{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Introduction to Image Processing" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "This numerical tour explores some basic image processing tasks." ] }, { "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", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "using NtToolBox\n", "using PyPlot" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Image Loading and Displaying" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Several functions are implemented to load and display images.\n", "\n", "\n", "First we load an image.\n", "\n", "path to the images" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [], "source": [ "name = \"NtToolBox/src/data/lena.png\"\n", "n = 256\n", "M = load_image(name, n);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We can display it. It is possible to zoom on it, extract pixels, etc." ] }, { "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" } ], "source": [ "imageplot(M[Int(n/2 - 25) : Int(n/2 + 25), Int(n/2 - 25) : Int(n/2 + 25)], \"Zoom\", [1, 2, 2]);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Image Modification" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "An image is a 2D array, that can be modified as a matrix." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAisAAAEjCAYAAADzFUHYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAIABJREFUeJzsfXmMnWd1/nP3fb+zz9gej/clTpzEdgnZnGAIlKU0oZUlSqlK01aFqvxRWlSFpVAEbSWkUtqQCnURRBFLgTQJIRuQkMXZYwdvY8+MZ5+5c/d9/f0xes4932f/qjgF7Gm/I43sufPdb3nf857znOec93y2TqfTgSWWWGKJJZZYYsllKvZLfQOWWGKJJZZYYokl/51YYMUSSyyxxBJLLLmsxQIrllhiiSWWWGLJZS0WWLHEEkssscQSSy5rscCKJZZYYoklllhyWYsFViyxxBJLLLHEkstaLLBiiSWWWGKJJZZc1mKBFUssscQSSyyx5LIWC6xYYoklllhiiSWXtVhgxRJLLLHEkl+qbNiwAb/7u78rv//4xz+GzWbDj3/840t2T29EPv3pT8Nms13q27AEFlix5FcsXPx2ux3T09Pn/T2fz8Pn88Fms+FP/uRPLsEdWmKJJRcj//qv/wqbzXbBn7/4i7+41Ldnyf8ScV7qG7Dk/6Z4PB7ce++9+PM//3PD59/97ncv0R1ZYokl/xP57Gc/i9HRUcNnu3btuuCxN9xwAyqVCtxu96/i1iz5XyAWWLHkksg73/nOC4KVb37zm3jXu96F73znO5foziyxxJI3I7fddhuuueaaN3Ss3W6H1+v9Jd+RJf+bxEoDWXJJ5PDhw3jllVdw4sQJ+WxhYQGPP/44Dh8+fAnvzBJLLPlly4VqVm666Sbs2rULL774It7ylrfA5/NhdHQU//zP/3zB795333345Cc/if7+fgQCAbznPe+5YGr5ueeewzve8Q5EIhH4/X7ceOON+NnPfnbecU899RSuvfZaeL1ejI2N4e677/6FP7clb14ssGLJJZEbbrgBw8PD+OY3vymf3XfffQgGg3jXu951Ce/MEksseTOSy+WQSqUMPxcrmUwG73znO3H11VfjS1/6EoaHh/FHf/RH+PrXv37esZ///OfxwAMP4BOf+AQ+9rGP4ZFHHsGtt96KSqUixzz++OO44YYbkM/n8alPfQp/8zd/g2w2i4MHD+LIkSNy3NGjR3Ho0CEsLS3h05/+ND784Q/jU5/6FP7zP//zzQ2GJb9wsdJAllwSsdls+O3f/m3ce++9+OxnPwsA+MY3voH3v//98Hg8l/juLLHEkouVW2+99bzPOp3ORZ1jbm4Of//3f4+Pf/zjAIA777wT+/fvx1/+5V/igx/8IFwulxybTqdx/PhxhEIhAMDevXvxgQ98APfccw8+9rGPodPp4A//8A9x880346GHHpJdPXfeeSd27tyJv/qrv8KPfvQjAMBdd92FTqeDJ598EuvWrQMA/OZv/iZ279598QNhyS9FLGbFkksmhw8fxvj4OJ5//nn510oBWWLJ2pR//Md/xCOPPGL4uVhxOp2488475Xe3240777wTS0tLePHFFw3H/s7v/I4AFQC4/fbbMTAwgAcffBAA8Morr+D06dM4fPgwVlZWhO0plUq45ZZb8NOf/hTtdhutVgsPP/ww3ve+9wlQAYDt27fj7W9/+0U/gyW/HLGYFUt+KVKv15FOpw2f9fT0GH6/6qqrsG3bNnzzm99ENBpFf38/Dh48+Ku8TUssseQXJPv27XvDBbb/PxkcHEQgEDB8tmXLFgDA5OQkDhw4IJ9v3rzZcJzNZsOmTZswOTkJADh9+jQA4EMf+tD/93q5XA61Wg2VSuW88wHA1q1bBfxYcmnFAiuW/FLk6aefxs0332z4bGJi4rzjDh8+jH/6p39CKBTCb/3Wb8Fut8g+Syyx5H8u7XYbAPC3f/u3uPLKKy94TDAYRK1W+1XeliVvUiywYskvRfbs2XMeDdzf33/ecYcPH8Zdd92F+fl5/Md//Mev6vYsscSSy1Dm5uZQKpUM7MqpU6cArHbB1ULmhNLpdDA+Po4rrrgCADA2NgYACIfDF6ynofT09MDn8513PgA4efLkm3oOS37xYoWxlvxSJBaL4dZbbzX8XKivwtjYGL785S/jC1/4Avbt23cJ7tQSSyy5XKTZbBq2DNfrddx9993o6enB1VdfbTj23//931EoFOT3b3/725ifn8dtt90GALj66qsxNjaGv/u7v0OxWDzvWsvLywAAh8OBt7/97fje976Hc+fOyd+PHz+Ohx9++Bf6fJa8ebGYFUsuufzpn/7ppb4FSyyx5DKQwcFBfPGLX8Tk5CS2bNmC++67D6+88gq+9rWvGXYCAUA8Hsdb3/pWfPjDH8bi4iK+/OUvY9OmTfjIRz4CYLXx3L/8y7/gtttuw86dO/HhD38YQ0NDmJ2dxRNPPIFwOIz7778fAPCZz3wGP/zhD3H99dfjj//4j9FsNvEP//AP2LlzJ1577bVf+ThYcr5YYMUSSyyxxJLLQmKxGP7t3/4NH/3oR3HPPfegr68PX/nKVwSAaPnkJz+J1157DV/4whdQKBRwyy234Ktf/Sr8fr8cc9NNN+GZZ57BX//1X+MrX/kKisUi+vv7sX//fsOuoyuuuAIPP/wwPv7xj+Ouu+7C8PAwPvOZz2B+ft4CK5eJ2DoXuxHeEkssscQSS37BctNNNyGVSuHYsWP/7XE//vGPcfPNN+Nb3/oWbr/99l/R3VlyqcWqWbHEEkssscQSSy5rscCKJZZYYoklllhyWYsFViyxxBJLLLHEkstarJoVSyyxxBJLLLHkshaLWbHEEkssscQSSy5rscCKJZZYYoklllhyWYsFViyxxBJLLLHEksta1mxTuPe+973y/06nA5vNBq/Xi3q9DofDgWazaWjv3m635SV57XYbzWYT7XYb9XodjUYDrVYLdrsdTufqkHg8HsRiMfT09CAcDmNgYABOpxNutxvZbBbtdltelFWv1+F0OmG329FoNGC322Gz2dDpdNBut9HpdODxeNBqtdBsNlGpVOB0OtHpdFCtVtFsNuFwONBqtdBqteBwOFCtVtFqteB2u9HpdFCr1eB0OmGz2eQeG40GHA4HbDYbAKBWq8m1+HzmFwO22235Dq/HzpC8D94zn8HpdMr1nU6n3CuFzw2svvmUP51OB81mU+7B4XDI+arVKhqNBrxer4x7s9mU+7Hb7Wg2m3Ks1+tFp9OR+6LwOp1OBw6HQ56Fc+ByueDz+eDxeFCr1VAul5HP51EqlVCv1+WNq3xmjp/H4zHoCXXK4XCgXq/DbrfD5XLJvej74rxoHXE6najX6/L8LpcLCwsLmJ+fR6lUQqvVEj3kc+3atQv79+8X3aNO1Ot1tNttNBoNecZqtQqPx4NGo4FGowG/349arQaXyyV62G634Xa7RU/sdjs6nQ58Ph/q9brcg9frleM5N/z3hRdeQKVSAbD6/qcvfelLF712L7UMDQ3B7/fD7XaLDkQiEWzevBl33HEHdu/eDYfDAafTiUqlgmq1iqWlJTzyyCNIJpNIJpOIx+Pw+XyIx+MAVvWNem6z2dBoNPDggw9iYmIC4+Pjsg6mpqbg8Xjg9/uRz+cxMDCAUqmEZDIJr9eLVCqFcDiMUCgEu92O6elptNttRKNRDAwMYMeOHSgUCnj55Zdx5swZ9Pf3Y2RkBDt27MA999yDbdu2we12Y8eOHfD5fHj44YdRqVTw+7//+zh79iweeughVKtVDA8PY8OGDajX61haWkK1WkUqlYLT6cTg4CBisRi2bduGZrOJ8fFxTE5OIhaLIZFIyJoNhULyf6/XK/bJ5XKJfaMtsNvtaLfbskb4uRbaSK4ZrmGHwwG3241GoyE2gbrpcrnQarVE9zlvvJ7Wfa/XK/aC9t7hcACArH2em+fnvx6Px3C/tIO8L4fDAYfDIfdst9vh9/vh8XgMz0H7zWNpU6kfdrsdpVIJn//851EqleBwOMR2OZ1OeL1ehMNhAIDb7Ybf70cgEEC73Uar1UKtVoPNZkO73YbL5YLH44Hb7Qaw6h8ajQbOnTuHUqkEt9stryvI5/NyD4ODg6hUKmLrODahUAjr1q2Dz+eD1+tFtVpFrVZDJpPB0tISCoUCxsfHYbfb5bx8x5Pf78fIyAiSyST8fj+q1Sq+9rWvXdS6tZiVSyRWXfPaErNh/VXJ5awnl2pM/qcSjUYNQNLj8QAAEokEfD6fgDgA4hB9Pp+AEDpAHkenzL9pZ5FIJDAyMoJqtYpqtQq32w273Y5qtQq/349Wq4VwOAy73Y5isQi32412u41IJAK73S6BjdPpxJkzZ/Dcc8+hv78fuVwOfr/fAJKAVSB2/fXXY2xsDI899himp6eRSCTQaDTQ29sLj8eDrVu3wuFwIBgMYmlpCY1GA8vLy+jr68POnTvhcrkwNjaGgYEBnD17Fk8//TRSqRSWl5dRrVZRKpVgt9tRq9XgcDgEIAMQgMDADFjVk3q9LgESAHH0HF893hrQ01kTqDAooRMmCCFw59hrMKIDSQYfPNYcVOiAgffDQIXBlNPpNASV1AWCD4fDAZ/PZwBsBCcMxPS88ZkomUwGCwsL8nmn0xHgQ2Dj9/sFTBQKBXkul8slz9loNFCr1SQYojgcDvj9fgF+fr8fPT09CAaDcLlcyGazACCBdK1WQ7vdRrValXnieLvdbrhcLiSTSQExtVoNsVgMgUBAdKBcLqPVakmwWC6XL3rdrllmxW63i8Joo0kFZyTL37kIGG0CMKB4KgUjTv7u8XgQDAYBQBQlEAjI4sxms/D7/fK70+mEz+dDtVqVa/I+iWY9Ho+gZqD7KnMAwop0Oh2JgmmUuKhsNpsgbaDLLhBBU3G1ozMbWB2x6GjezCLozxgVNJtNuFwuGd9msykGiREWP+P3NPtRr9fh8XgMC5Tn5mLjeYFVVM7713PNiIX3o//WbDbh8/lEFwDA5/OhXC7D5XLJOcmScB54Dl6bRqXT6Yje8HwcVzOjQuNLHaTRYiTPMY1Go8hkMsJq0IDy/4uLixgfH0cikYDH44HX6xX2g3pBloROg3NMnSNTVa1WhZ1hBKyZIj47DTHnhP9Wq1XYbDZs374dsVgM27dvx8jIyH+zQi9fKZfLCAQCBraQ61yvDTKKmvXi2FIfKdoZAKt6MzIygmg0KjaiVCrB6XQikUhgbm4OwOobgdPpNHw+nwCTcrmM5eVluN1uNJtN9Pf3Cyu4uLgoToDGPxaLweFwIBwOo16vY8OGDfjZz36GhYUFRKNRlEolLC8vY25uDq1WC2fPnsXevXsxNTWF4eFh5HI5lEolxGIxDAwMwOfzYWBgAA888ABeeuklYUjL5bIcxzVRrVbhcrkEuBBAUCf5dzO7QIBjZotps7TzZZSv7SkZFQACEnlu6i3XANcu1yTtK8/HNU5mgYwqfYf2DZx7l8uFdrstDKwGW2Q9ydJQV7ge+SzatgBdO37mzBkBA41GA9FoVOaA19X3zHnQzB59TbValTVOYEHbzedwuVyi+5zHdrsNp9OJTCYDj8cjTHgmkxHwxPEm8InH4xgdHcX09DSKxSKq1aqsB6/Xi4WFBbRaLXi9XkQikYtet2sWrHCQAYiB16kIswPSE8PPuSAASMqFQIUouFqtioMBVpWxXq+jUqkY0D0Vmg6p0WgIdcjP6IAdDofQaFRAAKKQwCpoqdfr4lQ15a8VmdQmHRwdfa1Wk7HiePAZiP6JwHkMFyaNgU5hUMGpxFyoAMSw04Do7xG968iHxouGSs+djrRowPT48l+msPhctVpN5o8LiOBBz3MymUShUEA+n5dr8u8cMz4D50VHW3RWfDZ+pgEZU5GazqY+8Pd2u41AIICtW7diamoKqVRKDAL/vrKygqNHj6JcLuOtb30rEomEfI8GhIbO7XajUqnA6/UaKGUaM5/PJ3PA+9K6pHWF/zYaDVQqFQHYfX19eN/73odarQafz2fQsbUkBGRcl8lkEs1mE8ViEalUCuVyWah2l8uFVCqF1157TVJwPIe2PwT9Wnenp6fx6quvSuqHoCibzcr4zczMCJAJhUJIpVLwer0ol8uYmJjAhg0bMDQ0hAcffFBsz+zsrLxFmCmqeDyORCKBcrmMEydO4KWXXkKr1cLmzZsxOjqKQCCAbDaLcrmMjRs3IpfL4QMf+AC+8Y1v4Pjx49i2bRtisRiGhoZwzz33YGBgAEtLS3C5XIhEImITl5aWMD8/j76+PiSTSVlrdOxA10ZqsKCdMsef66dWq4nOa9ujnTvPS+Cv7QXXn7Y7FNofnfbW4J6OnLaZwSLvm6BQ34M5nUXmxhzMaHCmgY/2JXxmpovy+Tzuv/9+hEIhABBGz+zv+FwMUMvlstgmXpefM9hg+pF63+l0kM/nUSgUEIvF4PV6EQgEkMvlUK1WBTDTzhIsl0olJBIJBAIBCc45b+VyGevXr8f8/DyazSZKpZLcd7lcxvT0NAAIAXAxsmbTQHQwRLF0IFSySqUik0eFJsqtVCoGNKtzrnSEXCxut1siHCpUu91GLBYzLBDeS6VSMeRV6SzdbrcsUk1Dsq5GR2pcxFRERlwAZLHZbDZB9fozoEulauXWzAopPbNic0GbDQwpUD4vAQsXMg2Pjm70HJXLZXHkfAY6VF6HY6ivoceETpz/9vf3GwyBPjcBg9YP6ggZF4/HA5/PBwBibAgm+EwcJ7Oh4jn5/HT4BCh8BjoxAlKOkZ4ju92Onp4e0T9twOhAybDoWhOenzrAOdH3xXnnWJD1IagDIAZUs3ma8ub3EokEdu7ciUAggFAodB7LtZaEuf9kMolwOAyn04lwOCx1Uel0GqVSCZVKBel0GjMzMygUCob6Lp3+0SBaMwNjY2Oij06nE6FQSObI4XAgEomIsyctTmfJuo/169fjueeeE8fUbrdx/PhxNJtNcTT5fF7W7p49e/Dss89idnYWHo8HLpcLgUAApVIJ2WwWS0tLGBkZwZVXXoknnngCJ06cwI4dO3DVVVdh06ZNWFpawuDgoMF5NxoNlMtlSXk4nU6k02msrKwglUqhUCigVCohk8kY1jaFY6TtCfVO/51rmyyptk3azur0CccX6K4pBha0gXTMXDc8lmOmGRAGPTqo0nVw+rnoXyjalmmWQwdx9Df6PPQBzWYTKysrWFlZAdBNlWnmlYEDg2qya2SReQx9EW0J61mYjmEtJLAKIpaWlpDP51Gr1WQdEIxybFivyZ9SqSQpIvq3YDAIn8+HUCgEv98Pr9drYH3L5TLK5bLUtFyMrFmwAnQjbmAVgWoQQNZDFxg2m00x3Jr6ptISZFAZSC8yVUCDwshBI3CCIk3REdFeKALTKRmt8Lw+j2+325IG4rFUeDoYnTPnPejcqHmh6P8D3QJhjiWjRx2VaHqVzlrTnxrkaAPOceAPj9ff05E+jY+OwgAYAFSz2cTi4qIcyxQFDYtOh2jnQadM/fD5fAbHzTEnWCSNyQWpgQmBGAEGx4XPq6M7/l+zW3reo9Eo4vG4AbBw3Em9jo+PY35+3qAD1G2v1yvGwmzg7Xa76JwurGZOW+s9557gjhT0+vXrceDAAWzevBnFYhH1et3A6qw1YVFosViE3W6X/DrBa6PRQKFQQDabxeLiItLptIw5dYF6Tr2qVCoGww4A8XgcN910kxjuYrEohf+sI8hms0in06JLNpsN/f39SKfTSCQS6HQ6KBaLEsEGg0FZL36/X9ZVvV5HJBJBJBLBiRMnxD5t2rQJfr8fCwsLeOWVV8ThuFwuvPjii9i9ezf6+vokFVAul7FhwwZhGuv1uqyTfD6PSqUiTEgul0OxWESxWES5XEYul0O9Xpfn1GkyAGKvqHvacWvWg/ZHs6v8nc9Lfdepav6N48hraTtA26KBjq5lYeqPPkLfj2YrgW6AStH/1yyKTi0CMNyjtmtOpxOTk5MSxOo1SVvBa7AWhWUNmp0ulUqimzabDZVKBfV6HaVSSX7IehDQko0vl8uIRCLo7e1FIBCQgmo+DxlfZhcAiC3gebxeL0KhkGEMNKscDoffFCu7ZsGKrm/ghJudsK6boEGhaMZFOxGdU6RzI9jQ9CRZEp0/ppMk5UvqX0ca2nHrPCmjNi4cvaAJlsz1ORTt7Pnc/D7Qzely8ZpZCB1Za+qSNRKaveH3eG6if94n74+oXzMkenHruhbeg2bH9OLks/P62ijQoPEZqA+s0uc1uTj4Xabo9G4GzhHnmeOuQRpgpIL5Lxk1GiLel6a7qVfUA83YaKNAQ8Z7506N06dPi+PSwJBzYr6Odqw0RtpJcH4ajYZEzWRvms0mIpEINm3ahH379mFgYMDAAsZiMbneWpNsNotmsym7zPhDg6rXD50zgR31RNsWrY8ENcCqvkSjUTHmuVxOxpg7roLBIAKBgGHuC4UCfD4fBgcHMTc3J+weCyuLxSISiQRqtZpQ+9VqFddccw2y2aysnf3792NiYgIejwdPPfUUbDYbtmzZgg0bNuD48ePYtWsXUqkUrrzySrRaLczMzGBiYgLJZBL5fB7hcFjuLZlMYnBwEI1GQ9JlmUwGhUIBqVQKCwsLKJfLkqJaXl6W4kzqiWbrAGNgQGet1xCDSzPza2ZlGZzpNBwBDedHByoABIxrcKltLa+j62D0fZsDQjLwZO10XYp21hdKi/Ge6vU6Tpw4YUip8d61HaTuMmigbjJAJ5PBuaOuUZ9ZT8LP7Ha7FOlWKhU0Gg1EIhGEQiFh5jQ7k8/nZQ1ls1nUajXDblXWBAYCAamnstlsCAaDcLvdKBaLhp26b1TWLFjhQANGBeDA6Vw8J4H5SV3rQCfu8XgMDuZCeUgqha4tocEIBAKG2gDSidrxaPDAydfRAe+FyqqdI5G/Ln40szJUbM0yAN1IUudSucB0qoX3Qyenizd1oSppRA0SeX2K2cGb71PXgJgjIF6Lz6zzxprFAIyFw/p3GniOIxec+RocJ86HBgEskNXAhJEWqVJ+xrFhes0cVXLezTpMYBONRtHf3y+GjnpNHatUKpifn8fs7KzoLuda1z7R4NIQE0BqkKLTkvyMes/n41beq6++GsPDw0Knc0x1LnqtCdMafr8fQ0NDkqun49fF3xxngl1dSEq9BLpzpVOSPB5YZX5Zm6LBeCgUErBLJq9SqUiB5MTEhOwsAVaBVqFQECYuEAigt7dXateomz6fD1NTUxgYGJDt5m63G9FoVK5/7tw5jIyMoNPpyDk++MEP4tixY/B6vahUKqhUKlhaWsLMzAxSqRTi8bjYjlqthomJCZw6dQpLS0uYnJxEqVSSmoelpSVkMhlpFaDTJBxbAhCzzeL4cDzJdgNG26/XJm2vDo6ALhPO47nW+bsOAnkuHaTwnhiE0vbRXjJY47VoPzRDqtkUzXTSBtntqzvETp48KWPCzADZdoJoALK7jP9nCovpOp/PJ1vNI5GIjEk+n0cmkxE2jwDI7/cjm82iUqlIbRa35vt8PgQCAdEHYHWrcyqVkjGkrrN0geCNtp0BIAPEXC73htcrZc2CFSo2B4EOlhNP1Esqj8qkq881OCDQALqsAJFrKpWSyJkKS4fXaDSEEiMzwsXscDhQLpfFYfr9fkHkvIamNUnHE9Fzsqm8vDcCJ94H0I1aNBDTYE6LplaprEC3wJfghuDADEa4eEkn6oJOfS5ei59zLvQxjFZ1eoQ/NCIcD/5d53zNVKo5asnn8wI6NKNAQ0IHTz3g82md0REQz0FDoQ2wzjFTN8zjzYhNgy3qWjKZRDQaFSOl/049nJqaQiaTEWNst9ulGM8MnDQQNq8JAlGdEiKoj0ajGBkZwbZt2+D3+wEA586dQ71elx8dMa81ocGMxWIyXuxrwvnkmHGMdCpIg2fqJYGeBuVMnfT39yMcDmNwcBA2m022R7N4nmwK7RLXFdOzPD8A9PX1SS0AdTqbzUpahrtCeE63241nn30WXq8Xu3btQrFYxOOPP45MJgMAcr1SqYSbb75ZWBM6cT5fMpmE2+0WkMr6hHg8jmAwiHQ6jVwuhxdeeAGnTp3CwsIC8vk8AEjwQADNOaBj1Gk1zYroZ+f90K4SNFKYtjenW2hLeA1z+lkz8uZgS4MeHdDo43SQpJlyXutCQSLvUz8zt4+Xy2VhZzRrRFuki/C5jZzgVo9xPB7Htm3bsGvXLuzduxcbN240+C4Cm1QqhVwuB5vNJrtcyQB6PB6Ew2EB2qzxYhE/t03TflEvaGvop/TnyWTSUAd4MbJmdwMRrdH5cK+9Od2gDY9OX7TbbUP9CI06gQXBAwBD/QsnSTMOk5OTGBwcFHTPiJbAiPSjzoHynOy9QBpPb/cCukjfnFZg4Zt2thdyqoCRmtb3Q+PI1AmPpfMnEOSz6vQHsBoV6vHTQoCi03SMWLXBAmDYPqzpWj6zLnzmufXYcG75N/13n88nTALvlQVoTqdT6oH47DyXznHrKEqPB//O+SQLpAv0eAzng8ZHs0EABChzt5JmQjhGxWIR8/PzmJ6exu7duw39LXTjKKfTiWKxKNEZ74nAkrvcdBRLoNput6Xg0uFwIBQKodlc3ZaYyWQwNDQkTmatChmGeDwuRYQE/ww49C47RpN0Oqxz0npiBtu0AblcDqFQCPF4HI1GA6dOnUImk0EwGITH4xHanbpMep87gnp7ezE9PW3QTfa0YKG42+2WIsnFxUWJkvfs2YOzZ8/K9uZcLofbbrsNP/rRj5DJZLBhwwZ4vV5MTU1h//79mJqawk9/+lMMDw9LAW+pVEIkEkGxWJRCf25VZRo8FosJ2Dt58iSy2SzOnTsn0f3IyAjC4bAAG2575dgRcNNRa5ZPryNtO2hbuO4oGpzT7uk0N8/BYzRDzetxbepr6Tox2hi9y0inv2nryDLodazZVA1YHA4HTp8+LWDHzNwSEOjgVP+djB1Zlv7+fgwMDCASiaDVaiEajSKRSODIkSNwOBySxiEo4W4i6hIZo06ng0QiIdcn48bifwbPJA5oJ6vVqhTj6+96PB4kk8n/W31WmAOkMLWilYaOlwBAp4ZobDkhVDKz0+eA68r6SqWCcrks6Z6BgQEBNqQhdc/bMSV7AAAgAElEQVQTLhYqfyAQkAI4KjudOheTGfBwKzNg7DFjZj50moOLURs6Hq/ZI36/UqlIlM5FQwetF7EGB5ru5LjqYwgiGVFoJ63ZAeabCaB4brNh4Xc0m6JrgriwyVABXSZIGxjNErB4kUwYnTznRAM0zdpogMZn1LplPsZsBDVjRoeZSCTgcrlw+vRpQ6Fhq7Va9T83N4cnn3wSV1xxhdC3fE5GyTolwf4K5rXBtKduasXUz6FDhzA7O4tkMikRER0NWZh6vY5oNIq1KCMjI4jFYohGo7JDJxqNIhAIIBKJCHDU86jHldE951szi2bdXV5exvbt21GpVJDJZIRV8fl8wqYQZNKAu1yrTehmZmaQTqfF8WmmZWVlRQADUywnT55EKpVCp9NBT08P6vU6BgcHZVdSX18fHn/8cbjdbuzcuRPpdBrNZhN79+6Fz+fD17/+dQQCAWzevBlPP/00gC4IbrdXG9Xl83lhcFgPwc63gUAAb3vb2wytCZaXl/Gzn/0MmUwGsVgMe/bskS6mwWBQ1nuhUBCbroMfrnHdluJC9oDH0tbqdaoZMTNLrdlnXWtGYEI73mq1ZBsx/8Zz6XQOa+H0NTRDpe0zzwWsNoL70Y9+JOOimV6duqrX6wgGg7Db7QZmWwfvvO9gMCggkqBy06ZNeOihhyTI5jkikQhcLhfi8Tiy2SxWVlakdioejyMcDsPtdiOVShnqG202G/L5vME/ElSxBYDdbpddQPQBbyaFvGbTQKxL4fYs7VC06N0/RM86MjZH4vxMO1GdI6Vx16hbKx3QdS5csNqREiQQxFAJ9bZZLjIaKSJVRh1kLfhdKo9mD/jsunJd/66jFkb6Ho8HxWJRzqXBAqlzHbnwbzqCIEjgM+g6DY71hXYSadrV7MT1eOtdSzRkercVfwh+CGbIHBA0alqV46MZJ31PGuTpeb9QXYqmP6k3OkWgqXCdOyel3+l0EI/H0dPTYwA6dFK1Wg2FQgFnz54Vh6lrIPQuCaYVqfM8hk5RN5Lq7e3F7t27ceDAAdhsNsRiMUk/lctlYVPK5bKkCk+ePHne868FYR6+Xq8jlUqJ3upeGLqvBQBpJmhOKTIq1kGQZuUKhYIwEoxwM5mMoRieIIS7aAgIuWONuut0OrG0tITp6WmUy2VJy9BhZjIZRKNRlMtleL1exONxvP7661heXgaw2qE3m80KSDtz5gwqlQpOnTqFs2fPIhwOY+/evQJitb3RY+F2uwV0NZurzeLS6TTq9TpWVlZEx71eLzZu3Ijbb78d7373u7G0tIQjR47g+PHjWFhYkO2rmiHQa1UHX/yXQQF1mr/r2kANaHQgag5sOHe0S2QWNNPCNUobB0CK1fk5z0d9oD7xnDolZK6P4fNPTU0ZAkfWfGh9ZB0Ji1ybzaawsNVqFSsrK1IzxDFlYEEfE4/H8da3vhU7d+4UZq3ZbCKXy0nbfILTpaUl1Ot1sRfUB+plMBiUerlisShkAHcC8TjqMLe5U/8uVtYsWNGAAjC2eQa6UREnTKNvraSAsW04nRaRqt7jzknUO3iIdlkLYI6sqDR6wTMnCUAKx1hDYGZ3yNRoEKALI/VC5T1zodBAakemIxIuHi1s8MMfntucCuE1aDB0+o0LXjMsHCOd/+V5eM88N+/NnOPmvWq2hXPN+2ClvF7kPJdOJ/G7BGp6TM3NnQjctPGhDlIIXnSvCB6j2SmCS86JTsXwezabDT09PTImWm/pSE6dOiV6yPvn2GrmSwN0XlfX1RCYDA0N4cCBA+jp6ZGIn0aexel87mg0ilarhaGhoTeyVC87ISghM8qcP/VUR8U6qqWYUz6cA+o0/95ut5FIJKR2xG63o6+vD4lEAvl8XgIfRuztdltqSfQa1U212EWW/WHcbjdWVlYwOzsLYBX0cofi1NQUTp8+Lezw1NSUON0jR45IDc3x48dRqVRw7bXXYt26dXjppZdk7XF9kv2hw6cT486mYrEo4CObzRpSa16vF8PDwxgdHUU2m8Wrr76Ks2fPym4i2iG9Dqmbeq1zLVEPOQcca/052VOuSdpRHUjRluq5ZMDCdaR9xYXSSwziaCM0e6mBEJ+F39XP1m638eKLLxp28OgUvLaJDNKBbjYhnU5jaWlJdgzOzc0ZbCUDjmaziWAwiK1bt+Laa6/FVVddJc3geG9kSTjv5XJZmBamhZlaZ2NUBnzpdFrSy9wKzzoapj31cRcrazYNBHTTIZod0YVQGm3zeM066L3fQHc3DB0Du0oyUmZBHB0OCzFZe+J0Og39Fnh+RmNAl+7n7wAMdQzcLqwZEb7gy4zSmV8nkNFG0hz1662W2vDw2XVEwf/zpVgEKrw+F6iZ6mQ0xPvj34Auw2JOxXDcderCDCg5nrpwjv+agZe+Xx6jK9P1PXGh0dEzH0vR9Ts0bGZnRH3TrBKfVaejOO8Oh0NSiTpP3mq1pGgwGo3Cbl8tRuOLwgg0CMqOHTsGm82Gffv2CSilPnA+tU5wbjj/XAterxfRaBSbNm2SZ6rX64jFYmKMmKLg9/kCMx1triXh/FNnl5eXhb6mHjH4ACDF89R/zVZp5wSc/4K+aDSKlZUVqfXg1t9arYZ4PH4eExMKhdDprHYW1eNrs9kkIp2dnUWns9q0i/d8+vRpeY1HJBJBs9nEmTNn4Pf7MTo6ivn5eUlTzMzMSK3O+vXrceutt2JoaAj5fB5PPvkk7rjjDiwsLOAHP/iBYe5zuZwhAHE4HCgWi7LG0um0tOIPBoPyXX7n0KFDeOKJJzAxMYHp6Wl5CSR3NQFGG61ZCKDLwGo7pG28LmQ37y7UaSAduDK40HOrr68ZVM1Ga8BK1oJ6w5o4HVDpFDqDDl6TXYcZXJlZWwZhTKew5oQ2lCCDwIxpHR3ELi4uwm5fbUAZjUYl9d1oNPDkk09iZmZGAk1glYVbXFxEoVCQe/F4PIhEIoaAnYwf/QNBbjQaxcLCgvhGYLX8gXqt5+qNypplVnRFvmZU+DkXFNMtOsVDoVOjc9esBukuFtrR2FA5CGD0jg8qB9tP05nROfD+Op2OodEOnRV/tELbbDah67XjZ6SgUwEADPenlUI7eAIVKjLHkLlGOiUWwpkXHAs0OYbtdluib21gddSjz8G50lEKnbWmL/XfNFDjeXWaRqeAdJqF98GxpBFhwSrHg/em/9W6Yo7azH83f4eGSadamNsmIOIcUHhcqVQS3dFvZOa48Jn5ng7WWuhtjmajqIt9qSd+vx8bN27EwYMHMTY2JoyJy+XC9PQ0arWaREY6umb0rp9/rQmjVNZ7sOO1Br0c/1wuJ6kwDZzNtWgAznOMnDsWli4vL4tDZKF8b2+vvESu3W6jWCwKzU47EwqFDNtJK5UK8vm8gVkDIFEvAW48Hsf09DSGhobQbreRSqWQTqfR6XRw4403YmhoSF50OD4+jr6+Ppw8eVJe7cAgjcwQx4qFrWwYx/XE+2A9GNd+u726G/Lmm2/G6Ogo7HY7XnrpJZw8eRLz8/MGRkuz1jqto89F3db6re0NwaW267ouRdtXs/3Q9kIHJvpf2g3WfvEzwPi+MD6TZnD4jAQzfNWG3++X4IY+SaetqF/0a3yx5OLioow5A2EWX9MvsOssi+0TiQR6e3uxf/9+7N+/X3YhcuyLxSLi8bj4PO46Yu1OOBwW36R3aOnjaHN0F2/WXuqg8A2v2Yv+xmUiWpF0IaSmu2koKDQynU5H8mh6/7427heqJdBFZXTWVAid29X1KnTO5o65XMxcRHT0NE5E7+ZUjaZDtcJz0bndbslD6noYFkDpCFAzGDZbd0slP9MV54wAacCAbrROw87jdL5fgzg+q6Zi9TNqpovGQC98/s3h6L58r9PpFqJRF/isHCteTy8QjrdOX+kcPa/JYjUd7ejdCTotpwGLjvzIkmn90nOqQahOQyaTSQHLusaK+rOwsICjR4/K+bmzSRcjkikhk8gC4lgshm3btmHv3r3SwVTrDOeJ7wGqVCoGgOLz+dZsge3x48fllfbValVqQMgiaQaL2zP5jhUNumlPCE6YHmG06XA4xGnQLvEFlDZbt5FgKpVCNBoVOp7sWyqVkjqAcDiMTqcjQIYgi7UTtGM6pTU2NoZmsykdR9m5dt26dThw4ADWrVuHwcFBrKysYGZmBidPnkStVsM111yDyclJ1Ot1LC8vi70kWOPzk/GlTnU6HSwvLwtwqVar8ozUq0AggOuuuw6JRAI2mw3z8/NIp9NIp9OGCF0HmLQ5ZkbDXC9IfafO63Qy7SMAmQ/9PZ5Pp6IAYydaoNv6gmwtmRQGddpmaduqdUUHPs1mE6+//roBBOn6RZYeMJ1Tq9WQzWZFN9jGgMWrZn2kT6DOcKePy+VCKBRCX18ftm/fjl27dmFoaEjSewRJ9B3cbcbxYz0KC2jpd5hardfrkpWgveYGAM34XoysWbACdLeNEhRoR2t2HkC3a6lGuXQO/D+jVjouvfWTfVLsdrtEG9oJahaDTpLKr50O/6Vi09nwXglYNBAxF2bpz3gs70c7Kzpkcx0K0KVKeR1tEHRqBuhGjPycgEQ7dY4XIxqdlqDSappUGwjNGGgWRNe6AN3ctN6yrWlaOlkuXM1W8Dl5b7qfCQ0lj9H1Irw3ijYsOurhuXUKUlPPOjrkM5pZFxpqp9OJ3t5eQxt+PiMA6bFw9uxZzMzMCNDla9o1AORYMZJPJBLYtGkTrrzySgwMDMi7snQakuPCwj09vvwbX6a31iSfz+PEiROYmprC0tISlpeXRR/0PNFx6veY6PWodULrGtCtq4pGo/JWYxZF6k7AfH3BxMQEWq0W/H4/4vG4UOk2mw29vb3IZrPS94mBFmtdVlZWEAwGhaFhKlEDHXY/bjabuO666xCPxxGPxzE+Pi7OKRKJYG5uDq+++ioWFhYAdHcD0XH5fD5s3LgRvb29cDpXdwDp9UsnynoWBowMlDqd1QLyvXv3Snv/M2fOYHl52RA46JoL/bveIKDrEs22icfodAuPpRNnIMrvaBulgauuo9HnBbr9WnQApoNJs45oHeL9vPbaa+InNPNJBoXAj6+A4BiQGWaPE5vNJtvxJycnpX1BvV6XHT3UQT4P37C9e/du9PT0oL+/X/wC09JM/zQaDSmSDQQCCIfDsjOJfX/of/jeKtq4UCiEXC4nwdubsR1rFqwwSqFQaYBuczMqr91ulwXOYwEYnKZZqbTTYW6P0QSvyyjKTLHT8OsImikOggu90EjtEfjQWOousVQgjc41M6KjfA3ceG0eRxCljYF59w7HRP+re6HQOJECNufw9aKl49XUraZ7O52ORCl0kvycwIYMGMdIF43qaIbn5L/asTDybDZX34nBxmZ6y7EGgLqmRwMxPc8cN+2kuINLMyjmKE4X+PJf6qqOFN1ut2zzNANWRl3ZbBYnTpxALpczFOlqxpB6we66GzZswJ49e8QpMtJkMyga7U6nI22z2dmVNDCjs7UojPiXlpawsLAg3WPNxZuk1RkNAsYdHzptoIEodYpR7cLCgqQDR0ZGsH79ejgcDsRiMdRqNRSLRbTbbWldPjIyAgDSAj0SiRjSJDbbalE0AzW+wXZiYgIul0ve61IqlZBKpeBwOKRvx7XXXotQKIRwOIzXX38d69atMxSSsxcGG8NpHert7UW5XMbKygry+bykBzTo5g5Njh37s/De6YD5MkW73Y7FxUVkMhnZNcU1rtlMzbby9wuxXLT7emcfbRzXNNBtVqlBhbaZOgWlSwnMwEWzuLTD+r54nxq4aLuUSqUwOTlpCJrYhZYpWPoOgoFCoSB9S2q1GiKRCAKBAIaGhhCPx7FlyxaMj49jcXFRAAsLYnXakgA9EAggHo9jaGgIfX19orPmHU8EJnoM6aeYIna73ZJSpf8gqGUNmK4LuhhZswW2GghwZwMnVDfHYhSjd8lwoAga9NuLdU6Uk6xBkDZEQLd4llQXFZfGj/fFNAkjI62EAAxOnoBFp4kIGrSR1IwMIxgCHC5qAgANvvS96gifzld/RpDCZyZbwy2LLPTiMYzsdAtqoLullrt1dCGZpmppZDgPOoWiawUIoHTOWLMU7XZbUhhsoMfnZ1dWALLg9SLUuVa9s0gXVWunTrnQTgXt0HVqiNfhYjbPE41bf38/3G43jh8/Li2qqXuNRgPpdBo///nPUa/XcejQIUMzKZ3Oq1arCAaD2LBhAw4ePCg73QiEOc90kKyLIttCx8hUhXZka00YnRJY8kWGOpXMtcm+IlznjGBZy0HWADAWh1I/fT4fDh48KC/5Y+0G/z40NISlpSUx4NVqFUePHsXWrVuF8eDY8z1DnJtWqyVN5PL5PFwulzSZy+fz6Onpwbvf/W7ce++92LVrF379138dU1NTkiK6//778dhjj2FmZgaDg4Oy3blQKOD3fu/38LnPfU46ljIFYbPZpCuv2X7yh0GALmznLheOjd1ux86dOzE8PIwf/vCHOHr0KIaHhzE0NCT1O3yVCfVQgwHqNm20tl/m1IMGk+YgEOimdjQby3VKW8pjtO3VHc9pP7RN0yll/mg702q18J3vfEfYNu700s1D+bk+TywWw8DAgGF8g8EggsEgYrEYgsEg+vv7kcvlMDMzIzVJjUYDKysrsoOL300mk4YUZbPZlN1qAITdK5fLUjQbi8UQDoelaaSZrWePFZ1+i8fjqFarmJ2dlYLqi5E1C1Z0mkEbCUbhRMKM2LWTczqdwo4wNaJzoXQU2vHofKouYOWbWwlO6HQ1UDHnUlmMRCet+5QAXcZHpxU06udC1OOgFy8dHxmIVColVfp0uDw3x4KKW61W5SV1OnpmS2+OK99RUiwW4Xa7pYEQDS4p7LGxMbjdbnkHChcWQQmfw5yj1krO+SBdy8/pmHUExu9zHHWaiPOi0xwcL826aX3SOsb716BIp8F4DS5YrSs6j81n0tEmnSQAMV7UAb4FlcyIvl+O9/z8PI4fP479+/djeXlZxo/GnC8l3LBhAwCI3rIg0+FwiPNhWkg7l1qtJjUqWtfWopCN4DZhRuP8G4V0tV73gPGdNmSbNOOp9ZHOkTUEmqmrVqtIJpOGHWXAql6VSiUMDAxgampKnAvrajqdDsLhMDKZjKRc6Ix6e3tRKpVk+/Lc3ByGh4fxtre9DcViEcFgEKOjo/j+97+Pp556Ch6PB9deey2eeuopDA0NYXFxEV6vF0NDQ9i6daswQd/+9reRz+fh9/uFDWLPD64x6ls2m5XW7QCkUJu1dDqICYfD2L17N44cOYJ8Pi/voSF41uyxuXifwY9mMTVTrv/O+dEbH3Sqm2BRp391akazaAQi+lr6R6eLeO/aP3FdsziWfVL4d/12bgYLZM/ox1g7SUBEMMgtwiyM9Xg8mJ6eRrVaFd1hEKgL8gOBAHp6eqQxKDvZptNp0cdgMIhKpYJ0Om1g4XTNHXdUciMB9RCAnDMSibypQGfNghVNu+piQADnOVrmVRlNkd4CutEwIyetlDrCJDXJySEKpyHSCkmApBempjZbrZbUBjBy0A6ShsvsgPUCpLHUtR2sydF/s9lWe3YQqGgl4XEER/oVADQuS0tLstXW7XYjk8lIbwrzTieCMC5Cp9OJiYkJoaV37NghKQ1zSkWLdgw6CuHiZw2RHgcaNjoHnptzzvnR7IhmNnRqTeuFZhC0MdQAShelmp0Voy4NPrVR08aNusIUjnZ4g4ODhi3Mei5rtRpyuRxOnz6N4eFhxGIxeYcL21739/dj8+bNWLdunZyXDpOOplgsytZZ6hUNItvFU68Y8a9VqdVqcLlc0gOEVLZOJ5O50q/boKOifdEgQ6cdGACQmQ2Hw5icnEQkEsHMzIysx0wmI+3HadS586jZbApI1ewW38tEYMDomM3C7HY7tm3bhldeeQWnT5/Gxo0b8cADD8DtduPXfu3XYLfb8ZOf/ETq7h555BHpUOp2uzEzM4Pl5WXs3LkTtVoN6XQaV199NR588EFJG3Cc2u22dH/mG58J7PV7bPx+v6QPdXq40+lg/fr1mJ2dRaVSQS6XQ39/v0TeOlDQ6Wug2x2cNpFrjLZCR/waeHB9mtedTmUxBc2/m9O9gLGXihZzal7bFX1sJpORl06ymLmnpweNRkPYPgIsrkOmY81bvZmSZ62NLsDm8xFMlEolCVLIcPM9Twxs2RyUOsIgj0x1Pp+HzdbdTq8BPUEJmSePx4NCoYDe3l6DvbxYWZs8LoxpASom0FU0rUjMzZH+0w6dDknXLgDd9Ik+F1MGFF0dr2lA7cS06N81ENLAhAtIN83RUYM+l34Ggi3us9epHM1g8N0RjFxoPLj9sFAoYH5+HoVCQV77TsVvt9uyzY7GnRFfu92WXRMa8ff29qJQKGBychKPPfYYnnvuOXlfCZkObpGmmFkW7bQ5HkA376zzwZo9o9HQgMhc88P0mc5D6/STpm3NqSLN2mhwoXPjeg5pePhd6qc2Zjr/r6ljh8OBgYEB+Hw+iYg0W1culzE/P4+jR49KfUOxWEQgEMC6detwzTXXYHBwUFKZdKQEuGQGuS2Z2/a1vgPdInX9dui1JuaUJFuRdzodqRfgG2Y5lgRuAAyBAPXMLHSuTIEQbJIJ41vay+Uycrmc6JsGSktLSwiFQtKoi0BB7zzSARPZsFqtJnUILpcLExMTyGazSCaTSCaTePTRR7Fu3TrU63XZ/g4AAwMDuOOOOwyF55OTk9L5lGMXDofllSOM+Nn/g1tTG42GMK/sukygrpnOVquFUCiE0dFRaeWey+XEjnG98jsEaTptroMKnWrVx2hGRYNLnabV9kL7D+0z9DrWLIxuImdOk2oWlPfabrdlSzm3Dff29krdCd+3NDg4iOHhYXnXTywWQ09Pj6R9QqEQIpGIgBTaAt4rX3oZjUYlaNPvBaIPdblcktZh1iAUCslburkryeVyGbro0p/oXZN6gwe/R+l0VgvD/081hdP5P21Q6AyoSCyAYs5eVyHTwdDoMmIn46GVl8wFqTR2G9Tn0wrNXgRcWFQIKjAVV4MtUndcKBp46RodHc3xujR2OuLWSsLn4g4CM/vAFs3MN7tcLkSjUQEqDodD2BVuf9POnmAHgORDWT8ErDYZKhaLOHfuHKanpyU/vnnzZiSTSdmuR6ZG58I1EDAzRzqlQ0Olx50RrDnXTaPCcdBshWapqCdmtoeRuTm9wzHRqRLNADLFBRibTummdQSXBD00sIlEAplMBtVqVZ6NesTdAmfOnEFPTw+Gh4fhcrnQ09OD3bt3o6+vTwAOGTG9C07rPA0KIysCIhohh8MhtVdrUbjOySLxh+uTOsu5ov6Yo2Od/tH6BnRBMXus1Ot1ebstt/ryGM3YcW0ypTw7Oyu1KuFwGOVyWc4FrL4mgWA7FApheXkZzeZqE7B9+/bh2WefRSaTgd/vlxqX8fFxAN2AyO12Y3BwEFdffbW8pXx6ehrpdBoHDx7E9ddfj3Q6jR/84AeSCmJNWiwWkx0mTItzPNi5NxQKGVrrc5x0oWUsFsPrr7+OTqcjrwTQ64PpWK5Xnc6mXvLcmsUmIGc6lmuY88nARttKndbQdoAgxcz28p74PQ1aqEd6Nx/1ampqStKz3L3D2im+7djhcMg6060DyMzrbdk6e0BbTf9GloksLLMFtF0EG5FIRGwRx4UbSQiG2fOn0+lIWkizPZROpyPlARybWCyGdrttqBt8o7KmmRU98Tr6pWIQSQYCAQSDQUMthK4B4URrVE2nqT9jUaJ2QqQHeW46WF20RYdJp9Butw27fngfrBXQi0JTmppd4X3oVAYAYSlo9GiIzZEBPydCZp6RW6y5QPgOB117EYvFRPkIDHm/wWBQHD8LXIEuo2OzrTbNKxaLmJ2dxU9+8hM89dRTYny58PVWb+3sOS98Ps6FHjOOKSMETTnTsDEK08aL82QuFtPsDq+tc7WAsekT65X0PPB7BCAsstagk8dpYAp0G+lFIhGMjo6K0dKgh4BlZWUFx44dQ61Ww9DQEK644goMDg4K9dputyUnTsNVKpUMdRU6sqLOcwcCC6vN3X7XknCuCBzYpMput59HsWu7wu+yXkCzemaWiY7D4XAgHo8b+quQQifbu23bNmzfvt1g1PWchEIhQx0YsLrOR0ZGBDRks1l4vV709PQI7R6LxQB0d/lMTU1hYWFBevT09fWhr68P73//+3HLLbfA6XTimWeekWc4dOgQ1q1bh4WFBdjtdhw+fFjsK+vFWDRMQMB+MUA3AKBdY5RtXlPAajDDrdncZcRzEJAwZcFxpy0HutuJdZ2WTlnyPOaiV82C6CJaff/67+b1rVlQs63VgRHPp3WJLezD4TASiQQGBwcRjUbR19eHeDyOSCQiO7fi8bikebgmdVrMnJJutbqvjuBzcnw4F7qrOvWR9ST0FQTOBEfMMHDbMu0CwbUeA13HST/JLdThcPii1+2aBSuaOqcz1ywEB5ldAfnOG412WWXOxUCkyokFcF4LbhoyRmUEJ0SxejFqNM/ITacbOPn8PildvahpjPi8dCas2taKyHNqxslcK1Eul6U1MyPkUqlkeOMpX4ZWLBbFsbHojYWyjOTs9tX3nbByv9PpCNtkt69WhfM1BdwpxM+o0FNTU3j00UfRaDQE+BB8aDBIQ6EZE44nx1nnoTVzxe9r1kVvu9Qt5LnozUwIcOFtd3RYehs3P+eY8D74LPV6XXRGs1T8+4Xy48BqQWJvb6/BifJ6LAidm5vDwMAAtm/fjo0bNxoaI3InlqZnWcgXCAQEfNKRM9JmS/RAIAC3e7W1+lplVnTvGbfbLb1NdETMeWDdBdchdZpzaq4DA7qpSAYTBNnM59PxVatVpFIpTE1NYWVlBVdddRU2b95ssEesD/P5fEilUuJkqtWq9GhhmmhkZASzs7PyNuPjx4+jv78fyWRS0kLBYBDj4+N45zvfiU984hO44YYbcDLWG1YAACAASURBVODAAdml0dfXh2g0ih07dogzO3v2LP7rv/4L27ZtE0YuGAxKSoo1D2SDCeRoT+m00um0IcjTQQjtaz6fBwBJjXGcCTLY4BCA2ABex1wLwe/wM4IP/l8DTM673vnD9WxmVmkTNHtiDhy0b9I6pVkZMmzsYkxwwh44fr8f4XD4vJ5Wmlkn8OC/BClktQkmaE+TyaTBZpBF5H1yjXP8+MP7J4NGv0omkl23aT/JrhN8Mg3HAPbN2I41mwYCVieNDIXdbpfqZFb7M+/ncrmwsrIiRkAvFhbJceB1Mzaiak25A5DoSOeKdQStqUFWRZNloSHT74eh06LzpiOnsdJ5VbIljDSYBqEyUp5++mkMDw/LNRkN8o2YwOrCYiTEqJpghGNCJqNYLBoWNyNsGhgaq0KhIHUswGqnUxopvc+ehoOpumaziW984xsIBoPYsWMHduzYYaA8GSVo9kNHVTpnzfHQO390VT8BZjgclreGut1u6VjKc/F61DUaKKZIaAQIUlutlsydLuQ13yfnUW+51NcBuik8/o3ntNls2Lp1K+bn54UR4/E0WOl0GrfeeitGRkYkpUWnp42UbjZHAEPWhqkmwNizhp+73W5ks1kMDw+/+QV8iYQ1Vlx7ekeOmbGamZkRloJGW++qoHPSrCVBKvWqXl99u3OxWMQzzzxjiNQ9Hg+WlpaQSCTwxBNPwOPxyLtbuKV5ZWUFfX19AFbXQiQSwblz5yQI8Hq92Lx5M55//nlZt06nE88++yyuvPJKjI2NYWZmBjt37sQTTzyBD33oQ1hYWMD3v/99ec9QIBBAJpNBuVzG+973PiQSCUxMTOBzn/scDh06hEceeQTPPvusBGxMq6fTaaxfv14KKglgSqWSgLlcLgefzwe/3498Po9AIIBoNCrggIBudHQUZ8+eFVBVKBSkcJhrFuiCFM4RU6W0MTwvI369u5JzpYMH3WBSMyw6DQV0+5JoJkIfCxg7g/N8PF4HMXyZH8ctkUigp6cHAOQ5tG3h55rtpU+hj+G90k7Q9gNAf38/1q1bh0gkYshK8J4JJtxuN4LBIEqlkqTBvF4vCoUCQqGQ7KBjg0Bgdaco/WY8HkcgEJDnarfb0j2XL7yMRCJvCqysWWYFMOYGqfCkPH0+H0KhkOwxpzMmstfVy3ritfOgEmq6XtfC8Fpsc04mhP9SuYhCSYnx/Bq56m2NAAyLUbNBQFe5GHVo5M7dHXv37pVoqqenRzobAt0CQwASpemtbDpa4ljS6dL4cocCo0cqKOuDuP8+lUoJUGLPBi4itmpmZECw8/LLL+Phhx/G8vKyoXZI51cJqPi57kCpmQadKiOQMRsuwFhQrdN1ZhaF88Bzmel/Rnf6vJr10rl0M1ChftLIUccJsLUORKNRub42PnRe/f390k5eNyQEIL1jNGXcarUMOXGbzYZcLic7EfgMAOT9H3or6VoSRns6aud2T3MK1m63i+FmahLAeTqp9YBRPvVZswFMv7E2AegWa5P1S6fTALog3eFwGNJTKysrUqDbbrdlxxBZYO4y8Xq9mJ6elp0ejz76KBYXF3H06FFhNK677jq43W6USiXE43GsW7cOwWAQqVQK3/3udw3bYOlEM5kM4vG4IUgkW8pePxwjvXuSKUgtOtCIRqMyPrQx1Ft+n6CdwJH9qnTAQHvI+9MpEs1Ea8Zap4o1U831xON0SYC2x1yzujaO1+b59LqenJwE0K3RA4xvjiYQZlDKDRl8RuoZ9Y/jwfHhmqddj8ViiEajsptIAxutz+12W5gxbU91Lx1et9PpSJdtFs2yQJ0pTr55mfWi3Pqu2eo3KmsWrNAAaKNDJWFlcyQSkYIhGiBzvtRcqwLgPEDDqJsKzf3sNpvNsN2ZjlingICu8SLj4nK5ZPIdDodEvzqq03QmFUf3GNGRHNDdhvrcc8+JwiUSCVFQGjpSc6S4eX7mQ8kY0ADpiMHv94uT4v1wFwUXOo3k8vKytGtmQW4+nxemiDQo9/QTLBBxz8/P46c//SlOnTolbAabRdHwMLLUTsNsoAAYajFoAPlM2tFwcetx1zoCdAsnOfZ8bs6RBj08nvfMf3lv5pSjbi6m66K0IaaMjIxIjYPWiWAwiE2bNsk1WCBLI0NDRgfN8TAzBuy3wOfjyzm5xZZbJdeicMzoFLn2CEAZUQIQBlV3OzbvIAHObwtPZ8htqYx8g8Eg3G43crmc7OKw2WxyL5zLcrksDAt7GTHK7XQ6wga126s79Pg+IIKsYrFoaJ0ej8exuLiIzZs3I5vNClPq8Xjw85//HGNjY9KZ9tixYzh27Bjm5+cBdF83Ua1WkcvlZFcT27APDw9jz549GB0dxauvvir1JqxrYBdgAioyWxdKlwQCASwvL6NcLovjo2i7qhkSDfoZCGhmko5Vp3S0jTAHJLTVOgXMAEkDHb0TTPsW/UyaleS1Op0OnnnmGalLYlBLlp7PQfZGM/yaZeE1OD9c07wnvbGAuqTTSRQN3JjuZQFss9mUehVek5s0+DzsoEtmV68L6itrImlbyLxfjKxZsMJIX+cCGV0zHcTtXWZkrqNEwDipQDenTbBBFoFASDM1ZFKAblt7zVroego6NJ6LEQi/zzoGvVOHi0/nb3UdBp+73W5jcnISGzduxBVXXGEoJNOdNlut1R4vfD7WaQAQSlHvHCKNR/qQz8fIikZ2bm5OqGRdVEbwUSwWJd0ErNb8sBCQtC2f0+FwSAHqCy+8gIceekgAHp0kx5K9G3TxGpk2Rhk0AJoN0XlyrQ8cV9aV6GiIjojjquuMgC7rYTZS+vo8Nxe7jlj09lUaTOa0ga4RrdVq0txLP0cwGMT69evxsY99TEAwd2dwfjVYr1QqYojI+jHVw3XAsWUaiTqSSCTQ39//ZpbuJRfOqw4y+EPAwW3LBNgahOi0j7ZDQNeJMBLmuh8bGwOw2sWzVCoZOpVyTNkPinR5NpuVwKCvr0/oc66jgYEBWRcENKx14DpiOoRbXFdWVoTKj0QiSCQSuOKKK9BoNNDf34+NGzei0+ng+9//PhqN1VdqzM3NCQC/7rrrsGfPHhw8eBC333477rjjDtxyyy246aabsHPnTpw6dUrWhd5C2+l0BMQw3UrdIuPB9A/ZF+q6ZrZ14SiBCGBkoDWwoL7rQFQDF12LoYMdXSfCv+kt3TqNAhgLbDUrqoEBbUKtVsPjjz8umwp4/wyWyGxopkjbHq2/OqACuilOHqO7pGsmWDPyfBay/NFoVIJb+gzqMVOA2v7Sn3BLMxk+oJtuZnDMQODNFOev2ZoVKpmO8lmbQaCSSCQu2I6djlvXu+iImsfyeB1JkZbn37QDYlTN+yONa7fbxWlzsWllJ7jhpOriL50T50IwV5Xzd4fDgZGRERSLRaGWWRfDvKYGXgQypKg1CKDTIlLnMWwAxIgznU4LCtdRKDtY8nrtdlv6MlQqFdm9wLQSFwuROZ1os9nE7OwsXnjhBezdu1cWTywWExDKMTRHV7oehhS7uXBWs2y6KzDHV6eMOLeaUuaidzgc4uSpS9po6lSONjQ8P8+r00K8T/5wfAhOo9Eo4vG4PN/w8DDuvPNOXH/99SgUCqKP/D6dHF9oRh0Lh8MGhgaAgFNdc5XNZgGs9uNgjdJaFI4zn4+6QbvANUgdooPQ0SSNvI7CddoR6BZtrqysIBqNIhwOY25uDolEAisrK4YtzDyXw+FAIpHAzMyM1H1w/dTrdfT19WF8fFx0jVEuAQDBczwex9zcHHw+H86cOYNNmzZJa3+mW9jcjSCmp6cHmUwG+Xwe27Ztg8/nw4EDB5BOp3HXXXdhcHAQ2WwWs7OzmJ+fh8vlwrFjx/C9731PnPrOnTsxPj4udSa6zowpKmBVv9ijRTMDBNhcQzqA0etCsyp67DTLqJlKDRo4h5qx1iAD6NoAzqfZH2hgopldDVQomvUFVtN4p0+fNjTX0/esWQwNpMwskE7t6mJ98zlZ26ntmk43a//C9Dy3m1MHdaqZQI6BLgE/r8X+YbyOPhf9odnfvhFZ02AF6DbcISPA11YPDQ1JMao2wqRTGc3oQlJtfDkpFG2AiAx1LpFok9EI0TwnmsZO904huiRbQwOoFxeVlE5ZAxNNSRYKBVx11VVwuVxIp9OGBcx7IGrXxpjRH5+Z96ELfblQ2eKb56tUKvD7/SgUCgK4yBSUSiVpRMSdI3b7aqEuETyjQaamuOui3W4b6iw6nQ6OHDmCYrGIG2+80bCriABL06Jc9BwjbcRoRBi9EvCWSiWZP4p5vlizw+vQWNLY6uhNp3Eo+jOmFTkvOr2kjbPeOqlpfm61ZZHw6OgoPvKRj+DAgQMGcMPrMFqlMWT0y2fjPdGYsJst54FvfuWbfQlUE4nExS/eSyxkRMmEMpCgnuu+HRTNgmrHQ8CjC6o5p8DqeshkMlhYWJA0DtDtkOz3+6UJXaPRQCKRwOzsLHbv3o2FhQWkUim0Wi0MDQ1hfHxcOhOTVt++fTvOnTsnxdMElqVSCYlEAqdPn5aUEdO/kUgEu3fvFoBdLBal0J7R+G/8xm/AbrdjaGhInnVqagrf+ta3MDY2hkcffVRSR61WC8lkEul0GjMzM8IeNxoNhEIhuSf25uG2W44Z9Zw1cLRLTFnyBXo6DcI1YmZM9IYJzg9T2wSeXGv6OArtLX2Hru8DjB2ptb/QjL05zaKZEYfDgaNHjyKTyWBxcdEAfNrttthCrWNaF1k/QhaGz62LaalbZJXNtlSzvjynZsO5IymbzUqAyxQwfY6uWSSg06CKc8v5YOq40+nIG7kvVtZ0GoiDzEIgUrmJRELABZWUE2lmNcwRkd6ZQ0CjlZXOhoaBjp+FqFyEZjRPA09nRwVgHYUudNIoV9c46BQGIwIaLjoZsgNcuCzEZD4SgOSPyToEg0GDgmvl5kvMyKYwvdDT0yPOlSkbNq1i8XE6nUahUEAkEjEUFRN5kz0h0NPULe+VC7LZbOLll1/GI488IpXlTPPpgjDNWJhz2ro9vJmFIYihEeNcm6v9AUhBsaY/WWxN4XOY6Vv9ma514djrdAKfXVPC3DrK3/v6+nDdddfhz/7szwzME2tVGo2GMG06vUVHze3K1WoVmUwGLpdL3i9CXSkWi1haWpJx73RWX/B33333vam1e6lF1z4wUNBpUx1tZrNZAe+akTPXPJCh4Q6rQCAg8wqs6tvKygoAiO7Q9nBe3G43lpeX4XQ6cfr0abznPe/Bvn370Ol0MDExIT2PeCznjWmfRCIhTpR2hPrElNLY2Bj279+PcDiMdDqNiYkJeTb2crnqqqsQjUYxPDyMYDAodS5f/epX8fLLL+PkyZPo6ekRG9ZsNgUI8ZUQAAT0cV2wZoWv5ACMre4JZmjbdQ0PnbJO+xBY6nQP0zU8Rtdy6BoTzXZw/nSNCv2E/o65jlDbDA0A+H8NXvjDFBCbLF6IndSBEINj/l/rFO+ZQRD9GH0Q54C1nTpNdqE0EM/r8/kQi8XEj9I/6eCJzDJLJhjs67QoQR8Df+2Hta18o7JmwYqm4enImZdl+2IiSzpDTaNx4DmAmv6l4aIDodMAuoYO6O6q0YWOrLTWxb8EPmQPqLi8P6ALLnREQGdDBTBTg8CqAXj22WcxODgoY9Nut6WoloaQi5mGmS9yY2t1AgieN5lMotFoIJPJwG63iyFmNL+ysoJkMinpBXbZ9Pl8KBQKAmLsdrtQiYyoSF3rNxrrzr1kbbg4yZi53atvH/7BD36AM2fOYHFxUc7H3CmBHOdPL0Dmojm+ulCPz04mhXrD+eKi53dZb8JUFlM+HGfOA4GnpsOZtuG5zPSxzkNrvaNR1TI4OIj3vve92LJliwBBdkzVjeuy2awAFK/Xi2QyaWCoqLs0TKTjCZBsNhv6+vrQ09ODUqmE+++/H08//fT/aA1fKmFkqm0D50EzdHpHHoMh/q5TtdQl7eyoA4xAA4EACoUCUqkUGo2G1K5wfQOQ1AyZrAceeADbt2/H+9//fmQyGUQiEUxMTAiLUigUZOcPbRkZNwZBTqcTvb29mJ2dhd/vl3X7/PPP48iRIygUCoYGldFoFD09PThx4gTm5+dx7733YmpqCslkEu9+97tx6NAhTE5OSs+XaDRqYCuBLshnepi1KqzR4Cs8aBM5hmwfr9c/x0XbMc4PfYAOPnUdI8dVB5i0D7S3/J33TCergSxgrPfQ80ymUzMrvD+tV1zj+Xwezz//PNzu1Ze/6j4ntEU8H8+pU5bm2jzaTs3gavaJ32GXYXPqiufRaS2n0yk9XwKBgNShUFdpH9rttgTs3PxAZl0DJPoPgvQ388ZlYA2ngfiOFNKIyWQSfX19GB0dFRoU6HZE1YVcWokIRAha9AKh86OTp4FhNT/b7edyOdmGC6yicra31guJykDlYI6WaQsdCQHGLXEarQLdvPu5c+dw6NAhQ+5QG2ICJhbNJhIJqRnhq8FTqZQoZTgcRqlUQqFQkLHw+/1YWloSlMyIiruGyMa0223kcjkpFCbjowt62b2W4+Hz+ZDL5QSFc4GFQiHZRUCnyZ+VlRU8//zzMjb79u3DH/zBH1ww8qEB4hhQaMz1vNAg6DHT0a82TKyNonPJ5/NwuVzI5/MGOl5H4tRDnVdmRKSZD96fHl8KQZXL5cK2bdvwjne8A4lEQuh1zr3H45GdO51OR+5T084cW71LQr8llR1xm80mhoaGMDw8jJdeegkPPfQQjh8/LjUsa010Ck6/F4hzpVksMoVsKsl5IZvByJsORdchcb0ODg6iWq1iy5YtsltmYWEBu3btku6wZC21Yzhx4gRmZ2dx44034tChQ/B4PJidnUWhUBDWdGZmBtu3b5fty/39/Wg0Gshms/Km3Gg0imw2i5GREWzevBnnzp2TRl0vvfQSdu/ejbe85S04e/YsSqUS8vk8RkZGpJ7ti1/8Ij760Y9iz5492LVrF5566ikUi0V4PB5s3rxZ0rc6vUP9arfbUpsBAAsLCwiHwzh79iyazSaGh4cN6THqH1/qxzQG61uY8tAddHXLAQJJzT4QfGhAo1OwXPcAZL3pNBC/o8sCeLxmSnWxPNOsgLF9/913340zZ85I/U6hUJDu6m63W1LjOnNAvaT+6bQRgyDqnt7kQeacb2UfGRmBw+GQseQ6N/s+h2N1F+G6desEmJw4cUKAlbm0geCftp12ut1uSyBJ5o6stB7LNyprllnRysROfyy61NERJ5pRs07NmGsbNBLXyJxAgs4cWC1KZIqpp6dHnA2VVNNrAGTB8L54Tj4Hz99oNCQ3CEDQqc5HEqhUq1UMDw8LcqUz5YKlwuht0nwvBI1vvV6XxcKdNQQWHLt8Pi9tvLmDhM6+1VrdgtzX14dms9tTJpvNwmazSTEft0rq7rZsNkQkT8an0+lgbm4Oc3Nz0m2XwIP3R3DWbDbxyiuvGFA751Q3g9J0KhexrnXRbIymiqkDGmxQP0KhkHSeZKdJshUaeHLeNaVMHdD3oWtc6AgpZgPY39+PAwcOYP369QY2h/U3+XwejUYDuVzOkAdntK0LkjU7pUF8JpPB0tKSMI/FYhGPPfYYzp07Z6jtWWvCZ/R6vVi/fr0Yd13/oPsh0flxrZoLLjWDpmtWeB0Wmm7ZskUAOddVMpmU43p6eiR4Gvp/5L1pbJzndf59zQzJIYechTPDXdRK7ZbtyPEq/7PBjpMGMGygTZCgRj4UKPKlyIeiDVp0AYo2rbsABYokTYGmSZzWARwnDZoYcOJ4d2TZkW1t1kaJpLgOySFn4z6ceT8Mfodnxsb7Rv5/eEP0AQRJ5CzPc9/nPvd1rnOdcw8M2KZy5syZuo24UChYypu+J1TWpVIpA8zhcNi610qyhpDlclm9vb32GehN2tratLi4aC32v/3tb+v06dOanp7W5cuXtXfvXv3t3/6tsY/407W1Na2trSmZTBq7x7r2lUhLS0uWxsQPZLNZSxez+YZCISvF9mNLysdvrD6g8xu8T90SHLyf3sgzmp5x8a/ld6Q5/Nr2Pt4L6/H//nMWFhb0zDPPqKenp24u8Qt+X/BsB/fgizc84PLnlOH3QqGtirZAIGAH1HKwJICYe29MiZHKTKfT6urqMh0m+yuMpCRj5X1KHVaKZ8CuNzY2FIlE/nedDYTzlmqRfyKRsJwtgyhtlQN74/Wfwd9szh4pe70Bn8nR7eg6+AO1yedh8Bg4rZAxKK9R8flWNnEMkYWGIZOOwIhpj4zjAF3TDMzrWHAgfvEhOGYB09iH1AabP9EcUSiptlCoph6fnJw0pmljY8MWJBVCnBkUi8XqnimRSFgvnFKppImJCWUymbrF4KNVFj8pOJzj5OSkmpu3jlL3+pVgMFi3STDfHtBw+Vwx7/dpHGmL3SDd1tnZqe7ubutyCiDy9D7v8w6I33sw6kEy3+GjKPqi3HnnndblF6AGSEbcSNQpqe64efQBABjK+1lPMG9LS0tWtdHc3KyJiQmNj4/bPbxfvn07XOFwWNFo1FrYe7DCXOMziFCpgsPe/CbSuHF6gFypVKwB2OHDh21degEj3V0lWT+harWqeDxuAH94eFjt7e3Wl4iDKtEkEXgAckkFdnR0aHZ2VgMDA7bh0+Y/Go2a9qRcLlt1WTwet5PSGS/Yj1wup2q1ajbDfa6vr5s2zYN2ADeBDc8TCATqTmhHqItN4s+8zoyNEsAjvffQQNa7ByzMm9eEvR+T7v28t2/WDJozP/d+v5C2Ch+wHQ9oT548qcnJSRPzB4NBzczMKBCoibwJMGDdsUeevfG7qV4jyGDvYC/DRxKsZjKZOsDS6OP4Hj+O0WhU6XTaWlXgO/l+5oO/8eX4Gq/98fbXmM7+da5tC1Y4owSURvTggYQky5/5DdmLVn2FhbR1EB2TSDrDb5SNDgpAhMCW7/X5WKpWoDtxamhI/IbJRu5z5kQZiKhwROR4oVr9HzQLOAGEr9JWd8xwOFyXtmGj5fTWXC5nP0PbwMIij7+ysmIHkXEsfTabtc18bW3NhIOFQkHBYNBy4zA8MzMzJmaUtpgOFjvG3dbWZnoP3/r6qaeespOuObcEXQkABMaIOWRsfEky9uIXLXPI5cFld3e3+vr6rEcE6SE+01dbedbGp5a8s8P+/Pd4kWEgUCs3/9CHPmQOzZ/rtLm5WQea4/G4HYuA/ocoB5DDOJK+WllZMZ0RAOzatWt64403zB5473a8cJrQ/Th4gCQ2gm17Ns0HH1J9cy4/v6T3qtWqJiYmtLCwoFgsZo0VEZrm83n7Pt8VmI2BOc1kMlpfX7czujo6OjQ+Pm5rijW8urqqj33sYxoaGrKNhpOSC4WCnb7tNzWY1kAgYKfinjlzRpubm7rnnnskyQ5TRL9TLBaVz+eVz+etqg7NEwFPoyaFAgNAAjoKUlWkg9k8WYc+kPTRvfT+Xb39PHgmxqcsfLCIr/HMSCPTSgAq1R8/4Zma9/MV/L5UKun73/+++aNQqFbhmc1m65hOfidtpVsAyJ4F9s9HQAOj51lAH/jMz89rZmbGSsO99oQ9x7+HdFAqlbJ0HRdpP+bYyyxgEvkODgtlfrz25maubQtWfDoAVgWQ4nN5RBoeDPjSRL8A+JmPZnFoREREMRgFxuWFWZ5ib1xkXg+B8/PVKFJ9mbRHvER9ABFYD9/lELBGpFYqlcxAMB4U3pQVbm5umkalXC5b2TGvheZjs4OGRoBLS+Xm5mbLU8OsAIji8bgqlYp2795tjauy2ayuXbumiYkJE/LyPD737KMMuq/i1FkAZ8+e1YsvvqhQKGQpDV7D5u87kHoHxoXdNP7Maxkaf4agu7u7W7FYTO3t7aanYt58Pt2LvBkfn75rBCf+WVHc9/X1WYMwL7zm/TBIkuq0M3SmpAwZVg0Wa2FhQWNjY3YwGbT+/Py8Ll68qOvXr5vzZP1tx6tSqRgwx9bwEThw1jiMICwlGwrrgo0TP+Ojd3998pOf1BNPPKGOjg5bh5VK7XyqUqmkdDptzd1gMmExQqGQZmZm7PgJNqumpiZr1lcoFLS5ual9+/bZMQscRLpz506z/XK5dv4XTAb6MNiKlZUVDQ8Pa3Z2Vnv27NHrr79uqaTZ2Vl1dXXVlb37K5PJmG0AjtFKsQYJ4lZXV7WwsKBCoWApYy/q9p/tU3GsTzb7jY0Ni+ylLRbEgxb+MGesQ59qxQZYqwAa7ot59hu632t4Nr+2fcD89ttv6+233zZWCvaJAA0gh/YPm/NMHc/OfbGHeF2NB12SDOiEQjUhPaldmFOkBx7wcDFO+DfSlL65ZLFYNGDJvuQrf5hrCijIAvyvAiseqMRisTp06B22jyCk9zYUwgBw+o20G5sSr6eBFjk8EDfMDY4Lis5vPFK9sr2RJmRRe/AESAHNQ61xHyxUv0CpAlpaWjIaEIGtVFv8lBvjfCXVMRa0W+eegsFg3XHg6GrIRdOrghbbuVzOtCg8M6VwbIqzs7OGyplPL5ZjMfo59zlaysUBTs8884xeeuklW8CU4AIGSfnAUvlxZQ78xe+xGxwcm//y8rJWVlaMyUmlUkqlUopEImZ33K/PcXvA0tLSUgeecXIsds+UBQI1DdC9995rc1AqlawtOUCTvh28jyqu1dVVFYtFo99hJmEES6WSksmkjU0ul9PExITeffddjY+Pa2FhweyJA/e24xUKhSy9lUwmJdWXkcM2YIMe+DZufmwkRJP4H8ZQqtlVZ2enQqGQBgYGzHmHw2ErZybNQqsAqmzwO4h9ufdMJiNJdWDgjjvusNRtJpNRKpXSwMCAiebpiTMxMaG2tjb19vaaD11bW9OZM2dMx/OJT3xCkUjETj8OhUI6f/58nVaiWq1aeriRDWZcAMswj2ym+EuvcwOkIQz3Z40xN/zxjIn/HT4Onw3A8cEl892obeE1/v2N1YOe+fHz8377Bt9fLBb1ve99z1gHaau3FpWTNEzDPvk+ZTpPMAAAIABJREFUxtKXaPMzf3n/ia9iXPCpBJqFQkFzc3MGWJA2MC7cg7RFCiSTSXV3d1sVl69iI6WEj0L7yL7jg0DG5v0A/f/XtW3BCqkfGtgQoXpakAkggmCBNYIXjM6DCwyNfB8TA4r0VDubDRuvd3jvl9f0qSdvgGxcgB0M3us1ADkYg598bwDFYtEifCJ4vzEhYAsEAuYcia6IuMnnY9CwGEQ//tgAz6xwYJUkq57avXu3qtWqhoeHlclkrPySCIHqKSJ+DySlrZQIEQhI3m8QxWJRzz77rCYmJmzBt7S0mENvTOGxEHHAnub1EZP/f+MmxHfA7gHWONwSW/I6Bj6T3/toqDF9iRaBiIyKjKtXr+rKlSsWEVarVeXzeUuFkaLz5fAATs78YX6q1VrlBgC4UChY2m96eloTExO2qVarVQM6hULh5hfub8AF+N6xY4f27dtnoBAnDPMCyAUU4ysaNwwctd9APQvwhS98QS+88IIk6ejRo1pfX7eSYZiGsbEx3XrrrXX0PucxEXxJMmH98vKy5ufnDTx/6EMfUiwW06lTp5RKpSyFJ0nXrl2zs77Gxsa0vLxsPVQAvaSgcrmclaxevHhR1WpVnZ2dmpmZ0dLSkrLZrKURsFvAMSwuegaE2wQ9wWDQ9DhSbV3Mzc2Z70BDhm2SrmTDq1arxibCsrIxA1S8n/UMCXPuX+8FqwDO90vheH2FX7M+yPUsuP99tVpraPnqq6+qXK6Vpg8ODhpwwed69gbQxOd6QOYBEvuIlzEQ+PE7gmmeGd3R/Py8RkdHdfXqVfPn/vl4fuYpGo1qYGDA2C+aEpK+hAnCf2ODMMMezJFyvOl1e9Pv+A25EIINDg6aOBNHjYGx0ImE+TnpDUmWVmAB+NbblLH5PKIv9fTAwi8AFhWImd/5Uq+NjQ2rrPHpHYyMDQi0jSONRqPGsKAtIDLx2hOagnmhnU9fQDezEInQAQLSFhDjGVtaWowKRPNCeW2pVLL/J5NJhcNhdXd3K5FIaGRkRGfPnjWGgZJzNgbeh2GTsoDChD0i/+1zth7YrK2taWJiQn/yJ3+i3/u939Pdd9+teDxu4+GbG7HIWESN1KSnrrENnCmbFN/LOEKXAgR9jwJ/aCQOB9sDIPpUk6d0K5Va/4tPf/rTuu+++4zZwL7pCOkZP+4V1m9tbU25XM6A6fr6ujmZSqVilV7oKW7cuKH5+Xk7VI6xSKfTWlxctBTFdrz279+v9vZ23Xbbberp6TE7ZMyXl5dVLBbt9GMCIw+gPVCB0cTR+7x/OBzWzMyMAZTnnnvOmruxkaIrev7553X8+HG99dZbdSk9bGB2dlZNTU3W34g5OXDggCKRiJ599lmL3Pfu3auLFy/q5MmT6uvrM71Ca2ur7rjjDo2Ojqq5uVmf+MQnNDc3p0qloqGhIc3Ozurll19WOp3WoUOHdOTIET3yyCP68pe/rC9/+cumPSB9yPEZzc3NyufzdUEBTGQ+n1c0GjWAxZqhTJlDGzc2Nkzbhr6HjQ7Wj3FbX183HyttnWvmGRTGyKdSuD82fPwRP/MCWT/PsCrSFvPhn7MRxASDtS7Q3/zmN/X0008b481eE41GLQ0zNjam22+/3UCDtyff1NRnAbwfwTfze/YjgmVJdYAK34cGsbe3V52dnQbq/LomaO/o6FB/f7+GhoZ06dIlFYtFhUIhq4qFYatWay0z2tvblUgkbN7L5bKKxaIFwv+rSpdTqZSJbJlguh9iLL5c2efk/Kbky1s9oPB6BkRIRKy+8oboR5KdAgz4IM/N/QFUMGgQsI/ivADNU5QYqBdseTYA0ICDw4Bp6U91CCkDFovP5ZIykWRVCl4IikPiGTBuegWQeunv79fAwICkWtnl8PCwvRY6nc+liRmqdl92B7ggpUbX2tbWVku1EBFFIhFFo1HbwH/84x/rpz/9qW7cuGFgDnEuDI0HPd7ZAFRYtF6U61OFniGjGimdThuDRX8OD3al+iMBANCeoeMCpLW1tenQoUPav3+/5X7Z6FZXV02o6M+B8ulKDsWjyzDiTvLVgDzSa7Ozs5qdndXc3Fyd/aAzouz0g+SdfxOugwcPau/evdafBl0CqRbmYmFhwRha5ghg7TUM3jY8kJVqc71z505ls1m1trbqD/7gD+o0YLRCIEDIZrP2M4INvntiYsKE8tls1ja0cDissbGxOg3K3NycFhYWrDeU32yz2axtaACHtrY2TU5Omq3k83kNDQ3ptttu0/e//31tbGyov7/fhNXVatVAC2Ddp7DxVQR8+DaqnbhIN66tralQKJi9cfgqVUVra2uan5830A+IaWRWPHPu78evc89MEHjCPvCZ/AxQ4NlYH0w2ghSuSqWiF198UT/4wQ+Mcff+vaOjQ7FYTIFAraS58R58Tyh8JawLl88k+JQM75G2GuL5VBJ7BH/TzsJ/NuPH+LK/Dg4OKpFIqFQqaXFxsU50jT6FwI+f45NhiT2TfDPXtgUr0WhUnZ2dtvClLTpP2hLRsoh8msdrBhr1IZ4yZwEAiDiciw0ICpcF4vUjHmigH+G+fOkW30/PDV7D/fM8pVLJus0CULg3FhfPAfWKIp9In6goEAgon88rkUhYTwaADYCss7NTKysrSiQSFqX7Re4ZH7rXrqysaM+ePerp6dHo6KguX75s2pVKpWLt9T2TguCQtAmfz8Jkw6VqgwUAYwGF6jeNYDCo6elpPf300/rnf/7nOiof0AN4ZSHixIg+vBPw4AUg6tM65XJZ6XTaxu/o0aNKJpOWu/Usn08n4jh8KtKngXBufX19uvvuu9Xd3W00uFRzTAijoVcBMNgz0S7siG905x13KpVStVqrBpqamtLCwkIdu+NBMhHgB6FyfxOuAwcOaGBgwDZpz+CRy0cPVK1WFYvFDNhhX9gM9uyBJnYp1TRcO3bsUCKR0Ec/+lHt37/f5r2trc1aD/T29lq6ZGBgQIuLi+rp6dHg4KC6u7vV3t6uubk5Xblypa5HE2dzzc3NKR6P67777tP4+LjOnDljLdNTqZRtzENDQ1pbWzONmWcTiJRzuZymp6f14IMPWvXRzp077XsDgVq5O6J5wItUO6CQoIL1hG/r6OhQZ2en2tra1NPTUxddLy0tKZ/P2xqFPcRPktIEQLNWvECdDZ81zObswcr7ARcYIB+UEeD6FApr1jMUXDw/PqFSqejrX/+6vZ/UK88RDAatL9jCwkKd9gUNiLR15p1nbBr9FEDEyx08W0imAHaa6hz2pampKdsjYKZ8apO9ELYcADw+Pm6snPeRnCpOkEnqHtG31+fczLVtwQrRKyABpI+hNEZ9GCT6Db+5Y8CkKTxo8AuZBeIjY76X/LP/fsCEtKVSx/CZyEbtAmIyv5GSSoJG5Ht5Dj4Xw/I6Dr+gPJtBx9NYLKZisWiRHqmRXC6ncDhsmhM2OYALoC0SiZhh0oPl5Zdf1o0bNwydw7hwSqcfS54HHQ3AEqaGBUQ1FovO51Ybo59QKGQliqOjo/rpT39qokKcoQcHXhfg88TePrgP2AfmFNvD+VCls2PHDmsUh3DS57UBC8FgsO65AD84oXg8rttuu0179+61Z+P7eAZsDMaPVAAs0uzsrJV04zChgmHcAH+Li4uan583Z+aBEPl1n6/fjldzc637K4wba5r5Jae/vLysQCBQF1zwzJ6plerTQd4P4QuGhoa0tLSk73znO0qlUtYMDgp9dXXVyoBhE9fW1kw/kkqlrPx0fn5eR48e1dGjRzUwMKBKpWK9ibq6unTx4sW6nj+UGdMDY2VlRel02gKatbU107D09/fr5MmTOnDggPbs2aOnnnpKsVhMt99+u06fPl23DtiUNjdrjSEJjrh/XsvmubCwYCkBtG2kuagOok8T64J17wX1S0tLVkXjxbFsro0aFW+rzBFriDmMRCJ1QR+brGdAferH/y3Va1Sq1aquX7+uXC5noJgqwaamJkuRAGToO+ODKK85YQx9as2LgRkD3y7B+zbfDwW7DAaDpjOiKZ9PQfFMfr8Lh8Pq7e1Vb2+vNRCksojXMJe5XE6Li4smDwD44dO9vvLXvbatZqVSqVgJrU+VeGcq1TfwkrZU/0w4n+XTLkw0tC8TgKjUNwdCrQ5D0LiJskgQoaJ14f1eTMWEkqbwiDiVSplzi0ajxij47yRlwObjz4bh/7lczp5Dqp0Z09zcbGLJeDxuz1MqlUzzwoYYDoeNjWFx0g0zFotZK25pqyGfbwENWGM+eH42Zt+ymw2SlJafUz7Pbx6+DFeS5bCfeuoptbW16eDBgwb40GZQXSVtLXp/QZXzu8ZyaDakpaUl6+2CwIwyPf7gaPhcHz3xcx8pQrvec889ZtP8nshpaWnJ0l/0BSGlt7KyYo0AAb+kHYlcvTAvk8no4sWLZp8wWLSWX1pasvlqpKq32+XTukScVKJw5g79S9gs2NB8+sCLrrERfAzgbmNjQwcPHtQTTzyhpqYmHT16VJlMRhMTEybWJwVL0EBrArQymUxGra2t6u7u1vz8vCRpcHBQAwMDWlhY0MLCglZWVvTOO+8Y0xEKhTQ9Pa3V1VWLiMfHx7V7927TveDvADDvvPOOdu7cqbvvvls/+clPdPbsWYXDYT322GP62te+Zmysr06BPUTLhr/FPrz2AkCOjqujo8NS0+gBQ6Fauaz3E4Bz/D3ph8YKIB9kSFuaRMCAT+/6NA7v81VfrFGekY3eAwcPUvjM0dFRfeMb37AgxQcXBH+SjGFeXFy06jAuwArv5TtJAzOGnj3ybDOBr2dIyAJQoYksYG1tTYuLi+rv738Pc8/3kpWIx+NKp9Pq6+vT+Pi4stmsBa0+/cZ+Q6Dt98Xl5eUPdD7QtmVWGNDl5WVznj7qBgBI9YI3j4QxDozBLw4vrGJBYABSvYaE/CnKeiIxn//0bIdvZga65qIkjJ9fv37dNj7SOxgrUbFnUFgALCbU2USIULhEc5ubm3Yia2trq2kZlpeXrQ8LfVxwrCzcQCBgpa6RSERXrlwxZT/PyuGGOBqMH7DE+AGOiGYRjqIpYMOQ6k9ThSXxJYZ+gSP+ffrppzU6OqpEImEldX4h+o0XIIJNeefn6VcfQfqGgKS3enp6FIvFzGl5TQ6O3tsQmyD2l06ndeLECYvscPCMBQAPB7GxUWuvD5ihBwIOhg0RB8XYNTU1aWFhQdevX9fs7Gydzgs2xm+kbNgfJDr6TbjQlklbbCaRPh0+YUZZ/wQ4PpDhpGFsUdryG7x3cXFRb731lqrVqrq7u3X77bcrHA5ramrKNkTAbLFYNMHtl7/8Zf3O7/yO9u7dq3vuuUef/vSnLW1ANdZPfvIT/exnP1MqldKJEyfU19en9fV1PfTQQ9aLB91HMpmsOwUd1kaqparQuLz11ls6cOCALl26pCeeeELJZFJDQ0PWEykUChlo84fSYctoFnxahU2UcaHKjXGl78/m5mbdAaxNTU0WfCAIJxig/w3pZ8+E4G9Zt15zxObuq6tYA/hcnx5iTgnOfEoGO8CWJGl4eFj/9E//pF/+8pfGSBNIxONxAw+Ih1tbW00igH1JWy37eR6pviU+z8HY+9Q8+xDsKSwY696nsQBL09PTxqrzTO+3FyYSCfX19WlgYEDpdFpNTU2amJjQ1NSUJNWJ9GFVAElUu/p7vZlr24IVSWYMTCCbKJPeSMXiULgwYv7dqFD20RLMiVSf9/RMDgp1Img2beh4v+lJWwdqeWNkQ29qatLU1JQmJiYkydgUnCjUvN+kGQsv+uX8Ha7W1lYVCgVFo1EzSrQk9CVhYeMoSN+Ew2FzmJ2dnXZ448TEhF5//XUtLi6+R5RLDxTEsEReOGW0Kggb2RSoZqKHC2kdnzv2YAGHwVhzD7Anc3NzeuKJJ6zzLnoFgAPvx0kwptgB9+Zf69NuPBMMSjgcVjKZVCwWUyKRsA0GsILt+AsQALNxxx13aGhoyO6B+YNyR4woycRuaGWoAMJBVCq1QyaLxaL1/EBQXiwWdePGDc3MzCibzRqA83PAGU3eiW3Xi/UlyZ6NFAQ5fa8boJLOC/b9Zsj/PVPKGJbLZV29elWvvPKKTpw4odbWVg0NDRkIWlpaMjDa3t6uPXv26N5779W1a9f07W9/W9/4xjf0r//6r8pkMnr44YdNQzM5OalYLKaxsTE9++yzFu3SSv2hhx6yPjjYwuTkpI4ePaqVlRXNzMxoampKPT09mpubs9Rvf3+/HnroIX3rW99SU1OTjh07pr179+pHP/pRnR6CZyXS97bM+OIbq9WqlVGThgTQEJD4NIL34Y2g2ActMKk+WJXe2wXagwl8Aq+jMhGA4gELv/fgxbM3PhVUqVR09uxZ/cM//INOnjxp6582BjSMRLPimVqCC77LszQAC/w+6RwPKkjLoYcE+JHa8QDC+y58zcLCgm7cuGFaEj+WjZmCcDisrq4uffjDH9Z9991n8zw+Pq6pqSnbS7x9cH//t35j24IVREKgdChNtA7SFs3H317x7H/G5uIXirR1ABYTjoPxi8KfOszFYuV1fkP1lCXMCGkOf+BgpVI7U4Rur3y3JItUPHvDvfs0AXlvWBUqQTxFDQtEWSA5Y7+pEqHB1JBKWVtb0+nTp0305vPF0LUsZl99wua9sbFhG693EDwjc8KfxmoLxpk//B8QwhyzYM6fP6/Tp09rdHS0TrjWGC15Wpe5Yl58+omFzNwDtIjSent7jX6H0ge0eDbHAyafwvzQhz5Ux3Kw+XmWgwvgx+fOzc2Zg21razOtABsNDcKCwaCuXr2q69eva3p6uk5LEwgE6s4RYROA2t6uoAVbwfHn83mNj49rZGRE8/PzKhQKKhaLKhQKJkT1IBY7JRDi8pszcxoOhzU+Pq4LFy4oEokol8vpkUceMQoedoL1tri4qJ/85CcKh8O6fv26VlZWlM1m9fLLL2t5eVlHjhxRtVrV4cOHbQMYGRnRu+++q/7+ft15552Sar1VPv7xj+uTn/ykKpWKpqendcsttygSiSgQCGhsbEx9fX2anJw0bV25XDtd+4c//KFyuZw+9alPac+ePVpcXNS7775rkbVUC7Q8yyptsbqVSkVra2u2xunJ41kNAAPjRat9AjjPhHuhp7SVtsdvs3njq/3axTd4MMRr/Xrg935dNwISfsbr8QdLS0v62c9+pr/6q7/SSy+9VFfe3ciioiGBaWBzRyiPX+U1+PHGccMfMu6S7HWkNFdXV62PDT2Y8vm8ARrAWTgc1sLCgq1zr5nzGQGeIx6Pa//+/XrggQf00EMPadeuXdrY2NC1a9dULBbfc/QNXZbxcb4R5k2t25t+x2/IRZ41Go3WTRY5Spw2JZeIgKD8QJWS6hYGm4BPF0myjcKfFon2AToToS0ROFE3/4e+g/LnnBCoYCjOYDCoF198UWNjY3rwwQet2sbTcTBFvA9DRVOyublpbATljvl83iLp9vZ2Q/s4PZwP9w2AYnPi3JC33npLmUzGnpH+LIVCwdr0NzU12ZkhTU21Ek0WytLSkml4oJNhxrwmQto6k8Tnppubm+3nPDfzjtPx0TNgbn5+Xn/6p3+q//N//o/+5m/+xmhSFqQHJQA1T/d64IBD5f/e4bMJUYmxd+9eXb16VZcuXdKzzz6r0dFRc97JZFL79+/X/Py8FhcXdezYMXV3d+u+++6z8d7Y2DDBM2MEM8L/Of8HWpk8Muk09AEILyVpampKb7zxhi5dumTlk4iC0RB4wTfAjjL57XpR6k2p7o0bN7S6uqpsNqvV1VWl02nzJaQMAbesDx9t49xhJKPRqGKxmBYWFiwgmJ6e1n/+53/qwx/+sE6dOqU///M/11/+5V/WVTLClHZ1dWlsbMzYUs7bgvmSZOLI9fV1Pfzwwzpx4oQWFxd17tw5vfPOO+rq6tKFCxd0/PhxXbp0SV1dXSqVSgaU77zzTl2+fNl0bFKth86BAwc0MjKiPXv26I477tBLL72kn//85xYEdnZ2anx83PzU8vKy0um02R/+jXXPupO2+hXRdkBSXcRNAEWaCX9Guoo16dP8bH5eu+a1JvhfD3j4TgBiuVyuO7PHv9//u1HbuLCwoD/+4z/W2bNnLe1CStj7EPR8+BHYNPaKjY0NZTIZ61pMQ0Zez2d5yQNA21f54Ce9/o02EwCIlpYWa/aJf04kEnbQ5ebmZl0BB/budTfJZNLes3PnTt1///166aWX9Morr1i1GhVhxWLR7sHrWj5In5VtC1akrS61jSIvH6UzOBgqG4y0Rbt7up/J4bM95eZTI83NzZZr9PlaQBSIua2tzXQuy8vLxhZwX0TXLFju4eLFi0omk++JMHzfAoySTRQHwBkjRDqcBwPbkU6ntb6+buLalpYWay4nyfqm0CioXK6dJxIOh/Xqq6/aAoGp4mygVCpl4trV1VUrY2xurrXY59lggAAXgCkPWJhDvwlwcvD6+rpFYowd72NTAcQxz576PX/+vGZnZw0MIB7z44wNEOlhFz4NBDPmdRxEXDBZvPZXv/qV/uu//svKYsPhsNLptMrlst5++20DXb/85S/1uc99Tvfcc09dVQTPQToGIMocr6+vG9XOd0tbqU6ehXEeGRmx834AKswHZbs+CgW0e0anMY21XS4OzYQ9oX8HFPj8/Ly6u7sNtLW3t6uzs7Ou5wlrvnF9spZyuZwOHz6s1tZW3bhxw6LLd955R/l8Xp///OclyaJwyol37dolSbp69ap27dplG1Q6nVa1WtXc3JwWFxeVzWYVDoe1a9cu3X333crn8zp37px2796te+65x/xKe3u7HnnkEf3Hf/yHuru7lclklEwmlc/ntXPnTjsLqKOjQ319fQoGgyoUCvriF7+otbU1vfHGG3VsJ+uFtAU2iFgb/8d68Bd2UygU6thQfCufjcjT+1Wvd/NVc760+P00HgR0/A3Q8KkKAgJAgWdt+UyfBl5dXdVbb72lX/ziF7p48aKtf/wbf3gmNHu+vBgBfDKZ1OzsrAUA7CvcD69njUtbukbSwAAlrxVEJ+eDC4Adz4EwX9o67Zvx9Ay/Z5akra7v5XLZyu7R1v385z+3M5/wPaT8fSPRRknGr3NtW7DS1NRkJw1D9Xv9B4sfh49WA/GR33SInj39CKL2k8cGACIl3wk9x+s9GPJNjlh8Ppry6Bdas1qtlSvv2rVLvb29Rg16Q5NkrABVKDAWVITwbxwiqQBP9YdCIeskyfvi8bhSqZSBMc5eGh4e1sLCggExNt1KpaJkMlmXiqIBFBGrtNXEiDmieoANEUDQ0tJic4QIGq0GYNNHvTAbLG7/bz6TsQgGa6Wcr776qh555BGbFz/3zA2OqpGGJsrAgQJ2vGBXktGxX//61/WDH/zAShSJTOjm6YHU+vq6nnvuOf3RH/2RUb0wblKNVaL7cKlUUmdnpzo7O20zxAkgjAZUrq+vW/ptdXVVIyMjunbtmkXV3HcoVDtRF9rZO38uv26243Xu3DkTKsPYMb8AFmyno6PD+tt4HYS3D79ReQ3BpUuXdOTIETU3NxuLk0gktLi4qB/+8IfGDqKNSCQS6u/v1+joqAKBQB1LSXAxPz9vgcfRo0d1xx13aH19XZlMRoODgxocHNSPf/xj62Vy9OhR9fX16aGHHtLzzz+veDyuXC5nvV9GRkbs/iYmJtTa2qqHH35YsVhMf//3f2+BCwwHTCu6CIA0zQelLe0dPolNTZJVl3ndFgFcpVIx4alPR+ATpPpeWjDoPhiVZL7P7wf+bzZiD3ZgLLwPwAbwAYuLi3r77bf12muv6eLFi8rlcqbF435Jk6Lrg0liHfmAOBQKWXNOOsASNORyORMa09sIO/A2xuUZHyr9WJ98LoEudooPZe/yn/V+lxeXM1Y8744dOxSJRDQ7O6tTp07ZPfuKMNLUHPFxs9e2BSuU+0ky6pBJlN6rA8CAYT/YsEmhsEBA4T56CgQC1m0QdE57c9/R0kehsAPcB1EqDg5whFFhzKSW2tra1NXVZXoZvwH6/CeoH+Oh4od+Cj7l1dbWZouC6Bsn43vVdHZ2amlpydTe09PTunz5cp0AkbFMJpN2jwhIYSzm5+cNXBDZMAZEI0QBAB/ABqANwa7vYwNVirP0egLmExCBY2JOAIrPPfecHnjgAaOCvaOQtvppePrXRxnMMyks5prPq1arunLlih5//HH96le/Uj6fVywWsxJ0og/GhO+jUuTChQs6evSoPUtLS4uNv29DDv1O2gfb5m8+31dtjI2NWUMnqGNSHKTUvDPxcwh4anRw2+mi7XylUrHybtb28vKynYTc3d0taasvC4AFe/LgleCGv6nuefnll/XhD39Yf/EXf6HHH39cMzMztqb27NmjM2fOWM8iqu88G8b3RKNRXb161YBtS0uLjh8/bmuVg+bOnz+vs2fPqru726qDbty4od27d2tgYEChUEhdXV3q7e3V2NiY9Vt58cUXdfz4cYVCISWTST3xxBOamZmpO7DVi1slmR6qXC4bEydtdXn10TX+moAL++Q5PdssyaJvtC9+LDxrCqDwukW/QUoyX+H9uk/v+M/z7Dtrf35+Xm+++aZOnjypkZERE7LiNwD3+D9S5oBfAmmKNAB69LgKBAJ2oKEka9mwvr6u9vb2On2mD/Bg0hk7n8byByb6NA77hNdT+iINr/HxLTbeT5/mAyj+fezYMRUKBV2+fNn0YLR1IOgFxN7stW0FtnRIxHHQnEiqL49j4hl0jJRF5+k2Hx37DYqfgcRxLh6t+w0C8OAjfp9KAqw00uxQk6VSyQx5eXnZvsP34JBkGzoROSCE+8HgYD82N2tnUmxublrbZNqwS7VFwoGGiURCm5ubGh0d1enTp+uo8ng8rmg0aud5NDfX2m0Xi0X19vYqGAxaCS1RFkDI5z55DiIvFhxlvmh6YCQAEoAdnr9RFIozAtR4QMLYj46O2lkq/nO94M6zYF4bxE1LAAAgAElEQVTH5MVh5XLZnBRAE8D0h3/4hzp58qRtfEeOHFG5XFYmkzF7JTokwlteXtbS0pK+973vmc0CuhDoSjIHSG7Yl17zPuwexxUK1fqmnD17VtPT01YZ5dkBqH7WAuPOOHud1Ha+2AAk1VVMMI/0+SDFIG11tfaO37NyXkfBes1kMvrRj36kbDarxx9/XAMDA7rnnnvU19enI0eOqKurywTsPmUM40kAsrq6qsnJSS0sLBhLRhqnVCpp165dGhkZ0fDwsAFTQO/U1JTW19d1+PBhLS0tac+ePdq7d6/279+vUqmk119/XW1tbfrIRz6iwcFBPfXUUzp58mRdNUe5vHWiN0wIrAlAhjHxx35gr/yfzRNQzDlp0hYjwjhSluzLoZkP/vbieMYN/+uZTnqsoJeBfWhkVPz/i8WinnzySf3d3/2dvva1r+ncuXN2vhaBAP6VtQyDm8/n61LTsGj4acbDV8uwR5DGDwQCJoz1+hx8Dj4QoBuNRs1vxuNxa3zom2ECpnhen55CHI2d40O9/sZf+BYAYktLiwYGBnTLLbeYBobnzOVy1iivscLr1722LbPi85AYHQtA2hJVQplzER00UvxE4h5JsuGjgfCiWygw0jM4eC9ugor0gkQMnPeA0NGjSNL09LSCwdoJpfRVkWTqegAQJZY0jlpfX7cmSzw/C4ISumKxqH379mlmZsZK27yxbWzUzo/Z3NzUyMiInWDMfdMFk9QVZ3a0traqq6tLs7OzqlQq1q4fZ4txkjZj0fFzUDyOloZcPoJlnvzmEYlE6vL+5L0Bht5WSItQifE///M/OnjwYF1+vLW1tS7VJdWnPRoZLSp9AEMtLS3KZrN68sknNTw8rEAgoAMHDqi7u1vnzp2zVJyPjIg2AASbm5vWmwPmjeZKkupYEJwhtoDdeBYIYFOpVOzk3UKhUAfgQ6GQMTfekTVqVtiUuOfteJVKJdtgACkeQOOsEbZ7UbW3R+YArQprCdtjjWQyGX33u9/V5z73OT3++OP6sz/7M62trem2227TM888YxsTG3c+n1dHR4cmJyfV3d2tqakpjY2NSZL5jKmpKROa9/T0aHFxUe+8847a29sViUS0d+9e3X333RoeHtbZs2eVSCTsENJIJKKFhQWNjY3p9OnT2rdvn+688051dXXp9ddf16uvvloH1ul0G4lELL2OHcAIYAts0O9XvUfwRJNBScZQo6ujiSRjm8vlbM174S62TbUWQYJfIzCzMC+Acn+vgE/2jo2NDZVKJZ07d04XLlzQG2+8YYDAsz9IDPhswBB9pvBdXD6Q5WwkUjvt7e0WZMLQECjAYsOesmd1dHTY3sf38Fz+lGsffDUGdl6TAmPudT3sS+8HLFgr7JuSrKhg7969yuVyWlpaskM8g8Fax9yJiYm6Pe1mrm0LVqDAcdRMDheOBcPBKH0KiFItJg+j9ekAFl8wGLTzeWBs0GKwkfN63t9IV+IIfe8LKGM2r83NTV25csWiACJvH/XCoIDmib5zuZxisZg6OjoMNLB5AW6i0agmJyeNsQF5A3oikYg6Ojp08uRJzczMWJqFhQotDOgrlUrq6+tTc3OzstmsvU6qifsymYyNIRFXW1ubnYSM/icQqDWry+VydRoAFi8LjUWEM/SRv7RV0cXC5zXMPWNZrVY1MzOjZ555RidOnLAFivNkzhtLIb2dIWLzufPJyUn94z/+o15++WW1tbVpaGhIkUhE7777roFDbETa6qQKK4Ozzufz5rCwLe6d+8TeuOfOzk67D0rQ2UhhhmBU/PzjrLyeCWDuxcbMSaNwcjteKysr5miJiKlGkbaeu6Ojo64xHuPgqXHv9BkrL1IMBmvl4V//+tf1uc99Tl/5ylf0L//yL9Y7CdDN/JKa4/PxHZIM5KOnIS04PDysHTt2aHV1VZ2dnTp06JBaWlosPb68vKzz58/r2LFj6ujo0PT0tPr6+vTFL35R+/btU6lU0ujoqJ5++mnT5vGsrFmf8uQUcxgh7AV7JiDhM/B7MNKMixdrMwbJZFJra2uanp5WtVrV7Oysent77fM4zNRv6q2ttcNNOWiVdcvn8298CUxNIBBQNpu1tEQgENDU1JTeeecdXblyxT4rEKj1wSmVSgZU2AeYb/aixmCW85UApDBK2BfHLHj9IikTih7Y4P248TzYcGOaDpBAms1nDVjHHmhyoCS265lo7199MMOc8z39/f3q6OhQIpHQrl279Oabb2p0dNQOQA0EAubjb/batmCFhUzkg5NhgDc3N+sEUI35