP0AnS5B69ZgVVhH/C9vT7Pl4o+bQ8+7XU6vY3Uoj5mYSgL+Hqyrz971sQDDx4cRkIW7uvTzEfBmNGFUBdEyNRedpCaLamSLAiQBZBFoAXp6+tTpVIxZ8IZPwT4cDisrq6TAWaxWEzJZFKZTMacDUORhoaGTNHN5UWfDx480OXLlxUKhSyoY2yeCWHcdjab1ePHjzU6Oqp8Pm8nhsbjcVUqFWUyGdXrdTuVmU4BKE+6VPr6+loGmVFOQSsCmxONRpVIJEz9Tlbr9SIAxfZMkzo4TqpUKpkDTyQSmpiYkCTdvHlTT548UTKZtOAOCPaHM3odgbcnT7FKzQFX3lnAlBGsEC0fHh5qbGzMwEd3d7e2trasXZyWbYJfqVSy50SgCwQCllkeHx9b54afngwTgqP1Dg9nw31R8qTcwx7DQfmAxHc8jRegAEF1exnMg2yfTXq25NNobBgZ1p33xNY/rXTGz/AZHnT7+/JlJg8aSKzQR1SrVVUqFSvx0I0DsGUPcRRDPp+3JIEW6pGREe3u7hqz6FlnSXry5IkmJiasZIAGBcBAxxMdRcVi0YAIjCfsBZ1uHrATUKUmkADEwEb47w/oZu/5Unj7++LH8d8wIPg7AB3gqFgsWtkqFosZ8Hv8+HFLMuqfg2dh/59YBu9LeMZeCwUAyWQyNpaB0+xLpZKmp6fNL3Z2nhxzUK1WNT4+bgkHXYve5nh/9jYsK+vmu798eZP1YC39z9gzABcSfP9zYun/W6n0/+s6tWAFI8W58gBwotCPu7u75qQxYEn2Wk+vsdggcOrC0kkgYsQ5Cw9AYiNCpUmtw50wFsSvZAgEEQI7QbK/v1/Dw8M6PDzU2bNnzRFgQKVSyZxNuVzW8PCwjo+P7ewXBqQxBVU66ZenDLGwsKC5uTlr+WNyIhNYKbFx5lCpVNLAwICm/3sQG2s9NjamUqlkNCP1XT9BElqZdSwUCgqFQlb/xoHjMEZGRpRKpdTZ2WkZG5oU0LgfROU3LI4eAR4biKFWMzMzikajWlpa0tLSkmKxmBKJhJXf6vW6sXIeCOMsACzU4T3wxV74PZgoND+0PXd3d6tcLuvevXsWJADDt27dUiqVUqVSMX1Kf3+/aYL43GCw2XLI2kDN8715Tj7wscbcM8EXplBSC9Xusz2cp2ciTvNFUgMzASMHkEEnRBbq19OLDttLv/gf7x8ktbTU83pAANmxBztSM4Dx7HwLPs+4VquZsBQBdiwWU7FY1OjoqDY3Nw08+RkrnZ2dNnG2Xq9baYRppTAdBCmE6svLyzpz5owBFXwf5RLYCUpPksyXwKD29vZqZGREm5ubtn6UVvAH7WtNp+Tw8LAJ7imB4AcGBwft2QKiCNgkk/hpr1chBrDWMDkA/oGBARtCt7a2ZifUo4XhOZD8enG6Lx/5MqtnZqXW07q50MhxlAf7/v79+wY6SaB/9KMf6aWXXpIkO/w1EokYeMXegsGgjT3woBc78OcIeZ/q7dyXzaRW1pU4BoPF3gEQ+YTnaa9TC1Y8zeQpKRaQPzFWnDrOBAOVmsImX3/D2QA+Ojo6zGBB53weTgedghccgV5hTXBGOCQCJWpygBbolMyjo6N5NgffC4fpSzjz8/M6e/asidUQpiK0W1tb09WrV+3ALLKsRqNhDovNvr+/r6GhIaO/19fX1dnZqYmJCaVSKT18+NAydj97IZfLfULnA3IfGhqy7iE/7C0ajVqwxTEdHR1ZzZkyGhnWzs6OTVZk1gFrm8/nzTF3dZ1Micxms1pcXFS5XFYqldLo6KhCoZCCwaBKpZJKpZK9h6fivUjWlw09E4e9AWSwHfQ4yWTSurk+/PBDRSIRvfbaazaheGBgQPfv39cLL7ygZDJpLFtHR4e1k5NVAah8Z9nBwYGVCzlk0muhKH9JzdZ2T1X710lNMCipZe3J+Hgfb+en6QIYoFnh2foZJh6IAD785YWQvM77DqkppMYuWEsyX97Di+yxLS/w5X15hr7U2N3drWQyqc3NTQsQJAIAGd9R5oMGIIGgNzIyYkwp342SriStra1pdHTU9hZtyYVCwbrq0EbAspL8FQoFRSIRJZNJHR0dmQ4GoEzAJ/hyT5IMYFCGZs0ZfoeeBnBFEsRcF9bel9xhuAcGBgywkPzRaBCLxWwcA8wFfoqAC6DwNiHJfCY+wjNj+HnPUPL/gLRKpaJcLqe5uTmbXL6wsKC+vj5du3ZNm5ubVmZbWlrS6uqqXnnlFbOParWqXC5nyQ6gEluiC3R/f1+pVMqY2XK5LKlZAfASCL/fPXhnT/nmAuyVwX3sh66u5rEeT3udWrACapaahtHd3W1Onlojm90HEUAG1KHUPBNIapZ/yCrYtAgUaWWWWnUvfA51YZwCtWAv8iSISzJgUK+fjKvP5/NaW1vT1NSUlpeXNTo6qlqtpunpae3u7iqdThuNSSmkXq9rcnJSS0tLWl9fNzYH+vfo6GQU//nz521TUuZh+BgH5ZEpcSIrAAaHUigU7HRV6s31et26eWAP0A350sn29rbNcJmamtLY2Ji2t7ctKPuR4AzJY61xvpVKReFw2GhmugDq9bqdQt3d3a0rV65oeHhYKysrBpR8SYO2Sv6ODbWLwLAVnw2w8WEZcDo+iAMyenp6VCqV9OTJE125ckWBQECbm5u2ztVqVbdv39bQ0JCV/wBibPSdnR0lEgmFw2Fj1XAwDP9D2IxWAoYQW/SZOs4HQEaQIAFgH/HssSeCqNeznLYLe/IAzSc7ZNx0n3iwwrr54Co1mVRJLdkzrIgvIXntCxfPs7008Gm1fz4L4BkOh1Uul+0wwo2NDQ0NDenx48e2v2BJk8mktUrDHh0fHxsL4zUTkjQwMKBCoaByuazZ2VkDxV4n49cTXRaiV/wwe4x9FgqFTCRL958vw3d1dVnSJjXF3pRcotGourtPTm4HuOC/uR/KYfhIWAUYHN+hw/NgPwwPD6tWO5lpNDg4aML/zs5OG40BGOE98PvtjCRxwZeqpdYT17Ebnnkmk9HIyIhN681mszp//rw6OjpUKBTs/LVaraYf/ehHeuWVV1qSOy+ar9frGhkZsRI6yePh4aGi0agBdXwHz5Fnhg3zjP0+4nt5jU078Obye+2zMLOnFqxgXAjgvDDKlwMACFKrfoVsx9cwofA88PBUoO8G8sOyeKBkTH62CxvOMyG0kPLAQPg4lNHRUY2Pj2tra0szMzPa2tpSf3+/iVszmYw2Nzdt5ke1WtXc3JwFRzoCyLxwQufPn9fe3p6Vbvh+PrMj46ElmgwNgwf0QUPCqhSLRW1vb1vmwbkg2WxWS0tLevjwoZaWllSvnwx6Y5x+sVi0EheD7pgxA5tF+Q1aMR6P27hsH1CwifHxcQ0NDSmXy+n27duanp426jsQCJjzZGPxOeFw2ECw32heR0DA8KDE18WxJTLVSCSicrmsUqmka9euaXd3Vzdu3NDi4qImJycVCARMXAwVTikGu4hGo3b6Kc4S3ZIfVMdekGTgDVvwjAgBGfGcn/vixZyAe0/jshZe7HnaLg8mKCNKzU5CSVYS8fS2Dy7+T6npUzyoZZ90dDRPxWY9ce6SDDywtzxT084Ue8aH5xKPx62zLJVKWXk2Eokon8/bHhoYGND+/r5yuVxLYjY9Pa3t7W3VajXlcjlJzXIgmjcmU+fzeRNmBoPNgxPr9bqVeJkvA7O5v7+vdDptDA97iXugDRhGiSBZLBatJINGDs0eU6ulk+SP7waTQ0YPAwQQ7+7u1s7Ojk3iRp8H68UE3kqloo2NDTtewPt97g+7ANh7G/DPy5d/2hMagn17WSSRSCgSiahUKqlcLmtubk7b29taWVlRrVYzmUA+n9fi4qIuXbpkw/7Y7zAZxCgSPZhptIL4eQ+u+K6+9Ii9eDDmfaQvD3nAws+52oH6//Q6tWAFQ5eanThey0ANkZkA6Ec85Q269oaHk5aadTvYAIAMn40xsDlhJfgZ98Z78oAwHoJvvV7XkydPrENmZWVFKysr6u/vt+O+t7e3FYlE7FhxyjNHR0caHx+3FjpOFEVrkcvlrKtmZ2dH0Wi0xYjz+bwGBwcNxExOTppT4Tutr68rFotpe3vb2BiMeWNjw+aHrK6u2iGGaFXOnDmj69eva2ZmRoVCwTYUIlhEyo1Gw8APh/BxdABghvkuHGRWKpWs66Grq0uxWEyTk5Oq108ExI8fP7ZD16Dbmc+DCBVAACj1tuEZOQK3z/AIFu0gRpJlLRsbGzo4ONDw8LD+1//6X/rlL3+pjo4OXb582QDG6uqqLly4oK6uLu3s7Ni/o5NaX19XuVzW3t6edSvt7u5qeHjYxIr+9d4R+jHlklqEo95h+JZTgiwXAZbMmPf5LA7n1+HCH3h9im/VBEywz33HTXtwIcHxrK1nsyhDeB2cF2QS+Mhk29+b9/E+iX/jnilF4y8eP35sui00dZzoHgqFLEHZ3d01MS3gc2BgwLRt7NGJiQnzHdwj5R6OG+FgRHwwvjaTyWhsbMy+I/uQ8hMl8VKpZPNSABTJZNL2xP379/XMM89YGcGXUwiyAEOYH99wQclKkvlTdBto0hi9wHDNaDTawqLBsAIEPNsF+Py0cqF/lu3sClc7QzE6OqpCoaBaraZwOKx79+7Z5PLp6WmbE7W4uGilY9/BxLr4KgCssdfcBALNIw1Iuj9NGMs9e8bQi4IB/B5k4zf5HZ6RX4en2rdP/Ru/Jle7SrlWq5mo1mco+/v7JmwFcWKAGAjvITWHevHAEaTRFswmaBcLeaDD7/NzX6f2GhY2EjqM3t5eFQoFjY+PK5lMamdnxwwC8Vh/f78BCUSujFVHKMvGRyw6MzNjGRbdNhhNPB63oXK0EVNekE6mqV67ds3ut1Ao6PHjx7p7964ePXpkGXwul1OtVlMmk2kpedVqNZVKJQ0ODuqb3/xmC7gBLLC+uVxOxWJR+Xy+JevlgLRSqaSf/exnkmSOknkyfX19GhkZUTab1d27dyVJw8PDikQixhr4VlOcpM92cLRsOM+m+OfK7/oAwmuwy42NDWWzWXPEP/vZzzQwMKArV67oypUrNlvi8PBQd+7cUV9fn5XQJLWwc9DkOHG6JQiU0NKNRsM0VpSnYE28/sGLcrF5HF17hsR3BaTjuD+tG+a0XGjMOjqaZ5f4dnRABwmOp7t9KcZr5nzZ0DtrL8SGueJZ4atYy3bgy3uS2fsyXbt4GsFsMpm0M3J4noAE/CR2EY/HTVzLZ/A7R0dHKpVKGh8ft3EKABr8JXpAzvTCnmEydnd3NTs7a6Jd/BbMDv4GYS5twdg25U0OW/3ggw9sL2DP+Gk6fQCZgD+mtx4eHurRo0d68cUX7TvAPkWjUcXjcWUyGWWzWfX19VkLOAGccvmOvxQAACAASURBVD5+gBgg6RPJjb94pv7yOifP0GGPGxsbdpRIPp/X+vq6NR4woXp/f1/b29t644039Nprr5ldY7+eucJGvTaHjlTavb098fvESk8MYMf++7FH/L8TJ9uZRr8GT3udzsM9JKspk4377g8oawyt/fAwSVaH4wFhgJ529ZmpBzVkKJJaNrnUPBSRjUKwwEgoudB6i4MEcKRSKa2trVkGxGcy82BiYsLOhiHzyOfzOj4+bnm/Uqmkvb09Tf+3zgU9CRNqOSMom80qEAjo/PnzdiR7OBzW/v6+CoWCzpw5Y/NAent7lclkVCqV9IUvfEFTU1PK5XJWgunu7tajR4/08ccfq7u7WzMzM/ad+Lx4PK4HDx7YmkDxTk9P6+LFi9rf39fW1pYePHhgFCwTOWdmZtTb26u/+7u/0+/+7u8qmUzaKabpdFoLCwvGQCWTSStxHB8fGw1PwPZBwwNObMT/O5vM15252hmYRuNk5PbY2JgymYzu37+vdDqt1157zahzNCfb29taW1vTxYsXrUwFqAIcwzph654FYt0BH9ggGaTPzMkKcYzQ5J+2H2AcfPcKZTlKR2Stp/FCFA7N7Usv/jU+afHA1JdnJH1iPXzAwvHDvjK3iHkmvN4zJo1Gc8KyL0fD5nmghQ1IUjgcVjabtXKH19dUKhWNjo4ag8tcDUSY3rbJ6EdHR41dRXfH5/f19Smbzaq/v1/j4+PWMTgwMKCtrS0NDAxoYmLCJsYiOK9WqzYyYWlpyWyst7dX+XzezgcaHx+3c7Fgk+/du2d6ND+2IB6Pa21tTYeHh9Ymfe3aNQMjjx490rlz5/TgwQP99Kc/1de//nW99957evLkiSWkiISZfM3z8DoZEhi/V7AZ/EZ70tKudfIXduN1L/l8XrFYzMZXjI2NKRqNqlo9mQ9FHMnlcnry5In29vZMh+hZHxi1QCBgXZ+AY5L6np4eGxKIHfKfn5niGRLWol1z4hko7Jo95MEM39mL+P+n16kFK2gmPB0KOIHm9LVIv3EJCF4kCzr3KJD3xCgZztVoNFqOOwdF+k4SPtvTanwmwMKfQFqtnpyqu7W1pdHRUaN2+ZxcLqeZmRktLi5qbm7OBFHoROgIosOF8zgODw9NB0ENmTXa2tpSKBRSNBq12SkIcbu7T8bQoxchUwuFQnr11VdVqVTslFcyegDkiy++aI6op6fHmJJ79+4pmUxqenraWKD9/X2trq7q9ddf17Vr1xQIBDQ5OalUKqXbt29Lkt5++22NjIxodnZWzz77rGq1mpaWlmzMdzQa1Y0bN0wYx4BADk9rZ1F4Nv5ZeyDLDIL2TMGDEi4PcI6OjgzYra+vK5PJ6JVXXrH6OA4OoV+1WtV//Md/6E//9E9Vr9ft0EiobxwHLYu0g8OsDA4OGtOCfaGF8gAcMNPexil98kBNMnHq/3zH9rKQ//O0XQQbnh0slO9m4bRe1gPm1YMKWJl2pslT3wRqGAIyXJ9dw2T4IAmQ9O/PM4JNw6YRlW9vbyuVSlkHIefBFItFzc7OamVlRXNzc8pms9rd3bUkZnt723RbMLNjY2N23g76EwLdwcGBCoWCdZr4U5DxhQyVg5FgP128eNG6Trzv8K3djx490vPPP29t4wAypjlTRkLXUigUNDExoVKpZKfK37t3T93d3VpcXNTAwIAxRLdv39b169f1zDPP2MF9CwsLisfjpodB69IumPWJDM+vnVHgOfl/a39deymI2IKvRzpw+fLlFm0kbAjVgu9///v6/d//fXV3dysSiWhjY8OmdQNYAdvEGBIfND6Mh8CuuD8vPseHEme9H/MJDn4CYTXfza+Zb0Z42uvUghVfG6NEQbAlMwEBevqL38WBs5EAFtInDwkjuGEoPuuUmoN2OjubPfpewOZBlKfZoDdha5jmCF2K8p7Mh9qwJD1+/FjxeNzYFKZOHh0daWVlRefPn7eOkGKxaBsjGAyqWCwqnU7biH4yTOYEQA/7zhJKUvF4XB999JEqlYoqlYqm/3s4EaeMzs/PK5PJ6LXXXtPOzo4++ugjA13Dw8NaWFgwNoe5CalUSt/73vf09ttva25uToVCwYZVNRoNffnLX7Y23fv37+vixYv6zne+o/v37+v9999XtVrVc889p0AgoEKhYPeKNsfXltFl8MxZE58d83fsCyoUUIOdNBoN5XI5LS4uGhCMxWIaHx9XOp3WzMyMPbdQKKTx8XFT9tdqNX3/+9/Xn//5n1vmnM/nzb4BmAgPDw8P7aBLHA6nbfupq+0CWb4zTBLrwX7w9X9fFoJxYD+Q/fkSmO8MOI0X646jBTCQtfsau8842cdSE1TgU7wTZt184sNgM+Ys+cP3CHReG4B/amdyvMZoc3NTc3NzxtySDFGGZC8HAicNBblczrppAAGUkTOZjGZnZw0A5fP5lm6xTCaj4eFh+7e9vb0W30HAp7zD55fLZU1OTqpcLiuTyej4+Fjj4+NqNFrPvdnb29PY2JgqlYqy2awFfoSguVxOQ0ND5rMmJiY0MjKi119/XV/4whfsxHKYIzp5FhcXFQwG9aUvfUnpdFq7u7vGqJw7d84aFdrb9nkWlN4ALPh7grUvzflgTzmb9/UMHN/RDwSlmwfB/fHxscLhsIFQkqG/+qu/0p/92Z9ZQuiFzpKsfLyzs/OJuTTj4+PKZrPGZPGd/EnZPr7y3bxfBGC3AxyptWPIJ4XtpdWnvU4tWPHlF49Y6R2HvkO0RSbF5vdCNx+oYEK8spsMhkXmIVI7JQPxwMlT8wQYT7n77iEcVKVSsbM3YDvi8bjy+bxSqZQ2NjZ04cIFLS8va2RkxDJtWtJ6e3uVzWY1NzdnkyQ5t4LPOTo6UiKRaGF6AEEEOgAVm5XXzMzMqFqtmgN77rnn1NPTo2w2q2g0qpGRET169Ei7u7taWFiwzGptbU0XLlzQwsKCQqGQXnzxRVUqFXV2dlo73r/927/pc5/7nMrlsp0qfHx8bI4cxugb3/iG4vG4lpaWdOPGDTUaDc3Pz7eIxFhjnEU7BetLGZ4pwUZYFzJFhkh5Ydn+/r7W19f1/vvva2pqSufOnVMymbRTqHnujMkH0DH/Jp/P6ytf+UpLhg+gxEEcH58cTYDgGBCBLRLwvDbh+Pi4BYB4rRbvLekTzobMDVDiWScvLPVC1NMKVvw8FQ8mYJzQkfl1Y88TfPl/Ak/7z6Qm2GGfez/Cs6S0RzYsqWU4HeVsf/l77+zsVKFQ0NWrV61cEw6HDZBkMhkNDAwon89raGhI6+vr1kEG2Ont7VU4HNbDhw81MjJibDTDCb3AmtHy7T7T64AQewOyMpmMzp8/r93dXZvKnE6n1d3drfX1dQWDQSt/7+3tGXihdfjs2bN66623NDQ0pFgspkKhoGg0ap2Sb7zxhi5cuGAdLjQn0MpLsvHiiy9qbW1NKysrunXrlnp6enTmzBljYD0j2c6MeFbLM44+Vni2rJ1N4/lT8ucg17GxMUsAAGsM1eN5ov+B7axUKvrKV75iySz3wr3yLJihRWMEfg/fgV1h65LM53lNlV8HXu+BPN/fXx608Rpfhv4s16kFKyy8dyJoE5gIyswOT4d5pTMPFQNsb9PC0TMmHmfmBXAIQGFcfMaKAULZesBAHRvnJTVPXQ4Gg9rc3NTQ0JCKxaKSyaTW19cVjUa1vLys8fFxO/kzGAwa87K5ual0Om1ofHt7u2WCIuUcnAjOFUoQsESXDmu1ubmpK1euqF6vW7YWi8V0eHio5eVly2I+/PBDPXnyRKFQSOl02jbJSy+9pHw+r1dffVXlclm7u7s6d+6cYrGY3nnnHa2srOjVV19VNps1kTGj9rn/QqGgF154QaVSSR988IH+67/+S0NDQzp37pzq9bo2NzdbxLMeOPq6v9Q8zBDwCoBljdhoZHueQUMQe+/ePUWjUX31q19tOY2b7DwYDNqMh66uLhUKBQtIP/zhD/Wzn/1Mf/mXf6mDgwMTEvq5D17jw1RJSTZ1tD2LB3y2Mz/Yky99eEDmRZPe+X4ao4TDZY1Oq2alPRnBibJnOS5CUou2x+97qUn5t9fxyVRhFBlo5kEk70sZx2vePLjxZxPxWgIj9lsul9XX12d7hbN+mIW0vr6usbExFQoFzc3NWSCjVCOdaCWi0ajZLp14PmjTIeOzbLQ4sDmUaEgI19fXdf78eRP1BgIBDQ4Oqre3V+vr68Y0UUrq6+uzM7oajYZGRkZUKpU0OztrIxho+b9165aOj4917do1bWxsaGRkxOYO+cGJAwMD5m9u3ryp1dVVjY6OKpVKWZmK78n38vv+0545yajXKGJT7CPWj38/OjrSo0ePdHBwoNnZWetG8sCPuNTb22sxDDB1dHSkt99+W8fHx3r55ZdNz4dfYd9TriPZ4z6YhgsbC7hkT7TrpnzJxif27SUdH1NZE7+Gvvz+f1IGOrXdQD77k5rIjeyQtjuMxKNEj6JxBB4xs6mg8KE1OSvDH6gHK+Hb8qTWMzvIqDwF5getBYNBO2ocUJNKpZTP5zUwMKC1tTVNTEyoVqtpampKsVjMSlFQcohjKRvk83kTg2HEDFPD0QGOABUo8QFgh4eHWltb09mzZ03170fxFwoFEzffv39fH3zwgXp6ehSNRlsyB+5xeXlZyWTSzhX58Y9/rOnpaX3zm9/UL3/5SxPwpdNpLS8v21CnYDCoP/zDP9Tly5f15ptv6t///d81PDysZ599Vh0dHcrlchboPXvltUwEgfaWcehtL/7C0cIksE65XE4/+tGPtLu7q9/5nd/R1772NUUiEQNCiKrT6bRCoZC1QlYqFctm/vVf/1UbGxv63ve+p+7ubiUSiRaGzTtAym9eiJxOp014jLPx9Wnsu71zA5vGOWGvlNdwSLyvBy6AHr4js4lOK7NC9uyzP+9MKdsC6n0ZBhvj93luON/2jBN7hE1pd/Y8A19m8/opf1/+s7wOgjJPIpHQ8fGx6VA4b4s2WE7xhsnhYgRAOp1WtVq1hI8LDQfHMHAvkloCLPsKzVWpVLJSKBo16WSiMx2BdBCimaM7sbOz084QKxaLun//vmZmZqx8fuvWLc3OzioWi+nHP/6x+a/+/n5jVmKxmA4ODkz/8sMf/lAff/yxZmdnde7cOR0eHiqbzZoNeKYVG/EA3QdmrnamxT9X/6x2dnb0q1/9SqFQSPPz8xocHGwB/LyesfckuZSA9/f39cYbb2hnZ0cvv/yy+X/2OWBEapZxvS1KJ8CbgyfxB3R1eRvzjEh7KcwnQty3B3V+Hdr3BPEWv/y016llVihteEAiNUssPuh4ZMjmkpobjf/4O9MXodZ5ML7bxr/Go3CEZtCY/DuaGgyZjg8CjSRtbW1paGjI2tZSqZSNh19dXbWTgd9//33V63VduHBB+Xxe5XJZPT09SiaTdu5DIBAwp9NonBwznkgkPqHHYM34fmR50I5zc3P2XgC+QCCgDz74QIVCwYDLmTNn9Oyzz9qhgaj2E4mEVlZWND8/r5WVFb3++uvWYYTI7a233tJv//Zva3l5WdXqyZhoNvPW1paef/55BQIB/f3f/70WFxf1wgsv6Ny5c1pbW7NWbN+5wp88UzYUz9ILoVmfTwvMHACH8v7o6Ei/9Vu/1cKY8dnY2+DgoAKBkwF3W1tbNtMlEDg5wj0YDOpP/uRPzD6gxaGsYeZ2dnZahvNhZ9ii15NQtvDUrQfyHPPgS0N+v/hyEOVEqXUCp3fgXqdwGi9KA3w3bMQnFOxJr/XidVIriPDiQ9gQngGvY9/RXQMI9sEE28UmPVPjkxueM8D76OhIDx480Pnz53X//n3zBWtrayawHRoaUiQS0UcffaRyuawzZ85odXVVkmywI7NIqtWqMRO1Wk07OzsaGhqS1JxF5YNVo9EwsTe6vf39fStx0EjAWuRyOevUgbH2PpHDBGOxmO7fv6+pqSlJ0sLCgq5evapCoaD5+XkdHR1paWlJn//853Xv3j2bXYSNHx4e6tKlS9rd3dVPfvIT7ezs6NKlS5qentbGxoYNhPNlfa+xkJp6Lz9+wssD2hkEb1OdnZ022K6np8fuxfteD/SIHZSw0DN2dnba3KjvfOc75uuoBiBORoSPOLjdLjs6OqxE6EtAfnaNL9dg96yJFxjz3f16tJfOeH9+5nVh7aXN/8l1asEK1CO1dwAKTtw/ADZAOyUFnVqr1Vo0GzgBwBAPxtcHa7WadQxgVBgq2bynBNHQ8LAxOH6XThoGiFWrVTvluFKp6OzZs9ra2tLa2prS6bSSyaQePHhgzAMn+ZIlk1lR50ylUhaA+XyvQUin0ybE8m1ynN5KbZzuk6OjI126dMnO+tnb29Pq6qoNoguHwxoeHra66c2bN7W5ualz586pUqno0qVLevTokYrFoj7/+c9rY2PDOpcQANdqJ0cMTE1N6a//+q9Vq9X0m7/5m5qentbCwoIqlUpLICcISc3arc8GyNj47rBqUutkRg9g33vvPa2trencuXN68cUX1dnZaSU4xoonk0kFg0E7YZm6u9dN3bhxQ++8846++93vmgOQmgCRE0+hlJmYTLAg6/WTPrlv363iNTvYudeZsD7YOt8Tu5aap0ezrj5I46iwkdN44SN8ZuvLOJJMnB4MBk031a4tIuh4fYYHd17j5BlWAoTUZHlZa54fz4n1974K38TzPTg4UC6X09mzZxUOh9XX16dMJqN0Oq2HDx9aCaij42Sq9+DgoB4/fmxD5GhRxl/hizgjiDEKaLF8Kburq8tKtpSourq6TCj76NEjKz+TNFarVU1MTLSUR2u1mo0hGBgY0PDwsM1rWltb09rams6cOaPd3V2Nj4/rxo0bisfjunr1qpWwOBoAYX4sFtOlS5f0D//wD6rVarp8+bLi8bhWVlZaNHmwq74cBAChnOJ1TjxXn/h6poC9srKyYn4yGo2a+BefiH+lBMaxJTxfQMbt27d19+5dfeMb37DzlgBX2CaSAD6bPbq3t6fh4WGtr6/b0R8MjvSfhS22fxfPJLYDkPZSGSwUgMTbMT/3YPtpr1MLVjzN5M9AkVprxtTtvABKamaNZDK+Ns97YxA4Hq99QWhKKUZqBghvPOgcfHse9+DBExNZmVC6t7eniYkJZTIZnT17VisrKxocHDSG48mTJ9aulk6nJckciZ9KyyjrdqEezomyDmf5IAbt7Dw5JIuha9ls1oRziURCV69eVa1W082bNy1bTCQSRkGPjo4qGAza+P5Go6ELFy4oGAzqpZde0nvvvaeOjg49//zz2t7e1q1btzQ/P69UKqV0Om0q/RdffFE3b95UT0+PPve5zymRSGhhYcHAp89K6EjAPny7abv+AqAImGln3ChtHR8f69vf/raJhQE78Xjcsj86qh49emRthzBpoVBI77zzjn7xi1/oj/7oj2yyaKPRsO4yD2qYwdFoNKyej7iak1TpXPB25zMbWAECJ2uAjRCgAavte0NSSykMhy61HqJ3mjUrXB6s+Qub8evjaW2v5/BOG0CBk+e1vkxHwOb1HuDAavoOQLQL/mgJqclqdHV1aWNjQz09PSamTaVS2tzc1PT0tFZWVpRKpVQsFjUyMqJCoaCuri7lcjnF43FjemAC0Ont7e0pHo8bGPZsFHuGn8GGeGDLvQKUpJMx8tPT01pfX9eHH36oVCplAnpmtMzOzioYDJoejgMUOzs7NT8/r7ffflsHBwc2y+jjjz/WlStXLCErlUrGvt65c8fOIevr69Pjx48NcLD3PTPPM/Gsli9jtLMikswP+dkkq6urmpyctLESvlSLv+zq6jKND77L+6Senh7duHFDv/rVr/R7v/d7tr4+0cLPUBHw57HxTPP5vM3l8uVjKgR8RyoC7O32eMl64EM8cPZ6OC5fYvUleu9nnuY6tZoVLmqh0O38P8aHYYGk+X9QK5S31HpqJmCH9yMgwD50dHQYUqV9TGoiWnQlZKAHBwdqNE7GzKNz4eESWBOJhJaXl42VWF9f1/j4uJaXlzU5OalgMKipqSmbjrq7u6tUKmUMSiBwMpKeU4jRqCSTSRNfUorCETcaTbEfjsdn3QcHByqXyya4e+655/Tqq6/qgw8+0L/8y79IkiKRiEZHR9XR0WFn/UjSBx98oEajoTt37piQ9Itf/KKWl5etRXJzc1M3btww0XA+n9fKyoouXryo559/Xm+++aZef/11Pfvss+ru7ta9e/e0s7PTsikbjYbNg+HywIxyng/SlE4IvlDvgJS//du/VTab1dWrV7W7u6tyuWwgpNFoWPa2srKi+/fva3V1VaVSyWhRgMWHH36on//85/rjP/5jJRIJy2agv3kmOAvo91AopGq1qkwmo42NDUUiERuOR8DAifpaM3/HIQC8/DPH4eIQeR2ZNaVKvy4wAF7T8Vnqzr8OFw6UMh++wov+fGePZ1R8VtgO4DxD5Z02pR6CvafQ24WbJEjtGbwky6K5+DxKl4uLi7p27ZqdHzY2NmYDChHWP3z4UA8ePNDg4KCBBM4UoyTJfuK8MlhsP/8HOx8cHDQGRpIFv0AgoO3tbZvbEgwGNT09rdHRUd28eVNLS0saHR1VT0+PTZmmFJpKpbS8vKyenh5tbGzY9zx37pwWFhasrJzJZLS8vKyxsTHzb3t7e7p69arOnDmjW7du6Ze//KXOnTtnbdfsBa85atdcAD54pp5dJOjyHXkfntfa2prefvttnT171vYpdkZ5nARnb2+vhXGCGWZffvTRR3rnnXf0ta99zcZceC0MTR08H8AQYIJDUWHbQqGQCcexQ88CeskEr/H6Ll/69Po4D+Y8k93OvPjymd9r/+N9+xd/8Rd/8dS/9Wtwvfnmm5JkLAAL69tSMWAm9nG11+Y8Zc7lHwhsCCiWi43taTn+7pX/nnqHifGGgnODQi2VSkqlUnZCaLFYVCaTUTwet8MN/zd1b/Yb93mdjz+zcfZ95TbcRhRFrVYkxZZl2U7QJM7SpEVaFEWAXHRB/4De9C5o79vL3vSiaIAGRRM0buImqR3bihVLleWIWkiR4r4Nh7OvXIazfC/4e86cGbs/WPmi+JYfQJBEzvL5vO95z3nOczbmNrC5HKlKi8UitOLo6Kh47TqBku+lJ2I0GhGPx2G321EqlbCwsCDKKJvNwmazob+/H6dPn8bDhw8l0TaRSGBoaEjmGTkcDgFPzKs5ODhAPB7H0NAQ6vU6fvKTn+DUqVMYHx/Hr371K/j9fnzzm99Es3ncFC0cDuPll1/GrVu38G//9m8wGo24cuUKksmkdJnsNQQ6P4AgRIfjdOk290oDlXq9jgcPHuAf//EfMTg4iJdeegnf+ta30G63ZS5Kf38/stms0OG7u7uoVCpdFTiURYbivve97+Fzn/scbt68KdUa2gtheI0AiIqeyo/eKvvveL1e6W/DPAjKkabxKeP8W3vgOhyhmUSGNhmi4O+0R6Tllmfnxo0b/wOn+3/2+vGPfyyMAvNTuAeUG/6be6LZDB0y1PH43jXjuSe4Y/WHHp7IkLMGnZp21+yxDi0B3eCq3T4ekXHhwgU8e/ZMGBm2uh8bG5PKJKfTifX1dZw9e7bLo9eAub+/v0u36QKGw8NDBAIBASRGo1H6lnCqM2desSGb3+9HOp1GoVDoSvR1uVyYnZ2VqeihUAhPnjzB48ePxYFhO/y7d+9icnISZrMZDx48wNHREb785S/j4OAAFy9eFP26s7OD2dlZWCwWTE9PY319Xdgf3U+LulznLfEs85l1nqHO8eP5aTSOG1R++OGHuHjxIj73uc8J+GUlTyAQQDKZRCwWE5DMPdNggPrfZDLh7/7u73D58mW8+OKLcDqdXfKk36srWBm2ajabUk1Iezg2NoZyuSzOMplzg8HQ1VdF51ZSFnVeCp//08JDOp9Lv1ezurxXg8GAmzdvPte5PZmu0f93UUlrRUNwAkAMyN7ensRYSWPZbDZBeDyIOpZNlKsVi6bWyErQQPb19Qmlx42nEmKYicpA08QavTNZdW5uDplMBgMDAzJxmf1WAoGAHEbSfxQCfv/h4SH8fr+04QcgiJoC6XK5JPRTq9WwtLSE+fl5lEol+Hw+rK6uIpvNYmJiApFIREDU8PCwGGyj0YhYLIa5uTnJ3LdYLFhYWEBfXx/8fj/8fj8ASILpzZs3sbm5iXfeeQcOhwNXrlxBq9XC7du3ZajaD37wA2xvb2NqagpnzpyRvBS9D3pNuYc6N4hsABkKKmNOZOXaN5tN3L17F6lUCn/1V38lQyH39/elRJhJg2zUxMoeggoCAh7wg4MDvPnmm/jTP/1TBINBMWy6a6xuQKYnf5P6J+MCHBs09m/RZe4EGVSqQKeSjfKulSDDkHxureTIJGpFpJN1dRJkbxLiSbt0yTENExUvk0qBjlLWLJJmn4DuLqT6D/ek10vVe6+9UJ0YCnTPHuL7tbHQ4JL3XqlUMDMzg2KxiEAgIE3V6LixncH29raEZKkvCGJZVqsHYurS6mazKeWy2tOu1WpoNpvY2tpCKpVCLBbD4OBgF3ijYWMJ9PDwMO7cuQOPxyPncnV1FQDEQLPB2+PHj3H+/Hmk02ns7u7CZrPh5s2bMJlMePPNNzEyMoJ0Oo3l5WXJaxkeHpbOu3o+HC9t/HsdR6DbEeL/qVe4FnNzc9jf38crr7wi+Y39/f1IpVKYmppCsViURm8M4TcaDSnWYOheh1du3bqFP/qjP5IBi7xX6nnKFOWLzqlm7vhas/m4MV6j0RD7oENHvZEH6gnKmAZl/NmngRauoV5TneOigbzeg+e5TixYcTgcolxYRaFzVLi49Xq9K+Nce6088FQiOr7P8fCk2oBOrLvZbEr8mEaPB1ozJwQImlJmwx/SeFSOmhkZHR0VZeP3+wUtA8f9EILBYNcEUoIP5m2wAoDewsHBgcyjYatlAHKA8vk80um0HMZWq4WXXnoJgUAAqVRKWAEOW8QtYwAAIABJREFU2MpkMujr68P4+Dju3LkDm80mib706BimYfJvs3ncGXd+fl7uYXx8HG63G++++y5GRkZQLBbx7rvv4uDgAJcuXcLZs2dRLBaxu7vb1V6ce8TDow8694ihHw0mNBDgetfrdVy6dAnf/va3cfr0aUxOTiKVSmFlZQWjo6NYWVlBJBJBOp2WxFqTySQ9KihPBEalUgn/8A//gHQ6LRVNPJz8fip8Nt5iYjQ9WQ2aKd9MjNYJmVQO2jvW1Wj04gisySB8mnIhwKPy0WFTfg7LVrXMnsSLskK2iY6ODp/pREGCO+0p6vAM11GvJddI0+P8DH42f87X89Jgp7cKBegAFyZba4Y3lUrh1KlTKJVK0gWZYJ1nkPJBPUmQQkeLIV+eZx0mZuUbk1+bzabMPGKod2BgAHt7e1IRVK/XkUqlYDQeV5L5/X6cPn0aMzMzwqhSJlkpFA6HJcxUr9elQiYUCiGVSiEej+P8+fN47733BHC+//77cLvdmJiYQCwWQz6fl5w7fr5m0bnfXDt+jj6zen91XhvPgslkQigUQiwWE4bW7/djdHQUBoMB4+Pj2NjYQDgcRjKZhNvtllQBnnmTyQSXy4VcLoe33noLJpNJGkHyPFNOqMMZouf9aRZfJ2ATlBAk0snS+kHn41CGqU+4Zjp0rF/Di7pYf7fWUUB3vstvE0I+sWCFFDw3TW8mBYCHnFQmAFH4FBidQU0hpmInZUhvmqwNc1l4Md6ojSIASZIjC9GbT0BFpL0ku92OSCSCTCYjfQ1arRai0SjM5uOZGwcHB4KWK5UKWq2WCCE/12w2C/LWE3pZdlooFFCtVkUhx+NxxGIx3Lx5ExcvXkQmk0GpVMLg4KCMaGe+zsjICE6dOiXxZLIXrdbxzCS73Y5QKAS/3w+3243NzU2ZZjo5OYlG47hDr9VqFVbj93//9/Hmm29iaGgIo6OjGBoawtbWloR+tIHhd7FfABUQQ2Ba2dD4MkEWgPQtYNjqypUrsNlsuH//PjKZDD7/+c+jUqlgdnYWhUIBxWIRfr9fRgrQ62TIx+v1wuFwYGFhAX//93+PU6dO4bvf/W6XsiHwYCimVCqhXC7j6OhI+rDQaPHe6/W6sDk6r4X5Urx0Pg6VBHOidMiHxkgbWSoihkpp1Ai8+XuuqVZWJzXBloCr17Nk/J/GH+iEWjRQ0Ypbh4SAjrxRz+jQDRU55Zffq40F/+Z363A0L96TZpO5z+VyGZcvX5Ych3a7DZ/Ph3w+L6xaMBiUJpB6T+nYURdRXrQ+ZaiYzIrFYpFmcrFYDAcHB9jY2MDR0ZFMhE8mk/K8bMZWrVaxs7MjukonYpIZBiCjOTiclGGMUCiE/f19LC8v4zvf+Q7+9V//Ff39/QgEAhgdHcXu7i6q1aqAMS2r/C6eT80g6URoGn/NilF/sxAhEAggn88jlUohEAjA6/Vifn4eVqsV6+vrGB0dFaBAwON0OsXW8Ps3Njbw05/+FOfOncPly5e7mBTuLXUY5QI4Bk20PVoeW63jvLpqtSoVR+xj5Xa7Za35GfqZKU/60k4M9QZlkd/LpFstr70OkP6s571OLFghU0AFTo+50WgIrc5FIVihgGjvWycP6VgbqTSgk2tCKo1ARSfnUoFplkQDF41StafN+6KAHR4ewuv1YnZ2VjzxVqslQtdqHSdxETBpmtlgOJ6wyRAWJyxrhMs8FJPJJMAgEolgd3cXyWQSH3/8MVZWVuDz+TA1NSUTmoPBIPx+vxjPnZ0dFAoFGZZms9nQ19eH7e1tmEwmmZbKw0mQR6McCAQwPDyMSqWCP/zDP0ShUIDP5xPQ9OzZM+Tz+a5BXlrA6RWTYmV4gowF1/zTcpXY/4XgimV9o6OjSKVSePLkCa5du4ZoNIqrV68im83KM/T398PtdgOAUNfVahW//OUv8cMf/hDf/OY3cf369S4PjX8IlrSH6na7EQwGpSqr2WzKADWr1SrDJlmCrmVGA3GGgSgHzLXQMkfvnV6Q7pdBz5r33Ww25f86r4NGm2HUk3jpUI8u6+a5p+HWYb7efCAaEa6HvrT3yN/rMDONJP/N3Bl+Ng2sZtGAjr7iZ/dWYNDIZLNZvPDCC8IKM1emXq8jnU7j2rVryGazXcP6dBiM60KjyvsnAGMCOO8hlUoJqGX7Ab/fj1arJaFoDdjILGWz2a68OZZbk9Fhfow28qVSCS6XCyMjI5idnZVcFTav5ORpvg/4ZPmsZmXpAAEdfa7tANBdpMEuuzpUS1Zpa2sLrVYL586dk/YNm5ub6O/vl47BxWJRZJDh5QcPHuDJkyd49dVXMTg42CUXOrytL94LLz4Lm3SyuSdZbV2lyIGdOtypmRTqaS1bvLRDo8PQvAeuN4G0/jyuqz5/z3OdWLCi4/c0hLzoVbJkl8hdH3QuGhUyf04FpKuJtJGh8dPJQtwMDVg0EqahoMLQr6XhorKg4jIajchkMgCOBYRN2ohqd3Z2ZP4P45a6+RLvK5/Py0wa0r/1eh2ZTAbZbBY7OztYXV3F4eEhcrmcJN5ymiqbzgHHVT+kxcnO6Az2RCIBg8Eg9x0IBOD3+3Hx4kWcO3cOIyMjEi5itdPe3h7m5+fx/vvv4/XXX8fw8DByuZxQzFTyGnhwn3QslXLA/dIKVrNWLpdL1oB7zZj74eEhBgcH4Xa7cfv2bdhsNjx58gTb29vihfK+CDCfPHmC73//+1haWsI3vvENjIyMdOUJ0PBQudEg6iox7h1lhbOeNEgmg6jXQcfYtbIhvavXietCg0PPjQqGrI/OaWEYTTNy/A7dAfWkXTrmDnRP1SUI1l4kX0PQpkMkQDdTo+P01A+91UD8Xu6ddqr0PfJ7aEyoh7SzwzAW9Ue9Xsfs7CyGh4clwZJyZTKZ5NxT/sn0AJDu1tx/hnJbrZZUPhYKBRwcHMDr9cprgGOdGw6HEYvFxIms1WooFotwOp1wOp2iU10uF3Z2diT80dfXh3g8Ls8bjUZFLwYCAWGQCXDi8Tiq1SrW19cRiURQLBZx+vRp2Gw2bG9vS+k/90GHRnoNsNa7PBsEmDo/QwMDzRSw1xJ1dqVSQTabxenTp5HJZFAul5FIJETHs5rKarUilUrh/v37AIArV64Ie87v0KXOvG8CQp2QrXNfeP+0I2x/wPEFlFcNVvRzAh3HUDNJvQzifxfGof0hwNK6TjNavWzhZ7lOpmuEjndIo8EF0bkJGgUyQ52IkwZNKxl6MhrYUBABdP1eU3Fa0VCouckM9WjqXSsYTQtrrzWRSMjoc76f3xmLxaQ6COg0yKMx5b3TO6zXj6cb8/4JGpaXl1Gv11EqlRAKhZBIJLC2tiaCStaAnSZ5gO12O1ZXV9FsNnHq1CmJ33/wwQcIhUIwGAxSNsdBZQaDAT6fTxD7zs4O0um0KJh4PA632427d+9Ks71eZU8GhfujPQKCJhpT3TTQ5XLJ+3X8mcreZOp0PdaDH3/2s5/h8uXLCIfD0stBhwkYE7969SoGBgbkvgkuPB6PAD0dM9cxY77W7XZLnhTlgM2jAEj/HYPBAIfDIe/VIUSt6AB0GSIaYZ3vQsXB1+pYPpU7lZ7uZUT56GUUTtqlGU3KEtAZdEidwP4V9HR7c1GYv0BjonMgCBo1uwB0lzFTN3B/tAHqje9/WvdPzaC128dVQcViEVNTU1KVR3bFaDRiY2NDksdZIcNKNgASXuVzsz9Hu92WfImNjQ1YLBbkcjkMDw/D6/Vic3NTGG/2cWE/Ed6nzWbDzs6O6CGCup2dHQCdDrkOhwPpdFq+j3N8DAaDFA+QXR4YGEBfXx8ePnwoLfY1I6bzsQgadNqABpZAJ9mZZ4r2QuerMFxLUM9xJMypYXjXarVibW0Nk5OTWFxc7IoGEExEIhEZhMuQj8lkksaTvGg7eC9MrHU4HPJvygudM5PJhFKpJM/HfdZ2gjqQe0Q51pdOr9DgRgN0oLuKVjuKvw046b1ObOny7du3u0I7OklNx/j1RVBDIdZKRMeitWHRbYgpvPSISYXT4+KGaiZHKzD+XBsXggmN+mlY2Extb29PDNTR0ZEcZk1fMgdE95jhHBmTySR5EXympaUlGYBGL4xekGYReI+hUEhew34LgUBADDSNKWPlVI48iAQ8wWAQZ8+elcPl9/ulFJv3Q6+d02F76Xh2d9Wl4Hy2drst4+058bTXY9JGlq8n48X1tFqtGB8fl7bgQ0NDWFhYgNfrFYqaZcVWqxXRaFSUWq8scE8pE7xnereUQzIxfC29tlqt1uVV83m1kQK6m8Bp5ULZ59+9HjyBNddPKyoNZvhaHf545ZVXftsj/P/sevPNN+H3++UZdP4JZYxyQ7DIPdRARcsS9YDO6eH/KS8Wi0V6IJEFJCujAYoGNlp2dHhEM8C9+9VqtRAMBmG325FMJiVvijJEhpT3xrAOJ5e3221EIhH5Xg7So1fPYXi6uIG9VNrt47lmdJbMZrPkTgBAOBzGgwcPkEgkMDg4iFKphMXFRdRqNXi9XskboSEvFosiw8yDK5VK2N3dhdFoxPj4OHZ3d2UWGmWU66UTYZkjor177cwypGq328VJ1eytzhHiv7kuPLvsln50dIRXXnkF+/v7WF9fh8fjkXYU1K0c6so+MbxHi8XSNZKB961DLzr5m+9jyJ6gMhgMolwuo1KpiE5l3xwdqiGQ0ayIdvz4zJQv/kyvhy5w0OGlXv2hizheffXV5zq3JzYMRLTGRWM+BzeRVRe9tC7QCeHoz+DG66qhdvt4aJuO5bbbx1U8NMqsftFMAAEFwQUNQKPR6Cp5bTab0l2XnqtuGMfPImImtba0tCRGQzcq05RsNBrF0dERUqmUKEebzYZKpYJkMin3yORRov16vS5Kg+3GHQ4HCoWCPD8z+ovFolTJBINB6b5KNunw8BCVSgXAcel0NBqF2+3G7u4u5ufn0dfXh2g0KrHtg4MDYRfIUFEJUGmYzWZ5Tv6eoTzm8ITDYTnsvGcqJZ2/xPXUYJdUN8MuyWRS9o1JrbwHghwqeqPRKOWGrdZxA0DKIJUhmxeWSiUBr/SoGSLj3ns8HgCd+LaWU6ADNLg+BoNBEvn4vdoLpzwS8NAY8R74OZRXGkGeB76Ohu+3SZL733JpJ4VsK8+U9rI10wF02A8dytFOkGa1qMB1qKfVasn30bjpZH1e2hDqHCWt7DW40ixd7+8oO7VaDZubm3C73aIj+/r6hEFpNBrStZZyqp3AarUqevXg4AAWiwVnzpwRo8t8FDaUAzpzmJg7wXVj7kk4HAYASZxlPghlkffZ39+PdrstjlY8Hkc0GsXBwQHy+bzoLq4z9T3PAc+gtgH6PHAveeb4nPqs6YtAiGeEpdaVSkWAxfz8PCYmJmA0Hg9b9fv9XeCYupL7pPeda0gDTxnhv3W+GJke2gGy2MxV0QMOKSeUj09jRTQI72VECFCoO/h/LXvUHVxrrUc0MHre68SCFS1kfX19ctjIONCTodHSHhAPoO4xQIOnY3QA5HO5kZoeJoOj8yZ60SQFgsmYpOH4OSxPpPAwNgx0twJnHkM+n0csFhMakIqIFSqMHe/v73eVIBaLRdRqNYRCIZTLZekjkkgksL6+jnQ6LT0NyBoYjUbJdq/VashkMgLmWDVQKBSwvb2NUCgkyXG1Wg0A5DWsXhofH5eeLtPT05ienka73cbGxgasViuKxaIoFu6xrpzQVS+9dLrVaoXdbofP58PBwYFUOvE1XEv+4cGhZ8hy62q1KvHyZrOJiYkJLC8vw2Q6LidkRQTbkBeLRWHJqHiYX9BbyUNmiR47q5KAzpBMyiFBAb00PofOedFgg3JCRgtAV8UL/2jPXSsUDWIoszwLZCB4jijHJ7UaCOiADp38x5EYOrwMdPpraGWsgV3v9WmJhvR+6QTokCTQqQrS4WKgk4xLYKUNjA5X6/vUORd0gOx2O1KplOgfGheGpKk7WNnHCfAApPut1+tFqVSCwXCcyB+JRGQWFqtj+IxMHk+n013OGNc5lUqh3T4eM0LAo8NnNObAMVs7OjqKZ8+eYXNzE8PDw4jH4yiXy1hbW5N5OboMnZ+l14lrQx2gc8p4jzpkr/NEuBd6b3hWdKiJ55M5aLu7uxgdHRVmyeFwCKOVTqcRjUZFPrgPfBaOXeCa2O12lMtlkRM60/w/dQn3gmyxDpXzXmkXtI3h3/8dC83XUv70372fod+jX6ud8Oe9TixYISXJwwEcK2rdzZUKl9Sfjv9ROWhPViNFGgIaLn4G5+foJCcKBJUF0MldoXLRvTC08WByJZURDYLZbJaZGvS6q9Wq9EzR3hg9fOaXkAlhUhVZAX7G2NgY/H4/xsfHhRXwer3yXFyLbDYr4KjRaAj4obHz+Xwol8vY2dnB5uYmvF4vrl69Cp/PJ434bDYbPB4PXC4XNjY2kEwmpdJoZ2cHKysrKJfLsoca3WvBJkgym81SeURWgYqG66lDJNrjJZtCipgKS9P7jLkzjs/5PgQ+pL91N9CDgwMZb8B97uvrk2oL3lOr1UI6nRaZJeg7OjqSMkuGxnQ4kp9JZaMrHeiFag+eMkxFyrCTlm8qYn6H9rq0odPhD547ne91Ei/NHnE9yAb2GiKgI5O91DivXjaF3nCvR0mgy3w6nm3KIz+fQIrf/WlhHg3qdf4e/53NZhEMBkWua7UastmsDBfV4S7gWI58Ph8cDofIIvMoyKhRx1SrVQwMDMBisWBlZUV0Dp+r0WhI+NTj8Uj5MSth2KhzZ2cHZrMZiURCkkuXlpYkH4WvdTgcWFxcxNLSEhwOBy5duoRUKoV0Oo1SqSROAZ0Grg1z3HpzrZhnpH+ny7Q12NQhEM2m8Wd8LWVI93Gy2+3SF4sAMBaLYX9/X8LdukJPn1nqEBp1tmXgOWW4SDP31Cd0cA4PD0WvMseGuoMyyWfSoV0+E/9NWewNK2sgQ9nVwOXTWCkdbn7e68SCld5DDECYBnq5VL5Ad6yeBovGQX8WEx91iIXCx5p2KgWg00m0l/aikNAz0lSuPhDMS6CnqhWpwWBAPp+XA8h4sWZf6EmbzWbJKymVSpLZz340AJDP52WIWSwWk8Qsetu1Wk28FIZ/GDLi/A6fzydrG4lEMDU1JSDxZz/7GX7wgx9IMzs+h9Vqxeuvv44PP/wQ/f39uHbtGpLJJJaXlyWExDyZ/f19CWnx39wTbUB5v6yA0kmRmiHQhxvoeLs6FqwNlH4/49Zkl/x+P46OjqRfAfOW+vr6pHeBHgymSy+pbBgm4p5QfpjDQFDI0KIGpdqrISOkP4uhKYab+HMNfKh8NCuiZZKgUK8RFTENFr3130bh/G+4yGpoFkwbeqC7KZa++PtGo9OWXBscveYE2UajsatrrQaWGhRpGeXfBM69OkYnh+owFD+PoyF8Ph8ASEiSiarMCeF+kuGlbJPpMJuP+zXpvCmyLNVqFbu7u5J873a75fP29vZQKpUwMjKCZrMpXXUJlDgKYHd3F+FwWBJ2Y7EYXC6XhMcdDgdefvllPHr0CBMTExgfH5f5YWwYR+aH4ynoWNDwaztBvU296Ha7u8JtGpRSPnr3pzdMCnRyybSDzL2qVCqIxWLY2tpCMBjscgKYd8dBlXTAtcPN37OfCnUe95u2ijLMnD6y8VxvgjQdWiSj2svoaTDNS/9fAw4NyjVA+TRgw8/QYazPep1YsKIraux2O+x2u1CNVNRUstozBLoz8Snovdn7pEgpvBQWhjW4+JpB4Qbys/k3AYsGTI1GA7FYTGKyBFr8PLIhpEJ5gAYGBsTroVdPj4fJe/RsDIbjMuJ8Po+1tTVsbGxI2SGRfjabhdfrlTCK0WiUuK3D4YDP58P29rYoNAIIDg6s1+uScHf69Gk5/Mw9cTqdePnll/HkyRMMDAzIJGl2siVjYLfbJfudYTftaZAFo2Le2tpCvV5HNBrtqgLT9KVG+No74AFmmEWzaZpGp9wQvJbLZbTbbZmHwgRDAkav1wsAMvOERoeKwu/3y16ZzZ1hhuyFwzAS5UmDX22s+G8+Iz1xro+OR/dWqvDSCaFaCevfU3YJmrgO9P5PahiInisZA62Ee5knoLtEXP+b66dzBrSHSh1FGdeMn6bcNXDS39+bP0ND0263pbEaqX8aLQJRDhDkPBpWqnDPyPaS8YvFYpJgS0OWyWTkvukohcNhVCoVOJ1O+T3vl+NCaCRZVRQOh6XPCEGcx+ORHBgA0qtEdxt3Op24fPkytra2EIvFcOrUKdRqNaysrHTlErKyhT1jdE6HZru53tlsFhaLBeFwuCs8wXPCPekNg/Qyclqe+BlaLthen7o8l8vBarXC4/GI3Oh8Ge69TuCms8VEex22IjihjBGwkiHXDKzO16H8Uw40g6TPuA6D8rWUtd5Igr74Wfzs3hSKXlbms14nFqxwIw0Ggwi9jqkDn46E+W+dgAZ0GkWRWtNUokbKeqF1xjsVEYEJQxM6zKBzD2w2m8SAeeiIkKnceKB5EYgRERM0uN1uTE5OolAoSC4KZ9lMTU0hFArh9OnTGBoagtfrxcbGhhgvHWJhx91isShKjVUBqVQKDodDOmFOTEyIl9BoHDeGikQiwtjY7XZ4PB68+OKLyOVyeOedd6T3wNzcnCSr8lkcDkfXnJxAINBF2fL5G40G0uk0fD4fhoaGZB00+9UbUtOyQGXAi4pHl4/rtWEnzWaziUqlgpGREWmRX6vV4Pf7xTgUCgVUKhWUy2WZy8IcARoMMhQMJfG7mSBIL4cAmffFnBYNHrRCJlDXFWfa+NE48aKSISPFZ9QVYwRq9AApE2QSTmoYSDObmiHSLAUNsA4BcC111YPOOeHvtLLme7XO0P/XjhK9aOo2HdfX+0g2dmlpqavpI1/PHKmlpSVMTEyg1WoJ28rnbLVaKJfL8Hq9MmSw2TweA5HL5RCNRoW9dDqdEpJut9vweDxwOp1IJpPSFp5AgdUoDNeyJJkTxzmUEAC2trawv7+PYrGIK1eudIG8vr4+XLhwAdVqFe+88w4SiQTK5TKSyaQAFW1M6UzqcR9cM70+hUIBTqcTPp9PgBLPPPeud717Q4M8g9p+0Bjzc6iPqtWqOJzhcBibm5sIBoMAIBOveZ71ffTqIdomygoZPd6PlkmmCZDlYiUpUw80uOae6rCjZqL5fNxTLY/aKeelixY0S0PQom3v814nFqxoBUvDx81jOR6FQAse0EkmJFWlaVeNVvWCa6+KpYNkBHT8kJ9Lz6IXGNGb6+vrw49+9KNPJEPp8IPBYEA4HMbi4iKMRqOUuPFw8vderxdra2toNpvCfly4cEHGrUciEWxubsLj8XTlfOTzeZhMJomdulwuoY8ZvmEYhGEOq9WKZDKJUqmEo6PjltoEFjrzvNVq4dKlSzg6OsIvfvEL6eKYTCYRiUS6AGW73RYalLFj9kqg8WVlUaFQQCAQEKqYB42HTrcL13kuWglRkWgmDOgAJ/0aduF1u90CNIDuRDkadpaJs8KCe8hcHyZw8ruYr0IgSzDAUJsOMVDW+V7dnIyULf/NMChpYw2UyRxS0WgKWId6KKs8V3w9vWyu1Um8uKY6X0Qza0zk1uEA/XcvVa6NWi841p6qZs2oW3RCv05+1rpJe+7AMRi5f/8+zpw5I2eFhlJXK2WzWZTLZYyMjIhnTuaWlX52ux2ZTEbOCwAx9qwSWltbk5lCPHsMOTIZXzOwQGdSPZ09Aqi9vT0MDQ1JtVAul8Pm5ibOnj0rFUUmkwmXLl2C0WjEL3/5S2EKtre3hZ3pBRbUHVwnrYu5vtQxrFDie/W+MFynZUXrh16HV+t2o9HYlcCqk+U5ImBlZUWcLDLhAKQnE7+PoI26WVcE0YbofDyuMdtp6IZ+1ImUecqrBgxavik/2gHnZ2mZ1DaVMqo/txfw6XOjGcPPep1YsMIN7f2bC0XD31sCS+OlN4GImQesN05Jj4kGjkJiMBjk0BKt8iDx8wCI9wN0EhT39vZw7tw5MfC6O67Ob4nFYvD5fFhbW0Or1ZJDTmPEro4ejwfBYBDVahXNZhOrq6tYWFjA06dPUS6Xce7cOYyOjkoSHEv+pqenEY/HYbVasbKyIqWEFCh2LtWeVjwex7Nnz7C+vo67d+/i448/Rq1Ww7Nnz6Sh3euvv45bt27hrbfeQjwex9TUlPR80OidiYd7e3tdZd2lUkkOPFkHp9MpZcnagPBeufb0ALiG/B2fSxsE7XnpvabhdjgcUupptVqxvLwsoSwdKmm329jd3e3yeqis+XsCsd6OxQQXzOzXszuYG8H4NZU/FaM2ZFQMBMM0lPx8AlWCl/39fQFb/KM9LP5bK0VdRs3vPmmX9iRpXPg8lE2tjLkP2ovW4Rtt+LTzQwBB8Kc7APf+rRW8vjSjxc8+OjqC2+2W/+uKEcpuq3Wc43b//n3E43FcvnxZuljX63X4/X5YrVbk8/muXIhGoyHhZZYXT01NYWhoCE+ePIHBcFyeW61WceXKFQDHSefz8/MIhUKS20Um0uv1wufzYX19HXa7HQMDA/jwww9Rr9cxPj4u3xuPx5FMJjE0NITXXnsNDx8+xE9/+lMMDAzg4sWLAlRoxLlWjcZxd1ueT34v0MkjIahyOByyB2RddehHg9heBkyH7Xjpc6D1PcEMHWWWgVcqFUmSpy7LZDJyHt1u9ycYB4JYOlFMBOd30MmhfHFiNos29Iyo3pJnrqFmBXWOlZZ/vd5cDw1AekPJ2unna3TYWIekP+t1YsEKAcGnUWJcZO1REnUC3XMwuFmkzbXHo8EPBYMePxOYzGazGAcqeL3JPBDcRFaZUDAovESkFCwdmmCcmL1ION2UQIKJnKVSCX6/H9VqFWtra2g0GtJDhdU4brdbZn60Wi3JZ1lcXITb7YbX65X7YDzcbrdL5r7f78fjx4/RbB5PGXY4HBgbG0MwGMTm5iYikQhOnz6NX//618jn8xgaGhJFR2WUqz2yAAAgAElEQVTPsIfO62HycrN53GBOezdm8/HkZno1Or6s6XUNWLRS0fkG+qDTA9OGgvsHdEIk2uN1uVzweDwSwsnlcgKAGUZjCIcgg8+1v7/f5Y3x/+x3Q9nQuQj0oqhkqCA0iOMzUmHpSgfKJ5+Jz87GV/ozKXP8TrJfn5Yop/MvTtpF0NXLnmoQy0vnkekzqnUE0F2iqZ0gyhPljGBCOzzUYb0McO/6MhzN5P3e99Ej7nXKFhYWMDQ0JMnfkUgE5XJZnCutI4vFIjY3N2G329Hf349Wq4Xh4WFsbW3J93M0x/DwMIrFIiqVCqLRKEKhkBhusgBer1dCL81mU+aaDQ4OYnd3V1gAskBnzpzBvXv3sLOzg6GhIYTDYRkMqBlUGm2CJ7KcnIqugSVzyXrZL82uauMKdPqwaKPKc0t98WnsAPUFc+GATsXe0dGRMOXRaBSFQkH2TIMh6hB2TWa6AfWATq7VjBEdWe4nnSHNgvaCYQ04NLMMdAOQ3p/p7+kNa2rdqtflvwPkn/U6sWCFwskQAg8IGQ56kgQEutEaPUgqXM2i8O/e0kN6uECnYogoncKlcwa0B09WRgMkbirBD+n1er0uRoyfabfbEY1Gsbq6Ks3HaNCZmEsWJJVKoVqtYnx8HC+//DLK5TJqtRpmZmaws7MjND8bkN29exfxeBzj4+MYGRnB+vp6V3UEBY8Dysh+nDlzBhaLBZFIBHa7XWLXV69exczMDDY2NjAwMACfz4f5+Xm4XC5JuqVC5145nU6ZIr23tyd7rGO4NMz8Pz0WrjGVBMEP15+eLRWSzicg86BDMFoJaMWjw39HR53x7pzPxM6Q3C9Sv0yms9lscLlcAqYAdGXou91uyfnRNCmVMhkVXRnCveF66DAG14ByxGfRIQh6hXwW/pxsHxMENYCjsebnn8SLoIzPqil2nm0NQmgodE4PgC7DpY1arzHj+utQD5NhuZ69VLlmVzWg4uV2uwXw9ObS8b7IDiaTSWSzWQwMDHT1kuH4Ec2wsaHkyMgIlpaW5N4ODg4QjUalCWQqlcLu7i5eeukl6d+0trYm+Vi8d6/Xi1QqhYGBARwcHCCdTmNqagrtdluYHABYWVnBq6++iidPnmBhYUHC15zs3mq1usI3mpmk08j8D7KJQIdd1XvA9aWO0NVZNKrcD82o6as31EGdT8DDz6LuoKPk9Xqxvb0tg169Xi9sNpt0BifYBCAVgXoPyMzSCWYncJ/PJ8CQNoIAT4Nwbdd46efT8qzZQ30muG5cQ21b9ZnQc+P4fu0oPu91YsEK0KnEYQkbwwOadSHdTcPO92nlDXS8Ro0AtWHhAWRIh8aSl6ZhdeIdQYkGRfwd44za8+X3E+FarVbxOgyG48TTSqUiVGyr1ZKYM8MIHo8HsVgMm5ubklcTj8cxNjYGp9MpZYixWAzj4+N4+PAhJicnUSwWpW01vT8yPwCk3fzZs2extrYGl8slv7dYLBgZGcGtW7fw61//Gj6fD2NjY1IiyINCr1AnkgIQb4/JtlR6ZDK4N9q70UpRx7H5uQQqmunqZVF0TgAbBGrGhk0Bed99fX1SBdFsNtHf349ms4lCoSBxcz2UkOEbAlAOFiMo5Rqzc24ul5MqCioMfbB1dZtOCiagoSzyb8qeDmPSUFKxE4hrhUuDyjPD79KfeVKZFe1RkynQyYs0dJQjnY+mlbJmVjSjy//rcBC/E0AXu0fWhedNGxLKMj8D6OgObXR0xRfvyWI5HtdRKBSQyWRwdHQkSfiFQkGMPcvpAYiRGx4eRrlcFlDj8/kkvMqRHABQLpdRrVZx8+ZN6ZlEI8kp8U6nE9vb26jX66hUKjAajUilUhgbG0OtVpMCglqthqGhIczPzyMajcpsNLZa4HnVeVbMudEjKfgsOtyqZVafJZ6d3vwN7SRxL2lPgA77oRlJsvu6gR/3hiw6AHFOqZeZQsA2/fx+LWuUCwKDXjaIOVZ0CLlvGnj1Mv5axrRjpuVOgzbt5GjnW4M+rim/i/uln6k3NPQ814kFK9rDo7LRm6DLi6lsdMUEDYZO1NJeKtA93ZcCzbI8HR6gsuHmaNaGcUKdV8HPZhUJc1FcLhdcLpeUCLJHwubmJl588UX88R//MUZHRxGNRrt6PLjdbonLMl4cCoVEOdD7YPvmcDiMUqmEWCyGRCKBL37xi7h3754MAqP3xdAaGzyxuVEmk8ELL7yAX/ziF5ifn5f499WrV/HkyRP4/X5MTU0hn88jmUxKcioViBZu7hXXX09npQIne6QNgj5A+tKUOJU291ErfCp7bXxYhknQ0mw2hUnSJZp8Dh5MVm6ZTCb4/X7phaPZDp2wxgRa3VuH5Zz0noBu2lnTuLx3rdDIglGeexWCZvl0vgafp9e7pyOgyxZ5/1RkJ/mioteVOFp2dK4I/8/3ELj1yg91BH+mlT+ZjF7AQxnVCl6fDQ3IeVF/0SDREGqDzNfPzc3JMM7Dw0Ps7OyIkaTny861wHE/lmg0iqdPn0rvFYPBII0RT58+jXw+j7GxMTQaDXi9XszPzyOTySAUCkmPD4I8DZxzuRxqtRomJibw3nvvwev1YnJyEgcHBxgcHMT7778Ph8OBs2fPolKpIJVKiaOiwR0/jzLP8SBkjZnPR2cE+GTvGu7rfwe49R5pcK6Brt7rXnZCM0Ba75Bp0T/n6ykHtE38bp5bPhfliM/MHBjqTToYupUH143Pom2eBm06hMarF8zp92uQrD9brzf1JF/bmzfzWa8TC1ZIgepOtaTbyVjoRjpAR+H29ibgZ3GhdaIUgK7F1YOweHh4SLQXpAcp0kDoeCDfT7BVq9VkNg5zYxiL/frXv45qtYpbt25he3tbphc7nU7J//B6vdjb28PTp09xcHCAtbU1ATD08I+OjrC5uYlSqQSr1YqtrS1YrVb85je/kemq9NiZk2K1WmVqJ5PXTCYTyuUyPB4PLl68KP/u7+9HJBLB9evX0W63pUxPr59G+qTcW63jOTr5fB5zc3Pi1eXzeQGHOkyhS8VpCMjEcJ+BzuRrGnE+gzZO2iAxjMg9pHwRaJImPzw8/MQMI/6eAFTPCNGApdFodGXqM2+EYw5I7QKQclACECoDhi60fGmGiZS+Bsb0zGgs+VkMa/B3fB1lXStUglcAXfJ+0i4CPq4PnR7uN0N4uppKAwkNnIFO4iv/ral3AF2KnN+n11WzXDqsrC8CRM3G8G8dfiB4YQUbpwBnMhkZKkpGifqIDdroWFQqFWQyGanyYzhza2urS34GBwexuroqBQKUTX6myWTC7u6u9FMql8swmUwIBoOYnZ3F9PS06I5EIoFms4np6WkcHh5ieXkZXq+36+xqUK33z2QyoVAoSOM5JpVyXbSTQbCtWRH9814QrhkWoGPsewGkZl90yI9Mqj6bzWZTWCfqWrIvTMYlKNGGn5+vZbHdboszyA7aBMD8zv+/tdMhXj6PBkp6HXh2aCs1c8K10WyMvkeda6MJgue5TixYIUvAkAE9hEajIaVarHygwaFSp9KlwiCi5WaS+ucG83fceJ1QC3SmPDMkohkV3pvRaJQyZaBD7QGdMlhe9Xodn/vc5zA8PIzZ2Vn8zd/8DX7wgx/gP//zP/G3f/u3ePTokRwCCjvzVbxeL86dOydAxWg0wuVyIRQKych1m82GSCSCRqOB//iP/8Dq6iqazaY0K6MCbTQa0l7bbDZjeHgYFotFQkxXrlzB2toaDg8Pcf78eTx69AinTp2C2WzG06dPZWo0wyg6PKOF12w2o1QqYW5uDsFgEEbj8eCvvb09VKtV8chYsUKvivfJdeDh5qXZBqBjtHVinD64wDHLUy6XUSwWUSwWP+FBWSwW+P1+6WVDcJLNZmEwGKTXjd/vh9FolKnMfC/vh/SvTrjUbNaneUJcP5PJJN6S9lQIxPg+oLv5F0OUOp7vcDjktbrU02g0iqemjSG/h599Ei/mXpE+1zkNBMI650yvC40A5YF6gReVf29CofaeCYqouAl4gQ7w1AyCrjrTzC+ALrngdw0MDCCdTmNmZgYPHjwQprRUKuF3fud3BMjqRF22uE8kEtIbxOfzScgnnU7Ld7pcLhQKBSwvLwM4nobcbB73aOGzORwOHB0dyfwbAp9AIIBUKoX+/n5sbGzAbrfjxo0bePr0Kc6fPw+3243Hjx9LSBuAsBFcU+4T9QBbA0xMTIhjpud0sduzDmVwPzTjqBkr6gqtO7jfXGcNQAF0OVCtVksqkHRohPdEQMJRHWymR6aIjDgdD51/xu8HOjqFto59bnpDYBrs9ubhcB0IQnpTIfTzU39qJkjLLu2aBkE69PR/4+D8dnzM/4KLypqJcfS4tTHTCI6L10sjEh1SWbXbbaFJ+bm6lbtO0tJKnt9BZUMjopPzGPLRyl9TkXydzWbD22+/Dbvdjkgkgj//8z9HqVSSypunT58imUzK5GMyK4lEAibTcX+Fra0tJBIJqVDZ2tqSRkjsFNvf3w+fz4disSgsSqFQEEW6tbWFUCiE1157DSsrK9jf35epyc1mE7lcDi+88ALC4TB++MMfSihrZWVFwlFGo1EqZ5hES4B1eHiI1dVVmM1m3Lx5E5cuXRLg0Wg0UCqVcHBwgMXFRayursqahsNhuFwuSWTVTAAP3qdVewDdHUopB7VaDYVCAaVSCUCnc6/D4YDf75c+FmQeqBx5r7ohFntRkPEqlUowmUxCs+tQAgDpx0LDqZkkhom0EqFx1JQ/n0tfOpRJz0YzM5oh0YpIK2rKdK+B+G1jzv9bLpZy06hxPXvBrl535vXo/BD9GqCjD5hwqBU5AMmP0bJH2SXDqj1z7hs/pzepWYNTnXs0NzeH9fV1xGIxfPnLX0Yul0MsFkM8HhfAurm5CaPRiFAoJOfkwoULcDqd+Kd/+id86UtfgtVqRSAQwNbWlujDUqmEgYEBqURk80nmqdApMxqNCIfDiEajePvttzE1NYVr166hUqlgdXUVkUgEg4ODmJ6exr//+7+jVqshkUjg3r178Pl8Itt7e3uo1WoIh8MwGAwS2j48PEQymYTVasXw8DBcLhfK5bLYAzKdrMBhIzrOPqKDpxkVLeuacaVe0fKjWVT2SiFoYIk014fzxtrttnTpXV5eRl9fH8LhMFZXVzE1NSVdrzWgabePm/DpfDTmkvFMBwIBYeIpn+zRop9P5/zxIrDSsqoBXS+DpNMoNPjS9laHfPT3At3VsM97nViNQ6pTx/WofHSyIA0X0KH0uGD6NTp+z1ggkbLT6exiYfh9WnFQ0VERApAEWF1BAHS3Z+5FsZzp09fXh9OnT0vTplarhUKhgIcPH6JSqeDRo0cSzjl9+rSEgTifY3x8XAx7NpvFxsaGKJFIJAKXy4Xt7W0kk0mMjIxIdZEGYF6vF8lkEh988AHGx8fhdDpht9slxGGxWBCNRjE7OwsAuHLlStdcGx5qHmYKPw3F7OwsbDYbzp07h0KhgKWlJSwuLsr8EK/Xi4GBAXzta1/DF7/4RUxMTMBms2FlZQWLi4vI5XJdIQ/Kg5YNHiCDoVPNw5Acxw3cu3cPGxsbODw8hNVqRSQSwejoKKamphCLxeDxeITJ0pNNGcdnCIpKimvIn5nNZmQyGal0IkDQTbi0h0wFSdCiK5UoozoO3hsm0vS39ub5ev6tAYnOz+FZAiCsEJU/QZRmA07aRYpdr6FmXPXPCA41KGHIQ8fydXiTwIGlpgxj6Dwns9ncVXnUG9YDOqFIyixfp/NsNPPGsEI0GsXExASSyaQ8JwFZvV7Hzs4OpqamYDQaEY1GpaoyHA5jd3cXV65ckbO9vr6O1dVVXLp0CZVKBT6fTzrT1ut1+Z5QKIRCoSBM1OHhoSTHXrlyBbVaDWNjY1hfX5fKuHPnzuHZs2dIJpO4evUqNjY2xLkie8jeJDr0xZb7Xq9XerXQew8Gg7I/RqNRkt5ZEZXP58UJ9Hq9XWusGRcdztCgkWeU+qNcLncNPGUVk9frlXYSBCl8v24Y6fF4JDRUq9UkhKXDgxyISh2hw1dk3Xh+KXd8rwYVOlSpWSWgu5qNP9fOkGai9Os1yOF50jpIO+M63PrbgJUTy6xwmBMAya+gQFDBsM8FDav2YIlMtWHjxuqGWpp61/S79niIqKvVqryXsWOGYzitmYiZCJTfz8nEOtfg2bNnaLVamJ6ehsvlwr179wAcG8GbN28im83i8uXLmJ2dRb1ex9TUlJQDM1yTy+Xw7NkzhMNhURLpdFqeo91u47333sPU1BQMBoPEuElH2mw27O7u4v79+4hGo9jc3JQDcvr0aezs7GB5eRkXLlwQL0J7jrohEw1qLpfDzMyMNJvK5/MiwDs7OwK6uMaBQAB2ux3nzp3D1NQUSqUSdnd3kc/nZeYJD6A27DQKNDQEGjS8mUwGmUwGly5dwuDgIPx+P/x+v7TqzufzXZNRCTppvDgBO5fLidfM70ulUvD7/fL/QCAgCpcxfIIP3isVGBPjeDEEoBWFjtfz+fhZVLaaweN39yaCU+no0J8GUvTWqfh4vihnJ/Gi0dNhAj3Qk8CiUqmIkdAlzjzfNBr8HP6fBoD7qUNo2jHRBoczyniRAePcLQ7oo14i6KfuMxgMMvwT6IQ3JyYmkM1m8ejRI5w9exat1nGSZ7FYxJkzZ7C0tCQT2A0GA8rlMgKBAEKhEKrVKmZmZnD58mUkEomuQZl8ZibbMjzGXBXm/WSzWSntT6VSMJuPmx6eOXMGtVoNjx49wuTkJBwOh/RD4RrxHOr+IaVSCUtLSzh79qzk11C3pFIpjI+PS0oAWU7N5nKiNNMFzGYzstlsF/jk+SJboJkH6phcLodms4mRkRE5+wzbGI1GFAqFrhJq9l1im4JSqdSVJMvQmd1ux8bGBmKxmDh7+p4IROhE8PN7c9QIkLVu4MXX9f6O8gt0Ktg0cNIVaL3OOtdLh8Z4TnTuio5mPO91YpkVrQSYK6AXl4dFN3SiUDABlgCGi6m9J34uY39ULBRe3YwLgEwNJl3HzyIFyNHwAOS7mQxM0JTP5+U5XC4Xrl27hj/4gz9AMBiE1+vFG2+8gdHRURwcHEiy3McffwyTyYTR0VF5Fs6sOTw8xMLCAjweD1qtFp48eSKN3EZHR8Ubi8fjqFarKBaLwhT0MhLZbBZvv/02yuUyfD4fRkZG4PP5cPv2bdjtdoRCIczNzXWFS8hMuVwuycvY2NjABx98gKmpKXi9XmxtbaFcLiObzSKbzaJUKmF5eRmFQgHPnj3D6uoq7t+/LwrdZrMhEAhgcnISExMT0qCNa6tDcJrloEzw4NEQ3bhxA+fPn4fJZMKzZ8/w9ttvY2ZmBrdv38b8/LxMqzUYOtVCDOlQNgAgGo2KbB4eHsoslL29PcltIcPEUCHDScxZojekwbN+PX/P59HUda8SofxxD6hMKOtUgmRLyCxoj4mGmd+pGUju50m9tLPBXjk8+wTOej24HzonSMfo+Tqtk4BOxQlDF1TSVOxA9/iP3maI3BuCJe3p8qyy/b02ApOTk4jFYgIWTCYT1tbWsLy8LKzq/v4+7HY7gsGgAFs2ajMYDJibm5NnNhqNOHXqFFqtloSCqSd4xpmz12w2hdEolUoolUrIZrO4c+cOhoeHEYvFMDQ0hLfeegtutxuXLl3C7OysAEPqVw4AZEh3e3tbcltcLlfXeWo0GsLkDAwMyLDRVqsFn88njhSNOFsE0LkhANT5RtrA83sODw/ls/v7+2E0GiUhuVarSZiJOSdkb3h2+T3aYY3FYkgmk2LT+F2UT66zjhBwzV0uF46OjiTUztdr54LPoRNdeeln1E65Zl307/mHoWydlM/v1PpGEwq9a/m814llVnRZYKvVmX/Ag6W9YCoTAg7+TNev86LXDXySdicK5sJ/WpY4vTSd3Kk9IiJzUoCMxW5vb8tzUVDu3Lkj8zaIqn/+85+jXq/jyZMnuHHjBhwOB6LRqLRrv3fvHvb39xEMBtFoHLfOZjvuXC4nz1UsFiUsAhwj/1QqhYsXL0opONttx2Ix+P1+BAIBjI+Po1AoIB6P48MPP4TD4cC1a9cwPz8PoDvMQK+VazE3N4fHjx/jtddek9wah8OBVColhjGRSGBzc1NAmMvlgsViwebmZlcMlF4nAOn0qD0L7rVOWtUUtdfrlYP+85//HJVKBcFgEBaLRdaGrf1tNhvW19dlajKz/LmW9OrYppyMHI05vU0AEkPm/wka9L1rsA10ylc1Y6UZI00N6/iwBjI610UbV4J55thob4vgnqEEeooa8J/ESythgjStO5j02gv8eGnnRSthHVrjPtIo9TJqvUmNBNjMj+J+UoZ0dQcT/FlxmE6n5T0ES/V6HYODgwA6pdcffPABEokEPB4PhoeHkc/nJWxitVrx+PHjriR2AvpmsylMDGWQwIugtl6v48yZMzKGgoab+q9er+P8+fPIZDL48pe/jEePHiGfz+OVV17B+vo69vb2JAREkE2Gz2KxYGFhARsbG3jllVcE6DscDiSTSRkMGI/HkUqlZC2cTicsFgs8Ho8wxbVaTfaMs4i4/9QP1NUMR+tQIM83q6rozPh8PtEtZrMZgUAA9Xpdcvj6+/vFJpGt5vrxbFFX6XAzWVa+l2ef7EogEEC5XJbXAxAbRDn8NFnT8t8b8tJnRLOClGl9DihfBCbaydUMpj5bWlc/z3ViwQoXV6M8ncTEg8JhUSzDJMAgIODn6ARaoLPJFCCWCtPz1YtPw0GFr5kFKjuHwyGZ2jyEsVgMrVYLq6urXWiYKLpYLGJhYQEAEAgExLv3er0Ih8NwOBxS1XNwcCAJZWfPnkWxWITD4YDVapXKKYvFgtnZWXi93k8MBCN1yfHp9FJ0YpfH48HS0hJu3ryJSqWCZDKJF154QQYMUmlQQXFteQhmZmbwxhtvoF6vo1qtSiZ8JBIRIMIeJCyFptK8c+cOfvd3f1dK+2goqDgY1iI1rgGepvcrlQpqtRo2NzflPqenpyUDnyCLRp8l3gRGrKwgGCFr1Wq1pE8KG2LRmOjQIel7KsZWqyVzkXiPesCh9mB4UbFxbXUelTaqZJb4c139wu/qDQdphoahHn1m2GCRoO0kXlox9zIhTJjWDKMuMQW6+2jwM3QfHM3AEnSyKoRTgTUtDnQDUC3bDEn1Ttnmnm1tbUljQj4DQxu5XA79/f0SXqGzxXAnK9L4zIuLi9LjZHR0VCa4876LxSJMJpOAcg3+0+k0zp49i9u3b2NoaAh+v78LXFssFuzt7eHKlSswmUz48MMPcfbsWRiNRqysrCAUCsmZpe5g6bjJZMLq6ipee+21rqo2q9UqvahMJpOcv6OjI4RCIcmXK5fLeP3117G4uNjFbugwic7r0KFTsmxsebG/vy86i+dfg3ytO9xuN8rlchdzylDs3t6eMFwulwt+vx+5XE7GIlCmmCOmowY6adbpdMp8ITqHWudoedTggg4V15e2h5cOk3KftYzxOfXZ4Xu0bFOue79XEwSf9TqxYSAadSp7HnAuBI13tVqFwWCQJCagk1VPUEGgoBEmN46Khd4C81J0XBCATCkl3Udlzk0lTceDOzExAafTieXl5a44NwWDCmRoaAjlchnb29uwWq0YGRlBOBzG9evXMTAwgGQyie3tbZjNZvzkJz+R4WJMhjWZTKhUKkITs9OqRvkUHJ/Ph1u3buHSpUs4c+aMdGOlwjaZTBgeHobf78ft27fh8/kQDAbx9OlToVhpDIGOsWy323jw4AHeeOMN8cRsNhtGRkYwMjKCYDAozfDq9TqCwSC+8pWvYHJyEuFwGAMDA5icnMRbb72FxcVFtNtt8eaovHT4ggqf7ADXvVqtYn5+HvPz8wiHw5iamsJrr72G6elpxGIx6XXCHBs9IkDn3DidTlQqFWm2R6POJlY6qRLohP2010JlHAqFugAGyyyZZ8Xf8fOoPLi2Wu75nFwD9uvRgJProoEdgC6jyao1rVi0V9Vut7vCJift0p6mTn7XILd3r3RTOP0ZNCqUP/4OQNfvuHe6txDBNMEMGd3ePBiCxVbruFXD8PAwIpEI5ufn5R74mTQQPO/Ly8uwWCwYHh4Wp4Wh5NXVVTQax9PC3333XXzlK19BrVaDxXI8F6pcLoshB4Dt7W1UKpWu/Jtmsym5LBsbG5ienkYmk5FzykZmZEKnp6dx69Yt9PX14ezZs5iZmZGzpcOemilaXFzE1atX0Ww2uybEkwHTCcdOpxNDQ0M4ODhAoVAQkLWxsYHh4WEMDQ3J3uk8ML231Fnc81arhUqlgrW1Nezt7WFwcBAul0uGNNIGEWTxfQS4Xq+3qxikXC4Lq60TbpmDo/PiesMofE6z2SyN4Pg9ZIn4TDrPRocz+bNesMGLdqs3KsH7oUz0AhkdItIRDF58v2aSn+c6sWBF01N6ZgQX12w2d3Ud1RQVs6b5epYT6rAOPX168TQENPTAsTF2u90icKQVNSKnF6pj2iMjI3C73ZiZmcHa2lpX5Qe9ZH5Wq9XCV7/6VQwPD8tUX6fTiXK5jH/5l3/B0tISJiYm8NZbb2F8fFyYGJfLhVKpJO2sed9MZms0GjK0kLN9IpEI4vE43nvvPVQqFdy4cQMjIyNddOf58+elEufChQtYWloSA68TqBhfbbfbWFxcxOzsrOR6sE8J10PH3oPBIPr7+zE0NISLFy/i4sWLkvA3MTGBWq2GbDbbBfB6Ubo+aNzTarWKu3fvolKp4MyZMwgGgwiHw+jr60M8Hsf58+flWff29qSE22TqDLLTwIDeKr0/Jh4SxNBL1h6VNu4Eo7qpHD159lzRVUNU3JrNYJiL79cKHoCEbbTC0EqahlqHRCnXvEd+NoEPkwTZ++IkXjrM0JtIqMNk9Jh1gqFmIoFPTlrm5wMQEMvvYy8MKmyWoJpMpq7GakBHHhgm5D2Ojo7KDJhkMim5atoQkE08ODjA0NAQVtglBRYAACAASURBVFZWUC6XMTY2BpPpuIHa22+/DZvNhs9//vP4xS9+gf7+ftjtdsRiMQwMDIjusNvtsNvtKJfLsNvt0orf4/FIkQOB8u7uLhKJhJQlb29vI51Oix7k9OSZmRlp0U/mgc+rGXKz2YytrS3Mzs7CYDAIkNLMBz13u90Oq9WKYDAo7EQul8Pa2hoAoFAooFKpIBwOC2jTIZFeWeZaApBEY6PRiEQi0dWxOhAIwOFwIJPJCJhhHhrBi+5mTdlhQi0ZVa6RDhfre6JNYa4Sk3FrtVrXfDjaDJ2/pPWOBhC9uVI6nMyrN29FAyDuE9eLn927tpokYGj7t2FWTN/73ve+99zv+l9w/dd//ReATzZhojBQKRB9E8lqek+jTBoFLrKe8kllRfpex7N1Pgo/n4eJwqeTkKrVquSVxGIxTE1NSXiInl6zeTxzZm1tDUdHR6hWq4jFYhgeHsbFixfRarVw7949vPHGG9jb25PSwkAgIB1RWUbI/in5fF7WolqtIpVKSd8Fds5tNptykCuVChYXF2Xex+joKCYmJvD48WOsrKzg937v9/DgwQOhYwGIl0jFWSgU8OGHH+LGjRs4deqUhOc4ITQUCklp7/DwsBy62dlZJJNJPHv2TCa6ApCSzGw2K/umPWHuKcECPYCFhQVUq1W89tprSCQSmJiYkL3d39/HxsaGrA/vrzffqdFoSFl5L3MWCASkTTmpW4ITDRioyChDDocDBwcH0p8F6M7C18qA96Blm94fGUF6Y71xdq08ehUIv0tTxfQse5PxGI4glW2z2fDSSy/9j57z/4nrrbfegtfr7fLuNNDmOptMJilHByAD87TcfZpRMJlMwsgBHdDCEledT6WBD1+nwycaaDIPJB6PSwkwmQZ+XqPRwMjICD7++GNUq1VMTk6K/uAIjFKphBdeeAHAccWh2WyW8R6hUAi1Wg2pVArNZlNKmxm24Bm+du0a3nnnHcmNYw4HHSq/3y9OEVslGAwGvPnmm/jud7+L+fl5rK2tSc4e15LPvLe3h1/96le4cOECBgcHpd2ExWJBIBBANBqVXiV+vx/t9nE/ko8//hjf/va38ezZM3i9Xng8Hjx69Agvvvgi5ufnUS6XpXSd7QhokGkj9BmYnZ3F2toazp07h1AohEgkgs3NTan0a7fbGBwcxM7OjkxgJ6Okzy8rgFianM1m4fF4UCwWpcdMLpeD3+9HKpUSR5v3SrmiDITDYVgsFmQyGYkeML+HukezPFqWdLhLnwHqh14WBehuTkm9qAFJL1jXAJvfy/9zftONGzee69yeWGaFG0LDQgEBumlqhlQ4WZQbQuXM92mlAEBGjfPiAEMCIB4uKjR+LoWMiWlAh/6qVqsyk8dgMOD73/8+9vb2MDExIVnjVqsVu7u7+Od//mekUimEQiGpbInH43j69Cnef/99XL16FYuLi6hWqzhz5ox8T7N5XJ7H5Dq28fd6vfD7/aLYPB6PJO+ynTYT7ej1mc1moToXFhbw0Ucf4aOPPsLly5cxMzODVCqFUqmEYrEoTaPIQBUKBTx69Ahf+tKX0Nd3PBV0cnJS5ng0Gg0p783n83j8+DFMJhMePHiAr371q7Ie1WoVGxsb6Ovrw/z8vITbNE1LhW+z2bp6WZDxsNlsmJycRDweF0A4NTWFaDSKWCwmAxfz+Tyq1aowb7qDK3A8o4k5G5RBnT+yv7/fZXy4H/TiOXfJ5XJ1VXbwWbRnpAEGn0ezc/yZbq9NcEy2hHtJppEKhuXkBHV8Pt6P7pjJMBKZQrvdjoGBAWlrfhKvQqEAoFM1ob16rhf3QOcBEZRwLXhOqNw16KO+ANCl9AmsNbvCn2m6Xcs3cDw0kP2NWNH3rW99C4FAALu7u6jVajAYDNjZ2UEqlYLP58OpU6dwdHSEYDAoIeOnT58iHo8jmUxK2bFOAq7X6/KZug0C0Gm8ySoisrdkEbguPBMM/eTzedhsNty5cwdf+MIXkMlksL29LWFqq9UqwKbdPq58evr0KV588cWuyjsOTmROESdDN5tNlEolPH36FF/72tewvLzcNbS20WhgYWEBIyMjyGQyXeeN+62ZYO04FotFDAwMYGxsDNvb23A6nTJMlp27mdRL+eBIDp7FVquFarUqjiP1CkO9pVIJTqdTvluzqrxXsnqUNw7vJcPJs0m7SPnSITt+Xm/KgbZzWl/o6APXhonimoHRZ4RnSefV8PMtFktXH53nvU4sWKGy55wVxocJEEhN6tf2LrpOkuV7uMGkbLm5OiGS4IHvo6FmvB+AdInl5NMnT57g4OAAAwMD0jH1r//6r5FOp7GxsYGJiQmMjIxgY2NDQjvT09Po6+tDNBrF8PAwVldXce/ePZw7dw6bm5toNptCtwYCAQEWJtNxpQ1nRnAdmLxJ4V9bW0MqlRIjp+lJGjefzwer1Yrx8XHcuHFDEuSSySQmJiYwOTmJRCKBYDDY9T0PHjzAiy++CKvVKnsEHLfmtlqt2NnZAQAsLS3hhRdegNlsxvb2Nr7zne/AbDZL2/q9vT1kMhmYTCaMj48LlcucEioEUua6gyO9DSbs5vN5nDp1CgsLC5ifn0c2m8Xi4qKAUDJMBERut7vL+yCzouf5NBoNYUzYK0MPI2QvB9K9bCbFXCAdeiRdTHmlp9nLmPAiYwh0qnk0gOF36io0s9kMl8sluQaaJaCy1R0mWWVmMpmkVBLogNKTeJFF5DMTTGiPkZeO63P9NZ2vPVSuow6NAN0zyPhduqRch5coh0wc39nZwe7uLnw+HzweD3Z2dgTwzszMwOVyYWRkBOVyGffv38fGxoY0hmMIh6Wxc3Nz0qeITlq1WkU8Hpd74ogJi6V7Sr1mXff395FOpyUEwrYMZNz4GjYPZJdZi8WC/v5+PH78GP39/XC73eIsUYc2m008fPhQmGImjQLHhjSVSiGXy0lr//HxcTx9+hQejwc3btyA0WjERx99JIa/0WggHo9L3p7D4UCtVpN8M146d4PsF3NRRkZGJMT00Ucfwe/3w2QyIZPJCDgkwAcguYtkWXkZjUYBeHQUAEgFGMM6dBTJ7pNVYkdarol2qHjGuYY6XKNBNuVXJ73q5Fp+vmZXdG4KZVuHQxnCYvSBdlS/Xz9vb4jrs14nM50fkLbFOuGt1eq0KOfiaRpLh2h0EhC9Kp0D0RsCAiCJoUS9jLX2Js8xIXVzc1Nmbty4cUMUw1e+8hX8+te/xkcffQSr1Qq73Y7Hjx/j/v372NnZwZ/8yZ9gc3NT8hr8fr/Mxnn99ddRLBbRarUQCoXgdruljX0mk5HBg1RUzA3J5/Not9sylJCAi2wQmwpR2Or1ugw4MxqNGB8fR7FYxLlz57C2toZQKASj0SjKjWuwt7eH+/fv4+bNm1IqyBAHGa9EIoFwOIyNjQ059NevXxeP5Te/+Y1QmFQYTGzOZrMCUgqFglQ16VI9XRrHMM36+rp4stevX8fq6ipsNhu+8Y1v4IMPPujKGdLJjwQObADHpGOCAcqRx+P5BJNGhc+GUfv7+10zO+hF8X1kYHQYSId0KNM6oZKhGRo6yraOudOQ0ihqb6vV6nR+1qFTHcsnw6bzunQC8Um72K+H60bdoBOKybLoZEzmgeh1JSPBSyfV6jwF7hUBCz1xhmZpbLjvxWJRwOWlS5ewvLyMgYEB+Hw+/OY3v5GBpi6XC6lUCrOzs6hWq/izP/szZLNZSdr1+XwwGAxIp9Pw+XyoVqsIBoPw+XyS70DnIBaLYWdnB8PDw/D5fNjY2ECr1UK5XBbgT3nMZDLSyJIGleX8XN+DgwOEQiGEQiEcHh7i6tWrkqTb39+PSqXSVQW5t7eHZ8+e4erVq13nhU4BcwQZxjYYDDJLzGq1SpUfzyWT6tl4MpPJIBgMIp/PSzKuXnOeGe4v84xYwjw+Po7NzU1sbW0hFoshFovh8ePHEvZlzhFDQHw29l2i3mZlF0uqKUt8BjoU1MNkkulA8ud7e3ty/2TMtXPDSwNq7bCzQot6TvcI03JPR1+fd31eCFB17hvXlFELHeLT+uV5rhPLrBBpAh1lrJkWLiIBC5Fqb9KcpnTZPEkrc6JabrTuksuafVbUsIoCAAYHB5HNZmE0GnH27Fk0Gg1cv34dg4ODUjZrMBwnt/74xz/GX/7lX2JmZgavvvqqJGmeOnUK169fRyKRECr11q1bWF9fRygUwscff4x0Oo10Oi0j3RuNBsbGxhAIBLC3tydljRwkxtkaDM3wPfQ2qFi5VgyzWa1WvP/++2g2m0in00JDcp0ofHfv3sXLL78Mp9Mp3hVzWZgxr6l3Ztk/fvwYd+7cwc9+9jMkk0mUy2Xs7u4ik8nA5/N1TVWlZ0gwxX3UuSYMNRmNRgwNDWFkZARmsxlzc3NCf8diMSwtLSGTyWB3dxeFQgGFQgF7e3twOp1ygAmUtHIgSKZxYzyfih84bhRIJa9DAdVqVYY8Ethob0dn1etkOb6ezAmArj3SDIBmbSivZF608QTQxb6RBWi3j3sG+f1+mVnCijr+rRmIk3TRuPK5dY4IKWwyZASH/D0dGP0+oLs/EtAJAfIcab2ic90IjnV5+sDAgCj5yclJ2O12TE9PS07I1tYWcrkcnE4nPvjgA7z//vsYGxvDV7/6VQSDQezv7yMSiWBgYADNZhOPHz8GAMzNzcHtdiMajeLJkyeYmJgQRyASiaDZbEqS++HhofQtMZvNMqeLHnKtVpOwKxkLMioECqxOSSQSePfddxEKhTA7OyszynSScqPRwKNHj3DlyhUBJ2RLAUhonYArl8tJ8zWv14v9/X3s7Ox0MVwApA8JnbNarSZ7QdDAAgl9Xnhv4XAYh4eHMg9tdHRUZheVy+WuMCnDOrFYTM4bQ4KUHR0eAY5ZGCYDs0lmIBAQfUw9wPVkDy32P+LnEdBoFoRroNlC7VAR5DERmD8HOjlcmq3R50e3iCBQ0QCcM5IIVPSfXob4s14nllkhuCDbQeHQnvHh4aFMs6TSITrV9DcVNJuhEWFT0Oh9UOkQMZNZIaXLWGpfXx9SqRQSiQQSiQS8Xi/sdjsePnzYNQRwZGQEP/rRj/D06VP8xV/8BQYGBtBqtbCxsYGvf/3ryOVy+PnPf46PPvpIkuNOnTolBnB4eFhAmcfjQaVSEVbn8PAQhUIBq6urMJlM8Pl8wpL09n6g56RnIun46JkzZ4RqnZmZEYOpPUwi/S984QvisXAN+X3szcA8ksHBQYRCISwvLyObzaJYLMJisUgX31qthqGhIVSrVRnSmMvlJOfCZDJ1gSLSpPrAUclFo1FEIhGk02lkMhksLy9LpdT6+jparZYMSBwaGhIvhweflQ9UrDxs/D2fjzHudrsNn88n92owHM86KpVKCIVCiMViWFlZEUZPT2elrLJKSseHqSi4vkdHR109OHTeAIGb/pugml4QDTG/g0YzGAx2hY8I0ujVnVSgAnRykDRg0TkCXFu2edcxduoMep38PMo5jRLXWzM0mv3StD29cQ1YWNpPZ2hpaUkaoVUq/4e8N/2N87zOxq/ZuM0MZ+EMl+G+SKRkmbJk2fISx27iJI6btE3QBigSpEFbFGj7sUDb/6BAPhTNhxYNgrRAkS7p62x22sRxYtebosWWJVuSSUrcdw5nOBtnuAxn3g/8XWeuecy+iP378L5Eb0CQRM48y32f+5zrXGe58+jr68Nrr72G2dlZfOITn7A14R7IZrNYWlpCqVTC6Ogobt68iZ6eHgCH4HR9fd2qKNVIx2IxLC0tWcJ4Op1GKBTC1NSU5dppXxHqAco4f8f3GBsbw8zMDFKpFCYnJ1GtVi0/Q0OdOzs7uHjxYl3uCoGh9vThd8jcLCwsIJFI2N5iddHOzg66u7tN1rk3yVoAqAt1kVXQfDOXy2UNN3d2dsye8CBEdvKNRqOIRqO2jwngyGor4HWGXNh0MpVKoaOjw4oVqMPJ7FIvspFoLpcz3aGJwrRnmoSv91M5JgvDuXXqCwUWmmqhhSS6F/jZQCBwZE4L5UPz9T7MOLZgRQ8OdE4YlTUAo/CAmvHi50nhc0EVAZN+o8Hg5zXWTSR7lCfr9XoxNjaG9vZ2pNNpzMzMWDksBezVV19FpVLBX/7lX1pSVVNTE1ZWVnD37l1cvnwZpVIJX/nKV5DL5TA7O2sls4uLi+jo6MDy8jJ6enowOTlpvUru3r1ruSkNDQ24cOECvvWtb2FoaKiurJFhD46GhgZT2pyzwcFBS1A7f/48JiYm0N3dbfNNRb+7u4tXX30VX/rSl2xDahhNvRnel+39u7q6sLe3Zyc1d3Z2IpfLmbFg8hxQ6wbL9dD1oqJRL8blcmFqauoDOQHlchmBQAC7u7s4deqUXbevrw+VSgVLS0sAYDF1Jg3yMEgAZvAJKAigWNpLz4IhtY2NDWvHfffuXfNquAacI2dPFs6jJgISICrly3vzezSKKruUc8qxPj+VSyQSqaOUtZeNVi0d15wVpxdJho8evQJFrgMNMEGB8/05X26325we5iIAqDMaGroGap48DaTX60U4HEYkErFkUYZbqfjv3r2L7e1tPP300xZqDQaDmJ2dRSwWs+ZsTzzxBGZmZrC0tISHHnrInJJoNIqNjQ10dnbi0qVLGBwchN/vx+rqqunFSCSCRCKB73znO3jiiSfMYeOBe/SiCVboDHFe+/r60NTUhNdeew2nT5/G9PS0VfbxPbhXLl++jC9+8YsfyNFSg8e1og6n7FI+eU0m4bpcLmuND9RaXKjd4P8p/2R8aZxZlEHwT1aRMsIKL5fLhc7OTmxtbWFtbc1khjqDOl/TEshYe71epNNpYzoZxuLzsJqTxRv8DHPjaPwVKPMe1ANOcMBr8z01wqBhaGfui9pPTcTlnPAduTc0FKoJuxo6/VXHsS1dfu211+oUgHbs0ySfarVqaF1Bi8bk+TP1VvUaTgGgoKmH4aT0mRTK8ytyuRwmJydto0ejUXR3d6O9vd0SvXgCZzwex/e//31cuHABDzzwACYmJixZluzJ1tYWotGoJbs9+uijCAaDeP/99w0g9PT04N1334Xf78fp06cBwLLhgRo44cbWniw+nw8nTpxAsVjEpUuXMD4+bl1cAZjR3NnZwU9+8hPE43F8/OMft2Zt6klopj2pUh6tzvXjNZnAGo1Gjbr1+/0Wn+fzOkGqonyN3wIwEMdyYb/fj2AwCJ/PZ6cn+/1+RCIRZDKZuuMSNIGXMWmCBE3io3JlPguVmIYUeD0+BylpDQU4wQflTClZ9eoZunN6QBrmVAZRY828D6s29DBNJgAzcRdAHUvA8cQTT3yU7ft/dXz729/G6OhonaOh3iJHuVy2fhoAzJNVkKyGQIG5hjn4b5YvK7hWUMp7ut1uOytma2sLq6urlvxN6p7dnTOZDEKhEGKxmK0Zc7FWV1exsLAAl+vwaI/FxUXbOz09PZienrbeSlNTU5bLsb+/j1OnTuH69es4ODiwc8iSyeQHyvrJbquurFQquO+++9DT04PvfOc71sdoe3u7Lp+hWCzixRdfRDwex6OPPmql1wrwONd0UJz6lt2FCSKamprMqGoCuc/ns5PltbcRHcuDgwPLuSFTyrXTqkPeg04Mu5oTNBGs0vHM5XIWmmPohOFirtn29jaSyST6+vqMXeYzEBQyH5FhvPn5eZM5VgFpvojmbKo+USdOgTjnSXNoqEv4OdWzug48EoXOF0N33C/O8ChwaEc/rO44tjkrVPCa1ONMVOTQo8s5cUTVusAAzPPk4tE4ATDvmYKkC0wjzLADTw2emZnBz3/+c8zPz1v3V+ZXJJNJADAqsLW11bLOf//3fx/T09P48Y9/bEwLvalisWjHuQcCAayvr+Pdd99FY2MjHn74YTzxxBNwuVyYnJw0A3r58mUsLi5a7opueOb+BINBK0P0+/3Wndbv9xsVrY2LdnZ28PLLL2N0dBRDQ0NmuKnANOzD8IV6AKwkoNLzeDyW+U8qmLT23t4ecrmcGW81vuqt8LtUCDQMZH+2t7fNC+O609iz9FhpSz47ZQWodZnlHNJjYwUHQQZDVvRGCb403quDcsTfsZSUcqsxfqDWuEqvQ+VOrxOobxhHoMg5oxdP+pnfBWDGg+BIFd1HoXH/XxmaBKseuYbEuLYM7zBc5JwLp/ephtw5XwREygIC9Q3JvF4v8vk8BgcHLR+N4JohRXavZc6InhHDirWrV69a2Iht6NmFGoAZ2rt376K7uxsjIyOWJFsoFGzPjI2NYWFhweSEho0GXsExcCg/4XAYQ0NDeP311+HxHB6yurKyUudl0wnq7e211gvMLdQKT861sh8cCr6VxeVakBEleORz8lo05nwuPoPqKu5lXpd7irKh1WS0K5pPxuek3PEZOXdMYeDc8d7s6UOQpd21VXdTppy2kDpdwTffjTKncs7n1PfU++j6qlPEnETayqNssPNvXacPM44tWFGviELgjL8TNfv9/jojSaNB5U2FxUVxll7x+hQcVndQoAHULfju7i6i0Shu376NpaUl9Pb2IhQKYWNjA6dPn8bjjz9uSVqs2qGnQc8gnU5beV88HkdfXx+6urrqMsWj0Sja29sxPj6OGzduYGFhAeFw2M6y8Xg8+LM/+zPMzMzYqagaJ6VHoECOuTg9PT14//33USgULJeGNDDzga5du4aWlhacP3/evBuPx2M5JNzEunm5yckW8HMEE7y+HnevJXpArX09c4WoQBQ48l216oZgkp4P5YNea7FYtH9rsjTBK4EEW+xTWfG9efozQzQ8H8jj8dQduqgKS0sA9Tn5XlwXfRegVo7Pcm1nTFlzInhtp/Ihq8PzVZRR4b2UzlVQeBTYOi6Dcw/UJ4cDNd2hVUEapuF3qLCdQIfX4NDwBfOeGKLWtVW2tqWlBel02lodVKtVpNNpjI+Po62tDdlsFsDh8RhM7qc+a25uxtbWFlKplJU8t7e3I5/P1107GAwiFAohnU7j2rVrOHfuHIaGhizBM5fL4Xd/93fxve99z/QTwxDO+WHOBAALpa6uruLu3bsYGhpCc3OzNXLknNy8eRPlchlPPPGE6QXuBwXsThBJQEiGivuQ+oThIWUVdQ0ZsnF2UuU6ct8QdChbS7mhLCgw5aDt4NpqqJd6jN8j88oScr6bMnfUFZQTFjZQFjVfk/pMGUInuNM9wL1NB1T3tDN05IxK0I6GQiG7N/92sinOZ9Acng8zji1Y4aLrAtAYqRepuQTcZFTy9JbVWKthdSJYggmgljNA75NCxRASTyx96qmncP78eQwPD+NrX/saHnjgAZTLZczOzmJwcNDCHPTecrkcdnd3kc/nUa1W8fjjj+PTn/40VldXsbS0ZGfPEIy4XC709vbid37nd3Dt2jX83d/9HXZ3d3Hu3Dn89m//Nv7+7/8eu7u7GBwcREdHhzENNFT6vGQkGIOemppCX18fOjs7jYbkBp6YmMDi4iKefvpp2/ha/k2BpVLj3NN7ODg4wPb2NvL5vM0hf6ZHt9Nwa+Ie49zcGLw/5397e9vWzsmmcZTLZQMt6rmRViWYA2CgiXLDBD013swZ0LAXwSyf0+fzWbI130XBMpWlxnP53DRIvB/BhM/nM5lkqIlzyWd2eo1UiKz20UZ4Tk9Tk+GozKgM+f7HbZB1UjaVMqreO3WIJhRrCE1DkKo7NEeLckWDpXPI66ihIPNVKBSsWSSZFq/Xi/X1dUxOTlpnWVaVsWWB9i7p7u5GV1cX3nzzTWQyGfT19Rmj6fP5jL7f39/HK6+8gu3tbVy8eNGqbl588UVUKhU7J4ydtsmqcG8zMZ8hqOHhYbzxxhuIxWLo7e3F0tJSHSs4OzuLiYkJfP7znzc5pT7WMKVWZ3GelfGmbBLsOXOomLRMIKM6XvcHn4t/6JxoObmzUg+ohVX4bsp+Ur9QjliJxIIAOj/KurGUm04s9z7ZFjqZBDbO59cwJJ+Hz8ln0kF9R7ZPGSJ9Jw6dBzYnJHtOHcehQEf1pDLaH3Yc2wRb0m86YQCseodCRDSrLfK5+ED9WSmKGrlwXGBt6OQMQREJkyVhvgL7CiwuLqJSqeDf/u3fsLKyAuAwP2V0dNTO2GhubrY4NVs3nz9/HqFQCC+88ALW1tYwPj4Or9drNO3c3JyFfqLRKL785S9jY2MDb731Frq7u/Gf//mfWFpawl/8xV8gm80im83aycl8doZslCE4deoUJiYmbOPmcrk6yjObzeLSpUv48pe/XJe3o6ieZ52oYqYh1vOVqDRYOsg1I/ulFVjc2Fwn7WujSdX0+EiZMmdET7x1bhplDnh90svcZIVCAaFQ6ANJdgQ4Pp+vLj8llUpZO3EqSH6eSo9KVJPqKF9U0Ed1hKRiVJaAnztKKVP58v3Y34eKk3Kuhph7gYbUmcWvjsJxGjSyXq8XuVzOQmCkzzWRkOBTw46aH0UDQdlUGXVS7GocCMAZQiRbSO/Y4/FgbW3NDCdbvAOwcHFjYyMymQxisRiy2aytRyqVwn333YfNzU1cvnwZm5ubGB0dNXaHRzz09PRgfHzc8iRSqRTS6TQSiQSuXbuGYrGIP/iDP8Dly5ext7dnvXbY20dbwZP2P3v2LGZmZrC8vIzz58+jpaXFWstXKoe5fD/72c/wpS99qa75oMqz7l2uF3UL9YSCTeowDq4t2VheW8GHsu/cD5oboz2NGIrVikPVR+oMqAwQdPE+zAdjJaayIz6fz1oyuFwuO8uJjhvTD6gTgZoNpL1TeQRqVWwEEpRr1bMaCifg0ffhoL3g+jMPVHWHhlY11Mbv83rcHx92HFuwAtTaGmv4hoqaC0zgQTqeCkiTQAHUKRlS6WooNWeBAu9yuWwDBwIBhMNhpNNplEolzM7O4t1338Xe3h7eeustlEol9Pf3Y2BgAJVKxSpFVldXEQqFUKlUrIbe7T7sr7CxsYGbN2+iWCxifHzcGjkFAgHk83mMjo4iIEWM2AAAIABJREFUmUzivffew87ODkZGRtDZ2Ylnn30Wf/Inf4KhoSF8/vOfx9TUlG3y5eVlUzLaG6RSqdQ1WJubm0N/fz9CoRDW19etlO7g4AA/+MEP8OSTT1qimSpmpWmdgA6oHb6niXMAkMlk6k4cJsvDz2nzKCpLp5FWUKC0pYawyHg5T8gGakyIZtXTc2S8n0mCTCgjBc34Mz0OJmfu7u5a6Tvlhf1mgENFxdCQJtISqFABEMS4XC4Dt0opcx7U86PCBFD3nAwlKoXO7zlBuwIkVfT8zHEcZJ4UvCllD8AYFRophgUVmPC7yjJRZjTMQOZQwQ7BNgDLc1pfX7fKD8oQK/sGBwcRDoftTKBqtWq6oKGhARsbGwiFQnC73XjwwQeNiT04OOxyTaeIBs7tdmNra8tYmKGhIdurN2/eRH9/P7q6uhAKhawUd3NzE/F43J6ZyaeUzd3dXbS3t+Pf//3f0dXVhdbWVqRSKZvXg4MDvPDCC3jwwQft6AsOBXXK3ikbStnj3lSWlXpewbvKL0Gn9m6hjPPeGm7RPDF1hqg3VNdxnQF8YL/SQSoUCgbCGAJiM092y85kMmhrazNgw3fjmrGggkwvOwdz/tR54HOr3uVaa0NEDT05wzXOcA4BX2trq+kMRiDU6VMWTZkfyt1HZWSPNVghLc+SQy4eDZsi5Xw+b7F8pRaB+sQjAhyyDlxgUnNKs9FAeTweLC4u4vLly+Yhke5LpVK4cOEChoeHEQwGsbGxgXw+b42XQqEQgsGgJWPGYjHrv1EqlbC2toZ4PG5KjElWLIeLRCLY39/H+Pg4fvSjH2F3dxcDAwP4vd/7PUQiEUQiEaysrNgc8fRUr9drlUoUzFwuh0AgYGW1mqDKz7z66qsYGhqyagrONQGeehL8joZjNIRBJcKwFt+ZikeZC+YJMVSknqoT0WvSmeYZEHhqEpwyFRpv5nsANcPFM5bIRPFZmccSDodtfimbHs9hOR8NZKlUsrmhJ6/KWWlt3ptzxM9T2VAONVSmike9JWUayWzxnTlXlG1VJjTMTiN93MNA/Ju9ktSD1vCNzguBM4AjlTPlROWdIId9dDioO8rlMjY2NixUwCRthoOj0Sja2trg9/uRTqdRLBat9websZE1HR0dxdLSkiVzz8/P4/7777fO0MyB4j7hsRLd3d34xS9+geHhYSQSCevn0draauX2vDcrxgh8Kf88pmNubg6ZTMb03b1796wnyqVLl+D1evHwww+jXD7sB0WmQtkq1bF0OnW+1QBy7tWLp5xSd1CfcO3UmHJvkW3nXnQCUmUdlG1UOwLUWF3ds9RfsVjMnknZDZfLhXg8jomJCXR1ddnzUR9QXzLJWtlZPp+yI/qOTl1DZsYZvlJmWvW0Aho6uPweZZ3zo+BSv69DQ8ofdhxPHvf/GzTc9LIJMEjTAbUmPBo71qHCTCSs8UpOOIEKNxeFYmFhATdv3rSOj52dnejq6jIU+fDDD+PcuXOGnPf29kx5eDweO8NjdnYW8Xgce3t76OnpwSuvvIIrV67gmWeesT4k3CTsnMtzW/b29jA5OYmvfvWreOqpp6zqiChcveZz587VHbKoc8WEqc3NTTuobmdnp67j5NLSEp588knbzLw+UBNegkQ+ryaBOTPoCTY01MDnpfHQtQFgHpKTbiW4pCcE1OhHXl+Tp7kpmStAedBYMVCrLCA9q2EkUvisMqJR8vl8iMVidk+WTDuVDMORfB6lpgko+AzMDaBy5+D1qBz5XgpIXC6XeWlUWJRlNRCqeLXnDkGgGnA1vsdp8F01IZChA66rJmYre+KkszUOT7CoAFnDxs4y2FKpZP1dyFIyVNPQ0ICenh7rq5TL5YxRKxaLaGxsNJbj7bffRk9Pj4WJ2L7gc5/7HDY2NuqYYA2hsnFktVrF+Pg45ubmzCjv7OzYqcDMn+AZOdyHlF/OYywWw9WrV61HDEPwhUIBXq8X169fx2/91m/VOQcE1gpUyEISqCijxd8pe0ogoiyqAh5lGZxsCq9FNlf3Ar+veUbcDwqwjrqehpW5/4CaY0F2haHInp4epFIpm9NQKIRcLoeDg4O6HDfmlnE/8pnV8dYEXWcoTYfKA//P93CGiJhK0dzcbPmCnBvOAf8GYDqQ46h1+7Dj2IIVKhsuvNbOM6TCyVN6nOEJCpAmfZIdICvDn6v3oP1X2Pirs7PTSssAWK+OZ555BqOjo3C5XLh06VJdrC+RSMDlcuG5557DzZs3MTQ0hGw2i3feeQcA8OUvfxnj4+O4efNmHTUdCoXq7u92u9HX14dgMGiHG+bzeQCHLf9pxJeWlgzYaQjM5XLZ53t6etDR0YG2tjajcHmicigUwssvv4yvfe1rlpTHeCqfg4qA4ITKV2P/5XLZzjnSZk5cNwUOzjXmumjlEP/PjcxNTGPv3BzO/gP8W2lRygE9Y+0Y62wUxsS31tZWO1GbuQRkrvQkbvUAWboN1LwZJr4CqFOCzmRcp4dCT1dzgTRGzzAH+1JwLknnanI6340KRnNVFGgdV7CiYJZ5EDy1WOecLcPpyaoy5zo64/tcGw0ncJ7JDPI6/D2NYLVatQZwZ8+eNVAwOTkJv99vp4NXq1VkMhm8+eabWFlZwYULF2xftba24sEHH8T09LTJI7u60vkAYOCb3VMZgtje3sb29jZisRjS6TQODg6wsrKCj3/84wCA69evmz5V9jCRSODBBx+Ez+ez8DFZlYaGBrz88sv40z/9U4TDYXsHzhvnksySHnOgoIahJAUS3I+6R6nruTbKsirrxXVSxlwrk8jEa9Uh95fuE2V4qFu4jnRMubdoe3w+n/XwoTMTCASwubmJ/f19+P1+bG9v21zTYU2lUjg4OEA8HkelUkE2mzV9pewG7ZayQ5wLyq/uYeb4UPdyTTQkTN3B/D9lso7SBWSteX9nWOnDjmMLVtSA8xA5IlAAlpdAAddacKCGxskAALW4HoWURgOoJdhSCLxeL9rb2+333Exu92G2/cjICO7du4dXX30VP/vZzyyZNp1OY2VlBdFoFG+//TYefPBBjI2NIRwO27MWCgU7nyYUCqGlpcVyXPQgNXZi3djYgNfrxdmzZ61BUGNjIyYmJpDL5VCpHLaSv3LlCnZ3d+3kZKC+x0s4HLZTiNkqnizGzMwMMpkMDg4ODN1rdYpWotDwKy1IKpcGkyBSY9A0xAoytDycc8CNqeW5XEsqGwJRbjjeg94tgQ7nQbP9dZ4JbpqamhAKheqSXd1utyl3ZS7C4TD8fr8pZW5wgmgCNTb8UpaLyozzymcja0U5VhqXHiMTNtW74u+5V5iQpyCOylnnXdkE/oxKUI3tcRy67wlyyRBoCI4ywD8aqlADRYWubJcaROoM/p+hHqA+zEYZjcViuHHjBjY2NrC2toZTp06hra0N9+7dQ7FYxIULFzAzM4Ph4WHE43EcHBxgbm4OxWIRQ0NDCAaDdi4Zw9R0cJg/VSqVLBm8oaEB4+PjmJiYwPr6uiX3MpemWq1iamoKH/vYx1CpVDAxMWH5FzS0nZ2dWFhYQFtbGzo6OrCwsGBs0fLyMm7evGnMor4rcCh/bFDJuaMuAWqdnTmOAohcU8qn01BrJZazMouAi3pDHVMn40nd4XbXyqCdQJWAhkn3lUqlrnEb38n5rolEwtguBQ5Arf0+mX/qL+Y9cSjbRPCi4TDuaw1vUu9yDyj44PW8Xq+9A+fUCTqUZVTmXIHRfwdsfpVxbMEK6+y50EoX0vDQaKtR0hp1Km8Vbk7k/v6+0bFkZJRWYxwaqB2hHggE0NfXh9OnTyMSieC5557D9evX8cADD+Ds2bNYWVnBxsYGnn32WVy7dg19fX0YGRnB1tYW9vf30dvbiyeffBL7+4eH53V3d1voSdkfn89nyXVAzXP/0Y9+hNbWVpw7d84aOkWjUcRiMQwODqKnpwc/+MEPEI1GEQqF6gwbFfPW1paFNZjkVygU8Morr+Cxxx6rU4BKkwIwpa9eIjfDUWEeFWDOv3pOBAUU+lKpZJsUQJ1R5z3pyfp8Psu4V0NCT4mbnF10+UfDS1RIVDY8E4RKRGO2BEns10IgB8C6V1KWmDug7bOBmuHiO1OJaI8YZVJI7fL3Pp/P2C6tGOAgqwfgA3PPUBuNuAJ4HVTGTuN83IYqTrY2cHZedrvdJtMEKRoOUmOossv1c4Jqpe95EjHZsubmZkSjUQsjZrNZNDQ04PHHH8fY2Bju3LmDxcVFPPPMM7h69arljWnFUFtbG9bW1lAqlRAMBu0QQhpMPisTxglOPR4PNjY2MDw8bFVibCRHNvj27duYm5vDhQsX7IRnBav9/f24deuWOYkMi+7v7+OnP/0pLl68aM4HE+e5Z3gdBSgKDAhCtLeSgj8d/PlReST6eZVrdWDJUvAZyCrSbnBd1SnS5yeQUCbFWaHK0KKW0FcqFUSjUQMj1BkMxwUCAasW4rMRcOrQ8AyHOmKUU74v3weo6VPqQgWJwWDQ9LiyVnp9XhOoL1hRu8q1c+qVX2UcW7CiMTAqddJmAIwVIOPijPEzxkxvkaCFn2NHWm0dzLMgSM+urq4aah8bG8PQ0BCWl5fxy1/+Es8//zwee+wxfPGLX8Tg4KAd5vWZz3wGP/rRj3Dnzh3L/AZgmz8QCCCTyWBiYsKOEFeDy/BHY2OjtelnO/r777/fjGRPT48pWR4cNjY2hubmZrz00kvweg9PUi2VSigWi+jv78fGxoZlna+trdn8XLt2DQMDA3aaKEGT0ptUigQlfF56KJqH4Yy3KoBUI8BrqOEkkKHh58+4IfRaOggWaPQJaDTWSiXE92MYyGl8+L4Ee7wOs/uLxaI1xuP7RyIROzCSQETljtemQne73fbM9NIp9wAM8AD1ypg5Ppwjfk/7xhyVw0AlxLngc/E7mnBMJXdcw0AECBz7+/uWwM21oZNDQEnjBNTnQHDOnfksmmcBwK5ZKpUs9EcWls0eZ2ZmkE6nkUwmcfLkSSQSCTsCYmFhAePj47h69aqdPcODOXntvr4+3LhxA3fv3sVjjz2G6elpeDweA+bUF2QxWHlHsEagPjAwgHL5sJU/GwYyQbanpwdtbW1YWVkxYzY8PIx8Pm/FAMvLy7a/b9y4AbfbjXPnzhljzSRR7TMC1Awd96TmkvB3/FsZAAJ11R0cGq5TRpLXVMeIsq6JptRrZIvVQeKeoI6ig8CwNPUDQ4ma4+PxeIw9p5x5PB7k83lUKhXTO8xr5M8VLCijp3PEZwLqQYsyH/yc5gkpwHOGQ6mfNPTJ4WSWVMdRhyiA1DD2hxnHFqwQVVIp7+/vW5dQxvyUNchkMnVghB6VxvZpQDQvQEGR08uuVqtoa2vDwMAA7t27h+9+97vY3NxEKBRCR0eHsSzz8/N46aWXEAgEcOXKFRwcHOCTn/wkenp6cPPmTXR1daGhoQGxWAyXLl3Czs6OJajxDJtisWjggNQhhY4sAr8zMzODzc1NFAoFi0Mzv2ZwcBDJZBJTU1OmkFk1tLS0hEAgYId/lctlLCws4N1338X58+fr4rpNTU0IBAKmLJzGT6lFDQsBtZwBGgd+nhtEc1SUXaFy5Vopm8ZBNkRzMrgx2GNCNxsVDUETlSnfidci+ABqZ71oh91QKGQbksqCZ/+QqSIYAlDndZOFotel5YhOgKEKgPNNYKMeHp+T8s25cva3AerP6+DzKHBRT0yB6Efxjv5fGJo/AsDCfJQZ/o7gd39/vy63iEbP6YmqMVBlTKNL+djZ2TGZ4KnjU1NTaG9vRzAYRC6Xg9frxcjICG7fvo0bN25gdHTUQo4jIyNIJBK4c+cOTp06hWQyiWg0inv37uHg4ADr6+s4ffo0Njc3LSyrxlkBOo/YaGpqQj6ftyM8CKQo601NTZiYmEA4HIbH47GwRDgcxsjICN566y20tLTA6/Va+HN9fR2vv/46vvCFL9RVYXJuyCxw76t+ob7gniQwUYZWS5CdbIB69Aq+Kf9qjPl5Z14K54zNOlXmnYCd92GYjT/j/9nTiPfe3d21RGky2KzQpB6gc0XZJNgEUMf0UI8cBbacAJrvrcBQZZnfp/1jDp2G1BXwqCypPuBaqoOjjPVHGcdT2wB1ia5caLaUbmpqMu+Wws8eBJoVTjCjsTzNpdDYPBkbXdTp6WkEAgG89NJLmJqawtjYmPXR6O/vx87ODm7cuIHV1VXEYjEDV5/5zGeQyWQMFBSLRSSTSRQKBZTLZXR1daG3txe//OUvUalUrNyZYR8ap+bmZrS3t6NUKmFychLXr1+vE+iGhgZcvnwZCwsLyGazKBQKiMfjWFlZwdbWlpUMt7W1YWZmxihIKg8eUviVr3zFQl70DBUpM1+FIINzrG3qK5WKJfdxkNrlBqJg01CQJeBGJLul3pWTgqRHx+toOImdO7mxNJyhFC1j7ZwHXoPMCMGWk0pmPgqpcHqtZLtYAu+UQZfLZeXNTllT+eZzEiBq/Fj/aHydwFYVjdNT1biygk7OIe/Bd1YFeFwHFTnnUrs6E+RR5tkmQPMIqBtUIR+VK8H5VIC5s7NjHaFv3Lhh+Qo0YrFYzAzC2toaisUiuru7kcvlMD4+jqmpKbhcLiwuLlqH2K6uLiwuLqKtrQ2VSgXz8/NIJBJ2/lg0Gq0LJ1arVQNGPNE5Foshk8nYCb937tyx/lF00La2thAMBtHb2wuX67DktlgsYmlpCaFQCKVSyZrO/fCHP8Rv/MZvWAhhf3/fTjony6rOInP+CKrUgXHudc6p6is1ylwnDXcC9ScRc1/zc5R7lXWuqYaKNe9GnV8F98zp0TJj6ibed3t7G01NTfD7/VYxxXfTI13ocFM/MFeGQ1kebXbK8JnOG9+bukNlmUPnk6wVf65676gQtrKxTh2hjM7/KGaFL0wAwJ4JTU1NBliYPEcvVw0dPWmlfTVWyXtoTFBzGpqbm9HR0YFr166hs7MTjzzyCDo7OxEMBpFIJFAoFJDP542KvXDhAorFIgYHB/HDH/4QXV1deP/993Hu3Dncvn0bfX19duopE+CSyaRVGQUCASSTybpkR5frsNut3+/H2NgYdnd3kU6n0d3dbaDE5/PhhRdewIsvvoiXX34Zu7u7iEQiGB4eht/vR3Nzs5Urx2KxOqD3s5/9DE8++aRVILndbuvCSBDHpGb+Xs9MojLixmG3Tip4JhQD9Yd9cZOUy2UDABRuKgJuTM0xUU8XgG1cKjQng0NmSePMNBiFQsFo+3A4DJ/PV3f8OU9D5fMrSGRzO815oBIkGKYMkkEiU0jDSICiISI2FyNQcYbXqOSpYCnfTExW4K2KWb1VvpOCFVU6VJhKex+3QXnhPJLp4DvRowfqD6PTPAT1HJXhU+9V5Y2GDKh53IFAALFYDG1tbQZi3G43CoUCXC4XMpkMGhsb0d/fj5WVFXR1deGdd97B+fPnMTExgbNnz+LGjRsYHBw056ezsxMejwfvv/8+HnroIaytraGhocGOCmFokmGIcDiMlpYWO7C0o6MDW1tb1i/lypUriMViCIVCOHXqFLa3t9Hd3W1MUyKRwOTkpIUrl5eXsbOzg9dffx0DAwMYGRkx+SJjpUwd97aGTTTUoEaTc6kVbAoiaJydoR8NxfHf1B3KolD29fNqmMnyUJ9pKIqAgWF6siWhUMictHK5bK0gdnZ2jO2mvGheG1lnsuXOg3OpgxUIOX/uBHCcR+5fnSvVSUAtX4f6yJl8r/emE6VzcVSYWBkZdfp/1XFswYoaFuBQ+AgQmBDFBm00HlxQoL6siovBuD+FnuieC6S5DMFgECdOnEB7ezuKxSK2trawtraG9fV1zM3NWdiI4SAa3VQqhTNnzuDOnTt49NFH8e677xoFG4/H0dnZiXQ6jWg0itHRUaRSKXR3d5ux7OrqQnt7OwqFAjKZjBnN5eVlfOITn8DFixcxPz8Pn8+H8+fP46GHHsLTTz+N3t5eDA4OolI57FTr9/vx6U9/GidPnsTU1BTcbjcymQySyaSdrfPVr34V4+PjdZ4jET7L/Tj/BCIEgZw3skBq3DSkQwOp1LD2SeBngNopwDzWgJ5KS0uLtR/XBFKCSv6fwJUbSc8U4rXK5cPGeWxprqWUfD9S4EAt1ML3VC+FP9Mkb6cC4WC+D8NBHAoUlJJVRcE8F84fFSerTlhFoH1FlI7XPB5ncq8qIo3vOztAH6fh9H4bGg7PbSFQIcDjwYNcX1XGnDunQqYcaR4Lr0GnKBAIwO/3I5lMmoNC4JPL5UwWJicn0dbWhv7+fszMzCCfz+PkyZNIJpM4d+4cMpkMrl+/jkQigZMnT2J1dRV7e3sYGRmx0G0mk7GGcC6XyzrZMjxB2YzFYvD7/UilUujq6jKZ39/fx1tvvQUAGBkZwcrKCrq7u/HMM8/Y+UG3bt2C3+9HJBKxMGa1etjTiYmiQC3R3OPx2Pk2Chopd1wjAHXAQVlHgmgnu6EySTBOYFYuHzai8/v9AGpNASnrenQAQ75qxMnU/5+Yis3NTQSDQUSjUbhch92mqbuLxSIqldop7YuLiwiHwwiHw6bHuru7sbGxYU744OAgtra2rIKPwEIBkuoLBQp0bJw5efychsKoFyiHjY2Nlq9ULh+2hyCA13wYDdFxnpzMCfeLOncfRXccW7DCwYUimmX7aS4ohV/jeFwwKmAtwVWKj98lWGloaEBraysSiYSdZEqmgoaJzxAMBs0ghMNhpFIpC91sbGygvb0d+/v7WFtbQzAYxO7uLlKpFHw+H3K5HAqFAjweD+bn5xEMBtHc3Gyg5+2338aJEycQCoWwvb2N+fl57O7uYnNzE7/4xS+wvr6Ob37zm3j99ddx6dIlbG5uGp3HXJPh4WHcunULCwsLdnLz+fPn0dnZaWGh27dvm/LUJC5lOdSAEpBQIfH92TjOmYimHig3j5bmUhlRoVHRcGNQyTAWTO+WsXBubioqXk89ZD4Tn1/DXIz1U45YmsyqJI/HU1dxpKEuKiaXy2Xgj4CV80KgplU4yixx0HPku2gSm4bHmHvB92cYTr1VDRcpbauxdwB1jBX3AEE9wdFxDQXpPFO56vtqyEwNobJj/FvL5/k5BaQKKhsbGxEMBq0bNRsFEsxwfrVSr6urC/Pz86hUKnZyeygUwuDgIK5cuYKenh4zGk1NTVheXjYwsLa2hoceesgau1FX9Pb2Ip1OG4j1er3o7u7G5OSksTqnT59GsVhEoVCwSiXmstx///2WB9jY2Gjhn2QyiXw+j1u3biEYDCISidgRHmQjqUeZw0XgSCZWWUjVxdQVzFUD6kMdCig5lAXQn2l4X/NfyEqQAVLGA0AdUHImpbpcLps7DSMzn5LX5XwzbUH3KUOPbNbINaXuoexy3vj8GsLls3DONDeNQEffX3Ui8wu5H9S2arhM9SaH3v+oMDHtrjN68WHGsQUrjONRcNhTBYCdtcKcDGeJKL0fbhAiR2UQeA9uJPYiYQ+DN954A9evX68790IrNJjfEIvFcOvWLezv7yMej2N1dRXlchmpVAqLi4vo6+tDOBxGqVQyYY/FYnaEezweR39/P7LZLO7cuWOxaG4ACpnP58N3v/tdTE1NoaurCx//+MfR1NSEU6dOYXR0FMPDw4hEIsZotLS0YGpqyoDR4uIiyuUyotEoXn/9dZRKJXR2dqKlpcU65hIAsislm5xx3plIqCCP801F4mQ7AFjSq4IQZzyU68yNyA3MM0u2trYAwJgYlhDz2sVi0a5BxcDYLzfe7u4ucrmcsSGcK26slpYWCw9x42m4ix4T/+9215IUlVmhN6v5JQpinGCCjAZZAGVACPC4NvT+NKGNigmoAXKltynnBDVULKr8dS1pfI7rYHhY54CGUteV86rJhZRFzhlQ8zAVfCtIUXY3n89jaWmpriqIxotglw5AKBSyw01jsZhV6Hk8Hty+fRv7+/uIRCJYX1+Hy+VCNBrF9vY2BgYGbF88/vjjuHz5MorFIqrVqoGOra0tyyPxeDx4++23raqRMsYTuTkfbvdhou0DDzyAd955Bw0NDdaLKhwOo1KpYHJyEgAwOjpal6OheShAveHXuVIjps6K5lhpmJ7r5QSRXFdeh99VVo37he8F1FoC0GAr2649n5Sh5f5l52/mOvFe1A08l2xvbw/BYND0JpnhQqFgR2ns7OxYe33eg/kqR4EHp8wdNdS5UeaKwErlVQtLNBSsukPzAdXpcYJ8J/PyUcexBSs8LVXDNfSmtaKB2fxU3qT3NDEOgBleBSy8NsNKW1tbuHbtmsVoBwcHTQmxNwpDDUyGnZ2dRU9PDzo7O5HNZhGLxdDQ0IDOzk4sLi5ib28P4XAYra2tAA43L2nYWCyG/f193Lhxw8BLR0cHent7sby8XEfhLS8v49d+7dfwpS99CYlEAp/4xCfwzjvv4M033wRQo/22trYQi8WwuLhoJ0STeVhaWsLU1BTW1tbQ29trm5/VJIzvA7VD/3hdCiyRuaJ6zp8KPJWUx+OxuacCU1aGQu9yuYw14/d3dnbwxhtv4MqVK1hfX7cGa9ooiZ4cFQXBpBpdKi4mMWscmSwCz0OhgSH7QqBI5oQyw94Ira2tdcpec0cUfPEaqnSpKPh8VFxU/JRryoDmnKi3qrSsGgCgxkY5E26ViSSAUsDJdzmOg7kCBJT6jnw/nS/ONWl0ZaeAmi7REJEz5wKAyaff7zeWgjKo9+bZTblcDh0dHSabPt/hybzRaBQvvvgiQqEQhoaGsLa2hkKhgHA4jEAggHg8jlAohPfffx+dnZ0ol8vW1qGzs9OO+mAYV/PcisUi9vf38a1vfQvNzc0YHR01ByCbzSIcDluHZoZI6bDxNPgzZ84gHA7bnDJpWY974Nyq06VMhyZzq+7QtVDdo2vAwZ9Vq7UutQQWxWIRN2/etBBYY2MjotGoVV4ylOd2u5FOp9HZ2QmgPp8RqDGQmUwGHo8H4XBLYCR2AAAgAElEQVTY5ITvpekK3DuaO8m9tru7a11t6RyzQy3fQwGf7kV9bycgoJyp7lMWS/N0+F06acrA8FrOe6iu5/sqYORnnSzkhx3H9iBDIlQCE5Yuc1NygmkIFf2pYuKi0HuistYNwQXL5/NIJBIGioBaPxceH06hjEQi2N7eNgS9vr6OpqYmzM7OYnBwEP39/bh79y5aWlqsLDaTyaBSqWBtbQ25XM6S37LZrJ3MnM/nMTc3h729PQwMDGBpaQlNTU3o6OhAMplEuVzG6OgonnvuOTz++OMWNnG5XMhms/B6vejv78crr7xiniMPgHS5DisMnnjiCesBw01VLBYt5EEGgYKnwE/L9jhPOpcMC5He1GsA9ceHcx3IHjGviF6x3+/HH//xH8Pj8VhC4Pr6uoXNyLC43W50dXUZMFMKmIafCW/9/f11QJUZ+8wnYS8Vrn+1elgl1NbWBqA+LBmJRCxsQ4ME1J/6qwzFUSE2BTg0sKTDnQnLeh0qBiq3ozwa/Z56pApkVP45uLc0dn+cBt9HPUR6ttQdAAz0cr4VhAA1RoZzpE4Sr817bW9vW8iH+1EZmZ2dHQuPxmIxez62w29oaEA6nUYikUBPTw9KpRK6uroQjUZRLBaRSqXs0NJMJoOxsTHMzc3B7XZbQ7G2tjY0NTUhmUxiaGjIwtFcT3ZeXl5eRjQaNUDuch2eiQUA999/P65evWrhSw0H3r17F+fPnzd2gPLBwzfJKqrxA2o9U9Swad6ggmJWyThzLzjXOghGuQcIVKiHBgYG4PEcNsRj7xfm3dD50MINHhzpzMlgCH5wcLDOtvCgWoaI6PBwXzLHkrkhtGEHBwdIJBKWfKxVlNQleh+dBzofCrhVF2vYU/WDghCnHtJQmup53kvvrXvM+TNlJ/9H5azQqyUlzpNKlQpkB0Cl1YH6ZmMUYgIXTjAXU42Desn0qOl1VCoVYz+YJEsldfnyZWNd2tvbcfLkSXg8HgwMDCCRSGB9fR0HBwcIh8Noamqyw6IqlQo6OjoMKNAzWV5exsMPP4zz58+ju7sbfr8fLS0tCAaDWF9fRzabxfXr1+1gLHrg7e3tOHv2LBYWFsyDSqVSSCaT2NzcxO3bt7G4uIhQKGTskM/nM6qUIRDOGVkUAEajai4A55VKS7P4SYFSyQMwFkxDPeo98T4UdLJRPp8P0WgUQ0NDdmgkDTZPqHW5XHUnzyojweqfUChUl1y3t7dncXa3223HOhBkMOylxoyHvrFfDeefcqcN3zg3vJ/G2OmxEUhruIkhCioE7bmgDAsZLfWOFAyq0lVDTEZSGQR+Tks6j3MoyBlyYPhMmRXOtYbdgBpYU29X2bCjlDTlzclq0VhoE7psNmt7YX5+HtFoFH6/Hz6fD6dPn0alUkEikUA0GsXGxoY5XGRkMpkMxsfHUSwWjSVdWFhAQ0MDNjc38eijj6Knpwe3bt1CLpfD3t6e5aCMjo7irbfewv3332+sDEOi8XgcMzMzmJycNONNOU6n01hdXTWdSOPIviFq9DR/wck86JqoweWaKXDW/cdBuSeYdoZS6awEg0E7zZ6jUqmY3gZglZGcX80BUzlgPyXqYRYCMESieRrMj6Ge5AnXfFbmwbH1ATtS8/2dTgMBszI1+m99N84p/0/ZVrDHFAGgBiKVVVFweJTu0Gs7v6t65KOMYwtWqKSp7OkBs7adjdC4mFQMrN5Qep2foYJw0vakLskmEKHTGyKtvL29jWKxaB0nWRY8OjqK5uZmbG5uoqenB4FAAD/96U/R3t6OtbU1pNNpYzIKhQJSqZRl5kciETQ3N6OlpcWYlvHxcSwsLODWrVvo7Ow0Ctbn8+HkyZPY39/HZz/7WbS2tiISiWBgYAB9fX0YHh62Y9wbGxuRSqVQLBYtTPX666/jxIkTlszKkkpuVioVAgF6OC6XyyonNAmXniY3rnr5VOg07hRkeraaIwPUJ3aFw2HrETE5OYlbt24hmUxiY2MDuVwOvb29OHPmDM6dO4e2tra66iKlUKnAqtUqstmseX/s16NeFJPm6AUTpPI91cCRAdJjEvhOyvBp6Tzli/fQOLEqYKC+bTZlXP+USqUPgB6+s4YbNN5NQMW1ULDEz2qISqns4zY09OXxeKxykAxbtVq1/6vskn3UedEQGeeN99ChbKF6qgDs0Do+0/LyshlG5l3lcjncf//96O7uxk9+8hOcO3cOm5ubyGQyGBkZsTN92OY+FoshHo9jbm4O/f39WF1dtXsx+TUUCmFiYgLb29tWpeT1etHb24ty+bD3C6vsuC+vXr2Kg4MDZLNZAIe5KeVyGf/6r/+KRx55xHRHIBBAKpWyg1MB1Mk5802oQ5whYDoolFfuCWUAmE8EoM5gK8gkwCGrw+tqojo/Q6fH7/fD6/UinU7bfuUz6FoCMNa8vb3dnFaXy2VzRseFzqf2uvH5fFbRyfllGJD9npQJ1qo9dfI4N3xOJwvy3+0Bpk7ovGkOEefQySY6wYmui86Thpc4b/9/wsfHFqwouuU5NgQwTU1N1s0WqE2aes0UKAAmOPS4tUyLxoSLRwNMwwocGhPGLLu6upDJZBCLxVAsFutONx0fH8eZM2fwgx/8AJlMBlNTUwBgeRIsg+7o6EC1WsXt27exvb1toaBoNIpKpYLNzU0sLCzgzp079k4stR0YGMCLL76IYDCIBx98EPl8HqlUCtPT09YBl+GEgYEBfOxjH0NLSwuef/55/OZv/iaGhoawv7+P6elpvPnmm8hms6aAmJC6u7trSpFATzcbDa0mLTsNxFHg4aikO25OzjvXplqtWrinoaEB4XAYHR0dFnbb2trC9PS0HfJIRcL1VECQz+ftWlQCPp/Pkh3p4bAMkfQ8aX3t0ktFWCgU0NraanNCYKZsHq9FJaEeDn+uHhH/aMyZh8MRIHEeOa/8W6+v+0d/5wRE/K4yMErLHxVaOg7DCdLY7Vpz27SiTI2B5lod1WdGw5pOT9hpVCjXdLoikQjm5uYsj0vBUiwWw5kzZ/DCCy8gnU5beGd3dxcjIyPY3t7G6uoqwuEwVlZWkM1mcfbsWeRyObtWJpMx5qWxsRHj4+OYn583uRkcHMRzzz2HkZER9PT0WGXRzs6OMbjUdeFwGJ2dndjf38fzzz+PU6dOWY5dNpvFzs6OhZ04L6xwotNxVB6E6nXnvGpCuxPAa7KnGnEnwFbgQflmbyhlcqm7nYaXwJUMECv92tra6uSH78hn53lMDImRVSLo41qSXSOoI0vjzCHhcxFM6Tw580Q0lMtnojOiIW3NM9E8FIIa7hknuwOg7hk4X3o9DY0etb6/yji2YAWoVQQBh3FDrUVnmIP0ooYuOBhXddLh2kxM2RT+UcRO4ezq6kIkEsGtW7fQ3t6Ozs5Oq+dn0ziPx4NvfOMbaGtrw9mzZ00Am5qacOnSJctFyeVyGBkZQTQaRSaTwezsrOXiDA0NoaOjA01NTVhaWsKNGzfg9XrR2dmJSqWCn//853jyySfR0NCAtbU1O7mZ7bL/5m/+Bul0Gh0dHRgZGcHk5CS+/vWv48knn0Q0GgVwuHnb29utUkmVLOeypaWlLmGVc0djyYoaZWHIcHBTUznQANJA0nDoxqBnwjUls0W6d3d3F/l8HqVSCalUCqurq3bwIMEmFSUVAZXG9va29TpgmEa9bo/HY2GCdDptyopntAQCAXsveqyUDW3vr3lRHOplE4SpbGn/FA3jqBKlUtFYsxpkp8LmPRSY6Brq/uLPlHonQD2uYIXvw7AqqwE110cPh1QgyLVxrqPqEKdHqwZGmwTy3q2trVb5EwwGLcFza2sLAwMDGBgYQDwex1//9V9bcj57mfh8PqyurmJoaAgrKysYHh5Gc3MzJicn8dBDD+Gdd97BqVOncOHCBayuriKZTOLVV1+1hpFPPPGEHRXx/PPPY3BwEKOjo5YQS8CWTCbxv/7X/0IoFMLw8DD6+vqwtLSEP//zP8cjjzyCT33qU3XtApQt4X4vFotWCUPQwRwSlU/qXM6nUzdovw51cjRPwqnXNcTH/zMcy2MCMpmMNQ+lvtOeUcrmUO/Nzc3hvvvuM4aCB8Iy+ZgONNvn02nJ5XLY2dlBoVBAsVi0kBTZdbf7sHsx1xmoJb0q66p7WhkoBWRHncOkOXccCnCoM3VO+Tf1n86v09n67/aBM/z6YcbxzJADzOtlfI0JTADqGsWph67Jn/y9xv3IDnADOT9LJKrn57hcLoRCIRwcHOD9999HPB5HuVxGe3s77t27h9HRUQQCAbz++uu4efMmHnroIfM6mpubkclkjJbVE16Xl5cRCARw7949DA0NoVqtWovuYrGIRCJhNPHm5ia8Xi/C4TB6e3sRiUQsXuzz+bC1tQWX6/Co9nPnzllXxJWVFfzTP/0Tfv3Xf928fLIvpMbVQ69UKlZ1wBI/rZIA6stCNb+DAE9zgQgGOGgMGDLhNWkUNF9CQxw8vZYxbA1FqUGmouH6MuwXj8fryrKBmoJUo+92Hyb18tl9Pp8pFoKiUqlkoUZ6Xc7308RwxsIpYwRkmvhdLpfrjmcnUKCMkhHkWtGbonJXAMR34zPwXRSsk0HgZ51ghyD/uIIVhjIVCDLRnSCFukLDaADq5lDZQTUkOodq4Mrlcl0RAMGt13t4iGEkErEqwEKhgKGhIbS0tOCNN96A2+3GmTNn7DR29mtqbW019oTr3tTUZC39e3p6ANRy/NgMTjvbdnR0oLW1FT6fD+FwGHfu3MHe3h5CoZDlQ83OzqK1tdUO3vP5fPjHf/xHPPXUU1Ypw9w2Vs0xJMn9vru7i2AwaLJEFkHPDnMmLFN3c//p/Du9et2z3Bt6TQ0l8ZqUc96PJ1Yrs8DrKEgBDvURHUdlS2nkq9WqNYMjE0Q9xI7VLpfLEndZVVWpHDYHVP2jeX9HsTd8BwVzfA72XuI70GHTXBhtVaDOiDopWs5M0KHrwuckcNLPALUKTGcY6Vcdx5ZZYViCHg//TcEn9clJ1NwBLgAFg5tPDS6RMqtlqPj39vaQz+etvDUSiSAWi+H27dt26GA2m8XCwgKCwSC8Xi+uX7+Od955B0NDQ+jv70dnZ6flG9CQeL1eBAIBM2aLi4sADs/0aG9vRyqVwsHBgQGcra0tpNNpbG5uoquryzL3x8fHEYlEMDMzg1KpZMlfuVwO6+vr1o775MmT+Jd/+Rc8/fTT6O/vN1qZoQ2+n/aZ0C6V+/v7RvFqkhY3tPYo0bioeqj0XDX5UBE754VeEDcTWQ8FPbo+QI0Vo1HW3AS9Fg0VAYY2FORZQlTY6lFwBAIBNDY2WtUVgbKCMgAfaDWuSpcART0ZZZ1ofKiglR3ie6sHRo/VCdbUg+VaqSF25mMQOOp7KyvjpH6Py+C8UAE750jzpiivQH2SoIaHnKW26iARGGo+DI1HKBRCa2srbt68aV2ls9msVd11dXVhenoa7733nh2KWigU7Fl3dnYQjUbrzqza29vDe++9h+7ubuzs7GBgYADT09MIBoMIh8NYWFjAysoK1tfXUS6X0dfXZ+HN8fFxYwZosFn2PzExgYsXL8Lv9yORSOCb3/wmhoeH0d/fD+BQHzO/gntTCwXUGFPXsPeLM0yhYEYBC+eaa6G5YJqbosMJahS0A/UVcZxD/Td1E9MLuM7VatUqsvRMI+55tjgAas3YuFdZOUo5IaPKZ3e5XJYPyevqu1J+VW41z4TvxWtRB/LZNATGayno4LMoWFNHX1ktpx5wAhUnk6J678OOYwtWGOqhMeHkquEgqlTqjBUVamA1uYtGQ6uEmNHOeCNpf7f78NTSK1euIBgMoqOjw7ysxsZGdHV1YWFhAfl8Hk899ZRl2rM0kRQmGwCl02lrBHT69GkDUUtLS2bQvF4vzp07h7t371o/hYaGBjz66KMYHR3F3Nwc3nvvPQvf8PmvXbtmibmDg4P46U9/itbWVgwNDVkFUiaTQUNDg4Esv9+PUqmEUChkykgROJkdDoIIzhW9CA3pcMMDsBbwAOoUPAe9UU2e49pz8HtcYxoEKgCCBoJY7TtCeltBCu/HrsIaTwdqjahYln5wcFCXNMfMfn02ejO6gTUfgnJA+piKhbLKUCEHgamCPMo2w6Lq4fAzfH5V1qokqQz57M7cITXWOifHcezu7lojSXqZTIqkV0kwDXywEkMpdaD+IDudJzK2zC3TXBc2jGxpaTE2ZW9vz/KQkskkkskkYrEYWlpaMD09jbNnz2JrawuFQsEYOIaC2tvbkUwmjb2h0SgUCmhpaTEW4O2330ZnZydKpRLa29sxODiIYrGIXC6HVCpl1XQEWu+88w7Onj2L7e1tDA4O4rXXXsP8/DwuXrxozDZz6whQWInJs8SY50aj2NTUhK2tLZNrlTNnsiznU6sINfeF31PgobpEW01wLYH61vT8DkGKsvIa0uI9y+Uy1tbWTOfxmQDUzQGAOhmgrWKHc+p0hgNZYcnPkimhLCmYVpaH+5jzp/tYw2Yqx8puE6Ro2w/nPCrDyvn773JYnGFSjo8CUuy7H/mb/5fHwUGtVI/Ggopga2vLfsasby315GdJpymly9wKGgMqMw0XsUNuU1MTNjY20NjYWNdBl1VA7777rj0LjX0ikcD8/LydgtzV1YXNzU14PIfJudlsFp2dnYjFYsjlcrh16xZWVlYwNjYGl8uF9fV1RKNRCwe1t7ebJwbAWB9WtrjdbkxOTqK3txd7e3tob2/H8vIyXnrpJTz22GNGh4fDYVSrhz1DSFGy5b+zKyp7JeRyOVsDoJbMybmnQleFQpSvIQyNh2roRxWEM/dI/+imZ0iNoS56Y1o+qAwOFVS1WrXyUI/Hg2w2WwcqCCrdbjfi8bhR6vSamUhNhsPpbXNwXthMi/dXEM050gohDipQBa9kWlpaWqyCSaloyrgaUhojVTaq8FQZOo30cWZVgHpPV5PEKUdkU9lng/LilGUNLTrBNIGpgkQFjj6fD2tra8hkMmbkKUOhUMjCzIVCAcPDw5aPx2dkiGdubs5yWNhVemxsDBMTE3ba+5kzZ7C2tgav12v5FS0tLWhra4Pf70dXV5cl6AL1wGFiYsL0WWtrK/L5PP7hH/4Bn//85+Hz+aw4YHV11eSKYQ7uc83l4HzR6BPEETBQtpTZ4x9lXAloFOBwryvQ4fsoG6isgzq5DP8dHBzYGXMA6mRAr726ump7JRAI2BoR7BC0aPiJJyxz8Nndbnddk1NnyEsdBA29O0MtauOOAnFAjSVxAj0nM817q/7SMB1/r8MZ8nE6NAoMP+w4tmCFxoPeBeOfHo/HQhlkRDTeqCiTE8kYNpGsM44J1ASbxqtcPmxHffv2bQsFsMywsbERS0tLGBgYsAOhmBDa1dVlORb0OoaGhlCpVOxcIa/Xi6mpKXzqU5/C2bNnkU6nce3aNfj9fuzv7+PWrVsYGRlBPB63kmRWETz22GM4ffq0dbOcn5/H2toaTpw4YUb8b//2b/GHf/iHNk+aR0GwRpBGSpPzor1rfD6fbXLOryoDCr+GaiikTkrX5XKZN+PMWdHN5/V6bZ1530wmg6WlJUxMTNiR93fu3MHi4iKWlpas4RuBBDcpuwvzvTKZjLEpXBsqXYIHPbBRQSLDbTypmR4nFa96SgDq8oEYUiNQ4v0U9OkR8U6mg0qY1Ll2CNXQjibp8h3UEHAdKOtKFSv17GRYjtsgqKQ80TgokKV8anhC2SZdV+oEypXTKAI1IEj5am9vx40bN9Db21uXxMuSfDIoBwcHCIVClluysrJie5DVOdRfbB/gcrlw/vx53LlzB/fu3UMgEEB/f7/1axoeHkalctirJRwOY35+Hm1tbYjH4ygUCiiXD0/5nZmZwfT0NB5//HFUKoe9Sb7xjW/gc5/7nBkpJssyL07zEpijQwePToeGgcl0UuYVOPOP/pzXd8o+UAMnCi75cwIdTbxlJ1vqpa6uLni9XqyurhqYYgoA9RN14sLCgukOnvkD1BoyMnfNmavi9R42qqROBWAHp7a0tFiHcTX0vD/3p4KFarVaVynE+2vepYaxOR8KIjR/TuVcnRkN1znHUeG3/+5nBEX/o8JAWqbJ/xcKhTrqn7kTpNG5CBQgoL6dNpWNk+KlBwbAYrFsqzw4OGgbhx0g2VGSHVF59k9zczOmp6fR0tJiCzY/P28hGJ/Ph1gsZkrtvffewwMPPICTJ09iY2MDU1NTKJVKWFtbQ1dXF4BDo/cf//EfmJqawt27dzExMYG9vT1sbGxgdnYWb7/9Np599lnzAlpbWzE2NlZ3qN7S0hI2NzetdI7Kz+0+zP1ZXV21pDmXy2XeOxNKFfzp/CnK1iQ6/kw9fLfbbTFvKhGg3vsBDjdaKpVCKpXC8vIyNjc3sb29jebmZjQ1NWFhYQEzMzPwer3GMC0uLiKfz9eFCKnMWLa4v79vDaC0NJiZ/JqQyk7DTCgkvQ/ATpPlxqR8EtjRmFFhcNNqjLpcrh1cxs9RCXGe6c1TWWs/Cw2BKWDR/+vg75WNcYaHdF2dbM9xG7o+QG2+CEg1lEbmkcbAaSiAoylv/o56StmC5uZmBINBdHZ2wu0+TPxnIubBwQE2NjZQrVYRCoXsDB+fz2es6cHBATo7O5HJZHDixAksLi6io6MDbrcb29vbyOfziEQiGB4exu3bt3H37l1Eo1ELW25vb2N9fR0DAwO4du0aAKCtrQ3RaBThcNj6Fb311lt49tlnsba2ZifC7+0dnupM3UrDS4ZR59XjOSyXZgt5/lxPFqc8KsPKOea8OueQv1d9rSEcGnANsXI9qGP4OaAGbrh/uJ819B+JRCznZnd3FysrK+jv77dnYPsMdYbp6ACwZ2BhiDKi6XTaikNYfMH9peys5k/pc3NoyF2dD3VmKP8KABUM6d5XudZr6vg/6QF+x7kvPqruOLZghcJIBEgqlTS69k2hB0zUyHI03Rya6MlFpPDTyDI58+TJkyiXy/jlL39puSnRaBTpdNoSsR566CFsbm7i1VdfxdraGpqbm9Hc3IxIJFKH0Nvb25HNZjE8PIytrS0sLCygpaUFJ06cwN7eHr7//e+jra0Nf/RHf4Th4WHk83nk83m8/PLLKJfL+MlPfmJ5LJFIBOl0Gu+//z5u3bqFvb09PPvss9Z+e2hoCF//+tdx8eJFOweDzEk+n0dXV1edAt7Z2UGxWDRlQ3ZAj3dX4KUKg148wyEEAUo3Oj3UtrY2xGIx7O0dHgo2NzeH6elpzM7OWgM73pu0Lw15a2ureYehUAgnT57EwMAAuru78fDDD+PMmTPw+/3GlszMzBijRePPZkykVhlW0d48TMTd3z885ZvhtkAgYPRuZ2enKQMn+KUcaqIcDaKCJJVDlUUqR6cXqsaSylZZFAB1CpprrM+oikQ9Ww0hKS3spHiPy9B+OUCNuePash+IghkaFycDpRQ7WQIqfWUPySzyxOIXXngBsVjMDgtdWFjA1tYW/H4/4vE4/vmf/xm5XA5PPvmkVQxpLkilUkE8HrcQDfPa2tra4Ha78dZbbyEUCuGTn/wkvF4v7t69iytXrqC5uRkPP/wwnn76aVy+fBkul8tCXul0Go2NjZiYmMD8/Dy++MUvIpvNor+/HydOnMBf/dVf4atf/arp3Hw+b+zPyMiIgRwyn9lsFoFAAKFQyLppkyUkS1koFCzcSVnTfUGGQIEyUF+lxdA/HR6CT9UvrPbiPlJnhazH/v6+VUPSKW1ubraDY3d2diz/7+GHHzYbw8pIsi/7+/vWBqK5uRnZbBatra3GjpZKJXR0dFhidC6XQ7FYtCMOIpFInUOiDoSTNaEDruw418cJWADUARGdT+oAOvVOnaD9WHQ4Q6Acup76xwn4P8w4tqXLZCq0D4bP5zNFQyVM4SFbwHg1UPOwFHkS0PB3QI0F2N/fx3333Yf19XW8++676OjosGfY2Ngw+r9YLFrCbUNDA2KxmHW3bWxstBbLHo/HDtg7ODiw8uvFxUWMjIxgbGwM8Xgci4uLqFQq1pxpY2MDDzzwAPL5PE6dOgWPx4Nbt24hEokgHo8jmUzC7Xajv78f8/PzOHXqFHp7e/Htb38b3d3d5kVUKhVrm00vqKWlxQSfQs/NyKPgKZwEJaym0RALN4QyXcooqNHmHEciEbhcLktUZkKv5nVQETY0NJj3w4RXrlM0GrXNxbwDvs/e3h7u3buHgYEB83YIxCgXVKbMd+K6sUsyQ1EEJ+qhuVwuS2jUd1U507JwJ73K3AVei3PEd3UCEz47wS/lWg0x8MEj2an4OOhZ6fvQGPDZ+e/jXLYMwOafrQIYQlavsVqtWlmtJoir8QBqc8TfUcb5GRqXarWKEydOIJVK4caNG2hvb0dzczN8Pp+xsNRdsVgMAwMDdhYZ+/k0NDSgUCjA7/dja2vLwDK9897eXhQKBQP86XTa9tPMzAw8Hg9SqZRVANEJW11dxfj4OEqlkoGmixcvYmVlBSdPnkQsFsP3vvc9671CWWJVS1NTkx0HwkonDcEwl4x7mT/X/auOjRpXTRTXfDaG3TlCoRAAWAI/GQzuI3UCyF7y3pr4HA6Hkc/nAdTaY9CxopPT3d1tLBVZcGU9uZ9bW1vrzkEjq6vVh5STvb09K/em3OlQFkQjA6o7yGArQNYQvMqproNWGyq7ws8rsHACDidL4gzxqC46ipn5MOPYMitU6n6/3wRSKXsuPo0ok2TVcAL1CUQau+NCUKkdHBxgbGwM+/v7+K//+i8Eg0G0trZa5n02m0VDQwNaW1utzXW5fNiyem5uDvl8Hul02g63Yg5Lc3Mz4vG4eSlMkpuZmcHMzIwlsf74xz/G0tISRkdHEY1G65JI+Z3JyUkkk0lsb2+jp6cHxWIR4+Pj6OjowKVLl3D37l1cvHjRQhIEcj6fz5QJPQhS4kfRhZoMqkMRO+dVPVJ+nnku3JBURrlcDmtra5idncXm5gQdVZwAACAASURBVGZdzpAm2LKdPBObw+GwHRlAqjqZTGJtbc3OWSmVSiiVSlYaylBWtVo1WpqAlJ4EuxLTiPCZSQczaZDvzr8JdI7K7eBcEpDwM/wdn4UKW0uy+bcqda6fVkmognGyI/yZKg3eizKvlL0zpOf09I7jIIBoaWkxmVRvtFqtGgtHA6m/53zpHCrw5mcYRnS73RgZGUGlUsFLL72EcDiMWCxmp+omk0kLLTc0NGBlZQXFYhF+vx9zc3PWIZm/p3w3NDTY+UDpdNq6WDMsSgN89epV9PX14fHHH8f09LSFPDOZjDHRy8vLGBwcRKlUQk9Pj3XUZt+VV155BZ/5zGfqwK9WP2lvI+aSATAjyBCyVuWRqdZqTuCDCaX8o2FVrRhyhvNYjUmbQH3E7wYCAZsf3YMHBwdWFcX9xLnf3z88BTufz6Onp8fmQasjlUnjEQbKZrJfEsGU7iOut7O6VcGDgjj9N4czdMtBkMCKNz4n/9aQstPJ4eBzKBOj92VYTh19dXb08x+FVQGOMbNCb4ixfs1J4ULTqwaObiFMY63hIV00jW0nEgmk02m89NJLBkiIqhcWFhAIBOpCIETIpVLJYpmNjY3W/E3pfCanRaNRK0Fkshuf6dFHH0WpVMLExASGhoawvLxs59nw/QYGBlAsFjE3N4dHHnkE0WgUsVgMU1NT+OEPf4jPfvaz1j1RUXelUkE2m7WDuHgmBjcXK520GqGxsdEATiaTMWCiVTfqrashYGdMVXKM+3KdCoWCMResLuCm8/v92NjYAACjcfP5vAEKrgF7HWhYamVlBaOjo7ZJCdxKpRIAWMmyxnCZMEevkeWkTiBCUONU3hpf5/vwM0B9AisrKHh/xr35ey1bJH0N1EoSKVO8l8q8KhCn0lOPS42xAnsO9ZqP46BBpcGlnCgjyL2sOQOaN6W5LfwZ9xTXlmvP7tKXLl1CIBBAIpEwwzszM2MOl9/vRyaTQTabRSqVsr0ajUZRrR7mxC0uLppDwRAs2Y6NjQ2MjIwgmUwa60Cvmqws9VhLS4uBan2vpaUl66fS2NiI2dlZfP/737eT2J0OBgADR9S/DOuQbdGy8O3tbQuDs/KQbK5zT6j8cX6VwVK51BCS5lpQH/B6PFKDMrC7u2sAiv8nw0KZ4DPNzMxgYGDA9AD34u7uLpqbmy0p3+12W1dstu0Ph8N2r/b2djvYVoGCM2dKQ1ncz3QmjgIqqm8Jsti6g9dRR0jni0OdU02DOIpFUVaH+4PzrvtFP+vM9/ow49gyK4wV0vAxngjUvHBmatOIqsdPeo+xTxoUVTZMhotEIshkMvj5z3+O5uZmdHd311GYfr/fTuRdXFy0OGe5XLYcFAB2Vsbm5iaamprQ29uL5uZmM8rd3d3o7u5GY2Mj7ty5g0QiYUlcPT096OnpQSqVwuTkpBkq5pZEIhGcP38eu7u7Fiv2er24fPkyvve97+HEiRNobW1FMpm0WKv2EiDo0RgyGSDNDGe+D+e/Wq1a3JwZ7jrXztAEwYxSwhqSUA+eG4n9GggGCoUCstksNjc3MTMzg8XFRaytrWFxcRFzc3PY2Niw+dHk3mQyabk6NPwEtTxjiKEnNrWjwaKyZRK05jDR8FCx6gZWw66b1Zltr/kjlGGCcCpmziW9Ps6PM6lO48jaT0i9paOUlnpvvLauH9k0BeTHcRCoKktGj1zBM2XQyZBxLag7dN6olKkfyOK89957aGhoQCKRMH20vb2NZDJpDdK2t7etQePa2hpWV1ftzBmyKouLi4hGozhx4oSdlOxyudDW1oZkMmng5OzZswCAZDJphpK5c2SegcN9GAqF0N3djevXr2N6etoYy5mZGVy9ehXRaBT33Xefdd5VL5vGnO9LA8xCA91r7LXCHiOcR20NoYZYww1cCw0FqU5RNpCyqnkTDAUD+IAMs9iAgCUYDNb1QaHuqFaraG9vt3etVCoWUuT9CH7JrFJmaKOYa8kQM1BrAqdgRRklHdSpTgZVw5RaGcT50t9x6OcUjCiwUMeHQ+dZmXMdRzEvGgZyAp9fZRxPbYPay/IQMlJaFAIqaSpYFQCXy2XZ7DSaFECt3uDmyGazmJqaQiwWQ39/v5WZRiIR3Lhxoy7J0uPxYG5uDi0tLVheXkZvby/C4bCxE6lUCj6fD319fdjb20NbW5slsnZ0dFg764aGBrzyyisol8sIh8NIJBLo7u7Ggw8+iHg8bo3puFHcbjdWVlawtraGL3zhCxbTXVlZQSAQwKOPPmrsjYIzMkBMzKPyUO+QyJyMSiKRqGOSGMJh0ycaOW4AFVzS45ovUanUmstRkeh6uN1uY04IpPjcPJG6vb3dSjFJqXO9uf67u7tIJBJ2FoiWDJP5Yg4AaVl6STzFm+/E/9OrpXfFezI+7syF4vyQftcwC4G0NipTalzLbAH8b/LeLEbO+zrzfqqq1+raeq1e2ezmvoiUKImiFstxzFiOnNiYmSyYgYHkxhfORZKbzORmMAEGM8DkJsAguR4EA8wEtseIFRuWbEuRHHoo2pJIkZK4NZvstbqrq7q2rt676rvo/E6deqVgLH+ZfGl8L0CQ7K7lff/LOc95znPO3/ot4KAAiR7wBUv1PXjiM70B8w7ZOwsML8/h8+YH7QoGJbQSYDw9gIPGxx4EASZ7w1/MAWmATCajlpb94zAAuIlEQteuXdPw8LABUg4oPHLkiJ0X09HRYWXxpEBPnjyp0dFRxeNx3b59W5FIROfPn9ejR49UrVatEeWFCxcsFQ3DUSwW1d3dbQFTuVw2lvj69et6+umnLdV048YNLS8v67nnnrOxYV97J9bW1manRpOqZDylBjBG6yWpqYcN+0BqAEGvy/JsF/bEpyyC6RICB34XTCcDAPh+5pzfwWTVajVjXFdWVuwUagIE+k2RcsLWwEhHIhHrVQUDjKwAe8T+guVHe8azce8+aODe8FX+8q0LgtoyD154nR9LXuuZXK914cLXeibM/y74+iCQZ04/7XVgwQolfeREk8mk0XySLHrxEY4kcywITHHMUqPhDhuC3HCxWFR/f7/6+/utu6S0n/ukKyQpHxTdviMqjeH6+/uN9Xn99ddNWIcG4/3339fZs2fV29tr1T3f+973FIvFdOXKFW1ubiqfz0uSGZ1KpaJYLKZisWgHmXHy8F//9V9renpazzzzjJXcMV5sNqqgEKhCj1LdkkgkmhzV1taWstmsKpWK5WXb2trs1Gs2sl/4REye1Qrmm9lIjK0X3QEmeAa/kRHHecaH6AfD0draqpmZGfX09BgbhxgQ1gSH7CvJmBfftRjDSk8MnI/UYPRYOx5o+Nw1Yxxs3MR7eVY/Jj6FRjSLBgBg7sENomhvyP3fsAs4Bp9fDjIq/r78XB5UsOIZgra2/ZOrvaDRsykeyPnokP0gqem1Ph2Ho/NgGMCYTqcViUQUj8fV1tZmp5tvbW1pYmJCW1tbdmp3rbbfA2RhYcHsSaFQ0MDAgG7fvq329nZ1dnbqscce06NHj1Sr1XTnzh0tLCzoV37lV/TgwQMdPXrUGs0B2Kn+Yc9GIhEdPXpUkvSjH/1IW1tbevrpp5t0FICQRCJhjs87QEBMuVy2/jCMFVoQqo+wpaxrqbmU2TNa2A5e49NszEEwhYFzxA7wc/ZSkM2V9oW62Dlp337RhwYtDEx0rVazYJkiD4598eykT03H43ErQWduvRCfIMozHkF2JSiwZ0wIpHyw6FmTYOlzkJXh3x48eiaE12Br/Jz8n64g+PxFrgMLVoaGhpoAgZ8cSk2h1TDQPppkoFkoRLsgXBZ7LBYzAMIR3+hQisWibbhsNmusSW9vr7LZrEVMOK5qtaqlpSWrqee7JiYmVKvV9ODBA1Pwl8tlDQ8P6/z58/re976nxx9/3Frpk2766KOPDHCkUil1d3dreHjYOt/mcjk9/vjjBkYYr0qlora2Nj169EjFYlHlcln1et1oW68DKpfLZqw8oPFMAcwQi5n+JtDNzA9AAbAIaGIhs1GZH0lNGxcmxTNmW1tbRoV3dHRocHDQohfo/enpaQ0NDSkcDtshjJJsLqXmiKVSqRhY4ARl1ks8HlepVLI1hiHgLCUMo0934dw+ibVgffA5sCGk6LyyPxwONwFMgKI/h8Sngbhnz3Axdj7a5Nk97cye4Y9nFnwgcBAvNEqAD6ovfJUg8ys1MzHSx5vk8R4ceTBK5W/YXcpa0+m0pYPK5bKtXZyIbzbW29ure/fuaXh4WAsLC8bObGxsaGVlRblcTi+88IJ1XqYR24MHD/T5z39ec3NzymQyOnLkiB2wSYk9Dpa9tbS0pBs3buiJJ56wVLAXyHZ2diqfz9uaJ5UGaCJQYExgHxkDKibRtPC8rGlSv37tS80VV8wJqVypoSUKMrk+TecrAyXZ93R0dCgej0uSpYIjkYjm5+etdLy7u1tra2u2DwiE/LMBoqiAKhQKNj70pWHvsG8BR+zJIKMX1IZhJz4p2PDC+CCL4UFCMG0UTGX64MW/x39OMNXDFWQbg+AkyLb/vNeBFdj6I9KpYvF0XiKRUGdnp6rVqpLJpIkm/eT63L7XWHiRrR9YonrPlkQiES0uLqq7u1vnz59XpVKx3CyOcW9vT4lEQsvLy6ZbOXbsmGKxmBYXFxUOhzUxMaEnn3xSr7zyii5fvqyVlRUlEgmdOHFCtVpNP/jBD3To0CGNj49rY2ND4+PjFh3VajXTY/T09Fj++ytf+YqNjdTQOrB50ul005iiuyEKkNRET3JFIhFroEaZru/giDGgFb+vOvLpJRypV6X7fhI+j+0jWcAQn0tKZWtry/os8DrOP+nq6mpqf+3Lluv1uvW42NvbM+e1t7ffgI5nIlomjUVlDgJDf/ozzxasPmOtEf14Ot3PkzeyAASiI69H8ZQ24xsEH965eordp/mkZqPG+Pi8OJ/F9/4iBuefwwV481EswCAc3j9Ogf0q7TMxrNP/U5qNtRJMb/B+3kerBcpkDx8+bEzv6uqqvvCFL2htbU3r6+s6cuSIMpmMqtWqzp8/r8XFRX3pS1/S/fv3JUlnzpzR3Nyctra29MUvflFvvfWW4vG4+vv7df36dS0tLens2bNqaWnRrVu39NJLLymTyWhpacn2Bkd3SNI777yjr371q5IaDspXm5HmgKHy6UX2F6kkrkhkv+V+pVIxUXs4vN8fq1QqaWBgwAIarzULimq9ffaA0ANyv6d82tK3CgiyM9g87Ek8Htf6+rrW19f12c9+Vrdu3TLQhngVRo49x77ivmHS+F0QYAHWYFvGxsbsGWmXAJAhgAuuo6Bt8YyoB1I+iGIPM5/B8fXpIb9ngu/1tsMzL747t9QIoIL3+GmvA8usoHFg09dqNWMEiD6z2WxTN1TPpvjo1w+4/zcbANDC+2OxmCqVijVMGxoaUjQa1eLiovr7+9XS0mLNy7a3t5s6OLa0tBiT8d5779n33LhxQ1tbW3r88ceVy+VscV29elWlUknnz59XuVxWS8v+6cylUklTU1PWMh/6dnFxUd/61rc0ODhoUQMbjJQKdCbOHZW6b7XtKUIfKXqA55kQwAyVRkR3vIb3EnEx7p4dYzP4MnO+n/fDCmxsbJhOhh42GB2MIBukr6/PHAM6H3+PodD+eSxUJSCYJWr0z83YEdkSmZK3jkQiVmnhNR/+94ABD5h87pjxZGwkGQj3UeYnARWchjceUkOsyHrD8QKsfGqD+/KRGd/n5+CgXh4kMvbMb0vLfudj9hrz5QXS/1CayIOZYITqHWulUrF9gLPb3NzU6OioVldXlc1mLVWCHg4mCIZxfn5eAwMDqtVqymazunDhgnK5nH1XV1eXlpeXtbm5qbGxMRPr0tJ9Y2NDg4ODqtfr6u7uVqlUUjgc1tWrV3Xy5ElJMnYPgBwOh5tOWvcVb14zyHryHZt9+oXU69ramlKplAUb/nBQxioIOqTG2iY4DeomPHDwwMYHPH4fsDf4HIK53d1dnTx50uQG7EfuAxBBQMZrvDMnWPWMNN9BkMdYsOdJi1HJ4zvTcvmxYV1iuzzjyc+xER7s8Hvv4wDvn8SO/EPAiIs58raJ7wimsn6R68CCFalBp+/u7hqNBw1J8zIoLq/+xlFghDDOLCrADN8BfYizogJJ2nfOm5ubyuVydkgVJcqlUqlpo0DfA2R4fbFY1Pj4uO7du6eOjg7dvXvXDsoLh8M6ffq0lpaWjHbc3d3VyMiIWltbNTc3p5mZGb322mvK5XL6yU9+ooWFBUuZMEZUB3ltA8ALIAMFS0QAiKnVahZxeMBDvt93BI7FYlpeXraf+fQQ94LjlhoCOO8gvXFjkxN1STKKm3M9fO4XZ8HmnpmZsRw6EZ1nBzhZOpFIKJfLWZk0ToFIDgBcq9Us4ioWi5L2Rd6IizHYvgqH8fPP4Rk7vz581OcjTd+dknXs9T/Qwtvb+4dmSg1K2EeQrHPGCwMTBDKk0Pg+8vAY9oN8sfb9OHpHKDU0Uz7N442xZ2Z5DcCHz+EPeyoU2m8sRkDg2TqE4Xt7eyqXyyqXywaMYRnYT3SqZi/39PRYm/Y7d+4Y60xqKZPJWP8UUtbz8/PG7hUKBTsUcXZ21mwozggG0889LJAHcHwe9+ptrE+hEaTAwmDDqW5C/4Zd8IHjJ0X9XD5t6VPVAKvge9lrn5TqkKSZmRnTBRLwSY0KOwLPZDJp6X3E8UHxq2ecGQvSqWtra8boejsBSAkGKH7NeVDswTPPiQ4K2wHI84yfB+OsQc+g+GDVj1XQDvjPCqa8g/quX8SGHFirwwKmCyT6AwYZR++rToLUv1etB1MDRBWSLN2DNiMajVqliLSfPqH76v37943hQZDLAYc4HOrvBwcH1dXVpb6+PnvPzs6Ojh49ahUrk5OTamtrU29vr3p7ey2/vb6+rmQyqZaWFg0NDWliYsIMz8svv2ysCY69UCjY/bMpoBu9KFOSPX8ikTBKGyRP51gMJ1EhXSwRG1erVfsOnguj5Ltn8r0scKIlNtvOzo5ttmD+e3d318rV6Szr86qMdzQatXw0QBQHAshaXl5We3u7EomEgQOMCw4c4MB68UI8gI//P/fr78unG71x8caHsQ4eEokB9waeewHYsYb9a72R9ikMD1SInIOaAElmfIMR60EFLT4KBUjW6/sl+KxFxibILvlgxtPs3kjzb/54EENTMMAz3wkTTA+OWCxm65t1ytzu7Oyfg+Y7rO7s7FiZ86FDh+ygw3A4rGKx2NT4EFa1XC6bLarVavroo4907tw5CzCC+ieegT0nqSmYkGTMAKAdISppj3q9ufEh4Jq1WiqVjHmRGtE66zIUapz67ueB1wbBop9z7AFjxpz7+eKZtra2tLy8rNbWVjtzjvXOs/AZAKne3l5jzUhnc7Eu0A7yHNhKr0/iHmGmASKefZWaq/t8cMf3+2fyEgefPvYpND9/QQbFj2XwmT7JDngA7+/d3+unvQ6mtZFMswDgwJEWi0Xt7OxY7wJfIeHzqpKaypT9gDLJnm70oMc3+pGkubk5a3CEkfB19fQ5kBqnZEoyR9/aut9ye3Z2Vm+99ZZWV1dN7JrNZi2f3N3drb29PfX19amjo0P9/f22qDl74/z58zp16pQ6OjpMp0HFAcxCuVy2Zm9sDBae16fQYZfTXGnCx2bl4vRXnpfzj2jyBkJnMxFVcQgihglj6sWhGB2fisOIs8n8AYxEJltbW5YfB7zCqPFnbW3N1gpRG+ANutv3W4GOj0aj9h4iyVAoZNUVUPd8JkwPayscDtt7/LrCSHgtjAdyjK+nxqXGYXmflBfmOz2zggH0ERn7xP/NnAWbV/H5BzUVxL4nwpdkpf4IlmE2GC/AmwcyXH4sgukf5phAgNcwB3xPZ2enlpeXdezYMa2urqqjo8OYTs6rgeFjPxaLRcXjcS0uLqpUKmljY0OHDx+21wF6YrGYsTUcVtjS0qL5+Xl1dnZqZWXF0i+nTp1qYj6lhkgcoOFTQT7N4it9+B2BDMEgwCPYWdZr3yqVSlPTOxyvZ4axJThbz2RgF7DpBEA+xcHceCbNpwfX1tasuocu4t7xemCDnfE2H/DFXseGwGAD2LBPm5ubSiQSNq6+sonxlxo+w/unIOPFWvWBCQCQdegBA78n2CGQ8uv1H2JUYNaCr/Prx9saXveLXAcWrOAkYrGYTRYonTbWTKxHp35B+pyiN0IYMO84WZykcgA4IOVoNKq1tTWNjY0ZpY+gDHaCTY2ivLV1v8GYJB07dkzHjh3T448/bl0sc7mcMTK1Ws3AytramlG5Fy5c0MbGhvr7+/WXf/mXisVimpqasg1FWsOnWyjX9oJQNntPT4/l0dkwnMdDBIdzY5xgHWhwh66G9AhAAoOBoeI+vLOFYaKdPX9o3ISugPFjPlgDPuKnrwrHEVDR4EV8fL+0vwkpDWfTbW5umiH1G5FxoCKCIxB8OsqL9vh8gDViXowxl9/QVPt4ME4kyfOivwFcMDZBZ/pJEZk3Lt6AeH0V//bRJ2tydXX1/+02/v/k4pgKehpxURVSKpUkNcAMY+OdM0ECY+rnJAjignaHi0Zj/jyxZDLZVI3mm4Qxz6FQyM6/Yh/SRTqXy9mpvXt7e3aQYCTS6P/EWWPHjh3T7du31dLSom9+85v67d/+7SaATet+SWbz+Htzc9MYHwSnpI/8czM27GcfqHmHz8+CfUi81sM7Pd7jGSDG2H+31NxoEhvk95x3uMzr6uqq+vv7zXaTHiE4xiYzFpwVRgDI3qrVasbCMFaeNSE74NPl/N4zJ9yvZwWxd54ZYQ2SgmMdA04YA4CUB9rcmx+/T0r7fhLLEkwVefDkxxhb6M91+nmvAwtWmKiNjQ1tbW0Z8t3a2tLKykrTmRTRaLTJKbPYvfAJhBvUdAAw+B0OG8dKfwT0H5FIxLpGdnV1qbe31zQ1/nAtSRZBJBIJa2/d19eniYkJE5yh0F9aWtL8/Ly6urqUz+fttOfr168rkUgokUjo937v9+yQM8BcNps1p0MKBm0DYM7n72nuBHhhnHhOnPz29rblcqXGYiTNFYvF7LmCwlqp0dMGQxxUq2MYGS+voWCDSw2g5EsgMYzd3d0WTaHB8akcqWGEiXgAWlIjKsaZ8B5SMOFwWOVyWXt7+23KAb4+Z+/ZCFJakizakj5+cilrFOPo+7fwOUTrAFGiIu6LZ8bJsWcw9hg4r8HwUaNnXTAyOzv7DRJXV1d17949ffDBB/9Iu/mf9nr22WebdDweiLMOcTo4ZK8dYG78+xkzvw+8Zsg7Z/49Pz+vZDJpqRL0BT09PZZWZd+Vy2XbS/X6ftmxJKVSKYXDYa2urlrKuVgsqlaraXR01O4dB1UqlVSr7R+yl8lkFIvFzPm2t7dreXnZxoDzk3y60qe1eE4u1hzVdDjdnZ0dO9iT4Gl3d/9gVOyPJGNlSZvzN+vWAxZshv9+/3vuxTtv7/gB8OwDH9B6O828BgXZXNjQrq4ulUqlj7VGIKXkX8/FwagEU6wV7J7XtzG+ACEPNDxQ8GMTZFL5v58/n8YhQAqmPj1o4mf+O7k3/4yeueE+CVoLhYLK5fLPs1Wbrsif/Mmf/Mmnftc/g+uVV14xkSdRLJuKQUc3kM/ntb29bfSl1Dj3gAXo83xSo9wK481rdnb2W19fuHBBoVBIly9fNhFnrVbT8PCwlpeXrUMkG5OFRyVJvV5XPp+3KI/00OrqqiHtI0eOqFQqqVqt6sGDB0qlUrp165ZOnjypSCSiubk5vfDCC5qcnNTe3p66u7st/eX1Ct754NTQtPgImvvk3zgpxiII5Ej/eAAGUIDJiEaj6uvrU2dnp1XjFItFVSoV7ezsH6hGOoZ8qzck3kBgBKCcATw+ZeEjW4SLlIeSHsKo8WzQ/6VSSclk0mhfrxfh3jBcvsss6TUPoKgogSXyOVscHc/s15w3moAJDK0HccyT/xvA7HPV/nOC9KvfLz7nDeDi8Md8Pq9MJqP33ntPKysrikajGh0d1fj4uD73uc/942/u/8vX1NRUk+4Bh+Xpc58O8o7Wr0sPWgAm/BxbwbzDlKAvW11d1ZkzZ/SDH/xA6XRa6XRaAwMDevPNN5tANvdZKpVMMA/j8dxzz+nq1atKp9MmBkVIPzAwoEKhoPn5eaVSKZ06dUpvv/22Tp8+3aS76e3tVaFQ0NDQkN577z1tb29rYGCgCfgCZtB30Ik7lUopGo0qFAqZvQOAw56y7z2jwjhzH9hY2It4PG5pkkgkYvYBIIFd94J072T9HuLevdhXarCNXKSjCTgAHhQRsKd4Dua1XC5b+iYU2hdQx+NxY4kKhYI9D/fFvdZqNdOs9Pf3a3BwUDdv3jTRv9TQDwIyAB/YH28rPFj2KXXWJDaalJA/MLGlZb+PDOdT8bweXHl2xwc4UoPh8nuqVqtZGw2OoYFxj0aj+uxnP/up9u2B7bPC6bpoLIgMpEZEXKvVjK7EyBBRSc3lcD6vzKSwqYjKw+Gwjh07pieeeEJra2v68Y9/rHg8bs66XC7r3r17Ghwc1OLioiSZSv/hw4eKx+PmOGq1mnp6eqxHB91wu7u7tbKyor29PS0vLyuRSCgajSqbzWp5eVkXL140w9XW1qY7d+5oc3NTR48eVaVS0ZEjR0w858+Q8UI0jCDqdXQzbCSQvt+YVBz4CKdWq2l1ddXGiwom+qtg2KCjz549a+PKhvVsD7l5crLeqAUPRWMDkobx1D0gMZFImEHGkJG/x3iRvsLh7O7uWkqPdUS7cy8+g1nzVC4GBn0J90ru3ueyiZgo9eZ+6Pjpc/DeMNBVlwoNb0w8DRvUsPj17Klen0tmvoiqy+WyVlZWlMlktLe3p4mJCR0/ftwODfW9dw7aBVPidQaAd8aHAIPxBugS/froXWpuDOeNOIBmdHRUp0+f1vLysr7xjW/oj//4jzUzM6Nnn31Wa2trxsQuLi5qeHhYyx4GswAAIABJREFUW1tb6u3t1fT0dNNxGF74jSi8t7fXDj6NRqMaGhpSPB7X0tKSpqenNT4+rkOHDhlzSnfq7e1tjY2N6dGjRzp06JBu3rxpwY93fowJvVUAM9vb26bfgummvxFjwthJzWdS4cBJj7B32T/ozACLOFz2URCURyIRE/UCJAF4XqTvDyoNh8OWupbU1E3Yi7D5HePGPuR5ACmwB6TOfaAIOKBXk0+H+/Ps+BsbQIqN1/v97QtBfIm57/HD+LBevf1hLiKRiGKxWFM/MubPp5OCKSF/8R5syMbGho3X2NiYWltbrbjDM2I/73VgwQqHz9VqNSuvrVQqtiAl2QYgRQB69uIjJt/nlH3JlldXj46O6vnnn9fMzIx+7/d+T5cuXdLNmzcVi8VsAlpbWy19w3dUKhWl02nbKJ5FYNHMz8+rpaVFN2/etCqf+fl5jY6Oam9vz84kGhkZ0fe//32NjIyor69P8/Pzunr1qmq1mi5evKi2tjY99thjeuWVV8x4SmpqiEYEgYg3Go2a9oZcvm8rD5KXZAYKvYcHfHxfvV5XNptVIpGwQ/+ogpBklQJEd1S9ENF3d3dbBOWjVAwMRszT8ocOHbKoUpKVP+7u7ur69ev270qlYpELVD/P5g0njhgKm+gQJsczGAAMKjsAtqQhETpiMPlcb2hgsnwUBWiBRfK5e5/fDoIOPh/nxrh5QxjMZwPCcGTr6+taXl7W2tqaDh8+rP7+fqVSKWsc6FnKg3ZVq1V1d3eb02cuvAH1LCLrularfaxhnzf2QTaLtHQoFNLQ0JAuXLighYUF/ef//J/14osv2r5g3cNSwtKRzgVU0WsFu8Z97+7utzL44IMPdOnSJeXzeRWLRaXTad25c8fEugMDA7py5YouX76sZDKpTCajfD6vL3zhCzp79qxFwffv39exY8dsb0SjURWLRXV2djbZLcTy2JFgmpK9DXPs9zpji25N2g/sUqmUqtWqHVwKIAMc+Hb2gEhv30lBwWAzf95Ze5suNWwFvsBr7YrFonp7ey0wpvkj2hr2AevA65K4H5gTAip/sjvjyzgR3O7t7amrq8skBTBz2EwfHLFvmQMAMwG4B4i83utXuH/SjthDD1K5fLrHM9k+XUwJurTfeTkejxvAxQf71NjPex3YNBCUpSTbRCw2Jm13d1dra2sKh8NNh9f5ifNUJ8iUSfIItb+/XxcvXtStW7f0ta99Tf/23/5b9fT0aGpqSoODg0omk+ZwKN8tlUoaHBzU/Py8otGo+vv7m6L0/v5+E46urq4qmUzq7NmzWl5etjz67OyshoeHdezYMYVCId2+fVujo6Pa2dk/Z2JkZESXL19WtVrVhx9+aKLdw4cPq1AoKBKJGCuRTCbNiJJnReCHU8RIY7yDgjny+BhKIh0MGOAomUyqXq+bI19fX9fGxoaq1ary+bzy+byVYOdyORUKBctve1Gu1Dj0zEepCHFJI21vb6tUKqlUKtnx6wMDA5qcnNTQ0JDW1tYsxUY6zh9MKDWcOL/zjBxrxzMgkUjEKGI0KF75j7GNx+O2tryoEPCIAWLd1mo1WyfBM2ukhnrfU7ysO2+UfXoDg+VTdh7MAnj4NwZxdHRUw8PDRnW3trZa+/Hd3V1dvHjx/8Lu/r97vfbaazaPPsWH8/Mswe7ufh8TGD8PVHwKKWj8fdCTTCZ14cIFzc/P67/8l/+ir3/965qbm7N0zujoqMrlsvr6+ppK9Xt6eoxVGRgYsCaQHR0dNgf379/X7u6uVRHBysIoJJNJq/65d++earWaHn/8ce3t7fdzCYX2exGFQiE999xzamlp0bVr1+wgxXA4bJE9jga70traqv7+fq2vryufzyuZTNp3A0ZwUASDgAvSEF5cii3xAQTP4VP93gEz1lKjuof/e6AvNdgX9iKAx4t4CcA4RT6TySiXy2ljY8NKw7k/XivJOtqiL+rp6bGxIpAhqPbpefb3wMCAksmk7t69a4ArHo83rSOe0dtBqZHWwXbw7GQRSM8wPj5Y4f/xeFzd3d1NDTb92AR1Kp7t5fM8abC9va14PG6pNGwoJfnr6+v6pV/6pU+1bw8sWHnrrbeaSmwlWUTM4uewLBamX8w+pxcUa/ncXGdnp3p6enT+/Hldu3ZN/+7f/Tv963/9r3X79m3bQESjXV1d2tnZP1MHtXOhUDCmZHNzUz09PWYcKTkcGhpSX1+fpqam1NfXp97eXuXzefX09Ojs2bMaGhpSuVzW6uqqZmdnNTg4qIWFBeVyOWNknnnmGbW1tenevXvK5XK6dOmSYrGYdbX0qBvGBFaF1vIYFpwkBgHBmQdwfqyq1aqVMmOE2PxEGqBuolMuL/pi87FJQO2eGcBRw1yQImJuEQeSJ52entbExIQuXLig06dP27PyHV6dD7igBbZvAIj2hN4VXt9BhRX3zvhCC1MlAVMCsJAalTeebmbcfBMpIkdJBmz8uNDAjrXMa7knn2eWms+38aLcUCiktbU1ra2tKR6PGyMYiUTMoK2tralcLmtra0svvPDCP96m/ie6fvjDH1qK0DMUsLT+gEuqdAAvXgcgNZgphI+eqYUlOXXqlO7fv6+//Mu/1EsvvWSMwuzsrNra2tTX19fUAG55ednOHMOhc7Ao38G6Z71Wq1WNjY1pZWXFejfR4bZQKCgc3j9V+cyZM5buzufzdnrzRx99ZO0RWltbdf/+fW1tbamvr8+AGEEWwlzfer5Sqdi4eUbaR/xePwdw95E2rDfdp306n9eyxj0w9KCd/3MxP36/ev2Gr5qRmjuXUyzQ2tqqYrGobDbbpI8hmCOt4yUFsLc01qSlAX4BsTTPAwNx//59A9D1er2JQfF2KsiO8sxBwAzT7ccsCDr4vt7eXiuBD+pceF7PrAB0fEq0WCwak0xxCJo+fDNp/k+rdzuw1UCpVMoGnEoaIh0iiXQ6bRNVr9cN8YEGpeZzQmBGoPyY7MOHD+vb3/62/vRP/1S/8Ru/oVOnTunUqVM6ceKE2traNDAwoFgspmq12nRGjiRjIba2tiyy9xVMxWJRKysrkvbpyLffflutra06d+6cRkZGtLS0pNnZWYXDYc3MzKirq0vZbNYim0uXLmlxcVGvvvqqzp07p/Pnz6uvr0//63/9L42OjhpaZqPDWIC8aVkPu+T1OrADGA/6L4D2vSAXAEMZHxfREGPK+PgySH9SNnQhpc4YSg+muE/Ak2cZ+E7mtlwu67XXXtN3vvMdLSws6NKlS7p8+bKl1XyjP56N+81kMrZZ6VfDwY/8nD4Z3uHxGbu7jTNGMNCtra1mqILN2rxIE2NERA8D58u6fcqJqiDyxVIjkmRsocaDzCI5/e3tbW1sbFjOnk640WjUjoxYXV211/oDFA/ShdPwhhrG1a9hulGzHlizAD2pwXbhXLE1OOzJyUldvXpVr776ql588UWdOHFC+XxefX19evPNNzUyMmKM4u7urlKpVJPOgbWxsbGhI0eOaGVlxeZpZmZGAwMD6uvrUy6X09ramp5++mmj4jOZjPV5+uijjyztxHlkJ0+e1IMHD7S+vq5nnnlGU1NTCof3D/t8+eWXdfPmTWuWiOPyDsynJLABXhdIOplUB2CQz8Dm+nHH/gCeAePYdn7ng08CTZxnkCH3aakgMOEKajQ8KEokEpqcnNTY2JilyUiRwiThNwhEYHt92hY7QIC0sbFhZ7lRcegBKukvmFo+hz3ve6Z4n+aDPfyYDxz9+DJOgKOgtoXxAOj41Dvf74tb6P7d09OjaDRqGQ3umzXg+3T9vNeBZVYePXpk6R/6PrB5cGgMJpubfCnUN85AUpPDwxm2tbVpaGhIr732mqampvT5z39e6XTaIp9Lly5pdna2Ca1To89pvWtra+b4k8mkpSCINorFoh4+fKixsbEmBf/FixcVj8cVi8VUr9c1OzurO3fu6Omnn1Y4HLazf/L5vI4cOSJpHwCcOXNGu7u7euONN1QoFPRrv/ZrymQy1vqftBjP29LSYqkRUg8sUJ+bjkQi1qQM9gSw4Mvp2Gw4TD4PBwy74PUTXvwL6+IbGPlowEdEUvP5JRgsHzmwDqrVqhYWFjQ9Pa22tjZduHBBR44cUSQSUSaTsQgI4werVqlULMJmsxLZ8HyUg6ILwogChjAe/B9WhLVIdAdgZFwYT5pqSTIxqDfKvnLCr2kMi4+OPDgCIDFW5XJZjx49Ultbm0ZGRhSLxUzcCMhkLwHuLl269I+zof8Jr48++sjKezHmXOyJ1tZWO0wOGp/Axut8JDUZfdZ2KBRSX1+fbt68qaWlJdOY4dR/6Zd+SVeuXNGJEyeaqs4AvhzFwRz19PSotbVV8/Pzlu7jZPcnn3xSMzMzmpub08jIiAlnieKz2azeffddvfTSS3bmEcyZJC0vL+vs2bN2yvqPf/xjvfzyy2pvb9ebb76pwcFBE+O3trZqZWVFsVjMzrfZ2dlRLpczm8e647n8BWuL5osx9QCQYId9QysAn+r3jpR9AhjxTItPu5KK4udeqAsD4S+v+ZL2bRJptWKxqKWlJfX09Nh3Y9PxS1QUUTnlGeXOzk4Vi0UDJGfOnFGpVNLS0pKNgZcVwKARlGOfvS0HaBBYBv0gz+zTOowrrSZKpZJlKnhub0/9XvEAqVKpKJfLqa+vz85Zo6O3t/k8Q0tLi55//vlPtW8PLFj5yU9+YugRYSUGtF6vW907SM8jUanRtZYJZ2KY3M7OTnV3d+vv/u7vFAqFdPbsWSUSCbW3t+vkyZN68skn9frrr5vCWZJNApTo4cOHNT09rXB4v8yX8zyoPoFiDYfDevTokYaHh3XmzBk9fPhQ3/3ud3Xr1i1r4HT16lV95Stf0fr6ulKplDY3NzU8PGxG99ChQyoUCpqamtL6+rrOnj2r7373u4pEIjpy5Ig1jfLnbgQroIgmoB9Z3Pzci9B6e3ttc2CgvPbDp3S8IDMYCfk0UVCw5aNLXodj98bBGyzPjkhq+i60JktLS7p7964ikYgee+wxra+vq1QqWZTNemEdSY3DAn2KcG9vz+h51p4HW55+hvrEAPI8Qb0JDI0/QBEg5jUmiCZhoHzrdS7/XcyFTx15ELm2tqaFhQXt7Ozo5MmT6uvrM00Tn8WJ4lRbbG1t6TOf+cw/3qb+J7ru3btnpfN+3RCxJhIJra6u2rr3jJRnUjz4Yw0iUG9vb9ejR4+MYeBzx8fHFYlEND09rXg8boJln3Kl4/W7776r8fFxYyj6+/uNhR0ZGdGtW7fU1dVlVYQcbjoyMmKAa2BgQD/84Q/1uc99zkBQIpFQKBTS8vKy9YYi7cjc3r17V1/84hc1NTWlXC5n5wqFw2Fz0nt7e3YQYSaTsaaVsMyxWMyOQGGdo6GjRNinibAVrDufHub/fu+wjhl3qZlNxD55FkFSEzgJygE8O+GDI+/YAY9dXV26fv269vb27JiOWq1me5egZHl5WYODg00paMrAi8WiotGoJicntbKyYl2wPVAKam18CldqVLKSUuO5fUDpgRz36YsY+vr6zJ5wzhl2V/r4QahcBHlUDE5OTjY1xuMeaPTH+qrVap/adhxYsPLWW2+pWCwaJU5JKh0/KSVDBIqjltTkjILRERsIB9bd3a2enh6jUI8ePaqbN2/qgw8+sIoXviMU2heSjo6Oql6vq1Ao2Im/3CNos1qtanl5Wf39/ert7VVXV5fm5+f13nvvKRwO66WXXtLo6KieeuopTU1N6eLFi3rnnXcUCoVMA3P9+nWdOHFCXV1dFjGFw2G9//77JuhNp9O6du2aXn75ZT148MAYEk8t0vgJIODZFcBFMpm0DR4KhSwV4jUuRGqMrwcTbFSpcfYFY848BDc5c8TC5+ceoHj9ERuWe+TefK5bajRyymQyunnzptra2vSrv/qreu6555TP5y2vilgW5sZHKr4bbjgctuMNGFNvKHgfwBnD6nPsvlICrQOaIgwM4I6UFL/nlGcMvQeOvM/nqAE36KCmp6eVzWZ15MgRnT9/3souobIxdqxzf9L5QQQrjx49Mt0FgJEAg/UIuCRNyfiynjz1zXgzRqTJWLvMy4ULF/Tqq6/qV37lV/T1r39dn/3sZy0okGR6hJ2dHSUSCb399tuamJjQ7u6uAZ0PP/zQusqurq6qp6dHmUxGXV1dFrTRoHBsbExvv/22AabJyUmzPXfu3NGv/dqv6e7du8beZTIZVatVvfPOO2ppabEzygYHB/U3f/M3Onr0qKUbAc0jIyN2uj3luDAqMLbxeNwYx3A4bGuKiPuTwIUH78FgyadNAd3+0FGv8/I6EuYIO+PBSpA58HaFgIOLz+3s7NTw8LCi0aimp6d148YNtbW12YG6sCmZTEZ9fX3mvBERkzaJRqM6c+aMbt++bWyYZ0M92PKaKewBY+7vjwAHJoMycVJQpJzQQcXjcY2Pj2t1dVWVSsU+W2r0pGG905Zhc3NT2WxWm5ub1swUH4R4m33DfGFTt7e3P3WflQOrWaH0lZQDp1/CHEDxART8pHoqN+igGWyoPN7X39+vgYEBvf3220qlUrp27ZrGx8fV3t6uUqlkwiI2xbPPPqudnf3DDNva2pROp3XhwgXt7u7qzp07FqGAOCcnJ/WZz3zG0juc4vnf/tt/071791StVvXss88qm80qk8moUCjomWee0f379y0iW11dVa1W0+DgoL70pS9pcnJS3//+9yVJN27c0PHjx228WEgwA+TNfX6ypaXF0me0ocdgUEHEuIGYEYMReWJc2tvbLWKQGkYBihea3TMrzBEGC4oTECCpyYgwd159LjWo/eCzASSWl5f1/e9/X3fu3NHLL7+sxx9/3AwO40V5YVDr5CMxKpZqtZoJJL14lbJkX7rJ5pdkVVDoF3gfKQC6IhOZUu0GqOjv72+iu4OG2K9zDGUmk9HOzo4mJiaUTqetVXs2m/2Y0cfwo7vyBvIgXV4ADtAAqFAB5PVPwWMOvOP04kIf/TIHW1tbGhoaUmdnp6amptTT06M33nhDzz//vOLxuDkL1nQikdCJEyc0MzOjkZERFQoFtbe369ChQ5qamtL09LTGxsaUzWZ1+PBh7e3taWBgQO3t7bpx44ZWV1f1+OOPK51O6/XXX9fu7q6eeOIJpVIp3bhxQ4ODg9Za4d69e8a60qcqm83qq1/9qt5//31duXJFIyMjmpycVCqV0uzsrDFH2A90GIwF1R44RFKjaJ68FgvARyCI7s1rTqRGOjMY3fPHp2WDF68h4PGO3rO/vJbAwQMVLs+ySI1UbUdHh06ePKkTJ07oww8/1N27d43x9IUCvAf2g+/04lMftHkRrdQ4Y8drb3g2nwrCLqOnYa8C5ng2NCT1el3d3d3mi3xqmDHyY7WxsWFay1qtppGRESsSqdfrlt7ydtrP9y+qdzuwYIUF4BEnpwt7o8+JljQz8ogRZ+XpNE/jkTriZOdkMqk7d+4ol8vp6NGjpsKnPIuo++7du/qLv/gLTUxM6IknntCXv/xlXb58WY8ePdJrr72myclJlUolXbp0SYVCQel0WuPj43r33XclSU8++aTa2tr0jW98QydPntSlS5es0dsLL7ygxcVFi1pOnjyp27dvG8NDOuI//sf/qF/+5V/WM888Y5HUxMSE6vV6k+gJDQrGdXd31/Q/9LLhNUtLSwZqfGUEG4JyXsbOsxtsfDacj2B8G3GfH/UiN19t4cVfAFacNwIu3u8pYl7vhWQ4q42NDV27dk1vvPGGHnvsMZ0+fdqoUjYxwmgABtEL38G4SbJxkpqBG/fhy5R5JiqKYLAQQnPOFaJmDtLEgXZ0dFiXYB/N+DHiedFoAHQ6Ojr0zDPPaGxsTL29vdYjgUZfPqLyc4a24iBeHnBQ2UEKzTs9QDKH6uHgcAyATamhzfLRPo6JKptvf/vbmpycVD6f18DAgFWX+TL1crlsPVJOnz5ta+HatWv64Q9/qKefflrr6+s6deqU5ufnNT4+rtHRUb355pva29vT0NCQVldX9bOf/UzHjx+3CkVE0jdu3DAtUigU0sOHD3Xo0CGVy2XFYjHNzc2pra1Nf/RHf6Qf/ehHmpubU0dHh77yla/oJz/5SVNKFkdEipT1LDX0JjhWADXjQkkyaXP6jAAWvAMOzpnfY4j/cdJeC+cdpU/r+M/w5b18j9dq8If3e5Djr3A4rNHRUT3xxBO6ffu2bt26ZaDLgzTvwNnPMKceREsN4az/Pp+a4vIstGeeYfmwncF0O/fNobaVSsVsL/PA//lusg65XE7b29s6fvy4tTOo1WrGUAaZMJ/O+0WvAwtWfIMtzm0hX59IJJpSFF574XPToHIG1TfDYSNB98ViMV2/fl2HDh3SzMyM0um0BgcHLZePXqW3t1djY2OamJjQn/7pn+r3f//39Wd/9mf6D//hP+iVV17RhQsXDBDNz8/ri1/8og4fPqzvf//7mpmZkbS/iN98800dPXpUUqPseGVlxfQoKysrKpVKevTokTWH4xToF198USMjI7p586a+/OUvK51Oq1ar6d1339Xhw4clSWtra1biSzM9HBnAy3ewbW1tVU9PjyRZC2pQ8sbGhpU8hsNhq4rCcPkqHsS59EiBkQHoUePvmQhJH4vKPE0LtSk16zIYS9JO/O1TRf5PrVbT1NSUXn/9dZ07d05PP/20AVUMDYYZATBjhhCV9eSZIanh+Egh+PQBwATDSav71tb9BoNe3+IZE+bGgxKpoRnyeixv4KBx+/r6ND4+rnq9bo2ocrmcEomEsYoAd9YH0S+g6CBeBDBS82GliKcBp7zWpx1I70mNfSk1GqF5ME36ZnBwUNPT0yoWiyoWixoZGdHAwICBGsYR51Iul7W4uKienh4dPXpUpVJJlUrFwAfrhDOO/u7v/k6Li4tKp9Pq7+/Xq6++qsOHD1uAVa1Wtb29raGhIUuD+GMl1tfXNTg4qN3dXaXTaa2trenixYuanJzU9773PVUqFR07dsx6vACScWY4J0nGkPJ/mCkYA8/uUYFFKgyNodQQmNKfhD1ObyQYHp+C83oV9rkkY7jYx54V9UDEgxku9g9rxeuLPgm4DA4O6uLFi7p3714TmOd5YezxWaRgfNM31pBn8jzbEWSXeEaeCdDMMzMe3L9njnxZMQw7nx0cIx+k4cOi0aj5l0Kh0OQzfLUXaVHf9PLTXgcWrODkfKQoyXLt4fB+IzhQIwLPtbU1SQ1ayiufGUgmyqcn7t+/r0ePHunFF1/U888/r7m5OU1NTamjo8Oqdti0PT09Gh4e1m/+5m/qM5/5jP3/mWeeUUdHh5aWlmyhfPOb39R//a//1fqB0MjsqaeeUnd3t6LRqFKplHp7e9XS0qKFhQUlEgmtra1pcXHRdCK0mJ+bm7OI7pVXXlG5XNZTTz2lc+fO6Y033rAmTjgib4BYmJQ640TZ7FKD7eC1NEVj03R0dBgNWS6XjeHC0KMF2NvbM4BDqgWQxMV3oBshGvR6Af6PQ2aje/pWkjEvgBep0fzMz3m9Xtf8/LzeeOMNHT9+3IwFeWY0IpR0o3rHuZMLBoBxYQD5LMqO+T+lfKFQyHoy+MZ7njHy0TsGmEoj9oE3lDBovjKDOerv77dmZPl8XrVazSpJ2F9E994AAToP6oUBxTkxHkS63tmx1pgPrzvy6QWvRSIQYu/Mzs7qs5/9rHK5nN5//311d3ebc8TxA3p9t+h6vW56t3q9bn2btre3lcvllMlkFIlErIPz4cOHjYkLh8Pq6+uz851qtZr9nsAKh9fZ2amVlRWdO3dOH3zwgQqFgv7Nv/k3WllZUaFQ0NWrV/Ubv/Eb1jOEVIbfi+xlHBZ7jXUaFMWTKmLtw/YRBPniBc+E4OAlmXNlzINzjBP3e4Y5DUb6nunkNf6PZ/H9ZwSZiv7+fl24cEF37tyRJEtLSzIb5oEETSjpBCw1wIW3ZdgK7CUBmB9r/0z8HlDEPvaMDzYcgI5t9umi4LiwVmFzCdh96pT1wbj75nzYqk97HViwAhL30SRUvY+EGCjQvBfLed0CG4+FzybY3d1tOgfiwYMHunTpkuXnENN5nQHtyhFCknohojt9+rTS6bT1OBgfH9eTTz6piYkJtbe369q1azp58qSJrQA36XRaoVBIc3NzFjnRC6Kzs1MzMzNqb2/XlStX9NJLLymRSOiv/uqvND4+rvn5eWv5nkqljAFApNna2qp4PG5OGGPn22HX63VLeXlDAIUr7TtBGkbFYjHF43GrTPCLtqenp2njeTodWpQogA62wXSKZw+YC37uN7uPmnAuXMx/0NhlMhldvXpVAwMDKpVKlubBoMJsbWxs2CbHyfj7QwfkHT6iNyqGAAek3nyZ8M7OjgneJNn7fYQSDoeNYudZvTiO50bPQroDoApjxLgADAFNzD0OeXe30V34IF7YCtYlY4gDhYFj/HEmHgx7w+2pbn7m11koFNLCwoImJib03HPP6W/+5m9Mi4To0aeQYBhxAqwjNHmAllAoZA3gOK+GhpB37twxXQA6vpWVFWME8/m8WltblUgkVKvVlMlkrCdQqVTSG2+8oZaWFv2Lf/Ev9KMf/UjLy8u6fPnyx/aYJAMw3rkSlbNHPRsJ0y01joUgHcHzAwy5WN+STP/CngkGKqTvuZgbv789a8Az8H1eiyY1n48TvDzDy3ul/Y60b7zxhubm5qxlBWPGGFDWSwM5/8wwzT7NzLOwbhnrIGjiWXkfaX7PDAOmWe/YN8bPzyPfS/pf2gccBNDILbwsg+fAhmO3pIbc4tNeBxaszM/PNx2E5Wl1NqlvQMSpoMHcNNGiXwCSrAqjVqupVCopk8kolUrpypUr+ou/+AurEtra2tLa2pry+bzm5uZMHb20tKTOzk5ls1lVKhUTqnK+Si6X05EjRzQ2NqZEImE53JWVFc3MzKharVp+em1tTZlMxqIQwAunGlerVW1sbGhoaMhSNNPT03qjTI3YAAAgAElEQVTqqac0Pz+vV155xb735s2b5nBKpZKy2ayhav6srq5qfX3dTg32gsNsNquVlRXrWwKiBjTs7e2fqkxag3uDvo1EIhocHLTXQSN7w4axgv3xZeZ+g3q6vVar2XH3PgXo039eMyM1V+NIzQr8vb09LS4u6gtf+IKl1zAUMFeccA0YIYKUGj0mMBC+CyVrE1YQUAizBKDwBwZ6Z0bZMmCPVAJz5ClW70AZB1gfmLtarWaMo4+iAIqVSsUqpNA+8P0H8Xr06JE6OjqsPbzU6GRKTwtASCSyXz2XSCRsDUrNTcv4t2dbiFA5ZqKzs1MPHz5Ud3e3hoeHJe33tcHekBKNRqPK5/OKRqNaXFw059LR0WHNJ2dnZ+1e9vb2LIBYXFzU7OysnnzyScXjcd26dcv2CceBZLNZVatVqwjkwukAvNva2vTmm2/qxIkTisVilpaiNT9pXpggz6Z4Z+j1WNhdhMxUL5FSiEQiKhaLH0t5+NRNd3e32RMPKr0dALjw2R5IeKApNdgRbIxPEQftAnube2G/fZKmJBwO6/Tp0/rud7+rcDjc1B/Jg+Ouri7F4/EmNsynTzwA8KyJHx/ugTXoNYJcjKG3B9irrq4ura+vm2aGZwzqhWBdI5GItTYgbenBH8GsB0CSPpau/7TXgQUrID3K+FgAbCTybyxCDsdjE5GyYUHjIFkUvrEZzY5GR0f12GOP6X//7/9tDACGqaOjw8rYEomEdTHs6elRPB63RjktLS3KZDKSZEaGMyTIJZ89e1YPHz5UNpvV2NiYpP1cKNHC2NiYotGoNVYiygaw9Pf3S5L1Ypmbm9Mv//IvWy8WRKOdnZ1NBxwCYpLJpNra2oziA/EznnwfkaEku5d6vd6k/EflD5ggDeUXMYibjeA1Gp90Ng5gAnZMapQjE6lx+RJiIgY2qs8P+82NQ6/X63r48KFefvllRaNRO/qd+6Ack3vCILCefGqSLp9s5qDx8REIQlnui39zv6SQuEhnEr15g+vvw/c+ALQhEmfuYR5hT/geHLmP/H1a6SBd8/PzTSXJAGJJTc6PtQvgJMqVmptIBkGi1xmEQiGr3CkUCvrBD36gX//1X7fXbW5uNh0QyEnJtFmgiWBLy37r93K5bOXDgJ3d3V0NDw8rn8/bfdHqfHFx0c4kY85Pnz5tHZEBKbu7uxoaGjI2t16v68GDB9ra2tJXv/pVXbt2Tdls1g4FZY1IzboOnCbrmiojH8wQoHDRRwZbyrrzB6ymUik74wzbDLDHdvmgxgt0cfw8F/fmUyTYG6+Nw8Z4p+9thq9EDF6hUEgnT55UIpHQO++8Y5/FZ+/s7KhUKpmMwKdR+G4+3zMRwfH1LIp/pqDIns/l+f1z+oMFAe/cA9/JPaO76evrs0pZ0tlIANgTPo0KGcDn/P9Ks0KnRqhzz5jwf0kmpsVBslmYQD8hgBQuFgWNsGq1/cqVf//v/72lAYhsKHkcHh7Wo0ePjEbf3NxUd3e3pV1IKbW2tiqTydgmWV9f19tvv225Z0Szd+7c0RNPPGE5XI6D/9nPfmYOLp/Pq729XX19fXr33XdN1b20tGSiu9/5nd9Rb2+vksmkkslkk1AOY+gFbZ56xFHHYjE7y4Q8M+wWQlt/EmitVrPTjVOplHZ2dlQsFg10+U64UmNTwnTxMxgIz1p4FoL3ASCDOhQ2tKfriWC8oM47et7/3nvv6caNG/rc5z5na6G9vd3SWL6Bky+5hCnx0bivDvJrzBtcviOoxmeT8z38jMjIp9M8wPGCQ1irZDKpRCJhoIMuy9D0HigiBPTnoXgHfhCvbDZr4IxAwtPfrKNIZP94ARwaINNT/379BCNtwOLAwIAJpU+cOKGf/vSnTVoOUhBnzpzRK6+8orGxMRPsY5daWlrsBN98Pm9CW1I4AwMDunjxoj744AOlUiktLy9rYmJChw4d0q1bt9Tb22snORcKBZ08eVIbGxv66KOPdOTIEcXjcWUyGStV/ulPf6pyuazp6Wnl83n92Z/9mb71rW9pamrKAAO2AhAcj8c/lk6FFUKPEYvF7NDS7e1tY0NZU11dXSoUCmaDWOOwv4w57AyAEPvl9Wj87YFK8G8/j0EWRmo+J05qZjK4/Hf4QKe9vV2XL19WV1eXvvGNbzQBT9ImsVhMqVRK09PTxpjymT4AwuHzXUHgAZjmngF/2EWf7gZswo4SvH5S6oe/6c+TTCZ16NAhRaNRY13D4bCluvjsarVqzLyXHOCzfhHbcWDBSjgctpp+zvzxNBqTFDTgRL2AEp+fQyuBcfLpobffflsnT57U7u6uXnvtNfX396u/v98AUzKZVDqd1ltvvaVUKmXgqVarWZv6er1uQKKtrc1SSS0tLUomk9rY2NCHH36oo0ePKpPJWKOx6elpDQ4OWkTV1tamxx57zMAOze+2t7eVTqeVSqWUzWYN3ff09OjXf/3XtbOzYxEKGwMH1N7eblUg/BwtCykfcsTLy8u2oOnVwv93dna0trZm7ydqJMcuybpa8hovniPaD4INNhXO2uuEGE//GV6LEMxVe+PkNR3MuY8U9/b2lM/ntbCwoPPnz1up6f3795uiGcpQGROiOdYQGxkwwJoEgDGvvAfAQmQH+8R6pt9Kb2+vzZs3YP5Z+RwMTiKRMF0S9DRgnOhnfX3d0o70KgqHwxaB0eL/IF44AZwmIAQg4tN9MFHMlU8lYPjZQ1JzKSzg98qVK/r6179uHaknJiYsAgXgplIpvfPOOzp06JC9n4ow5hYb1dLSYoUDMFwPHz7U0NCQzp8/r3K5bNR+LBbT4OCg5ubm7BTcBw8eaHFx0dIwpKBpw8AcHzlyRAsLC1pbW9Po6KilXoiwuXee3e8Zno89y97gtHf2AIEeLCVpEj6X8Se1AVPDHPkKTgAL69LvfZyjZyylhkbOp5CCUT97yNukIJvmtXP+daFQSMeOHVMkEtGdO3e0vr6uarWq7u5u0xpijzwr7NcW9+CDEK9J4T5gkgAqPg3tNVbIIWB7Sdt/EiPC2BKMUkxQq9WsVQWsO/uH1KfvgI1fZS5+kR5NB9Pa/P3F6Y6Ag3q9bihRkhl6HBoLU2qAFECO1KD1cXR+Uf7qr/6qNVmiffbOzo7K5bKdxTE3N6fx8XGLRKH5vNOgNDKXy6mrq0vFYtHQ6bFjxzQ7O6vr16+rra3NTk3NZrO6f/++RUyZTMbOqEA9z4mgZ8+eVT6fV6lU0ocffqiPPvpIsVhMPT09ymazdoIzpcvQ+6QCfHUUqYBkMmldcqGt+X0kElGlUlG5XJbUEOFSVkhURNUQ0Q8bEyfIHOA8PPjhd75aCBDA2JLaQBDsNxoGkFSK19hIalLXB9/DBn7w4IGVfkYi+1U0GGFoVC8kBlR4UAyLBTjyjA9MBnleWD5vkFjTVJJIjTM5iJr82sZxsv4xEoAhH4nynDgYoj5fdeSjSQzdQbxY5zjHoMAakEtq1YMEfzE2rKeghseLNCuVih25MTg4aN/T09OjSqVic4TgslQqWWdp1jUM7MbGhlKplJ3jQnru4cOHGh8f1zvvvKPBwUHNz89re3vbKgo506evr8+61SaTSWvxPzIyort376pQKGh5eVknTpxQT0+PpYzGx8cNxEmN1GC5XG7alz4wxN75c8V85B+JRJoakcXjcQtICJTQIHrmCmfs5xRA6dcyc8n72dfMD/f5SWCf+fUgls/ytiGoj+HzsPnt7e26ePGifvzjH9ue29vbM6aaZ4Tt84AH0Ot1UZ8UJAQzBMEUN8wKOi3uwafEfTqJf/O5BKoQBLyGMfdgxf+bsQl+7i9yHViw0traaucZsFlJa1BmyiQBMDC+LCw0FSyujo6OT0wDSftO+KOPPtKXv/xlY1MQWi4sLDSdmplKpVStVjU4OGhRb61WMyEtjEIulzNa3utVaM+8tramoaEhHf77csO9vT3Tgzx8+FADAwNKp9OSGvTk9PS0EomELl68qJdeekmrq6s6fPiwndZaKBSsjJE/UNREOqQbWJTFYlGhUMgEvRiZzs5OSyn19vZanh/HiECTyByAAaAgSvK6ASIDz0ywSXH+5MBRumNQMHJ+k3t1PUCU+2d98DM2Jo7J51Y3Nzf18OFDnTp1ytJ7kgyktbW1mZ6A5yNq9WAEh8/9eiDB2PB5AGZJZrA5agH2hnHxzs47XX6G05Wa01E4Ry+M9MANap5n2tvbM+dykC8AG3ozz6r5iJZeEpFIxAApBt43j5TUBP6wG1zvv/++/uAP/kCvvfZa09k36+vr6u7uVjabtQq6arVq+iiCCMqMOV+MowKg2HH6i4uLGh8fb3Jqs7OzGh4etjVWr9dNx4LQm6qg1tZWDQ8Pa319Xffv39cLL7yg9957z5rbAX68RpDvSaVSTeuPdc1+9UyppKbOs9Vq1Vhm5sU7Xs8seFbykwC6Z0eCbIhvZkj6ibnzaT2fQmWvfVKqyDMWnpH16ZRwOKzDf9/fanp62mzE5uZmExjExgargHhmnzEIBlQEQexjLhhbtCaMGXbDAywvj2DsAOwe/PjnpQwZe+aPVQiFQk1npEn7toe1+2mvAwtWGFjfmtj/nAGG2pQaUTqonrblnm73iBkmJhQKKZ1O64tf/KL+6q/+yhwczjCdTqtSqSgWiykWi6lSqVhZMSenol/gWHEmeWRkxHQf5GWPHj2qN9980w4RW1xc1PHjx1UqlRSLxawEcWVlxZiIVCplEdrKyorm5+fV39+vsbEx/Y//8T+USqWM6qVpXiKRMC0KUdzy8rKBEk5WJafv75ENRpS6srJiHVHp0wKzgqHym0JqVMzAJuAoATXeKPA+ctXeYeNEyZd6YSmfB0sBpe//+IiFuffGCkZmZmZGhw8ftuqHUChkpdnk2DmHA2OARoncLQYX4AJw8puayh4P2JhnRGx+DqRm4+iBBJEOVC6Anbyxd8I+EmJ+uBefx0bo6JmWg3Sxt8nFY1x9xA1z6sEJTtKDWamhfQimG7Elvb292t7e1tLSku079GHYCdYO1Dpzz73F43FVq1Wtra0Za8m5PGiWqNbKZDLq7e21wGNoaEj5fF7d3d124Bxj4NN+bW1tqlQqSqVSGh8f18zMjO7evatjx45pY2NDyWTSxPu03Ge8SEf5UmSfhvBgg3Hmvn1fJ8aC5+a9XpzK3z6Q5DU4am87PKjhNZ41wFZ5tkFqrkTy64HP9Vdw/nkN9xGNRvXUU0/pb//2bw3cAYQJBn2qhOfhc7F1fh36+/A+i/vwwJmgg/3OuHotSxCoYIMQ0SaTySYG3KewPJhhjFm/3qdi83+RSsIDC1a2t7dVLBbtnAsWKQuNQcEAbG5u2tk9UnM7Ye/ApOYzGJgEcnt0+Nzd3dXq6mpThOu1FNVqVeFw2ERGLEwU/IiTFhcXTS8A47K7u6sLFy7YcdtQp/RvGRgYUDQa1cDAgLa2tpTP5xUOh+3za7WayuWy5ubmlE6ndfbsWQNo5XJZqVRKLS0tyuVyqlQqqlarWllZadKFVKtVExfyLL5CCDEdDrmtrU1jY2PWS4aNRgmu30SSms4J8sYh6Bw8xc5iB/ghmPbaEOYM4wPwgHXxG0xqNLnjdZ5C5fesCQ4/HBkZscgXA4bzQgvE+sPwApgYF5ylFydzD4AdIiL+cH9cGAkiUf+s3lDyDDQp85FaMJqKRCJ2RgmfDbjyAkHfvOygXZ496uvrM8fHPicF58XdpPx8haFn8JiXYGQdDu83Zstms1pYWNCRI0dUq9VULBaN0apUKpJkujPmDQBBGufRo0e2ZpaWlqyakM63ODYqwzj3a2BgQDMzM+rt7TUGpqOjQ8vLy9rZ2VFfX5/29vaMJZybm1Nvb6/i8biWl5dtf9brdb344ovWjgCADZBBK0OKETvAmmEdA3bb29sNnKBdwZn6JnLsaamR/vVOm/EPrmU/r8wb7/FiU16L3WEN8Fr2MfsxyB55ewIw8PaENXH8+HE7KJUgpqenR4VCQdvb2wYuP+n+WBOeLYUZgj2RGlVqnpUB7HDaNuuf72LdfhKrQqNJGFiCQGw1z4td8zaCzIMHgIwthRif5jqwYKWlpcXQ/Ycfftj0OyYAJynJurWSjgBdSs05ap9bYzKIqnEyCEjpvbC0tGRNvvL5vDVDW15ets01NjamhYWFJuOTSqWaKHuc/urqqokgOQfGlyBiDB48eGDjsLy8bBVIo6OjqlarikajevLJJ3X69GmNjIzo+PHjyuVy+s3f/E0TRmF4U6mUGTuU/n19farV9ktpS6WS8vm8ARZvdPr6+tTT02PjiWEJplfYYJLMIUuN0keiMgAl94NDx1gwJzBf3qjwejZIkNJFI+OZM5gy5gEgy70wR7VaTY8ePdLx48c1Nzdn3wXAQ/CIsyB14g2Bzw1jmCORiOLxeNPPYUS6urpMpAxQJIrFcQWFxN7w4iCYR8aL1Buvw7lubGw0pS7JpbOHcAqlUunAVgPBxlKd5lklT2H7CBVwjMPzKQqpEZ17p8K4Md4LCwvq7+9vAvNLS0uWgqlUKurp6TGGkw7Jhw8ftkMEI5FIU8oZcFwqlZRMJu0keCp2sCltbW0GMCRZLxcc0vDwsJ3iXCwWdfToUV24cEEzMzMqFArq7OzU9evX9bWvfU1//dd/bSAd0BsKhbS6umogxTesBAQxpuybjY0Na5rpx3R3d9dYb5/G4f1exyZ9/IBBv1+9A/WMTBDceEbAs1pcvI73eWaHn7G3PMPjA59YLKbjx4/r9ddft1PTAWw4ccCQZ0d91oDX+fv0aXa+n6wDwARBNhkHH8h4wOWfC1alXt/v6eXPkONeWetSo00E90D5NK9hTCmP/7TXgQUr0PAdHR3q7++3jewbu+HAMPLk2Pxi91R/sBJIala4RyIRnThxwvqTdHV1aWZmpqnlPSkTaV9Nf/bsWb3wwgt644039MEHHyifz1uDt3g8bhEQiwiqnnJGus3CCLS1tdniPnXqlHp7ew2MLC4ummN//vnnFYvF9M1vftP6Sty4cUNbW1u6dOmSGTUWOAwL/R3W1tZULpcVj8fN+MTjceXzeet0K8nYnFKpZOf6lMvlpo6WjDMMFA6a8fXiPBwrc+mFdB58+PNIWAtsJFI/nv71BsDT9jh2jITvX8JG9oCrXC5rYWFB586ds3GhMRzPB/PDd/FMRIo+KpdkaUvWqxekAYxxoPTJgfb3htffMxf5ZNYrjgKn4A0gRs73GfEpMtJFVN8d1CsejxtI4zlY9569Yj2ivQK4BVkzXusFn54eLxQKisViymazJlKNx+OamppSOp02LRrrt7W1Vel0Wn19fTp58qTee+89/e3f/q0GBwdVr9eNDapUKnYwYqlUUl9fn1ZWVqzir6WlRdls1hxXsVhUoVDQ+Pi4VYAQwMzOzmpgYMAqhm7fvm0p4i996Uv63ve+p7t37+oHP/iBnn32WVsb2WxWkgyYw9D6oKNcLpsmkPb/3d3dikQiKhQKkmT7jqMFSI/AkLJ/+Vwf2LC/pIadDmpJfCDqgxF0cjAvaOK8beB7+WypWSgatDv8zLMsPMfnP/953bx5U4uLixaswvh7NsyDKECaf24P4AAtfh1idwCqFIHAUnFvPJcHbuwLKldrtZqGhoaaAjk/L+yhnZ0dxeNx+x22jkoj3xgQe/pprgMLVnzzIkrwfMQNDccChI1A8ElKwecIoR9xGp6hIaVDFExKYHR01MAQAIPDz/b29jQ8PKz//t//u+7evatnnnlGXV1dunDhgk0cFT90dKS0jx4XGMfV1VWl02nt7u5qfHxcKysr6u/v1/j4uJaWlrS3t2c9C3K5nN59912FQiGNjY3p+eefN+AwPz+vc+fO6bHHHrPUyvr6uqWaGD/6qKyurmptbc10P+l0Wvl83saNaJMNRVmyZ1k8heuNGJvNlxXCFEgNAwYL5J27b2THJoQpIDWHo/FRjv9eDxp8monvxMjxGv6dzWaVSqUMCLBpg/Sn177AYnnxKgYSEO07PGJEaUwWzNHzLDw7YJx9UK/XrbdFS0uLEomEzYEHkDB/pP6YRx9Bet1RqVQyIOkbex2ky+fM2e9e78NzY4gZDyJmz95xAWqDIAYwC+Ufiex3xC0Wi8ao+PQDnWxrtZrOnj2r73znO5qbm9Ply5e1srKi8fFxlUol1euN09OLxaL1yAFESI0zWAA1mUxG/f39yuVyeuKJJxQK7R8DQCo3Etmv7Lt06ZJOnz6t9fV1nTlzRnfv3tWDBw907949RaNRfeELXzDNVLFYNBE56W7So4wz1XKebfFOlgCRKJ6iCb//mSPPenhmK8iueGDh947fk3wWQaBPFfFa/u9ZS+7Dz7tPvfr5l5r1LdFoVCMjI7pz546lAT1Dyb15G+kFtaw/D2JgMPx3+9RzS0uLzYEHQVyeEeSzvZYL9otxDWYfdnd37bw57K2fB/4AtHza6tNcBxas+Ja+1WrVJlFqprZAexhXv4BBxH5hkx7CeMN20E8E7QpiUkAQn7m5uamhoSHt7Oyov79f/+k//SdVq1V9/vOfN4exuLhoZwoRKbNxOErdf15ra6upxiORiG7duqXZ2Vn99Kc/1dzcnKWjvLNdWlrSzZs39cEHH+jb3/62fvrTn+rQoUP68z//c/3u7/6uWlpaND09rVAoZGkGDAtMUTgcth4qpVLJxoexZhFiZEKhkImwSHFQmRUUxTF3GAhveED2nkrf3t5uKjFmg/loC+DEa2A+vNHzzIbf9HwPP+PfgAB/EQEBJABoUnMk5OlbmBOiOAyBL+HGwHhhLSAM/Y8HLDyTN+aMLd+N8cCQ8t1eD8Sao5rDM1W0AiBaBVDx7AfxwlD6CDPoMDyDR7Uc4JQ14iN1bIakpnkFHLLPKpVKE8jlAhj19vaqUCiotbVV3/nOd5RKpXT8+HH19/dbs0lPpfOZMBGxWMzmhWer1+tWDr2ysqLu7m6Njo5qYGDAGsWhLVtdXdWNGzc0MDBgvTKKxaKOHDmiz3zmM3Z21e3bt40lIZAgfQNLTHoN+wnb6lkPbw/C4f3qp2B3ca9f47U+1eznzOuR/M+8hsjPM59HWsun5YNAiLkPAhHPIPufcXm71tbWplOnTun27dtmm4K6FOyH1/QR6HlNjWfvfGrGVwbxc7/efcqH7/D2C90laWCO5PAaGOYAu4mGjTEm4AeYkI5mPD0L+fNeBxasYLyJQBGB+t8zKbQyrlQqH8tP8xqiVyJkECVOt6OjQ0NDQ8rlcoY62RA4Iui2+fl5DQ0N6Uc/+pHOnDmj06dPKxwO68aNG5bSweElk0ndv3/fnDqiOZp+lctl6zy7urqqWCym8fFxHT58WIuLi1pdXVU+n7eojL4v586d089+9jNNTU1pYWFBS0tLWlxc1JUrV3Tq1ClJ0r/6V/9Kk5OTdqbQ2tqaWltbbeFhTAAd3rGzGNksgBEfOXkKlNd7lgKK0keWPuLxRgdRJ5EOG8874mAEhi4GY+dBhDeGUmOzsga8w/IAJBQK2YFxtMr2homN6KMLDwB8xOONkBe+RiIRYwM95RsUGjL2HqQzNzwjZ65IjZQQz+aZgHq9bkJPDJa/L1KuRMGA94N4eTDsI1Yur2vwTGGQhZHUtPZ9Ss3rXLq6utTT06OFhQV7H0CFjsisl0KhoNHRUb399tvWSykSiSiXy9mRHTC3kch+C4N0Om1tF5jvcHj/PLRDhw5pZ2dHhULBxPv8jk65fD6pmp2dHV25ckVtbW3q7e01ZmZiYkKpVEoffvihxsbGlMvlVCgUrAsyTM/Kyoqxi2gpJNlnswaxCVID8MH0+T3I2HOxd5lLqZml9e/F3ng9B6/3jIhfG56lYLy4Z/96D1I8eA1+Jr8HAI2Pj2t1dVXJZFL5fL6JRfHsmLeV/iLd7H0Q98o9+nQvY8va5b498PLjyBj4AJaMBJqnlpYWS3/zWZ7V9QEtwUG1WrVAJ/hMP891YMGKbyfsF6R3CiwyFik5e4+yWbTQ9HR39ZPPWUK3b9/W9va2RkZGbBMCPkhHUBFy//59HT9+XGNjYyZsSqfT6uzs1MLCgmlRpP3UCo4Hg1ipVJTNZjUyMqL5+XlrCz43N2cL5uTJk+b0lpeXNTo62qTXmJyctB4OR48e1f/8n/9Tf/iHf6ivfe1r+ta3vqXr16+bQfuX//Jf6rd+67f0/PPP6+rVq/ZcVA4A4uiKSdoIw+EBCiBEapTU+f4mbBgv4OKCSvZpExw1lDzOF2eLk/Z/w6z4e/EaDe/0uRe/kT3bwuUd0urqqqn3vfDUAwee1/+bz/QpHyJ1NCg+omP8YFiCRjMYnbMnggYdnRP3R8koolsMGwbGt/1GJLmxsWFdifncg3jh0KT9ZwCMe+fkgxmpUV3IuHqALKnpPb7KIhKJKBaLaWlpSZI0Ojqq2dlZxeNxCwp8ZMy8nD171vqQEAAAKoaGhtTX16fd3f3DSFtbW5tKRcvlsra2ttTf369isaixsTGVSiUtLCzYIYqcsByNRlWpVDQ4OKhsNms6lfv372tzc1OlUklHjhzRq6++qnK5rL29PfX09Oj5559XJBLR0NCQJicnDbDMzs5qYmJCkj52Ojg6PUSyfj9KjbJiwHxQ18XlI3sfoAY1JdhC9kowfcE+Ys6ZRz+fUqMfEfbNp5YlNT1DMGgKXuFw2JpskqbzoCcInLGdXjvGa30w5Zks/70AGSQP3l/6gN7bLR+M85l+jrBPpN0ZI+7Jp90JYFtbW83WBJmnn/f6h09i+md+wU4w8ORd6/W6/Y6uqZyDQn8Oj4BZuJ5C9IaIn+fzedv4COMwTJIsJ0jTJOizcDhsef5cLmeACDX+/9Pem/3GeV/3/+/hzuHsMxySIkVSC7VZsiRbdmQnTly3NewmTZsC6UWvihZIr/o/9LJA/4XcFCh60yIJkBptg8RI7HqJLUeyrJWyJIoU1xnOwuE+w5nvBX+vMxmSSQEAACAASURBVGfGuYiCb38g8X0OIIgczjzzPJ/lnPd5n+WztLSkZDJpi21tbc1ySOidQqIc5Y6UCZdKJdXr+42iVlZW7LDGR48eaWJiQn/913+t//mf/9HGxobGxsb0N3/zN+rs7NTNmzfV39+v//7v/zbWKR6Pq7Nzv+3366+/rsePH1t+DmW1oVDIEsBYdHg9bAKqlejwKjWNrs8M9/07WOieisUD87kkvIYi8b1KeI+nlj3tCIPjQQoCEEPBcE/tzAvrAgMyNTWlYrFo12QOqQoi7AQNyqb3sXCvaHhW+k94xVitNk/EZQxRBl7B8sysawwewJiwaTwetwPjWPPsI5qW+SMs8Kq4bxqXHUZhzFHAhHpwTNbW1szBIK+ALq+Iz33w4T6vO2gcuLe3p5WVFQ0PD6tSqSidTtt1mEPmAYaE6rq1tTUDFIw9YIg2CtJ+zxLOCEPHtD9To9HQ0NCQ8vm81tfXbb0VCgW98cYbunv3roaGhrS0tKSXXnpJv/nNb/T666/r+PHjyuVy6uzs1K1bt3Tp0iVVKhXrnh2JRIyJLhQKmpubs5YLvgMw947zQMI248AzosekfZAIu+XDF4ybD995pgyQ5POLMMCeXfHORHtDUEnm8PokVnQff/fhZL+ffXIu64O9f/bsWTuPCeDFHqSDtGeR/Xf5UDb3wz2ja6jc8YCiPd/Es79+LNHpXMM7J4SLYVXaGRmvOxjfcrlsDGG9Xrd+QM8qh5ZZYQFTusfAQDWyQfGiNjc3DdlhDH2owlN/TACTw2F8J0+etI1ABrfPOenr67MOsyy0+fl528ixWMzyD/r7+61RU0/P/uGAoVDIzugJh8Pq6elRPp+3Tb+3t6fx8XHdunVLe3t7xgKFw2G99dZbevz4sU6cOKEzZ87o+PHjevr0qR2iWCwWranY17/+db344ot65ZVX9M1vflNXr17V5OSkVfn09/dbH5HV1VXriUDin0/KxEMBeNBwDvrQG0mp6bngURDrx4MHMMJueTDqqVy+D0XiWQsAjKeU+RwAiM3lE+W4Liyd9+wAQB4UkbDmc2RQft678K34MWTtGfwe0AEg8aRQ+D5M48G098r8vHB9ylZhBfr7+62cVGrS84y71AR6jUbDeuf09PRYxRd9dg6jkPuFB0womXnxtDediaGuAbzeyHpWxYcAmAsS8ClpJ+GZMLZfG5Jsba2urloVF3Mv7c/n8vKyndMSiURUrVZtPcK0LC8vK5PJmKN25MgR3bt3T7dv3zbAWa/Xdfz4cV27dk1TU1Oq1Wo6f/68QqGQKpWKisVii0E/duyY6VOcM3pGhcNhvf3221pcXNTOzo6NM+Ehv5+9U+EFRwewgq72oft2R8LndmCw0Unojva54XPsCX8v7QmnPjzrQ1g+BOuZNL6bcfP2BL1w6tQpYx3QR7ynHQDwPNyDD0t78ObD23weh4PEbR+q9PfNc/ruwegzQpVck995HsI7XN8DSIAPScBeJz+rHFqwwgbwCY6wK52dzZ4lIDtyC0hM8zSgp/u8sWJz4VEx0ZTW5XI5AxXEEVHmVIsQQvJlYD09PS0lwdJ+G2a/CTmLJx6PWwfMer2ukydP6uLFixoaGtLGxoYk6fbt27p3755Onz6t2dlZPXr0SDdv3lQ+n9eFCxe0u7trbEi12jzEsVAomLJLJBJ6/vnnlclk9M///M8qlUpqNBotrcYJxdA8zlOzKCDOQKFTL8rGjzlVAjAlGEI2ON4AngrJinzOU5SedmXDttOMbFo8Ce7BKw/uT2pW2KAYUQgwMCiFXC5nVDqf8YoGxolEbF5jvNrpaE+DewPG2LB+WWu/LRQE4PCAmVwGTlbt6GgmTlNpxvNiuP2RBox7oVCw8AFhq8MozAFjyHyyN9tDeP39/aZb0AvthpbffR4BCaeeKsdTh5XwQBzWgf1TqzVPQWcvoTt8eLZYLCqTyUiSORbs35GREc3Pz6tareob3/iGnjx5oqtXr+rJkydqNBq6f/++Tp48qWg0qnw+b17v4OCgzp07pw8++KAlhM6hqUtLS3Y44d7ennXuXlhY0HPPPddSVUmYmCRev2680azVaubs8Df2lHdUyDH0RtkzBD5c4tkvX0zhHSwfevU5cOwtdB73CaDwIIO/8TkPhLzwPdls1hKpfdiFfc548Pf2IgTP3khNJpX/fb7g7u6u9eVh/Xobx/oHuPM+/yysTRwkHLRisaiOjg7rY8b4wLxUq/tHOXB+VLlctuZyzyqHFqx4TxaanAHznm2tVlM2m5XUDAcwiO3lup4iREn39fWpVCoZOg2Hwxb39Qt1cHBQkUhEL7zwgra3t/Xzn//cABMTBqOyvb2tlZUVRSIROwiPhm9UmbAILl26pFu3bqlWqymVSuk//uM/1N3drX/5l39RsVjUq6++qsuXL+v48eOan59Xo9HQ8ePH1dGx3/PgX//1X/XCCy9oampK586d01/+5V8aLQ2FTKIkz3n16lXzYiRZWS1sB8aPDSappRoCWtjnfAB42AAePGBQfQMz5oh58d4JG8LHmtuNB3/35ZA8jw8P+SZznlZtVzbtuSh7e3taWlpqYWC2tras5wUHf0nNJEq8ax8r9knErE2UKIaN8WYNFYtF82Z4Hu9JMm6Egby3g8Hd29uzk5X7+/s1NjZm4UgqPmAu+/v7rXx9Z2dH4XDYuikfRhkbG5PU7G/DM/kcKZQ3pxdTJch8tCfktufvoINIzqd6anx8XNPT0y0gO51Oq1qt6sSJEyoWi5qentbAwICVNnPYIftma2tLR48eNaNfKpWUy+X0+uuva2ZmxoDKmTNnND09rcXFRWWzWc3Pz+vb3/62bt26pT/7sz/TmTNnrA3B9PS07fOFhQWNjY1pZGRE3//+9/Xuu+9qbGxMZ86cMfYJI55Op7W0tKRoNKqdnR3rs4IhpwrT5weSJ8T6Z59sbW3p7NmzFkru7++3Lr6ERX1ox38eHc6e8WXInv1qz1shZwXdAGPhQQP7zDuzjIMHP349ePbDC98TiUT0ox/9yJiKSqVie5EwHu/n+6XWHjE+fEW4l+/1AJg1ks/nDeQNDw+3VNB6vQqY8bqZtUxF1/b2tumyZDJpe8d33/ah7Hg8rmp1v5FouVxuYQp/Vzm0YKVcLqtYLJpBCoVCKpVKRntJTSakUqmoWq0aE4GH4HsB+BibjzsyIQCVnZ0dPX782JR+OBxWMpk0qvff//3ftbS0pCtXrlhICC8V0BKLxawMmjguccE7d+4okUjYc9CWmDyJ3t5ePX78WN///vd1+/Zt/d3f/Z2uXbumd955R8PDwzp16pRmZ2dVrVY1Nzeno0eP6osvvjC25x//8R/V2dnZooQpTcU4o4g9Su/q6rLSSM+WsNnZwJw9s7Oz03JCpy+nRIGhtLg+DAvfjdLhvqAPuT82CEKIByWCgkLJ+HJSz3AAiHzehk9Ak756aBnv92wRa4L7Zt1R/ktSNuMFKKnXm90m/fNxH7Ag0n5ulA/TAcSkJjME6AuFQi1n+HgGC8NLyIDybv6GkicEStdUb2S9Ej1M4oEg+4qqHakJPsjV8etUkuWVoOBZDwgGjL/jeRJW5ntDoZB1Bt3a2tLNmzet6pA1yzoj14XwKdfB6SqXyyqVSjp16pSFssbHx3Xz5s2WfUEuzTvvvKMnT55oampK3d3dOn/+vGKxmB49eiRJKhaLOnbsmGq1moaHhzU+Pq6f/OQndu94znjJGDJKl30yPSC9q6vL8mjajXm9XlcymTS9RLdxQqPMm3dC0U/8DfHX9PPpQ3XeUeAaAFF+9kAHHcTv3JN3pKTWqqDfBmCQzs5OLSwsGNNN+w30FWAXBodrtD+P1Cw08I4TwK0d0FEg4fU9YM2vT9hEf78egHvASCUrOXVeh4bDYbMHsLawPM8qhxasYHQajf1jxaPRqJ1ATDiGBFAfh5P2FzEZ80zmbzN83iOHtsWjJSF1fX1dy8vL+uCDD/T5559rcnJSo6OjZsiYwGKxqHg8rqdPn1pIZW1tTTMzM9ra2lK5XFYqlVIqldL9+/fV3d2tSCSimzdvKpvN2iFUZ86c0fj4uJaXl/UXf/EX+t73vqfJyUnl83m9//77WlhY0BtvvKFYLKbjx4/rvffesxjyL3/5S925c8e8RDK0UQIsJrpKtsc1u7q6Ws6NYfOjlIi/+n4n3vBDsdOBlY3twyA+FwVQ4b0eFr73ArgPlLj3DDgGgd8BpT4z3pc78pw+duz/95UgJLDRTRZD4HOguPbOzo42NjYMSLB5WX+AP8AF348CAWh1d3crnU7bXOFZMR6AX9hG5g/g0tXVPNWW3jUwbJVKxQwb4DESidic46murq4a83gYxVdVkcjO3PlwC3PswYvPc2IteOWM+BDmxsaGksmkKpWKHbexublpQHx5eVnSPjuLkYnFYpYrtL6+rng8rlKpZH1WNjY2VKlUTA9Fo1GVSiVjc+PxuHK5XEu33iNHjlhIeGBgQDMzM5Kke/fuKRwO69y5c9ZmodFo6MaNGxodHdXU1JQKhYLef//9FhYPB4L1293dbTqAte3DCBh7QJjU1C3r6+tWtCDt63cAIuCPvevFs+F8DgEsMhfsD+7LA4t2Bob7bu/LxB7wOsevD4CYvwe/Jjzw6ujYbzSKzsBxJp/HO0yEBP21eZ1nALDwvf65/bj68nH0FJ9pZw39+qdwgPkOhUJKJpOWgE6OImNAuoDvCAzI/X3k0IIVlAnJXSSlSftKJB6PmwGWmiEgQARJPz78Aw3PgsWwkFtSrVYtNuwzvbu7uzU+Pq7JyUnLF6hWq1pfX1d/f7/R6yxAaNLBwUE7sXl7e1uFQkHb29saHBw0j2tmZkahUEipVEp9fX1aWlpSpVJRNpvV9va2hoaGlM1m9dprr+nYsWOanp7Wl19+qVqtpqGhIf3t3/6tCoWCfvrTn+qLL77Qa6+9Zsiaxby6umq0/9bWlhKJhDFFHH5H7N7X62PwPHhhs7X3VEDZtFPCkr7SodXnEbBZvOfPvHmgxKZlzr2iYvN7xYnCJEeEzecNMArJGyS8EL4Xw+NzfLyC80CCyga8Y8JF3lPy3T0Zd69UWHec6+KTir3i4W94bj627fNjoI85QoKTnH2OEgyh93K9R3rYhHVMybIP/bImJLU8q9Q0PKwl1gVryRsmn/tGozNYA3+4mzciXBuQ7/s2JRIJlctlm4u1tTVtbGxYLkB39/75MPF43PLQrl27ZseD+JyF/v5+bWxsWNk0rdWLxaLOnz9vuiMej+u//uu/7Jyxo0ePGttLHgc6jv0BQyzJjBRrzTsF3tnACSQXhzwd3sNccI3fFobx486c8Tc+CxjwuoF5Zy2jH9jjHgj5fdgOVHFw/GeYUx+68SAtmUzqyZMnVvEFG+Wrnwi7+PwUTl73a9WzwwAOdLUPG9H0E3aEuQBEUgzAM2Cz0O2sGe8I9vT0WMd1H+L21YgUoZC4/vvIoQUroNFoNGpKoFwu22ZksQEMmBSMh49/+pBGu0L2SJryPT5LRVA4HDYPR2rWmpNn8OTJE42MjFjX20qlYpQcXlBPz/4BgfF43NqeLywsaGJiwgzGwMCAlSmPjo7qyy+/VKOxXzoI+MlkMvrJT36ier2uhYUF3blzR2+++aauXLmiyf+v4qdcLptyAIx0d3dbdcHW1lYLaGMTsDn9/2ww4q4+iZWxABygMPiM38CeFvYsidQM5+G9+Y3mqUt+9xsOkOM9Gu4bY+6BgTc+gAbuB3DKPfE6Za0ck8BZKNCp5IaQH8Ha4b62tra0vr5u4SLoUxgQKsE4URtl5v/xfIyFzw9AmZJLxN9isZglnlMyz5yxFtgfPkmaTrcwModNUKqAXoAZyaPee5WaBpB11Z5D5T1FDxZZS1tbW9rc3NT4+Lh1wwVk+HtoZwEikYiWl5eVSqW0trZmLFw4HNbw8LB9DiPE2u/p6TEWr7+/X0eOHNHGxoaVyV64cEHvvvuuhoeH1dfXZ6xxsVjUnTt3DNh0dnZargvHgQBgk8mkpP1wPLku6A1/jhnGkn3rvXhpfz9ubm7aIY4ctsjeZz2jU9CxHqT4PBSvBzyY5G9cD/GMu59Pf38e2PjQrXeSPMPhwe1vY9v4OZVKaXp62ow+HdN9yI5KQKIIPjTkdaBPjIfRl5o9hXC6ARFeh3oW2I8nepv59WsecOV1aKPRsD3C777pJ3uCFIFnlUMLVghhYCQpnQNR4jmxuSmlk756uJxvJOcVFTQWypveBSQbwhL09PTo6dOnxpBAt2P4uQ8WE2CKxc7BY/l8XuVyWel0WrVaTUtLSxoZGdGxY8d07do1Xbp0Sa+//rpCoZA+/vhj/cmf/Ik2NzeVz+d19epV1Wo1JZNJXb161Q5Ce/jwoWZmZpTJZDQ/P29ePyGRarVqSojqIE5TRjGxgaTm4W7kNZCLQXMqqhQYB3/Sq/dAfGwV7w4giGIBRLFJABQASLwFX/aJEvN5KR5cSWox5giK0Bt/PBmvYLy3V6/XrWcJVRxnz57V6OiolaKTVEbiHF7I7u6uSqWSARQMzfb2ttbW1qxcluqP7u5uxWIx81xRAJ4NQmlAtwJ8GEMUH/fvG9PhhaEQydEizAQlXygUVCgU7DsOozAmhH2WlpYUj8fNC0TYC8VisWW9egaF373BY/2hWyRZ8jw9j3K5nDFx8/PzBoKk5mnxoVBIKysrGhwcbDnTjDymer1uibsk5A8ODqrR2D8DbGpqSolEQjdv3tRbb72ljY0NXbt2zc78uXHjhkKhkK5cuaLPPvtM0v46yGazajQaun37tkZGRpRMJnXz5k2dPn3aWDrWIboUPcs1CC37McPrR1i3HFjIeiWPDqaR96ErfC4K7IoH5j48w714sMP70RUeUGDMCaf619tDMJ6haQesHjC1h9O5ViQSUbFYVKOxn8hNKA8BpOAwEXrFQaMarN2xhBH3Y87f0LPMg88pBND4flaMu2ezQqGQhU6pNOLZYNQpp0eP9vb2qlgsKhQKGRP3rHJowQqx83A4rIGBAWsZTxyeBcNmIiO/fYLbM82lJm1H5jRePp4kXWhZTMvLy4pEItbZFYMUCoU0OzurVCpl1DvXJWcFz7yrq0vZbNYOCuzq6tLQ0FBL1vU//dM/6ebNm+rq6tLi4qKi0aiuXr2qRCKhH/7wh5qYmFA8HtfFixdN+XZ1denevXv66U9/qrNnz9rmZzygg8mRYWPR9h/kzUZBAaNcKctdX19XNpttARycOYQBwGD6TQcSp2rK51lITW/Wezs+JwOF5dkFWCvi5NJXmzfxPsJAfsPjOflQR3soSWqWRA8PD1tyZqFQMIM/MjKiRCJhDJb/bnJCvPIBuDAOxWLRWJeRkRGNjIxYmbkPi/n/8W5QJHjB4XDYTveWZGuSsBTGBWDf29trTJkku/9YLKZUKmWhrMMoPtwpyUJqrPV2hhR9wrpAMDo+3w0A7ZnI9g65PmQKO+tBOfT/0tKSUqmUhV5Y811dXRZ+8UxPR0eHnZ5O+/tYLKYHDx7o6dOnunz5ss33d77zHW1ublqbg1dffdWSeNmXN27c0MbGhsrlsq5cuaJwOGwGjbOIfOK7JNv3/tC8dmeBfSjts1y5XE7j4+MGIsgL9GEjQHb7fmauvKPJ/bC//TU8c8G9+P/52e99f23P3MBmAIw8a+QZY37n+fkfNn19fb3FeON8wXD5ozcYE57Fg2fu2d9Tvb5/YjJrCFvmr8H/vO5DdnRK7uzstMhFIpEwe+a7iuMAo9dYB94B7e7uVqVSMQf2WaTzH/7hH/7hmT91AOSTTz4xb5WmSZ6+94uFheR7ExAHhFJrjx97QLO9vW1nc0DJ+4Qjn/MAhX/kyBEtLy9bnwWUHZ423W0xrHt7e8pkMiqXy0bpQtHncjlNTU1pYmJCH330kdG31WpVP/vZz5TNZvXnf/7nkqSZmRnNzs7q5MmTWllZUU9Pj1KplE6dOmVsE4BifX29hW2Q1LK58EI44wPDijLr7OzU7Oys1tfXde7cOQ0PD5vR9crbU7Ltnpb3Nvif9wBK2ufE9zphfqVmPgvP47+nPVFSaj1x14f/vGLxCcL8zX+m0Wgom822PDfMEsAV45PJZNTTs3/eigc+tCWX9mn17e1tlUoldXd3a2JiQrFYTFtbWxZO8Hkn7aFLX/0TDoeNpavVatZePxaLGUhHgWGUq9Wq4vG4AXVACWuBzrz0bXnjjTf+L+/s/3354IMPbO8zVoQ16A8kyTz8tbU1RaNRS1AFbHgD4lk+n2e0tbWl+/fv6zvf+Y4ePXrUMs+0uE8mk7ae+vv7NTQ0pEKhYE5WPB7X4uKiJCmTydj+oGeF91wzmYzpDVrsX7p0SSsrK3r06JEdRgj4OXHihCW8r6ysqF6vKxaL6Ve/+pXOnDlj+TAeUBHa9OABfeoZTZ9zBYvt9+vc3JxyuZwuXryoqakpY78JYWD8fLfr9nCuD+n7kA1j4tlR5tyzo+h+GBXsgNdN7QAWwANwZP/5XDXuFWeXe/ahqo6O/bLf9957TxcuXLCx80UC/IyRJ++NMVxbW7PwM7qJ5qcnTpxQKBSysuiNjQ2l02ljjXCaGXfPNHV3d2twcNDGi0rUgYEBezb0EToORmdnZ8equXzuC6FE5uVb3/rWM+3bQ8us+AQeAAIbl0UBImTR4DXilbJ5UDYsfBaU3xgXLlywiSwWiyoUCmag+vv7rUKD7PtPP/3U8gKIC+OR7O3tl0uWSiXLnN/Z2VE+n9fY2Jj9XCwW1dXVpZGRES0tLWl1dVUvvviiHjx4oHq9ri+//FJ/9Ed/pIcPH+oXv/iFvvjiC0n7zM9nn31mix/PzzflicfjViroj6qXmqfSeu/DH5BGgmcul9P29raOHTumaDRqHYPZTKB4fkZB+IQ2xpc5BRwQ7wQcoQA8+8JnvOJpV2Zsav6Gd8u9wUR4MENIRNJXgJH3xLifUqmkeDxuSo+5JtzDZ8vlckvoiJL3iYkJW5+RSESpVEq9vb26ePGivX9zc9MYMP+MXkn7So3+/n6NjIwYmOGz6+vrWl9ft2RunpHSXZI3AcMYINZ6Op22PXJY2+3j0KA7YJv8upWaVWHoAu90eEPmQTAGHECzu7urTCZjvUNWV1dVr9eVyWRUKBSUTCbV2dlpeqRarWphYcFYLpJfYXWZXw4sxesOh8MaGhrS/Py8SqWSgRwaxGFMHzx4YPv9zJkzun79upLJZMu+kPaZt/X19RZHo1gsGgCHISavQmqWFrM+AMF+bfK+lZUVra2taXx83Dx1wsYYeD+m7GOvo6Wmc+PBIt/hk+UBlcx9e+5Me56Kd7K8M+rZHM+icc+eRfJMCNflGTD4FDMsLCzYuvGt6H2oF8afUA3sGQwXydtra2uanJxs6TIsNVs9eDDdaDTMmfFhY/p+4ZjiVPkwKeO9u7vbkhSNnWXO2Dt9fX3m8P4+yfmHFqx0d3fbaaMk/MCuSK3HvFNW6hOI/Gbwv/uJZHH4UEw8Htfo6Kgp7VgsZot5ZGTETj4mL2VpackWA7E6wkTRaNQoQJLgPv/8c+3u7loTnWq1ap0lT5w4oXA4rIsXL2p6elr1el3Xr1/XSy+91JIcOzo6qgsXLtiGI3RTrVYNVNy+fVtzc3Pa3t62ltqwTv50VmhsH75qNBoqFAoGrjgHiYWLgmKDeUpSalZyQQt6FgOPnwRqH5bhMz4nxTdSw+vlmblfQiLemHialwQyXvdJfABdFJAPaXE/Pl8KIMbGZbx41p6e/dOKCdEQ0kmlUqYkJCkWi5kCZ+NzwjZGVmpWAVFCz3j29fUpn89Lava42dzcVDweVyqVUiQSsXUNw1apVGws9vb27JRfv6c88AXUHjbp7Oy0QyhxXCjX9148YJQEfumrvTO8EZVaK8hgL7PZrOka1rZPiKzVakqn08rn8xa+lGTGqFKpaGRkxFgzenLAPMZiMS0vLxtzLO0DL85E297e1vHjx1Uul62EnsZ4J0+etPOtKpWKxsbGFArt96yiszGNLNljxWJRfX19lpfgq4Ewmux7nEf2IsnFKysrGhsbUyKRUCqVsgR0xtKHNtj/nu31bKrPUfE5LF48I+pDSO1hZ//97Pn2qka+z7M63Es7CPLJttyjZ3A7Ojp09OhR643VnkcHAERvoY85VBRWFvtEsjThJUI7JGgT5vNABZsFu0juFnldOHAcA0OImmcFvNLtnHVNKAuHMB6PW/HB76M7Di1YyWazWltbs8oWSrIktRjJRqNh8XYfJ2MReASOweJ/knB7enrsDCAWhTe8u7u7ikQiunfvni0i8gOOHj2qnp4eJRIJLS8vt2SNUy5KfkBXV5dSqZSSyaSi0agSiYQeP36s3t5ejY6OamlpyTzBkZERzc7OanNzU7/5zW/U19enTCajCxcuqFwu68c//rEZnmw2a0lwJGuSBLq3t2dddD1q9h4C4wZLs7m5qZmZGY2Ojqq/v1+RSMROZGXzewPnFzUAwLMBbB7vHZHVzvzAKOBVtcdf8QjwcqRmKAhjjQFBoaFA8Sp8GTaKhO9vB7Y+Ts/zeuVF7gnf63NR8KIxmAATqlEGBgaUSCSUy+VagAahJIwG9w1bgieXzWYt8x/WqNHY75TKYXOwdh5MdnZ2WrUKn83lcjaXKBsa0mFcDpuMjY2ZImdNcTAf60hq5qzAsPjeQMw9ILg9dwIgxLoh2bSjo0MbGxtWpcj+W1xcNABI4vrg4KCBF9gTPGfYrvb8OvIgdnd3tbCwoNHRUWvUxmcBIqlUSp2dnZqYmLCKFA5MffXVV42hqVQqLRUcHshRRkvuAmEKnwTvGSmvOyKRiJLJpO0TH1bx4+xZCnSn1Hown9RaZouO5p7Quxhen5TPM/nEW67DfXuHqj0c1f5+zwb5XBc+y1rh9dHRUes+ztrh2uhEr1so0uC8H0Ix6F+cFa7HOic8yPVgEHZDOwAAIABJREFU5Qh9DgwMKJvNKhqN2md4Tk6Jps8K9wVRwDUpVmk0GtZXiPwsWH1/3WeRQwtWHj9+rFwuZwuYxkoYKowgm7jd8LL4fUkXg8iBY1RLUM1B3A8Wg89sbW3p4cOH9pokO+htcXHRPCk2Ax4OQAqlT5iFhnWRSETHjh2zA80WFhbMUzt16pQuXryohYUFNRoNzczMKJ/Pa29vT4uLi3r77bd1+/ZtowuhuDk7idgiC3BtbU2dnZ12wKKv+GE8pH2jeefOHWUyGcViMZ07d85Kp338ktCRH6f2GC6KhDHzVKski6N6xeerkzwl256f5OcCY4LC4W8ADj/XXEtq0raAIJ+XJDW9MSqpCOft7TUPr+M52ZwwKjT14oRlzpKSZH19iDXDVmUymRYQvbm5qe3t7ZZ1Qev2ra0t9ff325lUAwMD6ujosBwr9kZfX581dgqFQhYKQuEyLig+lJAk8+IPm2BYeTaYCl9aK7X29MHg4qwwnz5UyWekJlBmDWxsbKijo0OZTMbOhAmF9hv1AUQB6bCgeNPd3d0W9qG6kPW8ubnZknjLPqX/T7lctv5LqVTKkr03NjZ069Yta7ueSCSUzWZ1584djY+P6/79+8Yak/DKvuA1PO+Ojg7LHwTwoYcxaAD2Bw8eaHBwUIODgzp58qT15yAfA2MKYMT79+PrQ/WMfTub4plhnzfhP8fcsB+k1k7VABVe979zn77iy7Nr3Ctgxue98Fl+jsfjZlt8zo93lrxjBCMEs9Lf369yudySu8N6Y94oAPDtEOr1uuUpjY6Omh0EBHF0Aqwx44xe5nUSgf35Y9gP8oB8OTopBc8qhxasQCmyeYl7euMnNU+crdVq1ssCoEI83nv3UjPZk99LpZKhw0ajoYWFBcXjcTtwTNqP8TJ5lUpFpVJJ6XRa6XTaNgxebalUsmTUxcVFS3aanJw0w7W2tqb19XUNDw+rt7dX165d08TEhHp6erSysmJ1+ZcvX9be3p4+/fRTXbt2Tb/+9a/12muv6Yc//KGuX79uiU0cnAg1zGKmWgTvnlJZGsdJzcW1t7en69evK51Oa3h4WMPDw1paWtLa2po15mMDAzB8EyHG1lOyvB+mi2vs7e2ZMfRxVehzPBSAiVcI7XFVr5hQOrVazehdD1YxSmw6r1gwMChIPgMIHB0dNTAGW8fzdHd3tzB8oVDIwES9XjevA/bKN9VD+XOfhCa3trY0Pz9vFUk+aZt1SldkX9lAbhH7B8UOSwhjUyqVLI8Cg01YpNFo9oo5bMLawdPlyHvpq4eZsicA+X7OpVYG0YcEMDLkJ3nAn0gkWpg7b2QBBhgHf+gf4HR0dFTVatWqKmBKZ2dnTSdFIhENDg5qdnZWpVJJExMTxkgODAxofn5evb29yufz+vLLL5VMJpVKpfTqq6/qRz/6kTo7O/W1r33Ncg3aATgC20LOk3dO0NHo14cPH2pwcFAjIyOWlC7JEnw9O+kBIAbX58JI+grj4PU3RpL9wnVwaJgzz/z8thATn0P4HtaFd6K4Rns4x+s87p3X2HfMlXfA+H7slO8fFY/HW5JqCbugD+v1uoX1Ozv3OxwT6kN/4JQeOXJE8Xi8xakkLOT7DvmwDvdBW350Nzqddc++wckjp9OXsP+ucmjBitQ8YRbq0Vf3QD9BlcKgeKoOYcI9VesRtffkOccDRoMSYfI6QqGQhoeH1dPTo0qlYqwJimpwcFDj4+NqNPYTLiORiLq7u5VKpVo6avoFOzU1pVQqpXw+r1QqpUajoZWVFV25ckX5fF7Dw8P6wQ9+oKtXr2p1dVXvvvuu/v7v/15//Md/bM+CB0Y/hp6eHos77+3tWXOnarVqSJl739jY0Pb2tnK5nCYmJnThwgWdPXu2JdEOo+fzPVAWXplgDP344klIMjACoGQefWUN12MzUybu5x/mgO/3jYvwwhhrlLhP/Gr3mP33tVdA8F2E9BgTvp81RH5Eu/dTr9eNnSLUw3k8XlGvr69bsi05Qz09PTp16pR1bO7q6rJ8J/JSmBdKZQHeAwMDSiaTxrDt7e2ZISVXYW1trYU5o0KIirbDKDTVA4TjTaMrmPf2REAfvmReeT/X8AYJYEiXavI1Ojo6NDQ0ZKFXmBKSrAEsPtwMqPbC7/T5oeUBOVTk1T169Ej1el3j4+MGUk6ePKlPP/1UiURCY2NjWllZ0a1btyzh88mTJ2a4oPrZ4zCS6E0aTCJUZxKqwkieOHFCx48fVyaTsfADn2cv+TmQmhVFPlnWgw6ch3Y2g7nzbK7/G/MD4OHz3mD/NhDkX+c7APM+8bY9fOTDWawj7rejo0MnTpzQzMxMS6dhn8/HvQJKiBgwN3wnlUHcB9fi89gk1lg2m22xl7AjrD3K44kIoEt4nQpDnBgANuwKydywsQCn/6fACkeok0xEoiAJbD4Z1Hu3/Iwx8uW43gv3tNvo6GiL4e3u7tbY2JhKpZIZSjwMwjoYB4wWhoQwUjwet9IwvKHFxUVFIhGtrq4qkUhY2WNPT4+OHDmigYEB3bt3T+l0WpVKRZ9++qkuX75sScbpdFqTk5MqFou6f/9+SwKZp26hnwkP1Wo1M3YwLSTJbW5uamlpSe+//77u3bunCxcuaGJiwkANC5G4PIAOQOQ9WN7jS8W90mNuvJL2FTvMk6dGeV87K9LR0WGJqMyZjx8Tt+ZeYDS4nhe/JgAm7VRxo9FoaXqEIQEkAWAADB0dHZa8SigOpU1CNXPlY+3EjIvFoh1oSAwbAEHVGflKjK1PIgUsFQoFY0oIHbCHMMawfAMDAxocHNTAwIAWFhZaGlgdJoGWZsxIIvQhoHbQ0dvba4aEMA1GAwDtjZEkC7cSSu3q2u+PkslkDLRg4KD1fd8K8rLYT7u7u8aS1et10yWsr3g8ruXlZfue3d1dnT171poMrq2tGRva0dFhuoLctZmZGS0vL+u73/1uS1iMZ/Ihdpw79ByeP2E1ad+JKBQKevTokSWPZzIZ0z2EgNADfu/7BN12VhZwwGs+J8brG+bOh358/oqfY782PDtEiMeznIAGzwS1h4l8XoZ3WDxz4lkWwoOAp/b74jt9s0b6IeEUccAme5Y1yL35ZpTojWQyqb6+PtOVvkQ9FovZ/ABAPLNcr+9XBOIgsg7Jj/J7qre313InV1dXv8LQ/S5yaPusvP/++4YgOQwKgCI1G+R4bxwDxc8sbN+bw8cYUT6dnZ3K5XLmtcTjcfs756mQ5Isx29vbsyQ2Gjt5xE7cmuQ5vNqtrS0dO3bMKF+yrH/9618