US6PNjE6NB6eJoSGBzBwvDZGghPxr/eUJMjfR7k4IIBJIFArpT137pzl/tho2NTJlzY3NyuVSllPDRycT9Ug7uUgNspR+f3GxobpWihjXllZ0csvv2z3gjPo7Oy0kjqOa+f+qfRpaWmxz+DEWhabz1GjDpeknp4era2t2WmvRKVoWSqVijFT6GtYeMwV88ki5n1s6J49gwKGYXn++ed17NgxY0WWl5dt08CeoJRJ17S0tCidTiuRSKi9vV3z8/P66U9/qu9+97uanJxUS0uLneh79epVc2A+KoRZ8/bmgbPvHAz44lj2zc1NE+/hdLETmDTez7gVi0WdO3dOv/zlL615H45vZWVFS0tL79FT+Y2HChCvP9quoIVuyaxXWEmicN9tOJ1Oq7u728bEO+pGv+K1U3xOe3u7Hfo3Nzenb37zm3ryySd111136a//+q+NXevt7dXS0pLi8biOHj2qa9euWUphcHBQlUrt1GUE9YODg5JqDOTU1JSee+459fb2KhAI6PDhw8rlcgZUPvvZz5otjY2NqVQqaWhoSN/85jdVqVR06dIlBYNB/eIXv6hLQ/GcnhVAQ8IaI5Bh48KP8RmkGVnP2BWbIv5lfX1dfX19qlarmpyc1OLiooF01ktzc7Pi8bilo2KxmOLxuAVrHvR59hF2iGfinlnXyWTSgoRKpdY5uqenR+fPn69bZ16v6HtiraysqKurS/Pz81Z9430PQStAtKuryypGy+WyHXWCn1tZWVF/f7+xLZ5RkraOAmDde22mBxPeXn02AfskgAVAjYyMaGBgQL29vTY3PIP3DX5++T3z39LSYmXNt956qz7zmc9oaWlJ2WxWzz33nK5evaqJiQkLlm7m2rZg5f0iDX8OBNScjwjZvEG+Uv2py/z//XLQ0tZZN+QZpa3yVRYjGwvRL6kFQIaPWkG5OL2WlhY7JbdcLmtwcLCOUvW5xEQiofX1dYs+QMogf+hDenSwcXGabrFYVDQaVSQSUSKRUCKR0NzcnMbGxuz8ikgkUkcz0h+gr69Py8vLmpubs/HGcH3zH08XwxoRCVJVUCwW62rxvbiTSgFU8LAzsAAsZPLQtHaW9J6+NF4EzcbCIvzv//5v3XrrrYrH4/aszJGfK34HaIlGozp16pSefPJJnT59WsvLy0okEuru7lY4HDaRmVf/+2geGwKcwbD5fLG3TyqwqCBASAeDCLil3JYjGqRaanFkZEQzMzN1Qjxvv97heeqX1zXqvT5Ir4TfhAv7gY73jcxI/5BaxWbYnP24MFe8jgi8kTr3Y0Y0PDExYYETjGIul9P999+vkZERi6pv3LihwcHBOuH56uqqdu7cqXw+r+bmZo2Pj1sKLxAIKBqNmq0eOHBAa2trunbtmjGAa2treuGFF4wdkaTXXnvNNGxoJEhtLS0tmY/i/TSzbEwvADzYeFnbHR0d5n9Jf5AOgmkF/KALgWno7OxUNBq1KjrYQIIPwAmApjFVDLPsN3xfGcO9EqCSvkbTVCwW35MWBoy0trYqk8nYvLO2pa3utCsrK4rH43aUBb2m6HdFsMbeg434k7E9c+LZWezM+yuADOuY/Q6mGN/nBdH4V4IW/Dqfyzx7EOM/V9rqiiupbh5IdT366KPK5XKanJzUlStXbnrdbluBrSTrjgdVjvP0AAPHT+QkqQ4lep0Kk+v7W/AzJp2/MQiM0+dkmTAvmpK2ED0pIG98GOTc3JwCgYCdbIk4FAeEsWSzWWNUAFAtLS3GmPT19dWNVblcNuV5IpGwSh/OepiamtKZM2c0NzdnJ5smEgl1dnZaZdHS0pJFpTTk83oQ7gVKFj0Oi2RjY0OpVMoaj1ER05hD9kIwnBYAEhEe0XAgEFB3d3ddRYKv4ydFhOPwgA9x2NjYmF544QVlMhn72fulFAOBQB1bsby8bF0rmbOenh41NTVpbGzMnIoXASKk5cJpNIo2sT96KLBh+oqpSqVi5eZstrAvbFpsbleuXNHw8PB7xLGcHSLVl/Dz3Fxek+F1XNvx8mJQH1SEw2HFYjFLp0k15qLRD/jUoo9YfQoZ8IePwXawhba2Nu3du9eOrGAzam5uNjH77OysJJlWDHDE5wUCAc3OzmpyclKhUMjK0FOplHp6epTP5+vKWyuVinUuzmazSiQStsbwkQMDA7bJ+D5BAPRGsbFnQrE73yCtubnZNFT4aZqk+ZQJ3zM1NWVRdywWU39/v3p7exWLxSwoYQ22t7ebr/BVlT49hwhV2jo2AwaF58Sf4F85OZ35AlTiwzxogZnm0FfP2DF3BAZeS1etVq1pI0ESaSKAIePuAQz3zO9hqiTVPTuv876H5/N2xJ7GPVF+7i8PRvh85qwxmMNn+LQoc9Xb22vHSTz66KM3u2y3L1hhYUtbTdFA+h59AghgXsjj4ai8et9TvHy+R6Z8LzQfFDmfBWBiIwVo8JkYTKOuxUcnk5OTdVQ0ka8ko/xAwqFQyHKbyWTSDihrb2/XzMyMOQNKfKFviRI7OzsVj8c1PDysGzdumOGnUint3LnTnDKoe+/evZqcnLRSar7fp5O80JRSPcYAoIJaHhAmqY4m9uCA6Mmf1cIcRiIRdXZ2WnSCI/UIn7lj3HB2jD//Xlpa0ttvv22pL+aVZwLcQNtfv35d//Zv/6ZMJqOuri51dXWpqalWogk75YERjh6Hzj1hV/5+Q6FaSSjljUSczB1jwEWuvLm52Xoz+LL+sbExXb58WcVi0ej3YDBYV26KbfIenBoOh0i70flu18v3HfIsFie542C9OBE7boxuPQPmU2N+E/AbjFSbbzocB4NBpdNpSdLs7Kyq1WrdpsV6Yi00NTWpUCgYUPUdiw8dOmSMGinZGzdu6Pr16wYa+N358+eNRfrqV79aV3pLcEMAIcnE16ScAaueMfE2jU35XleNTAzP6EviCaL6+/vV1dVlR474s3XwDX5OfL8qn7LlO6kQBWQB+Jk77DwUCmnnzp1mJ4FAwNrX+3EAHJDqpoIMRt4HcT616o9AWV9fVzabNXaP++I5+NunYhobM/rAqpHl8IG5D7YJlqWtgJ7SfQ+0PZvqgQhz7JmVRlaan/FegCsNCG/22tZpII/e/GRIW11LaXpDNOrzyrzOR4h+4gE6vgcJgMRHo14AiZF40SfOvXFRYAxEzC0tLRofH9fm5qZRnfRcoZwNJ7u5uWmdKDs6OizKQmMBaFpbW6sbq1gspnK5rFQqpdbWVo2Ojmp6etooZd4HpUpFwuDgoMbHx+tYJZ4bMEGKhg6UpKQQJkejUeXz+TqBFZswC5fFjZPE0TEfXE1NTdq/f78qlYrGxsbqWACfsvAluIw/js1/drVaVaFQ0MzMjHp6emyBNeoUFhcXderUKYsAAXWkGT0g8H+gnH3+3ztLH01J0o4dOyTVKGgYLQAUUSRRIzZZqVTMoeKQs9msLly4YK3kmT9AsgfC3CP34kWeftwbf7bdLs9k+Wo+L0ZNJpOWXuM9vszdp3q87Xna3NutD1JYo01NTerr6zPANDQ0pIWFBaPpC4WCVS5xH/iDlZUVaxq3Z88edXZ2mrZmfX3dNG65XM50KqSBA4GAZmZmrI3/vn37lEwmrUW/r3z0wZ9UsxMOvPOMA2zR0tJSXRqGQIKfYe+AamzWN31MJpPq6+uzYAhwxWf6hmc+vcG6IsAilQFbwP89W8Jr2UwBAl1dXdqzZ4+tPaoT8et8FgxzoVAwv0XgQFoaRp15LRaLphnDV9Et3LPujA9rE+Dnq6k8MJBk30EgLW2JnvFLPngjk0DRBulzfB7f4d/nWRWfKsXGAWuS6va6Rq3LzV7bllkBmMByMHBMKJsSE+YjWFA+A+rpM5AvF5udtBXNeiaFz/K187zPR1YYoT+eHl0NUff6+rpFdsFg0ISrtJdnIw8EAmbcPT09KpfLVuKHcVMtRJl0d3e3Ojs7DUyEw2EDKZT+lstlc4CFQkFLS0s6cOCA2traTBsDo8JmJ8kawaHjyOVyyufztqi6urqsFBPNBUaMc+GQRakWoTSySERj1Wrt1NmBgQEVCgXNzc3Z3PB5AC6YFK8Z8VokmC8U/cFg7QRp76BxbsFgUJcvX9Zrr72mq1evqlKpaMeOHZZzn5+ft541nkXhO32e2FOp3qH4De7o0aNG/wLaAoFAXZMuHL1n/3wUPzk5qfPnz1tLfQ/uG9NPAC5pCxTiiFgjjAev364X884zMM6smcbI0/sH7J71jnPGjqX6k4Hpf8M88h2sFzbotbU19ff3W5sBQK9vk84FQGXTjUQiSqVSpvuYn5/XysqKndpO6sVH+sFg0MANJ4PT0bm5udmAGVVArCU2Yg+gpC1GkDFFi4NdkY4kIGFN0j0be+T0aPqEUKFIQIffZrx9xZEvcPBrjVQndusbZ9L5ubF3UnNzsw4ePGipNR+0wKACAhgjzkCCzfEX7LYXIEuyJp0AJs8OA2o9QPDsRWO61jNDBNi8nnlgX8Q/+X2PsWIcPcvj0z0eKAJ2mEPPwng/8f/Gvvy617YFKzgQDAW1ti/R8kiPnCoT0NiBkwXgnZV/H4jbTwKvgbVhc2IhSKr7fr+hsFD57lAoZC2KJZkwzaNhfgfFH4lElM1mjQJubW219vyUPbe3tyuRSKhSqSifz9tiv3btmiYnJy1awDERVS8tLWlgYEDlctlafDO20L5NTU2msmfhUmlSLpdNJc8ZR7A1Uu2UYMTDLMpUKmWMGE6K1yQSCcViMavOKBaLWlxcNCU9fWRwpJ4exkkDYrhwwL6xGuWrPg2VzWb1zjvvaHh4WCsrK+rp6THaXqrl2YkoccT8aQTNXjnvUwtSPat3++23q1QqaXZ21iIuNrWmpiZrgU6zJ99/hyMOpqamNDw8bG39yVNvbGxY3t6PExsA9kb6j2cgEMCWt+vVmFJhPBCGwk55/8CYeD/BzxgbnzbkvR5w08+F7tTYH2d1ZbNZ5XI5W1cEEDQQJAJfW1szGxwYGJAkK4E9evSolRTH43HNz8+rs7PTzhkqlUqam5tTOp1Wf3+/du7cqbvuuksdHR06ceKEvvSlL9nGit+iDN5v6D493AjWWE+MhU+HY3OwEPjo9vZ2hcNhDQ4OqqOjw86qYT3B+vpUP3+8hoi5wf9wzo4HLWysNJxr3DiZ46NHj5rvaWSTCWoJKtH/wGg0No7zqSDWGMJa/JNPmXvWxTO7jYECr/dz4PUpgFre35gqZ93DpgN4/T7qbdynpt7v8r7Bp+T4twcyN3ttW4+D0aNcZ/BYAExGY3oI42bT8OkYPrdRzc9nsjgbhYXQbj5/jeH5mn9e6/OIXjdB9IuuAofhUa20dSYQFDH0XTgc1vz8vEVlgBjoZFJWU1NTymQyRv01Nzebc4Cipdvl4uKipK1uudwvkZVnp4rFojE9KPg5bdk3NQOExeNxoyIRcFLSXCwW7fvS6bQGBweVSqUUDm8dZ06ZHCJF7zB9btx3cPVMFs6F3LZvyod+5ty5c3r33Xc1Ozur9vZ2JZNJm99gMKj5+fk6NsWXTXq9A/fknQN/+J2P9I8cOWJpO5+KwNaJvNbX122ssJFqtapcLqfp6WnNzMzUNczCSWL73IPfjCXVRfLMr3c03i632+XTaJIMQMBILS4u1s2f74nUGJE2AprGter9CZ8Vj8eVTqet7w5VKNeuXdPq6qp6e3uNgUBk7VnC1dVV7d+/34D5oUOHdO3aNQNbUq1nRjqd1s6dO7W0tGTpplwup2g0ahV9Kysrun79ukqlkvL5vB588EED9gQKzDdBHr4NO+ffsMyAE8++YvMERZVKxYCXVAM43d3dBvj9Buv/eBaB9eDnirGGxaHpH//m8MpcLmfHjPj1jJZEUp2InMaPjAmSAkAImj2fgkZbRzAGq7O2tqbFxUUTItNzSpLdK+DFyxA8W+/3J76DsfEpJAIln4LzgIa9Tao/usD7UeaPy7MzfA7vZ3wATz6lxPzx52avbatZ8U4ex9nW1lbXORCKqlG97zUMABcufsf7yWsz0FB8TBRlohgUhsE9egEUE+hFXzicYDCoF154wQwPESu9TQAUCDfRsOBIK5WKVYJUq1VTppMPjkQiikQiRgv76h2cC4u0ubnZOteCtmFgQqFa2bQkc+ywBolEQsvLy9q/f791MKQ3hG/G5LVDfD8MUiaTsUVK22iobZgFHAjf6yuG2HBwmjBifi46OjrqctqwQmxas7Ozmp+ft/JvGBucEQAB4CbVazn8Zs69epujZNb3tMBuNzY2NDg4qL1799pn4SRJIRSLRXV3d5tTxhlK0tzcnDY3N/X2229rdHTUKkp8ZIqzxcb5G0flwTzOzf/dCAK32+XTNbBUrBOpBpSvX79u/TAAw9gq8+5TZB6I+nFiLAOBrZL1zc3asReBQEBdXV1qaWnRq6++qtXVVS0uLioSiViDx87OTk1OTlqL/tHRUZXLZZ05c0b33nuvwuGwXnnlFbW0tOijH/2ofvWrX6lYLGp4eFjnzp1TT0+PHnroIa2srOjatWs6cOCAAYl9+/bZAYuSNDIyokQioX//93/XV77yFS0sLEiqb6vOmHEYHZuT9wH4ElJYrDOeKZ1OK5fLWXCFMLWjo8Ma0m1ubhrT68vGPRPI2vDBDiwWr4dJ4bRyf6/MBd/R2dmpRCKhjo4OS8H91m/9lsbHxy3lD+CgxLmjo8OekTXFevTBBc/EWkfjxhrr7OysC2RpxeDTMH4MPKPk7Q/f432R1yziJ3xwjl/ARn1w3ZiGwk94wOIBEHsu7+U7GkH9B7m2LbPi9QnVatVEZz4XD6r04kYmD0OQ6gGPdzqSbCKZaP/ZTAqbbyOlz3swNoAIGyqgBnQ9MzNjiBqaEr3K5uamZmdnja0hIpC2cu6+rA5Vt7R15s/c3JydLdLS0qJYLGYbei6Xs2Y+pKAYu7a2NkvTRCIRW7ClUknRaNQ27JWVFWtuBduDY4bF8JodFjnpPKoaWltbFY/HjTmgpwMOpL293eaIiic/9mh+JNnRAdJW871yuWz33NxcO7iRiA7bWF9fN8cJqKAnDBVDjRR3oy7GL2Kel0MI/QL2TFtzc7Puuusu09HgcIkeYZMAbgBA5r6rq0uBwNZBiVw4dcBto0PzwIR1wvrykZa3aS8I3k5XsVi0f7NusEOeaXl52YIEXudTg16TQITqNybWO2NN5N3S0qL5+XnNzc2ZxiMWi2nPnj2WcvHn75CmnJub0759+1QulzU0NGQ9lkqlktLptG6//XZdunTJUqPlcq0j7P3336+LFy8qGAzq4MGDKpVK2rNnj/bt2ydJBpBWVlaUyWRMUP/YY49ZqpM1v76+bv+mtQJAAmCCjbGRUeQAEOT9dALHJ5DGxibb29uNwcVvstao0PGMKey4Byo+uvcsEeea4e9IZdPrhnUWDAZ1yy23qLOz00qtYWJhuihgYH4Zk0AgYP4a/0EFqSRbr7wXMIxtYWuNa8yzJz5ly3P6/jdcjWPB+326B/vGN71fEO/9FICG7/HSC9I+jSCLvZl7vNlr24IVnzuHjsOQfN18Yw5Zkhl8I5Um1U8sEQiACGMC1QJepK323T7a9h0YvSP0qnVoQ6LkQCBQR/2zEdEK2TcQkraig3K5rB07dtSdk8TCbGlpUSaTseMBcC50YVxcXLTqE06F9TRnNBo1ZTylkr6ML5FIqLe3V/F4XNPT09Y9kz4I0MakouioyzgioCUqi8ViFnnAOAAMvLDRC0KZF4SB5MAZI65KpWJHDLS0tNj4oM0pFAqKx+Pq7u42sbEke2aeJRQKWZ8ED5QaAQgXwCwej9vz+RwuNhkKhfTwww9LkgmfSXcC3qjGkGTAcXNz03RKhUJB09PTpi3C4fsIie9tTJvxmR6I42g8o+XXzna74vG4gQCAhJ8L72A9de31UD6F7IMG/+90Oq1UKmUbL6zgxsaGLl68aKeT0xwM1m94eNjSjXzWtWvXrB3Avn37FAgENDo6qsHBQRPrvvzyyyoUChofH9fg4KAeeOABjYyMKJlM6tq1a8rn81pcXNTm5qZpyyTVaaAuXLigsbExPfDAA3rkkUcMAGDj/BuAQwM1v8aXlpas9T1+leCMVgUcqIp9sckDWnifX0NeNOu1HfzxNgnIBzjRCoK/8Q/0fIlGo9b6AdEzY3P8+HGl02mr0ASE+bQO1Vde74RfQh+JQBmNpWdesCnGyQNinw3g2VjDfgz5vQ+efLoWX+Lt2Rcf+OBZUp1t+78bU4M+1YNf5vN8yscHqR5M/brXtgUrOABP6foBwAj8RDDgns7y0aRU3w8F48GoMHwvTPLak8bKDozDb3CALPpo8AwYHQBB2moqt7y8bMyDz7FCRTY3187TYBMjBx6JREwzMjExYZs3Kn0W2eHDh63/Ccp4yh/p2QBVKclYLJB4tVpVd3e3ARMYD84p8k2YisWiNjY2LLKSZBFmtVq13hakqohwJNkBhOhJvB4JUR8/R/AaCoXs5yxGNoZ0Oq3m5maNjIxoYWFB7e3t2rVrlzo6OrS4uKi5uTlLv2Av3BMiYubbM2k4Vc/cBQIBDQwMKJFImLPERrwgLZFIaO/evfZM3nFVKpW6+UEUypiz+cL+eMYPkOMr3bzD846EOfHOyr+HZ/6gdO7/35cPGkg3BgIBK4/1NDciZj8H+BoPbFi/fhsrSjYAACAASURBVP4B4UNDQ9q5c6etI1iRW2+91TqpVqtVDQwMqK+vTxMTE+rp6dHq6up7bLC9vV1nzpxRJpMxwBOPx/Xmm29qY6N2Ts/u3bt1/PhxTU9Pa2FhQa+//rrOnTtnzMv09LSammp9p2KxmNn6HXfcofHxcV2+fFk3btzQwYMH9alPfcpOV8amfHoF5pegETDjhfvSVuVbsVi0Lt0Av46ODtOEkJLxInV8Mp/jAWRjmgjGkTVBCosNEmaWFLMXqieTSaVSKQMg5XLZjks4fPiwBVCkZmimx1EmBBC0y9jY2DCxMOsGJhifJNXLBXyrCe7f6wIBS7DA/JyxwQf7/YnfEfh5xpTv93sn/oXP8VkHXo+N89neV3imhjXiNUd+Pm/m2rZgBeQKG4GjJm3jI/LGyW9Eizhsj+Z5nY/Kpa2oEmrei6f4Dm8MTCST5qNXvgvqFAMhZw2wwSGwWHCqpBWamposv4zT7O/vVzwe1+TkpCYnJw1g+PRVPp/XLbfconA4rJmZGWuzjxECeLgHlOJtbW3q6+szCjsej2thYcEoVFgQNkaoXyJTIv7Ozk6lUikDaL4sF8o3nU7Xtfwvl8sGWPzibUTz4XDYGjmVy2WrToBajkajqlQqun79uoLBWhlnR0eHFhYWLO3m02p8B9qPxugAe/HUqbS1uafTaTvegKie8kxEv8FgUB/5yEfU1dVlgG1lZcVO0W5paVEymaw77p2yU9iXubk50yV5Rw944h65f5y/v18PtH1ag7//bxzOb8LFWqcaz9s5651I3afHpC2A54Mfftf43kKhYAe43X333Tp27FhdGqBYLFoAEIvFrIV+Pp/X8vKysZ3hcFi5XE5TU1N2mvn4+LgWFhaMSZyenrY5O3jwoMbGxjQ+Pq5AIKBMJqNSqaTe3l47OZnNg3Oj3nzzTaXTaX3605/W2NiYLly4oHA4rM9+9rM6ceKErSEvopRkYMEHeejcvEgWfwljBBj0AQ5ssmfF/QYnydavT+t7P+nXLJ9BmTEi+mg0qlQqpYGBAXV3d2vPnj06cuSIDh48qN27dysajRorg9/es2eP9u7dW1dODBAieOXZ0QJ6RhJdEOlzf98+LU06qTFI8JoQqb4xmwcD3DM2xu8b2RbWvZ8jXut1nl4sy+W/2zMr/k8jQMFv+oKSm722LVhBTOXBAiyG1xGwSYISvfgHp+U3HdgP3guDAYPgHTUInJ8zwZ4eJgL1CnLffE3aaoxG+sKj9NnZWTU1NVkLbsS3a2trlkslFUPUTRt8UjJEyegl0GQcP35cm5ubymQy1s2TaJCoB6dbKpVUKBTU399vudtdu3bZ6dMzMzMGXgAngLCmpiY7ECwcDiuZTNaV+EUiEUWjUTsOgJxyZ2enlfZJMsU89Ktvvy2pTndSLm+VRJN6wlExrufPn1epVFIsFjP6GsfCgm1qajK6uPG7uLyorXEhh0K1CiRAmXckR44cMRCFw//CF75g7yXdFwwGjRUJBmude9FRkcrL5/MaGxvT1atXNT09beBG2joLh1w/ToSqGMAJqU6+3wN4bJr387PteEHNSzI79Gk1Ll/15vUqpCI9s8Qa85oD5m5sbEwTExO69957dfDgQfMV2WxWO3fuVDwet5N519drh4zmcjktLy+ro6PDQP7i4qKlT6kCBAS0tbXp8OHD1qAMIIJP6e7uliRduXJFS0tLZjc+RRKLxXTXXXcpl8vp8uXLeumll5TL5fSlL33J1qdPv0hbbGBTU5M1O+N+sCF0QTAVpFECgYBVDfI+L2Ju1PoxDswDQIIx9/Po5xmQApCAlQQU+n2E8ZK2GHiCn/vuu880d16Mjm8gGKxWq5ZSonAApjgej1tg5vUoBJ8EJv7yDC0+lefj542/9ywKF3se7+X/jLFn/vkcD2wagxMfsPksg2d1+Gwf7HjwdDPXtq4GQqCFE/dRIpE39fzSFhsD4vXojkH0VQ4+qvLRhJ8AABAbMZSep9hZVCxcj/wlmXgUwyGPWqlUrOMsUQcb6u7du+196XRai4uL1p+kWq1qZGREpVKpTixJqqpSqejw4cPa2NgwwS2gYn19XYlEwu47n8+rXK71GiBC4syQpqYmZbNZi4p8CsELy6BLqdZinnAsvrleLBZTIBCoS1n4PG57e7tVIvh0GvPR1FRr1U1fmJaW2sm5gKBcLmdnKnV1ddn94SgQ6AF4AUBcfnF7x+h1IL4ibWNjQ7t27TIRH+XggCDGcW1tTbt379aBAwcsTQZbwmYCaCaKROAHkCwUChoZGanTCnjw3Ci8IxLjPnEy0NhEeN5+/Ib8QfLOvwmXT6ECFNERSPVNv9CYvF/6l7GRVLfOvS+BAXjrrbeUz+d11113qVwua3p6Wjdu3FAqlVJ/f78WFhbMNo4ePapsNqv5+XkNDQ1JkoFd7hl/NzExoebmZu3atcvuKxKJmD9oaWnRo48+qvHxcZ06dUqtra26cOGCdZQmiLn99tslqS51e/36dTU3N+vBBx/U7//+7+urX/2qsaJ+DHxKvVqt1vlcdB4EQwRBMDysUZ864I9nTvF/2LJP4W9ublrzNphXdFzNzc0GBLkKhYLNKSkZOsqGw2HTp7HHAKD6+vp0yy236I033rDPIhD2AatUY40LhYJVfTFGdB+HRcZnUPVIus+ncrzuxAts/Vps9MF+f2JP8vpB7sfrkTz4wXa9b/V7Gt/h7b7xXj1Q8nvpB2FVpG0MVnx+DoMmf+jFVhgfAMVTto2gxS8CLt+lETTs6cm1tTU1NzebRsKjbh+FYPS8H8TOJs0CJ2rO5XLq7u7W6Oio9u/fb0Jf9CuwEpQo07+hWq11pBweHq7r+EhUUa1Wddttt2l5edn0I75RGOwLVQksKql2+Bm9RorFosbHx40xIfqhpBemyG9y5H+np6ftkL1Gxomo0JcWw6JsbGxYfhogRB7fn9dBBEeUEg6HVSgUNDU1pcXFRaVSKSUSCdu8GT9sA3DC/HAv0paz9Plab1eNgjeiWsAQfWvuvPNODQ8P2/uXlpb02GOPWVkzAG5hYcFKWP15P0TGpIpIDdCgzlPnXpjIXPn79uslEAjUnV6Ok2OtUB3mU5rb7QKY+Pw94+Gp9aWlJRNDS+9/1IBnUnx6jXHFvqvVqt544w0lk0kdO3ZMq6urWl5eVjabVX9/v7GNra2tmp2dtXRvoVAwwX25XFY8HlepVFK1WrW1iaB1cXFRiURCY2NjGh0dVVtbm/r7+63dQbVaVX9/v8bGxowFWFpassqg6elpxWIx3XrrrfrFL36h3t5eTU1N6fnnn9dnPvMZffzjH9crr7xi6VZa/0ejUetZAqNDesSvaw/mmpubLUCDWYYx8houNm3G3wcK3m+PjIyoWq3awZOwmPhW/AEMD2Cmra1Nvb29xuZw+CO+FfFtNBpVa2ur7r33Xl25csXAESJ4gjBJ9h1UcxUKBZs/SRZseVvzZ6RRjcmzeebEaxo9UJFkrBuAAiAIoGxcsz6A5fPwKbzfg4tG1hB/4kF743d40NQogr7Za9uCFU/9+YidjZGo0TsRf2EEDB6D2khn+fJQgJA/FwjDQFnPz3BsPjoDfXtWgNeNjY3VlTUTQbW3t9tz0JGyUqlYxY0fg1AopCtXrtjiYMPyYqqDBw9qamrKNC5E+yxK7hNqtlgsKhisiclSqZTW19c1MTGhcrlsvQHI//toB1bIV5DQiZNj3olo0ct49Txgh+eUttqkRyIRJZNJY29WV1dNIBwMBtXT02NdPhcWFvT222+bw4GSprEcbJevjMAemD9pq7mX3+Qb0z0+f1upVNTV1aVDhw6pXC7badpHjx7V8vKyLl++bM44l8tp//79euSRR0yABx3b399v0apPnRFlz83NaW1tTRcvXtTIyIiy2ayNU6VSsYgWhw+wx1bZqIlm/Wtxjtgf4+BZl+14dXZ2WiM95hJmkXSGB/BSffWhp9O9jyEX7yNmLtbB888/r97eXt1///165ZVXdO3aNc3MzOjAgQNKJpMKBAKanJzUb//2byudTutHP/qRisWineoLG5FIJJTL5TQ+Pq4rV64omUyqXC5rdHRUMzMzuuOOO1QqlfTss88qFovpwIEDOnHihLq7u3X58mV97Wtf0+/+7u+qWCxqfX1dyWRSe/fu1crKik6cOKH9+/frW9/6liKRiC5duqT5+Xk9+uij+vGPf2wbYDgc1sDAgHbt2qUXX3zRKgCl2pro6uqyKjvfn6azs1NtbW3K5/PWogAdivefbPYelAB4SCPh8w8dOlTHlpDyRMvIGsWHew0X+jXPZvL5xWJR09PT2tjYUDKZVEdHhx577DF95zvfsXQ8lZXSFgs8Nzdn2hfORKMaiYaAfAediAOBgPL5vObm5kzQ6xkW/AI/5/4Bb9gsATb218hwEOD7IIuAhGeixw327hl65sLvc1werHPf/vJ77M1e2xasMCBE2xigByxsth6QeGciyTQcTKJXL3sKnIn3YIKJ9FE1eT/AD0bQSIP5HB7sTyQS0cLCgnp6euzk5N7eXs3Pz6u7u1tzc3NqbW1VJpMx4ak/a+PatWt1rAaLOZfLqbe3V52dncrlctbIjY3bay42NjZs46fD5uZmrS8C90T0RPQRDAbtLCHYHYS/RCpetEsbbfoa4Fx8Uz9AUzweN4aEOcIJMHb8jgUGcLhy5YpKpZK6u7u1uVnrZwBjxMZEagU2he/yuiOp/iRnr2vguz1QYdz3798vaevohN27d1sfjEgkYozP8vKyPv/5z6tarVp5I6k0QEcoFNLU1JQikYhRtzAgk5OTmp2dVbFYtA2TVAbAwjOIRFSMp09vNDKO2K5Pb/gUx3a80Oswfn6jIWXpo3fKVH1a1wc/3mF7Z40v8ukNUhbXr1+3jRhGQKqtj6GhIW1sbFhQQGoxkUioUCgYWOjq6tLIyIhaW1vtnK/W1lbrIn3q1Cm1t7frYx/7mG3EXV1dunr1qoLBoE6fPq2Pf/zjJuiemJhQNpvVoUOHFI/H9YUvfEHf/va3lUqlVCqVdPbsWX3kIx/R2bNnjZngEFUYT+6VQC+VStlmzxjD3qIJIg3k/RBgr1qt2vMyvj41j43SmNMHfJ5FlGprNZVKGQvPZ1KZk06nFQqFlM1mjY0fHBysA66wX8eOHdOpU6fMr8ViMeVyOfPHkmxfIthjr/IsMGOEfcRiMY2MjFg6mvv0LAk2TKDFGPB/9irP3HgA4UEQAQm+35MABEd+HhqvRjDiWSC/Nzauiw+0bj/Qu34DLp9iYeFgvFBwnv70UZRnW8hlMik+aiay5rArhHYYBBMPxcfvUT8ThbLhe0ePIfIcExMTxihkMhllMhkFg0HNzs5at9rm5mbTocTjcVvsHR0dunr1qony0GhAGdLbA/0JTALpFM+A9Pf3m/hsY2PDWI1oNGpHmQMQ2ATL5bI1UPPljU1NTdq5c6cp7Y8dO2bdQnO5nMrlcp2QFRU9DhDmgzJ1xpC0ENVTiUTCKnxaWlo0NjamkZERFYtF9fX1WWtrIlSfImQM/QYNUPK5V+bMi+K4PKDxf5qaalVaLS0tGhgYUCaTUaVS0bFjx3T8+HFNTExoYWFBHR0d+uQnP2ngE2DF5sm8bm7W+mMEg0FLE6ysrGhyclK5XK5OFMvY+HFjAwDM4/Rx8DwDdi3VC4kBY5LqnOJ2uyqVipWwNlZOAM4AfZ4Gb2SdfNrY+47GqNHn+hHsjo+P6/bbb7cNqLm52foPIbCNRCLWkr61tVVTU1PGDlYqtf5IgNRsNmv2EovF9NprrykUCumu/4e8N42N87zOhq9ZOCSHw9lJzpDDfRFFUgsl2bIl2XHT2I7jRHEdZ3HSIEjQNQXapD8SoECRoClQoECB/umfF2m6pUibRDXsLI7TRIm8W/su7vsy5OwznOEy2/dj3uvMmcd68db+fnwhvgcQKImzPM99n/uc61xne/BB9Pf3I5fLwWazIZfLybm6d+8efvWrXyEajeLGjRt46aWX8MYbb2B+fh7r6+tob2/HRz7yEWQyGeRyOSwvL+NP//RPRZcWi0VEIhGsr6+LztS5IRaLRSryyODpdvzURTSCGpAAtd2bdRKsBiCaddHJ0Lp5G+WejEyxWBSGwu12Y3h4GKOjo8JIDA4OYnh4GAMDA6ivr5c8Hu6VxWLBkSNHBGwyv4V2hc4QdT31CR1As9ksFUEmk0mmvKfTaWmboB0inrX72TGedR0R0PlnDLNp1orrpm0h9YZma6gjKL//JyZVs9D8o+2uft/7ZVWAfQxWuIhUqhoscDHIgBDE6A2g8ALvnqhppPjZa0QvMsEI/+iYpGZweOCMcTwiZh3aoBC7XC6ZkEzwxXwQm80mRpfhmo2NDWFIzGYzUqkUAAhQCQaDMhp+Y2OjBmF7vV7JaPf5fNL5VnviPT09ooSYSW+1VhpJhUIhtLa2wuVyYXh4WBpUkRXhZORCoYDHH3+8hspkxQq9WyJ+ejAEEdxXxu6ZkKpbcxNUzs/PY3V1FQ6HA21tbaI8CGj5nZpeZpiOrwGqxsh4YLnGWkne71CSNWlubpbmXw8++CAee+wxjI6OiqLf3d3FkSNH4PP5AEDCeRpIGJuYkYmKxWICbFnCb7fbhXXR1V2UO54dng/+vz4j2hPTz8rv1XH0/XgRZFOGeXYYdiVw1tVbOomQP+mBEogQuAPVRGzt1Wu2gBVaLS0tkr/BdY5EIggEAvD5fOjv7xcng/dot9vhdruxtrYmreuZp1UoFDA/P4/29nY8+uij6Ovrw/LysuirCxcuYHBwEG1tbcjn89jc3MSbb76JO3fuyNkm25fJZHD48GH09vaKkxGJRPAXf/EX4sTE43EsLCxI3gmNJwEIE16Bqs7UzfXY44ZhG6NR1qFzrif3DqgaXZ5pbZRZ3k/gqffT+FnsK6WHSWr2gg4oz0R9fT1GRkbks7gHQLXCTLPvvIdkMlkTemHhge6bonNINOigzDFHRrN3mok15pHoxHrNWmkni3k2OpTP39H51+EjrQOMIJPPYHT4/m+g5/927VuwYmxwoxkLLdgUUl4azOiQkVZG2oPWLaB16ImfpTeRgmIMHel4Nhuk6Xp4fg4TwWKxGLa3t2s6j2azWfFSeH91dXXSF8RqtUrZMIXZarWio6MD6XRaKnd0iSYPaV1dHdrb2yVWyzhuXV0dWlpasLq6KhUmXq8XoVAIp0+fxvHjx+H1ehEIBHDw4EGMjY1hbGwMra2t0uKfjEAkEsHs7Cx6/ncfAyoVsk+FQqUDL5tcsT03DUdHRwf6+/vx7LPP1lCfrOjJZDKYmprC3t4e2tvbJb4fiUSEQeLn6WoKGnQd4tGGx0hraoAK1LIq2usZHBwURmhgYABPP/00hoeH0dTUhK2tLSwuLiIWi8FkMuGP/uiPhF4mOGAFEBUWZY+Jyfl8Hul0Gqurq9I+nspJhyVo4HjPfE4qNiMVrEGYDq1SWfJ93L/9eJlMJmEW+RxMRGf3UgIKGjyuI8+50ZAA1Zb81DGlUkkqvgjydL7b/Pw8urq6JLzDM1wsFjE/P49isYjOzk6Uy5VGf4ODgzLskHovn88jl8shGAxid3cXoVBI5vKwzJeVRMvLy7h37x4OHz4Mu90us4/eeust3L59G5ubmzWMMNfiiSeegMVigdfrxcWLFzE4OIhnn31W8t2y2ayEHRk+IbuQTqffVT7MvBCn01mTCA5UnU6gdio5WREdpue+aHnk+rPbtTEEyu8gu6JbWfCzdZM5HV7WTqbVasWBAwdqWAX+nqwJ7RH3yWSqJNw3NDTIOvFZbTZbzXgMPY+O+p5rQZ2tzyWfQYeGKIc8w2RdtMNOh5nOEJ1JI7jQeZ/6szUDpO0qL603/9+EgIB9DFZoxHSM1Ehd6didRnNcZA1cuKl8vd5cvpYHibkVAGoUPjeC76GA8ju0R8CKHo2WmcfBMmGCHx7o1tZWpFIpqRjR3SiNISin04n29nYJezB/gQwOO2eyJfjm5qYc6GQyiaamJgSDQcRiMRSLRemW2t3djWPHjiGVSuHSpUtSgbK5uYmlpSU0Njbi9OnTeOCBByTZLhwOI51O4/r162hqasLJkydx6tQpnDhxAkeOHMHQ0BDK5TIikQgymQycTieOHz+OtrY2dHd3w+l0oqWlBcViEcFgEF//+tcRCAQEbNpsNqytraGxsRGhUAgNDQ1IJpNIp9OSs6QT+ADUABTg3Y2OtCIwAhSt+Phe7W2EQiFYLBZ0d3fjYx/7GMbHx8UQJhIJLC8vY3Z2FsViEQMDAzh27JiAVTIh7LnBPWVIk9+3s7ODTCaDzc1NZLNZuRfKrI7Za2+Kss7v0ffO9eFPDeB03x19VvbjpT12nm0ybsw5I+jUDKxW3ppx0SCPjogOIWvgQlDE5PHp6Wn09vZKOwC/3y/GcmpqCg6HA2fPnhWGhFVEQKUTcyqVqvHQXS4XRkdHYbFUxlYsLCzA6/WiXC5jfX0dXq8XANDX1ycMH7u4vvrqq7h69SpcLhf29vYkBGm1WnH69GmZN3X58mV86UtfwuHDh0Xm2RBSN/4iA8uhfACkoSH7J2mZ0+E2AgKtt/W/NfugdR91pd4PHcrToF0DFjK63GfuKb+PDoIOQbG9BEGTDn8T6GnbQVDFifGUE3bQ5T7SpmlmhM+qw68aQNHOGJkMDf7IQPGe+Pnahuk94HNSfrkv2tYaUyaM+TLGqAav9wNa9i1Y0QvDhWDVCzOiqYA0pagNjgYVRoSoDRLfp9so00vgIdOlkNrbosLS8W6yM0zAAipJXrlcDs3NzUgkEkJJ8jD5/X5Eo1F0dHQgkUjUDAnc29uTpk5ARbhbW1uxtbWFYrEoA/g0m1Eul9HW1iZt/JkjYjJVZxPRKzKbzRJecLlcuHHjBpaWlqTFPT0k9kjZ3d2V6a7sesvnZut/TjU2mUw4cOAAPvvZz6K7u1tCTrlcDkePHsX4+Dj+8A//EE899RS6u7uxsrKC7u5uPPHEE0K/zszMoKurS7rqksZmbo6RBeDz86c+bDppT1/GUJ6+KF82mw3d3d3o6OjA4OAgHn30UQAV8McGVIlEAtPT0zLk7K//+q+lN044HBbAQvnS1DNliBUri4uLSCQSElbT5Y76vrj2pHl1HJuXrjqg50YArb1WHULdrzkrnAtDncBqEBoehjC4fvqPBrTaOOlwj84HIDtFY812ANzbTCaDaDSKrq4uMboLCwtwOp2Ym5vDtWvX4PV68ZGPfARNTU3w+/0i3yzHZXWcw+GQ5FWLxYK+vj4BvYVCQSqgWKnidDrR2dmJQCAgII3OB/sRUXf09fXVlP9ubW3hr/7qrzAwMCD6l9/PHDLNONhsNhmyyfXjuumcDK4fDaw2xjyTfA2dNN0TSbMqmhHTQB2AgDGGa9iviCCdAIbfRfuiwRBnGfG+7pfLyDw8zbrSPrHE2+/3C3jhOSZ7pkE1gYeWNe1s8N4IKAhOqNOA6vR1rSN0jgtBm2ZsNHNzv0oi7dzrvK37sc/GfXgv1/5M50dtoo6ueOABYPM0zXrQ6+H7+VMrXSM65B8KBlkVboqOb/P/tDFkfFPfLzeTQ8DsdrtMXc3n8/L6ZDIpxraurg6BQACBQADJZBLt7e3SKRYAtra2RCH29/djfX1dJqrW19dLLJ4lvUy0o1fOkj4qTHbLJAVqt9vR1taG2dlZ5PN5dHR0oKurSxooeTwe2Gw2xGIx+Hw+zM3NIZ1OY3h4WJJM6+vr0dbWhpGREQlXUYleuXIFv/u7v4uVlRW43W60tLSIJ0VqvKurC2azWcqR5+fn4XK50NfXh7t37wq1yjXW3q/RcHPveAC59zzsOl5tNtcOKNOsWktLC8bHx9HV1SXgD6jSuqRdw+Ew7ty5I8364vE4fvWrX8HtdqNUKknCLJUUvTAd4yYobGxsxNWrVzE9PS1tzakoScVro6oVBEGJboBG+ebrdBiU68S/a0CnAf5+uri+LNUHIGeO4JydY6lHdEgXqBoKTb0bAS4VvpZFsiba647H44jFYqirq8Pm5qawmF6vFysrK7h+/TpyuRy+8IUvYH19HW+//bY0Mtvb28PIyAji8Ti6u7uxsbGB+vp6HDt2DKurqxgbG0MqlcJ3v/tdxONxBAIBPPHEE/jABz6AXC6H1157DYuLi6ivr8dTTz2F+fl5nDt3DjabTcKpzc3NOHDgAJ5//nmcO3cOS0tLePnllzE6Oopz587h7//+7/FP//RPokM4+2p7e1ucKjotHO3BvitNTU0iU5RLypwG0GT2uO4aNOh8RR3a5+90dRDZDOpe6j8Cl0AgUMOUEfzothVsG1Aul/GhD30Iv/jFL6RaiOefXWSByrlhdSRlyuv1Ip/Pw+fzobOzU5zKcrlSxXr37l0EAgHpcE0wyb9rOdRhFt6zZjrIohsdMmPuCj+LLDx1iA4Z8Yxomdb2UV/a6aPM83y9H2Zl34IVghNNVTEmzFgtN0bTWxaLRUrHGEvkRSHQ3iMVPBG6ESHz+0jNEuXrRmI6vKSrjjTTwcZEVIzpdBperxepVAperxe7u7sIBAJIp9MIBAIoFotSGWSz2WSeUFdXlyTJbm1t1dDOulyZAscSNVK1jD2XStXBeFarFT09PYjH4yiVKnkibrcb6+vriMVi8Hq92NraQjgcFiXX2toq6zA6Oopbt25hfHwcjY2NUq5nMplw8+ZNJBIJPPzww9LfIp1OywRperrslPvCCy/g3r17uHXrFrq7u+H1erG+vo5EIiFeLtedMsJDrA2OroihctLAlK/RikkbKIfDgb6+Pjz33HPCkDGZl8qBoCSVSmFiYgJra2vSJZe5PtqD0vlPurU+qXj9HbFYTJJqKUOUR9Kz9BL5b54TXlTmXCuugzFPRntuVGga/O23S7NELBXXoa9isShhWp4Verb0knmWtIdKBa5Dwnq9NbtaKlWb0bGMOhwOFHnxHwAAIABJREFUo62tDel0WrzrxsZGOBwOrK2t4YUXXsDzzz8vuWpsHTAxMYFyuYz+/n7Mzs6ivb0dIyMjeOWVV9DX14d4PC5ns76+Hi0tLWhqasL58+clpyyfz+PSpUt4/vnn8fLLL2N+fh6PPfaYsK5XrlzB1NQUACAQCAAAZmZm0NfXh0996lN4+eWXpSrI7/ejtbUVS0tLUh2oK+yMJbBcc7KImpUiIOGZpt6+HzDkeeW68/uo78kyUXfyTLHsW+d3eDwe0X9A1TaQKeM+t7a2IhAIYH5+voapJMOsHVDmsnBO0N7envR/Yl4PWdZYLIZ0Oi3OItlOoHpuaae0feGlIwPaSdPPQLBsLF0uFouSu6jDcZot0WCO+kvLuo56UK/o6IMxlP4/ufYtWOGiEWxwQyhgDDFoFKoXiPSZFj4do6cioYJiIhsz7gHIhubzeaHb+FlkDXQTH26mzkqnwHDIGA8V6/YDgQDi8Th6e3sBAB0dHZidnUUikYDH4xEEnM/npV/C9vY24vG4CK+mpTmaXR9MtnTXn6fLCXt7e7G5uSkAit1fk8kkvF6vKG2Hw4EDBw6gs7NT+puYTJUmV6xeCIVCcDgcmJqaQiwWg9/vR39/P6LRKLq7u6VcOplMwufzSWdLl8uF8+fP4yc/+Qny+TwOHToEs9mM5eVlRCKRmuoA/tRARcuIBir8t66M4U/uJxUtlc7Jkyfx6KOPyrwhLYs87Ds7OwiHw5ifn0ckEkEkEpGqjk984hN47rnnYDJVEj3T6bTIgRGUaC+GXivb61PBcW+piDW7RMBGpcNLAzKgGvJgEiNlhkrq/wR49utls9lklpYO72pDSqDCkAFbpwNVyp/ryj3gWut8IB3n509d/bK1tSUNw6xWK0ZHR2WQXlNTk+iLmZkZnD9/HmfPnsX3v/99tLa2IhgM4q233kJ3dzcAwO12S4fpu3fvYmhoCBMTE3IvrHa5d+8eXnvtNWEu8/nKYEU6JBaLBbOzsyiVSlhYWJAp6o888gh8Ph9aWlrQ0NCARCKBhoYGfP3rX8c//MM/YHJyEuFwWJpXal0KQCrzGArh+ufzeUl61rlExtwKoMqaUv4JpAkSNaPCM18oFCR8pnNb+DvK/vT0NNbW1uBwONDb24uWlhZ5rTGPA6gwcsPDw1hfX69plkidWldXJ6MPaG8I3kqlElpbW98FetkdN5VKobW19V2JtgRluvJMP79mWDRQoUOmQQpTILhuZI9YHanDYADeBUy0o8dL74MmCnTe0Pu59i1Y0YvHRaCCoFKnN6SBCFBbhsh/6wXUhlrnO/D/tfepp6gC1VkR2gjQgOlDq707egttbW1YXl6GxVLpT8CwQGdnJ6LRKPr7+5HNZrGysiIVMwRUrKJhAyYyAvreXS6XGGA+Bw86Dfb29rash8vlQktLixjHcrksWeMrKyvCetjtdgwNDcHtdguzxHkczE1xOp1obGyUePzMzIyMpF9eXsbZs2fFy4lGoxgbG5NEPI/Hg3//93/Hj370I1gsFpw+fRrZbBYXL15ELBaD3W6X2DG9NE1xEkjqPAVtcDWbAlSTwqgEuFcejwcf/ehH0d/fL/Fok6naBZYAgz1qbt26hc3NTcTjcfEwv/jFL+L3f//3xfOiYtCUrZYnhu6oLHd2drC0tCRhKQJLhvUoTxqk8Pkp0zocxPvWeSg64Y7Prj0iGon9zKzwmRnio2xQhrhe6XRaQI0u4WTOD8+5MVavGQJd7s38FRoogkPmgiQSCQSDQTHMDzzwABYWFoTtuXz5slQILS8vw+/3C0gmgO3u7paus3QSPB4PCoUCBgcHcfnyZfzyl7/EwsKCrEdTUxO6urqwvr6Oz3zmM/jXf/1XqVCioSeTcvz4cTQ2NkoTNQ4nfe655/Ctb31LuiYz/4JsCkEKdSFDCpqNpL7lH140xvpcc890jotmRzVzypA3czaSySRWVlawvb0tjHWxWJSeJyaTSUab8H1kz3UOCysmPR4PotGojLogg03GWqcf6Httb2+Xs0T9sbGxgb29PcRiMXR3d4sTSxnk2aSsUuZolzSzSr2mowT8Pe0b/49AhXaA96ifWTsvOi/T+L18r7arRjv8Xq99m2BLRa83SrMVFFZuLsM2Gq0bY/FU1DoTm4tLxUJFRcaEr9O0O+OLQDUZTBsM/j/RNmnKY8eOCavicDikJJkTluPxOCYnJ9Ha2or29naEw2GUy2V4vV5pX10ul6WVM4EUcyuKxWKNcaQwU+mmUilhVux2O4LBoFSdcP0YmhkYGMCpU6dw7NgxybdhuIJKKZPJYHp6GlarFTMzM7BYLHjkkUfgcrlw8OBBJJNJ6TMyOTkp+6eTz9xuN27evInvfve7aG5uxpkzZ1AsFnHt2jXpfksGQQ9E04eVngj3Umfd69wO7iXfT0UbDAZx+vRpfPCDHxRFow08D3cqlcLCwgLm5+dx/fp1RKNR6YdTLBZx5MgRfO5znxM2i7LJ79Y5VmTAqCApJ9lsFgsLCwJgKLvMc2ByHJU2Q6O8+Plado1eqf4cfrdmC2hoNFOzny6jo0CWRYeBAQhI16ESrWyNDpD+O3UPFbjH4xEjy33TIJfNx5hgT4WfzWYlJNHf349CoYBbt27hwIEDsFqtkpTt8/lEJ/n9fkxOTkoFXCqVks+3Wq1SJUQd2NTUJEbzzp07CAaDKJUqk7wzmQxSqZSwxRcuXJBxGQxXUl4OHz4s/aGoawjMCOyZ40Y9pPMnuDca8GmdznXi2dPVREaPXzuJvA8CHJ7/27dv4/r169IyoqenB263W5JzOUOMwIV2Qyenk3kfHByUeySI0I6HHqbI+7LZbBJSAyAhSY40iUQiEjLSa6TzzHToSzOqXDOuo65+1GE0I/tMPU8QqVMt+B2MJmg9ox1FnRujLw3i3w+7sj+1zf++NMig0dC/o4FiCZ1O+NELzLyP+zEtGtHrTGoKsAZL2vukQAJVT53fy9/xgNFr4vj4ZDIpiD2Xy6Gurg4rKysIhULw+XxIpVJYXFyUse8ENnt7e9je3pYKAXosHNyma/cJZtjLg5OINe3s9XqxuLgoRtXv96O3t1f6qKRSKYTDYWlc1tLSIiBja2sLs7Oz2NjYgM/nQ1dXF86cOYOdnR10dXXh8uXLCIVCCAQCCIfDMhCtXC6jo6ND1n59fR0/+MEP0NfXh/7+fmxsbODGjRuy9npoGkGmUeHxEJGi1UlfmjLV/899fOSRR/Dggw8im81ifn4e2WwW0WhUGr1tb28jHA5ja2sL6+vrYuR1z5rd3V2cOXMGX/va1+B0OmVGEsOVZnOlIy1L0o3sW3Nzs5SoR6NRrKys1ISNSGNrz5Pv57NpMAJUDa1mJnWYlPS6/hz9mv0cCuLZIFulZUUrWhpaghV2Tua+UO+QydQ0t15nruPAwIB42mQfaPx04zKGQN1ut4RlCGbZ0XZgYAArKyuYnZ0FUJl3tL29LcM6p6ampGEcK1IY5jh+/DgAiGz19fUhkUhgcXEROzs7eOmll/Dkk09iZmYGV69eFePV1NSEtbU1yYvhc7PDrsPhwPPPP48XXngB4XBYdBwZXibJMrTGEl6ulS4BZpiMAIUg+35Mua5wA2rnxvEi6GTnYq/Xi0996lPY3d2V0D6Ns8vlgtvtlj5JPT09iEQicub0OeOfYDCIQCCAxcVFcTp4Li2WavM73hfBCh0soFKllkwmBSTPz8/j6NGjNWwKKz+5BppJ0jpAgxsCcg0QGHrT4RquHQBhE7XupGzz0meGZ4Hfp3Wpdgr5HBoA/U+vfQtWtKExggLtMRJk0HDwogdujKPpOBsNgS5n1VQc22Pz9zwcu7u7UorM3zFBiiyKpuIASLiHczjYKKqlpQWzs7MYHR1FNptFW1sbNjY25JmYy5LNZrG7uysxZMbf2cWV/VYIRDT7QM/b4XDIMzBmybXq6OhAMBjEwYMHUSqVcO3aNWSzWRw6dAhOp1OqKbLZLNxuN27fvo2pqSk4nU7s7OxgbGxMkhYvXrwoZZhTU1PI5/N49NFHUVdXh7W1NZTLZQwMDODu3bv4l3/5F9y5cwcnT57E7Ows7t69W5N7oul0/p9mKzTzokMh+vBRAepk07q6Ohw6dAiPPfYYNjc3JaGNE5qz2awkFafT6Zp4NvMZ9vb2kEwmcebMGXzzm9+UoZS8H66vViTZbFYqwOh95nI5yf/Z2NgQMEs5ZSWDZv20MjBSsxqAk/HjZxlBiM7D0FSvbrS43y56w/pscv+tVqsATQ7X1JURev0ICslg8tLhaBprNifs6OjAwMAALBYL5ubmRN+Q7WSeQ6lUQjgcFmM1MTEBn8+HUqkkho+5Xcwj4xDLlZUVpFIp9Pb24qc//alU4RUKBaytrWF1dVXCgyzj/p3f+R2srKzg/PnzqKurg91ul4odsoC8fvazn+FLX/oSdnd3pY8RQ0Yf+MAHEIvFcO7cOVlXrrk2avdr58BQrTEMpPUlDaeRndI6n+COzqBmIHX1l9Vaabev80Tq6urgcDjgdrulHQRD3WQ5KCvcZ7O5kgg/ODiIaDQqjLgOF+7t7cHhcEguSyQSgd/vFwctm81K1RH1FnNdKK8mk0nGKXB9jI4x18zIXHAtNAOow0nGBPPt7W1ks1mRD+6DlnHqGeoC6mIdbuI+3C9M9F6vfQtWKLSNjY0S3tFIl68hfanDRPxpVCo6z4QeFg27BjMECjwAOtREb4yZ3/xshoMcDocIDhE2N9ZqteLMmTP44Q9/iLq6Oni9XmxsbKCjowOLi4sygbetrU1m45TLZaGNqVxIQXq9XthsNmxsbIigMVGQ62K1WgX8UJGwJwtHwDc0NGB0dBQ+nw+RSAT37t1DR0cHTp06JTkqnPRM0MJmVDabDUNDQxgZGcHW1hb++7//G1tbWzh8+DA2Nzdht9sxNjYGv98vRrepqQlvvvkmvve97yEajWJ0dBSLi4uYmpqSUl0qNaDKQGhmgEab66FDgxrpc791jsihQ4fw/PPPi0fIfWtoaJAkxLm5OQCoaXvN3AMAYqBGRkbwl3/5l9Joi2we23sz+5/PpJtUlcuVaoP6+npkMhnJV2JYTocbdLgSqHr3BEb3Ywo1UON7KO+8uIaaUdEyvR8vnm2d08MSZU2Xc600O6Jlh+cYqBoJvb6a2WJ1GJ0ANjtkyJZMAhOoyZpOTU1hZGQEDocD2WwWLS0tyGazmJmZwdjYGK5cuSJnIZfLSXK71VqZRPz9738fW1tbKBQKcDgc6OnpwcTEBPL5PFwul/RnWV1dRWdnJw4fPoxnnnkGa2tr6O/vh8/nw9raGpaXl5HL5VBfX4+33noLJ06ckCaV4XAYhUIB/f39sNvtOH78OK5evYr5+fmaTtyUa845I+tNMKITYnXIg5fZbBbDSX2t5VwbRKB6FvT+cT+1rmd+Bqsi+b3lcllYFzoU1AcMHWrnlg02+Xk6f5EVX9yrfD5f042an8Hmj3QS0um0VIUBEPCsc3L0xfcZ5ZHPpEOTOjeNDh/PNOfhacZXRw60PaRu5b7x+zWDQlvIM6d19f/02rdghUiQm8vFp5BpVEdUTyFgK2gdnzZmU/O9TAIDIAoFqHZA1YlepEV5b/TcqOx17gCNIw0lk7keeughvP7660ilUuJ57+7uorOzE2tra9JafXBwEGNjY1hdXX1XE5+GhgYEAgEkEomaqdN1dXUSO21oaJDETwqcx+ORCcXxeBwWiwVPPPGENINaW1tDa2srHn74YfH+4vE4IpEIDh8+jMbGRty5cwd37txBU1MTPvzhD0u4aXd3Fz//+c9l1snbb7+Nxx57DIODg7hw4QLu3r0rsfaf//zn8Pv96OnpQVdXF27fvo3V1VXpZ8MeLWQvjJU8OqbLigWgWjqq5aJcriQNnzx5El/96lel/bjJZILX68Xrr78Ot9uNzc1NtLe3Y25uTkAiFR+VD8M6jDX/+Mc/FkaEtDdlit9LBUIAwBks5XJZqjRIyb7zzjvSxZRhGs6J0nKplYn+fP382hvl7zWLAtQyMlRGZIaojPbjRQDGEAYBMA2C2VwpL2XoxBjTp4dO9lXT6FxjDWL5Wrbe59DB1tZWSUpniNnr9SKdTmN9fR1Hjx5FNBrFxMQEGhoa4Ha7cevWLfh8PqyursLn8+Hxxx+XTtZ2ux0+nw+Tk5NybqLRqEz6pSNisVSaO+qpumtra9LxeXl5WRoZ7uzs4PHHH8fKygp+/etfw+l0Ynl5GX/3d38HAPj0pz+NgwcPSnLpAw88gN3dXUxPT2NyclIqfAgOs9ksUqmU5IboRFSgCk4op7x0HxUCFQ04jMMQAdQ4qlznUqkkYT22SSDYb2pqgtlcaa+vASnPq8PhEMeH90rdZrfbkc/nMTw8jN3dXayvrwtAtFgq/Y/ImvH7RkZGJPHZbK7MdLt48WJNdePVq1elwzBlL5fLSX8mVqryfjR7wrPPc81eMUa5pG2kjiABEA6HZe3JnhsBB0NF1EeUY53US11JPa0jCu/l2rcJtjoZU3vVBBeaNmQfDJ3LoKldoDYGT+ABQIAKX8PNJcKnIBCt6/vRCZQUcM3w6JyG3d1diamePXsWdXV1omjoQVgsFiQSCdhsNhw7dgzb29tIp9M1gwXr6uokM53UcqFQEAPPRNRMJlOTt2CxVManB4NBBINBnDlzBh0dHdja2pKkOB5yk6lSPcCKnK6uLjngGxsb0ryusbFRcmI4FC0ej8PpdGJ8fBz9/f1466238Prrr+PkyZN49dVXJRdnaGgIxWIRN27cwMLCgoS1uBZGo0qjoRukkW7WSk8nhgGVA/3Rj34Un/3sZ2EymWQ+xuzsLEwmEzY3NwFAvFPO9mB7dH4m4/D0nj/96U9LWTfvV38/ZYDhO1YEaJBNxVMoFBAOh5FMJgUQ09CQTifw0koDqJZl8jt1SEcbWcoJgT1/auNsDJW+H4Xzm3Jpo2XMedJnmTlfOoeC+Rc6jEp9oRWxzjXgd/L9TqcTPT09wnxubGxga2tLpmrbbDZ0dXXB7/djZWUFTU1N2NjYwNGjR6UFwMTEBLq6uhCLxWC1WhEMBqWq6KGHHkIkEpEwBtv4c/+ZZ5JMJrG4uIjOzk64XC4BR/X19eju7sZXvvIVPPvss3jkkUdgsVgwODiIcrmMdDotIzdonPR6fvGLX8SRI0dEzzIUTcDO9dahXKOe1Pkhmg3h3CzqUp3wyn0iONTN5DgviaBFO48MJxG0c49paHnueD809EDV0bVYLHA4HFKObLVaJZRD+WB4rVwuS9I137u3tyfOBx3vaDSKTCYj55u2iUDZYrHIfbLgRFeoUY/wtcZyZ6DaY0nrBa4j+0SR9dY6ivtEe8r11HpCh/R4Nhiif6/XvgUrjKOSxqOCBapUNQVMK15NS+kYqqbSgWqCoaYm+W8CEV2CxgOgQzz01ChE9J65mRoV69yXoaEhyeCnV83D29DQgFgsht3dXWkMBUBq4pkUxotxYK4NS1wZ6nE6ndJFkfOEOjs7pVEWWYV0Oi3TlTs6OmC1WnHx4kV4PB60tLQIPZlIJNDc3IzBwUEx/GRwOOvHZKoM+svn83jllVfQ2toKr9eLu3fv4oEHHkBPTw+i0SjeeecdSSbVIR+usW7oZ4ydGtG7MWZLYML4dCaTwfXr1zE1NYXe3l7U19djcnISfr8fq6ur8Hg8SKfTCAaDwirpJNRCoYDNzU3YbDZ87Wtfw1e/+lWRM1LdVBAEb2S1eHB1PogGZFtbW+LpMq/BYqn2Q9CxYsq5ThzXyovGmGtCJaIZAiojHebhffK7NHuz3y7KAteDskAvnx2f6W0zfMF94Xv5WfwMHT7WDK3ObQAqBmtkZAQLCwsYHBzEoUOHZJ84qTyXy8mZO3DgAMrlStXf1atXUVdX6XTb0tKCjY0N+P1+xGIxaRaZSqXQ2dmJ7e1t+P1+KW+mLiMbubm5KaHG1tZWbG9vy/czDOTxeJDP52Vy+unTp3HgwAGRz7m5OUQiERkomkwmUSwWYbfb8Y1vfAMOh6MmnyyZTAorTceJZ0j3n9JAj3pPh/o1UGDCKd+vxyVoQ63TAPi92mhqubfb7e9yCLiHOpTM/SY44jM1NzfX9Ckh0NEpCU6nE2azGZlMRmwKw8B0Xnj2yWgyBQGo5pyQKSRooV3jfTLVAKidsM5n1npAM1oMDW1tbdWUo+u8GIIXrgPXyUgEaKf+/To6+xassFkYFQ6Fm8YZqM5B0JnKejOMuQtA7RwEbdgobBpUaOPITaKB4cZowdFxU/1d/MlqnqamJtjt9pryvuXlZQDVpkrhcBjZbFZKCHmfjC+y+odrQu/YZrMJEGJzJ5fLJUPLrly5guXlZbhcLrS2tkp5cVdXF7q7u8V7u3v3LjY2NmSOkP4ek6kyHZhegtfrhcfjgcPhkPb/brdbSq2PHz+Oc+fO4eTJk/B6vdjZ2cE777wjClKzaLpckVUUeg9J5WovgEqI1QY0Rvl8XgYs0gvNZDKYn59HMBiE0+nEwYMHZc/5fS6XS74vl8shHo8jmUwiFArhb//2b/HhD39YAJZu2qc7J9tsNpktQgbGyHSYzWZpNhUOh2ta63OeCZ9TM4taYVMu7hf+0ewUDRhfSwWnP1/nA+jk9P126YR7hhTo8fN32oA2NzfLe3XoTIM7rofOh+MfMg/8N89oLBbDtWvXAAAPPfQQ2traYLVaEQgEEIvF8Morr2BnZwePPvoorFYrfD4fBgcHkU6nMTk5iba2NszMzGB3dxfz8/Pw+/0IBALw+XyYmJioGRVAMAZAWAOrtTJjamVlBZOTk3IGUqkUYrEYFhYWsLm5ifX1dczMzMjns1EaiwheffVVma/ERGKgUv30jW98Q5JDdSdgsljGJFud32esBNKgWlfTUP9QLxBU69dTJxO46O8BIEyGznPkOBM27dOsuZE94L4zXEIWi8/O5FyeLV1KnkqlpA8McwA5WiOfzyMWi0meGuVSAzk92Vs70MbXA7UjRfhvvQeacSYTE4/HkclkxOnS9kZ/D/dWAxKtayj/2mF/L9f+1DaohlAY+9clcGRcSAEaS8SAKorWi8vLbDbXVA9xkSnQPAxEu3y9McavM+D5OUTOQC0Vp+9jd3cXjz32mPR+KJfL2NraEjquo6MDS0tLKBYrgwy1d046lh44mRktIBxKmEwmRRD9fj/cbre0fy6VSlhdXUU4HJY15PsKhYJ8B0sYGSbq7u4WtoveP70NMkX0tq5cuYLm5ma88847uHDhAvr7+xGLxTA1NSWlpVQ6Onlae/haubDaikrRGF+m0iazQflhwizLrP1+P+7cuSPJg16vV4ZKRiKRmvyQeDyOYrGID37wg/jWt76F4eFhANWDzDkbpMj5nTSSpIjpVTEPi3SvxWKR7reMOTO5mq/nvlPueG9aQfFM8Lspz3wNZciYkMf/07kwNDz79SIbqUMNzK0AqvN76ITo1wPVxl6US66rZluA6vrRoOTzle7MPOtsNHbz5k1cvnwZxWIRra2tOHHiBLxeLyKRCG7evImNjQ20trbi1q1b6OnpweOPPy5lyJSBnZ0dXLp0CR6PB8PDw7h586YYLvY1YQiEMsTzmUqlEI1Gsb6+juXlZUxOTkrX2rm5OczOziIcDuMDH/gAAGB1dVUSzu12O+7du4fNzU00NzdjampK9CoAPP744/jQhz4kz8xSfYfDUWP0eGkDSHZBh/C51gQpzHXRuRhGPa/3gq+hPaBBpTOj7QSfgwNhCVApM9Qp3Hs6Ukycpb1gVRn3iXaAoWRWBmYyGXFiNKBcXV2V8B7vSzvTOnxJGaSjoS/Nvmp7R13K9afjSdvGRpc6dUDvmw73MCSuUxD06zVZ8F6vfQtWtMHStKtGyDosRCHVVC7DRDR2FDoqZABiIHWYyMiUaFCj0bem/zT1qT2yYrEo8UCi63K5jDNnzkhMUydI7uzs1PRXoZfOKarMfeEhZKMpl8sFs7nSz8Pr9UqeicPhQEdHBzo7OzE8PIzGxkaZBMux721tbQI0eN/xeBxerxculwulUqVk+e2330ZXV5fMvInH41hdXcXFixdx/fp1LCwsyIySmZkZJBIJdHR0SNO7W7du4e2335YyQiawUTFxL3V4gvtkLNk1MmRUzGx2pJseMSk2nU4jkUjAYrGgu7sb4XAYXV1dOH78OEqlkuQI8bDlcjkMDAzgz/7sz/CVr3wF/f39ctAJNAhUeC/cZ9KzlGMjU2gymQTgJBIJqfTiWrDxnvbgtdzRi9YsgVbYRoXOc8Qzo+WOwF97k/uVVeGllTaBodYnlDHdqVfLnV4rY/yewJzGjfvEqphSqSSzZLjGuVwOMzMzuH79Om7fvo3PfOYzeOaZZ7C3t4df/epXKBaLGB4exoULF+B0OuH3+zExMYFCodpGfmpqSuRreXlZWAnNwJVKJWlRQHkymUzo7+9HIpHA2toa8vk81tfXkU6nsbm5iZmZGXR0dOCpp57CuXPnsLm5WdODo1Ao4Nq1a3C73dIZVrM6f/Inf4KOjg4x/MxxICChDtPhXp17xf/TuRo0ejqMaQxbajBOtoPfRZ1gZB11CIlngLk1lHsdYuV36bAzv4f7zspQLWcsG6eOY8EDbQFBGNkrdibXOWXUGZpB0c6czgfSIE47JTqPjQ6ftlt8tkQiIaBNnw8+tz5LWi74k2ujHff3eu1rjaMT2agEaCiorLnw9GSIGKk4KECaAgeqzIuxGkALuKYRdRa0Ruu6Ioiv13E9IyVG4+lyuXDgwAEREj4vAYvf7xdqs76+Hs3NzTWJgDabDU6nUyoEcrmcGLhIJILZ2VlpmX3o0CG0tLRI3JuInuifNDmVHmdWtLe3IxqNYmNjQ+b8EPxxKuzo6CiGhobQ398Pl8uFtrY2iaGzGiIUCiGXy+GNN96QTPT6+nrY7XbpOcIDTo+Oz6kVnWbI6KHQe9Usr2HrAAAgAElEQVQ9M3RyHMNf4XBYQi75fB49PT344Ac/KPs2Pj5eU2ZpsVSm9p46dUp6zWjaGYCUaHJNeFC18WhsbJQySM3WUc4IoPid9HTIbGiFTlk2KiaukwbhRpZHhyh1wp2uGDB6avv1otcLVCe2MzlQhwzYz4Rrpp0fbTC1HgCqsX4aBM1QkZWKRqM1ieA0ElZrpZVAOp2Gz+fDiRMnsLOzg+npabhcLoRCIVy/fh0PPfQQbDYbVldXEYlEEAwGMTw8jO3tbZm8bLFUhrYysVVXkbFKhWM7OCeop6cH2WwWra2tkpRfV1eHRx55BGtra7hw4YI4XZRV5nsRKN27dw9ms1nOXSgUwhe/+MUaB5LMFRkNzUzQkdSyqlkRXlq2dUhegxQAEk7hHjFswj0xhpGoO3lm+BnMS+R3GLtFU+frOU8Euky85x6XSiUBK7ynpaUlRCIRmM3mGiACAPF4vIalZpjKaLP0OabjpHP4NEgnUKGDzzXXa8PPZ/t//bxap3EvuMZGMKu/m699r9e+BSsaAGivmwKvqVgKtDHGx8XlZ+nYP5UWAQ4vhml0KRkASVyjotITcfm9/J2OK7JaRW8s6b62tjYBTLFYTJJeo9GoHCR67Xt7e+LxsENjNBpFOBzG1NSUxEPr6uowODiIYDAo05OpVAKBALxeLw4fPiyTU51OJ4AK9ZtKpZDNZrGxsYGxsTG4XC688cYbeP3112GxWHDixAmUSiVZX1LeHLjmdrvhdDpx5coV3Lx5E0Alx2RxcVHWis+jKWyg4mFQefKw0WsluKHRYMJdJpORPgWkRXUehmbhYrEY1tfXJeTCFuYmk0lmdBw7dkzkgqEDu92OpqYmSZbVSYOZTKamdJwUKZU6E+wokwwLmUyVhM9UKoV79+5JZ1zS1DosoRkQGkftyRjBiVb8OrGOz0UwzbWhnPJ3PCc6dr3fLqvVKvvG/jdNTU2Sl8B91Z4wn5X6BaitRNTgWa8d91MzLVpONDC1WCzweDwYGhrCjRs3MDU1henpafh8PtTV1eHOnTsCqm/cuIHh4WE888wzEt4MBAKwWq24c+cOGhsb0d3djUKhIDlWrEzRnax3dnbg9XoxMjICp9OJrq4umEwmaRxntVYGK16/fh3Xrl2Tkmeul9frlQ7L//iP/wiPx4OVlRVcu3YNFkuloVwymcQzzzwDs9mMaDQq+6DzJqjn2JmaYX3NOtrtdhlFws7VlF1jQi7Xl04LnQK73V7zOw3iadjpFLFJG1CdoszP1mBf2wG+3+/3S1dhu90uLIzOH6LjWS5XmtLNz88LM5dOpwFAdNfdu3exuLgoa8UQPUEe70P3bNGOiGZdNcAg0GM6hWacrFZrTc5nKpXC2tpazVgW4N0siWZZmGNJB0uHo9/rtT+1DWrnIFDQtVdI9EslrNkOXRVBxav7IujP5+cawwoMIfC7NTXOe+Lv+d3cfC3gGokSHGmKTnvMbJ9/7NgxOTBMJib7UldXB5/PJ+AGqHZILRQKaG5uRigUQm9vL8bGxjAwMCAzhtxuNxwOB6xWqyR90ussFAoyvJD3xxK9tbU1qdrhAWdcnJ/ndDqxuLgoU5L7+vqQy+Vw584dLCwsoFAoIJFIyOEk4OMaMT6t8wW4d1RIDBklEglJDL5fPpL2lDV1nEqlkEqlavoEjI+Py9pxjodWOE1NTffdJ+YT8btp9LRi0OCJypCfD0Cm11KB8zWUSc3Y8Ll07pZWTLy4d/dLtNPUrvaCqXh0DpZ2CPbbpR0Ryo3FUtv51Eil6/cBtW3DaegIPozyxhAwqX2gst4ulwu9vb3wer2yl8ViUYYKcg7U0tKSDMjL5XJyxmZnZzE7O4uDBw8CgACZj370o3j66acxPT39rlAV753OVHt7Ozo6OqRcmQ5GQ0MDtra2BLQBwO3bt8WgU5b57/r6emxubsLn86FQKGBpaUkYIj7XV7/6VQEkBNx0HKgz6aRQh/O7CeZ1bhCfRRtA7Zzy9zTo/FzqWso0mReuk2bdtY7mOdfOh5EF4utZvcQzydCglhnqAjbb5DqWSpVEZaCiz9mcjWEi2i1WwWowwufkOddgWq+Zlgcjw6rZQM38lMtlRCIRyZ/hOuqUCb2P+nN1o0ud2P9ern0LVnSIRYMFfQhoZDSqBWqzznVdvqay9AbQgyLrwVbdOpeFB057rryMcWNuGu+TRopMC4WAAlUqlaSFfnd3N/x+v3jfROjcfCavkvLlfXg8HmnudujQIYyOjqK9vV3aN7e3twsYKBQK0h8lHo+jublZpljzvnO5HILBoAxAu3LlCpaWlsSL5GFxOp1wOp0oFov42c9+hkQiIdUObAZHT4LryZi29uZphLkXQHUIF6dP5/N5KfPjfeqEMx1y46HkoeNUZL6HM5lsNhsOHjwoXSTZYIt9V3p6eoTNYDItZYPdO3VFUDweF0aIxpJNAWkkOD9GT2umzPO7qfx4aQXK12svk6DGaGx1uIjvMZ4zKh1N0etQ6367eKbZPZjAiwrdSG8bjZdeI+oLnSdHXUE5YP6CZreKxaIktTY0NGBkZAR9fX1ob2+XHiwnT55EKBSSWWCFQkFyGEqlSp8QGrVgMIiFhQUBFw0NDXjwwQcRCoVqpnYzeRsAmpubhYH92Mc+hk984hM4dOgQvF4visUi1tfXa+TX7XbLnhOw8PnZMG1vb0/K/Ofn5+XZS6USzp49iyeffFIckq2tLTG++szq3CpjtZ9mBYHKWWV4lqCd66urB6lzec80mmQg9P9rG2DMYdRglD+NDhD/rfM52CWZ98Z75WDF1dVVaZSnmTmCtrq6OmQyGeRyOTmDxhQCrdv4O94v9Y129vR79PcZP4uvtVqtUujBCd/ameT6GN/Pf3OfdSPP93Lta7BChaIFkkKgE3k0zcfFN8bM9IZoD4sKiAe2vr5eOuDy4uHSn2/MbwBquyHyQBB189AA1UzuQCBQA8jsdjuGh4eFxqags/mR1+uVeLjD4RD6mGER3bmzra0NqVQKkUgEoVBIwIjOwG9vb4fVWumNwERd3jfBEHNSkskkrl27hl//+tfIZDJwuVzybAyzzM7OwuPxwGq14vz581hcXARQCXcxnkuWi2vAZ9UKggIPVD2ubDYr+6Uv7Z3pnCZ+h/4/JgXr7sTlchnBYFD2vq2tTboIcyIuQQyBlKaUueYEYuy9o2VWezAAJOs+Go1KVRVj5Exy43OTYtZKXbM8OvTDc6OVGS8dm+eljQQBj2YL3w+V+5tw0YPl+eEZITjVrdXL5bIASTo42hgBtW336S3TUaCDovNWaJA4QmF1dRW3bt2Sxn/Nzc1oaWlBKBTC5z//efzxH/8xfuu3fgvt7e0IhUJwu90S7mXOldvtluT6O3fuIB6PIxAIYGRkBGZzpdcRQSYbG/b29qK/vx9jY2Mwm81YWVnB1atX8Td/8zf4/Oc/j3K5jM3NTczPz2N5eVnkhjlWvAi+S6USrly5gvb2dmxvb2NpaQnlcllkFgD+/M//HENDQ6JTdf4e19sYHtKhSqDaRVk7VnT0CO51mFMbdhp7XgSRZFZ0GFfbDHY4LpVKNcntOjTKz6Cc8KyQieDZ41kmEGHH23K5LOCNxQwMfQOo6WBuMplkortm4fk7Las8r/l8XkqqNejkfRnXWZ8X6rZyuSzzyZgHyP3S0QWtW7TzxH14P2Blf7pGqPZK4N/1ImvqUFO3vKjALZZKG2SWFVI4gapXqhU/aU/9GnqrRrStaWUaJE0BMkatQwFMmOKBaGlpkfbbAODz+RAIBCR5j3NECAhYYkYDzWoifp/f74fdbgdQiYWSXm5tbRUFmkqlZM04kXVubq4mD4Zxb/49FAqhWCzi4MGDaG5uhsPhqMkjSSaT+M53voOBgQGkUilcv34di4uLMg+IDEwkEoHdbpc9IUvDQ0hhZ7IvB7jxYHNf9AHiPmoAyv2icqEByWazYkAcDgfS6bQkMre2tiKTyaCjowOXLl0SGeL9EUyy/FB72RaLRUYcZLNZmEwmmc+kw5BUlMViEZlMRvrQsLcKmzNpoGE2m2WKMBk/zfLx70BtqSEAkSNjOIj/1kyMfhbGs43AcL9cXHeCQi0PGqyR0aMMAahZVyMbq2VLs1pU9JQZvp7lwwwrMxQaiUSQTCbR19eHQCCAbDaL7u5utLW1IZ1Oo7m5GW+99RZisZgAEZ0kGgqFMD8/j1QqhVOnTuHUqVP40Y9+hL29ysRel8uFQ4cOob+/H5OTk5JH0tjYiPHxcUxPT2N4eBhOpxMvvPCCGNe9vT0BcnR+aMAbGxuxu7uLCxcuYHx8HJ2dnVhfX8fKyopUB1oslf4hX//61/HNb35TnAY9Z40OnL50GI6fw9eWy+WaeTrcWz1Shb/TekEXVdCpoA7U389zCVS7WGujTFnQRlg7Q2TiqV/Yh0XnzbB8vK6uTnQnCwOampoAVFl3tjCgPHHWG3Uf7RqZI/38fB5jOJNrplkj/j9lWTMsOkHcbDbLPRrDpdruGkHo+7n2LbNCoEA0qufjUAHr+CaVil50UmJGJEylwk0CquCIG68/X6N8fhe/xxgf1bTx2tqaVIHohDxupt1uR29vr6D7lpYWyeNgyIF5E06nU2aOUCm43W4cPnwY/f39GB0dxQMPPICBgQHEYjGUy2VhTDQFmslkpGTZbK7M1GhraxNjy87BZFxMpkrrfc4c6u7uhtvtFs81l8vh3LlzuHPnDqxWK65cuYLZ2Vm4XC4xECztY88YAjEqenoFrNQpl8vo7OxES0uLTMilYuA+ELxwf4wGW3ttPPRMNGbZJZtB2Ww2uN1umM1mhEIheL1eeU+5XOkpk8vlsLW1he3tbWQyGZlHRKVeKBRkMi2T/OihMYbPvWMyGz0n3j+fVVc0UakwJKhbkZMNYfjG6MFqwGGkb43KRieF89qvYSAmEhrDY0b9QPnkWpJ11Qmxeg14tnW4WVPw2qMlda6ZXDKyVmulMRyZjqWlJbz00kv4wQ9+gKtXr6K+vl5KgGOxmJQLF4tFrK2tyZlcWlrC+fPn4fP5MDo6CgDitScSCczNzeH27duYmZnBo48+irNnz6JYLOLq1at4+eWX0dnZid7eXiwvL0vXbACia7lubEzJ+3r11Velm+7Nmzcl1M1zeejQIfzBH/yBdNNm/gyAmr3Q1Tg69KMZaDIjGkTQMDMl4H5hPO6nZufZN4b/1oabZ5h7x/fxHvh8fB79HbwXthzQuSm8p+3tbWGuybbwbJKBTaVS0nOFtoeO7v3CWdoR0Y6FtoXUkVwj3jPXULMzDDubTJVCiNXVVaTTaRnHotMbeNGO6MjB/+/AClDNO+BCU4A0etRgRecvaHSu45IasWtaTKNnUrw6Vk3gZDKZavqm8DN4+HQMmwP/6K1pMMQOpUePHhXg5PV65Zl5SEkJs6LGZqvM/QmFQhLOYF8FtrX3eDwolSpDCP1+v3x+Op2W3BF6atlsFu3t7QgEAiiVKkmB2WwW09PTmJiYgNlshsvlwvDwMObm5uSwlUqVNvEvvvgiXnvtNRw4cECobvZ84f4Ui0XxjrLZLADUTK2mV0QPrL29XWZs8LCVSiVZP81uAbUD+bQnZKSdGdNnt0bG1evq6tDS0iLgqLe3V8IHGxsbckiZb8JqCR1eoiLRskeFRZBFBWmz2YQ6p0HL5XICFCnPWklpkK4TR3k2tMeqjaoRsFDWtSHnfRkdgPerdP6/vngW6fHqRFquARMkuW96nXleqCu0nFHJa7kCIMnxdIq0PqHeIbOTyWQwNDSEY8eOSY+kkZERrK2t4eLFi5ibm0NnZ6c4UOyivLGxgdnZWcTjcdjtdoyOjsLv98sQPQJuytfCwgL29vbw5JNPolgs4vLly9IVu6urC9/+9rcRCAQk5KwZA55fMgNkLXK5HN566y1Eo1H09vYimUxieXlZ2EfqpN/+7d/GU089hWQyWVMpQraZl5Y5GvB8Pi+N7NLptOhKsqLagaTcUmfv7OzINHWgWtigZV+Hd7iHDOUYw8ba4GsWgyBXj0MBqsBJszecCWe322sSc40gzGqtzBpiaJgOj7G4hPKn0w20LdP5OwRTWpdw3fl6zSrqnMG9vT0BspxRZwwLGVMutN59r9e+BSvaayZjwUWqq6sTqkxX12j0zn/fD6Ro5MnNouBTwfDQ6A2igOlDQiBj3LCtrS2cOnVKQIrOW6FR2t3dRUtLCw4ePCi0tdlcmTXDkNT29jY2NzdrynpLpRKWlpZEUaRSKXR3d8NqtUqfEj37h5NDl5aWpF09DzYTKXUlTmtrK2KxGObn5zE3N4d8Po+BgQGsrKxIfky5XMYrr7yCl19+GcFgEI2NjVhYWJBQCA8v4+jMDaBi4ndRqK1Wq/SFoedBGQCq7eLJNmmDQO9DI3vNimnFtbe3V5Moy34GFkulrwrpecoXwZ3FYpGGcprqJw3MUA+NI7+P72XeRKlUQjqdRiwWEyPIcCWfD6i2r6ZC0/LJ93ANdc8Zxvd1TpcGcvp3QG1bb54t3dNiP17aweG6MGSpHQq2ROegQxowKmyyZpq100qf7Av3goyY1klAlcUiW9fU1IRUKgWPx4OjR4+ip6cHzc3NaG9vl+TVjo4OScjc29vDwsICstksFhcXMTk5iYMHD+LMmTM4fPgwOjo6cODAAelSDUCY0GPHjqGpqQl3797F3Nwcbt68iWAwiL6+PoyOjiIej6O9vV3y4bSHrUGcdiai0SheeeUV+Hw+uN1uLC4uCkDa3t6WKeGf/OQnMTY2JnOvAAizpGWLbND29nYNA8r5WqlUColEQrpx09sHULPm3Cdd1GDcK+o6yglDSvw7WVQ6pNlsVob9ZTIZYfmpH7Rd0rmPOg+N9whUmzFS7gDA6/UK60bGlfdHp5V7QLli6Ngo98YQlr7o8Ohybm0L6VDpEQfb29uIxWKIRCLSC4b5msbLyN6+12t/ahu8O6eEzcSooI3VD6TKWQKowYoxIYuepY5PU4Ez2Y5CRiEHaksitQeqR3Prw0j0a7VaJRzEe8jlchI/PXv2LP7rv/4LU1NTOHToECyWyoTklZUVbG1tieedz+cllMJOsqFQCEClqdD09DQeeeQRmEwmmTNy7949tLS0wGazoa+vT0JDuVwOe3t7aG5uRjabxfLyMgKBAOrq6jA3N4fjx48LMLDb7Whvb0cikYDJZMK9e/fw7W9/G4VCAYcOHUI6ncarr74Kh8MhNff64BaLRZn4SqPs9/ulJXe5XJZ+GMyX0U2HeFmt1powmvY0NDtm9JK5LwyNsWNsIpGQqqByuSwlpRz4lsvlsLCwgKGhITF69PI0CGZvFCoCJgVqoMt7ZXO827dvw2KpDCfLZrPI5XLSqlxTv/R2ANQk9ZLh4k+uAQAJExEo8iLo13902IjnToO9/XjpkC9BSTweh81mq2mCp9sM0JARCHNvjSEfnmWdj0bjpHtW6FAd30cQ1d3djX/8x3/EE088AY/HI4nu7PvD3KX5+XkMDQ1ha2sLkUhEKpyefvppvPDCC1hbW8Pp06dht9vx4osviuPx8MMP4+rVq+jr60NjYyN++MMfoqurC+Pj42hubkZTUxOuXLkCp9OJwcFBvPPOO0gkEtLEjHlyZIALhYLkTTAn64033kA8Hsfv/d7vYWZmBi+++CJOnToFoAqKGxoa8OUvfxmpVArf+c53kM1ma6qHyDZpoEEZBiq6mLPGCDJisRiy2SysViu6urokTMWQE9s50KniOXU4HDXMGAFLNBpFKpWS9xcKlQnoPLMTExNyNltbW0U20um03PvOzo4UCXD2krZHnOzudrul0IE5aARoDodDvn9zcxMHDhwQHbizsyNroB0PrhdtpQbF2gnXwJvPRfupHRjm3ukwE3Xb9vY2IpEI2traZNyAvifN4Ggn9L1c+5ZZ0YIG1A5l4+JwgXXeAFBNsNWUumY+NADh74HqVFDtWQBVBM73aSDE32sDWigUJFGNtCifAah2ygQgvz9x4oTEU81mMzY2NlAsFmtmRpANcbvdOH78OAYHB+W+p6amxLDR6IVCIWQyGaF9C4UC5ufnZY0YSkilUjKPplQqYXh4GN3d3cjlcmhra4PL5UJ7eztOnjyJlZUVfO9738P29jZCoRDS6TRu3boFp9P5LqqRsepyuTIunZnubre7psqFdCoz5cl6aHZB0/jceyMVr/eaQFHT8pQJzulgbhBHIHCsQSwWQ19f37soZhpxGjZm39OoOZ1OoX91fpTVapVk6HQ6XZNEB0CYKB160PJKRohenZY5nctjpGQByB6TgaFs6xwrypZmYe73Wfvl0rkKVN4ECwR+XA++VoeRudf6fGvGi0BQM62aZaFHrJlefg/ZmYmJCfzyl7/E7du3kc1mJTGWw0effPJJfOpTn5Kmh/Ryh4eHsbS0hAMHDuD48eOYnp5GNBqVcBB7p8TjcXEQQqGQhIrJ2DQ1NWFraws/+tGPcOTIETEwBO+UXW3EaLxoCCcnJ3H58mUMDQ0hHA4jGAyK501DS8byC1/4gjAvdAb5dw2K9/b2pHEjWRUacV5er1f2rLW1FT6fD16vt6ZxJGemcf11qFQ7qgSADOFxSj0HvZLdMpvNmJ2dxfz8fA17QVCkw2XUYQCkaR6rBIEK66V1CdtL6POmK1LJ8Gvm/36sjnZyWN3EhnsapFCHannXssv361AWZTgSiWB9fR2xWAzxeFzsk66O5Rl5z+f2Pb/jN+TScT8aUp0DQAEEqjksXDA2NuOBA6oKiALBhdVxP76Xioa/p2DxMygQvE9exji1rrDQvWA0KtbdZR944AGZ/0PjbbVapXqloaEBDocDnZ2daGhowPT0NMbGxlBfXw+/34/29nb5/kwmg7a2Njz00EOYnJyE0+nExMSEeJqaCUgkEujp6cHi4iJaWlowNDSE9fV1JBIJOdBmsxkPP/ww/u3f/g3Ly8sYHBxEsVgZIU8hb2xsRDqdrlljJo4Fg0HpJOp0OtHU1FRTCkwwyJARFSUNMS/uC18PVOe76HwCbWx5f1QiZDJIu3Kwo8lU6emSTqfR3t4Ok8kEt9stQIGVG1TcZLy411arVTxQzSwRhG5sbOD27duIx+MoFAqyDwRSBJtaNnWiHy+yA3x2zSBR3iiLNptNzg4/g+tNmpreLteOjsL7KT/8Tbg0Fc+zrBPoqR+Y+2F0SoCqAieIYQIt14UARofyCFIYpiZjQEaO4c1cLofGxkbMzs5Kt9AjR47A4/GgoaEBfr8fu7u7ePbZZzE0NIT/9b/+F27dugWz2QyPx4OXX34ZgUAAR48exdNPP41IJIL6+nosLy/DYrFgdXVV9psywDyrWCwm/Vfm5+eRy+WQTqclCZOdlClfdru9pvyX4Jy69s0335RxHgxHkjXQYXqXyyWOlA4DFYtFkWGuTTgclrUlcGhvb5ewHQ0wZZZzyADI95dKJZlwT1mnvuGzlUol3Lt3DysrKyiXK31mAoGAjDZxOp1obW1FNBrF5OQk7ty5g9nZWWn4qEMnvPg9XItisYh0Oi2gh/dMNoZOQzqdFgbwxo0b0hiUr+VZ5NkmgNSsCM+zZnzpPBtTIRhSMupN7gXXRz8X9Vw8Hkc2m0Vzc7MUZpCB1yzZe732LbOiF5cHnx42UM2F4IEolUriNRqZFaA2w5z/1rQgAQkPJitVuEGkfY25ABqQ6LAFjQ0Nl6aJ6+vrpfNrKpVCY2MjDh48iGPHjkl7bD1B1ev1ynd4PB643e6ackR2dd3Z2UE6nZZ49d7eHlwuF7q7u/HGG28gEomgs7NT0DxDa9FoFD6fT5iYZDIJv9+PpaUlyaMxm83w+XxIJBIYHR1FY2Mjbt26hUQiIUljTPxkKIOKnlnudrtdGAau+/b2tjAbmh42hiH4Hp0fRHqddLtOFNNeBP+PMsRmVZQhzaYBlWZaHo8HdXV1SKfTNSCWLIVmdigvBMc6P4JeHEFJNBqVUCHXR/d0MOZC6PAD5Y2AXa8R/26sajDmqPBz6UnSM9TJcu835vybclGZa6YVqA7PA2o9V+oKfbaNniFlUyt2gg/NyhhDTJQzAsRyuYyJiQmcOHEC4+Pj2NnZQTQaxQ9/+EO88MILuHbtmpzdWCyGD3/4w/je976Hr33ta7Db7UgkEtjd3cXU1BRefPFF/OQnP5EwxYMPPoi+vj5Eo1GMjo5ie3tbei4xvL25uSmJ6zdu3MDW1hYSiYTkt/E+nU6nrCGrBHUJMj3znZ0dvPHGGxgcHMSlS5fQ2NgojRvJstAgfvKTnxQwweR26kyO+bh+/bpMnHe5XGhubpbqJr/fj7a2NrS2tqKjowMdHR2yn/l8pWEkQQ+dB+6Fbh+v84mWlpakb5XH48Hy8jKuXLkiVVrBYBC9vb3o7u4WpoUVWpQZdprVVXyUFeYcUkeziooVVrxHOlx2ux3JZFKqwSi3utGaBhla5wHVKifqJj0ORDvnlE/qIeaqmUwmASyajdJrRtAViUQQDoclAZc5RrqD8Xu59i2zosGFpqjp9RmrdHiweIB0vFhXD2llo4UXgMQ/mbwFVA2fNgr8bBo6nV9AoWH8mIeRngLvlYOvUqkUTp8+jaWlJdy8eRPZbBYnT54UpoLNmRwOBzKZDPL5PNxuN27evInDhw+LAS4Wi9jc3JTYbHNzM2ZmZmC1VmeJdHR0SPdUAMLa8GIXRq/Xi4mJCTz88MPo7+9HJBKB2+3GjRs3MDQ0BJvNhtdffx2RSEQS82ikjeESgrW1tTUxjOw3Qw+I66X3RLNX3COdW8T3ANXKGe4XX6uBCj+TP2l8CAgIOsiEFItFiTmzIR3XS7NNWibI/DHPKJ/Py36USiWJtzNfiZ6/scqJ4Efnk/An75PPpUOaxvwTnTTK/eYzU1ERHGqwRuP9fuLOvwmX0TjRKTH2WuLFM66ZV82O6hi81gM6Bw6oAG963XrODIE4UE2w7MVxNeIAACAASURBVOrqgtfrRVNTE6anpwFAJjJzjs/u7i5WVlbgdDrx0EMPYWNjA//5n/8picPb29tYXFyEw+GAw+FAOByW/IxYLIatrS2pzGNuVDAYRH19PdbX1xGPx1EqVaY069wvi8WC3t5ezM/PIxaLyRpRLplrQdbi8uXL6OjoQDqdRmtrK8xmMzKZDBwOhwB3gqFnnnkGL774ItLptLQvoIO0urqKK1euwOFwyOiL1dVV3L59G8VipWz74x//eE23bY/HI52CW1paEIlERP8xfMY5QDxv2tElW+V2uzE3N4fJyUm43W5ks1ncvXsXR44cgcVikcIE7h/BLs8J8/nIrBHAasCm8+MIAhsbG2ucYcpoMplEIBCocVj0Z2u2XzuH+szSdhijCvfLydIMDcEMz5KeIs/X8/kITliNxrlbOuz1P732LbOiKxKI+ChkBAEacXKj+HqgesB0OEh7pcaQgg4ZaYEgyKGgUTiISnWoR1PK/HwmIul7ImCIRqO4fv060uk0vF6vtN7WnWYZD62vr8ehQ4cQCoWQz+cRDAbFk7BYLILcKXQAMDk5icbGRvh8PlFqQLUChdNfmcDW1NQEm82GjY0NDA8PY3NzE+VyGevr63jppZfgcDhw7do1TE5Oorm5WfqP6NAZn1OX/O3u7qKnp0dahDMcxM6iNMLG0kntHXN/ue4aZNIw6DJc/h+AGvalVCqJd8eW7DT6DQ0NkjdQV1cnlCc7ZxK4sNRTN+vSfTWoxHgviUQCq6urNUPmdKzXyKpoelYzRDq5nLLEdSarosORxvvRISeura4AIsuiZXa/Xfq5uD7GZFmgNjlRU9d8bg1GKDc6ZMk/ZFC4zkaKXTszZOd2d3exubkJp9OJo0ePIhAIwGw24+DBg+js7MQvfvELAEAymcSrr76Ku3fvor+/Hx//+Mdx9OhRGZKZy+Vw69Yt7O3t4cEHHxTnjt6vw+HA4uIilpaWEA6HAaCm95HZbBZdlEgkUChUmleOjIzIgEQ212OCOxPImeMSj8fx2muvoVgsYmpqSsZ8rKysYHV1VXq4sOLvYx/7mDANmUwG4XAYk5OTuHv3LnZ3d6VRY6lUwqVLl2Tq/E9+8hP8+Mc/lvPDfJPp6Wn5Dk4OzmQyNQysdnzo+ZdKJQSDQUSjUSwvL+PNN9+Ez+eT3kh+vx+zs7MAIKEOq7XaP0nrGH5+PB6X11BnMeS9tbUlTgEZGdoRgh+rtdKjhblKvMgWadCrbaPxDyMEOjSsmWkyz9TbBPN8LlbTkVWm7jWmWfA7WDWk/7zXa39qG0ByKnT/Ai6anoWhKXwdEgJq5xZoD5Sbpl+nQQfzDbhZRJd8LZU7QQ+Voq5U0WCHXp5mXn7xi19IO+wvf/nLgsAjkQhee+01aRjW1NQk2e5dXV3o6OjA2tqahGX4HoZ4mpqapGmZ2WzG8ePHhTHh1FY90wYAent7US6Xsba2Br/fj42NDZm02tHRAavViv/4j/9ANBrF3NwcLl26BKfTKUqayov7oPNDqOB8Ph+ee+45RKNRRCIR+P1+JJNJAQHRaFSoTwIXgjUqAn3POkSkM9F1aE/LCPfX4XBIzgxpZn4WPSXSsm63G+l0GqVSCR6PR8ANKyaYy8IprsbYOO+BvTJIl1IWdEmjpmQ1yDCCGKCWxub79KVzWthzQocq7sdSUYExb4ev248Xn5cGQ4drgCqY4TOzVJNnl6wa/65DSgDEmPAs67by3CeeAVYOGZkdbfgZdunv75c2AJ/73OewurqKZDIpeq1YLKK3txcjIyN4/fXX8dOf/hQOhwORSATXr1/HmTNnMD4+jvPnz2NgYAChUEgG0/F76urqsLS0JMBc9/Hg+WHzskQiITltLO+mE0WmgW3/m5ubcebMGVy5cgXj4+Po7e1FNBoVvbC7uyuMqsvlwtNPP41//ud/xsbGBjKZDO7duydMCNnemzdvSq7N6uoqDh48iFdeeQVPP/003G63hDkWFhZw5MgRyd1heJt6WjOYBPIEkn19fbh8+bL0oFlZWcHs7GxNXk9nZ6c4OGTtHQ5HDSD1er0CmDiKZG9vD5lMRioDCZwJFChbvDeCFpvNJj1myFDQYeVMN+0I6fAt9Zw+85pl5vuoI/QZN5vNkh+qnU79XubhMISsGep8Pi99fN6Po7NvwYrOEaABo1HkAmrPkz+JRrWR08ofgAiyjuFxg8lS6E3XyJMGmV4slQ5jfVQKOl+A968TgUOhED7ykY9gbGwMOzs78Pv9SKVSeOeddzA/P49EIoHx8XEcPvz/kPelsXGe17nPbBxyhrNwFu4cLiIpSiS125JlR5FjO7HsOqjj2kmTokUQNF2BxH9a9EfbtChQ9E+L9l+BNP2RtkGapEGixLBjJ7UkS5EsWbIkiqS4i8uQnH0fkrPdH7zPmTNj597IuLg3xP0AQRI5880373veszznOeccgtvtxtbWFjo7OxGLxbCwsIAXX3wRmUwG0WgUt27dEufOZDLB7/cLgTSdTkvvBgDw+/1y2IBdZOf69et44oknpAFaQ0MDPvaxj8FkMmF2dhbf+MY34HK5cPr0aXz7299GS0uL9ENgtVFzczMSiYR0vWWu+ODBg+jr60Mul8N3vvMdgWWbm5vh8/kkJ1ypVGSq7PT0tMxRqYc79TRjnVPlgdHEUcqRx+NBZ2cnenp60NnZCYfDAa/Xi87OTuzs7MggRsoYnaJDhw7h4sWLuHfvHp588kk0NTUhmUxKBNLQ0AC73S5QLtEN7SRRMSwtLSEUConMNDY2IhKJ1MgR5VWnHXiP+nSPRgopZxqh4frQiFJx0SHRuWitvPlsezUFBNSmB4FahMRgMMjkYSIGbADGtAaAGgWv70EHHagqfq59pVIRIi3LTfk6OrEMaCg//Lxyebch4+joqJQwv/3223C5XKL4aYg3NjbQ29uLo0ePIplMwmq1YmNjAz/4wQ9QqVTw6quv4q233sLi4iJeeOEFmM1mhEIhmEwm3L59G36/H4ODg7h69Sri8Tj8fj8GBgZw79499Pf348iRI/jJT34ivVF0q4aXXnpJDClb/odCIQSDQXR2duK5557Df/3Xf+HMmTMYHh6WqkaSz+n42Ww2fOUrX8H09DT++Z//GT6fT6pLNjY2JKVVqVSE1JrJZHD06FEEg0EEg0FcunQJb7/9tnTqPXz4ME6fPi0pIOoLEl61Y0An/ujRo+jo6MA3vvEN/OxnP8Pi4qKc5Xw+D6PRiPfeew/vv/8+rl+/jlwuJ2mOcrksxQ+cAk89zGagoVAIdrsdU1NTMg6B6WUAIi+UVRL6p6en0dLSApfLJQ4LA1qt74DalgTaidFNSOnsAKghCNejT9oxplxqpJ7Bog7Ked44FkT//mGuPeussH0xFbPuNUGDpHPN2mGhUOroG6idQKlz9+ybYTKZxPsmlMaLyp730EgPX6tL4urfR0GKxWLCR7l37x72798vzHlCjQ6HA5/4xCeQy+Xg9/ulGZnRuDuMTM8KunfvHgwGA44dO4bl5WUAu1DkysqKNIlaWFiA0+nE+vo6fD6fGNfGxkYMDQ0hm83izp07iEQiKBaLOHbsGGw2G5LJJN544w0kEgns378f165dEx4NvWiiDoQ5ma+32+149NFH4ff7EYvFhExnNpuxuroq5bzpdBrRaBSDg4Noa2tDd3c39u/fj/n5edy8eVMqA4g4aENUD9/TUaByb2pqgtvtxtNPPw2PxyPE5UQigXQ6jfn5eaRSKUnfML+um+oBuw4dlVBTU5OMPdCcF4/HIzli3byPqEoikZCScsqNJszpS8tQfbpBX9oY0+nQ6KF29PQa6XQZ04saJv4wHsteu3TrAJ53fS4174iOhEa3qPR1GlFzqvgZXF9WwvFskpNF42O322sgd+4Pp3LzeaempuBwOPDUU09hdHRUGi3y9aVSCR6PB8DugNClpSX09/eju7sbly9fxvb2NiYnJ/HEE09genoac3NzePrpp3HlyhW43W6sr6+jWCyit7cXLS0t2NjYQD6fF50QDodRqewOOGSvKZ5bdnbmmAA6tmwI99Zbb+HQoUM4ePAgbt++LRw5oks7OzviKAK7sjg4OIgvfelL+Id/+Ac4nU6RPR3sbW1tCXdsYmJCEIu5uTnEYjGYTCb09PRIYKfXGaiWsmudoQMep9OJl19+GW63G1evXpXmZ1tbW7hw4QJ2dnaEk8K2C5qGoEurNXpCnWE0GtHU1CRImiZz85l48dwxNbV//36pyAKqrS50dRr1A+0ibRSdknoOn5bjek4cL2YOeD40EkvdQYeHZySfz0vVK52ah7n2rLOip5oajUZpKQ1U+QfF4u5IdU16pJdJ2JIeNj1HRs/cHK04gNrSWCp7etkaKuYG8pAT6uOz0xkgsTYWiyEcDmN7e1vKkJnCunPnDozG3dJgOkFWqxV+vx/Ly8sYHByEzWaTFIrH40Eul8PMzAxCoRCefPJJ5PN5XLp0SapzXC4XnE6nkPiWlpawuroKr9crDYcYXXR3d8NkMmFlZQWdnZ3w+/0wmUy4du0apqam0NnZiZWVFUxOTsLlcgnXolAoCKGK5Xc7OzviIHA0ANfIYDBgcHAQt2/flm6QxWIRa2trsNvt0o/AYtntojs6OoqGhgYsLS3J3vCiEqByA6p8Djp/Q0NDOHDgADo6OpBKpbC6uop0Oi0OBDt3Mrohf6WxsVHgXABClqUh4ntZ9cDonFEPIV8qrkwmUzMkDagqNeCDOXX9f+0Q6aiJTrxG7z6MJ6HTRdrh1iXhuoxdo5UfJTr6VbiYz2cET9njz+qVrkZrtbGh/qlvckWdofeTTq5OtdGZoR7QqT2S82mcNAfp7t27gj5qTgLfT7Kq3+/HuXPn0NnZibt37wqK8M4770gKoaGhAevr6zh37hxee+01pNNpmEwm4RRo3t3Y2BhmZ2cF7SMKZLfb4Xa78cwzz+D8+fMIh8NybwCCEqTTabz22mv4gz/4A0SjUVy7dg1PPfWUpOP4h3qaMnjo0CEhApMHxxQUzxQdkGQyievXr6NSqUgbgd7eXjz77LNob2+X7q9ANc3HP9QflGsSQ0nUPXv2LNra2nDlyhWZgEznTiOdDFSYLltfX6/hIjocDnle2gKj0YhEIoHW1lYAkACJa0wnio5DsViU1DgrKDmV3WKxyGdTbnQFoA6O9X11pZBOOfN8UJ8A1fSnTi/ROaXDpR0a2t/6oOBhrj3rrHABqAxsNlsNFAvgA9M7qbCJlOh+LJoNrSF0ssq5KfXeqD5gQNXj5HvoVWsHiu8hn6VYLCIajdZ4xwBw4cIFaee+vb0t8KbL5UIoFEJ/f780iorFYtKmvaenB8vLy1haWkJ3dzd6e3uRTCbR3t6OBw8eIBAIYHNzE4FAQISS5cysADCZTFLmzJlCXV1d6O7uhtFoxMLCAn74wx9iYGAAVqsVb7zxhkRJup0+c5yMRPr6+vDCCy+Ig8l0k9frlfSSzWbDe++9h/7+frS2tqJc3h0f0NraimAwKJEL8+c+n0/SWhpy5/5RgfMQOhwOtLa2IhAIYGdnB8vLy2hoaEBnZyfa2toQCoXQ2NiI9vZ2WZft7W0hLTKPz2jXbDZjeXkZ3d3dNYRfGij2fWDKks/GMkSmtKg82XcDQI3C0VEMfwfgA4ZSO9I6hcn38HMYEesUFy8adCpLyqp22vcqwVZH5fXkWKJmACRwYECiI2/qDR2Fav1DQwRUyZJ0aCmjdIqo7HlpeeXZp6MN7BoKBgZMTWlHslQqobu7W4aFkkM1Pj6OXC6HYDCIRCIhXW8BIBQKIRAI4PLly+jo6BDkmsM8AaC1tRVLS0tCTuX3sNlsGBsbQzabreGv8LvwM1paWnDjxg1cvXoVR44cwa1bt7CwsCDdr8nHYFqGLfYB4Mtf/jK+/e1vyxp0dnaisbFRyph3dnYnAdvtdtFzNpsNHo8Hzz//PCKRCGw2m+h+AEIC1unO+qCAzRiNxt2hroFAQJCNnZ0dqXqkTeAEYsqB1+sVpBWoInrsDE7ZWV9fF4JxJBKpQYD1xTNLeWAPHKZnSMrV6WEdVFQqlQ+08NDoi7aBGm3R//4w/cF7c624npqMzoyG1mEPc+1NbYPavLw+/Pw5PWXNTQGqyro+ktQRjxYUes1MNQDVKgLtmPBe5LvoZ+Th07CZwWCQmRIcAaDvQUO3uroqaSSv14uPf/zjsNlswlJvaGhAKBTC+vo6Zmdn0dnZieHhYUxNTaFQKMDlcokS7u3txcrKCjo6OiQ65FqxwdHs7CzGx8fFMdMlln6/H5FIBK2trXjjjTdQLpfh9/vx9ttvS2UBlY7mE5G/Mjo6is997nPiAHKKdCAQgNG4yzD3eDx45JFHxMliYzTmqFlyqfe0ublZkC2g2gRQRxA6ym1ubobD4RBF8fjjj8Pv94szSWNFPkkikcDw8LAQzIiS6EZqROlo4KnE2fCNkRRQJepyBsz6+rpwhiifnJOkjR/fz6id8qq5KvWkOv3+euOqnTreh3IN7CoY7fDrtJBGfvbaRedD/1+jURph0ehTve7QOgioEvO5LtQddKJ1aSmjeX4GzziDF96bkT11GZ3ITCYjqOTQ0JDoPgY6VqsVk5OTgswsLi7i1KlTKJVKiMViuHbtGiwWixjaUqmEQ4cOSdqXCCjPZV9fH65fvy5IoTZG7OY6OzsrKKTT6RREm7qDzdVef/11jI+Pw+fz4ebNm5J6JiFd63IGBmNjY2hubsb58+dRKlWHs/p8Pkm3XLp0CSdOnMDx48exsLCAcDgsRtxoNNa04mdqjq0DdIUonVfusQ6KidSHw2EAu7pjZ2cHwWAQxeLusFjqq2w2i0Qigba2NqyvrwvapNNdRD207iBaBUB63tAe8dnJeWGRA/W81h2UbZ3qrdcB2qnRukOnFTUfjoEL5ZO6g+tDO0dZptyT9wXgI+uOPeus1EdHujMeWciE3DUBrD464mZo4pzeQB0dcbGJRlCh8QDrdBGdFE3opEcM7ELrk5OTyGQyMsNCR3qMjvbv3w+TabfrZH9/P8bGxsTJmJ+fRz6fR6VSQTQaxebmJk6cOIFEIiHPa7FYRPkAu9ERIyYdtdvtdoyNjWF+fh7xeFzmXOjvYjbvjq6/fv06rl69iqGhITx48AALCwtob28X9ISHixBnLpdDMpnEX/3VX4mCa2pqgsfjkX2iwiDiMDg4CIPBUBMd/ehHP0IqlRI0hnA5o34qfB4cHkAaC3JUAoEATp8+jY6ODhkYxgOnDbXRuFtSTNSHe2u1WlGpVERx8VpfX0dfX1+N/BHup0GgjPGZTSYTksmkfB6hbe1c1eeLmTrQKE59VK9/Tpmvl+16BUglxHNFg8R9obxoPtdevKg7GBU2NTVJpQkvq9UqUT1Qy/shKqsrL3QEytdzn6kX6qfD817cSw3DA9WhfnyvNhB8Rp59v98v5fIAcPHiRfznf/4nuru7US6X8fOf/xznzp3DkSNHcP/+ffh8Ppm+zi610WgUzc3NmJ2dRWNjozQ7I8r44MEDlMtlbG5uSoDAapx6VJaogd/vR2dnJ44cOYJLly5hYmICi4uLOH/+PF555RWsr6/j+vXrePzxx4Wwqx39cDgsTkwgEMAXvvAFvPXWW5JOAVATeBw5ckT6pjidTpjNZszMzCCfzyMYDMq57OnpESI9jTwdQe3MauNMVJZo1tTUFNbX16UFv8PhQENDA2w2G+x2O5aXlwVVYZEFnS9WKxGV1V2B+VlMD2YymZr+V+VyWWgFRGXdbrc4wBp51ffUAZzWETqY0TpCOzYafdF6gfemLdQAAmW1HnnhvR/22rPOCgWL5CQqd02kZY6Wm6vzzjpVo4myvH5R3llzT8gpIQEtnU6LAdIkXUaoNKiZTAZ3797FtWvXMD4+Lsai3hgw73zy5EksLi7K51utVrz22mtYWFjAyMgILBYL1tfX8dxzz+HBgwfSxyAajYpRIlrDKackczGdYbfbYbVa8fTTT+PHP/4xHnnkERw7dgwWi0VK8th47rXXXhMy6s9+9jPpbKnzzlSkZNcfOnQITqcTwC6jnd+TeXw6DAAQjUYxMzMDh8OBwcFBeDwedHd349lnn8Xbb7+N1dVViZa455pgDVQPIbtHGo1GyTufOnVKnn9rawvr6+uwWCzyM7PZLI3Z2O9Fd0ne3t6Gw+Go6ehIJ4mOIlDNO+sDy3XSeWcObySZkiMW+NyabKdRFN5LOw50QEiU5Wv52fVpC8qeJh+zZbp2AusNPKvC9uLF6JaKmcRmoMp3KxQKwoHTPAo9r4rRo04f6BTch/HdtCzw39Qfum8GzwQAQR3o+PI7ALv7nUqlatKULpdLXnvnzh3hemm+W29vL+7du4e2tjYUi0WsrKwIEpHL5TA9PQ273Y6jR48iHo9jaWlJ+jSRl1YsFtHf349UKoWVlRUEg0Ex9mwp0dPTA7fbjVwuh66uLmxsbCAUConuGx0dxbVr1zA5OSmBFPk7VqtVmnCmUik4HA64XC6cO3cO7777rvDzyO8bHx+XFgEMmjY3N4Vfwo7dXV1dGB0dRVtbW83+8bzSUaeR1ugMfzc6Ooquri689dZbiMViiMVi2NraQktLi4zU4N5qQ675bgwKyO8AIP1bqJvJ/6BssBqRepZ8N+p3yo7mUulgR6NW9RVtGlnRzgnPiS6tr+e7aQdco2+0lTqY0ujjw1x71lkBajkpFCLtDWoCHQ2ajhrpsBD2pWLREWM9o19DoDRcFHgaXs0v4GwE3stkMuH69eu4ePEizGYzxsbGkEwma6KqUqkEv98Pu92OtrY2xGIx9Pb2SkM35qyfeuopdHV14fz583j66afh9/ul22M4HEa5XBaPmwqxUCgIhBkKhdDW1ib1+ZVKBYFAQBj9yWQSAwMD6OjoECfszTffxMrKCk6fPo2LFy8im82ira1N4EtGEIR/C4UC9u/fjy996UtSqaCH++m8JrkuExMT+P73vw8AOHPmDM6ePYuBgQFh9KfTaUGG6gmfGjnjoS2Xy/D5fHj55ZfxiU98QpQ2GytduHAB+XweR44cwcmTJ+F2u9HQ0CAdJVlKyM8iv0Mz+ulI8jBr5aFzuBreTyQSWFlZkUm1lNN6Rj/XUpPZeFFxafSOn1GfPtKKCag6Nlwz/rv+PNHhNRgMNfK8Vy8ijlxbne+vh7/1enNNuE/cX6DqEHL/aBB0JSFTaNxrXvwc3oOpF93gsj7y5et0BByLxQQFuXfvnjhXvB+RgZdeegm3bt1CKBRCIpEQY7+6uorBwUGUSiWprDl+/DiOHTuG6elp+Yzl5WXp6rq4uChpDvIhiIwMDAwgEAjgnXfewdDQEKLRKFpbW2WcxRtvvIGuri60t7fj2rVr+OxnPytGGqiOtUgmk8KdqVR2Cc+nT5/G5OQklpaWUCqVhOy+traGTCaDRCKB9fV1Gcza0dGBjo4O7N+/H+3t7WhpaRHZrk8L6lQIf65T+Bz+6XQ68corryAYDIqzlk6nEYlEEAwGEQqFalBTTUDl2YtGo5I2dzqdUjHDVKDRaJQu4JrYzZRfuVxGPB5HPp+XQal01Ohgad5lvSNSj9pqXaGdCv0enSbTTosGAKgj9XpSX9LmPuxl+trXvva1h37Xr8D17rvvfgCu1gaL9epER6LRKOLxuHAodHdQjQrwKhQKsNvt0nSNVTMGg0HIcprFzohKl1NTaXGDKXgWi0Uil52dnZqmcey6mEqlMD4+jjNnzsBisaCjowPZbBZvvvkmJicn8ZnPfAbhcBiRSARDQ0Po6+uDwbBbt3/jxg20tLSgo6MDvb29wh9h11WfzwebzYY333wTfX198pk07MPDwzhw4ABaWlqkCiYcDmNmZgbnz5/HyZMn8b3vfQ8bGxuSo81ms4IKUJhdLhd+//d/XxTgwMCANH4KBoO4cuUKCoUC0uk0ZmZmYDabMTs7i8HBQXznO9/B6uoqbt26hZ/85CcYGxvDm2++iVwuJ/lcjl2v9/6z2SzS6bQ4NY8++ii+9KUvYWBgAGazGWtra9KbhlHh1atXEY1G0dTUhKamJmlqpR3PZDIpZZj5fB4ejwc//vGP4Xa70dfXh0gkIqXPfr9fSs1ZccZ1YcO8e/fuYWJiQkbGU1aJtOgoiE6dVrBURFoZ8KpvPKeVENEgnWvWPArei9+bnZf1uaKhf+655/5vHfn/Y9dPfvITQS4YAWuHAKiiUJR/phxYjcb1rXcAeYYo1+SW8Izw/QaDQdJCmjumkRfeD6gGOjQidLD4+fweOzs7eOSRR6RXysWLF9Hc3CzojNPpRDqdRmNjI/x+PzweD/r6+mCz2TAzM4Pt7W2cPXsWN27ckOnj/f39Usrf1tYmDhfJnUwNMcVis9kkIJmfn0coFILVapVeLmxRv7a2hp/+9KcYHh7GiRMnZEQIkUVdhULEkmffbDbD5/NhYGAAzc3N+Jd/+ReEw2GJ6r1eL/r6+nD48GE8+eSTOHnyJA4ePCgN6nSPG+47HToGtvr8M1jT1VesumltbcW+ffswPDyMQCAAt9uNfD6PhYUFSf3QYWDq+7nnnkOxWJTSZ+4pnSKmsRgoMQDSfEly4yqViiA6fG4iMPVOCXWEtkv8LrSlfBbeR9/DaDTWBKQMCLnudKA0HUI7OtQxjY2NOHbs2EOd2z2LrHDhtre3pdqCZWwAJPrhAjENQ/KkRkhoGHS+TqMkAGr6slBh0IiwxFfzYqh89Ohuj8eDffv2yZDAl156Cf/2b/+G2dlZ9PX1icMwPDyMI0eOYHBwUOZn5HI5vP/++8hmszh9+jQWFhZgNBrR1dWFpaUl+Hy+Go+aY+KbmppEwPhcTU1Nonzj8ThaWlqE5EslbjQapQ10pVKRsr8nnngCd+7cwc7ODvr7+6VbZ6lUkm6aZrMZzc3NeP7557G9vS09RKanpxEIBKR6BwBu376NM2fOoLm5SSzf9wAAIABJREFUGZFIBCMjIzh//jwikYisZbFYxNLSEtrb27G4uIjOzk5BuXh4jcZqlQ4VA9GygYEBFItF3LhxA4899hhWVlaEnJzP5yXFRkdWd6Ek6mE07nYE1mupu1CyKRVhWyo9vpewOblEpdJuV950Oi0y3dDQIHl7yp2Otqm4NSKic8Pa8SZaqEsQ+R5GXwBqlC8VlB7lwFQq13hnZwepVKqm4muvXWzIpis9SG6kDqFOoD7RnCqglpysnRatF/g6/p7nS1eS8bOA6h7zdzQu5XK5hvOmeQia88U/b731FiqVCo4cOYI//MM/FKL92NgY7t+/j0gkgsbGRiGLWywWDAwM4MGDB1hcXMSxY8fg9XqRSCSkHUJzczPsdrs0khwYGMCJEyeEq2IymbC5uSnfiXOQ+vv7pSlcY2MjNjc3cejQIWxsbMj4kO9///vo6OiQ7tfHjh2TgZ6UZe4DdaxuoGm32/Hyyy9jaWkJLpdLkFGr1SoOCM8BUEVGNULJc1CPmPGs6TS93iv92ubmZuzs7KC5uVm6X4dCIbkPbYTFYoHb7UYwGJSgbnNzU3ruJJNJ2O32mgnU5E/Vk7J192uPx4OWlhYAu0UGDH4Z9GiHRbdFqEdLtHxT/vh/XUpNVFkHU0B15phOPxMh1K35H/bas7OByDPRcC7RFeCDzbLqo6D6hdULTK9RR6PMw1LQdfkyYV0d5bCFdDgclvkeHR0dMBqNGBkZQXd3t8z3iMfj0gl1YGDgF8732N7exsmTJyV3SKFzOBy/1HyPSqXyC+d76KZsJHj+r+Z7dHV1IZ/PY21t7QPzPWw2G1544QVYrdb/7XyPSqUi8z2cTidee+01nD9/XgyIxWIR0h8hU8730C3NAdQon2w2K8pOz/f4+c9/Dp/PJyiQ3+/H3NwcAAgcTjREN4+ikgAgypnGrlKpyJTsbDb7gfkeel11ZJFMJj8w34McH8ooFbWWRX5PRvH87lRifE5NBOd7KbuMJCnzmgPBc0XFTRnP5/OIRCKIRqOIxWIfab7Hr8LFVJlGkhgdaqWqeS18nzZeVNraMdGjMzQvQCvu+nw/I3eNlvG5uKf1c8X49y8zV4xdquvnivF86bliXV1dKBQKaG9vFyfJZKrOFdPn4P79+4I667liPAfpdBo+n0/k3WazfWCuWLlcxsbGxi+cK8bhrPXGj7LPVHxvby8eeeQR9PT0yMgMDkLk6z5srhgNLY2tRhQ1x4K/01wkzY/k+zRf5n81V6yhoaFmrhj5J0wRk7ej9SA/X/d1MRp3RxrouWJ0vCmLGi3kedapTeoWfkfKnk6js6JH8xL12lLWiaIwsOez87M0gvXQ5/ah3/ErculKH6DqnFDhaAIgBUbnf4Gqo6JRGAA1yofvpcLXDguNCw8S4TFG0j09PRgYGMDg4CDm5ubgdruxsrKCqakpcQ62t7extrYGq9WKxx57DJ/73OcwNzeHkydPSvT34MEDLC0twev1Yn19HR6PB2azGdFoVAYJbm1twev1IpfLwePxoFgsIpFIyOAsQrOpVEoO2sDAgNT7s6cEhYzRHWcJ3bhxA5OTkyiVSohGo3A4HMhkMtLFkofC7Xbjueeeg8FgEC6O2WyWdtO6UogCu7a2hkgkglgshomJCUE2uJ5ut1t6DzAl5XA4pFuuJp0xFaSNj9FolJECCwsLyGQy6OjoQC6Xw7vvvgtg9yBxLDvvQSeYlQfM7xNO56Fkm+tyuSxpKh5wHk4aPZK7rVaroCiUPa1ANZFW54b5Ol7kIlFudfTIq96h0wTgcrlKhtbKV7+OwyjZQ4dr/lG6UP4qXUQhGWjoNAs5R5oQyL1meg+o1RU6Rcc/ej8+jOvzYZ+loXkGZTQgAIT8S+NI2eNnEm1xOBwYHx/HxMQEUqkU2tvbkc1mZfotDR4RgUKhgJaWFty+fRtut1vWplTandieSqWQSqXg8/kwNzcnKY6jR49icHAQyWQSsVhMvpeWD34Xu92O6elp/PZv/zYymQxu3bqFcrmM27dvS2p7amoKdrsdHo9HAgONLGqHr1QqYW1tDYODg9IJOJ/PC3rGveM+0DZQV+g0b73caz7Qh51DADV7ovWOvr826EyDM73DgDKXywkfjE4o5YY6hAEoUSDeo1Kp1Exs53wyBj5snwDUTgXXf/OzaB+p+7TjrV/P19Lx0xSMD5Pjeqf+o1x71lmh0atn5OsyS87zoOHRxCYuqE7tUGloCJ7EOB3xcOEZldCTJqRrMBhw//59vPDCCzAYDIhEIohEIvjpT38qZChGbdFoFM8++yx+93d/F+Pj4zCZTNLOeWlpCbdv38bc3Bz8fj9sNhueeeYZlEolXL16FWNjY7h69SocDgfcbjeSySSKxSJisRjS6TQaGhpw+/ZtjIyMSAULK3dKpVINcsOhZTq1oLv8Xr58GUNDQ/jmN78Jv98v3VlZVgjsKoJXXnkFxWIRyWRS3sv7kdeSTqfR3t4Oi8UCl8slr4/H49I3QROxNIErkUgAgDiqzN1aLBYhs2muBwAsLy+jXC5LbwaS4fL5PNLpNDo7OyXH3dbWBrfbLRVH5BgQIWF0xgNMxCEUCqGhYXdS7ODgoDh6TK/RgBSLRbhcLkkBaWXE/QOqRox5Z8ooUB3Lzqgwk8lILp9yS6Or0UaNOtIZpQKm007FzCqwTCYjRGQSL6mQPwqj/1floo6gHDGSpbGno0l9wsCH0aMOcLiO9dA6f0+lrx0PHYnXG1QaRt3biffQhpSOBM8s/829TSQSaG5uxsGDB9HW1oaFhQWpeKMsejweIY9zMOf09DTcbrc45uydxDlfjNpbW1vR29uLy5cvY2RkBD09Pdjc3JQ0dyaTQSQSgcfjQU9Pj/R+6ujowPLyck2/JK/Xi3g8jtHRUczOzmJiYgLj4+NS6WkymWrIyTwfyWQSwWAQhw4dkgCJ60puoV5f7rs+F9wLjb7zDGinA6imNDSKS4NMXhL1Oz9bN8ljebPFYpHeSqwm5ER7yphOxdBekDBN51VzYiKRCHw+n+h16iubzSbrpZFZypTOMvBvyq12CnX6TDsl1Id8Lq4zHSydOquvJHqYa886K1wEbkKlUhGFzQNLpU4IDajmPLVC0Y6MJhRRwdRDZszbESng/VhNwBQD5/tMT0/j8uXLIjiNjY3weDyYnp7GZz7zGfzO7/yOGF6z2QyPx4PXXntNyJjPP/881tbWcPDgQRH81dVVHD9+XKIE5mjtdrsw4MkiZxqnq6urBkmiUqQnTiPEQ8MDeuXKFeTzefh8PlitVulUS0eFjpvL5ZJDSAdGR1fkhFCp7+zswGq1oq2tDQaDQRQcU2jsVRCPx/HgwQNEIhF0dHTA5/MBQE3umt9JExH5mVNTU1haWoLD4RD0yO12w+v1IpPJ4PDhw/D7/VIaGY1Gsba2JpVL+kBzzVjCSu5MMpnE4OCg9LRhTldDzqlUCl6vF8lkErdv3xYold9XOypA7YwqDT1r8hrPQH3Kk5FPPVqi88a/KD1RLpfF4SWaoqu9dJS/Fy86IUTk2DnVYDBIpMp14V7u7OxI24B6w1avfLmG9U6jdrw1nK7vRYdGR/mMcvlZQBUVYhROGaXxIPJbKpXQ1dWF48ePSwM4HVywRL+xsVEQutu3b2N2dhYtLS0oFAoSQCwuLqJSqSCdTqO1tRWnTp3CxMQEMpkMJicnMT4+LogA4X8GIJFIBBaLBf39/TKIld8BAB577DF885vfxO/93u+hu7sbi4uLWFhYwPj4OAqFgnQo1+gVnRU6nUy7AJCp9ER0NNqugxm9bxpx59pqp74eUdH3oS7SzgoHrfIPkW06VuSosKElUTKNmmhOGlEZpo1Y2r29vY3NzU1MTExIt3Gmqdntmw4y5Ut/b13xpMnd/F6UJ/36+qBWp5Mpo7TRev20o/Sw157lrPAw65wjBV//zXSDVtZAdZCbhsu5kfT+6InydZqAxcNC4WXekoajWCxienoaP/3pT3H37l0pvaOR9Pl8+NSnPoWXX35Z+iTQSx4ZGZEhVceOHcPs7Kx4zYQObTYbYrEYnE4nIpEIuru7BTno6uqC2+2WFM758+dx+PBhOYAsydWRt47kKHAGgwHT09O4ceOGTEhlK25yOii4DodDoF2mCba2tuTfWjh3dnYQDoeRTCaRz+eRTCbFWPMQeTweORCtra3wer0SFfJ5+QxAbXTEPWd0wGonclI4E8npdAqSwtfPz89jcXFR7gVAelRw2rJODwGQQYRU9gaDQRpH8YBubW1JxMOLXSspc4Tz640YZZQpJCoBllXrfiAafuX+0pHRsqsdLl6U30gkgvX1damgI0RdX/2mv8teuugEauOk9QDXQQdD9fwGXVqqHTeNqABV54Iyyb3SDbXqHRGgNr3Ef2uDS8dRywaAGqNCWT1x4oRUMhqNRpl0TORBR+hutxsnTpzA0NCQPOfMzIygB6z26+npEaQlEAigWCxKkFSpVKS8N5FICBpTqVQwMjKC3t5e5HI56dnS2dmJRx99FKurq/jWt76FfD6P7u5upFIp3L17F06ns6YyCIAEhpXKbiUMnRMOEtT9cJgW0sioJuHXc1W0I6ON+oeh7tQFNOpEoJgSpvPLtFw0GsXAwIA4Pkzp8HP4LMViUYo8zGazIDLca353s9kss4FSqZToUsoSifAf5hgDqEHH9bRwyrguR+YfXiQwWywW+Tef78Oac+oz8VGCnT2LrHBDmQ9jRRA3VKdqyH3QRCkKvzaiXFT+nhG7Zutr3ktTU5MwtjWsyNb23/jGN7C+vg6TySRlxCMjI2IcV1dXUSqVMDw8DLPZLNOT7XY7nnvuOXzrW9+C2WwWEuwPfvADnDp1Cg6HA0ePHsWDBw/Q2tqKXC6H7373u9Lx1mw2Y2pqCu+99x7Gx8dx7NgxBINBxGIx6ZarDSVJoeRsULCuXLmCf//3f8fQ0BDS6TTeeOMNadLEFIHFYsEf/dEfIRAICGGMipTOBHuiALUt4RnZaaJspbLby6E+1UCSn9VqFQWgo1CuWzqdlkNCBIhTkR0OhxD9WC5os9lw79496XbJ5yM5z+l0wmKxyDyUSqUCp9Mpn8n0GXvXkA/AFBB7J2xtbUnZejQaRTgcFgVJzpGGnulY6xw6laM2cBpipRKgfNajQXxmyioVLr9fOp2WBldUvrw3zwdQNYgfNff8//rS6BNRSX43OhX18kVHl+tGWagn6Ou0sibiA6jRFQAEntdOD40XX0PDU6lUappRUhZ0pQgASVnye73wwgvYt28fLly4IByy5uZmpFIpQUiy2awg0Y2NjQgEAmhpacHg4CCi0Sju37+PGzduoLm5GYlEAh6PB4ODg7hw4YLM3Nm3bx+SySScTqfosebmZsRiMSwsLMDn82FnZwcLCws4fvw4XC4Xrl+/LqNDOBtrenoaf/Znf4Zz587hpZdewsbGBi5evIhPfvKTom84B4zoGPVjLpeDzWaD0+kUlALYTTGRkM9qL5vNVnP+iEhxDfU+6VSeLmnmOSNnLZFIIB6PI5VKiZOfz+el/QV1LxvCLS0tiSNDXcVLV80QASTxnxkDclwoy9lsFu+88w7K5TIeffRR0ZXkWLGhqXa8KXsMgCjzmmenEVs6UPWOm0Zz+TOeE54zfma93f1lrz3rrBB+AqrCpSFabjQ9PuYCdfStD7uG9ygc/L9GcZiL1IZARz8AhCuTSqXQ0tKCffv2SbVLZ2cnrFYr1tbWBAGh8LE8d2NjAzMzMzhw4ICkSOiRs3+H5uMcO3YMiUQCU1NTaGtrk9bUhUIBo6OjuH37Nk6ePCkpLMLg/P5UmDysJLG+/vrr8Hq9cLvduHHjBiwWi5C4crkcDAYDXn75ZYyNjWFlZUUIo7rbK9EH/lsbOKI5QLVPBAVep7d4kOiQ8vUsAdUQI78PI1h+L65XsVgUtIfRF2eY0GhRibESQh9Wfi4dCsKtlAt+LypREsE9Ho8otkQiIdNf+XxUIDpyZvTNS6dsdFSnnQnuqc7L1zuKJDhrRykajSKRSEgKT0O2+tL32quXJl4zrcXghPwAnpH6FI925jWxUKNYQK2DqBU1HRz2eWK0Spmh4dSpTd4PgBgldnNmeoHnR5Ofu7q6cODAAUlB8vs2NzdLJB0KhdDd3S2cvXJ5d2iowbA7u2xnZ3dq8eTkJOx2u6ClLL9Np9PY3t7GgwcP0N3dLU4HU6BEkyh3fr9fqskWFxdRKBQwNDSE1dVVaVpZqVTwxhtvoKmpCc8//zzy+TyW/udQVqYk6UxyzWiUNcrOEQqUdyI9JN9y3XWaiIgo95lBLVANZqnr9dkiQsHnYyBNh9TpdCKRSODIkSOSstKBVTweF/2kOyTzO9HJ0ul6Ir50RMjBYzECZSmbzUqZOlDlpNST+euzDroXExFqHZRTxrXtqOeBakeGaL5OTz/MtTdxXFTzztxAOiy65I9eJ4AaxUODqD09Xf6nN0N7gOwdQAWkiVBUXoS/0uk0hoeHcezYMSG2Hjx4EMFgEO+++y4WFhbQ3d0tjgpr5Tc3NzE/P49YLCblxUz/NDY2ynAxNidbXFzE9vY2PvWpT6FUKuG9994T4QwEAvj6178u04NJeNKzZyiU/BmVIZuk9ff3I5FIYHl5WZQd0z9PPfUUzp07JwqAh1R76FxTriXz6OzXEYlEkEqlJFpKp9PI5XJyoDRhlgqGCpOKnkqWyofKhMaCij6Xy8l3pMGgYaay1w4t95LwKF/LVBS5Arw30SnKCJ0HzYNiZRQHvjFaopLWvTzq5Z2yrKNAXRqouUh8j04BcS90r47t7W2srKwgGo2K4dFpEX0PXhpZ2KsX5Yo6guefe04ZqZcpXQFBJV5P2uT6cM8ocxrF0Sit3jNWGBIV4EXnihyMe/fuSWqHssz7kjNx+PBh+Z5er1ecVZ4Xt9uNQqEgzgm7Ond3d8sZZ+t4NpDjPKFoNAqfzyd6NJ1Oy4R4okOsumtvb0eptNtlNpfLYWZmBtPT0zAYDHA6nRgZGZEGalyTTCaDH/7wh7h06RL279+PO3fuYGNjAy6Xq2Z/isWicDvYu0nPPeM5pmPY0dEBm80mZHbun+ZXANV+OTplwc/jXmkHlAgyGwAWi0VBgnw+H/x+P/L5PPr7+4WfuLGxIfdjs0XqEJ2e0QgLn4vBNr8D0UAGX5Q1otd0YuuRFH4H6koWFTDI18E9UOW20UnSDo5G+/g+vY7aqfkoumPPIivaIDCaprKojy51GkjD3zo1pBdPOy96kRnxauidn8MoXJMQfT4fFhYWsLGxgUAggJmZGWxubsLpdOLYsWMizJwrwc6qwWBQeBYrKyu4cuUK9u3bh9HRUQCQCCoej2NhYQENDQ3w+Xw4c+aMNI+7efMmFhcX0d3djb6+PqysrEh0QeeE0CLJg6VSSaDDixcvipK5e/euOBo0quPj4/jyl78slQJ6EJxW2GwQxXWtN8Q05JqIxbUFqrwOOiraidF8JAASxbFUr35fGYnxXnyfzvObzWaB3nW6B4C0wo5Go/JMVJqlUknmJ1EuGA1pJZxOp7G2tiaTUTWBjZwivlbLqXYgdP5XR+10nupzwrpygHIN7DpYGxsb0uRNQ8T1zgn3Q0f4e/kizE9joGUXqJZmAlWHrX7dNYFfO//cK64Re7boVB33ns+hKyqAKsKr+RO6gV8wGKxpeMYggs9ns9nQ398vss0J5waDQYZvstEbZdrlcolcu91u9PT0AKhO287n85ienobJZEIikZAO13R+UqlUTZrX7Xajvb0d4XBY0hzkiITDYemhxE7evb29QuwGIOltzgx67733UCqVEAgEEI1GUSjsdqtmh2E6muxszf3RMs15RfF4XCoLiaLT+WQwQF3DNeDaU/cA1Wnr+Xy+pvMuOYpEoIxGI7q7u8XZo9wRgaKjRceKARFtVzqdlq7aW1tbQoymztYICccT0Jk1GAwSTOkgjPLW1NQkdo06U9s46iLKJXUUA9J6xImv52frbrt87f9XyAo3il1DqSRo3HQqiIKlo0saGCp7/hz44HRITcDSZFseDBq0fD4vDXrm5uZw8eJFrK6uIpVKIZPJoLe3F2fPnsXHP/5xjI+PS4Syvb2NWCwmEa/ZbEZ3d7d0dOzp6cHp06cljdPU1ASXy4VTp07h8OHDiEajmJqawo0bN7C5uYkDBw5gdnYWIyMjeO655/D666/j+vXrWFhYwMzMTI3TRQ+b+ciGhgZcuHAB6XRaSHSrq6s1iIbT6cSf/MmfSIqGUQCVFlA7twmonUOjCV9cZz0Zmo6LRj3qo1QAYuRphLnfJpOp5vN190+N/tAwaFmg88DvxH8zTURlREPBCISdJxsaGqS9OSNJGhGmETUJjt+TxonPo42i7ttAZUM51WkELcP6nGhUhkpqZ2cHkUhEFJt2RLVzUp9b1ojkXnVYaPT5b+4jUI2euWb135/f22SqncWkYXWdyiGKSIdG751OL+tLR/h8Fu0saeee6CBfQ3ny+XzC1SiVdtvPt7e3C1eLZcn8nltbW4jFYuJEtbS0wO/3i8Pu8/nQ1dUlBpYzrVpbW2G1WmsmV5fLu1WM+/btE3K21+tFJBKRsudIJIJCoYDu7m6USiUcOHBABhEy/WEymZDJZPCv//qv0sfl7bffxtzcnEx9rlQqMnWZlS+6e63W6Qy42MbB6/XKnmrCrdZLGt3V9oLrznPDYYvUY0SZDAYD2trakEql0NXVVfN5TFWzKpLoDz+L6C1fS33H9A9fyzQW00fpdBrJZFIcNqK3RKw18spKUI4ZIepTL/taz2j51Kli2kXKJ9eQa8pn/kXo8f/u2rPICh0IRjg0RuxnoXPLAMRoaCXBha2P+HlfRsVcbM0Yp/JhRQune1K4nE6npF5OnTqF0dFRFAoFrKysSEtoer9bW1sy5pspoXv37mFrawtDQ0M4cOAAjEajzK4xGAzS+rq/v19guxs3bmBlZQULCwv427/9WxiNRszPz2Nzc1NKBXt7eyX/yNwzUOVZmEwmvPfee9Khlj1K2MQOAF599VXs378fa2trH2DX13vZOo+v0wmay2IwGIT8RYWniYa6/LBcLks1E1BtOc57cf+IUmgngCRCKnSgmh7U5FXybehM0BHls1KGdDvw7e1trK+vo7u7W3LiuqSeMC6HnXE9WMWgI2f+rp63QmXJya10ADUSQ7nWuWOgdhZIuVyWIXba2a/fI4106X9rh2UvXnq/tQOokbh6g6Wj83qHUEebOj1E40JnkwaJkT9QdeKJOBClrY9A69NyhOa1fuJ92MuEjk4+n4fNZsPIyAg2NjYkwCLni4YuFoshHA5jYGBADCIdGSJ/FotFyu/Jd8nlckgmkzJryWQyobOzU4oGXC4Xmpub5blZKn7w4EEMDw8jkUjg1q1b2NjYgMFgkN5LdO6j0Sjm5+elD8zPfvYznD17Fg0NDTI1msaRjiEDGBZB8GLgwIohtnZgI0dtfLmflAOd8tP7RseFHB8d/PT09MiZ5RBHjjdpaWmRlB2fjXqYziTLlYvFooz/oO2rb8sBAOl0WipEWRHKFBnbQtCJY/UidQL1h0YGdQqHf9c711wT7aDo1/BcaZ36UdJAexpZIYxIRa/hOQ3fG41GgdUoSPWLpT1GDQXqMlFG2IRtS6WSlHk2Njbi4MGDGBgYQFdXF1wuF/r6+nDy5El0d3dLq2sKXS6XE6PJ+REdHR1YWlqSCKGxsRGPPPKIGECNJvE7OBwOeDweRCIRvPDCC/iN3/gNjI+Pw+PxoFQqYWNjA42NjWI4SejlgdMpAvYg2dnZkfbci4uLgqCUy2V8+tOfxrPPPisKjDlaRnlaCVOxMmrVa60jymKxWGP49T5pLhK/syY3U8FQBrSTqqNNHijtUOlDpVMnVBr6/YRbGZ1oQ0cnaG1tTXrNEFIFqikDs9ks0RedLJ1u4Gv1d9P/p8HQeWH9nnrDxu+mFY3ZbEYmk0EymUQymazh+2ilp++j/6YBppO6Fy8qfzopVLR0YGn8GfgAtalNOrA8R1pWdBBEp5kGoFAoSJBDVJOyRLS3PoVHRFM/U/25AaqpGk3+Bnb3jMTVQCAAr9cr6RA+C/efqAadCV4tLS1S3Xbo0CGMjo6io6MD29vbUjTAVAL1lsFgkNYK/B2fO5fLoaOjA11dXZLeIW+GerpS2a26Y2XP66+/jkQigfb2dkSjUVy4cAGTk5PS14n6WiORRKm5B5qrRUSW5N9CYbfhpE5X8FzWI/DUG0SVqRP42mw2K+W8Bw4cwNbWlrQYYBVloVBAX1+fnClNzKUsMijhZ0Wj0RrHmgERuXjkvGxvbyMajUqABVQR7UwmI8gTr3qkmt+R61ePptSnROv1EF9DncPzQmeSNvVhrz3rrNBDY7kdhZxCqoVVV7xoI8lF50XjCNQSgAiba+iOr3e5XOjv75eyVBpau92OQCCAbDaLpaUlLC8v1xDBmE9dWFjAwsICDhw4AADY2NjA+vo6fu3Xfg3PP/885ubmROB01A1AUIjOzk50dXVhenpayvIovOyFwHtMTEyIsGuEiIcrFArB6/WiWNzt9EpOAxXuq6++KtEIFSWVLgWUa0jng5/Nmnx62Xp9NYROB4r3oeLQxlgTYutJvUxp6SiBB0pzmfjsVAYaMtYEbSpRVg/piJvP6PV6EQqFZB3L5TLC4bA4Ufl8XtKE7PlA7pFOvVAxALVlyTrVxZ/VQ7D8W6+jvh8rC0KhkCg47azwM/Xn8X7lclmUqYZ29+Klz7/RWJ2bxe/Ls8GzTPnh/ylX/B15BfXOHe9LWedncP+JbtTvJe+vkT1NpOZncc+4FzrK1lwnOiCcdMszSYNFDovZbIbX60U0GhU0ginjYrEIp9OJrq4u9PX1YXx8HIODg9jY2JAgqLm5GSaTCV6vtyb6J6Ksg4nW1laYzWYEg0Fp4UAuncm021KA87acTicePHhZ+h4FAAAgAElEQVQgA0gHBgYEfWYASO6cJqZy31garNFx7pG2Hw0NDUgkEjIaRKMLXHe95jr1mkwmkUqlaloPHD16VBy4jo4OcYqpB4l6AKjZp1KpJKktg6E6QoZ7oau/6HRRF3P/NzY2EIlEpGqTr6EzSxnXnD/d0E3rDV71hFwt75Q3yqbW51wDfi7P2cNeez4NpBnPLP3iwWZKhtCgJmJyU3W6gBdLtnSFAA0Wo24aet0RkUbT7XZjeHgYN2/elMjm8ccfRzwex8TEBIaHh5HNZnH//n2cPn0ajz32mMwcaW9vx9raGu7du4dHH30Uvb29KBQKcLvdKBZ3W+kTstRcGY/HA5/PB4fDgUAgAIPBgNXVVVGQBw8exPXr12EymfBbv/Vb4qBwrRoaGrC6uoqvf/3r6OzsxOrqKm7evAmzebe0e3t7G5/97GdhNBoRiURqID8KqNFolGoS8kb08D72QWBZIb8DnQzuXb2jSYVC4iwdPTqoWvj1/jc3NwsfA4AcWD3gjH/qP5ekZUK17EFDhcPeBcViUbg1iUQCi4uLUrKcTCaF2Gg0GjE1NYXl5WVxTNbW1hCLxdDS0lLTVVaTjnW6RfNsNDSrjQBRNE0kZ7rAYDAglUphfX1dlJZGpvTF/9Moc20/LDWx1676/DsdbZ53nU7k+nKtSWbUuXm+pz5YYiCgnWCmgbQDTkXOs6BTQnp/2FeD96Jeo3wTVQCAtrY2ccTY1r2xsRHRaFRQYqYftre3EQqF4HK5YLfbYbfb5Yxns1l4vV55ZvaEAnblcWVlBaVSCW1tbUin09i3bx+MRiNaW1tl2vra2pqkbzc3NzE2NobGxka88847Ukp9/PhxzM7Oio5lwNXa2gpgt8LH4XDgxo0baGhoQGtrK+x2Ox48eCBtAUgiJfpIhIiIEVEK7h8dRc1t4ZR69n6qR7l4LmgjWMW5vr6OcDiMXC4nc9oMht2WE729vTh69GhNE7+mpiZxyIiYUPdUKrvVVTzPQDVtTp3jcrlkyj1RML6GnXInJydlL1g9xACXzgVTgRpBrreHGqnVaIk+R5RTTd7V6DVt1Yc557/stWeRFTKbgWrfBB5aLh4dBQ2t1ld+aBhXe5JUBpq4SWHiJkcikZp0h4YbNzc3pb36iRMnsLW1hdnZWbjdbnR3d+PWrVs4deoULBYLgsEgwuEwOjo6MDIyIoeaB4LwHTkdVJ6MZNxuN6xWKy5duoRyuYy+vj5ks1m0tbWJYW5oaMDHPvYxBINBXLhwQVIJdMTS6TTef/99ce6mpqZEWWWzWXR3d+OLX/xijTdPIeR3JjJFQ6nRCg1x66hQr512IHmYeOmDwP3n52uol/vDvjaMdLTh5n5q3omOGIxGo5QS0gmtVCrIZDJy2OjcsLkUsKsklpeXEQ6HBd3RCo8zn+joMrrSr9GpKQ1Ha+PFv/mdaPQ0Q1/DuLw/8/+ac6KRFB0d8axo7kW9Y/pRFM6vyqVTKXQy+D2pB+jAUK510EIdo1FFraDpKOjP0ikinaamLOiUELkL1EuaW6OdbO0wFotF5HI5uFwuDA8PIx6PSz8fPivJt0THGhoa4HQ6xfk2GAzyM7vdLsNRiZCEQiHMz8/DZrPB5/Ph0KFD0julvb1dnIWdnR1ptLizsyNVOalUCq2trejs7EQkEsHm5iai0Sj8fr+cyebmZjQ2NmJ0dBRDQ0MYHByEy+VCe3s7/H4/CoUCWltbRZfmcjlcvnxZ0l0cg0Hdx5QJOYRM3zFI06RaADJShIgo0zy64oqOZyKREDSca9TX14dPfOITsm9Hjx6tcZSMRiOam5tx+vRpjI+Py1BUHYywUlTrNQA1rSOamprQ0NAgRSU6kKZOj8fjNXqaLSYol1yL+jNOeQV+ccdn6hCtr2gveZ54TupTxlq3/7LXnkVWuOk6oq5UqnMydARIgQSqUBaAmkWkwqLyJzSoc9uVSkVIWaVSCYuLixgfHxeGfTqdlgFdTqcTX/jCF9DW1oaJiQm88847cLvdGBkZwdtvvw2n0wmfz4cbN27A7/cL8WpmZkY84NXVVXR0dAiLXZNAm5ub5WeE7/bt24d4PI5YLAafz4dQKIR0Oo1wOIxEIoGzZ8/i3Llz+O53v4uBgQFBnuhY3Lp1C263G4lEAqurq6IwTSYT/viP/xhdXV3Y3NyUIYm6eRadALbBJqxL50qnXbgH9Tl6TSYFaruyAlUlAnz44EnKAyMN7md9Iz86ALpzqY4QANTk9CuVSs2cDg3LsksnoWamecjaB3ZLRCORCILBoMgRFYT+Pvw5v5NWXjqS4Xfle3SqTZN0daUKADFe9QgJ95nnijJBR4URlzacGvHZa5dGQ3QeXjuh9aXEPPv6vLDcXwdHXG/tSGt0ipGpRq54f31OKPtMM2mODF+j76t7Bj3++OPweDxIpVKCoFJntba2IhKJSPMzVvLwrJbLZSm/52t4LvP5PLxebw1yxFSSz+eTFCPTMV6vF62trdIEjjLDTtput1uCoatXr6K/vx87OztYW1sTIikDwng8joGBATQ0NGBubg69vb0YGxuTQOrixYuwWCwYGxuTqfRc13K5XNOCnnvLc8HvrtecMk55YFDDc8d1z2azCIfDSKVSSCQSsNvt6O3tlXYV5Nww7cpBsrlcDoODg/jKV76Co0eP4j/+4z+wvLxcczaJUpNXw7Qtdb8+j5QHPh+7JcfjcSSTyZohidwfvUY6UKf+1twSzWfTCJO2pTq9pCvlrFar9JXSaObDXns2NNIoCoWQRC6gmp9nRKRfr5U8UHVgtKLmfTRyQqeHHBAqglwuhzt37uDGjRuiEE6cOAGPx4NwOIw7d+5gc3MTfr8fd+7cQX9/Pz75yU9iZ2cHs7Oz4q3n83lcv34dLS0tGBkZwZ07d0RR0CNmbpV5XQpGMpkUg7i6uor79+9jaWkJuVwOCwsLmJubw+bmJs6cOQMAWFtbkwjGZrNhenoam5ubcDgcmJmZqTFgzzzzDJ5++mmJtOmQsO7/F8GljF54iPTvKMRM8XAfqMy1E8EDofeC7weqlSqERLXB5vcgKVmXamuEBYAgGGbz7iwOnWbi+w0GgxiFQqEAp9MphoZzQbQSZ4nz6uqqzGLRMsd1oeOnDRBlTF/1yAqvemVChUqnZ2trC8lkEul0+gN8Ia4T/0/iJqP4D4uK9jKqQsMNQMr1KVc66KFDqtMEQDVQ0hE515ypRq3EaQw08Vr3ftKdbIFq0z8aTX6mLn3WHC7uE6P9s2fPIp/Pi4yRUL29vY3Ozk6p8HM4HDX6k8gM0w96/hfXizonkUggFoshk8nA7/fD7XbD4XAI1yIYDGJjY0NQDb6Pn1Eul9HR0SFOVjabRW9vLwDIsxMx4B6wdf3Ozg7ee+89NDc349q1a7hw4QL27duHaDSKmZmZmu65GsXiH0181ygnOR1ce8o9dQSR0lQqJfaB4wQ2NzclFX/v3j0kk0lsbGzA6/XK+JBQKCR7vLOzI2MtnnrqKfzN3/wNRkZGAFR1HitYSZTlHlNP8Vn5x2Aw1Iw7MZvN4kjp8SL1PXko8zpTwd/p1JBGUhhQ8X06iOGaUU/ws6mniew87LVnNQ6jBe3RMTLgRur8osPhkPdyU3SeWUPi2uPkH5Kb+H9OeI5Go7h16xYA4OTJk2hra4PJZBLW+uuvv46trS2cOXMGFstuN8OhoSEkk0ncv38fbW1tmJubw/b2NhYXF+Hz+dDe3g6fz4fp6WlhiWueBACBo81ms/RCuX//PiKRCJxOJ5LJJKLRKJaWlhAKhbC+vo7Z2Vn4/X6ZXEzINZfL4eLFi3A6nSiXd4mhPIyDg4P4y7/8S0EhCOeSCU+lrZ0LOica6dDGkE4HozYSV/k7HeVqZcODo/+vHRiiPNxLTTZmkyZtmHQUC1QjbqfTKShOsVgU2J+QOr8jU00mkwnJZFLSddwXl8slyA6bXWlnTTsKRASpOCl/vLQxrCe41Ts1WmHQQMTjcelQy8+sR5M0fKsVo4Z/9ev08+2lS5OvtfwyLQJUeW0a2QOqTqZWzFqRa4cDqHbapiNBpFZXGdEQ0SnQ5F3KeX1qUO89sGv8aMzZ1oD8F3LX2LxxY2MD2WxWUuR8TupIBndcE8qExWKREmWv1yt9WNh64caNG1heXobL5UJrayvi8Ti2t7cRCATQ29uL9vZ25PN5TE5OSjdaBhYa5XI4HEin08hkMtI1t7m5GfF4XLp4k4dz/PhxfO9738PJkyfh8XiwtbWFa9euIRwO15Sj66pCjQZrdJDBl3bOdPrYZNolx5IDk0qlcPv2bYRCITidTuko3t7eLp15uef8PM4xIvrBMRddXV34u7/7O+lEzrQtgyLaNgZCDDKJIulzTLkhN21jYwO5XE6+AzmIlA86HtQruhJM6x3t0Og1otOkgyQGtppzpRFfjeT8steedVZ4gHn4DQaD9AaggaGhojfO0kENcwO1DZq00qDy4WJz4YFdwT548CCWlpYwODgo49HNZjPcbjeSySRyuZwMCxseHkalUoHH48HNmzfR0NCAUCgEn8+Hzc1N8cDb29tRLO72b+np6UEul4Pf74fP55PDx/xpsVjE5uYmyuUy/H6/tHR2Op1IpVIIBoPYt28fWlpaUCwWEYlEUCwW8fjjj2NkZES+6/z8PMLhMHw+HwAgkUigVCrBZrPhL/7iL9Dc3FxD8GLJKz18poCAapMtoJYfRA6H5gdpJ0HPudDcknpyKYVcv0ZH+drTt9lskurSSIH+XG146TTw3pyhwsNMo6N7s9BZSafTYngoa4Rds9mslEXSIWOEzGcm4kOnpf45tUNSz9/hedAol3aKtre3kclkBIrWikIbCX4u97beodKKvJ4vsZcu3XqcQ/90JRl1CPdPOyFAbcq43tDqwIZkSP6czjf1EC9+jiYyE23UcL9ecwZrQNVYGI1G6VvCMnsidpQt8qb4N9fAZDJJqoCXXgOuG0disErH5/Ohp6dHKoUCgYCkIFpaWhAKhYSn4na70dXVBbPZLAiy3+9HsbhbCh+Px+F0OjE0NCTnMBaLIZ/Po62tTZCXoaEhFAoFvP7662htbYXH48Hk5CROnDiBvr4+RCIRXLt2DWtrax8IpLiGOh3LMw1UEQHKP4Aa/cD70GlxuVzIZDJ4//33cf/+ffT396OxsRH379+H3++XruSpVAqdnZ013D7ev1AoIBwOw2q14k//9E/x6quviixyjzTpmu0iNCrG889gjfKUTqdl5le5XOVwaidKr4N24rUu5/0pCxrN1s4Oz0p9WkmnWLVj9TDXnnVWgGrbeUa5hPnro3Z6opr1zLQOFTshT6B2WJkmkwJVWMxgMEgvFavVio2NDWxubiKTySAej4uHGggE4PP5sLa2BpvNhs3NTRw5cgTBYFDKjTmx2Gw2o6OjQ+C/U6dOCVLS0NAAr9crUy9pgBsbG2V2TyAQgMvlQjQaxfT0NKxWK3p7e/HVr34VL774Ij72sY/BZDJhcHAQlUpFRopzSGG5XBYymdVqxRe/+EUcOXKkpgSTbdm5DoQbNQ9FG1X+nAqAws9cOVGSeoItBZ7cIUZF7FdAJar7TOjKLBpuzWHShxOAOA9AbcTscDikxbfFYkE8Hq+pnrDZbNJanOPZ+d6dnR2JCul8EYrVKUbKKVMDfE5GtDo1xfdppITrqXPKWllQ/gwGg7QWJ5dG8yf4N6FjPSaev6t3gvg5ezUVpNdMfz+ugT77eqwHUDuQk2ukHRneA6hWZ/B+1CvkIGjnj7pKcyL4DHq/KGt0vElezeVyaGxsxKc//WlYLBZEIpGaqjeTaXdqucViwbFjx5DP5yU9QKK3xWJBS0uLdJrls5FEzsBEpxIpB+yQ29HRgSeeeAJdXV3IZDLIZDLSPZVya7fbkclk8O677yIQCKCpqQmVSgUbGxtob29He3s7bDabcL5SqRQOHTokIwGOHj2Kffv24erVq7h06RJOnjyJCxcuYHl5GX6/H8PDwyiVSrh9+zaWlpYkcNDorOYq6WBEo2l09LjP3AuNXL7wwgv4/Oc/D4PBIGmi+fl5GAwGbG5uAoB0vbbb7WhsbBR0hfdkV18S+F955RUZZcDnBarjQvhMXFuN+vMsU1+USiWsr68jkUiIk0zEWKMrRMCJ3lAG+YeyWh/AU761ntKvo67TQacGCh7m2rMEWzoWJEFqEhGFbmtrCy6X60MVK6HNDyPeEpnRyobGhbnTSCSC5eVlQVJIoqpUdnsI9PX1YWFhAf39/cjlcpicnMTx48fFceHcn0KhgKeffhqhUAh3797FoUOH4PP5cP/+fYE4Dx48KKSqXC6HeDyOkZERuFwuiYJNJpPwVY4cOSIlhclkEgaDAc888wwCgQBsNhtaWlqQyWTwT//0TwiHw3C5XAgEAmJYH3nkEXg8Hpw9e7amFTQPDnPg9JYZQXKNGaXwsPPSXr/Ox9P4fVj6g46M0bg7a4SoEce9Gwy7zafYxZfGhwZB379SqUgTQR2hMoojtDoyMiJIFpVMJpNBNpuV13LdDx48iP/+7/8Wkm06ncb169elzw4A6c7JeR5Go1H+DdSOJqCyIXxNVEUffF0ZRLnUyqBc3iVJFotFcaITicQHyOQ6stOVP0R/gNoRFDoN91Gjo1+Fi/JKBIDrrddF8zh0FKmJ05o/QEWtHQruTz2apivK6KSSSKm5AnRmdTpGpz95f04NP3XqFNrb26XnCNNBfr8fwWBQ0N5sNov9+/djdXVViOH8ThaLBe3t7UIU59R3vi6TyaCxsVHSzF1dXcJ/cblcMvgwFovhmWeewfb2Nm7evCk67/DhwwgGg5icnEQ0GkU4HIbH40GhUMDm5ibW1tbw4osv4tOf/jS2t7cxOzuLyclJ/OhHP8InP/lJGAwG/PznP0dHRwf6+vowMTGBBw8eoLGxEYcPH8YPfvADWCwW/OZv/iZ8Ph9mZ2eRy+UwPDwsnYO1w1coVFv7A1UUU/dU4vrr9AVlv7GxEWfPnsWTTz6JYrGIiYkJfOtb30JLSwsmJyfR3t6Ozc1N7Nu3T9AwbbB16rVSqYgu+/GPf4zJyUl89atfRSwWA4CaFA3J3brihumpSmW3oR4J9eT2OBwOCf7K5bJ00ialgc+mnQ19f/6s3tHms1G++br6lChfr537h7n2ZmiE2sZgNHREVmhYAdR4p9ojrjdk2tvWyEo98TCVSmFxcRETExNIJBJCsNTNtZqamqSNOgDMzs6iqalJ+CF+vx8AMDc3h7GxMYmsmcfs7u5GJpOB2WzGyMgI5ubmZABeNptFX1+fjFe3Wq3weDxobm7G2toaenp6cPjwYfz6r/86/H4/BgYGcOLECezfv18UidVqxZUrV3D37l1sbGxgYWEB165dw507d5BKpZBOp3H8+HFp5c+W0BRIOix0PnRZHoWda8b15kWHj2uvkS6uNddeI1p6f/Th5us5LJHpP733bHfP56VB4sGnITIajfD7/fB6veKU0BnWfXv0QDAqAEbbJpNJpr7yQJPPosl9jFy1E8A1q49aaAApJ3qNNHGT8C7XkbOcuDb8rvozdPSkkQKtVLi3NLpace3Fi2tN5EGjexrho8zUpx/rOSraudGRJfeba0nnA6imJDRpln+TG0UjQdl0OBwSHNSjmCaTCU888YRM/vV4PAiFQrDb7VhaWpIS27a2NvT09AiaEY/HJbXAZ21sbERbW5v0CuJ6Ecmlc2M2704Q1+tH5JW9iXw+H0ZHRzE8PIxwOIzLly/D7XbjmWeeQW9vLzwejzhfdrsdlUoFS0tL8Hg8sNvtGB8fx+joKDKZDN58801ks1ns27cP4XBY+ld5vd6awOLKlSv4x3/8R8zOzmJsbAwPHjzA1NSUTGonysI90UEXgxb+jOusX1+fNtUp8vHxcfz1X/+1IFxEahn8rq+v49atW5idnZW0PL8/UzP5fB6hUAgjIyP48z//cwm4qSfIjdPBDp3eQqEg8kP6gNG4y7dbXV0V3hy/G/U5v4/mQ/E7URfTUdaoi07v6CCH8sw14z105eLDXnvWWSGkxcVgLp5/E67l4a1n6FPpcCHpXVMRURC5QVtbWwiHw1heXpZR3+Pj46LcKpVKTZdbbuDGxkYNIsCBYK2treLYcIKp2+2WxkYcgOh0OvHaa6/BarWivb0dnZ2dAIBgMFhzyBsaGvDiiy/i3LlzcLvdMJvNsNlswqUg7EfD9cYbb0jaIR6PyzDEmZkZnDlzBmfOnJF15KHQ0R1h0g8j12qvWnMntKADVSdBV93w5/pv7hMVBRU088ZtbW2i6IDd6JCRns1mg9PplH9rb59OC5/LZrNhaGhImgsydcRDxgZW5fJuF8lcLicVEMAu3MuSbjoPTCFpAhqribTjwDXmz7XR0zno+jQX36P5QzwPrLJgtEXZ56XRRa61Li/UHAmtoHVKaC9e2mGls0BIXK+zVr563TQqopW7llueOa4tAynKAVO7NJJcSzaN0wRdKn0N2wPVGU1bW1vSSt9oNMLlciGZTMLhcGBhYQFW6+4kdZJhiQx2dHQA2JVb9uSg4825Ow6Ho6YbLM8p959pWI7qIBmU6USDwYCuri4MDg7iwIEDaGlpwdTUFGZnZxEIBDAyMoLe3l55RqvVigcPHmBmZgZWqxVbW1sSNJnNZrz77rtoamqCz+dDNBrF1tYWHn30UVgsu+MuVldXsbOzg/fffx9///d/j5s3b6Krqwvz8/O4cuVKTTk3ZVx3f60n9WvDDuAD548Gm4EzUd1jx47h4x//uLTWL5fLyGazgn7PzMzgypUrwnVJJBLCn+L+JBIJnDp1Cl/72tcE6dW6CKg2pwMgQRKzCnR8/H4/rFarIKz1lTp8djoS9UGU1kHaWWOaWesyfdXrMb1G/18RbGlQKHBAbatxHbWw/IsKHKjtq2AwGGoIV0C1Zp3/prAODQ1h//79aG9vl6gbqKYTmIYi98PtdiMWi0m3wUKhAI/Hg+3tbQwODsLpdGJ+fh7A7gyO7e1tBINBxONx3L9/Hz6fT4YlEj2anZ2tQQUcDoeUvS0vLyORSOD8+fP41Kc+hdOnT8vncpx6MBjE/Pw8stks4vE4dnZ2JwEXi0U4HA58/vOfR2dnZw0/gZ0PiSowV66rS/4Hee8aI/d91f+/Z2avszM7Mzs7e1/vrp21144dx3aTYCdNKY17k4CUVgVKyx0KKhcJEEI8QioSqiqeIHiC+CFRioBSRZSS0pY2TQIpcW527NiOvfZevLfZy8zOzM7sdXbm/2B5nT0zDVKTn/Snq99XsmzvzuX7/VzOeZ/3eZ/zYRwAOT5dgROUajvVemrQjzmXZ1AKhYKJBkOhkDo6OvTxj39cn/zkJ3Xs2DFLZRFhcZBXU1OThv/7HA4fRUj7Z0ihF+ru7raIQ9rvX0GKj/XBWoIu9utyY2NDxWJRhUJBExMTlrNmHWFoPEDxqUp/b2xsr0HhHjzL4tkYPodSaU/Xsk8YV/ZOfbTjaWpvvDxo8em6g3axLnFIzI9nanEKfh1LtVVTkmqOYKhPyfEz7AJGHRDpo09v9Blr0nw+OiVokGTA+ejRowqF9kqKS6WSUqmUnVEzOzsrScZA3Lt3T+3t7ZJkh+PBwpVKJWvN0NzcrGg0amDOg9iGhgY7XRzQ0NjYaECL88rQFCaTSY2MjGhsbEynT59WY2Oj0ul0DQtApQ+6j6WlJZVKJR06dEiPPvqo2tvbdejQIRWLRXV1den+++9XOp22U5QlWTAXCoW0tLSkf/qnf9KRI0d0/PhxLS4u6rnnnlM+n5e0t1cBQdgg7IFndNEUeT2I3y/MnXfw1WpVjz/+uH7u535OZ8+e1fb2tkqlkp02TTXRrVu3dO3aNb300kvWXgLtCkD0scce0x//8R+rvb29plyZMuWNjQ0Dzt4GkDpnrS0vL2t2drYm6+DBiQcR2Biezad2GANsi08pw1j7jIQfJ8b4ndiOAwtWPCXHAKFq9ykDnAa1/V7sI9VWrHi052kyJsqLKRl4BJt+c0ejURPZSrITNpubm3XkyBGVy2Vdu3ZNx44dUygUUjqdthbNVIV0dnbq9u3bFn0VCgW1tLRY9Ul7e7umpqYMcLW1tZna/Pr16+rt7VWlUrHeGvl83mjt5557TvF4vEYZjrjygQceUCKRsDMq+B1onVQVfV98CbOfm7dK77AxfLM9nwdm3ni9N8j+XAv6s4RCIb3xxhu6cuWK5eiHh4eVSCRMsJhMJmsaMbGJfYkwArzR0dGaaGJ3d9focl9VxjOS2+7u7rZnh3HZ2trS7OysVlZWamh9nxojSvOsUr1mwkc0nrIFuDJu3ijg0Oh47Ne4/w5f9ePBiDdgHixKtczKO6Vz/7cvQLZnAv0axCF7Noz1yh9AjgfZzJEHQNJ+N2yqa2CFvUHn9Yi0pX2GxgdFkgxEkRKQ9kp4t7e3TTdSKBQstZBIJJTNZnXr1i3rHruwsKBqda86kfbslUrFHCXOLxQKKZVKmS1gzXjHTkkzDjYcDttBh6QdSD83NTXpvvvu04ULF3T27FmNjIyoUqlYxE+hw9ramsbHxxUKhXTnzh01NDTo3e9+t2KxmI4fP27VdadPn9atW7dqgiX0a/F4XFevXtUXv/hFRaNRPfbYY9rd3dVrr71mwSNMBM9bn/bAZrLWvSibfeHXCe8nsEBw/L73vc/2uNd97e7uFYlwVMfk5KSuXLlidgPfcvr0af3Mz/yMARjWA/aSYoFqde9wWzSU3B8B19TUlAFPbDS2lSZ0PrvgCxj4fB94+mwE65/P4Vk9wCMVX98A9Pu5DqzA1jsLJsu34Ad9NjU1qVAomO6Cn9cL57yGoN7RsiGZFBTcXpGPbqKpqUmrq6tWrdLe3q4LFy6oqanJAMIrr7yi1157TaOjo5qdna0R3xUKBSUSCQ0NDenOnTvKZDKKx+Oan5/X6dOntbOzo6NHj+of/wtrwLEAACAASURBVPEfNTs7q1/4hV9QV1eXiUMPHz6s1157TT/1Uz+lrq4uzc/PKxjcO+uClv9zc3MaGBjQ0tKSOdfNzU0NDAzoYx/7mCqViqn3oTUrlYp1evRlywBA37n2f0oTeD0LG7epqanm0DTmjtcwT7A7xWLRWtSvra3pjTfeMFDDmTye5iyVSiZcpEEgawbQ0tTUpFQqZWDUH6XOIW+eDYFGho3r7+83PQsOZGlpyaJLX3XkxayAbQ/gpH2tApcXu2IwPJCrb4IHgMSRcfG5/o+/j/rIzBsuP4d+Dx7Eiz3uwZZnt/z5O37NSvsHBPJ6olOcF80B6+cFkOIZEtYM34vNqAf+Xv/iHSPzw1k5Pt3Q1tZmx31MT0+bXZqZmbHABLsXj8fV1NRk5+/gnHnuUCikRCKhtbW1mqaKOGVs38bGhp1NRVnvrVu31NjYaC39W1patLy8bOfVBINBKyC4deuW7t27p2g0as+3sbGhrq4uNTc3a2pqyiqMuru7NT8/r6WlJZ0+fVrT09OWOunr61MmkzFn/3d/93daWFjQZz7zGb3nPe/R7du3dfPmTQ0ODiqVSikSiUjaZxf9+PN8ONe30nLhvLGFnu3HDiWTSX3iE5/Qq6++queff94KBDxzQddy1t/IyIg6OzvV1dWlWCymn/3Zn1UkEtGXv/xl3b171xgl7DDCWa8l8f4OsLKxsWFBGGlrwBn+jnvyFbQ+bc59+/Xog1L/7PWpzHr79v1eB5ZZkfYPIURoStoHOpL0jmcOMDbSfgqAia3PNXtaz4vk+JvNFgqFTKCGXuX+++83QBMOh9XV1aUTJ05ofn5ezzzzjI4fP66ZmRkFg0H19vZqdnbWNkQikVBHR4eKxaJu3LihhoYGvfnmm3YvNBK6efOmnn/+eVUqFTsHp1AoKJvNmoG7e/eurl69qhdffFHPPPOMnn32WUWjUSWTSR0/flwnTpzQ6uqqSqWS/uAP/kCjo6Pa3NzUwsKCbty4YQI7LzwkJ006hwoVFq5PLfgxZsx95AIg4jXeEfvcPH+vra2ZIfKfyxytr69rfHxcL730kl544QVNTk7WCFCl2lN3pb10ytjYmIEa1oKPYGhwxTOTn69UKnauiU8T5HI5VatVK3H2TKBPHXIRVUv7wmPGy9+vj+oQA/rUQCi0f4CkbybF5/J3fUqjPv2GYeI+PBiq/4yDdvn15Q0xaTWvHfAUOWPAPvQsK2vUgz4PakkLM/ewhB48A2IBOewraV/7Bbj239XT02MAfmdnx5pCAlAole3v79f29ratTezT9va2UqmUgY5MJlOjw2Gv+spK7COgB/ayWt3v/hsIBDQyMqKlpSVls1l1dHQoHo9rZ2dHq6urNW3xI5GITp06peHhYTU0NKirq0sDAwPa2tqyYI3DS8fHx/Xd735X0WhU73rXu6wlP5U9VL6xV2KxmC5fvqynn35at2/f1qlTp9TR0aGZmRktLCwYe8J+9M60Ph1Uv0e9nsWDOPQiBDTYjfPnz+s3fuM39FM/9VM2Z6wH1mSxWFQ6ndatW7f0xhtvWCXX1taWPvrRj+pv/uZvFAjs6R0RNHMv2Dr0ap4B883s6oFzPaMMEIcR8YEJ6x4AzWvQhXpbxxiyNvx3vt3rwIIVJiEQ2BPH4kgYeNAiwAPj4KlZHxHxM2mf6vMRJYPrBaVET9Xq/umYKO6TyaRF+Zyumcvl9M///M8aGRnRY489ps7OTgUCAUUikZp298ViUclkUidOnNDMzIy2tra0vLysdDotScYEhMNhXbp0yQzhzs6OXnnlFV28eFGZTEYvvPCCHRZWLBb16quv6plnnpEk9fT0WG54dnZWH//4x9XT02OsSWdnp4aGhhQKhSxq8roeDKYfF4+oPSvF315I6KNOP548n1TbAh7nS2oDXQhAdGFhQVNTUyaym56ett4CzK2v6PCsWiqVsmZ89UJXQC5OBQNQLBaVzWbtwDZy+/SsqFb3yhDpr0J0UV8qj1PkO/3G9vlz3kfE6UXkjJnPN7Pm6w0P4+zzzBgQD064R8/msLe474OqWcFB1o8355nU6xP8ugG8vJXoUtpfw/UponrDT5qOKhFeB2CqF7XjLP2c8909PT3G3EhSPp+38mLaDqRSKRUKBfX29ppDpMdKOBzWxsaG9XiqVqvGSOKUfQGDZ6jr7xlwTOuAUCik4eFhA4C05k+n05qcnLSGhTdu3LAgq6urS/39/Tp8+LDe/e53KxwO613vepdGR0etIol099WrV3X+/HmrTlxbW7OKwEQiYe3lS6WSvvCFL+jzn/+8vv71r2toaEiHDx/W6uqqlXpjE3D8PiXE/73mzQN6D+ZZH74BqXfeNBT99V//db33ve/V6OioNd5kja2trWlhYUG3bt3SlStXND09bd3MOzo6TFvHPTAfkiwNEw6HTczP59IQkJQ+a58A1IMNnpPLvx6Aznp+q7Fg/QNsvf1/JynkA5sGYuKj0ahFKFSVYJzD4bDRhl5X4enNesEUgMbnF+snkNSJBzzZbFbLy8s6fPiwlpaW7NyLRCKhqakpXbp0SSsrK/rgBz+oWCxmvU4wZHTDHRoa0uzsrJqbm3X27Fn967/+qy5cuKAXX3xRX/ziF/XII4+oublZ9913n9GX6XTacrgXL15UoVDQX//1XysYDNpBhqTBfu7nfk6xWEzXrl3Td77zHVUqFX35y1/W4OCgVQUA9jCMW1tbdqgZEShVRix6r+/x+VQMmy/t9QJcFrLP0xNBMmcsdD8/nqYuFou6fv26AoGABgcHzTBywYKhj/GUabVa1cWLF82w+NJfmjXxjG1tbSaqZUzQCQwODtohlpubm2ppadGNGzdqzikhPwy9yuUjdO8g/brEcWCgfAWPBzsADITIHqB4FgHD6Clt/zn87cEL303Ef1DBih9H6GlScQ0Ne+dAwXZw1g1j5vULrEufLvPjyfcwr1Dq9dUorHWf/8feoFfxDiAQCJhzqVQqpvvY2dk7XJH29+ypxsZGc27hcNjSJKQRAOPt7e06cuSIFhYWJEmzs7Pq7OxUOBy2IKa7u1vlctm0cNFo1NoaICJeXV1VNBpVOBxWMLh3hlh3d7def/119ff325EfuVzOAJtvcMapzg899JBVGU1PT6taraqvr88OxSuXy5qbm9P4+Lg++clPKhgMqr29Xffu3VMmk1GpVNL4+Li2trb00EMPaXNzU08//bQuX76s48ePS9pLtXDAaEtLixKJhNk6xLcAAQIv5oy9xDzW72Ne7xkynxJOpVL60Ic+pMbGvXOJ0um0ZmZmND8/r29+85t2dhOnOg8ODurEiRM6ceKEnn32WX3yk5/USy+9pFKppN7eXjtgFgBBWXk0GrUDFUOhkF577TXt7u71iKo/YoAKVJ9m5JmwOR58sCZ9oARolvZT+d5HNDc317zm+70OLFhpa2urERxGo1E7GRfHJNU2s/J/4wj4N6I1/o0h96khBnhzc9OaKFUqeyeNrqysaHBw0KKy6elptbe3a3Jy0jbHww8/rJaWFnV2dpqOhqiGcx7a2tqsY2QoFNLhw4eNri2Xy7Yg6WyLgw6FQpqbmzO1//z8vJ0IvLa2po2NDY2NjSkcDpsepVgs6k//9E81OjpqoAKGwFOMLFYYHY+OcVpEHpwEjfMDcHjhM/+XVCM0ZHzr021emMXveT3InQZfHCRYL5zmnrzxJ40SDodryhdxFkRHNHxjLQUCe2XbzNX29rY6OzstuiUdSKTiIxscFd/hNRF+vXkRHg7RPwNrsj7lwHqGafRghb95n6e1PfAA7DPHgByffvLzcNAuno9nwvkwDwAV5rxeu8PYc3lw6YMa5gZwXCgUFAwG7VRjL/D2uiHvAGGEvWPAsQLa6d/E6d7r6+vWSGxnZ0ednZ1aWVlRf3+/tdlHT7e1taXW1lazZzs7O3ZSMmnlSqVibCFrqru7W8vLy1Y8wOdEo1Gtr6+bwLe1tdWqi2KxmF5//XX19PSYToWTymOxmDY3N7W1tWWFB9hFABpN7arVqvU3Onr0qO677z4DTDRfPHPmjEqlkt73vvdpfHxcbW1t+va3v61Dhw7p4sWLCgT2Ojuvr6/rwQcftHN6aJQWjUbV2tpqdrd+H72VdkXa7+3k9wb75q3APeurqalJQ0NDNtabm5u6fPmypeEbGhqUzWZ1584ddXZ2qru7W3/8x3+sJ598UqVSSel02val167UAw1s5PT0tHp7ew2gY6t9oOKlDwTw/O2fhdcBeHwvIc8u8hx+j7yd68CCFRwf6nk0FdDh/Mw7Pmmf3q9HxBgMPtejZ185AOVJ07ZcLqfx8XGNjIzUOC6Mzq1btxSNRvVjP/Zj2tzc1EsvvWT9VKS9XG06nbYqn9bWVmvjzwFZNEmqVCpaWFjQ6OioZmZmdPjwYetkiLj0+eef1/z8vG1+oqy2tjY99thjWl1dVaVS0SuvvKJf/MVf1AMPPGAGNZfL2eFiRIJbW1uKRCI1HX1bW1vV2NhoYle/iD27QurnrZA2GwBQ6B2ttM96SfusgBek8nPYH0+Bslm8M5JkiB7DL+0zc01NTTWpLFI+jE39ht/Y2LD8O84IetqnkDyw8mPA+vDrs/6PNwKMDyk4L4pjvHz6SNpPIXAxLz4KrGd0pFpdCnuNe/Sfd1CZFapOWN+e8eD5PJPnn9nPB8/Pe71TIooEEJIixAF6Ftg7N9aJFy5KMtuzu7tbU70DeOWsMfY9+4610NXVpXw+r0gkokwmo2w2q3w+r1QqZUCNtdjW1maCVrrWUqoM61Qul5VKpUzflkwmJclsTTKZ1Pz8vPr6+oxNHBoaUiwW082bN/Xyyy9bN2maJnZ0dOjRRx9VS0uLJicnJUkLCwtqa2vTlStXNDAwYE00adzGfCwtLSkSiai9vV3nzp0zRiYQCNSkwH71V3+1BqjTn6W/v1+tra12BAlziNDe2ywvMmZu/J6VallJ1oV30B7I8n9JGhgY0NramoaGhuw4ljfffNPsGvqiEydO6L777tO5c+f07W9/u2Yd+AIIUtZ0qa1W93RJa2trWlpaUjQaVTwet+eFRfKi4XoAXs8Csl+wK+yHeuEvPtkzhW9r377td/yAXIFAwBA7k8K5OUTZ5OLoheGj1npBKJPCYLLYMBLV6v4BZUThgUBAk5OTdibPysqKIpGIotGo8vm8JicnValUNDw8rGp1T2w5Ojqqu3fvWnMxjApUXj6fV39/v6USKKnDGMzMzOjmzZs6deqUWltblUqlLLdJZIDx2d7etkjk/e9/v4msvva1r2l0dFQ/8RM/YeJgypNLpZKCwaAxA6FQSIVCQZFIxMAfgHBtbU19fX32Hi4Ms09psKFZsNL+ibQYaN/vwEe2oHwvYgVU1kc+rAUqeQAalGl7kIqw1oNUjBDaFByYT0vB6q2vrysej9vzED1HIhEFAgFjmaTvTS9ub29basc7yHqWhHXmN7hP7/hn8T1ufJQk7UdKXN6x+lSnB/UYVG+UPMg6qBdReH1qxq899uZbnUAr7bMpvA7H49OgPnXH+7e3t2sOXGXNeabMa5KIutnP9YCUNMPm5qYBEfpu8ExUtG1ubtrPATe0W6BvlU8R9vf32wGnsIvcHyxqY2Oj+vr6rBS4sbHR0tOpVEqzs7Nqb29XPB5XPB5XJBJRIpHQ7u6ulpeX1djYqP7+fkuZA4QI6ILBoJaXl3X37l099thjxgaxDlm7g4ODNsZeF7a+vm5NOE+ePGlzAYNUKBRULBZ1+/ZtDQ0Nqbe313q3bG5uqre3157X6448y+RT256B8RWk/MyvJf9zvz9HR0f1xhtvWC+uI0eO6NatWyoUCiqVSpqenlYmk1FPT48+/elP64UXXqhhcPGD9cFee3u7rc9CoaC5uTmrNGI9eRuLpo/n8vIJ9oh/Tq9zYT3798PgSLUtQ77f68AKbHFsIH4cSUNDgx3KRaMin5bwaNGjSRY5f3y0xOTxfgw91SKpVKqmc2kgENDKyop6enqUTCZ15MgRo/PY0OFwWLFYTAsLC9b4rVwuW750cnJSfX19eve7363Dhw9rZmbGFtJzzz2n0dFRdXd3W7OfF154QdevXzeNydramp36/MADD2hkZMTOCllZWdEf/uEfWlv6bDarqakpi/xwtL6UeH193YAK4050CFULmGFT+43NmDHufIa0L/Dk/BEv7CRa4LN9VZL/LKIOqoXoK+PpR1KEOKTm5madOHHCPmt1ddU2Ec+JwSRyCQaDyuVy5rRYX62trWZoWTs+uqpPQXqQ5lM79Qp7r5/xFC2sigdvADfPwvB6v7a9AakHIx7gvNUz8H9veA/ahZFlHXkNiWcyaCTJnue9ngnzcwBQZgzL5bLC4bDtMy6vd8DYeweLzSG48nPCvQC0gsGgaUOKxaLp4WglwLPBiHDIZrW6d37M4uJiTeM5GqZtbW0pFoupt7fXUkrpdNqeu6GhQR0dHSqX985KSiaTNUwkTml4eNgYWQTyAJqBgQGlUinFYjEdO3bMwEq1WlUsFlOhUNDS0pLK5bIuXrxojDn7mgoeUhmIln37eV7b3t5uNmBra8ua4jEHW1tbmpyctPR5d3e3KpWKiflhgbFRPnXNc3lwIKlmbzFu3n8wVp5hkfaDnmg0asDukUce0Xvf+17df//9KpfLWl5e1tbWlh588EELZAnIvJ/xJeOsqYaGBmUyGS0uLlqPL4J/xsfrDD1I9/aG9cj3sS98OpRx4n7+p3TY93MdWGaFaBLmQZJR/EwKfUEwKh6YSLV18mwCr7T3l2daQK7j4+N68MEHayiuaDRqm2F2dlbhcFjxeNxU7FNTU7ZxyuWydZDlnqFx29vb9cILL+g973mPHn74YeXzeWvnvry8bO+5ceOGnn32WWUyGU1PT+vSpUvq7OzUxMSEpL2Ojh/+8IdNaT8zM6Pf+q3fqkHKVBoN/3eXVypfGBsYI1ggHDPomQjU0+j1KQWAHBEIG1aqbcnvyzh9uoSF76tceE08HtfY2JhFa5VKxdrmE3lS2k1DsKamJp0+fdpKf2GRvGoeQwf1C4XKPCGQDgQCduDb2tqaBgcHLd3GhaEEAHhnRNTMszMHrGUck496GFsMCT+HVePz65kTfl5/vRUA8emhetDi5++gXV4TBBjFuOK4/dEKfq/4MfGCW88eeicEu0nKyYOieiatPt3m9wlzxpr3Wqe5uTkNu9Pf0e6l02k7I4hKGfqfeDs3Pj6uI0eOKBTaa0bJ/WCHNjY2tLq6WnPGVrlctoNiASn9/f3WVoGeUkT0aGBgp0mlApoCgYCd3cPvDx06ZIyhtN+6YGdnR/F43PYGBQ8ENdVq1XQ5pIMYN3QwOOJ4PG5sF0LeaDSqvr4+9fT0aGlpqUZEjbaHlBxsGT/zJcGsGw+M6/Vefl96oIxWLpFIaGBgQFNTU0okEjp16pTW19dN/NzX16eLFy/qqaeeqmneSbAFiAqHw8rlcpbeptP2/Py8BgYG7LkIVAlcfaqe3/tn8jbJ27R69tX/nzF4u9eBZVZIVTA4TU1NhixxPPXGx6PCeoT3VgPoI2o+j8nK5XKamJiwvirkXiVZN9Tt7W07/RinF4/H7TW7u3slwuSGFxYWNDs7a+2kd3Z2dOnSJbW2tuo973mPRkdHFY/HlUqlND4+rnK5bGdf9Pf3q1qtam5uTq+++qo1e/rpn/5p5XI569ty9epVPf744ybi3d3dtXp/NBfcK5EKhoHInYiR9BqdKTH4fpMCEn1pLb/3Od5KpWKCVdTrvIexh3Xo6OhQZ2enBgYGNDAwoMHBQQ0ODurw4cO6//77df/992t4eFgDAwPq7e3V/fffr8HBQaOupT2K/tSpUzWOCMW8B0MwPcFg0MqnMaAYmq2tLTuXhSiO1BqGDPrVrzO/vrwD4jm9DqUeTNQL+fxneCfoUxxE7/Ug43/6f31U+Fa/O4iXTwV4ytrPFdoST4l7FkXabxgm1eoWPDPiHZUHrPVgD5vk9VfMKfsLjYVnJFtaWqxF/urqqsLhsNra2pROp5VMJrW8vCxpLyBpaWnR4uKildPjlNCn8F0016xWq6ZBGRkZUS6Xq2EfvcAb+0DJMlWF9JnypbmkmFtaWowVR08TDoeNbcE+MbbNzc1qb29Xa2ur8vm80ul0DVPtbT4BCnuEcUejRrDL+wjAYApu376tqakpdXV1qbGx0U6rzufzNqeMNa0LpNq+SD7N47WQPJNU6/x9QDA6OipJVop99OhRra6uWuosHA5bZ/ZPfOITqlarluJjHFgrra2tmp+ft4or5j4UCmllZUXLy8tWuAHzQksIH+Aw134vEHz54JK17N+HbfRMzNu9Diyz4rUC0r7wh43NIELRSfvGyTtUL6pkYXsxkXculDk+88wzWltb04ULF1StVnX37l3Nz8+rublZyWRSgUBAs7Oz+uhHPypJtsiprCmVSmptbVV7e7smJiY0MzOjUqmk7u5utba2ampqSuVyWefOndPGxoa+8Y1vaHl5WYlEQhcuXNDExIQ2Nzf153/+51YFcOfOHc3Pz1uE8sEPflA/8iM/ouXlZbW1tenWrVv613/9V/3O7/yOstmsLahoNKr+/n5jJQYHBxUIBKxlPJVLKysrGv7vhk1NTU3q6Oiwo+lhGTwd6xc0fXDYkBhxDyBDoZDGxsYsEvOCVxocra+vKxwO1xhxoqWFhQUDU7FYzASva2tr1rMAAJFIJPSpT33KqGCqdvzR6Y2NjVpYWLAcOYfANTY2WkUX3UD5fX9/v3K5nPL5vDKZTE2vHzYp6R/68mDAANQ+Ypb22RNPrftqFJ9OwxlubGwYlesFz945+n0A8HmrVBDfDTjxaYh3YnB+EC4cAtoN1hnRsjeoflz8hTH2uqJ6For9zhoh6iWlydqgBJ73e/Ei8+fZYXQsDQ17x3BMT0/bnoD9C4VCpkNpaGiwhm4EWuXyXjUgGrudnR1NT09rbW1N58+ftzXT2tpqLMSxY8fsrCtKkxFvNjc3W7m8P4mc4DGZTKpYLGpmZkbt7e3q6enR6uqq7SdADfu9vb29JmW/tramarWq3t5eAxewPLRlwM5QKUVQ5Zkt+q9Q9r2+vm7MTrlcVk9PjyqVinp6erS5uakrV66ovb1dvb296ujoUCaTUSaTseAskUhYN1gf+DCfXnvkKw39vuZ9zGu1WlUikdDp06d19epVLS4uqrW11VLWly5d0n333WfM/OjoqJ588kl96UtfkrRvE/r7+1UoFLS6umprifW3sbGhxcVFdXZ26ubNm9ra2tLRo0et0GN7e9vm1ve98ilqrzH0soz6VLcH1+ip3kmgc2DBCpsBSpK27fW0FYc4eUPvT2D2F4xCfY4Rg1GtVvXSSy9pfn5e58+fVyKR0Pz8vDKZjJqbm9XR0aHm5ma1trZqYmJCiURCnZ2d1rcAxxqLxWpoxUqlYtHRzs6OotGopqenVSgUFIvF1N7erunpaSWTSVWre70GFhcXzYlXKnuNlK5fv27q+QceeEBra2vq7u7W7du39cwzz+j8+fN673vfW1NJghiW8yS2trZqhKleJ5LP543a5efSPm1JSg5FOqyId2y+JNanUarVqlUAoDuC1UCAvLOzY6WFfmNXKntnmnBo2vT0tNra2owC9p06W1padOHCBcXjcXNI0MCevvcskj9ugO+H+vbpLqIrD3h8ikva783hxbY+CsHYekqYaKU+JcDvcbJ8HxFtPRiX9lNuPm/un5u59ffrU031GoqDeGFI6fFRn1ZhLDzI9ime+vQkY4iR5/LBFJQ67wVwYtA9tY7R93MBqPK2TZKxFET6uVxOuVzOgh72X7VatcIDUjikAlpaWhSLxWztZbNZKyuGZSoWi2ppadEDDzygGzduWFqHVOv29nZNPxZOJGdMMpmMAoGABXMzMzNKJpPG5ra2ttr5bTg/Px7hcFjNzc3K5XIWALG2g8GgVfIwF3wuaftKpWIHLzKXsLk+iIJpZl44+Xl2dlZra2vq6uqys5YIPEkr8wfWgnHh8nvZVyxK+6lJ/E8wuFfinkqllM1mTTMYj8f10EMPmT/Y3d0TUH/qU5/S1772NUmy4gB66cACw9pFIhHTW6LJmZmZsVQ/dhcA5dct98wa9TYMgE7WAJaYZ/b6r3cisD2wYAVnRQlwKBSqOYwqFAqZTsOLZn1+zachpH2FMkbCL6xgMKjXXntNk5OTunDhgg4dOqRyuWzRNawDnU07OjpM/EpnyHA4rMnJSZt8NuTs7KyOHz+uoaEh64tClEF08pGPfESFQkFXrlzRyZMndf36ddPEtLS0qK2tTQ8++KBpYliQExMT+q//+i81NjbqV37lVyyaIHVWj5SJFskfQ78SscOsIOxjETJGXtTqI3D/2b53hJ+HXC5nYt1CoWBCVj4PajIUCtlJrwAR+tZIe7njkZERM3RofZqamtTb26uTJ0/aZ0qqARX+nmjcx//5/cbGhp3Y6tk4oleitnK5XJPbBmT4DeyZO+/8/BqU9kEeRtSDdM+6eFoeDVE9M+LBCHvJp5rqGTAP3LkfL547aBfPxdj5uQAY0PPD5/JZ5/wt1TaW5L31fVPYI+x7rzVibXAv0n56xc9LPZBiHmBt+BwOO11bW1N7e7tWVlYssCsWiyqVSopEIsZUdHZ2GhOHlmNiYkKDg4Pq6ekxh+uZm6NHj1rHWZ4HvUY8HrdGiHTQhSmdn59XV1eXlUIXCgVLqXpNEGOBrYC9heFh7/J7RK+kL0hfM1fsU1++C+BhvLF/BBwA2s7OTmtyVyqVdOfOHXV1dVkH8MXFRbW1tVmgjG307Hx9sFDPTDKf2B6CvJ2dHauU2tjY0ObmpjKZjFKplLETrMPh4WEdPXpU169fN98CiMV+M5cEq3QPhtmanJxULBazIg/GGS0nbJLfQwTziMaxd14Hit30VVzvJOA5mNbmvy+qKYg69TPg/wAAIABJREFUSPP4xYGmgk0l7W8IT6FLqvk3r2NC7t27p9nZWZ0/f17Hjh2zicxkMla6TGTBps3n89rY2FAkErH74IwZDAtGkehibGzMSp+JGGAaurq6JEm3b99WqVSytAWfRVOmhx9+WLlcTrdv39bzzz+vXC6nX/u1X1N7e7s1a6pPdyUSCTU0NBhQAmF7CpOoCQTOok8kEpZLhppF7ObH3Kv3/aLnHpg70nb8nM1AKTcdNzc3N014zPeyMcLhcA01C5i9cOGCVWdgJIm+WlpaDKRVq1VLAREpcR+IoImWuU82JmDQX14vAvPhL89kAFJ9ia1/nf9OXk+07tnB3d39EmYPVOq/1+fW+UyMylsBFX72ToVy/9uXDxZ8vh1nw3P5tF0gEHjLKNkb3fr0HGDVA0ocGfseRsbr6XDUvId9x/7x+8o7apqJcZ+IQ1dWViziBZiwZzc3Ny0tgqajXC5rYWHBTkKuVCqmUWNdnj17VuVyWUtLS5YOZq1hbyuVvVPfi8WiCoWCdZ9tbm7W0NCQWltbrSpld3evSZ3vlE0KIZFI2Odyej2sABo3Tnf2ZdKcHwaDzfjyPt8aAsDIcwACAoGAYrGYWlpaDMgsLS3pjTfeUKlUUnt7u0qlknVJJ9WMzWR+YHr4TC6/hwGnrFH0PZyhxJzv7Ozo+PHjdogh2s1PfOIT9ozFYtHWKOwPlZuAafxHLpfTvXv3ND4+roWFBdNGSbJ1QUBHep9xAzAB1Pl+wI4PgLwd8T76+70OLFjh4XE8pF88TetTELzev9f3AvFRL39XKhUVCgU7OO/hhx/WqVOnbKJYnGymWCymQ4cOKZ/PK5fLaX19XQMDA3Z/q6urmpubUyKR0Pr6uu7du6fV1VVDvgsLCybmHRsb0/T0tO7du6dAIKB0Oq1isaienh478wHD19raqrW1Nb388stKpVL64Ac/qOnpab3xxhtqbm7Wxz/+cT366KM1xsinB9gUPDsLeWNjo6YnCnn3jo6OmuifCKZSqdS8HoDiRbLSPoD0olBSbVCVXoDW0NBgFDHvjUajJrLt6urSyMiITpw4oWPHjmloaEjt7e3GurAeRkZGdPjwYdtcrI169oPI2neC3NnZUbFYlCQ7/Zmogt+zWaHbPcjgWerZPf87NrJPEfmuvn5tegDix5zv8FoHX4Hk9w+G0Qv8/B/uCQOFo/Ts2kG8AHRUCiIKBZgAEqHCGTsPKjyQ81GyZ0x88MM8VCqVmjOIcFSMP2uc7/X2zDsy/90ACDQatNoH+FPGTyUMz0FQkslk7HN3d3fV19en9vZ2zc3NaW5uzrpss66kvfOHsIWLi4sqlUo15fhNTU0WMGxvb9sRGK2trerp6TFwEovFlM1mlcvlJMnWGQEL7C1BDieJx+NxJZNJi9hhTxg/Kpu8XSuX91owkGZFjO6F6TjitbU1c9QEZ7CziHQnJiYUDAbV1dWlaDSqTCZj4mXGH/vF+73PYV3AptZrnnhNKpUyIAfwicfjps0DvD7++ON2ICXBHPqlpqYmJRIJA01NTU0G7GDNl5eXNTs7a0yat0esUb8u/bqX9gMxxrG+8snbk/qg6fvat2/7HT8gl6dKAS3BYNDK63zOF9U3A0Q0RVTDpvdOEgcE9XjfffdpaGjI2Ibt7W3Nz8/r1KlT9jP0JD09PZqbm1N3d7c2Nze1vLxsxrFaraqtrU1Xr17V0tKSbt68qUQioXg8rpdfftlKg4eGhnT27Fml02lls1m9+OKLunbtmt58802trq4qnU4b1dfe3m5K8XPnzml2dla3bt3SzMyMjh07pg984AOG/HH6pCt4FlIuvl8Mjt7nJUm50OURoBWJRCx/7cEPRsAvUJysBzG+kVG1WrXKGzYutCdREv0rYrGYotGogVUqhYhcMeCRSETHjx83o03+FNBHt1/mm9zzzs6O5bq5F/LHkUjke0SvUK0+QvbsCBsWZ/VWEQbgD/bOg2zPttTT5z7K9w7MsyVeY0P0z5x4QIORZZ48mPKg6CBeaBIwtD6i5f/1FWiMszfIABbAox8f1gM2BXbG6yX4u56RATjxc1/lgn6DNDifATjCmcOuoEnxR2fAJBKMIJaHFW5qarIql3w+b2eVSTIdGCmE48ePW3kzzn17e9vKYwERiURCkuzsIoKCarVqFTeAOUSv9IViTcJaeJ0Jc1OtVg0c+UILz0asr6+bvfJpzubmZrW1tdnP2d/YNeaT5w8Gg0omk2psbNTExIQymYzC4bCGh4cViUS0urqqlZUVs/meZQHEAerqQS9z6dN+gUBA/f39Vg7Oc7JGpL39HI/HdfjwYUtxeW0V9p75IaWOH0TXUygUau4ZzRHrh4vx88J97tWn/D0o8697J6zsgQUroEp/rDvGwtO4OAsf6fscnl8UUm0Hv4aGBiWTSSWTSVNFM8E7Ozt688031dHRod3dXUufsMDHx8ftd9KeM5uYmDBDcOTIEQUCAU1NTWlwcFCJREKNjY36j//4D+Xzec3MzGhwcFBPPPGEJicnlUwmdffuXeXzea2urmp3d9dKFdm03OP169c1PT2tJ554Qk8++aSlcFi8ODzYH7rcYhjJbYfDYeXzeXNKRPzQobA0jHNra6udteMjGu/UcJB+wXpQ4xc4oAWHCyABfCK6g6KNRqMmFOSZpD3nf+bMGSWTyZoGdswlqR7YEjalF4KR8sLwk+eFweAZPDPiWRQMkgce/NwDG57bM32eFfRRi2c7vGPl3vmseiYHYA7A8SCR76iPNt/KuLyTvPMPwuWrAukngn6Lsl3Gsz4KZMw9S+Xpbs/CkE7wFDnz7dN5MDx8P/fIZ+PApH2bxmtYHwCAaDRqTBvMIpWIm5ubWltbs88i9bW7u6uBgQELCLCZpK8XFxeNfcG5wzqurq5a2wQCKJiQzc1NRaNRjYyMGBgqlUrWX2Vzc1PxeFzd3d2KxWKan5+3UmkAJTYJ0SipK88qVat7/VIaGhqsmoXKJObR92DxKUDfEA9GhpSXD2b5Ps5Rgt2FlaURZSwWU3d3t+LxuDnyUqlkQIG9xFlL/vPZsz4dK+2L8im2IIjwAR/A5Ud/9Edt7tm7aFcAHQBZD6Zg2QqFghYWFoxJ812LPevjhd7extQDc5+Orl+/b/c6sGClUCjYvz0L4KNFHDH5Nk9t1eebMRbeiPtUUrVaraHUqE/n9+3t7YZqqWf3Z3m0tLRoeXlZR44c0e7urh2+RUltZ2enHnzwQb355pvK5XLW/CgcDuuxxx7TzZs3FQwGdezYMRWLRY2MjOjIkSOS9rpNcsz50tKStVH+1Kc+pc7OTkn71Qio9iuViqWUYA08lcqC86p4DCl5ZSIcDx5A6LzO922AfmRzAUCkfWbA5+i98ffpmFAoZN0d4/G4+vv7zUhRDQEdHAwGdfLkSXV0dCgWixkN7HsQEL0xv4CuQCBgeX8iViomJBlQ2d3dNbDsc7kYlHr2xNPSPjLnD5VIfn16IMO/AX0YApwrGgkfobHGvSH0Bojfe1DvKdv6qA9HeBAv1hYOi2jf09wYWyJMLxyHOZNqe9HUs1de7+LH26dTYMhYA9J+CrWerWHNeoGvtBeopdNp0+6Vy2VtbGwYUNnd3dXi4qLpG3zLAJ+G9XaT33NW2dLSkpXjk0JATJzP55VIJNTX12eiWe4D25JMJs0GUcUIGOIZenp6rKqP+SDlgo2pd+AAiGKxaCCCc9JgF7e3t62vCz2l/H73KTzfQRvBPHYpHA6bron5TSQS5tQBT75DLoEPLRQoAsCPeE0fwNQDRh90eBD1VsCmoaFBDz/8sFVsAggJYJqamhSLxSwIlPYBbblcVldXlwKBgLLZrFVW4RexS/7+eA6/Vr29gPkF1Hi/+v9UNRCDAkihHJg00Pz8vCYnJxUIBCwF4hcVGx5q1A+op2qJgHAsLFT0H4HA3kFZ5HVbWlqsqgWBWiKR0OTkpNra2tTT02Mt9l9//XUTYL344osaHR3Vww8/rGeffVYPPPCASqWSpqamNDY2posXL+rVV1/V9PS0Dh8+rIWFBW1vb+vIkSMql8tWUjs5OalcLqd/+7d/qxEzsdkCgYCd5YNADICH8+PsG+hBn7ek2dL29radv0Nr7mw2az0W0PPQp0GSVdZ4DZF36J4V8EidjYUB8xvHawTYoE1NTYpEIgYsPvShD+nNN980oMZnSappp4/x293dNYDljTjzjpHm/TBMlENzX747rmdavLHxDkn6Xm0Kc+ejMi4MBRQzY0FE6g27Hx/+zR+f5uGPByL16Si/Xw7i5RlYnpM0pHcCgGYPRPx6q08f+XlknW9tbVkEDKNLCjAQCNj+qGfeiIgBxpJsbQOQACwbGxv6zne+o9HR0ZpKJlIagGiYBi8kBYiRtqlWq1YtBFtM8zMqR2KxmO1tnp/12dTUpNnZWcViMbPJrH/YXx/8cW4RurujR4+qUChoa2vL+oDQOI69SBBIWoXPX1xcVDwet/3MfWYyGWsQh6gWe8cYw1ASXDIWBLvcczQaNfBCkEPKiWe/e/eumpubTQQbiUTsOBVaQ+zs7FhFEbbMs83YXJ92BZh5MEOwzN/9/f06fPiwZmdnDZxiR3hedD4IjbFvS0tLCofDunz5slZWVnTq1CmrCGNs8APsF/YCgIbn8GJib8u97Xnb+/Ztv+MH5CKC9SWEVKOUy2Vls9maaMXrHzD6norn8gannkpnwdIdtrOz02hV2Ie7d+9qc3NTPT09FoWQlvD3uLW1pdHRUUtLHTt2THfv3q3peprP59XZ2amhoSE76JD0TzQatZLojY0NTU5OqlgsKp/P6+LFi0Z7sim9iIv0hzegGBoMKAwI48Y44BzZNBwPL+0Z/K6uLjOIsCY4VU9dMr4+JeR1E5VKxTQjRFoI9TCkMFC+VJj5A4x4YIHGxGsJmB+MJykzPgcDj8GCct/c3FQ2mzW6FPGiJGtSRaTL5wB8+Zz6VEK9jgLg5AGnj+RZy0T9ABGvp2DepO8V9BI11VPQjE/9uud9nn4+iBeGnr48PuUGMAOIeOAs7acxeV098KynuX3en/Rx/b0QYXswCcDwgIh54HXsX6JhnLFf0x4ES/uAn86orOXm5mY7CBVQHw6H7SwhnOr8/LwWFxetsghbwNEEbW1tOn78uEqlkjUjI8ADpCEK9VVt9IQql8vq6OiwlG4+n6+pruPZSIcwfuXyXjNIScYKILIdHBxUZ2enmpublc1mrTIqHo9b87l6FpO9yr0z1r6Em/8TcEqy5qDBYFDXrl3TjRs37ERo+mSxflZWVixVyNjwb7/v6tk7n6L06477PHHihEKhkGKxmPnHejtLGpxOw7y3UtmrDlpYWFA6na5hnwBo2G3/c38PHlAzv97vvtNg58CCFRwrqHhnZ8e0B/ypR3AMlHcWnsLyES1GXJJRxjhLQEdnZ6eh187OTmt+lMvlrNEam5JGa6FQSB0dHdra2lJ3d7c6OzvV398vaS9tks/ndeLECXPUnOacSCQ0NDSk9fV1FYtFLS8vK5lMqq+vT4cOHdLDDz+sSCSiRx99VJ/+9KeNkcDhYYTqjSWUtjeSkqwVNo7Ql3QybqB0HC005cDAgIlSoXrZjIAB73D5TDYj9wydTSQCdUv+l6iNHLa/cBr333+/dnd3TfXuHQaAKBgMKpvN2rECOAnyubwHgTTPTHqIvhG+cRfryOsK+Fl9auit9CWAAtad1zzAQHkww9pqbGy0ygsfmTHe3tD9T2CD+eXe+Fzup95YHrTLR6k+ymb9e8aKOcF2sBa8g/MpMk/lAzBhMPzc+9fw+dgcH4DVfz+2ip4hgNNisWjsKqkY1na1WjUGw6dyM5mMCTZbWlrU09OjhoYG0y8gYK9Wq9YzpVKp6O7du5qbm6txtBx1gq3r7+9XuVxWJpNRqVSytcgeCoVClrplz9HMjn3f2dlplYc4cknG2Ph0WGdnpzlT2vbzmng8btWDXV1dWltb0+rqqkkJOObDt7ng8uCqntUkvY+Nw174dEgmk9GVK1c0Pj6ujY0NdXd3K5VK2efMz8/b3BBg+rQjDEs9O8oYcvm9ePr0aRWLRTsEkkCJKrRIJGL6P3wna2xzc1MrKyuam5vTnTt3tLy8bBokXuvn0O8nb2s8K8nP+dk7tRsH09pI5jw9osR5MCBev+LpKCYPwRVRs3cgbC6+S9oXHvIdHR0damxstBzv1taW+vr6tL29bVQqqQhP4Ur7h17x2W1tbdagqVqtanl52Q6amp2d1c7OjlF6REShUEhdXV2W243H4/rxH/9xE6ex8TBG9CqhL4nfmCw+70jL5bLRtjAvsAa+dw1pI8YwlUqpt7dXsVhM8XjcjAGb21f+eN0Ki5zN6MW4fC/OwFcUbG/vHRbngRiG7NixYzVlkYw/1DeRGTqVlZUVm3MfbUn74MZXlkmybrUAEw8mWGP+j8+Re02Cj+RJIXjgwOfVRypeJM5YeWaE/eAZQ8+6kPLAYXsDA6vD+/zfBzUVxFj7Blk+/cXz+0opab9KiO6pUq1dYV3yHs9uYXPYZ3yP70nCZ/pgyht+n3aBiscmESXTc4MOq9vb28rn8yZ4DQQCJv6EyaASkL1AMEDKJZVKWS8WNGgLCwvK5/M1XcRjsZjK5bIKhYKKxaKOHj2q1tZWLSws2Nr1qTdJxnA0Nu6dxMxxFYCNzs5OtbW1aX5+3qqEPOALBAKWlpZkJzczV4w7r29vbzdtzfLyso0vdsaDclhwvz/5LBhp9CHBYFBzc3O2h71sIBgM6vbt23rhhRd0+/ZtVSoVDQwMmKZnZWVFuVyuBvx5ttRLFwg66teLtysnT54020CABmPOOLBWGSd+hu5zfn5e165d08TEhLF27BF/L/UpfG8rPKuHXfH26m3v23f0rh+AiwWGUWeBollZX1+3UlpPhfnIhYnjczwilmqrMniNj7qY3N7eXiUSCYVCIR05csRaUe/u7trGBZ2TMqCPCTqHkZERPfLII3riiSeMpcnlcgoG96p2JicnzRhls1mtrKwonU7b5rzvvvuUSCSUSqV069YtK7uGZeJ5oS99hMhGZUGjvGecENT6KB61OYsX4SpVOB0dHTp06JD1UoBWZlFTxUP06ul3KHOYoN3dvSZHfDZGgLmAooYB4PNSqZRVIviSy/oKHnK3kiz6ADSR2yW9yGamAyj/D4VC5gT4fC8UxugBmDzg8QyTZ05wZP7/PCfr0lc28Oxe2+Op2Hrq2KeiPJBhHPls5tnfqwdlB+0CBHvA5/VKwWDQ1jdrkbn3UaGn6+vTbhhk0jG+uoqLvYdt4d5g6aT99INPpfIdsLrspXv37pkNJM3Fc9L7h7XR3t6uanVPn9LY2KjFxUUL2kht0BkXG4nglKq6qakpTU9PW3UijpnmlPRoOXHihNkUnBVpXcCVF/4C/LFFoVDIGr/h1Blf30oCp864+Pny6dfGxkY7FPbevXtmz73+g33t9yx7ic/2Dd8KhYLS6XRNerU+QFhdXdV3vvMdffnLX9bt27c1ODhonwULRRAKE4195f6wkaxVnx3gorcXVZ08f7VatfWCfgj/iB1kzVUqFWUyGTtageDQSwP8+Uee2a1nGOv3y/9zYEWSsRo4XQatUCjYpCCUequoFifjGQUfKUn7VLt3TP53HR0dSiaTCoVCSiaTkmSInc1LlO8rYBobG61FPA3HqMwZGxuzNArnd9y7d08TExN2hg+it+vXrxt78Sd/8ic1HTPL5bKlKDCSGE8cMFEO2gvYBsbAR5wYFX7n0wwYEKKZhoYGq9QhMqMk0QM3H8EzNnwnY+ZZDtJWniL3OgGP9A8dOmTrhLw4G5K/64VrpIv4XL4fI88aIM2I0c1kMjVCOdJBPm3iQSGgg3H0TtCn23wESVTu/19fCeR76fhI3o81n82Y+n3xVqyJZ38wcpFIRD09PW93y/5AXESw/FtSTdTK+vHBDcAZx8A6YOwYS9afB818LiJRmEkfnWIjAEqkTiXVzJ1PQXLvgKP5+Xlz1JwaDeNACgcABgDAhtEmPxKJKJ1OW68RgIVnRXlPLBbTnTt3dO/ePVuXyWRShw4dMltKUDkyMqL5+Xnr7YKmAk0a65c9H4lEDCAGAntnCtHPJZ/PWxqJ5wf01AedsNCe4QJQYZOwV14zxLhjY2CisemAlWBwr1Dhtddeq2mc55mkYDBogFLaK4L4y7/8S6XTaaVSKaVSKWN6p6enrQDCa1m8n/I+SaplM3i23d1dA6QeVHmbIe3ZDYAsvpLXlctlTU9P69atW5YlYFyLxWINu1gf1LOu/X7wzLOvZvt+rwMLVvyg4CBZnJS1Ep2gLveL0ad5fM4NVAgKZEHg8FB9QwEeOXJE0WjU3oPRocX10tKSpD2jiCbC518Dgb3y2Pn5eQWDQWu2lkwm1d3drVwuZzlCSUaNStLKyori8biBD3K2fX19tthZsBhdLxAjavDRIYuRjcdCw7CxGRlnSnalfQGnz8NCu/b29qq9vd0AGRuI3jCkrTDMPC+b1KeKYHb4PtJbXosRi8Xse9A3ARa8Tqda3RfWwsDQPpx78FUT9ap3yr2hp1mDgBPuzxtiIi9vZDzD4f/tjaLXnDA2/M4Dcjrt+queUeHfrANewzpmPvlOcvM9PT06fPiwzp8/r4985CNvb9P+AF1UzLAuPI3tU4XYFl+FwRwxrx7keLaX1/no10en3pn5dI8kSwEyV9gWHCH2y+tslpaWFAgE1NPTUyOS51RhHHImk9Hy8rIx0oCjeDyunZ0d9fb21owVzGYgsFfOi1YvHo+rt7dX8/Pzev3117W8vGxlxPF43GzwxsaGMd2UJkejUQNNvmM0AaYHMDx3R0eHCWuz2awdScL4EFjAEHEsB7YcJgcbFgzudZ8lqIPNZY/zPuwHjtazXdPT03rmmWe0tLRke5HgQNq3X9hfgOT6+ro++9nP6rnnnrM56+7uVkNDg6anp2sYNs/me50K4+LTx7yWog7WIMG7Z2YIlElvczwBqTWA3q1bt3Tnzh0bSy6ObpBqD0j14EWSzQcBpi96eDvXweRxtd+QjEjco85IJGKghB4AOHyoUZ+Dk/ZPY+bi956Oa25uViQSUaFQ0He/+11ls1nNzc3pZ37mZ5RMJjUzM6M33nhDjz/+uIktw+GwstmsJFn5HJP1yCOP6JlnnlFra6uuXr2qwcFBSVIul9Pw8LCuX7+uQCCgs2fPamtrS5cvX9Yjjzyi8fFx5XI53bhxQ6urq1ZGePv2bb3vfe/T8PCwJNmZQ5VKxVJR6+vrWl1dVSgUsp4DlNQRQXimpKmpycpzA4FATd8AokDfZIgFOTU1ZYCBHO/w8LD6+vok7RnA9fV1lUolE/+m02nrrMhGILLr6OgwcS1MC5ufKxKJKBAIqK2tTbFYzI6lp2KJdUIeW9ozcrFYzBglDikslUrWQpxUkD8ZdmdnR7lczoSM9LhB4Lezs2PtrYPBoNbX17W7u1sTyeN0iEL5OetRqs33eqaFiNBHbpJqzlrh+TxLwrrmqt8DvIcoMhwOK5VKaXBwUI899pguXLhg93JQ00A+7evPffIOHYaKdQ+bCTDBoQFgPIvCHEr7QJTole+D0scJsg/5bNaJ18nVp//Yb16nQjUKzArMRTgctlOmaeJWLBaVy+U0MDBgmjCCn3g8bpWOAKlcLqeuri6rwgsGg+rr61M4HNb6+rru3LmjYDBobe5p2ghAIf0ZjUZVLBYN1PAsjN3GxkZNEMDeAUi0t7erpaXFPmNra0sDAwM2NwBFgp9isahIJGKp4HptGXOMzfa6EIIKXot9pEXFX/3VX1lTT+bRA1PPwgWDQWMle3t79S//8i/6+te/rqamJp07d06/+Zu/qXPnzqmxca85aEdHh4aGhiwYxl7gk7C9PiUGGPMlyfTC4WdtbW0mwpZkn0XVFQwZQGh1dVXPPfectra29CM/8iMKh8N29hBZDH/KNWPngbxPHwP03+51MK2NVIO8acGMI/MIl66M1PH7ZldSbTkn1C1oU5KhW85lmJiY0Je+9CW99NJL+o3f+A09//zzNimJRMJO6j169Kj1JVhZWdHg4GCNwyFvCB2cyWT08ssvKx6Pq6WlRYODg6bGLhaLOnHihHK5nOldoPlwwjdv3lQkEtG3vvUtdXd3W0rKazwwqkSHnt71OfO2tjYzVDg6fwozzxAKhWo2RaVSUTwe1+rqqjWjSiaTlq9Np9MGFGic54WHRAM+3+sjSha7z61iBDs6Ogy4wHjgfL1OhX4SADkcgSQ7c4n5AYT5zsUYDIw/c08PGZg+cvysQ7/B67VSvjGTp2B9jl/a15PwnUR3jEW1WlU2m63JJQO4PXvi2ZR63QxrPRqNqqenR0eOHNFDDz2k4eFha+wFYKPB1UG8oKdxMD737ufaM2k4LZ/m8zl4v7+YQ/YGjF0oFNLa2lpNihjwApPCvoPVxEnzHYBlb8uKxaKq1apWVlasKRrpVmwaQliYUVKepVJJqVTKzkHr6uoyPQspCQAJPaQA6fl83voqra+v69KlSzp//rw9X6FQsE6vsDMI3js7O5XNZq1c2ac4CoWCurq6zEZ53RhHBVCpVKlUtLy8bJoxn2Iul8tWrePnUJLZFGn/MFzPEHg2UpIBeMDspUuXaqokpX0f4pkEgj5ScAiJcfDb29u6dOmSZmdn9bu/+7t6z3veozNnzujOnTu6evWqTpw4YWDI712qeXzKGbCGjQecYGs9w+RBNVo9UoEwXnxWPp/X+Pi4zp07p2g0an3F0K54TRXj5zVd3Du/fye6lQMLVkhVSPvRR32VBmgWCpuNweVpcBaSdwjeoAWDQU1OTuof/uEf9Prrr+uzn/2sxsbG9Nprr9n3IFaDDQA8YQyp6PGIlveEw2HNzMzo5MmTKpVKSiQSGhsbM0Rcre41KKKN/sTEhNbX13X06FE98cQTunv3rl4cdVAnAAAgAElEQVR++WWNj4/rqaee0u/+7u/awsWY0bkWdofxguZm7KDqcIhEVx780WwKw8CGxilz3giVAKurq9YBE8oVo07KiHw4ix99DY4co+A7dUK9c0Q7oGR8fFyZTEbpdFoPPfRQTWQDeMUp+ZwwBhHDCbPS1tamlZUVS1sB5ph3qHL0CNvb23bKNS3CI5FIjfalWCyaw/HNBiVZKodqi3ojypqVasuhc7mcRe9Qzxhdvze4vBFhD/X19am/v19nz57VuXPn1NPTY+sB6ti3bT9oF0ALzRtr2o8nY+LTAj5y9oJbnJdn6zD+rCXAO2sPBs4L9z3wZA6lfTtWX02DoyKw2t3d1a1bt3T+/Hk7+gNm1etvfAqKNc4epIqR6rhYLGbidg437O7utlPWsQ/o0YLBoK5fv65SqWQBGk4VwSxjVywW1dfXZz2LOjo6bOwBRwRzzEFra6uxn9K+XgK2QFJNG3y0OoyrB5SVSsVE63yWrwbDTno2AwecTqf1ta99TZ2dnRZUYKNgwTz49PMo7bMgnsmbm5vTZz/7Wd25c0e//du/rZMnT2p6elo3b97UyZMnrXiEz5b2CxUINKrVqlV3AVZYKzwrfo7UdzgcViKR0O7urs0PrUC8TVxYWFChUDA/gJ3b3NysEeQDtN9KF1fP7L6d68BqVohSEafSWwKjzWQkEglzyiC8ejpVqhU5ekQN67C4uKgvfOELun79uj73uc9Zc6EHH3xQ29vbWllZMerRpwhmZ2eVSqVUqVQ0NTUlab/EcX5+3vQghw8f1urqqq5cuWK9D9AGBINBXb16Vffu3bPyQNJL9+7d06uvvqojR47oJ3/yJ5VKpfTiiy/qP//zP22BEElBp3JKKc/M+GGMoS19SZ9HxZRcsxEAF7AZHpGzefL5vAqFgoEKFjZgkiPcPVj0gAkmiqZX0WjUGAC6VjKuhUJBs7Ozevrpp/Vnf/Zn+tKXvqSZmRn7Dgy4z+uTSiG6wKh7B+9FsoC7tbU1Y05QzGMEMRge2FHCTevrcDis9vZ2dXR0mGg6EolYEytf1YBj9ClMfgbLRE8afobD80bDi0E9WGd8k8mkDh8+rLGxMdM/+O+YnZ3V7OysRcgH7cJxl8tli3jZFz4dQRqw/n0+amWPSPvjCTjw+fl6ZssDGtgz/uA82btoMbgH5gonSDpcktLptEKhvfPJ0FFJqmFPg8GgRdqsMQCHF4kyBpFIRPF4XJJ05MgRFYtFpdPpGs0Yz9nW1qZyuaw7d+7ozTffNMBXKpXsPDfWfktLizKZjLa2ttTV1aWlpSU7xZ7XAY5hQtmnjKNnwmF8Njc3lc/naxxjffoOgIOdIRjwFTjMBa9hLayvr+urX/2q7t69W8Nu0dHbgwT2GvvH65yoqsL5c3Lz//k//0fj4+OSpKNHj2psbEzj4+OWZsa+sHZh0fB9ly9fNrtJStGDlvqzj0iv+75ZgEDfJ2ptbU3T09MqFAo1/rOhoaHmjDnWmLQP0OrT2Z6N+n6vA8us+OiezU60TYlsPB43Kt8r60HH9aIgIh8QMqxDOp3Wq6++qu3tbX3uc59TV1eX0eK7u3t9RUg1tLS0aHFx0RYn+hlKiOfm5uzQwng8rkOHDllPhKGhIWvLf+bMGZVKJc3Pz+vu3bvGONAdcmRkRK2trRocHFSxWNSLL76oH/7hH9bjjz+uzc1N/dM//ZOCwaDOnj1rxhKqFsYHY+tLbdnM0LzQrl7YB3sEBQjC5m+fytjY2Khp5MZCxdji0L3glfnEwHgthRe88RroSDaKtE/JF4tF/f3f/73+/d//XQ899JDOnz+vkZGR73FCCIhx2Ovr69afgmeORqMqlUo1Bp5cOtGwT/NBe8OOQUVjUPk/Roxx5Q/Pzdh7R1kPOvwcer0VkSrrvN6IYoj5u6mpSf39/Tp58qRpG/jc9fV1TUxM1IhHD+IFw4VBxsFg7PkDA4JzwSZ4fRHOAACCo/NzhfMiuiUS9sEE4FiqTVExf/V0Ot/Nz9gLxWLRynwRWAIYYBtwjuwR2DsiaewfQQlrGkE9GpdcLvc9Dcbm5+eVSCS0srKiyclJbW1t6dixY6axgmWMx+NaWVkx510oFOxsoEKhoFgspkAgYPvMlyUznqxnUrK+yoQggW68XmOEg8WeYU94H86Z/eMZyt3dXU1OTuob3/iGBRLSfudnz8IBdHyxRn0vKIJb2D7e93u/93v6/d//fT300EPq7u5Wa2urMcWc+Azjip3geb/4xS/WgGI0brBSCKr5DNLg0v4RH/QHA9QEg3ul8FevXrVgmuIN7tkHqN5m+/XKmvK2+vu9DixYWVxcrDn3QJL1WuH/5IZBzPQ0wSn7HJt3kp7yW1tb0/Xr13Xo0CH98i//smlJRkZGtLCwoJGRETNoTU1NVl7ny+4wMNFoVOPj4zp9+rQtlrNnz+qVV17RysqKBgYGFI1GdfPmTV29etUqbba39w48vO+++9Tf3698Pm8sxvT0tM6cOWNnDbHBYrGYvvjFLxqlj0OvZwug/tfW1iyKwnlC90ejUaNtJVm+0/dFACwCcvzG9K2/vRCa+8Dg+qonjCevJUXEd2FEQO5eZ+RpRgxaOp3Wv/3bv+mFF17QmTNn9Oijj+r48eMm8MNQ47jX1tYUj8c1Oztrz0r+m7QcAsBsNmtjyCbF0ZHzX1tbM9ofkAZzh1HB0OJ4vBFhnHzunrnAmEr7YBy9gx8DwCIOjD3jSxs7Ojp08uRJjY2NKRqNWpRK5AQzFg6HLXVw0C7f82NnZ8fy74w7OgIPJqDJPWDxIleMtF+TBEGxWMz6g9BPhJQsjoP1hHOR9texByY+VYWWirUE0AiHw+rs7LRggT5J6D/Y36HQvtgcsA3oWF9fV0dHhwU5sJIEOVSLcOAq70skEspkMlaxWCqVdPnyZR06dMhAYiKRUENDg4nmfQfonp4ebW1taWVlxQoaGF+ftmpoaLCz2AAzpB64V7rq+rQoAIhKofoWCjA4XgvCeOFbvv3tb6tYLKqrq6uGLcGncDH/ng31DAP37gEOBQyTk5P6/d//fX3mM5/Rxz72MbM7+Xxe2WzWgnTf2bparWp+fl7Xr1+3dcJ9Yf/RIcHME4xi07G/BN9IFbBj09PT6uvrs4Ms0QkCSBi/eka3Hli/k1RQ6I/+6I/+6G2/6wfg+spXvmLHXQeDQes26MVTxWLR6D5JloaAWiTal/bz1D5KqVb3qlqOHDmiD3zgAxoaGqphHr70pS/p/e9/v+W8oWJJt1ANg4FYWlrS7OysqbslaWRkRD09PXr11Ve1s7Ojo0ePqlqt6vLly7p9+7bS6bQWFxfV1tamj33sY8pkMqYB4bC+ra0t9ff3a3x8XJcvX9bs7Kx+/ud/Xnfu3NG1a9d05swZO7CwqalJhUJB3d3dFl1RHs2pm2xsnx9ncyAgwxl7Ea6nUWFUKInDAHvxGeMu7Ucmnmnhc/leSTUOXdrvu+IbyHng4mlI5mZ6elovvfSSZmZmrKFeU1OT6YfYuP48omQyafoFgMX6+roJ3xKJhF5//XWl02nr2ItxI8qr723D89YDCwCkf260Tl78xprnvovFoqampmy8Gdv6KN8bilAoZJUbAwMDunDhgh599FETL+ZyOctLs39wDKVSSQ888MD/5U7+///6yle+YsJwD3QJXDDalUqlpgSX/V0vJpT2BcqIB3d3d41RBByxdhhzHA0gJBgM2roBrMP0RSKR7wmu+F7WN/v5zJkztq9XVlYskGIvAGq8I8GZ4dhJG1EFhz4QFtGPBadWw5yQcsYuV6tVLS4uKpVKmR6F9bm1tWW9o3wvGAIEqlZ8+bDXDAG4SLsC/plP9hD2AfvuGV4P8Am42LfYA8Y9n8/rL/7iL7S1taVUKqWenh61tbXZ97DXeA4vvgYMwcTNzs7WVEr5NDx+6saNG9re3tbhw4fV2NhoqeNcLldT1UYW4Ktf/aquXLlidpFgpFwuW4UVazMU2itrp6ACcFIqlf5HjQnglfdGIhH7OePubZnXM/p1GwqFNDY29rb27YFlVtLptJaXl2sa+7S2tlpVSCaTUXNzsxn9SCRilTo+n8nCZ6GwCdbW1lQoFHT69GkdOnSoZqFduXJF6XS6xmFK+8eBDw0NaWZmRuPj47p48aK2t7eVzWbtIKvl5WVLDwwPD2t0dFQ/9EM/pBdeeEHXrl3TqVOndObMGS0vLyubzWp9fV1PPvmklpaW7LN2dna0uLioaDSqra0t3blzxwRp0Ko/+7M/q7/927/VSy+9pCeeeMLulVSKpwk9PRcK7VUIUHZcH7WjDgfo+Q3qN4jP59azK77iAaPinaske81bAUkPpLzQ1usH6g0GkTGO9rnnntOVK1fU3d2tU6dO2ffgVLyaHeGwp+PpQpxMJs1YoPDnnvxz0FHYrzlJBjTQ7sCAkDbgs3AQaACIlAAr0PL+mb1j8o7Os36cBv7oo4/q3e9+t1pbW5XP5w1osrbRF/lxPogX65AUABom5oUcP6kHD2S89sQzlNJ+OTGf7dOCsGJU6GDw2R+AAsCCZ90kmSCYlA2BAWDFn1t148YNjY6O2n2xPwFHsLV8nm/2Fg6H7fcwh+hYQqG9Ls2UPLMHiNRxagDq3d1dY2Z3dnb0yiuv6OzZszXjAQuSTCbtTLX19XVrGIctY9xgYGElcLrYKW+jYK2oiGFfUW7LvLPHvKOtF1tzvfHGGxY8wop4oblPjbLv2WvsPVhnwKgv7ggEAtb/huuVV15RsVjUBz7wAQ0PD6u9vV2pVErZbFavvfaaNd28du2ampqa9Mgjj+hb3/qWzSNgK5/PW7sK7sGzsLBviJth6bClrJfJyUmzPU1NTero6LB9RQuISCRic+RTl/653u51YMEKCziXy6mpqUmZTEaDg4NaXV21xUf6Ih6Pm5DSCypxkPWoEKEYIjAMz8LCgp599lmdPn1aly5d0lNPPWVIU9ozCkQZqVRKzz//vAKBPZV2Z2enisWiFhYW1NjYqK6uLqNAm5ub9b73vU/d3d26d++eNjc3deXKFUUiEV2/fl1jY2OGqK9cuWJq74ceekj//M//bA2WcrmcUqmUBgYG1NjYqJGREZ07d05TU1P6sz/7M/3Kr/yKmpqalEgkJMlovI2NDROzIZTDiLLxl5eXrXEUjpNn39raMoEzAKWtrU2rq6tmDABVIH4fxUIBr6+vS9rf8N5JAE5w8vQYwLl4YCPtOySMFhu3XvC2urqqX/qlX1JbW5see+wx/dIv/ZLuv/9+S7PxeS0tLXYGCa3569Msi4uLtrZYm8Fg0JwL+hqMZCAQsOqg1tbW7+l9gI4mEolYeT73Pj09bQ4GkbHXmOBIfR8GH5nCGPT09OiRRx7RuXPnNDg4aBUlpARJR3kwCIj9vzE8/5sXkavXKvjOyDgXSSbOB+x5QX7983s7IO2ncdhTvJd7IH0CU8f3+5RHvZ5L2nOCzA17QdpvXPnd735XTU1NGh4e1uzsrLLZrO0x2AjuBaYYjU6hUKhppAgbuLq6akFctVqt6XVSqVSsgtGnVNFjINquVqu6ffu2rl+/rmg0qhMnTqhcLtvp9QAIL04PhULmDDc3N621AfvQp4e9HWdfUJnD1djYaFpD5opAyuvhfNpC2mvA+fnPf14rKyuKRCKKRqO2P7E1nlnGdgHMmCMCKM9cYNO8/q6rq0tDQ0Pq7+9XT0+PIpGI3nzzTU1MTJit5t7wKezrD3/4w3r11VetuWU2m60BJGQCWJ+U1PPv7u5uS5XRpgC2l55h8/PzeuaZZ5TJZDQ2NmZHq5RKJfNrEAf4EsC/b3fxdq4DWw3kNQvU+8/MzGhyclLLy8sqFArGjkBFMlhSrXLfo2EcNd+Bs52ZmdH169eNgnvyySetkQ6dWOl7sbq6qqefflrNzc2amJjQxsaGMpmMnn/+eW1sbOjEiROqVqs6fvy4pVImJyd148YN9fX16V3vepck6e7du/rhH/5hvf/971e1WtXCwoJOnjxpBnRqako9PT2am5sz41kul9Xf36+nnnpKuVxOH/zgBzUyMqLV1VXdvHnT9CySjGFgLCVZ9O9FVlCjhULBjDo0LZEdFClRjo9ImCdPKWKIMaJEhkSiPprBuPqImNd5LYYHKF4wR8TCd/O3p15LpZK++c1vWldJUj7MqWfifMkoNDFRJM8EMCOCAVAxbpJqGAp+5jtKcjzA8vJyjXakUCiYeh8A3tzcrGw2a8JR7s+PJ/8mQj569KguXrxoEdvOzo7u3r2rtbU1A0YA9c3NzRohs+9Dc9AujuhgLWOM2cM8I+saoOvFyaSPcMqeUZFkESvCSXQWABqYE9KNXPXpV9YDc8fF/cMekEJh301NTVmFmddDwQ575oB7B9SzRv8/8t4sRtLzuu/+V1XvW1VX9To9PTM9C0nNkBzupDgSNLIjWjQsG3aiCwcIDAdBECBIgiQ3uQp8lwBBAAMJogRIECHRhRLTcGRLCrWYdkiaEsVthsvsS093T29V3VXV+1Ld9V309zv1r5cTwOT34YP7ywsQw+6uet/nfZ7znPM//7M8yNLW1lb0dMK4M25yT6SDCk0YWu4PQwIjQshke3tb7777bhzYyvsR9vLkVt5zd/egCzgN7wiVAMBZN8JC7C/fC7wz8wyzARDFSUmu+0cffaT33ntPd+/ejeonDLCHOzzswXp6rhFygQ7yRG8ct9bWVo2MjGhwcDDWEKYCJhA59XwpDwk9+eSTYcs8tIZz58CZOQWklkqlmBtnWZhH1judTuvmzZu6c+eO5ubmIizF/NKinzlhbR14f5br0IIV93LW19e1srKi5eXl6Gi4sbEREyUpULAbCDap1DCo/B7BY5Fv3rypN954Qy+++KI6Ojp0+vTp2FD0y0ilDrqnTkxM6Itf/KJu376tb3/72/rWt76lf//v/70WFhb067/+6+GZzMzMqK+vT1NTU/rRj36kQqGg0dFRra+va3t7W7/yK78SJYMkrt6/f19nz57VxsaGFhYWNDs7q+HhYZVKpchlOXLkiL7+9a/rP//n/6xMJqPHHntMJ0+e1B/90R8FAiduiiFFafn88jsUAYwMBhqmY2Njo+lEWFfcgBdXtD7vvJekUDT8vyeJuXATtvLPeWY8hoHvQR/7RmLN/b/9/X19+OGH+lf/6l/pZz/7WSScck4T5dJ4gHjgPqf+XMbHvyhkcmz4nSenkUsFm0E/E3KAPB+H+xEanJqaijwu1pb548K4Dg4O6plnntGLL74YxnFqakqzs7MBvhgXRp2wxv8fLmcPPGeENUyGNr16TGokvTqd7heGRFJ0NEanIH+ec0Byq4c03MFKJiR6tZDUYHXRWZzWLinCMJ7cTUIs32X/+GGjMC1cHR0dEdZBPrzs2YE9ZfwkXNKELpVKRdv8TCajmZkZ/exnP9Py8nJTkichR5gZ8lEA/DDN6XQ6vH8MPjkxhLK9jw4skjOy7FEAH0aZUFmxWNR3vvMdVavV0DWsFftXaiSRMqfIgTPEzo45s8J42J/MkQMJT1x1HSo1qngAKE8//bROnz4dY2D9PFGeq1wuR5dw5otqRcKB1WpVq6uryufzTaGrtbU1TU1NaX5+XktLS+HM+RqsrKzEPP0/0R+HFqxQkSE1+gbQun1ubi4aj4HWUUYoCElNFLcbR0+Kam1tVblc1vvvv696va7h4WGdP39e7e3tcZ4PHhPVM7u7u8pms/pH/+gf6W/8jb+hkydP6oUXXtDLL7+s/v7+2HhtbW36/ve/rx//+McqFAq6cOGCRkdHtbOzo1/5lV/R6OholF93d3crn88HIMvlctre3o7DvPr6+lQqlSKO+dBDD+natWv6zne+o3w+r9OnT2tpaUm3b99WJpOJXB4OS5QaxptMeQwrSgcggYFkbtPpdFOvG/qFYARcceEJ0SmVOCneJxQwFCpj8ooIL6NmPO4leS6AMzm8I5s+GUfmunXrlv71v/7XQaejKGiSxdi6urpCcVEZ416TG5pkkhrK0GWYeZUaoYpUKtWUqEx5ontyOzs7KpfLmpuba2KoXDnwL2HR0dFRjY2NaWBgQK2trZqZmdHs7KwkBTBCGeFlA/yQjcPKrGC0MHLIlDOC6ACXDQ/vEAJC1gjtSY2yeWTS95DUnPSNjJCrAVvG9z1Pi9Ab33XjJSkAEb+/c+eO8vl8JHwDEAjfYoicVfWGYXTLRiek0+loGgf7ShiefBvYZsqcSezl9wBBQMv+/kFZ7c2bNwPY8K7kT6AvmXv+n/nr6emJvQEAwIFC5ydDc+7gOGgDKPHM1dVVvfLKK7p7925T/xd0FJVDLlvIDfuUy8NUAIu9vb2mbrIwfMPDw5GGQGk4KQyuUxi/58Dt7R2cH3fhwoV4x2RBSb1ej1O0ccgJW1Ocsr9/kGBOzyccU+/HkslktLy8rNu3b2thYSGqTQnDuW30/fB5QMuhBSuSIkSDQJL4RY+MSqUSoQsmEc8BxeThIPf+EVro+N3dXT388MN6++23NTc3p3PnzqlQKER8rlQqqVqtRl5KtVqN6g2ED2N8/PjxSCwbHx/XV7/6VX3pS19Sf3+/6vW6Ll26FN57JpPR3NycVldXlc1mlc/nNT09rRMnTmh0dLRJMW5ubmpwcFCXL1/WsWPH9Nxzz+n73/++PvzwQxWLRV28eFFvvvmmcrlcGB2n7lAUeCIoUTeKzB2bEYWEEHMYFvkt5DdAUaNsaKJGySj3dKaDi4ongCXrw7+uiHgPFC7K0f8mqel3Hsrinnfv3tW3vvWtpo7DGA/3FlD65XI56Gcu3tuBEjkGPt+AAcI/HLKHgqHRGzFtmtZJCiMwOzsbidfuiXsuD/PCYXQjIyPa2dmJg+2YS/YGxgemzwGXe2aH7arX68FYAW4xHlIDlODxusxhDN2hweB7jheMC+ES9pJ72SQsUh3I/mAMPAPq3MND3B/2y8twAQjIAiXIMAXsb77HO2AMPbSEHLS1tUVlGPukXC6rtbVxejzJ4d3d3cGISA0mllwFfwfCHUeOHNEHH3ygSqUS74bhZJ1wcNCNvP/+/r6y2WyEbGj5AFvpOgLWBGPLGmJHADHkw7zyyiu6efNmgAj6ymB4AezO2HJ53ouDLAAN886ZPOjNQqEQDS+RzySI9pwe3oN5JQfu6NGjev755wPUJHP8SIalPFlqFGB4STlyv7e3FzmWJFGT+FypVHTt2rWm3jL1ej2q28ifYW98nny3QwtW8BDxbrlQDtVqVaVSKTxe0CCfkRoekAsZG5F7OhV8+vRpbWxs6Nvf/rYKhUK0WoZR2dzc1MrKShgXkk8JH5DYVSwWtbS0pEcffVTnzp3T2NiY9vf3tbCwEIDjypUrkbCWyWS0srKiarUa535sbm5qYGBAPT09EfI6evSouru7NTY2prfeeksPP/ywJiYm9Ad/8Afq6+vTE088offeey9oUPqAILTQgyhZhBtPcHd3V+VyOWKYa2trTe2ZaZvN+wP2MMAoLU5mrVQqTfFcQAusiaN3NguersdpJQUQdWocBcd6OqjxPBb/f2db7ty5o3K5rLGxMbW2tkZjpZaWlujqCaD0HjSMLemp+/OQD+QNZecyyoZPshl4LlDg6+vrWl5ebjp4zhkbfsZbHBkZ0cjIiLq6ulQul7WwsBBGAiO5tbWlSqUSB2UmSyGTeUWH6ers7Ix1xJgB5JIhS6mRDIshT+YoIOcAAEnxefeCkVvWmefCSHroCSMiKWQMA+nhRsaCswKYQu7oj0Grdir+2J/cl++4/Hgog31JUjBlyl7ySnkzjtr6+nqAHnQI3ahpLIauwFF7/fXXNTU1FeMBoHj/DsYLq1GrHXTaRVdSpeJ6ztniZFiUOeRndMbk5KR+8IMfaGZmJk6LR07QMQBQD7G5s4VMYZd8TZGZdDqt/v7+OMJgfHy8qY8JDpCH2Vl7HHHkx/NzcrmcnnjiCU1MTMS7OWMH2EBeJcXPhMQWFxcDnJBzAtuLjWAM5XJZpVIpAC3zAOsG++NA/LNchxasPPzww2FEUDyAg1KpFEYVsJLNZsNTfJAHgyfL5VUUvb29Onr0qHK5nL7yla/ozJkzIRCEUbq6ujQ6Oqre3l7V63WNjY2pXC5raGhI4+PjGhoaUnd3t4rFom7cuNHkBdFQbHFxUblcTi+++KJmZmZ0+fJl9ff3BzDCwzh16lTEuKXGSaAY/t7eXlUqFc3NzelrX/talHYfP348nptKpdTT0xNUoCcW0h8GZO9UIyXgXV1dGhkZaQKKHHTGpvY2+RjKlpaWSBhFYWMAUCSe2e8b0XNNWD9XuGxUaHrmBI+R53G/pEJ2A4/h+Na3vhVKkvnAs0un0xGHp+KCcUH5sz5O3zMWN2Ae3mK++NnzXFB6hIMwSLOzs9Hfx3OuPLGZhOGhoaE4u2l6elqlUine30MknjCJ0YE9g205jFdfX5/6+/sDMEqNyjPmXWq0EseAAT493OMy6cYABpIwD6wbeRaEoJlzwioOnKVGErykYDIxlDyfvSkpHA2pAVQ5vJO9yH29MpL3YN8jX4TKYGVSqVQ4TSsrK+ElEzLKZA56Dm1ubsZBiV6FhK5lrLlcLsKOExMTGh4e1uTkpK5fvx45IvV6PXqEYBxhOry81sEmYJHwCSEhD2ljbB10ptNpzc/P6w//8A/1+7//+wGwXKc5mw3Y8NSCZDjQc1l8PwIuCoVCFGqcO3dO/f39TX3DAJjO/KIzPBfPn4sOHB0d1QsvvKDBwcFguaUD552CANYdYIc80+IDIIgsE1bj2YVCIdiY2dlZLS0thSwji6lUKk7J/jxARTrkYGViYiJOgoXmIrkW5U+plXuqfE5qMCcsOAZPak5MPHbsmJaWltTR0aF/+A//YSi6lpaDI8t5viQtLS1FxU29Xg9Uur+/r5mZmaBVl5aWQtjb29t17969UIg9PT3BwGBYPEOeQwGJN7+MIAQAACAASURBVLIhZ2ZmtL6+rkqlokqlotOnT+v8+fP6b//tv2lnZ0dHjhwJKhXvxM+ZYJzONBBTZQN0dnYGbcgcVqvV2AB4WF1dXVEGDp28tLQU1Q/JnA4PMTEOH0/SMKCckomuKBLu6fkreLXu3SaZFX+vP//zP9cf/uEfRrgKgJnJZKK8HbDizyOcxpWsYOLiHZAVSU3KnO96wmsS3NRqNVWr1aaKFcafpJE7OjoCeK+trUVyHZ8huZd783s8SECTj/uwXdDsya6nbrTY34BWB3+sE4aLdYetcFmFVifM4J9xVpgcPFgMnCp/Ns0l2YcYCIwHYMFDBJI+BYII1Xoo0ZNXAajsU0KdhHoBM/7e5DQAdL1fEHsNxgU929LSEqcyw6AcOXJER44ckSRdvnxZt27dis/CePAcnCccVvYlTLOHxzo6OtTb2xuMDiW1AMje3t6Q8e9973v6wQ9+oKmpqaa8NNab5zgb46Fk9Iqk0DVJ1oo12dvb0+zsbLS36OrqijOOHGBx+XxyX3RBMnReqx20GXjkkUd05syZkCnPCVpZWWkKVWLPCFutr69HTy0qwgCM2NHp6emwRQsLCyoWi1pcXAw7AKBcWloKBvrz5Kwc2j4rZ86ciaSvq1evhqFnc29ubmp1dbUps51kLQTFPWkHKBgDV0rz8/Pa2dnR6uqq3nnnHf39v//3m2gwqM7XXntNX/3qV5uSoWBp1tfXo5Hb4OCg5ubmYnxnz57V/Py8fvKTn+jFF1+UJE1MTGhlZUUffvihHnroIU1PT0fDpKefflozMzNqbW3VL/3SL2l6elrlclmnT59WuVzWG2+8oS9/+ct65JFHdP78eZ0+fVr/9b/+Vx0/fjx6FFB+SqMgMt8BX05xV6tVSQfsiYdGent7w9OGCSkWiyoUCqEc8AwQVKnRsZb2454N7xVIHuN3AXdP1kMlnuDmGfesLUqD7/KebmwcwK6tren3f//3dfnyZf3bf/tvo2vw3t5enO5aqVR079696HSKx+yxXklNCgtK1OO7GE9JYTAAXniMyFQqlWoCFnS0dAPh8p1OHyRHjo2N6cyZM9rc3NTy8rI2Nzcjj6tcLjeFllpbW8PLYw5XV1djbzgYO0wXlHtbW1soWsrumSvAAGAFeYMp8LAkc04oBG/d1xiGA0PA31lXOtTCeHjOiTsk9C5xhoW9sbe3F1VqAB56vDgTS64Y36nX6wGQNzc31d/fH6eE7+zsxKniGERkgJAAHjp7UFJTDhDggjPRPKwJqOH/8/m8KpWKcrmcJiYmtL9/UKGXy+WilJd3lBoMOOXEGxsb4Uh52IR94sytMz7b29uanZ3Vv/k3/yb0ajabVSaTaWqMxru5/UBvcTnr4gCF56BXGTeVUkNDQ8pms5E24KFJwr98F6YLveFJxDhw6LFsNqtf+7Vf08jIiH7yk59oaGhIra2tunv3boT98/l8nH3m4Tp65sCiedd0qoV6e3tDrnZ2dnTz5k3du3dPIyMjOn36dFSRDgwMRLia4xg+y3VomRU82LGxMZ06daoJYbLJya2ADkQpO1rFOCSNlCuUVCql3/7t39af/dmfSToAFgAXPO7t7W1NTU3p8ccfD6HZ398PZO7JUSSBbW5uqlQqxTOeeuop9fb26u2339bAwIBaWlpioe/cuaPOzs5oF7+xsaHx8fEQanoOYDx7e3vV09Ojq1evhqKYn5+PZODV1dUABaBsAB5zAKWM54HxpQxcOjDAxWIxYsooA5A/ABKvxSldlCS0uSc+c/E5vCsMBkYe7xAF4o2+JDWBES7uz99Q2q6AkAmM/i9+8Qu9+eabkUB49OjR2NSEEL3aAwXtCXHOvPAvz3VQw3y59wX4zWQOWqHTSn1yclI3btxoOtLAPTH3/gArJM1ubm7GvLgckzRdKBRibZBh7gmbeRiv7u7uSGDM5/PBFDmz4pVmyLLUSJp08OIUOZ8BzPE75Ii5l5pL8PFs0WMOdJzxQ1d4OEFqNJ4D9DvI5Z0APoQD3QlwuV9dXY0wBAaWnA0qQrgv4R7yFgBUS0tLSqVSIWfID4mW3h4fOSRMQHUiOS8nTpxQvV7XrVu3ND8/H/1+PIyODmP/Mz6puV9WW1tbsA4Aif39gxOFX331Vc3MzIR+oNIoyTSzxuxRWCqfZ7cr7kQ7s8L4c7mcCoVCtL73bsDcz0ODyTQGz8F0ucJRrtcPzqU7f/68Hn30Ud28eVM3btwIPQQzzllLhLqRFcbBIZn8Dgd1fX1dvb29ymQy0dxvY2ND8/PzmpmZ0dLSkqRGb6G2tramkvi/7HVowUomkwkUikHHmLIAeDyELqARPQnKM/SdygS4cGHw0+m0jh49GhUbNOOSFCeqdnR0aHt7W7lcLrx5GAoyv3O5nBYWFlSv19Xd3R304TPPPBPZ6AsLCyoUChobGwvUS0OemZkZdXZ2anR0VK2trVHKfPnyZXV0dOj48eP66le/Gk3sQP+ffPJJU15EvX5QGcHGkxoADoVHCW1/f/+nPEA2C8qtra0tyghJfCOZjLVJAhM2osf6WSf3UFgb9yiTianJxE+eyeWAh7/zn1Pu/Mzz19bW9J3vfCfodvckOcAQL4X7+rhcgaBoklQo3mESlOGN8mySrYvFYlS/Md/MC3uE+7a2HnTuHBoaakoAT4aeALCsJwreFbADvMN4Mc/oD2cYkDPPsXIQ6LkNGByXTUlN8uOfp3QYsO5hWO4DI+H7ALl0L93zo/i9s25+sUeoPmIcnifD2Gk5wL7Fw/Y8GJqyOZPJO5C/gnPDs0nSbmlpiYT+bDYbrfolxVkztN3PZrOhwzlpuFwu6969e1pYWIjqQNbTw8BJp4X9Q5IrSdYwVT/84Q/1+uuvh8MDawpo9DAo6+FObXIv8Hep4VgjV4TKNjc3o1q0UCioUChEiAr9TBiRe3puCowKf0NWPYfP5TmXy+mLX/yiWlpagj31kNn6+vqnKjRhzwjxk1sDSCQPBtvE/FQqFU1PT+vq1auanp7W8vJyJPTCJH3W69CCFeK1gAwMHSDFQwvQmISNMNxOW/JZlMSDYmovvfSSvvOd70STJzYSoZBCoaD29vZoEreysqJyuRxCNj8/H6eJep4F3izxw1OnTmltbS0EZG1tLcI3CGFvb28kMhGOQeg2Nzd169YtFYtFTUxM6O2339bg4KC6u7u1uLiowcHBpuQ6v2gZ7wwAYCrZA2F7e1vLy8thPNlcJFFxbw+HsOEx5B77ZM5d6Xioxr/jCgCFCQhyloJneZ6Fh/ncEKBInDVCie/v7+uDDz7QBx98EHQoJX/VajXAG+uJHBL3B6TwHBQI7wqQBsB57kkmkwnZJAwHUCHRFVlkvrgAgdDMg4ODIeuADlgZwBTliIAm+rww78j/54k7/1W48Irb29sjgZ3KDA8fYqicHfGyWwckLjv8S+gG2px9AbBhbdzAsPb8nmdA/WOIPaTprJCX5nN5eABWA0YWg8d4YVEkRWt9nsNew8h640Jken19PUAGib+ec0JH8VqtFoexwojA2AwPDyuTaRxQmM1mtbe3pxMnTkTjMnp7YAgB9eg19r/nkHmDOv4mSR9++KH+/M//PICYO7Z8BhBPsr3nJSEPzua4w8s+k5pzJLPZbOxLQj+ex5RkxFwWmR9nZ93Bxi5wL/LSRkdHo4ACeeB+yACyjO7CoaaKE8BHyDudTmt5eVmTk5PhkNM8rlQq6erVq7pz507ILPbls16HFqyQH8GmAI0iJBhiaEanTfmcJ9k+6HLFAp3V19cXR8pD/a+srMSmgPKUmlv67+3taWFhIXJEiAVPT09Hohmbc2trSxcvXtTp06fV19engYGBOISKE5MJBwDQdnZ2Iibd39+v/f19Xbp0SXt7e3r++eeDCvRkytXVVVWr1egP42ENKk4oSZYUnr0n8gGwKOWlsRAC73X3TnPjSSbnH0DkRpd1Y/OSHOyevoMXScFQOBhj00vNSXFubJxe5eLva2tr+u53vxvvD4golUpNuQLO5vi/xOn52cNQDjRgPMhZ4arVaiqVShHOwxD4gXlONfMccgGOHj3alGdCzBk5RnnhISP/e3t7UR3C+rjnf9gukmsJDRN2YB4coJI8ijw4Fe+gRmpm+gCgJKK6/HJ57gEJrjzXW/ADTujTgU7x8mguz6PhGYAR9iK6p7e3V6lUKqpqPIcGh4rQIAybpGBWkB9/z/b29ghtowv4OwzsyspKeNl+ojk5X5ws39XVpe3tbRWLRbW2tqparSqdTkf+CgZ3YWEhziGTGnuLuUYfw6T4nErSH/zBH0QIBKaD3CQPOft9AQnJRFdvBPcgXeIAd2hoSKOjo5EvQpmyJz67bHko0EORXK7fHLx43lVXV5eefPLJ0F/MB/qDEGW9flAVyiGWsKzIibf/d3BDX6h0Oh2tN27fvq1f/OIXcfglHcE/63VowQqH43V2dqpUKsWEsniEfxA0Po+AYRA8DOCXG8j9/X1NTk5Kkr7whS+Ep0kyGNnvZPRzlsP+/n5Qrmtra7p161b8ra2tLQ4c3N3dDa8LLxkPFsVSLBZ15MiRAABs4p6eHg0ODsb3crmc8vm8stms1tbWNDk5GZQ2YSp6avT09ISgcUife0WEfDBQeFK8TyqVipOeW1paQskQ8sF7906ngBTGKzWAQ5JG5/fufXq1FhsuGc93Rsfjz86qJdfeN70DKgc8+/v7euutt+Jod561sLAQcwx4g+L3+/J5DzVRrUAOCEYJcAcIIv+BIxY4VkL69FHsrixTqVSc0koI0T01EhT9PCh6+XjowJMGAbD+bofpQjdIB1U45Aw4WJXUVK7r68Y9+NfzixwM8y/39N4UzsJ4+3Pu5zqJvcL4vBw0KcvkoiC7bsA9nwWQguPEHvCmhM7muEOG7OC4ALo3NzfjgEgY2dbW1mCa6VjLwbItLQdtFu7fv6/u7u44KmJoaEiZTEbVajWqhPb29pTNZuOd6vW6crlcyOra2ppmZmYiPORhXnQ58+KVj7VaTffv329yeB2AOHBnffhMsqQ4CUo9RMQ64Rzs7R10wO7v79fQ0FAYdtaQNeK5rBu/d0Cd1JOwXM4a7+3tRa7PM888o3PnzimdTkehhef1UP0FaMJOsBeQkXQ6HcnM7KfNzc2wiblcLhjomZmZOKTX9fJnuQ4tWGGDdHR06MSJE58CK8R+PYkUJUVIwxWCxwURBIwfjML+/r7OnDkTlT8wC4ODg/G5wcHBEMajR49GpvSlS5dC0Pf3G8eUw2RwWvTq6qoKhUJ0SG1vb9fAwEB4f3QOrNVqGh0dVWdnpzo6OiLTmkZfx44d0/z8vL797W/rvffe09zcnK5fv66JiQn9i3/xL5o6RLoA9vf3hxFDQZHxTYyZhFKqe5aXl7W0tBTJuWxO71roTItvMNYyuQlZF4/7JhkWvuufdc+fz/I55INnJalZ1tyfhyFgfcvlsv7n//yfGhkZCc/TFbk/m+/7O6EAmCfu7a3GUYSZTCYy7JE1jpLwXhEepuC9UKg9PT0aGBgIT9SVIApHUuQgYAwxSq4kUXpUkyGTh+1inilb5QwWNw6ACebDK9Sk5mMbksyGf85zJfxoDIwBIVl0k8ud5x55PyOvZmE92ZMYJKlRNu17CN2xtbUVSeKU8XpCN/sWvdfS0hIlrDAa29vb4ZTRhwRwzbjQj+3t7eHUIdcY0KGhoUjkb21tjVPlc7mcarValFqjb9D7VHtms9lwrur1umZnZzU7Oxs61JkRwhcY9EuXLkUrBwowYFV8fwICYReYJ9YjyaKgy9AfHhbKZDLq6+uL6p++vr4YvzvbbtQBUMhmMgHfUxc8NO6f53f0Xjl+/HhTqBsGbGVlJSoMW1tbg+Uj/APIw36QZ8N7E+JbXFyMkM/a2ppee+01TU1NNfUz+yzXoS1dxkPGQ8jlclpeXm4CHWwovBayxvEgpIZxwotwoXBUfuTIEbW3t+vhhx+OjP579+7p0Ucfjc3EvcjBaG9v1/379/Xqq6+qu7tbL730kq5cuaKHH344FndoaEj379+P/5+dndXExISWl5ejd8n4+Liy2aza29t17Ngx5XI5ffe739X4+Lh6enr0/vvvq1KpaGRkJBqzdXV16dy5c5qentb29rb+5b/8l8pkMnr++ed16tQp7e0dnOuxtramgYEBDQ0NRRMmSpoBJFtbWxoYGAjwNjs7q3q9runpad25cycMGOiedtvFYjHmEGPslDSXe3ZSg2J3BgVDjIJgQ+ItolB3d3cjwZmNDHvFBvP7Ig/E4j3J2hUHn93d3dV/+A//QS+//LIeeuih6PDa0tISsfdqtRosno9fajTjcs+6Vqs1nYlE3wsMCZ7O/Py8KpVKlJ2yD/xeXHhN4+PjOn78uE7836cqY4Awstyb8XV3d8ccefjHmSCS68htOGyXt33f3t4OVqWtrU1TU1MRvvCkbZwTZAKljDwnQ5/u6dJriHJgkuwpp4Uh5Lv0J5KanSiMHrLppbhJgJMMRbgMA8Cmpqb00ksv6dVXX41kSmdX2BsY476+vgjvDAwMaH19XaVSSQMDA8EiA+hx0rq6upratm9vb6u7u1vVajXuRy5euVyOYgkYGoBDS8tB/4+tra0IAwOaAPfoALrh1uv1ONuKe8zMzOjP/uzPonkojekymUzk0ngDQKnRRoAQGw4coPdBTBYhMtdjyJAfzAhDRYgqCT4AqeiQlpaWJt3mTp6zaNJBN23v3I4ObG9v17lz5zQ4OKjXXntNH374Yeg89gGnQcOQERImr4UjRwAqVE6x1ltbW1pYWFBHR4cKhYJSqZTef/993bp1S1//+tf19a9//TPv20PLrHjHVWg/9ywlNcVuPYdFahzV7crHvXepoSjYIOSMIOT5fD66fKIk9vb2IiF1fX1dP/jBD/SFL3xBv/Vbv6VyuaxsNqvJyUltbGwEvQqr4glsGFCEbXh4WPfv34/mOgMDA3r33Xf1i1/8Is7m4J2J6V67dk1zc3P67ne/q6mpKQ0MDOgb3/iGvva1r2lycjJKjqlakhTzgxKgB8v6+rpSqVRTvxWqSjy+Tiw8nU5HvDNJSzrV7qwLm8/zi3xe3fijKPBufT1RzHwu2ZGU+7kXlPScmUtnVTDYKysreueddyJh0BPRnLlweQToea6Hg2HCMD4vkiJMBIOTTM6EHXRjhQHDa6NdOcnMGEWUKd44jbHwpvk8Y6TtNnvBY/GH6XLggTGEOczlcsGcoluYawe57FUHCwBjT1YkD0RqZvAAjBgswAJgFZkljAqwSYJ29o6HL5A5DzclAbp0oNd+/vOfRxM25gYg6vuV+8HWVSqV6IrLeNG1AwMD2tk5OC8LVgIwTmEAXU87OjqUy+W0tbWlzs7OqKyjfHd9fT2YXhwRxs66APg8b5C9Roi1tbVVV65c0R//8R/r9u3bWlxcDJaICk4HZq4HaM4GowWrxl73knG+C9PF3wmFI3eE5AFR6BZne10vOjgmz8R1ktQI+7KOyHCSpeE6cuSIfuM3fkMPPfRQOHo4mt7tmDOhJAWLT14PjhMAB/AJy46jMzw8rMHBQa2vr+v73/++3nrrrc+8bw8tWEEZIJDOtCRjzCRfAWoQBKftUTTeIt6PS5cOvPnl5WXV6/WgDt24smjFYlEtLS26efOmvvGNb+jZZ59VvX5wOB4eBwiWRSbJjU3s4Q4EuFwuq62tTadOndILL7ygvr6+yMKmV8HW1pZyuZyefPJJ5XI5HT16VD09PTpz5owqlYr+3b/7d7p06ZKuX7+uwcHBAEMkatbrdZXL5TCuADESomh6hfflcfx0Ot3k+RCjRTm6JyA1AKSX9LpnwmdYIy/pk5pL0PGq3NNg7J5dn6yy8Y3u/7l8JJ+1vb2tP/3TPw0F+qDMdpTD/y6XwCl+Dw8CmtzIoeySFVPIO3Pt7EpHR4f6+/ujiRb5EtwbuWVsVDEx38g0CtzzZ5LA9rBdzk6wRhgPSmQlNVWd8TNzIzVCecyRN5JDN7lsMKf1ej0AIgbbm6MhZ1x0ePXKDtYCA+HyybshZ4yP90VnIhcwmxgkdBPhFUJmkqK8FeeKnAQcQz/vhhD33t5esI87OzsaHByMvUCybl9fX+S/tba2RvOwbDbblKQPMKD8G9DCPgAc+XzXajV98MEH+ulPf6r19fVIpAV4MyeubwEV7BfPu2MfAVo9BOR7K5m/JB3sW2wHye/IHpfn2EgKHckz3SnhZw8HA1TceYP9dnZkZGREFy5c0D/+x/9YTz31VOxzIhAw687cAZzT6cZ5U5wjBruC7l5fX9fa2poWFhZi3nHQ//t//++fed8eWrACwkSwSFB0BS41Z1EjEA5qpEb8WWrEHz0mSbz1zp07amtrCySOMiCxdnNzM7pUzszM6LHHHtPIyEh4QmNjY2ppaYkeBjRhO336dHgE3Id75fP5OG8BYAPl+thjjwWdvL6+rlwuF++4vb2t3/zN39TLL7+sxx57TBcvXlR/f7/u3bun//gf/6OuX7+u//E//kfks6yvr4dymZmZiXAQ3owbaoQW5cqmcSqZDU58PKlMWcMkm0CYxPM7+I57+ayhgw8u1pP7oOg9d8QT8Px7/pnkPT1M9fHHH0dcFjlASVGu6l4PsuhUq4eZ3BOWGvkFHs70MSa9qiTbwvk3hHUwcChwclacaiefgHf1qiS8Oso6Kcc9jBfzzTwiK52dnerr69PY2FiE6pyBc0DihghAnkzC5HI5Rmc5IAJwwLYyLowwBhpQQQM4v4+zkUkm0HONeB8MFkDiySefVD6fj1YLGFsADmEL5JTxuKNG1SUOC2AtnT5oJOnswubmZoTGAFM4hxsbG1GIAMsMywJoodweYEJYJslM7e/v6xe/+IXeeOONAFfoaxrYea4jzoQztc6ESo3DSlkLdCC2CHlh3QClPpfsOdaL5zvYcTbadQWfwa64PnA5AHAk85FIi+jt7VVfX5/Onz+vf/bP/plefvnlJhIAGSMVAH37oONZdnd3o38OFUU4VwBc+ugQKv+s16HNWUkKF9StCykL7h68x5KdHkXYnLLn2t/f19LSUtSoz83N6fHHH49QD4lRfB8PjZhpKpUKWpVsd/JR1tbW1N/fH7FVeq5gbFZWVpTL5XTp0iWtra3pyJEj0Y6aLPparaZsNqtSqRSeSLVa1SOPPKJ0Oq18Pq87d+7on//zf66dnR1dv35dqVRKb7zxhjY2NoKdobLot3/7t4OO5XwIlGY6ndbS0lKEntiEKD6EnORaqVEC7tS1b1LfeA4SU6lUxH6d4mT9UX7Ignu9PJfNnlQ+ySoXlJx7V8mx+L+lUkk3b96Mk6NdjtzjBfgCqhw0MWbui7cK3czF3Hiuir+zgyzep6+vL0JAKGPuCQPIWvHO0NLkLbB3arVatKdHht1zPGwXYMKT7QHaVN8VCoU4u0tqGCrWx9fW55DPIteeGMtnPYTNePw/gIGzmug1ZB45AyjTjI32B874oAuRZwCEs2eZTEbHjh3T1atXdeTIkQA0gG/CzM5Yd3V1Rb6JzyXyz+nMhDJpwLe2tqauri5Vq1UNDAyora1Nq6ur0diSEMPa2lpUJNJGn+TNrq6ukEdAG0bTDf/CwoLeffddSY2KQI4TkBo9d9D7rlc4E83BOnMGYGE/+ry7nLlewKFwMOotD1x/+WdZO3dUWD/kjH+5+Nllant7O+SFCjiYrOPHj+vv/b2/p9XVVf3whz+MCiDGw1xgX9Alvb29qtVqWl1dlaToi0PRgXSgvwgbDg4OSlIAms9yHU5tI0XSFIsI20FyJbkf29vb0T7aFTyL/qBkTje6zh6cOnVKkuJgQQ81EA6A6iJbfW1tTcPDw5F3wianwQ4daEGbhUIhTvVdWloKpYQSzeVyunPnTggmfVgef/xx/fjHP9bIyEhsmu9973v6tV/7NXV2dmp2djaU7IULF4LdgYJ+//33I9Rz8+ZNjY+PK5NpdK9F+BEyqkecZkylUsrn8+rp6QnhTcZvk16D1NwSnk2LxwJoQJG4B+sKysEUF/dgrHjRKCQPm0iN1tgoigflsXhI4LXXXtPIyEjT35gLz0XAIDyI1nW2ifmgagJl5L0/kjk4nhgHXd/S0qJcLhcJsLB4noe0uroa4/HQAEc6ABB5V5IhAWGdnZ1hwA7bxRo53c7eoEKPZmXIFZ91UCgp5JLLgUIqlQqWgf5LzGs6nY5EX0lx1oozLs4S+zi3t7ebvHvCL95DB4DupcrIi4fBkdHJyUl98Ytf1OOPPx5jckDigA5dxzPZYwDA3d3dkF9yQjxni/NlyMNZWlrS8PBwHBOCPuAst9XV1cilkBTtINDrPFNSAKfV1VVdvnxZV69eDcYF0M7/4zh4DhOODODEQYODGtYj6Xjwn+dKuj3hO+jTZPmzsyjoBWdtPESFXXBGNwl8WR90HQnlExMTTWHQnp4enThxQv/gH/wD/ehHP4rQMzbBK6DQubBlODQw/9gz2HDAH8CIc+M+63Vow0AIAaWdABeEigxuSVGvj9H0EIPUnDGPouECCO3s7ETHXJpKcVQ6yWNeTgrVSf382tpa0I54VsTHYW5gIxCK9fV1jY6OhkLM5/NaWFiI/BMyr9vb23XlyhWdOnVKpVJJKysr+vjjj/Xxxx9rdnZWUoNe3NzcVLVaVblcDgHPZrM6evSozp8/r4mJCV2+fDlACdQdbAnzzcnWkpo2Wip1UJ1VLBajf4Qn4PocO2B0cOBKVWokRKKAURT+O1cafOdBND4bHyWQrP5KUqt8zpkgvv+zn/0s1tXjxB6SkRSMiSscxsi8sT6sJ2NyZjCXy4WSdebF5x6gTDdMSRHKc1BOAiNzBwuDQkP2JQUAJy8Kyh86+bBdKGIUvbN2ra2t6uvri2Rbz9NxMMo6IsfOvAA8PWSDYeD031Qq1cQYAgKSOshDCbBhDoioHHPmzL17N8zoJd6FBTj/zwAAIABJREFUMQNm33777SZmGMBLiTrGqF5vdDdFl6LTGM/GxkYT80YjTd6htbU1qnaYQ4BisViMudnY2FBra2u06wc0bWxsREI4hhJ5n52d1euvvx4MMjkq3t2WMn5PCXCnzNcTIEYInvdmLpMARWown8ncFWeVvaDDQY3rI5wrxs7YkBV3YvhOMnKQZJzHx8fV1dXVFOJKpVKR28i8EA0AnHjlFs1LuT/hTWxyX19fvB9Hd3hjQGzzZ7kOLVjBaEqN6hAEFg8a5ZLJZKLhEPkXUnM4wjev1MingI4EiEiKBWHBpYawsGicFwTQYYEZ39LSUvQF2N/f19DQUFOyGxVCHR0dmp6eDmr6pz/9qRYWFvTxxx+HYF64cEFtbW2R40JJc6lU0h/90R/FvMAmkKlfKBTivb0PwksvvRSImlCMsxF+erLUfMJxLpdrMgZ+6Fgy2dbjnQi+h+E82ZAN5IaC8aEs8DZ8kzI+DK7HgAGKfh/ukVRGfM8VGQ33KCWU1PRcwg3Q4Cg+NrWkpgoPxo437237W1oOSjIxIF5+7J4wv/PEQQAJsulsFLJXKBTU2dkZ+U/ks5A0R9ktFD45OYf1Ys49JMZ+6+zsjEMO0QN42syf54IQy/fcANbCS/RJaiXmT28P9qDnWCEj9B5Bjrg/vwPYA0okNXn1ScCPbnRDjY6kXPmpp55SV1eX8vl8NBPklFyMp9TIt2EvM8ZMJhPJq+TQET5DJ1D5RH8RQAlyBuPCPfr6+gLQZTKZqDh0G7C6uqpLly7pRz/6kRYXF0PXe5UU/887S83nhbHHPYwmNZr1sfauN/ibh86SrC0Xv/feLFzO9vlnGY87su7cMb/uKElqAjXcT1KAcNbf9VtHR4eGh4ejyhFWl71OQYbnKiGnDvyq1WowtX5xsOXnASuZ3/u93/u9z/ytvwLX0tJSeEZtbW1aWFjQzMxMNLTBS+3o6NCRI0eUy+W0vr6uarWq+fn5iLO5kpGaz4MBAdIXoLu7W6dPn9Z7772n48ePS1LUmdNV9P3339fa2prGx8eDrsxkMlpcXAxB6u7uVl9fnxYWFgIE9fX1KZ/P65133tHx48cDyV6/fl0tLS0RR+7v79ebb76pv/N3/o5+/vOf60/+5E+UyWR05cqVaPLU0tKiCxcuRMLen/zJn0g6qCb6T//pP+mll14K5UU5NpQ0Z1Qwbrw45m11dVVLS0sBLgAWgMUvfelLmp2dValU0s7OTvS+wSNzZQ5Sx1h462aUiYdvPDeDtXJKVmpOkvVKDjcynqzGWAAJkpqekcyz4e/p9EG58VNPPaVisahU6qCJ1fDwcBglT27D4PHe7iXBcGHY+J33QKnVDppmDQ8Pa3R0VD09PZE35KEzEkXPnTunvr4+pdPpYFrw6slHwQjQVrtarQajhhEljwXvFoaSQzTPnDnz/+q+/v/iun79uiSFIgaMO8gAVKCAKV/1/B/WyQ0Pin1tbS2qIWhDDjDy7qDIIgAFx8HDDqw/+4OuoRhJ7rOzsxM5SowNA+3P4Hs+dvfMp6entba2ptXVVZXL5SaPGEaCvId8Ph+AnsoWQpHoYMI47gjAfONgsR8Ij7MGgGKqSQBnqVQqwgpbW1t65ZVXdPnyZS0tLTU5r54MioFEXzhYwwA76+TVYF4Rt7e3F0CWc5Y8JMPc877u9Hg6godVAHNJR8lDQqwnoI/fuUPloSk+z7tkMhk99NBDOn78eMgzzyCVoVwua2FhQdJByTLj5fvOGjvYIyQIu4aT64DLD5GsVqv6J//kn3ymfXtoc1aI2TIpeALz8/NNcV4mCe+WxcOQkxPglJjUyD9A4PgchoWF5rDBe/fuKZVK6cknn4y/Qx/iTeRyOc3NzcWm4X4sXn9/v44ePar79+9rbGxMGxsbunr1ql5++eXwavH6bt26pV/91V/V2bNnJR2Ea5aWllStVvXwww+rv79fZ8+ejeSyO3fu6MqVK3r88cfjuVQPVavV8OAQbOLMe3t74UG1tLRoeXm5yXNgoyPA6XQ6jv+m4yVKi+8gzKyF54ag7FH+KBQHlSgCjD4eg9SI1bN+zLXH9/lZaigB/p9nMm7u6QrIlQGHr3V3d2toaChkjDAgCozcHy6n+gm9ICv8C7MCc4MR6OvrU7VajfnykmPyDPzwSU8idMOHNwTwosLCK4QwBlIjR4jy+M9zvsdfhSuZZ+BlxuzvnZ2dYJA87i81KjLQAc5SuSx6o0SAX71ej1g/ypwETvYS9/EcAOTKwwusB/fBuHvox5sG8p4kzCYZSu7J2L1JWSqVCp3JXqdShyZ2+/v76u/vDx2xt3fQIp+W/gMDA5EHROfb4eHhAL+weoyHMPre3l5Toi0NFzc3N7W4uKgPPvgg9g3zx9w4W+mAJJk6wO/5rOeOuJ1h3tbX10PP4Iiha/xeHgpDV7kecGeFcaH/ACXYJu4J2MW+ONjhmUmnTjpIhh0aGmpiXrhqtYNOwbOzsxoZGdHZs2dVq9V09+7deAcOufRqLyIHhOBYd4oBenp6QuawpSRIf9br0IIVFDqbyHNK/DCopOHju9CLbLgH5T74Bs/n87FYqdRBG2nOpUin03rkkUeaniUdUF6Dg4OxwVDyCCvnkqysrCiVOugH09nZGe2pV1ZWoqMjtPHVq1c1Pz+v7e1tzc3NRdLuX//rf123b9/WH//xH+utt97SiRMnJB2cFP3aa6/pjTfeUD6f19/8m38zNi7KE3BC74JcLqd6vd50SizC58fKuwKXFAeSQR+ieFxBeDWMx9gdrDgadyUjNbwiqflkU+7Buvm9PVHOqWo+6+El7puMY3P5OPb29uLo897eXhUKhSgV5ugE+puw4SnvkxonoTInHupiblFWDp5hUsjBYi5RqDT58/CCh71gzOg46vkAlIcyB4BUAEsmk1GhUIhqo8N4OXvn7BtGGI+5Xm/0U6IiDsPi8iUpPO5MJhMdat2D9sRYz8diXVknQiqEnRwM8TM0uss5YTtJTUbTgY/nuTA+DF69Xm9qBEeCJPPlYTNkdWdnJ3SX51rR3A352NvbC13T398fyfcOLtLpdJxgDuMKGEYGuff6+rqWl5d148YNLS0tBdPCnHiLCu6N/mGtPbTNuqMrnBFxgOp73/NAuD9sJfuXd2MsOF60hPC/Sc3Jtcy7OxmsF0nwDnpIrnbHysedy+U0MTER+skdMxz6paUlffzxx9rZ2dHY2Fjs/4WFhdCv5OgR/vNkdNaUkDMy4t3LsTWex/iXvQ4tWEGooLXZQHiC0IcgOM/ulppLEd1TlxrGCuHa3d2NQwWr1WoAJEqW+T4bGcWDYaSF/vT0tAYHB4O6pwR5aGhI+/v72tjYaDoBdXFxUc8991yU66EQNzc3dfv2beXz+aDp29radOTIET399NN688031dLSoqmpKd29e1fPPfdcJDn19fXp/v37gXZ3dnbiPCAYJAzg3t5Bki/jSeaqYPzZ7LlcLo6Vr1arTV6dJ4ax2T3mihH1+CiGwctFUTAOLPAIGTfggFAKipZ7E6/107gxEK7gnFr18TmzNDk5qbNnz+r06dPq7+9Xa2trHGGA17GyshJJtihUOnPy7sl4N54lF4obytVZK89FIGGacBBhTNZ3Y2Mjwj94SZubmwG6APpUpNEYijAUiZFUtB3Gy2l5DIvUOHPHw2oACz8+gXtIzRVg6BAMHfJC0j3eqHRwrIHnJzAmmCsMGkAAmU2GIiWFXEmN0CcMhjtqbkQdiDjryHshgw4COCUZ4EXoYGFhIdgT5rC/vz/y4FpaDioz0X3ulHhDOkJI9EGB1crn89rZ2dHU1JSKxWL0hUIXELLkAhx67hgGGtDnc+hr6eFYPuvfdybX81m8xJl1TN6fZ8B++d+TABrZcUDj8uL5JuhxrmQeXGvrwSGS5KokQ9pUzN6+fVu3b98OOR0cHNTjjz+uDz/8MAALYWDAL++MfgOYEuaDSGCPYJ//j2JWQP6UU3Z3d6u/v1+zs7Pa3NwM5Mamxwh4d0On25xRccOGQeju7tbAwEBTN1w2Fa3nodURsN3dXS0uLqq3tzcMFsLipywT8+To9M7Ozvh9Pp/XysqK7ty5o6GhIQ0MDGhgYEA//elP9U//6T+N5nGFQkHSwSFV3/zmNwPAbG5uanJyMurfmTuS2ohzb21txUmZbW1tkfvDYWCEuzz8w1zBxpw8eVKLi4vR58Vzh/ie1EgA9JgrytE9TWcUnGEBtLFG7gVKzSfeJsEHm1hqeAF4VB4PTya78V33LPf39zU9Pa2/9tf+WgCVoaEhSYoEQHpF7O7uBjii6RXME8/x7sCucPDuYb7q9boqlUp4ZwApKll6e3tDSfX29iqXy2ljY6Mp7IiMkUgH0CcU6GFTgL8bMmj7w3ixjklv2qt2fE6RxSTDwL9UW3EBCPgeLCbJo9JBJ2g/aZu59RJ9qSF3Hjb0sCUy7AbIk5/x+n3/cS/2kIMPdxi4HyEWbwjp94XlJlGe9hGwyshtqVSKc3A43Zt5IARJ+LJWq2lwcFDFYlELCwu6cuXKp5rmwcz4mL2aJhnuYz4kNQE2Zy4e5LBwuW5n/2OU3fHw+yXXQVI4Xi4nnl+UfC7z7HrPHekkA+YsMes4OjoavWmc8anVDs75mZ2d1UcffRQsyPb2tvr6+jQ+Pq62tjZ98MEHcQihl/nDvrCWfX19Mb6kfoBtcdD+Wa5DC1akRgyto6NDR48e1YcffhgK2SnP5eXliL8StkHQW1tbtbGx0UQFs7G3t7cjkWp//6BrLCzLzMyMzp07p1rtoAX/2NhYE7rf3d0NMMAJyHiqhFMAUTTMoZR5cXFR3d3devjhh7WysqIbN27o1KlTeuWVVwKUpdNpvf7667pw4YIk6cc//rG+/OUvq7X1oBNksVjU4uKiXnjhBU1PT2t+fl6/9Eu/FJuLI9ndi3wQ48E4V1dXtbq6GrkVKAgM2vHjxzU2NqZ79+5pZWWlKeTDd9hcXGwsGAFKYx2gYECSuQFJxeK0JlU3UiNcmPQcuTAmTuv636RGOaorPDZ7pVIJILGxsaH79+/HuMkJohQY+jubzWpvby9YDYARVTg0EiSjnjVFrlpaWppCdBjYnp4e5fN5dXZ2hmfb2dkZbB2gk0TIYrGo5eXlUFCesEjog/ckb2NsbCwArSvUw3QhQ96+AG8RuSFfgP4eTm0DsD1HxEEsn6G/Dz+zb8iX8KRaT550tsfZPJ5Dvh7n8ji4cs/eWUupuSmdM4Z+2B1GBmPIae7OeDKHsAncs6OjI1oi1Gq1aJvAGIrFoqSDahTydthbgMXNzU1VKhVJ0ttvv62dnZ1gaxkjesWrcx60N3E6mVvWwsO+/n3PSWMNHGTA6PJsDxc5iEJvuPPlYSU+z7Oc6XHHLgkceUdn1RgfQIWSYh/T2NhYNHX0RGrs0MrKim7duqX79+9rcHAw7AG2TpLOnDmj1tZWTU9PR6gLh31vb6/psEreE5vS19enSqUS+tdDYJ/lOrRgpaWlJQ7AAtWzwR21MZEY5SSVi4A69Sc1HwqFYsMIeitpGBX+7kZzY2ND4+Pj4Y3QCAcvjJ8BNtBndH7s6+sL2vPixYv62te+pjfffDMa+Hzve9/T3t6ezp49q2effVZ3797V1taW7t27p62tLU1PT+t3fud3NDIyoscff1yStLKyErkKa2trUQ+P14TyoO02c+snsbrXJSla/6dSB7k8lG1jWJlXkjbda2RDJkNvjIN5dU/OE89cIXjFEBuGNXFli8JobW1toqVdGcCy+Lj87553sri4qPHx8TBczK1T6Hg1yCdzSok332HTr6+vR55Ee3u7pqenA9S5kmOsJMwODg5G0yXKPemOvL6+ru7u7kjoppwfj441wyhnMpmm7sWsH0xaMix4WC4HCA6MUdLog2RytrMxfN9zpTAiSXniO84MAjSI/0Pl43mi0D1sgY4DOAHepYbeckDlXjbvh1z7e7OHXAfyt1KpJElN8+UsFDII6MHIAeb29/dVrVZj3Ds7O6pUKqG/YSLq9XrT4XcOTgg1ZDKZAGoP0iH8nGQXfI+wb3EiPF9EauTP4Tx5zgu5W9yX9ffvug5i/OgEBxnOnqEPWGvWI8mQcHn+jcsu+9RzVrLZbORAAlRcP25tbWlubk5Xr15VW9tBM72kDOVyOZ07d07d3d2amZmJvBX2h4cYJUUYGbDu588lbcdnuQ4tWKlUKk2GDQ/SqTq8pWq1qkqlErFPL58jnureCIKzt3dQCZPP5/XLv/zLev3110OZE3MmGcm9l7W1NV2/fl1HjhxpSjTKZDLKZrNaXl5uCk15xcjo6KhWV1fjcKju7m594xvf0NTUlHK5nH73d39Xr7/+uvb393Xy5EnNzc3po48+ioZhx48fj+65f/tv/221trYGHUvyK6CCfh1Oc9dqtTCia2trqlarEWoiVIJySKfTOnv2rL785S9rf39f7733XpSPo6zx2pNNjFDqeBwoZJQSQu3eDJsQoffvYghQQH5/qcGweB4Lm4gN7nFkxsjfpeaOku5Bv/LKKzp//rxSqVSEBL3sFW+5VqtFgnV/f7+y2WwYftiXzc1Nra2taW5uTp988on+4i/+QteuXYskubGxMVUqlaYKhK6uLg0MDGhiYkKnT5/WsWPHdPLkSXV2doaxSaVSEaKan5/XxsZGJJeTkIvyWV9fj3gzrA0hkXw+H8DKkwEP08Vas79hjSjpZt3deLjhQQkDkF2mPYzI/pYU+xxjKzVCEcg5St/PXGKNJYWe434OwJHHzc3NJsaFZGDGxeeRecbKPZBZxo5R53mAKpwOv6ePiXfiPQHyAJhkl2TeDzn0sBehC8bm1W1SI6zF/ZJMqSfUYx88zzEZ0iJHT2r0zeJn8rwkNR2sylz62Lkvsuay4vPMHLkjjaPGvLrsEspF7yXDiHx/dHS0KZfO81UoU7527Zr+1//6X3HQJMDTGSXCl+fOndPu7q4uXbqkUqmkdDodeyaXy6lSqUSqgetZclaYW0/H+CzXoW4Kt7GxocXFRc3Pz8fhf8mKHqjGjY2NMDoef5aaM/Ldm0F5tLe3a35+Pk6bHB8f1/Hjx5XJZOKcCdibSqWi7e1tHTt2TJKilwtnKniuRX9/fyiV3t5e1ev1OCxxeHg48hqKxWIkP9brdT377LPhOX/yyScaHx9v8kKc5vfksP39gwZgGxsbcb4PVTuOeKmsglWhkY8rh1qtFl1v0+m0FhYWVKlUwgB6LgWbkHGgOHxDoBzx2ojpehzWkxdZRxQgAMLjxJ6syno6MGPO6MXA371ChDG5d5R8l6WlJd29ezeUC6FF2CjyqhyY0mjQ4/fd3d0aGxtTPp/XmTNndPv2bc3Pz0c8n6osTxRHCdE08OjRo3HkAn18SIRLpVJRAurj98Q5PFBkHQPU0nLQph9DmlSuh+miKoHLvUJ+dtBMbxGpYTiSPSS4oPExWBgV2BDmDyWPDCaZPeSUz6IzvJLIdVa9Xg9HBMOIUwEw8aRMqVH9hM5k7K4byX9hDzAvGDVnHxkbfwMwACKc7aQwgGdzDx+bVwslQzrsd+QfGXaHA3AAGOX7DlLcXjwotILehUUCZOHQ8R3Xaw5UeAcAp7Mw7hghUx4a9DAQz3Amz0Fi0qa1trZqYGAgqlddLwLWKpWKrl27FswXc8Y8Ml4Ypb29PZ04cULnz59Xf39/gNl6/aCgAkDCdzs7O+PgSEAfAM9DsH/Z69CClZWVFV2/fl2Tk5NaXFxUsVhsWmypuR8C+QLSp40mlxslqZGEm8vlgjanCoNQTr1eDzp9cnJSe3t70fMFrzmVSmlwcFCVSiXYDRQgnRzpaDs8PBxVRv39/YFO+/r6dOvWLa2urmp3d1cXLlxQoVBQPp/XrVu3gvnIZrOanZ3VpUuXorkPSpKN19nZqZMnT0ZfEFgiYrqlUilCUxg7GCk2UD6f19NPP63e3l5tbGzo9u3bWlxcbFJWnnTmG9M9uQclEiY3t7MZ/A7FyPzg+TNGvEqMqsfk/b6Mx70nZMST3Twc5DLE+3300UexWbkvTA5JbFtbW1pZWWmK3xIu8koKOodOTk4GCKZqi2Rtvp/JHPS5GB0d1WOPPaaBgQENDw/H333d6S5cLBajUVc2m41kYKqXJEVyNeNLp9PxbIzD5zmM7K/KBXBEPlDm/OtMqdQoDXVw4cbajTMGyivASDJNpVKhvB1guDFxZobkXP+MG2IHWcish02dgeTefi+YS+7nLCK6lLH4PsK4uafubJTnbaBXfW68/BtghdMBY+V5Z9zDQSJ7kzVwRxDdwP0YczJczN9wdGBV3JFyZ449jq0BMDmIAkBJn85383waByq8i4eS2MPIjefXJHWRO2ItLS0aGhpSf39/UzIrY6CfzZ07dzQzMxOOGuc4uf70sbS3t6tQKOj06dN64oknNDo6GmF0gAigkefA7LJe/M3t8V/2OrRg5cqVK1pcXIwOkdPT09rY2GjKdkaZkKRFQx/3mt1zht6FjWHzUAKKMJFYlEodlJdiAEio5J7d3d1h+FH2gBv6BRAq2dvbC+DiYZdTp05pb29PS0tLgYZbW1t17NgxPf/88zp27JjGxsa0vLys6elpXb9+Xdvb23rmmWd09+5dbW9vq1gsql6vf6o+HzoOw8NmL5VK0SQMBouNvrd30AANsJRKpTQ3N6fl5WUtLy+H8ndPjmclmRFnQlyZsi7Qh0l6XWpUg/n3uJ+vqdSoCuJnNqBvRmdWkh4Nv3eWyr3pWq2mjz/+uEkRedWZn6Gxvb2t7e1tlcvl6PJLhRnsH3PiDBPhHs5bwjsB4H7hC1/Qo48+qqNHjwYbxjpQEgoTyfgArnS6bWtrixAC46SpE7Q++TSeL3HYLtcB3lgLw+fhWZdfPoejQV8RZwUwypKCRSE3gN5OXqmIccFYJ71qwkLOeJDvhLyzdoQsne53h8y9fXfY2HP0cnJw4h1pfV+4wYR9csbSAQSOBQBCUvwOoMTf3dAzNz63ziryPoBxfse4fA/7/dArHiZGFsjtcCaJ8BqX578kAarrvGSOGd9lLDw/CY4ZN/OIzCYZN9bf5xOwNTg42ARyfW52dnYifQBZ7e7uDtnieewBQqXYgf7+fj3yyCN66qmnwuFl36BzsLucCeVH03R0dET/sM9yHVqwIjVq1tfW1kKgHO2zMWFEiNOzEA5SknFBFg7lU6vVgtIqlUqhuECcw8PD6u7uDpRNt1nyaHZ3d9XX1xfNjvL5vDY3N+P0WwQeUFGrHfRWqdVqyufzmpqa0tjYmOr1upaWliJD/ytf+UqEDmq1mm7duqXh4WHduHFDAwMDqtfrITS+cYhto3wxUp6LgKA63dzV1aWLFy9qYmJC6XRa7733nq5fv665ubkwrlKjKsdpYvcOnNpN0rZSI6nZaW6nbqXmEnMPGbmB4XP+s/+eZDD/nd9XajBBSQ/FZa1UKgWI9dhsMgmT7yE7pVJJm5ubwYJRfcWa4elIB3lasDJtbW3K5/MaHh7Wc889p+effz76KHD/tbW1qA5ibak+AqSkUqlIjCTuzz7BgEmNFgAoYJi3w3ihWB0QOFBB2TrjIjWzaYTPkEv/D1bFz7/xs7kAFUnmQFLsU+Tfk0DZS3jLzly6nLn8ohP5rFcoOTiXGkygs5S+d9kvPAMGAh3jjKp3R/Z9T7UZc7i/vx/he2RNUpMecOfGQ8rseQAdz/fkZObE10dqdor8/RyA8HxnazD2MI5JsOHjS74LuiLJqiRZPGwXoVjmivxK/wxjcxYI2cFhYT68Mq1Sqaherwe7Ckgkh5GLNfP3oEru5MmT+uVf/mWdPHlSuVwubNjMzEwcMQFjjKOzs7MToejPeh1asJJEqMViselUZbwHjCfNjFjgB8UqPYnOr1wuF7klnZ2d6urqinMzMPQeoujr64uKC4RaOhBWkiQRKuKKmUxGN2/eDCHr6+tTrVbT7du31dXVpZMnTzYdMDczM6Oenh6lUgdlw9/85jd14cIFnThxQu+++66++c1v6jd/8zclKZTe/v6+KpXKp2KpVKHs7x8cwLi2tqaVlZU4EwREnU6n9dJLL+mRRx5RS0uLpqenow8CPRCYPxSBMynSpxMD3TtjXfjZS6hhR5wSRfn87xJkWVP3bNxrwfNAycFWEBLhXVzh8jv3dAB/165d+xSdzXvCdgAOUBgok729vQg1rq+vq1wuK5vNhkzWajXNz89raWkpZHJ8fFwvvPCCvvKVr+jIkSMx1yj9QqEQZeecU4NsZbPZODMIw8UaMx7kHso+lUpFTx7o6sN6+frxH2DZk1GTIQdJTYwL30V+kF1YU4CJJ306a8vexIjjzXIlQ9VUV3A5O0AjP2eOYVke5BgALHw/AqLdeXMWxJNt+Q4MJeAWJ5L3SIZ6AXGMA/liH3r4yt+H3zmoAbBIjSZt7qyiM5Lrzmd4Lw99YNgBbl6mz3rAqrHevBN6lT3FmjuwcFDnDBW6DPDp9gsmk/2KHDEH5EB1d3crl8tFP67Ozs4AnsjiRx99pD/90z+NlAbkkXnCcUmyNrCrzHdHR4dyuVycD8a8eXShpeWgESXhTkDM57kONVjBE9ze3o4j61H+7uE7rcnlaN29ff7zDV8oFKKpWyaT0cjIiAYGBqKhFuwEaL9cLsczXDlIChofo8GGXFpa0v379yUpGsLVajVNTk7q5s2b6u7uVm9vr+7duxeU5zvvvKPR0VGlUildu3ZNm5ubeu6553Ts2DG9//77IfhsOM4ZcZoOQaLElVhipVIJdgn24ejRo5qYmFClUtHly5d1+/ZtlctlraysNFHXGE33OlCY/rnkhafqF8qRNcWYOPhI5hF4qMhpYfdqGBO/I+HPvWenyx2gOIvj4Om9997T7u5uNHFDATAu1oLEZalRjrq8vKxisahisahbt25pbm4u5qler0dPFhi+hx9+WM8++6yefPIgV4X5AAAaa0lEQVTJ6KmCoUFWkS0OKSyVSspkDvqxwN7Rup2QxfLycgDilpaWaKVNzwUMS7lcPrRN4ZKg1pkVfpbUZLSk5s7WbkCdBXDlT3hXasixhzMBJh5i8/E9iE2EtZEUawEoSLIHXgLMO7InkWnPM8Go8XvGyLOSLEkSSNFzg//QNQAG7ulOIzqKfYvjB9jwBN16vdHKwJ0LjKLrbgdcHgrh78m1R79QIMA9Ae8ONt259TnlO/xNUryr670ks8K74Zx5LxRPMHb5qtc/fRYRwHRgYCDAicstTtWNGzea8nmS6/KgZGTmh1wiQFoul9ORI0f0/PPPa3BwMOwH7+SJ+pKiAnJsbOwvu13jOrSly4VCIQxluVxuQuIuNE7jcgx5JpNp6sqZROCeaFmv16OUmHhuNpuN9vdSA/V2dHTEWRm1Wi16NdDtE/p+enpay8vLQfkuLS0Fii+Xy1Fq3NHRoXw+r08++STQbqFQiBKxnp4e3blzJwSwXC7r4sWLeuqpp3Tz5k1tbm6qp6cnPEaAm9Q4awgveWtrKxqElUql2OwdHR0aHx/Xiy++qHw+r4WFBX344YcqlUpNvUAwyGw6N86+KTyB7UHMiId0HCCw0VFEnsDn9CmKxsGpvzM0KsaETe/hLgcrPBcFkWTd3GO9d+9etAjnec4gYZQ4O2V//+DgN5JWkTWnbF2hw5r09/frS1/6kgYHB3XixImmk7F3d3e1vLysbDardDoduU6sE8yP51vQTt875/b29kYuQEtLS+RpLC0tRcO7pLE6LBfADKXrxstBsDdQk5oPunxQyEVq7keCAUafeGI9n3V547kAGowIF/vH81tgMzBk7AH0Bd5sksrnu/xM+JoLoINe9P3hDhj7EZmWFODXnT6YSncM0+lGe3veN+nFY5CdoeQ9nH0FWHnox0M92AQ3ws6K+fp5bp2fFs/YkPvt7W319vbG3APokhVTjI/3IETOz6wB4+Md0YM83xkiB77egDOfz2toaKhpb2ILaavP4YSMhfminw3jJXzDfGcymbChyLKkKArp6OjQD3/4Q+Xz+QiLM8e0Qujq6lJXV1ecfP5ZrkMLVsbHx4NuZHFzuZymp6ej1nt1dbXJW6dcNJVKRcIQmwnjIDX3P9jfP+i8+IUvfEGlUinAB6CH8302NzfV29sbyUTEqScnJ1Uul3Xs2LFQMAgPip8E16WlJd24cUOVSkWFQkGFQiHa7J86dUrlclmZTEavvvqqXnrpJT399NOanJxUrVbT+fPn9fbbb+u//Jf/EnFEKoza29ujL002m1WtVovQQCZz0LGyXC6HIf/a176mlpYWZbNZbWxsqFKp6ObNm1pdXdXS0pLW19ejUsgVzOrqqrq6upo2NRsTxZKsVGDupWZF6oCFzYryBjg4MOFy2p259jg2yhGKHI8BZbm/30g69ti6GzHp04cvSgds1E9+8hN985vfVCaT0cLCQih0Px+D+6bT6Uik9vsSnmprOzgWASA7PDysxx57TM8++2xQsJubm5EMi2Lu6OhQpVLRysqKisVisI3Dw8PK5XLq6uqKhoQkXHO8gp+50tHRoY2NDQ0ODkY+jMfAvcX8YbqSB8l5UqGDX/ZGMrzGHLhBcAaNe7EXVldXP+VMwVqeOHFC9+/fj7w2dBMygcyzV3p6eoLyd9n39cDg8S7cjz2HMeazbjDZV+7Re1jDjS3hq729vShuwAjDCvDZpCPg881Y2FPsKz+OwHUCl+es8B13apLryvokgYkzmM6uJUEoxtvDdAB5wCDJ8Mn787MzWsy5N5N0JysZNuKdnPXn/Wq1mkZGRnTixAlls9lP5QttbW1pfn5e77zzToyBkC7gl2IRHFwYLWeWYPZI8sYhy2az+uIXv6harab3338/crRaWlriHLLZ2dnIx/s854odWrCCh0ksrFqtanV1NSbe2ZH9/f0wxGwMUDAKXtKnNi0eRbVajYPMoNg45poN6mVm9CgBiU5MTMQ4MLw06qGXCsKyuLiohYUF/eqv/qq2t7f1yCOP6NVXX9UzzzyjlpaD84MuXrwYYxgeHtbOzo6uXLmi4eFhvfXWW3r99df1d//u3w3PEAEsFouheFFgeEUcTAeDtLCwoNu3b6tarUY+EDQpjIRToun0QbUTmwkg4PFnVwysBWEI7ic1H9rFM9jwrjT9P9bRFVOSakV5+e8ZlwMeFCzKnzitKw5AEWNijDdu3AhFB+hxxskZLuaDsePFoUBGRka0urqqQqGgjo4OPfHEE5qYmAi5A/RgAPFc2traVCqVIiaN3JIbBfNTq9Ui+dzPgPJSW8KPgDzYxUKh0FRJcZguN6iSIsaOHLFmsE+sOwAF0ItX6yAHUE3yMdUl9Xo98lhImm5tPThag0Zi7D/vZYOMeKIizAn7C1lzQJKUVw97eLK0G2835g4QvErJn+EsC39zJlRqMAlJZrSnp+dTyaKenOosFu/njdx4PwATz8SwMn/kAPpz+P8H6Qh/l46Ojsh1hBlHRtDdfJ/Ps9ddByET/js+56AXoANATjpt6G1nkJBfSU173CMGFHLMzs5qeno60hn4PqE3Dx15KJP1R3b8hGXkAfk4e/asurq6dOnSpch3zOfzmp+fbzpU+PNchzZnRTqY5P7+/hBUSjB9AzmNz7kVeDUYQlAjHgCTSYigWq1qeHhY2Ww2js4mR4UeJS0tLeFBsUFAke45SIqGb1RppNNpVavV+Ne7Pa6urqq1tVU///nP1dHRoUcffVRra2t67bXXoiU+FU/r6+u6ePGi1tbWVCqVmtgN6UCYSaj1nIR8Pq+enp5oFPfuu+/qxo0bmp+fV7ValdQAfMwbyoIwklPKUqNPw4OStPi9VzpIDUDh3q2HWXiGsxD+NxSJX2wy4t14Lg5K3VPBS/HnIiOMx8fpiml3d1elUilKi0m6Q7nxHE8Ep+fBxsZGlIrj9VMi+Nhjj+mpp57SyZMnm9pmk6tVLBbjNHDOsqGLcHt7u3p7ewOQFgoFZbPZMG6U9ZMb4EmN5DBg2PCUC4VC03kyh+3yd9vfb3QzRWc4G+bygbfquUgYSjxFjAC5dMViMQwda8e+xDslTIPhwpjQQXhvby/yQcij8D2Iw4R8A4SQTWdI3KA7m8C+wCgCxB10SM0HALpuwdnwRFPG7vsTmaFShfEmHRI+6+FTB0HJ5/E7/sNgJ1kkBywAKX7vzIwkVavVkH8Ho4yVHBHshKSmeeeZPn8ALElNIBIAChj1SjEuGL2k3tvd3dXAwECctu4hP5jcUqmkqakpLS8vh77OZDLBsCLPzLkzgKwn4NydVc8R3dzcVC6X09GjR/XII4+ou7tbkjQ1NRWMFP99HsByaMEKk9PV1aWxsTF1dHREqSdNl3yjtbS0NHWPRCnj4fpGIgaMgEH7ofChygEfTqnjHZPw29raqrt376qzszM2OhR9Pp+PigzOb0AgOBzv3r17OnLkiN55551gIcgX2Nvb0/T0dJw/NDQ0pM7OTv2tv/W39Mknn4RnQH+NmZkZFYtFFQqFAA1bW1u6e/eurl+/rsXFRU1OToa3vbW1pWKxGLlBVPywsZlbUD6bn82CQPIzZXEIOhvSgUZnZ2fT7wEfKCx+DyvEz56bxHg8EdLHQEUBQAJF4V4X90EhJzett9XGgAA+rl+/Hu+D8oA+9XF7Zjz/bm9vhxx1dXWpv79fhUJBuVwulFO1WlW5XNby8nIovEzmoFyULsIAEcrkKaMnUVc6aKxI0ybm2fMEvPEVMXme19HREUD2sF0oeKnhuWNEPG9HOggRkXSJUvZQBYDQGTPkAZlraWkJBY3sw6Cx/1328WaRO4Cw1AD9/hwH1nzP96d/x5lID6t4mIaxp1LNVS7cj/3iDgR7gXAkBg1vHd3HnvCcDp7P5YxQ8m8PYsKTjI6HpgFirgv4fpJ14meYTUJw3d3dTaGmJKB3oOegjNCvO1Gw3Q6smFt3/Pxi/R0E4SDX63Vls1mNjIxErxvkWmo4NPPz85qZmWkChjib3puH5H+iCsiPM07oM2dvGPfOzo5yuZxOnz6tp556SkePHm0KKaXTB6Hvz+PoHFqwQr+Jra2taG5FGbHU6CeAsvFTjtmAbFY8LC4XzP39/TgwsV6vR2vi7e3toMR7e3ujAsQZkc7OTo2NjWl2djY2AOVl6+vrKhQKkZDJmRPPPPNMlLRK0vPPP6+7d++qo6NDb775plKplB566CGdOHFCV69e1aOPPqpSqaQnnngiwMvdu3ejWqmvry+SnwYGBjQ2NhZ9AkqlkiqVSuSiUIJ8//59ra6uqlgshvJMKktXGB5ecU+EjextqZ1edhYM9gHamY2ZBBWOyElidqaEDeehFjaWpE8pOs/Wxzi7d+seH0Y86Y1xP+nA2F+7di2MBs90eeM96EOA5w0NzBi8sgiKmdJVWBgUcjqdjqMdACskYdNQDqVKol2lUtHu7m4cEeGnY/MdP+Ub5qatrS3OPzqMl4eKHXQ4o+cODFQ6l+dWeMgCGXXF7sDPgeX+/r56enpi3dlXgGnCCoxDag6PeEjGqzQAw+xBGDwH89Knew9hrPguxtETvZO5VQ7QPBQKyMGAef4H92cdkuE0fu86hv/nZw8/uP5wNofvObvu7ys1KgmZQ5gt5hIghiPBd3Eq0fc4YewbjHZSNlg3BzCpVCr2K/LGuNyhcxbLwWM6ndbAwECEFtm/HlouFou6efNmONkO0BkbehX59RJ1HH3G6OAEfcQ7IyeUND/77LMaHR1tym/r7+//P4tZQWBoYtbf3x8nykoHymZtbU2VSkXz8/NBf+FBediCDU0DJUe3+XxeFy9ejN4pVE60t7dHr5RKpdIUkpEOQj1LS0sqFAqq1+sxzq6uLvX09MT96YRLaIEeGFevXg2Ue/r0aXV1dWlubk6XLl1SW1tbdLJ977339Nhjj2l4eDjCOhsbGzpx4kR4OJxB09bWFuXWJBoDVtbW1rSxsaFqtaqdnZ1PJX5yuXeIgkHAPTkMFsupW6kZLHjXWN+8TgEngY1fjIM1ROGzuXwDwcq4IWE8SQXGGJxV4bvJWHySSm5padHk5GTEl/m8V/TwPKp0PFGRcVG9g4IgD4pwH2FGQAPeHsxMNpvV0NBQnBmE14UhWFpaCqAkKdpm4zV1dHRERRBrhGFJpw+OffcD9w7b5Wyct8Jn3f53nbCRJf88hg72jN/x2XQ6HTksztAgN+6VOwDyKh5n8xwou+zyfD6/v78feRU8x8fsIM1LWVlnN0oeBnFQh2OAnLPP3EngP6nBEnhI1+eCcTsTwveTgMP1NPvHw8ReEcqc1Wo1LSwsxGfR+TiZHvrz5+BgIB/oU8bIOP+v9s6vp6lmjeILSoUGCm1ppSoqKJVE1CDRqIle+WX8GH4q74xeqJE7Y6K9EIgGsNICrS1U+VfOBVnT1f2ei6Mn57iJ65cY31do996zZ55Zz5+ZYbvSueXydQoPRn1pp/5dZEujDrqMWduQ18lkMmHrAgovfi9XBi4vL6NSqfwjHXd8fNxzRpO+V96Ppi157xSzFMa8R85X/JPJZDA1NYX79++jVCqFY2n+un1WkskkUqkU8vl82K9kdHQ0HKzEzc3a7Tbq9TrW1taC56k5TOCfW7WTo6OjsN09DTm3H+cAGxsbQ19fX9gKnZ2ZXtXAwMlJyIuLi2EDpKOjI5TLZRwenuyJ0Wq1wpLnTqeDW7du4e3bt1hfXw/7dfD7G40GqtUqJicnMT8/jxcvXqBcLuP69etYWFhAqVRCtVrF+fPng/fI47qZXuBAYSpha2srrA5iXY96dEBvQRoNDj0ZbUMaPd1ITIUHf08HuQpHNaz6rmlEdLLnAGZInN+jVeoaruV96rXVKLFPqJHk3/R09NqaP6fncHh4iK2tLWxubobPMRdNQ8/oiU4Iu7u7wVPjfXc6nbCTrEZFuJ+QblbF4mweTslQcz6fD23G3DrFdaPRCGJJhQprXNLpdM/J3BSDFEs7Ozu/M3T/OHyP9Aw1pcIJLDpp6uSmdoMpMS1CpC3he6Yt4Pdks9med8J7YU0Y+xqFDSciFQ707PWZgO7KJkZ0uDusPjejAdGoB9Adf7pkWNMlnIjVy+b98J7VTkQXH9D2MKIUbTPeB/uanj3DZ1DnRa+t19DP0Cbx72KxGK7FSAivCSCIUfYP9hEuRmABOtCNeOjxGhrV0GiIfqdG1NiO0YiL9h2NcNE+JRKJno3fNGp9eHiyCq1arWJpaamnLovvks/Od8LnZFuqsGTESQWarvZin+H71nqk8fFxzM3NhWL9aJrrPyXx9OnTp7/1yT8MIwQUBpyMlpaWUC6X8fXrVwAnnYeeU6vVQqlUCtuOM0dI46RqHuieAcENuorFYqgl2d7eRi6Xw8HBAVZXV5FKpdBoNMKW+sBJgVa1WsXMzAz29/fRaDRCCP3ly5e4efNmWBHDfVLu3buHtbU1vHnzBslkEjMzMyEnyUOnCoUC8vk8Pn/+jNu3b6NWq2F7exsTExOhc71//x6Li4uh4Gl4eDh4fawKr1QqocCTYVWNjnBg0VCqMtfJmhEM/jfQDSvT2+BgZKiSXqeKB/XkNIpC4xT9fxogHfhEB6aGnoFu6koNm3q0anR14NKQUnyxnbRd+N17e3t48OBBmCxYLMlJIpE4KaBk+ovfx3ulAGIEi+dCcZfbTCYT0p4HBwchLTQyMhIMQqfTQbPZ7Fk59PPnT6yvr6NWq6HZbAYRSHEyMjKCTCaDS5cuIZPJYHR0NEyWNMCVSgW1Wg3r6+uYn5//7wbyH+DTp089USKgGzHke2Rf1GJEXRXDz3LSjE7aFK07OzuhXkXHy/HxyVbnXOUDIEQE1TFgtEyXgjKlB6DHKeC4SKVSwe6xL/H76axxvAPdyIX2Re3zOtaj44Rw4qLo1UlQ655oS7TOJ5lM9pxJxGto1JX3wxSxOkp8Rt4/5wMVWZqe03dAQagRGR49wsg0x2Q+n0c6nQ5zAG1qVGSxL2kUhTaKqKhhu2o6Rm0Qf64FvUNDQ5iZmQlRUzoatE21Wg0fP37Eq1evwq7liUQi2Af2JbYZxQavyWdidI7tyGdjO0eFLvsT2472b3h4GHfu3MHly5eRSJxsCfDkyZNfGrens5wfCMs0tRgNONmHQCcfVc26AkjTAESjLsDJ5Hnx4kXkcrmwmQ29sEKhEIwQTx7u7++e58DN1bjXQrFYDJ5srVYL+2dQLGWzWXz79i2InampKXz48AELCwuYnp7GxsYGNjc30Wq1MD8/j5WVFRSLRZTLZczOzuLMmTNIp9NhOTcPTXz27Bl2d3fx8OFDHB4eht1z1UCxDXWLbCp0diwaHnZa9RC0glzrRzhAmcaI7oKpg5GHZUXz0Hw/aqg4YPl7vE+KIA4aDZkTGjB+X7vdDoaTaY3oBKYCSkO9UQEFdAfq8vJyEGP7+/tIp9Phc/RiNJ/O66sg4nEHFFZcgUMPh/fE98JiTUZyOBGyoI3pv3q93nOEAiODiUQCuVwO09PTGB0dDUttdQL48uULWq1Wzyq304b2MfYlPh/D6LrHjvZ37VuaItOUCt/p0NAQRkZGwoq+vb29UBzf398fzljRfqHHH6go4LuPLh3Vcar7s3BjNi3s5v2xX3BsAl3Rw89Ex4ymqtguukWEinz+PFpbQgHIcaqpH/6eCkKNdNNecPEBlxNrm3NcqXhgLaDaDe0D7N/qpNGmaRSIy24Z5aZwUPGmgkWjuuxbGgFWOwl0BZcW7vMdM7qikSOeqKwRY43WbWxshIgKBSzbhW3Id5tIJILt4/XpBPFnnAfo8PJZuLSbQonF6OwrfX3dIt67d+8ilUrh8ePHePfu3a+P21/+REzIZDI9HjgbnysfoukC7thKzxfoXTqmOU2gO+kMDAwgn8/j0qVLIRrDSZcrNjqdDtLpNPr7+8Oy4OPj47CLKNXlwMAAVlZWsLi4iGKxiO/fv4ecshqHCxcu4NGjR7h69SqeP3+O1dXVcM7L2bNnMTg4iNnZWfT394f9Uw4OTk5+npiYwNzcHJLJJK5cuYJz585hZWUFr1+/Rq1WQ7VaDdEU7YgafeAgpoFmezDnqgaLbUEhwfam8aWQZOfnoOS/0TgxVaWDju+HE4hGUjSSES3IY8qFz8LBoyFKenicmNSjo9fGFVx8Jv151LOOipd6vY6NjY2ekDhTKjTyfPcseOVzabGkFtSqZ8b6JxrC4eHh4Pklk8mwUofFe6zhoeEGujsvc8USQ8pDQ0PY29tDNpsNRaB9fX1B4LTbbTSbzZ6iUxN/dHI8bZzme9d0+v+TOLfZ77TJqRUrNLyEEw89Cb4oralgnlG9H1X6QO95MJzMf/z4ERRkLpcLEwrFCr+72WyGSZACSQtxt7a20G63sbq6isnJyVBbwOvRm85msxgYGECpVEKlUgleOqM49K7Gx8dRKBQAIExIAMLW+Tdu3MDY2BiuXbsWamR0NRMVfFRccFLUUCt/T71LDQHSO+K7iUZFKPyioUJO+Jpz1pyoRmCiKSj1lrS4js/D98CIGj+vgzgqFLV/ab/i7/I90Uvh9dSbo7BjqoXPwHanuBscHAwF27xf/g6FC71qDXWzXzEiMjg4iFwuF9IIjJTxO9hfmfKh96MFfvSOCoVCKOzkRlwUKvV6Ha1WKxSLcnt1Y4z5X9N3HGf5ZYwxxpi/nlMbWTHGGGPM34HFijHGGGNijcWKMcYYY2KNxYoxxhhjYo3FijHGGGNijcWKMcYYY2KNxYoxxhhjYo3FijHGGGNijcWKMcYYY2KNxYoxxhhjYo3FijHGGGNijcWKMcYYY2KNxYoxxhhjYo3FijHGGGNijcWKMcYYY2KNxYoxxhhjYo3FijHGGGNijcWKMcYYY2KNxYoxxhhjYo3FijHGGGNijcWKMcYYY2KNxYoxxhhjYo3FijHGGGNijcWKMcYYY2KNxYoxxhhjYo3FijHGGGNijcWKMcYYY2KNxYoxxhhjYo3FijHGGGNijcWKMcYYY2KNxYoxxhhjYo3FijHGGGNijcWKMcYYY2LNvwCTD7Iav9VGigAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(-M, \"-M\", [1,2,1])\n", "imageplot(M[end:-1:1,1:size(M, 2)], \"Flipped\", [1,2,2])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Blurring is achieved by computing a convolution with a kernel. " ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Compute the low pass Gaussian kernel. Warning, the indexes need to be modulo $n$ in order to use FFTs." ] }, { "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" } ], "source": [ "sigma = 5\n", "X = [0:n/2; -n/2:-2]'\n", "Y = [0:n/2; -n/2:-2]\n", "h = exp(-(X.^2 .+ Y.^2)/(2*(sigma)^2))\n", "h = h/sum(h)\n", "imageplot(fftshift(h))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Compute the periodic convolution ussing FFTs" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Mh = conv2(Array{Float64, 2}(M), h)\n", "Mh = Mh[1:255, 1:255] + Mh[257:511, 1:255] + Mh[1:255, 257:511] + Mh[257:511, 257:511];" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display" ] }, { "cell_type": "code", "execution_count": 7, "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": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(M, \"Image\", [1, 2, 1])\n", "imageplot(Mh, \"Blurred\", [1, 2, 2])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Several differential and convolution operators are implemented." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1m\u001b[31mWARNING: the order of outputs has switched (`grad1, grad2 = imgradients(img)` rather than `gradx, grady = imgradients`). Silence this warning by providing a kernelfun, e.g., imgradients(img, KernelFactors.ando3).\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in imgradients(::Array{Float32,2}) at C:\\Users\\Ayman\\.julia\\v0.5\\ImageFiltering\\src\\specialty.jl:50\n", " in include_string(::String, ::String) at .\\loading.jl:441\n", " in execute_request(::ZMQ.Socket, ::IJulia.Msg) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\execute_request.jl:157\n", " in eventloop(::ZMQ.Socket) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\eventloop.jl:8\n", " in " ] }, { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "(::IJulia.##13#19)() at .\\task.jl:360\n", "while loading In[8], in expression starting on line 1\n" ] }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(G_x, G_y) = Images.imgradients(M)\n", "imageplot(G_x, \"d/ dx\", [1, 2, 1])\n", "imageplot(G_y, \"d/ dy\", [1, 2, 2])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Fourier Transform" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The 2D Fourier transform can be used to perform low pass approximation\n", "and interpolation (by zero padding).\n", "\n", "Compute and display the Fourier transform (display over a log scale).\n", "The function fftshift is useful to put the 0 low frequency in the\n", "middle. After fftshift, the zero frequency is located at position\n", "$(n/2+1,n/2+1)$." ] }, { "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" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Mf = plan_fft(M)\n", "Mf*M \n", "Lf = fftshift(log(abs(Mf*M) + 1e-1))\n", "imageplot(M, \"Image\", [1, 2, 1])\n", "imageplot(Lf, \"Fourier transform\", [1, 2, 2])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "**Exercise 1:** To avoid boundary artifacts and estimate really the frequency content of\n", "the image (and not of the artifacts!), one needs to multiply M by a\n", "smooth windowing function h and compute fft2(M*h). Use a sine\n", "windowing function. Can you interpret the resulting filter ?" ] }, { "cell_type": "code", "execution_count": 10, "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": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtSolutions/introduction_3_image/exo1.jl\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "**Exercise 2:** Perform low pass filtering by removing the high frequencies of the\n", "spectrum. What do you oberve ?" ] }, { "cell_type": "code", "execution_count": 11, "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": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtSolutions/introduction_3_image/exo2.jl\")" ] }, { "cell_type": "raw", "metadata": { "collapsed": true, "deletable": true, "editable": true }, "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 }