rHA5bUiZNrWZnZ5XJZDQ7O6vFxUWdOnXKQjBUBACmyDeIxWJWRUBOzt7e/mGL1WpVH3zwgZ4+faq1tTUDQN/85jd15coVLS4uqlgsWrder6zxvlBsbE6Uq89N8RvSh3PYDL4EESUEGvcb0F/fA492UCM1Tyf1AIDvamfbAF3tnhj33e4x1ev7JX7Hjx/X8vKyeRz8nfeQpyTJqtRIdAU47+3tGTAhCY7zh0qlkorFol555RUNDg5aqTPAkkoBgBhjIMl6WDDfHR0dZuzacwx4HXDlc5GIR/f19emb3/zm/8b2/l+V//zP/zQGCSVerVbtGAH2KHNKXhx/96E2v6792mB8Nzc3tb6+rrGxMeu0nU6nDchzkjnnfZVKJRv3bDar9fV1y1kDdKOT5ubmNDw8bFQ8IaPR0VEtLi5qcnJS8/PzWlhY0IkTJ1StVvXSSy/pzp072t7e1vj4uGq1mnK5nCYnJ5VKpfTZZ5/Z2WQ0ASPkQG4NAIz7RI9hCCWZUU0kEjp+/LjlNvh+TYTkAWSwBX7fAi7Q0Yy7JGMNPNvhAYsHEj6HxbMlnsECgPnwFe+RWtv5S2oBPB7UYfS5bjuQYX14vQAAnpmZ0fj4uKRm6wj/7NwLDjB7nOuiI5PJpOmO7e1tS02oVCo6e/astre3LSeJyIAky3WjizJAPp/Pm0NDlIJKTN/mAMCKDYBRoQIWZ77RaOgP/uAPnmnfHlpmhcVAhU5fX5/S6bShTu/Z4tFLaslyJszg6UF+9mWs/INJgCKvVqtaW1tTT8/+gWMs2nA4rL6+PgMKDx48sJp1QlZra2vK5/Mt/QdoyNXf32/ot1AoqK+vTxcuXFB39/4RAx9//LEGBgbU39+vWq2mlZUVO85dkr72ta+pVCpZj4ZQKGR5LjQJo4KEZlBPnjzR48ePNTc3p+eee05vvPGGvve97+ny5cs6duyYdnZ2WvIqMGpSc5OsrKy0jDOKAMTN2GGgJbUkpaIwMIjtGfx4cD7hTmqGY7geBsSXHHrlJ6nlu9hYXnlQgslztCtQb6QQkiVZD8Tq8az6+vqMxkXxASrxvAEzfX19dl7P6uqqVldXrQHf5OSkVldXjS1kPXFtxi0UClmvjOXlZaOM6TJJtRgVYp5+htkhvOrZBQw4Cu6wiWcN8FhR2Bgsz7JijDEWnmVl3flQhAfYvb29dko1ND3nc6H0pWZCKMCbkuCVlRUDVghdan3eA6waDkwkEtHMzIxeeOEFlUolbW5uKhqN6pNPPtHHH3+sWCym+fl5hcNhjY6O6sGDB5qamlI2m7XEStYrx4v4kClGEkNIhRLgeWRkxHRouVxu6RHkmSzmADaUcWKP8T70pAeGMMHtTgbiQ7TteSg+nOdBiGdqASPeIfL5cB4ccZ8+h8XnrvBdPKPPIUNGR0ct4ZX15UNePjzmf4bt83oQZoXeKKVSSb29vRofH1elUrFzwhqNZrNUQuEAchhkStVx6tAVOP4+KsF3+rJnwkz8nXDys8qhBStQrKFQyJiLUqnUolxYaCx2Qh0gedCsT7Bi8bGRQIF4wRivfD7fguCp3oGeBbHCmCCgVAwvhoJqkN3dXc3MzFhuzHPPPaeZmRlNTU1pb29PN27c0Le+9S298sorkmRx6WKxqKNHj+qdd97R3bt3NTU1ZUlTOzs7Vk1EORlKF4YkEonopZde0vPPP6+XXnpJiURCKysrmpmZ0fXr17WwsKBisWg5E76fAVQwMUtf+uqTNz3lTXKWj9f7vCEUCADBlwpjiJlrjANgjU3oqXkMVHs8GPDilRAMGeWcKCHWBayCDwF1dHSYYsc783F1PFFfnUZYCEXAtegMCWAhJ2h4eFhTU1NmBAG5fX19ikaj5rniFfF7uVy2s1z8gYmMGV4uiXF+rXd3dysej0tSC81PzsVhFAwGvY58c8d2AMrvhMi8dwsIx5BgqPCa9/b2FIlEtLi4aEAvlUrZvANIarWaBgYGjJWkckNqlkazJ2jYt7KyooGBAQsfERLCSELR01369u3bxrz+1V/9lR49emSHHZJ7dO3aNV25ckVzc3MWZmcMyIPhOfzzd3V1WShJkq1fn8jvE22lpoHlMz6xlf2GLuZ/1iqf9WDZM6vcs2dA2sWHcX3oqD384pkM1js2xb+f+WHvo9O8g4ZN8cmo/vPkm5AriC70Jds+l4597lkdxm5tbc3OtKK1RjqdNl3p9Tb7fnd314pEOFkbfUXIEwcJ1hi96lkY2C5J1v0cQE0Y1CeO/65yaMFKd/f+WTZdXftn82A4CZGwMUB+KHyMEBQZqM/Hn1HkPoGKWDHMB5Pd19dnZWN4aQAiJnB8fNy80VAopImJiZYks+3tbc3NzVmZcSgUMhAVi8Vs0UWjUY2Pj2t5eVkfffSRNjc3lc1mLcfh6dOnOn/+vP7t3/5N6XTa2h4PDAwolUrp9OnTGhoa0sLCgqT9jZpIJHT27FmdO3fOnu/Ro0cqlUp2bgnljj6UxWYHkHiWgo3IZgI44j21j5EHJ4QcMOieGWmnepkjxsuzY94rYv6pfmHu2VAoFH73WfZ+HfFegABGj2cmdDM8PGz0qM98R7HzXowEGfYoKcAU5cqZTEbj4+MaGxtTb2+vEomEIpGI5WoVi0Urh89ms/ac7d5go7F/NMDg4KABsYGBAcuVQVl5hc3nyYsCWFcqlRYQfpiE+YWhaGdXpdbwgCTrGopyxjj6Mcagotx9fgtrwFdILC4uanNz03KcWOdcl7X09OlT87KZH/LPWNs+EXJlZUWNRkOjo6O6f/++Xn75ZT158qSFKezq6lIymdT09LQymYxKpZLC4bA++ugjDQ0N6eHDh+Z9c23WN04JZe/d3d02jrCZAHrvdWPk2/NF2lkND84YTw/y+edzXHCOaGgptXbGJvHdMxk+VOyZFw88PfOKjuGaPhzt9VF7eAjdwTWZY8AF393b26vBwUHNzc3ZM/N9jDfXkZrngOGctzs8gDsPLtDjoVDIKhHRc7Qw4D4Bs6wz+iv59Ua+It+DzWQOAFw+57BWq/1euuPQghXitIlEQolEokXBckgfmx5a3RtESS2VGygDT6mxKVZXV40qTqfTNlk+54DTcvEooD9XV1e1u7tr2fIdHR1aWVmxhRqNRtXV1WXJknfu3LHv6u3t1c9+9jNdunRJ169f17lz59Td3a1CoaDl5WVNTEzoww8/1OnTp3Xv3j2rNPrBD36gzz77TKlUSrlcToVCQUtLS7p//769LxqNKpPJ2JkidCRcXV21pKmBgQHr+QLiZ5yk1j4knn4lxsr49Pf322KWmpQoSZwoesYVo40iRlkQKvGACTrR061eafqKANYGSt3TyCgo4tR8L4Ix53ooGx8u9MYNKp+4MusNw+UVGFUhoVDIek5sbm5apRg9LGCJAFBUtaDE0+m0MYGhUMhCRRg4TtcmHNTRsd/xkjVIiS6eH4rLlzqjwOLxuFZXV/8v7OT//wUWE4XswzckwvO7z2eAYWXO9/b2WubSvx+jAajzfTEAu9ls1kCvN9Ak61cqFU1NTVlTNvI+GPtUKmUOWDQa1d27d3Xp0iVzbh48eKBvfOMbevr0qS5evKg7d+5oYWFBGxsbeuGFF/Thhx/q/Pnzunnzpk6cOGFt93t7ezU0NKR8Pm+OAQ4gRgpnA+OEY+ablJFI7gGzDxcQtvD5P+gSDLpnFtpDKR6okKvmq2QwmB70cB8+HOxBqtcdiAco3LcPb3MdgIlP4OXz3uj7EI5nmjo7OzU0NKS5uTlbS9wbn2GMvLPHdwOI+W5YLUktxQawL97RIxeFv1cqlRb9CTPry9OZb74XhsU7fu1OWVdXV0vLj2eRQwtWiANjKEBuKGpi7HRYRWHXajUzAkwWRgT6X2rGNIvFoqanp1UoFIymlWRxXO+t+kTdubk56ySaz+dNAfpMed9+GIM1MTGhhYUFTU5OqqenR5cvX9bHH3+ser2uubk5nT59WkeOHNHp06c1PT2tP/3TP9Wnn36qwcFB7ezsaGZmRqurq9rc3NTm5qYymYzdJ03m2GilUqklXwZvHGVXLpdtE/jSQZ4RcEesH1rRbyhCDGwaH0phPlBmvtGbj10zLz6TH5DjvRevNNlcUNA+3OOTcEH+GH0qL3w5NQoSmtkrDk9Z12o166fhlbT3ijCI3DtKB+AG60Qrc3KEotFoS4Il3w/Nynyh5CgzDIVCZpChdVHcGE7ymvycAAi7u7utaqlWq5nSIwxxGAVA5qufGFfClfyOst7Y2GhJHJdagXF7yWej0VCpVNLMzIyOHz+uzs5OS1Td3t42LxVFDrslycJ2i4uLLWeLAVJJgOS+Mfo0AIxEIlpaWlK9XtfTp0+VSqU0PDysRCKhBw8e6NSpUyqXyzp16pTeffdd6xmFx0vIkT1AmStODPsXhoWx8GFy9jX6WJIxTugCD1w8GwEQlJpgoj1J3bO77fkonunwbEy7eCaEz1Ep5sN9MAXcH2vA569xHx6EcO/tIKddYIkkWbUWr7MG2xlj9C85QB58wWjzdw+SeG50gD/xGd3HWoOxwemX1HJIISwL7/PADX3OHOGUwfpw1tWzyKEFK1BLCwsL2t7ebtk4kkyRopxhV6DIPSjBa8TLYVF2dOx3k3355ZcN4MCUcGYHyWW5XK7ljIzBwUHl83lFIhHLxpdkyHJyclKdnZ3KZDKKRCKKRqOqVvfP7llaWrKW65ubmzpy5IikfaWxsLBgNO2jR480MDCgN998U6VSSV9++aVyuVzLOT0k0w4MDJhnDTDBALZnlMMwUEYpNZPJfLM0QilsAt6D149ikZrlvz42DcOBB8Uix2j4UBNAxispT1n6tvL9/f1mXLgPWAjWjt9YKEKeAfEsEiDJe5QIWfA8y8bGhhKJhG1w2BoAsE9QpdV1NBq1EJUk82xIYvOgDgBJYi6GF3CMgqJ3DwYPpcfeQKlhcKG5uQf2BoqUvi+RSETZbLYF0B0mYcyZM9Y680fjKsAIeRrsJ+91t3v4CIBxbGzMgB55D+zN9fV1a40fi8WsPJSeNrC6r776qu7duydp3/MfHR01r5Y9hxf9+PFjjY+PK5/Pa2lpydYOlR/d3ftdZiuVir773e+qWCzq448/tlDfmTNn9OTJE6sY9DlQUtOg06Hbg1xvDL2X7vUCDCR7gjHDYWhPSke/eN3hGU+fs8H1+RzzIzWBkU+I9oyqZ2hhkNlv7ayMBx/saf+M7Y4Z+5HvbQ8PAQjIW+E13ktUwDM5Ps+SOQWYcc/saz/G/B2mDoeHghFAB33CsBHcUyQSsefEocFeoDv8XHm2kjxR1sizyqEFK8TfOGOl0WhW4QwMDKhcLht9msvljN0g1MCA43362CBotqOjQ8PDw9bRtaOjQ7FYzCpwJNnBcL7sjszqvr4+O4PnV7/6lc6ePWs06uzsrCVkMqFUDjz//POanZ21Nv8oMs4aunv3rqLRqJ577jm9++67eu+99/TWW29paGhIJ0+e1NLSkiYnJ3XlyhUNDw/b4iSJknOU6vVmy3bCD3h4JK+hKBgbn5wLk8GmwdDzOpvN0+aEdhhjFjhKkHH3IMInTHNPfsN75gKj4L0JruEVBIqK+LpPyPYGm7UmNRUIQMVntPsGeeVyWclk8isNAfFIPUXsDReAgnwSH9PmdcQfMIZyonJoY2NDsVhMvb29mpiYsM/zekdHhyVJ++6hgFEofBQRYQvYREKUv0+S3EGQ2dlZyz2hPL23t9ea37FXMJ6RSERDQ0OanZ01oOudnXYQDYOQTqeVzWZVqVT0+PFje28qlVKhUJC0H5IizFwsFhWPxy2nKpVK6caNG+rq6tLzzz9v/Sk4qRugSuiUVglvv/22+vr6NDMzo6dPn1rLfc7hee+993Ts2DH9/Oc/17e//W0lk0l9/vnnkvYdg1OnTikUCmlmZkZzc3PGzAGK0YF0Q8UB8s/OvmOvs2884+DDyN4T9/lnsKnoEnQE+9mzq3y3dyS8w+H1mAco6Ap/feaTveOdGw9K0Qk+dwVD7Z1efuZv7SCNPUjlJ6Xf6DLGwCclo09YvwhABlsUCoWMaUbXIX7NUx2Ks0vVms+z4Z49S0voGTBYqVQs9M9n0Cmcf+YB/+8qhxaskD0PJQXw2NjYaKFU2QSSWs4A8QtRalK6oHKqBQqFgr744gvl8/mvNIDCs5mfn9fQ0JCVj9brdcXjcUWjUeXzeasKmp6etoRVgBRexpMnT6wksFar6e7du+rs7FQymdTS0pKOHDliBvDIkSOamprSwsKCTp06Ze34u7q6tLq6qnK5rBs3bugXv/iFjh07pq9//eu2QHw4iox/xg7PmY1PIjIhHUk2LsRY289V8hn7PpGWsQUkSGoJH6GAUH6eQuZ6vtpAahp6SS2dWnmf3xSwMGwoD8g8XYvSgfr064Sxa0+s9BVLPheFaqxYLKZyuWxhF6nZfdQnPPKPsUTB8ByMM8aDXBaYllwuZwqRXCNK30mg8x6u994AHtVq1U5vpkcQSb2se7yv36cL5UGQcDistbU1MwYob3IyPIPVvi68IfLiX0NxLywsqFarKZVKSZKFbtbX162C0bfjJ4eup6fHziKTpHw+byCxr69PS0tLlqDY1dWlQqFg+TCxWEyVSkUvvvii1tfX9fTpU+vrEovFtLi4qAsXLljF4L1792wP1+t1WzPRaFR/+Id/qO3tbd2/f9/WNwCXsfGgT2oyTe1Jthh7Psda9w6AN8LsPV/e7ceaNewdJfYx70EXAEL4XDu74tmc9rAU7+M1XgfU+O/yDAt7xYeumC8fQua9/tlI0IfxhzVBb3k9wThxXak15OJBEYwuIMI76+SbcI+AonA4bCwMYT6fzyY1e774JpPoPp5zd3dXg4ODLczxs8qhBSuEO/D8iP+D9KSmh49hok8KCt4bQqlZreE9JA7sKxaLRqU2Gg3rfbCxsaFIJKJ8Pi9JNqG+wgfFv7e3p3Q6rZGREaOAYTag2+gOury8rF/+8pc6ceKEpqamtLi4qEqlos8++0zb29v64IMPlMlk9PDhQ50+fVqpVEoTExPWW4XGcj/+8Y+1srKi8+fP2xHf9XrdYuWUqaFUfMY7i5pFDuAA/O3s7Fj/GO+psGlIzMV4Aki8dwrTQMdcNjk/+2obwJFv1sZ7AFSAJK+o2FS9vb12j8Smib37MBMbbGNjoyVWzc/kR0nNk3n9c5OvAIvhy9q5J/KsCMOwlolBYxh4dkktpbOhUMjGDM/M55lwLAMGGUoYsOPLPpk7PCI6ja6urlpeE7leNC0jN+IwCsaYecVJwJlBMUtqMTZenwCePRPocxt4jb40hHL9QaKUIVOmTmkn65gqIYDkkSNHFIvF9Mknn2hoaMhOzkZCoZAKhYJu3bqlZDKpN998U4uLi3r8+LESiYQZklwupyNHjmhnZ0dDQ0OWzP3kyRMDwjhZZ86cUSKR0MLCgkKhUMuBqOTpUJDQzjj5vDLG1DOs3gnxDC45FVIzn8OzJp7JwmFpL1uWmlUzAJH2UEy7/pf0FR3mv4fX0TeehfFAy4e5fPjM3wvy2/JZIpGINYFEx8H0dXR0GBAheZ8wNHPg2ReAlNdZUmvHZJg8roc+ht1FX3vAhN5lzDc2NqyFQjgctjYi5EJRGYn+96G831UOLVjxwEGSKXt/aixEnqLxAAADwUlEQVSGCuPHe31vFU/xgTCZ1Fptv/nb0NCQJicntbm5qVwuZ5OIsKBgTNg49FDg+9PptPL5vHUD9BSpJIsb9/b26vnnn5cka1WdyWQkydicqakp854xKOvr60qn0zpz5oydvhsOh/Xhhx9afg2eJAoCYAdj4j3H9qQpjCjomMXL8/lYLWwErAFNt3x8G1Dh+014lsZXWnAt7sln3Ht2jGdhTojJQjX7UmSf74LS4ntQCiglnsvT11Lz9O72BGRyZcieBxRxQKTvPYBRYw0CJL1ShdXzniBhREBfNBq1s11KpZKNV6PRMGDjaWUUHOMXiUQMfFNSS7dmDCfhNl9pcNiEdewNCj8D0DGMABrv4TMPPtkRA8oawSlirWxtbVmeGMp7fX3d2MtkMmnn6fjE00gk0tIPJhqNanp62oCD/46+vj4VCgVVq1XlcjmdO3dOvb29xritr6+bHiwUCmo09s82Y//iWCWTSd29e1fpdFqlUkkvv/yy9YrxjEU7oMCA8jcYKa/ffA6FN55+PhD2MwyLZ7i8wfMMB/oe8Ohz5Py4+v3v1zHfybW83WhnXzyT4lk1/8w+IZ9roEM8W+z1imeDfUdwQAmhdN940jvY7ayNB4Ze/6JfKfn2TigOPfcB2AiFQgaefV4ReVO+uRwVRvSRQi/7AohnkVCjnc8MJJBAAgkkkEACOUByOF2jQAIJJJBAAgnk/xkJwEoggQQSSCCBBHKgJQArgQQSSCCBBBLIgZYArAQSSCCBBBJIIAdaArASSCCBBBJIIIEcaAnASiCBBBJIIIEEcqAlACuBBBJIIIEEEsiBlgCsBBJIIIEEEkggB1oCsBJIIIEEEkgggRxoCcBKIIEEEkgggQRyoCUAK4EEEkgggQQSyIGWAKwEEkgggQQSSCAHWgKwEkgggQQSSCCBHGgJwEoggQQSSCCBBHKgJQArgQQSSCCBBBLIgZYArAQSSCCBBBJIIAdaArASSCCBBBJIIIEcaAnASiCBBBJIIIEEcqAlACuBBBJIIIEEEsiBlgCsBBJIIIEEEkggB1oCsBJIIIEEEkgggRxoCcBKIIEEEkgggQRyoCUAK4EEEkgggQQSyIGWAKwEEkgggQQSSCAHWgKwEkgggQQSSCCBHGgJwEoggQQSSCCBBHKgJQArgQQSSCCBBBLIgZYArAQSSCCBBBJIIAdaArASSCCBBBJIIIEcaAnASiCBBBJIIIEEcqAlACuBBBJIIIEEEsiBlgCsBBJIIIEEEkggB1oCsBJIIIEEEkgggRxo+T/5TzmvbC9w7gAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(v[:,:,1], L\"\\frac{d}{dx}\", (1,2,1))\n", "imageplot(v[:,:,2], L\"\\frac{d}{dy}\", (1,2,2))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One can display its magnitude $\\norm{(\\nabla x)_i}$, which is large near edges." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(sqrt(sum(v .* v, 3))[:, :])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The divergence operator maps vector field to images. \n", "For continuous vector fields \$$v(s) \\in \\RR^2\$$, it is defined as\n", "$$\\text{div}(v)(s) = \\pd{v_1(s)}{s_1} + \\pd{v_2(s)}{s_2} \\in \\RR.$$\n", "(note that here, the variable \$$s\$$ denotes the 2-D spacial position).\n", "It is minus the adjoint of the gadient, i.e. $\\text{div} = - \\nabla^*$.\n", "\n", "It is discretized, for $v=(v^1,v^2)$ as\n", "$$\\text{div}(v)_i = v^1_{i_1+1,i_2} - v^1_{i_1,i_2} + v^2_{i_1,i_2+1} - v^2_{i_1,i_2} .$$" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(::#9) (generic function with 1 method)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "diiv = v -> [v[2:end, :, 1]; v[1, :, 1]'] - v[:, :, 1] + [v[:, 2:end, 2] v[:, 1, 2]] - v[:, :, 2]; # Pour ne pas avoir conflit avec la fonction div de Julia." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The Laplacian operatore is defined as $\\Delta=\\text{div} \\circ \\nabla = -\\nabla^* \\circ \\nabla$.\n", "It is thus a negative symmetric operator." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "delta = x -> diiv(grad(x));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display $\\Delta x_0$." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(delta(x0))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Check that the relation $\\norm{\\nabla x} = - \\dotp{\\Delta x}{x}.$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Should be 0:\n", "0.0" ] } ], "source": [ "print(\"Should be 0:\\n\", sum(grad(x0) .* grad(x0)) + sum(delta(x0) .* x0) )" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient Descent in Image Processing" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider now the problem of denoising an image $y \\in \\RR^d$ where $d = n \\times n$ is the number of pixels ($n$ being the number of rows/columns in the image)." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Add noise to the original image, to simulate a noisy image." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "sigma = 0.1\n", "y = x0 + sigma .* randn(n,n);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the noisy image $y$." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(clamP(y))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Denoising is obtained by minimizing the following functional\n", "$$\\umin{x \\in \\RR^d} f(x) = \\frac{1}{2} \\norm{y-x}^2 + \\la J_\\epsilon(x)$$\n", "where $J_\\epsilon(x)$ is a smoothed total variation of the image.\n", "$$J_\\epsilon(x) = \\sum_i \\norm{ (G x)_i }_{\\epsilon}$$\n", "where $(Gx)_i \\in \\RR^2$ is an approximation of the gradient of $x$ at pixel $i$ and for $u \\in \\RR^2$, we use the following smoothing of the $L^2$ norm in $\\RR^2$\n", "$$\\norm{u}_\\epsilon = \\sqrt{ \\epsilon^2 + \\norm{u}^2 },$$\n", "for a small value of $\\epsilon>0$.\n", "\n", "The gradient of the functional read\n", "$$\\nabla f(x) = x-y + \\lambda \\nabla J_\\epsilon(x)$$\n", "where the gradient of the smoothed TV norm is\n", "$$\\nabla J_\\epsilon(x)_i = G^*( u ) \\qwhereq u_i = \\frac{ (G x)_i }{\\norm{ (G x)_i }_\\epsilon}$$\n", "where $G^*$ is the adjoint operator of $G$ which corresponds to minus a discretized divergence" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Value for $\\lambda$." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "la = 0.3 / 5;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Value for $\\epsilon$." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "epsilon = 1e-3;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "TV norm." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "norm_eps = u -> sqrt(eps^2 + sum(u .* u, 3))\n", "J = x -> sum(sum(norm_eps(grad(x))));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Function $f$ to minimize." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "f = x -> 1/2 ^ norm(x - y)^2 + la .* J(x);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Gradient of $J_\\epsilon$. Note that |div| implement $-G^*$." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "normalize_vec = (u, epsilon) -> u ./ repeat(reshape(NormEps(u,epsilon), (1, 1, 2)), inner = [size(NormEps(u,epsilon))[1], size(NormEps(u,epsilon))[2], 1])\n", "gradTV = x -> - divergence(normalize_vec(grad(x)));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Gradient of the functional." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Gradf = x -> x - y + la .* gradTV(x);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The step size should satisfy\n", "$$0 < \\tau_k < \\frac{2}{ 1 + 4 \\lambda / \\epsilon }.$$\n", "Here we use a slightly larger step size, which still work in practice." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "tau = 1.8/( 1 + la*8/epsilon )\n", "tau = tau*4;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "_Exercice 3:_\n", "Implement the gradient descent. Monitor the decay of $f$ through the iterations." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the resulting denoised image." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "#imageplot(clamp(x))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Constrained Optimization Using Projected Gradient Descent" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider a linear imaging operator $\\Phi : x \\mapsto \\Phi(x)$ that maps high resolution images to low dimensional observations.\n", "Here we consider a pixel masking operator, that is diagonal over the spacial domain." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "To emphasis the effect of the TV functional, we use a simple geometric image." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 64\n", "radius = 0.6\n", "t = linspace(-1,1,n)\n", "(Y,X) = meshgrid(t,t)\n", "x0 = (max( abs(X), abs(Y) ) .< radius) .* 1.0;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider here the inpainting problem.\n", "This simply corresponds to a masking operator.\n", "Here we remove the central part of the image." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "a = 4\n", "Lambda = ones(n, n)\n", "Lambda[Int(n/2) - a : Int(n/2) + a, :] = 0;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Masking operator $\\Phi$.\n", "Note that it is symmetric, i.e. $\\Phi^*=\\Phi$." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Phi = x -> x .* Lambda\n", "PhiS = Phi;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Noiseless observations $y=\\Phi x_0$." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "y = Phi(x0);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(x0, \"Original\", (1,2,1))\n", "imageplot(y, \"Damaged\", (1,2,2))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We want to solve the noiseless inverse problem $y=\\Phi f$ using a total variation regularization:\n", "$$\\umin{ y=\\Phi x } J_\\epsilon(x).$$\n", "We use the following projected gradient descent\n", "$$x^{(k+1)} = \\text{Proj}_{\\Hh}( x^{(k)} - \\tau_k \\nabla J_{\\epsilon}(x^{(k)}) )$$\n", "where $\\text{Proj}_{\\Hh}$ is the orthogonal projection on the set of linear constraint $\\Phi x = y$, and is easy to compute for inpainting" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "ProjH = x -> x + PhiS( y - Phi(x) );" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "_Exercice 4:_\n", "Display the evolution of the inpainting process." ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "_Exercice 5:_\n", "Try with several values of $\\epsilon$." ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "raw", "metadata": {}, "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 }